From 606df136a7f9b28f468a9add3d9212423c852619 Mon Sep 17 00:00:00 2001
From: David Jose Florez Rodriguez
 <59715727+DavidLikesLearning@users.noreply.github.com>
Date: Tue, 2 Jun 2026 17:09:18 -0400
Subject: [PATCH 01/56] clean incomplete emissions constraint handler

fixing bug #331
---
 temoa/components/limits.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/temoa/components/limits.py b/temoa/components/limits.py
index f7f5d5d9c..4f8fcfc30 100644
--- a/temoa/components/limits.py
+++ b/temoa/components/limits.py
@@ -941,7 +941,7 @@ def limit_emission_constraint(
     # in the case that there is nothing to sum, skip
     if isinstance(expr, bool):  # an empty list was generated
         msg = "Warning: No technology produces emission '%s', though limit was specified as %s.\n"
-        logger.warning(msg, (e, emission_limit))
+        logger.warning(msg % (e, emission_limit))
         sys.stderr.write(msg % (e, emission_limit))
         return Constraint.Skip
 

From 2e082e28b429007f7a18e4571921ec3be52b44b8 Mon Sep 17 00:00:00 2001
From: David Jose Florez Rodriguez
 <59715727+DavidLikesLearning@users.noreply.github.com>
Date: Tue, 2 Jun 2026 18:54:08 -0400
Subject: [PATCH 02/56] Fix logger to preferred style

avoids string interpolation just in case
---
 temoa/components/limits.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/temoa/components/limits.py b/temoa/components/limits.py
index 4f8fcfc30..7fa6bf02c 100644
--- a/temoa/components/limits.py
+++ b/temoa/components/limits.py
@@ -941,7 +941,7 @@ def limit_emission_constraint(
     # in the case that there is nothing to sum, skip
     if isinstance(expr, bool):  # an empty list was generated
         msg = "Warning: No technology produces emission '%s', though limit was specified as %s.\n"
-        logger.warning(msg % (e, emission_limit))
+        logger.warning(msg, e, emission_limit)
         sys.stderr.write(msg % (e, emission_limit))
         return Constraint.Skip
 

From fc50f5d1e05315744c43ba3aa40b8f3e61fc5afe Mon Sep 17 00:00:00 2001
From: jdecarolis <2837947+jdecarolis@users.noreply.github.com>
Date: Tue, 9 Jun 2026 03:39:52 +0000
Subject: [PATCH 03/56] chore: upgrade dependencies (canary)

---
 requirements-dev.txt | 702 ++++++++++++++++++++--------------------
 requirements.txt     | 352 ++++++++++-----------
 uv.lock              | 738 +++++++++++++++++++++----------------------
 3 files changed, 888 insertions(+), 904 deletions(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index eb3e7f0cd..18b63b8a3 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -13,38 +13,40 @@ annotated-doc==0.0.4 \
     --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
     --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
     # via typer
-ast-serialize==0.3.0 \
-    --hash=sha256:0dd00da29985f15f50dc35728b7e1e7c84507bccfea1d9914738530f1c72238a \
-    --hash=sha256:11eae0cf1b7b3e0678133cc2daa974ea972caf02eb4b3aa062af6fa9acd52c57 \
-    --hash=sha256:15bd6af3f136c61dae27805eb6b8f3269e85a545c4c27ffe9e530ead78d2b36d \
-    --hash=sha256:1bc3ca09a63a021376527c4e938deedd11d11d675ce850e6f9c7487f5889992b \
-    --hash=sha256:2db3dd99de5e6a5a11d7dda73de8750eb6e5baaf25245adf7bdcfe64b6108ae2 \
-    --hash=sha256:2ec2fafa5e4313cc8feed96e436ebe19ac7bc6fa41fbc2827e826c48b9e4c3a9 \
-    --hash=sha256:3a867927df59f76a18dc1d874a0b2c079b42c58972dca637905576deb0912e14 \
-    --hash=sha256:3b6e23a98e57560a055f5c4b68700a0fd5ce483d2814c23140b3638c7f5d1e61 \
-    --hash=sha256:3d841424f41b886e98044abc80769c14a956e6e5ccd5fb5b0d9f5ead72be18a4 \
-    --hash=sha256:41560b27794f4553b0f77811e9fb325b77db4a2b39018d437e09932275306e66 \
-    --hash=sha256:424ebb8f46cd993f7cec4009d119312d8433dd90e6b0df0499cd2c91bdcc5af9 \
-    --hash=sha256:4388a1796c228f1ce5c391426f7d21a0003ad3b47f677dbeded9bd1a85c7209f \
-    --hash=sha256:4e52650d834c1ea7791969a361de2c54c13b2fb4c519ec79445fa8b9021a147d \
-    --hash=sha256:5075cd8482573d743586779e5f9b652a015e37d4e95132d7e5a9bc5c8f483d8f \
-    --hash=sha256:5283cdcc0c64c3d8b9b688dc6aaa012d9c0cf1380a7f774a6bae6a1c01b3205a \
-    --hash=sha256:5832c2fdf8f8a6cf682b4cfcf677f5eaf39b4ddbc490f5480cfccdd1e7ce8fa1 \
-    --hash=sha256:670f177188d128fb7f9f15b5ad0e1b553d22c34e3f584dcb83eb8077600437f0 \
-    --hash=sha256:7ba30b18735f047ec11103d1ab92f4789cf1fea1e0dc89b04a2f5a0632fd79de \
-    --hash=sha256:a0c5aa1073a5ba7b2abaa4b54abe8b8d75c4d1e2d54a2ff70b0ca6222fea5728 \
-    --hash=sha256:a2cd125adccf7969470621905d302750cd25951f22ea430d9a25b7be031e5549 \
-    --hash=sha256:a6fb063bf040abf8321e7b8113a0554eda445ffc508aa51287f8808886a5ae22 \
-    --hash=sha256:b967c01ca74909c5d90e0fe4393401e2cc5da5ebd9a6262a19e45ffd3757dec8 \
-    --hash=sha256:c1c9e763d70293d65ce1e1ea8c943140c68d0953f0268c7ee0998f2e07f77dd0 \
-    --hash=sha256:cc14bf402bdc0978594ecce783793de2c7470cd4f5cd7eb286ca97ed8ff7cba9 \
-    --hash=sha256:d14b1d566b56e2ee70b11fec1de7e0b94ec7cd83717ec7d189967841a361190e \
-    --hash=sha256:d188bfe37b674b49708497683051d4b571366a668799c9b8e8a94513694969d9 \
-    --hash=sha256:d21453734ad39367ede5d37efe4f59f830ce1c09f432fc72a90e368f77a4a3e7 \
-    --hash=sha256:e6ea0754cb7b0f682ebb005ffb0d18f8d17993490d9c289863cd69cacc4ab8df \
-    --hash=sha256:ef6d3c08b7b4cd29b48410338e134764a00e76d25841eb02c1084e868c888ecc \
-    --hash=sha256:f5e110cdce2a347e1dd987529c88ef54d26f67848dce3eba1b3b2cc2cf085c94 \
-    --hash=sha256:f5ef88cc5842a5d7a6ac09dc0d5fc2c98f5d276c1f076f866d55047ce886785b
+ast-serialize==0.5.0 \
+    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
+    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
+    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
+    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
+    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
+    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
+    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
+    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
+    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
+    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
+    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
+    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
+    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
+    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
+    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
+    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
+    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
+    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
+    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
+    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
+    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
+    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
+    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
+    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
+    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
+    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
+    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
+    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
+    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
+    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
+    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
+    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
+    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
     # via mypy
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -52,13 +54,13 @@ babel==2.18.0 \
     # via
     #   pydata-sphinx-theme
     #   sphinx
-beautifulsoup4==4.14.3 \
-    --hash=sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb \
-    --hash=sha256:6292b1c5186d356bba669ef9f7f051757099565ad9ada5dd630bd9de5fa7fb86
+beautifulsoup4==4.15.0 \
+    --hash=sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7 \
+    --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
     # via pydata-sphinx-theme
-certifi==2026.4.22 \
-    --hash=sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a \
-    --hash=sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580
+certifi==2026.5.20 \
+    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
+    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
     # via requests
 cfgv==3.5.0 \
     --hash=sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0 \
@@ -132,17 +134,13 @@ charset-normalizer==3.4.7 \
     --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
     --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
     # via requests
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
-    # via typer
 colorama==0.4.6 ; sys_platform == 'win32' \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via
-    #   click
     #   pytest
     #   sphinx
+    #   typer
 contourpy==1.3.3 \
     --hash=sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69 \
     --hash=sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc \
@@ -201,84 +199,84 @@ contourpy==1.3.3 \
     --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
     --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
     # via matplotlib
-coverage==7.14.0 \
-    --hash=sha256:057a6af2f160a85384cde4ab36f0d2777bae1057bae255f95413cdd382aa5c74 \
-    --hash=sha256:0773d8329cf32b6fd222e4b52622c61fe8d503eb966cfc8d3c3c10c96266d50e \
-    --hash=sha256:0f162bc9a15b82d947b02651b0c7e1609d6f7a8735ca330cfadec8481dd97d5a \
-    --hash=sha256:15228a6800ce7bdf1b74800595e56db7138cecb338fdbf044806e10dcf182dfe \
-    --hash=sha256:1733198802d71ec4c524f322e2867ee05c62e9e75df86bdca545407a221827d1 \
-    --hash=sha256:1a0abc7342ea9711c469dd8b821c6c311e6bc6aac1442e5fbd6b27fae0a8f3db \
-    --hash=sha256:1b23b0c6f0b1db6ad769b7050c8b641c0bf215ded26c1816955b17b7f26edfa9 \
-    --hash=sha256:1c9ed6ef99f88fb8c14aa8e2bf8eb0fe55fa2edfea68f8675d78741df1a5ac0e \
-    --hash=sha256:22a7e06a5f11a757cdfe79018e9095f9f69ae283c5cd8123774c788deec8717b \
-    --hash=sha256:23b81107f46d3f21d0cbce30664fcec0f5d9f585638a67081750f99738f6bf66 \
-    --hash=sha256:29943e552fdc08e082eb51400fb2f58e118a83b5542bd06531214e084399b644 \
-    --hash=sha256:29fe3da551dface75deb2ccbf87b6b66e2e7ef38f6d89050b428be94afff3490 \
-    --hash=sha256:2fb73254ff43c911c967a899e1359bc5049b4b115d6e8fbdde4937d0a2246cd5 \
-    --hash=sha256:3485a836550b303d006d57cc06e3d5afaabc642c77050b7c985a97b13e3776b8 \
-    --hash=sha256:362cb78e01a5dc82009d88004cf60f2e6b6d6fcbfdec05b05af73b0abf40118f \
-    --hash=sha256:3a5d8e876dfa2f102e970b183863d6dedd023d3c0eeca1fe7a9787bc5f28b212 \
-    --hash=sha256:3e7e88110bae996d199d1693ca8ec3fd52441d426401ae963437598667b4c5eb \
-    --hash=sha256:3f5549365af25d770e06b1f8f5682d9a5637d06eb494db91c6fa75d3950cc917 \
-    --hash=sha256:454a380af72c6adada298ed270d38c7a391288198dbfb8467f786f588751a90c \
-    --hash=sha256:45899ec2138a4346ed34d601dedf5076fb74edf2d1dd9dc76a78e82397edee90 \
-    --hash=sha256:45e0f79d8351fa76e256716df91eab12890d32678b9590df7ae1042e4bd4cf5d \
-    --hash=sha256:49c005cba1e2f9677fb2845dcdf9a2e72a52a17d63e8231aaaae35d9f50215ef \
-    --hash=sha256:4b899594a8b2d81e5cc064a0d7f9cac2081fed91049456cae7676787e41549c9 \
-    --hash=sha256:55d3089079ce181a4566b1065ab28d2575eb76d8ac8f81f4fcda2bf037fee087 \
-    --hash=sha256:5ac83957a80d0701310e96d8bec68cdcf4f90a7674b7d13f15a344315b41ab27 \
-    --hash=sha256:5d4a51aad8ba8bdcd2b8bd8f03d4aca19693fa2327a3470e4718a25b03481020 \
-    --hash=sha256:5ebb8f4614a3787d567e610bbfdf96a4798dd69a1afb1bd8ad228d4111fe6ff3 \
-    --hash=sha256:63df0fe568e698e1045792399f8ab6da3a6c2dce3182813fb92afa2641087b47 \
-    --hash=sha256:65c86fb646d2bd2972e96bd1a8b45817ed907cee68655d6295fe7ec031d04cca \
-    --hash=sha256:668b92e6958c4db7cf92e81caac328dfbbdbb215db2850ad28f0cbe1eea0bfbd \
-    --hash=sha256:68af363c07ecd8d4b7d4043d85cb376d7d227eceb54e5323ee45da73dbd3e426 \
-    --hash=sha256:6a6516b02a6101398e19a3f44820f69bab2590697f7def4331f668b14adaf828 \
-    --hash=sha256:6b9bf47223dd8db3d4c4b2e443b02bace480d428f0822c3f991600448a176c97 \
-    --hash=sha256:6d160217ec6fe890f16ad3a9531761589443749e448f91986c972714fad361c8 \
-    --hash=sha256:6e57054a583da8ac55edf24117ea4c9133032cfc4cf72aa2d48c1e5d4b52f899 \
-    --hash=sha256:70390b0da32cb90b501953716302906e8bcce087cb283e70d8c97729f22e92b2 \
-    --hash=sha256:72a305291fa8ee01332f1aaf38b348ca34097f6aa0b0ef627eef2837e57bbba5 \
-    --hash=sha256:7333cd944ee4393b9b3d3c1b598c936d4fc8d70573a4c7dacfec5590dd50e436 \
-    --hash=sha256:742a73ea621953b012f2c4c2219b512180dd84489acf5b1596b0aafc55b9100b \
-    --hash=sha256:7b2bb6c9d7e769360d0f20a0f219603fd64f0c8f97de17ab25853261602be0fb \
-    --hash=sha256:7b79d646cf46d5cf9a9f40281d4441df5849e445726e369006d2b117710b33fe \
-    --hash=sha256:7bf43e000d24012599b879791cff41589af90674722421ef11b11a5431920bab \
-    --hash=sha256:7ffd19fc8aed057fd686a17a4935eef5f9859d69208f96310e893e64b9b6ccf5 \
-    --hash=sha256:8231ade007f37959fbf58acc677f26b922c02eda6f0428ea307da0fd39681bf3 \
-    --hash=sha256:827d6397dbd95144939b18f89edf31f63e1f99633e8d5f32f22ba8bdda567477 \
-    --hash=sha256:829994cfe1aeb773ca27bf246d4badc1e764893e3bfb98fff820fcecd1ca4662 \
-    --hash=sha256:8767486808c436f05b23ab98eb963fb29185e32a9357a166971685cb3459900f \
-    --hash=sha256:8de5b61163aee3d05c8a2beab6f47913df7981dad1baf82c414d99158c286ab1 \
-    --hash=sha256:90c1a51bcfddf645b3bb7ec333d9e94393a8e94f55642380fa8a9a5a9e636cb7 \
-    --hash=sha256:9117377b823daa28aa8635fbb08cda1cd6be3d7143257345459559aeef852d52 \
-    --hash=sha256:91b993743d959b8be85b4abf9d5478216a69329c321efe5be0433c1a841d691d \
-    --hash=sha256:92af52828e7f29d827346b0294e5a0853fa206db77db0395b282918d41e28db9 \
-    --hash=sha256:953f521ca9445300397e65fda3dca58b2dbd68fee983777420b57ac3c77e9f90 \
-    --hash=sha256:98af83fd65ae24b1fdd03aaead967a9f523bcd2f1aab2d4f3ffda65bb568a6f1 \
-    --hash=sha256:9aed9fa983514ca032790f3fe0d1c0e42ca7e16b42432af1706b50a9a46bef5d \
-    --hash=sha256:9d1aa57a1dc8e05bdc42e81c5d671d849577aeedf279f4c449d6d286f9ed88ca \
-    --hash=sha256:9d26ac7f5398bafc5b57421ad994e8a4749e8a7a0e62d05ec7d53014d5963bfa \
-    --hash=sha256:9f323af3e1e4f68b60b7b247e37b8515563a61375518fa59de1af48ba28a3db6 \
-    --hash=sha256:9fbd898551762dea00d3fef2b1c4f99afd2c6a3ff952ea07d60a9bd5ed4f34bc \
-    --hash=sha256:a2bd259c442cd43c49b30fbafc51776eb19ea396faf159d26a83e6a0a5f13b0c \
-    --hash=sha256:a3b5ddfd6aa7ddad53ee3edb231e88a2151507a43229b7d71b953916deca127d \
-    --hash=sha256:a706b908dfa85538863504c624b237a3cc34232bf403c057414ebfdb3b4d9f84 \
-    --hash=sha256:a841fae2fadcae4f438d43b6ccc4aac2ad609f47cdb6cfdce60cbb3fe5ca7bc2 \
-    --hash=sha256:a9f864ef57b7172e2db87a096642dd51e179e085ab6b2c371c29e885f65c8fb2 \
-    --hash=sha256:acebd068fca5512c3a6fde9c045f901613478781a73f0e82b307b214daef23fb \
-    --hash=sha256:b4cc4fce8672fffcb09b0eafc167b396b3ba53c4a7230f54b7aaffbf6c835fa9 \
-    --hash=sha256:b4e26a0f1b696faf283bffe5b8569e44e336c582439df5d53281ab89ee0cba96 \
-    --hash=sha256:b4f07cf7edcb7ec39431a5074d7ea83b29a9f71fcfc494f0f40af4e65180420f \
-    --hash=sha256:ba3b8390db29296dbbf49e91b6fe08f990743a90c8f447ba4c2ffc29670dfa63 \
-    --hash=sha256:c79d2319cabef1fe8e86df73371126931550804738f78ad7d31e3aad85a67367 \
-    --hash=sha256:ca3d9cf2c32b521bd9518385608787fa86f38daf993695307531822c3430ed67 \
-    --hash=sha256:cc3499459bbcdd51a65b64c35ab7ed2764eaf3cba826e0df3f1d7fe2e102b70b \
-    --hash=sha256:d8b013632cc1ce1d09dbe4f32667b4d320ec2f54fc326ebeffcd0b0bcc2bb6c4 \
-    --hash=sha256:f2bbb8254370eb4c628ff3d6fa8a7f74ddc40565394d4f7ab791d1fe568e37ef \
-    --hash=sha256:f580f8c80acd94ac72e863efe2cab791d8c38d153e0b463b92dfa000d5c84cd1 \
-    --hash=sha256:fb609b3658479e33f9516d46f1a89dbb9b6c261366e3a11844a96ec487533dae \
-    --hash=sha256:fcaba850dd317c65423a9d63d88f9573c53b00354d6dd95724576cc98a131595
+coverage==7.14.1 \
+    --hash=sha256:0177614a0370f227888b4e436a7c55686d6a9f90eb1ade2b624ba685a1686e86 \
+    --hash=sha256:01b7733daad0237daa01ef80fe2dfceffc911e6a17fa7b55d14aa8214eaaaecd \
+    --hash=sha256:03a6f93c1ec3b7f2e77b5dbcc5573a2c21f12529a5c6bbe0f16f72303cc2fa4d \
+    --hash=sha256:042c46ded7c288aeb07cf14a28b6c1e10b78fcba40171c3fa1e939377eeef0b5 \
+    --hash=sha256:06144cd511cf2624873a035c5069cf297144f6e77a73ee3d7a55b605ec5efb42 \
+    --hash=sha256:07c6290b1697b862c0478eab545eec949a0d0e4d6d03497f446d706da3b4f2de \
+    --hash=sha256:1101a5ebb083aecb625ebb6209d4105b58f647b093cb2dc8122d7b33f743cfe1 \
+    --hash=sha256:114c95ef29302423b87d159075805f4ab973254a2638a5d7d046c94887cc87d7 \
+    --hash=sha256:12c42ec1e14f553c4f817e989365982e646e27211f10a0f717855b94a79c8906 \
+    --hash=sha256:145986fe66647eb489f18d9a997567a3fd358584c4b5a808769113abc07466af \
+    --hash=sha256:17a5a241e5997621a956a7f402a7433ef4221e5152809b785bec79e2323799f1 \
+    --hash=sha256:1896f5e19ff3f0431c7ce2172adc54890fd97f86b59ced8ca1649145d9ffe35d \
+    --hash=sha256:221c70f316241a78e77e607c227cefc8808d4e08f28d99c04f35694690e940be \
+    --hash=sha256:2222be86d0b54f5dd5a38f45f17f315f737245e857bf0bdedc70734f84a13c02 \
+    --hash=sha256:2224f89ffd0c5605ccce1ed7a584da162bc7c55f601ab1c946bc9de31a486b42 \
+    --hash=sha256:2d69af5dea2de76fc485a83032a630523f985198b7e25be901ec60181587b01e \
+    --hash=sha256:30c08f7d90415aa98b3c990385dea2939b0da55f38515e5b369b83655f8523be \
+    --hash=sha256:357d4e32935c36588aaba057d734fa32428c360c9fc2e4442afbf1b646beee6e \
+    --hash=sha256:35ab22d91de736e8966b980dc355cbcdd2c6dbbcfe275f9a2991bc8a91b3df65 \
+    --hash=sha256:370c5afae3fa0658e11694a32b24c2778f6bc2d17718121f94ee185e69f26b54 \
+    --hash=sha256:3758dd0a7f1fa57365ef2e781df0f0731d38b6e3772259d13dae4bd8a958d4b1 \
+    --hash=sha256:39b21e212c55af06fa375e3dbf90a8a8e38792f3a910c580066d23563830ddd5 \
+    --hash=sha256:442cc9c952b2df400cda54bb04ab87330cf2cd08a8692cbbea36773531eb6f37 \
+    --hash=sha256:46f714d2fb8ae2f4f29f23ada7f1e79b759fff5a70f94a1dac23af204c3ec9e4 \
+    --hash=sha256:48b283b1dd6372e8de2a7a9a4c4d5dc06f4d4fd209b876f3c88a7a205a0c8f84 \
+    --hash=sha256:4a28fd227808366b196a75476dced2eb35b351d6766ba9c858dc93319e87f4f1 \
+    --hash=sha256:51bd64741cc6fa065abd300ede1afe5a5291ece9c31da8b24884deda48bcc3f8 \
+    --hash=sha256:54acdb6674a4661768d7bf7db32dfb9f46ab1d764f8aba6df75ce1a6a088724e \
+    --hash=sha256:5a1c5215be81035e629d5bc756650634d0bf31991038db7a0eccb90f025ce16d \
+    --hash=sha256:5b0c99ba93a07d56f6df340bb79be53202a082b2fdb81bfe6190b741a3470d54 \
+    --hash=sha256:5ea0c297e27133853b4d8a3eb799bff5a2dbd9f2f41537a240d337ac9b4df890 \
+    --hash=sha256:5f0cfc27c539f07cf5c0a4cfe211d0b6cae039f8f40526dbaa71944e64b50a7b \
+    --hash=sha256:6223a72fd0e4c7156353ec0f08a5f93623e1d3034d0e2683b9bb8ea674131b1d \
+    --hash=sha256:62fd185ef9df3c33d1c8178c5af105f762afbad96038de9a4ae100aa6297ca33 \
+    --hash=sha256:6adc5a36984624a70bf11d7184e20fa0a49aa7c47ffab43804106a1a695ea22e \
+    --hash=sha256:6b6b0853b895fe0e98cbfc580d1ec3393d9302b4b1e96a77b3f5c91fdab899e6 \
+    --hash=sha256:6ff665fb023a77386fe11685190cee1f60a7d635994a30d9b0a061533d470fce \
+    --hash=sha256:7279d2110a28cebc738b6459ecda2771735a4c18465fbbd36b3288fe5ed92247 \
+    --hash=sha256:76a085d7005236a767e3426148b2c407e53ad61695c562f8a81da2d373324901 \
+    --hash=sha256:7771b601718fdde84832c3a434ca9bbf4ae9adbc49d84198b4110700c3c77c36 \
+    --hash=sha256:79058c47dae6788504b5effb319961bcd72d7240551464b91d474bc0ed186d69 \
+    --hash=sha256:7af486dabe8954d03b087f0021540897afe084f04e16ff5579e08cc46f871416 \
+    --hash=sha256:8011224a62280e50dab346960c03cf47aca1a1e09e608c0fb33fd6e0cc8e9500 \
+    --hash=sha256:8270544c361ed405a27a060dbc9ed2c124b084d96dfdc2d9a2510482aef981ad \
+    --hash=sha256:84b535f00655ecafe1d929d1fb00ed5d6fa3051ea643ab2c161a3887b86f294b \
+    --hash=sha256:851b9e1e4e8a4608e77c79714b2e77c0970d2ed7202a05e92ae407817481887b \
+    --hash=sha256:85e85586565842f6932abebd4c18bcb1074223dc0b3576e7d173ca710622813a \
+    --hash=sha256:8a3ce026d73290f42f08dafecbd82c193a74df280461fbf97300fec51fd133ee \
+    --hash=sha256:9132cd363a68a4c3daa7c8704a654b1e39d3360f6f5b8ddd470608a945236c07 \
+    --hash=sha256:99cd41ff91afd94896fea3bc002706b6ae4ce95727d06e4a0f39c0a8d8bd8b1a \
+    --hash=sha256:9eeb3fcbc13ba40dfbdb22d01d196a28e9cef9ed4c29b60061a1e0e823a9929d \
+    --hash=sha256:a06c76364a9360e33d6d23769aefdf7f66f38e2ffb60ceb1baaa4989d83b695c \
+    --hash=sha256:a07891c3f4805442b31b71e84ba3cf29ed1aa9a428284e06deeb4b23e5b46343 \
+    --hash=sha256:a252f21c27e38347e60111a3266b03827422a7d5525951aceee313aa68bab1d2 \
+    --hash=sha256:a311d8e1da24be5c1ccf85cbfb06315dbaa1703d5a1eab3f6432c72b837917c8 \
+    --hash=sha256:aa5e304a873fabddc11e484e9b6b738bd38bd7bed17b09aa84eecf5332e8b8bb \
+    --hash=sha256:ab4af6352741a604c431c6072fce5bee33bf0f20dc7a56618d6bf6bb89e9810c \
+    --hash=sha256:b553d04b5e778a8e56d57eb134aff42a92718ecba45e79c4764ecfa40efd92ff \
+    --hash=sha256:b84800013769a78ccb9ef4659402e26d06867e337b61ec365f77ad008adea80e \
+    --hash=sha256:be9f2c802dcfce3f71298303aa5dad0dce440a76c52f2f60dacd8656dab78793 \
+    --hash=sha256:c79cead5b5bc584d9c71451cb984d0e3a84e0c0937379c8efcbf27c8d661b851 \
+    --hash=sha256:ced2f09ef276fd58611a1ef502164ad266d2b75174e5a40cabbdb4033f9f6cf2 \
+    --hash=sha256:d13e6725992e2d2fd7d81d4f5241952d13740121dfd501da09201be39b2c003a \
+    --hash=sha256:d5b89cdfb2ee051b71e8c3c70bd81a9eff81100f736a269136fe1a68efe00474 \
+    --hash=sha256:d5ed429d0b8edaac649e889b4ffcedb6c80b06629a3f93050e3dddfb99235bee \
+    --hash=sha256:da028256b04ec30e5e0114b6f76172938c313991f0a2d3d894271315cf5d5e43 \
+    --hash=sha256:dcbf65f1f66a26cdd88c35cf68fb4729c5d1cd2e88added72420541dfb212034 \
+    --hash=sha256:ddf799247318f34dbcd2efa8c95a8d0642674e926bb1774cf9b63dfd2a389d1c \
+    --hash=sha256:de286598cc65d2b489411174b1faec2f5a7775fb3201fd925db2a76b4030f37d \
+    --hash=sha256:e471bc5769ff073b058cfadb0d736b56ce067c8560eabeb0da88462df98c23e7 \
+    --hash=sha256:ea8cd6ca0ee9f616aaef3afc6882e32c2cbf18b00d96313ffd76af650574034d \
+    --hash=sha256:f2302660e32562a532b442480121aef8aa61a5bdb20b30bf0adab29f10a5a4b4 \
+    --hash=sha256:f497a1ea81d4cd7c10ddcaa685135b9aabd291af3d55775a9ddf3cb7a364cdd9 \
+    --hash=sha256:f4ddbe407477f04c45115d1a4e5bc480f753553b534d338d4c3358b1cdd0ea52 \
+    --hash=sha256:f747dc8edcfe740130f28f32f3995e955494285717e86ee25af51db2219df08a \
+    --hash=sha256:fad54e871165f6ec2f536063ac74c3104508a12963e64072ba44bd822de52b0c \
+    --hash=sha256:fd86572566fb40189a8260446158235159bc7a82dfbc87a3b39cf4fb57fcec1c
     # via pytest-cov
 cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
@@ -292,9 +290,9 @@ dill==0.4.1 \
     --hash=sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d \
     --hash=sha256:423092df4182177d4d8ba8290c8a5b640c66ab35ec7da59ccfa00f6fa3eea5fa
     # via multiprocess
-distlib==0.4.0 \
-    --hash=sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16 \
-    --hash=sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d
+distlib==0.4.2 \
+    --hash=sha256:baeb401c90f27acd15c4861ae0847d1e731c27ac3dbf4210643ba61fa1e813db \
+    --hash=sha256:ca4cb11e5d746b5ec13c199cbf19ae27a241f89702b54e153a74332955446067
     # via virtualenv
 docutils==0.22.4 \
     --hash=sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968 \
@@ -309,9 +307,9 @@ et-xmlfile==2.0.0 \
     --hash=sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa \
     --hash=sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54
     # via openpyxl
-filelock==3.29.0 \
-    --hash=sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90 \
-    --hash=sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258
+filelock==3.29.1 \
+    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
+    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
     # via
     #   python-discovery
     #   virtualenv
@@ -323,41 +321,41 @@ flexparser==0.4 \
     --hash=sha256:266d98905595be2ccc5da964fe0a2c3526fbbffdc45b65b3146d75db992ef6b2 \
     --hash=sha256:3738b456192dcb3e15620f324c447721023c0293f6af9955b481e91d00179846
     # via pint
-fonttools==4.62.1 \
-    --hash=sha256:0aa72c43a601cfa9273bb1ae0518f1acadc01ee181a6fc60cd758d7fdadffc04 \
-    --hash=sha256:12859ff0b47dd20f110804c3e0d0970f7b832f561630cd879969011541a464a9 \
-    --hash=sha256:149f7d84afca659d1a97e39a4778794a2f83bf344c5ee5134e09995086cc2392 \
-    --hash=sha256:1596aeaddf7f78e21e68293c011316a25267b3effdaccaf4d59bc9159d681b82 \
-    --hash=sha256:19177c8d96c7c36359266e571c5173bcee9157b59cfc8cb0153c5673dc5a3a7d \
-    --hash=sha256:1eecc128c86c552fb963fe846ca4e011b1be053728f798185a1687502f6d398e \
-    --hash=sha256:2e7abd2b1e11736f58c1de27819e1955a53267c21732e78243fa2fa2e5c1e069 \
-    --hash=sha256:403d28ce06ebfc547fbcb0cb8b7f7cc2f7a2d3e1a67ba9a34b14632df9e080f9 \
-    --hash=sha256:49a445d2f544ce4a69338694cad575ba97b9a75fff02720da0882d1a73f12800 \
-    --hash=sha256:59b372b4f0e113d3746b88985f1c796e7bf830dd54b28374cd85c2b8acd7583e \
-    --hash=sha256:5f37df1cac61d906e7b836abe356bc2f34c99d4477467755c216b72aa3dc748b \
-    --hash=sha256:6706d1cb1d5e6251a97ad3c1b9347505c5615c112e66047abbef0f8545fa30d1 \
-    --hash=sha256:68959f5fc58ed4599b44aad161c2837477d7f35f5f79402d97439974faebfebe \
-    --hash=sha256:7487782e2113861f4ddcc07c3436450659e3caa5e470b27dc2177cade2d8e7fd \
-    --hash=sha256:7aa21ff53e28a9c2157acbc44e5b401149d3c9178107130e82d74ceb500e5056 \
-    --hash=sha256:8d337fdd49a79b0d51c4da87bc38169d21c3abbf0c1aa9367eff5c6656fb6dae \
-    --hash=sha256:8f8fca95d3bb3208f59626a4b0ea6e526ee51f5a8ad5d91821c165903e8d9260 \
-    --hash=sha256:90365821debbd7db678809c7491ca4acd1e0779b9624cdc6ddaf1f31992bf974 \
-    --hash=sha256:92bb00a947e666169c99b43753c4305fc95a890a60ef3aeb2a6963e07902cc87 \
-    --hash=sha256:93c316e0f5301b2adbe6a5f658634307c096fd5aae60a5b3412e4f3e1728ab24 \
-    --hash=sha256:9c125ffa00c3d9003cdaaf7f2c79e6e535628093e14b5de1dccb08859b680936 \
-    --hash=sha256:9e7863e10b3de72376280b515d35b14f5eeed639d1aa7824f4cf06779ec65e42 \
-    --hash=sha256:a24decd24d60744ee8b4679d38e88b8303d86772053afc29b19d23bb8207803c \
-    --hash=sha256:aa69d10ed420d8121118e628ad47d86e4caa79ba37f968597b958f6cceab7eca \
-    --hash=sha256:b820fcb92d4655513d8402d5b219f94481c4443d825b4372c75a2072aa4b357a \
-    --hash=sha256:bd13b7999d59c5eb1c2b442eb2d0c427cb517a0b7a1f5798fc5c9e003f5ff782 \
-    --hash=sha256:bdfe592802ef939a0e33106ea4a318eeb17822c7ee168c290273cbd5fabd746c \
-    --hash=sha256:c05557a78f8fa514da0f869556eeda40887a8abc77c76ee3f74cf241778afd5a \
-    --hash=sha256:c22b1014017111c401469e3acc5433e6acf6ebcc6aa9efb538a533c800971c79 \
-    --hash=sha256:d241cdc4a67b5431c6d7f115fdf63335222414995e3a1df1a41e1182acd4bcc7 \
-    --hash=sha256:e54c75fd6041f1122476776880f7c3c3295ffa31962dc6ebe2543c00dca58b5d \
-    --hash=sha256:ee91628c08e76f77b533d65feb3fbe6d9dad699f95be51cf0d022db94089cdc4 \
-    --hash=sha256:ef46db46c9447103b8f3ff91e8ba009d5fe181b1920a83757a5762551e32bb68 \
-    --hash=sha256:fa1d16210b6b10a826d71bed68dd9ec24a9e218d5a5e2797f37c573e7ec215ca
+fonttools==4.63.0 \
+    --hash=sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096 \
+    --hash=sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d \
+    --hash=sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68 \
+    --hash=sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616 \
+    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
+    --hash=sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b \
+    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
+    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
+    --hash=sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f \
+    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
+    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
+    --hash=sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49 \
+    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419 \
+    --hash=sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001 \
+    --hash=sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03 \
+    --hash=sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196 \
+    --hash=sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e \
+    --hash=sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5 \
+    --hash=sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380 \
+    --hash=sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8 \
+    --hash=sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27 \
+    --hash=sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40 \
+    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
+    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
+    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b \
+    --hash=sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6 \
+    --hash=sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4 \
+    --hash=sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59 \
+    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
+    --hash=sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be \
+    --hash=sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd \
+    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
+    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af \
+    --hash=sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745
     # via matplotlib
 graphviz==0.21 \
     --hash=sha256:20743e7183be82aaaa8ad6c93f8893c923bd6658a04c32ee115edb3c8a835f78 \
@@ -418,9 +416,9 @@ identify==2.6.19 \
     --hash=sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a \
     --hash=sha256:6be5020c38fcb07da56c53733538a3081ea5aa70d36a156f83044bfbf9173842
     # via pre-commit
-idna==3.15 \
-    --hash=sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8 \
-    --hash=sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc
+idna==3.18 \
+    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
+    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
     # via requests
 imagesize==2.0.0 \
     --hash=sha256:5667c5bbb57ab3f1fa4bc366f4fbc971db3d5ed011fd2715fd8001f782718d96 \
@@ -687,9 +685,9 @@ matplotlib==3.10.9 \
     #   salib
     #   seaborn
     #   temoa
-mdit-py-plugins==0.6.0 \
-    --hash=sha256:2436f14a7295837ac9228a36feeabda867c4abc488c8d019ad5c0bda88eee040 \
-    --hash=sha256:f7e7a25d8b616fee99cb1e330da73451d11a8061baf39bb9663ab9ce0e005b90
+mdit-py-plugins==0.6.1 \
+    --hash=sha256:214c82fb2ac524472ab6a5bcab1de80f73b50443e187f401bfd77efbc7c6481d \
+    --hash=sha256:a2bca0f039f39dbd35fb74ae1b5f998608c437463371f0ff7f49a19a17a114d0
     # via myst-parser
 mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
@@ -743,9 +741,9 @@ mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
     # via mypy
-myst-parser==5.0.0 \
-    --hash=sha256:ab31e516024918296e169139072b81592336f2fef55b8986aa31c9f04b5f7211 \
-    --hash=sha256:f6f231452c56e8baa662cc352c548158f6a16fcbd6e3800fc594978002b94f3a
+myst-parser==5.1.0 \
+    --hash=sha256:9c91c52b3cdb4d94a6506e4fab4e2f296c7623a0da0dcbe6de1565c3dad67a8a \
+    --hash=sha256:ab69322dc6719dcc7f296479dbb70181b66df6ed315064f92dbc85c0e1bf2f02
     # via temoa
 networkx==3.6.1 \
     --hash=sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509 \
@@ -755,61 +753,61 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   contourpy
     #   highspy
@@ -878,9 +876,9 @@ pandas==3.0.3 \
     #   salib
     #   seaborn
     #   temoa
-pandas-stubs==3.0.0.260204 \
-    --hash=sha256:5ab9e4d55a6e2752e9720828564af40d48c4f709e6a2c69b743014a6fcb6c241 \
-    --hash=sha256:bf9294b76352effcffa9cb85edf0bed1339a7ec0c30b8e1ac3d66b4228f1fbc3
+pandas-stubs==3.0.3.260530 \
+    --hash=sha256:a6277eb1c8cebf48d9b2413fcd2e9a6b4ff479c934a223c29eacbc3058c4cb55 \
+    --hash=sha256:d1efe47b2e5a312c047d7feabec5cb7a55365747983420077e9fcbe9ab74f714
 pathspec==1.1.1 \
     --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
     --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
@@ -953,9 +951,9 @@ pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
     --hash=sha256:f8f5df6cf65314d74da1ade1bf96f8e3e4d0c41b51577ac53c49e7d44ca5acee
     # via temoa
-platformdirs==4.9.6 \
-    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
-    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
+platformdirs==4.10.0 \
+    --hash=sha256:31e761a6a0ca04faf7353ea759bdba55652be214725111e5aac52dfa29d4bef7 \
+    --hash=sha256:fb516cdb12eb0d857d0cd85a7c57cea4d060bee4578d6cf5a14dfdf8cbf8784a
     # via
     #   pint
     #   python-discovery
@@ -992,25 +990,25 @@ pygments==2.20.0 \
     #   pytest
     #   rich
     #   sphinx
-pyomo==6.10.0 \
-    --hash=sha256:0590505b282468c9fc2555ced544213227a0a466bbc667826a36cc922afec6d7 \
-    --hash=sha256:07d69ae184c8206a4064fc13fe6b48d4a5aac7f18cbf8f6bed30faf9d3762106 \
-    --hash=sha256:2e686b529e81a650ac9d1458476c664ee1cf2b45a90f57acce318524f50255ad \
-    --hash=sha256:376dc045e62285b42ce41706df370f2ab5ac8babb31e2750aa3bf9eb6ce938ac \
-    --hash=sha256:3fc34402474f78c9144c735499c8dc6a0570948034f4c668d24727ec1b4671b1 \
-    --hash=sha256:4859fb1a0f78ac0f5fad00199244d461d7bc100c8f76a61d696a1e1461d68bb0 \
-    --hash=sha256:4bc7b77278da187e6bcd603317cb60dd6555aeff8159c811eb9755fc873c4928 \
-    --hash=sha256:505a1ea36f80125b878d8d0e34f3eb6af2cac3309523011caf1877d88fd16ecd \
-    --hash=sha256:581dfe7e747c322177e64236cb3fee7fa015d7e6022f66b59394b927f0f29b0a \
-    --hash=sha256:5d6c7d8802b399541e611f289172c3ec721e75a029a7d3af4cc56a0e8ff6735d \
-    --hash=sha256:672fac375e57e121ca935adcc16a1cd118be8afa1a3e5608161fb86220c3a577 \
-    --hash=sha256:70ab5312b1aa8b95618c3766c3e3f7be3e4d730e41ce24eea1b59eb5831d6817 \
-    --hash=sha256:905a16f21e90b44d9a52e2aaa9884c467abf50a945d08b9ddb8db40d4d707dbc \
-    --hash=sha256:a564996b6e3c0b425d5961186ee5d726ba59d1fb29490eb63cd32d8183859c46 \
-    --hash=sha256:a5ca37402b686816704a95f72d7d6c7aa5245f38f10010828ce9d0937694f4cb \
-    --hash=sha256:d6dcf06214b71617d45a7cb238793171863bf0a30d9e1740190443813baee200 \
-    --hash=sha256:d7519673917e049ba0910fc8b19648ebf711ebec9c685c7c840d66d5471dcc0c \
-    --hash=sha256:e13d6ac1c837419d2140618faeee061c7ab8e09c872005a9e75ec46bcb6c85e4
+pyomo==6.10.1 \
+    --hash=sha256:02501a1d1b19557fa95ac302425496c49c1b1ce66c4a7ee5a61e95e570975096 \
+    --hash=sha256:1a8b838d7b66ffefa29c6a033a67dddfbcd048a94ac1ed4e11bc7e1abc40262d \
+    --hash=sha256:1c8719faf9f4dcfefcb75066989b1781a45d9bac20e2a5ad236fdb21bb09a505 \
+    --hash=sha256:1ffae4d4cd96c87d48ea19a25dd942b69b3d8383374e133f7a040ea63e361f68 \
+    --hash=sha256:2ed5fe352c74b249c35437e366413582c24d1869b995fdc648e29675bb9e8c3a \
+    --hash=sha256:2f2d63dda6c9ee8e200627c6c9cb9b5e778eddf9089c813a281dd4868b71c684 \
+    --hash=sha256:3dbe06a08c0c73f8069a35671e680323857213007859f2c63a0ba51ea149aaa0 \
+    --hash=sha256:74a9109c3b4ab97e69d6b1a1ca4e96a54442a177d8b1a19393e417e6ba008ba3 \
+    --hash=sha256:785d9973fa7802bbb396872ff13514fdf3cee3f8d3afa736369660518f0f90de \
+    --hash=sha256:7899f5261e59d60e7de4d0d6d2185e3e72b2ac79e33b888625eeb32aee8b7b9a \
+    --hash=sha256:7a81b5301d4c0389809c1afd12311d23db04522341566332229d8ce4226bccb1 \
+    --hash=sha256:8c0f3174094e058eb2d0a274c45242c6214070d1f4db43f6ac1d176ae543026f \
+    --hash=sha256:9efddbc4c83971189047e734ba108ca6fdde8ff3390e0944e6eb928db0707ecd \
+    --hash=sha256:ab4799b3a2c2728cfba1c9a1754c06dda48e2f4463c7692a027b5b884e54b16a \
+    --hash=sha256:b1f1f5f21e98ceb082be6f3dfcba13310605e4b28713ca22e35b4ce100524f0d \
+    --hash=sha256:be91786a9340230c031bec0e82c17acfcb5bba04801253ad09e85e4ddaf87d51 \
+    --hash=sha256:c2c9b69066428ec0b9b01e5ef146d0ff36c709fff747e20e8af00667e5d55b76 \
+    --hash=sha256:f446764a499e535c6980435b71f297873cb13f0b040a1275853431abd35033d9
     # via
     #   mpi-sppy
     #   temoa
@@ -1033,9 +1031,9 @@ python-dateutil==2.9.0.post0 \
     # via
     #   matplotlib
     #   pandas
-python-discovery==1.3.1 \
-    --hash=sha256:62f6db28064c9613e7ca76cb3f00c38c839a07c31c00dfe7ed0986493d2150a6 \
-    --hash=sha256:ed188687ebb3b82c01a17cd5ac62fc94d9f6487a7f1a0f9dfe89753fec91039c
+python-discovery==1.4.0 \
+    --hash=sha256:26ed78d703e234879a66244c7d4114563fb13ec5cd30a2d1357e5fb4850782da \
+    --hash=sha256:eb8bc7daad3c226c147e45bb4e970a1feb1bf4048ee178e6db59e197b8010ce3
     # via virtualenv
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1082,9 +1080,9 @@ pyyaml==6.0.3 \
     #   pre-commit
     #   pybtex
     #   sphinxcontrib-mermaid
-requests==2.34.0 \
-    --hash=sha256:7d62fe92f50eb82c529b0916bb445afa1531a566fc8f35ffdc64446e771b856a \
-    --hash=sha256:917520a21b767485ce7c588f4ebb917c436b24a31231b44228715eaeb5a52c60
+requests==2.34.2 \
+    --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
+    --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
     # via sphinx
 rich==15.0.0 \
     --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
@@ -1096,25 +1094,25 @@ roman-numerals==4.1.0 \
     --hash=sha256:1af8b147eb1405d5839e78aeb93131690495fe9da5c91856cb33ad55a7f1e5b2 \
     --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
     # via sphinx
-ruff==0.15.12 \
-    --hash=sha256:01da3988d225628b709493d7dc67c3b9b12c0210016b08690ef9bd27970b262b \
-    --hash=sha256:2849ea9f3484c3aca43a82f484210370319e7170df4dfe4843395ddf6c57bc33 \
-    --hash=sha256:83b2f4f2f3b1026b5fb449b467d9264bf22067b600f7b6f41fc5958909f449d0 \
-    --hash=sha256:84a1630093121375a3e2a95b4a6dc7b59e2b4ee76216e32d81aae550a832d002 \
-    --hash=sha256:9ba3b8f1afd7e2e43d8943e55f249e13f9682fde09711644a6e7290eb4f3e339 \
-    --hash=sha256:9cae0f92bd5700d1213188b31cd3bdd2b315361296d10b96b8e2337d3d11f53e \
-    --hash=sha256:9e77c7e51c07fe396826d5969a5b846d9cd4c402535835fb6e21ce8b28fef847 \
-    --hash=sha256:a538f7a82d061cee7be55542aca1d86d1393d55d81d4fcc314370f4340930d4f \
-    --hash=sha256:b0c862b172d695db7598426b8af465e7e9ac00a3ea2a3630ee67eb82e366aaa6 \
-    --hash=sha256:c87a162d61ab3adca47c03f7f717c68672edec7d1b5499e652331780fe74950d \
-    --hash=sha256:d0185894e038d7043ba8fd6aee7499ece6462dc0ea9f1e260c7451807c714c20 \
-    --hash=sha256:dd8aed930da53780d22fc70bdf84452c843cf64f8cb4eb38984319c24c5cd5fd \
-    --hash=sha256:e3bcd123364c3770b8e1b7baaf343cc99a35f197c5c6e8af79015c666c423a6c \
-    --hash=sha256:e852ba9fdc890655e1d78f2df1499efbe0e54126bd405362154a75e2bde159c5 \
-    --hash=sha256:ecea26adb26b4232c0c2ca19ccbc0083a68344180bba2a600605538ce51a40a6 \
-    --hash=sha256:f86f176e188e94d6bdbc09f09bfd9dc729059ad93d0e7390b5a73efe19f8861c \
-    --hash=sha256:fb129f40f114f089ebe0ca56c0d251cf2061b17651d464bb6478dc01e69f11f5 \
-    --hash=sha256:fe87510d000220aa1ed530d4448a7c696a0cae1213e5ec30e5874287b66557b5
+ruff==0.15.16 \
+    --hash=sha256:197c207ed75ffba54a0dec23db4aa939a27a3053073e085e0042433cbdc58e4a \
+    --hash=sha256:1e15bc8c94513dae2a40cc9ef07c94fdd4ecc9e29dabebeebe170f952322c9e3 \
+    --hash=sha256:3a39fec45ab316cc23e7558f23fea4a70403ddb5648ea9a4a3854a16973d0071 \
+    --hash=sha256:408256017284eddf98fff77b29aa4fb30f586042d535b2d9befc6512f400aaec \
+    --hash=sha256:4e4215bc938bc3c8215c1472c1aa437e310fee20cd427335fec9d7e609563628 \
+    --hash=sha256:528c68f39a91498a8d50e91ff5985df3d105782bab49cc378e73ac26bff083e8 \
+    --hash=sha256:580378f7bd4aa25f72e74aa54948a9622f142b1e509521dd10902e886681cc1e \
+    --hash=sha256:6ac3c0b3969cc6cf6b158c4e2f8f682acb58e7d700d8a44b65ecdc72d66ab0b2 \
+    --hash=sha256:7c8d26be963b090f10e29abc8b3e74a2a321f6fa34e02424e30b5af89350ecbb \
+    --hash=sha256:7ed55c58950df60589a9a7a5d2f8fa5f54ebd287163be805adfe6ee95a9de123 \
+    --hash=sha256:8cd61783afb39638a7133ef0d2dfb1e91277593962f81b5a8423eb0b888a6121 \
+    --hash=sha256:a267c46ba1593fc26b8eecbea050b39d40c0b6bb7781ee11c90a02cd10032951 \
+    --hash=sha256:ba93191d79003116b95128c9d306e045200fdbd0bccb782b110f3cd1d4abc5cf \
+    --hash=sha256:bb27515fa6240fb586ae82b901a59e67d24acff86f2190b433dc542fe0435aeb \
+    --hash=sha256:c6ee4b90520630120ef032aa5cc10db483852dff950e78b1d717e2993a61ac8d \
+    --hash=sha256:d05e78d38c78caf020b03789e25106c93017db5a0cb6e2819885018c61343b78 \
+    --hash=sha256:d482feaf51512b50f9790ceb417a56a61dd1e9d9bf967662b9ed27c01b34f53a \
+    --hash=sha256:f198cf4123602a2280ed46c307bcbafe41758d6fee5b456b6b6058ca1514b3b4
 salib==1.5.2 \
     --hash=sha256:6f4b6bebc1eeed1d081c8f951fa8c2ad7b0cd8a7159d206af48ef137cc806c43 \
     --hash=sha256:a8eeedc4e87cf070f7ef450b76cdecd120d1e5c602a9c35855ec7777591f949f
@@ -1187,13 +1185,13 @@ six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
-snowballstemmer==3.0.1 \
-    --hash=sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064 \
-    --hash=sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895
+snowballstemmer==3.1.1 \
+    --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752 \
+    --hash=sha256:e07bbc54a0d798fe6010a12398422e62a8bfbba95c394fd0956ef58cb4d3e260
     # via sphinx
-soupsieve==2.8.3 \
-    --hash=sha256:3267f1eeea4251fb42728b6dfb746edc9acaffc4a45b27e19450b676586e8349 \
-    --hash=sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95
+soupsieve==2.8.4 \
+    --hash=sha256:e121fd02e975c695e4e9e8774a5ee35d74714b59307868dcc5319ad2d9e3328e \
+    --hash=sha256:e7e6b0769c8f51ed59acab6e994b00621096cfb1c640a7509295987388fbaf65
     # via beautifulsoup4
 sphinx==9.1.0 \
     --hash=sha256:7741722357dd75f8190766926071fed3bdc211c74dd2d7d4df5404da95930ddb \
@@ -1253,16 +1251,16 @@ tomlkit==0.15.0 \
     --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
     --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via temoa
-typer==0.25.1 \
-    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
-    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
+typer==0.26.7 \
+    --hash=sha256:5c87cfbc5d34491c5346ebf49c23e18d56ccb863268d3a8d592b26087c2f5e58 \
+    --hash=sha256:e314a34c617e419c091b2830dda3ea1f257134ff593061a8f5b9717ab8dddb3a
     # via temoa
-types-deprecated==1.3.1.20260508 \
-    --hash=sha256:02de536e9a57fc5fdff09ecfdaae3099a000764597ec4c03b343db4f09adbb37 \
-    --hash=sha256:a03c378da8fd83e2d5715fcdab204cfed1cfccf09766163390333684bb8413c8
-types-networkx==3.6.1.20260512 \
-    --hash=sha256:6369ecfa733101a45fb43c1c741f217a02c30c79373708a047310ec277b1c01d \
-    --hash=sha256:c1fc309f3a93b393ea20e2153c3a01b43c152f348a9f5039e43b5f6bf9102dc7
+types-deprecated==1.3.1.20260520 \
+    --hash=sha256:4d0d9e5521432d9ce88169fb8b793b45d70d8e8cc1a7ecd5a4465abbf83c9ab4 \
+    --hash=sha256:8af853b7ccd3b7685159f3ab2e3b6f7999b6cd7e425cda02749e32a42a96c7d6
+types-networkx==3.6.1.20260518 \
+    --hash=sha256:574304deea33828fb32cdca757af84f79b67bd80164aa1725c52a95d4a9347e6 \
+    --hash=sha256:af3ab153815b366c3695a0015cc75aece9b3eb0e5df56bb60ffee0b7cec8f630
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
@@ -1281,68 +1279,68 @@ urllib3==2.7.0 \
     --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
     --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-virtualenv==21.3.2 \
-    --hash=sha256:3ecda97894a6fc1c53106356f488690e5c86278c1f693f3fc0805ac85a513686 \
-    --hash=sha256:c58ea748fa50bb2a4367da5ba3d30b02458ed40b4ea888faad94021f3309f764
+virtualenv==21.4.2 \
+    --hash=sha256:38e6ee0a555615c0ea9da2ac7e9998fe8dc3b911dd33ad8eaad2020957653b0c \
+    --hash=sha256:854210ca524a1a4d0d744734f4acbc721c3ffe163b85bbf5d56d14d5ae2f0fae
     # via pre-commit
-wrapt==2.1.2 \
-    --hash=sha256:08ffa54146a7559f5b8df4b289b46d963a8e74ed16ba3687f99896101a3990c5 \
-    --hash=sha256:0fc04bc8664a8bc4c8e00b37b5355cffca2535209fba1abb09ae2b7c76ddf82b \
-    --hash=sha256:1370e516598854e5b4366e09ce81e08bfe94d42b0fd569b88ec46cc56d9164a9 \
-    --hash=sha256:162e4e2ba7542da9027821cb6e7c5e068d64f9a10b5f15512ea28e954893a267 \
-    --hash=sha256:16997dfb9d67addc2e3f41b62a104341e80cac52f91110dece393923c0ebd5ca \
-    --hash=sha256:1c51c738d7d9faa0b3601708e7e2eda9bf779e1b601dce6c77411f2a1b324a63 \
-    --hash=sha256:2d3ff4f0024dd224290c0eabf0240f1bfc1f26363431505fb1b0283d3b08f11d \
-    --hash=sha256:3144b027ff30cbd2fca07c0a87e67011adb717eb5f5bd8496325c17e454257a3 \
-    --hash=sha256:3278c471f4468ad544a691b31bb856374fbdefb7fee1a152153e64019379f015 \
-    --hash=sha256:3769a77df8e756d65fbc050333f423c01ae012b4f6731aaf70cf2bef61b34596 \
-    --hash=sha256:3969c56e4563c375861c8df14fa55146e81ac11c8db49ea6fb7f2ba58bc1ff9a \
-    --hash=sha256:3996a67eecc2c68fd47b4e3c564405a5777367adfd9b8abb58387b63ee83b21e \
-    --hash=sha256:3b8d15e52e195813efe5db8cec156eebe339aaf84222f4f4f051a6c01f237ed7 \
-    --hash=sha256:3beb22f674550d5634642c645aba4c72a2c66fb185ae1aebe1e955fae5a13baf \
-    --hash=sha256:4006c351de6d5007aa33a551f600404ba44228a89e833d2fadc5caa5de8edfbf \
-    --hash=sha256:467e7c76315390331c67073073d00662015bb730c566820c9ca9b54e4d67fd04 \
-    --hash=sha256:4bdf26e03e6d0da3f0e9422fd36bcebf7bc0eeb55fdf9c727a09abc6b9fe472e \
-    --hash=sha256:57d7c0c980abdc5f1d98b11a2aa3bb159790add80258c717fa49a99921456d90 \
-    --hash=sha256:5c35b5d82b16a3bc6e0a04349b606a0582bc29f573786aebe98e0c159bc48db6 \
-    --hash=sha256:62503ffbc2d3a69891cf29beeaccdb4d5e0a126e2b6a851688d4777e01428dbb \
-    --hash=sha256:6433ea84e1cfacf32021d2a4ee909554ade7fd392caa6f7c13f1f4bf7b8e8748 \
-    --hash=sha256:6de1a3851c27e0bd6a04ca993ea6f80fc53e6c742ee1601f486c08e9f9b900a9 \
-    --hash=sha256:6f2c5390460de57fa9582bc8a1b7a6c86e1a41dfad74c5225fc07044c15cc8d1 \
-    --hash=sha256:6f8dbdd3719e534860d6a78526aafc220e0241f981367018c2875178cf83a413 \
-    --hash=sha256:6f97edc9842cf215312b75fe737ee7c8adda75a89979f8e11558dfff6343cc4b \
-    --hash=sha256:72aaa9d0d8e4ed0e2e98019cea47a21f823c9dd4b43c7b77bba6679ffcca6a00 \
-    --hash=sha256:76405518ca4e1b76fbb1b9f686cff93aebae03920cc55ceeec48ff9f719c5f67 \
-    --hash=sha256:776867878e83130c7a04237010463372e877c1c994d449ca6aaafeab6aab2586 \
-    --hash=sha256:787fd6f4d67befa6fe2abdffcbd3de2d82dfc6fb8a6d850407c53332709d030b \
-    --hash=sha256:79847b83eb38e70d93dc392c7c5b587efe65b3e7afcc167aa8abd5d60e8761c8 \
-    --hash=sha256:7dfa9f2cf65d027b951d05c662cc99ee3bd01f6e4691ed39848a7a5fffc902b2 \
-    --hash=sha256:84ce8f1c2104d2f6daa912b1b5b039f331febfeee74f8042ad4e04992bd95c8f \
-    --hash=sha256:970d57ed83fa040d8b20c52fe74a6ae7e3775ae8cff5efd6a81e06b19078484c \
-    --hash=sha256:a76d61a2e851996150ba0f80582dd92a870643fa481f3b3846f229de88caf044 \
-    --hash=sha256:a8914c754d3134a3032601c6984db1c576e6abaf3fc68094bb8ab1379d75ff92 \
-    --hash=sha256:a9372fc3639a878c8e7d87e1556fa209091b0a66e912c611e3f833e2c4202be2 \
-    --hash=sha256:a93cd767e37faeddbe07d8fc4212d5cba660af59bdb0f6372c93faaa13e6e679 \
-    --hash=sha256:a9b9d50c9af998875a1482a038eb05755dfd6fe303a313f6a940bb53a83c3f18 \
-    --hash=sha256:a9dd9813825f7ecb018c17fd147a01845eb330254dff86d3b5816f20f4d6aaf8 \
-    --hash=sha256:b8fd6fa2b2c4e7621808f8c62e8317f4aae56e59721ad933bac5239d913cf0e8 \
-    --hash=sha256:bbac24d879aa22998e87f6b3f481a5216311e7d53c7db87f189a7a0266dafffb \
-    --hash=sha256:c0be8b5a74c5824e9359b53e7e58bef71a729bacc82e16587db1c4ebc91f7c5a \
-    --hash=sha256:c20b757c268d30d6215916a5fa8461048d023865d888e437fab451139cad6c8e \
-    --hash=sha256:c7e6cd120ef837d5b6f860a6ea3745f8763805c418bb2f12eeb1fa6e25f22d22 \
-    --hash=sha256:c8e46ae8e4032792eb2f677dbd0d557170a8e5524d22acc55199f43efedd39bf \
-    --hash=sha256:da1f00a557c66225d53b095a97eace0fc5349e3bfda28fa34ffae238978ee575 \
-    --hash=sha256:de9f1a2bbc5ac7f6012ec24525bdd444765a2ff64b5985ac6e0692144838542e \
-    --hash=sha256:e3d3b35eedcf5f7d022291ecd7533321c4775f7b9cd0050a31a68499ba45757c \
-    --hash=sha256:e6ed62c82ddf58d001096ae84ce7f833db97ae2263bff31c9b336ba8cfe3f508 \
-    --hash=sha256:eba8155747eb2cae4a0b913d9ebd12a1db4d860fc4c829d7578c7b989bd3f2f0 \
-    --hash=sha256:f01277d9a5fc1862f26f7626da9cf443bebc0abd2f303f41c5e995b15887dabd \
-    --hash=sha256:f29c827a8d9936ac320746747a016c4bc66ef639f5cd0d32df24f5eacbf9c69f \
-    --hash=sha256:f8bc1c264d8d1cf5b3560a87bbdd31131573eb25f9f9447bb6252b8d4c44a3a1 \
-    --hash=sha256:f8fba1bae256186a83d1875b2b1f4e2d1242e8fac0f58ec0d7e41b26967b965c \
-    --hash=sha256:fab036efe5464ec3291411fabb80a7a39e2dd80bae9bcbeeca5087fdfa891e19 \
-    --hash=sha256:ff2aad9c4cda28a8f0653fc2d487596458c2a3f475e56ba02909e950a9efa6a9 \
-    --hash=sha256:ff95d4264e55839be37bafe1536db2ab2de19da6b65f9244f01f332b5286cfbf
+wrapt==2.2.1 \
+    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
+    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
+    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
+    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
+    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
+    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
+    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
+    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
+    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
+    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
+    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
+    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
+    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
+    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
+    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
+    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
+    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
+    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
+    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
+    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
+    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
+    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
+    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
+    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
+    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
+    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
+    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
+    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
+    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
+    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
+    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
+    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
+    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
+    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
+    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
+    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
+    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
+    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
+    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
+    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
+    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
+    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
+    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
+    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
+    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
+    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
+    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
+    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
+    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
+    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
+    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
+    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
+    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
+    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
+    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
+    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
+    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
     # via deprecated
 xlsxwriter==3.2.9 \
     --hash=sha256:254b1c37a368c444eac6e2f867405cc9e461b0ed97a3233b2ac1e574efb4140c \
diff --git a/requirements.txt b/requirements.txt
index f0a561998..cb14e9252 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,16 +5,12 @@ annotated-doc==0.0.4 \
     --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
     --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
     # via typer
-click==8.3.3 \
-    --hash=sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2 \
-    --hash=sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613
-    # via typer
 colorama==0.4.6 ; sys_platform == 'win32' \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
     # via
-    #   click
     #   pytest
+    #   typer
 contourpy==1.3.3 \
     --hash=sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69 \
     --hash=sha256:07ce5ed73ecdc4a03ffe3e1b3e3c1166db35ae7584be76f65dbbe28a7791b0cc \
@@ -97,41 +93,41 @@ flexparser==0.4 \
     --hash=sha256:266d98905595be2ccc5da964fe0a2c3526fbbffdc45b65b3146d75db992ef6b2 \
     --hash=sha256:3738b456192dcb3e15620f324c447721023c0293f6af9955b481e91d00179846
     # via pint
-fonttools==4.62.1 \
-    --hash=sha256:0aa72c43a601cfa9273bb1ae0518f1acadc01ee181a6fc60cd758d7fdadffc04 \
-    --hash=sha256:12859ff0b47dd20f110804c3e0d0970f7b832f561630cd879969011541a464a9 \
-    --hash=sha256:149f7d84afca659d1a97e39a4778794a2f83bf344c5ee5134e09995086cc2392 \
-    --hash=sha256:1596aeaddf7f78e21e68293c011316a25267b3effdaccaf4d59bc9159d681b82 \
-    --hash=sha256:19177c8d96c7c36359266e571c5173bcee9157b59cfc8cb0153c5673dc5a3a7d \
-    --hash=sha256:1eecc128c86c552fb963fe846ca4e011b1be053728f798185a1687502f6d398e \
-    --hash=sha256:2e7abd2b1e11736f58c1de27819e1955a53267c21732e78243fa2fa2e5c1e069 \
-    --hash=sha256:403d28ce06ebfc547fbcb0cb8b7f7cc2f7a2d3e1a67ba9a34b14632df9e080f9 \
-    --hash=sha256:49a445d2f544ce4a69338694cad575ba97b9a75fff02720da0882d1a73f12800 \
-    --hash=sha256:59b372b4f0e113d3746b88985f1c796e7bf830dd54b28374cd85c2b8acd7583e \
-    --hash=sha256:5f37df1cac61d906e7b836abe356bc2f34c99d4477467755c216b72aa3dc748b \
-    --hash=sha256:6706d1cb1d5e6251a97ad3c1b9347505c5615c112e66047abbef0f8545fa30d1 \
-    --hash=sha256:68959f5fc58ed4599b44aad161c2837477d7f35f5f79402d97439974faebfebe \
-    --hash=sha256:7487782e2113861f4ddcc07c3436450659e3caa5e470b27dc2177cade2d8e7fd \
-    --hash=sha256:7aa21ff53e28a9c2157acbc44e5b401149d3c9178107130e82d74ceb500e5056 \
-    --hash=sha256:8d337fdd49a79b0d51c4da87bc38169d21c3abbf0c1aa9367eff5c6656fb6dae \
-    --hash=sha256:8f8fca95d3bb3208f59626a4b0ea6e526ee51f5a8ad5d91821c165903e8d9260 \
-    --hash=sha256:90365821debbd7db678809c7491ca4acd1e0779b9624cdc6ddaf1f31992bf974 \
-    --hash=sha256:92bb00a947e666169c99b43753c4305fc95a890a60ef3aeb2a6963e07902cc87 \
-    --hash=sha256:93c316e0f5301b2adbe6a5f658634307c096fd5aae60a5b3412e4f3e1728ab24 \
-    --hash=sha256:9c125ffa00c3d9003cdaaf7f2c79e6e535628093e14b5de1dccb08859b680936 \
-    --hash=sha256:9e7863e10b3de72376280b515d35b14f5eeed639d1aa7824f4cf06779ec65e42 \
-    --hash=sha256:a24decd24d60744ee8b4679d38e88b8303d86772053afc29b19d23bb8207803c \
-    --hash=sha256:aa69d10ed420d8121118e628ad47d86e4caa79ba37f968597b958f6cceab7eca \
-    --hash=sha256:b820fcb92d4655513d8402d5b219f94481c4443d825b4372c75a2072aa4b357a \
-    --hash=sha256:bd13b7999d59c5eb1c2b442eb2d0c427cb517a0b7a1f5798fc5c9e003f5ff782 \
-    --hash=sha256:bdfe592802ef939a0e33106ea4a318eeb17822c7ee168c290273cbd5fabd746c \
-    --hash=sha256:c05557a78f8fa514da0f869556eeda40887a8abc77c76ee3f74cf241778afd5a \
-    --hash=sha256:c22b1014017111c401469e3acc5433e6acf6ebcc6aa9efb538a533c800971c79 \
-    --hash=sha256:d241cdc4a67b5431c6d7f115fdf63335222414995e3a1df1a41e1182acd4bcc7 \
-    --hash=sha256:e54c75fd6041f1122476776880f7c3c3295ffa31962dc6ebe2543c00dca58b5d \
-    --hash=sha256:ee91628c08e76f77b533d65feb3fbe6d9dad699f95be51cf0d022db94089cdc4 \
-    --hash=sha256:ef46db46c9447103b8f3ff91e8ba009d5fe181b1920a83757a5762551e32bb68 \
-    --hash=sha256:fa1d16210b6b10a826d71bed68dd9ec24a9e218d5a5e2797f37c573e7ec215ca
+fonttools==4.63.0 \
+    --hash=sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096 \
+    --hash=sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d \
+    --hash=sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68 \
+    --hash=sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616 \
+    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
+    --hash=sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b \
+    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
+    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
+    --hash=sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f \
+    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
+    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
+    --hash=sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49 \
+    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419 \
+    --hash=sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001 \
+    --hash=sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03 \
+    --hash=sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196 \
+    --hash=sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e \
+    --hash=sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5 \
+    --hash=sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380 \
+    --hash=sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8 \
+    --hash=sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27 \
+    --hash=sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40 \
+    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
+    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
+    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b \
+    --hash=sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6 \
+    --hash=sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4 \
+    --hash=sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59 \
+    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
+    --hash=sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be \
+    --hash=sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd \
+    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
+    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af \
+    --hash=sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745
     # via matplotlib
 graphviz==0.21 \
     --hash=sha256:20743e7183be82aaaa8ad6c93f8893c923bd6658a04c32ee115edb3c8a835f78 \
@@ -325,61 +321,61 @@ networkx==3.6.1 \
     --hash=sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509 \
     --hash=sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762
     # via temoa
-numpy==2.4.4 \
-    --hash=sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed \
-    --hash=sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50 \
-    --hash=sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959 \
-    --hash=sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827 \
-    --hash=sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233 \
-    --hash=sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc \
-    --hash=sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b \
-    --hash=sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e \
-    --hash=sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a \
-    --hash=sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d \
-    --hash=sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e \
-    --hash=sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb \
-    --hash=sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a \
-    --hash=sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0 \
-    --hash=sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113 \
-    --hash=sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103 \
-    --hash=sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93 \
-    --hash=sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af \
-    --hash=sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5 \
-    --hash=sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7 \
-    --hash=sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392 \
-    --hash=sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40 \
-    --hash=sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf \
-    --hash=sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44 \
-    --hash=sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b \
-    --hash=sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74 \
-    --hash=sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e \
-    --hash=sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec \
-    --hash=sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d \
-    --hash=sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842 \
-    --hash=sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150 \
-    --hash=sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8 \
-    --hash=sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a \
-    --hash=sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed \
-    --hash=sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008 \
-    --hash=sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e \
-    --hash=sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0 \
-    --hash=sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e \
-    --hash=sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f \
-    --hash=sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a \
-    --hash=sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7 \
-    --hash=sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83 \
-    --hash=sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d \
-    --hash=sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c \
-    --hash=sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871 \
-    --hash=sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252 \
-    --hash=sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8 \
-    --hash=sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115 \
-    --hash=sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f \
-    --hash=sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d \
-    --hash=sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0 \
-    --hash=sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e \
-    --hash=sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121 \
-    --hash=sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d
+numpy==2.4.6 \
+    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
+    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
+    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
+    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
+    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
+    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
+    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
+    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
+    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
+    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
+    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
+    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
+    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
+    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
+    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
+    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
+    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
+    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
+    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
+    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
+    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
+    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
+    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
+    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
+    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
+    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
+    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
+    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
+    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
+    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
+    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
+    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
+    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
+    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
+    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
+    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
+    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
+    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
+    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
+    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
+    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
+    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
+    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
+    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
+    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
+    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
+    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
+    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
+    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
+    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
+    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
+    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
+    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
+    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
     # via
     #   contourpy
     #   highspy
@@ -513,9 +509,9 @@ pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
     --hash=sha256:f8f5df6cf65314d74da1ade1bf96f8e3e4d0c41b51577ac53c49e7d44ca5acee
     # via temoa
-platformdirs==4.9.6 \
-    --hash=sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a \
-    --hash=sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917
+platformdirs==4.10.0 \
+    --hash=sha256:31e761a6a0ca04faf7353ea759bdba55652be214725111e5aac52dfa29d4bef7 \
+    --hash=sha256:fb516cdb12eb0d857d0cd85a7c57cea4d060bee4578d6cf5a14dfdf8cbf8784a
     # via pint
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
@@ -527,25 +523,25 @@ pygments==2.20.0 \
     # via
     #   pytest
     #   rich
-pyomo==6.10.0 \
-    --hash=sha256:0590505b282468c9fc2555ced544213227a0a466bbc667826a36cc922afec6d7 \
-    --hash=sha256:07d69ae184c8206a4064fc13fe6b48d4a5aac7f18cbf8f6bed30faf9d3762106 \
-    --hash=sha256:2e686b529e81a650ac9d1458476c664ee1cf2b45a90f57acce318524f50255ad \
-    --hash=sha256:376dc045e62285b42ce41706df370f2ab5ac8babb31e2750aa3bf9eb6ce938ac \
-    --hash=sha256:3fc34402474f78c9144c735499c8dc6a0570948034f4c668d24727ec1b4671b1 \
-    --hash=sha256:4859fb1a0f78ac0f5fad00199244d461d7bc100c8f76a61d696a1e1461d68bb0 \
-    --hash=sha256:4bc7b77278da187e6bcd603317cb60dd6555aeff8159c811eb9755fc873c4928 \
-    --hash=sha256:505a1ea36f80125b878d8d0e34f3eb6af2cac3309523011caf1877d88fd16ecd \
-    --hash=sha256:581dfe7e747c322177e64236cb3fee7fa015d7e6022f66b59394b927f0f29b0a \
-    --hash=sha256:5d6c7d8802b399541e611f289172c3ec721e75a029a7d3af4cc56a0e8ff6735d \
-    --hash=sha256:672fac375e57e121ca935adcc16a1cd118be8afa1a3e5608161fb86220c3a577 \
-    --hash=sha256:70ab5312b1aa8b95618c3766c3e3f7be3e4d730e41ce24eea1b59eb5831d6817 \
-    --hash=sha256:905a16f21e90b44d9a52e2aaa9884c467abf50a945d08b9ddb8db40d4d707dbc \
-    --hash=sha256:a564996b6e3c0b425d5961186ee5d726ba59d1fb29490eb63cd32d8183859c46 \
-    --hash=sha256:a5ca37402b686816704a95f72d7d6c7aa5245f38f10010828ce9d0937694f4cb \
-    --hash=sha256:d6dcf06214b71617d45a7cb238793171863bf0a30d9e1740190443813baee200 \
-    --hash=sha256:d7519673917e049ba0910fc8b19648ebf711ebec9c685c7c840d66d5471dcc0c \
-    --hash=sha256:e13d6ac1c837419d2140618faeee061c7ab8e09c872005a9e75ec46bcb6c85e4
+pyomo==6.10.1 \
+    --hash=sha256:02501a1d1b19557fa95ac302425496c49c1b1ce66c4a7ee5a61e95e570975096 \
+    --hash=sha256:1a8b838d7b66ffefa29c6a033a67dddfbcd048a94ac1ed4e11bc7e1abc40262d \
+    --hash=sha256:1c8719faf9f4dcfefcb75066989b1781a45d9bac20e2a5ad236fdb21bb09a505 \
+    --hash=sha256:1ffae4d4cd96c87d48ea19a25dd942b69b3d8383374e133f7a040ea63e361f68 \
+    --hash=sha256:2ed5fe352c74b249c35437e366413582c24d1869b995fdc648e29675bb9e8c3a \
+    --hash=sha256:2f2d63dda6c9ee8e200627c6c9cb9b5e778eddf9089c813a281dd4868b71c684 \
+    --hash=sha256:3dbe06a08c0c73f8069a35671e680323857213007859f2c63a0ba51ea149aaa0 \
+    --hash=sha256:74a9109c3b4ab97e69d6b1a1ca4e96a54442a177d8b1a19393e417e6ba008ba3 \
+    --hash=sha256:785d9973fa7802bbb396872ff13514fdf3cee3f8d3afa736369660518f0f90de \
+    --hash=sha256:7899f5261e59d60e7de4d0d6d2185e3e72b2ac79e33b888625eeb32aee8b7b9a \
+    --hash=sha256:7a81b5301d4c0389809c1afd12311d23db04522341566332229d8ce4226bccb1 \
+    --hash=sha256:8c0f3174094e058eb2d0a274c45242c6214070d1f4db43f6ac1d176ae543026f \
+    --hash=sha256:9efddbc4c83971189047e734ba108ca6fdde8ff3390e0944e6eb928db0707ecd \
+    --hash=sha256:ab4799b3a2c2728cfba1c9a1754c06dda48e2f4463c7692a027b5b884e54b16a \
+    --hash=sha256:b1f1f5f21e98ceb082be6f3dfcba13310605e4b28713ca22e35b4ce100524f0d \
+    --hash=sha256:be91786a9340230c031bec0e82c17acfcb5bba04801253ad09e85e4ddaf87d51 \
+    --hash=sha256:c2c9b69066428ec0b9b01e5ef146d0ff36c709fff747e20e8af00667e5d55b76 \
+    --hash=sha256:f446764a499e535c6980435b71f297873cb13f0b040a1275853431abd35033d9
     # via
     #   mpi-sppy
     #   temoa
@@ -649,9 +645,9 @@ tomlkit==0.15.0 \
     --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
     --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via temoa
-typer==0.25.1 \
-    --hash=sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89 \
-    --hash=sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc
+typer==0.26.7 \
+    --hash=sha256:5c87cfbc5d34491c5346ebf49c23e18d56ccb863268d3a8d592b26087c2f5e58 \
+    --hash=sha256:e314a34c617e419c091b2830dda3ea1f257134ff593061a8f5b9717ab8dddb3a
     # via temoa
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
@@ -664,64 +660,64 @@ tzdata==2026.2 ; sys_platform == 'emscripten' or sys_platform == 'win32' \
     --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
     --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via pandas
-wrapt==2.1.2 \
-    --hash=sha256:08ffa54146a7559f5b8df4b289b46d963a8e74ed16ba3687f99896101a3990c5 \
-    --hash=sha256:0fc04bc8664a8bc4c8e00b37b5355cffca2535209fba1abb09ae2b7c76ddf82b \
-    --hash=sha256:1370e516598854e5b4366e09ce81e08bfe94d42b0fd569b88ec46cc56d9164a9 \
-    --hash=sha256:162e4e2ba7542da9027821cb6e7c5e068d64f9a10b5f15512ea28e954893a267 \
-    --hash=sha256:16997dfb9d67addc2e3f41b62a104341e80cac52f91110dece393923c0ebd5ca \
-    --hash=sha256:1c51c738d7d9faa0b3601708e7e2eda9bf779e1b601dce6c77411f2a1b324a63 \
-    --hash=sha256:2d3ff4f0024dd224290c0eabf0240f1bfc1f26363431505fb1b0283d3b08f11d \
-    --hash=sha256:3144b027ff30cbd2fca07c0a87e67011adb717eb5f5bd8496325c17e454257a3 \
-    --hash=sha256:3278c471f4468ad544a691b31bb856374fbdefb7fee1a152153e64019379f015 \
-    --hash=sha256:3769a77df8e756d65fbc050333f423c01ae012b4f6731aaf70cf2bef61b34596 \
-    --hash=sha256:3969c56e4563c375861c8df14fa55146e81ac11c8db49ea6fb7f2ba58bc1ff9a \
-    --hash=sha256:3996a67eecc2c68fd47b4e3c564405a5777367adfd9b8abb58387b63ee83b21e \
-    --hash=sha256:3b8d15e52e195813efe5db8cec156eebe339aaf84222f4f4f051a6c01f237ed7 \
-    --hash=sha256:3beb22f674550d5634642c645aba4c72a2c66fb185ae1aebe1e955fae5a13baf \
-    --hash=sha256:4006c351de6d5007aa33a551f600404ba44228a89e833d2fadc5caa5de8edfbf \
-    --hash=sha256:467e7c76315390331c67073073d00662015bb730c566820c9ca9b54e4d67fd04 \
-    --hash=sha256:4bdf26e03e6d0da3f0e9422fd36bcebf7bc0eeb55fdf9c727a09abc6b9fe472e \
-    --hash=sha256:57d7c0c980abdc5f1d98b11a2aa3bb159790add80258c717fa49a99921456d90 \
-    --hash=sha256:5c35b5d82b16a3bc6e0a04349b606a0582bc29f573786aebe98e0c159bc48db6 \
-    --hash=sha256:62503ffbc2d3a69891cf29beeaccdb4d5e0a126e2b6a851688d4777e01428dbb \
-    --hash=sha256:6433ea84e1cfacf32021d2a4ee909554ade7fd392caa6f7c13f1f4bf7b8e8748 \
-    --hash=sha256:6de1a3851c27e0bd6a04ca993ea6f80fc53e6c742ee1601f486c08e9f9b900a9 \
-    --hash=sha256:6f2c5390460de57fa9582bc8a1b7a6c86e1a41dfad74c5225fc07044c15cc8d1 \
-    --hash=sha256:6f8dbdd3719e534860d6a78526aafc220e0241f981367018c2875178cf83a413 \
-    --hash=sha256:6f97edc9842cf215312b75fe737ee7c8adda75a89979f8e11558dfff6343cc4b \
-    --hash=sha256:72aaa9d0d8e4ed0e2e98019cea47a21f823c9dd4b43c7b77bba6679ffcca6a00 \
-    --hash=sha256:76405518ca4e1b76fbb1b9f686cff93aebae03920cc55ceeec48ff9f719c5f67 \
-    --hash=sha256:776867878e83130c7a04237010463372e877c1c994d449ca6aaafeab6aab2586 \
-    --hash=sha256:787fd6f4d67befa6fe2abdffcbd3de2d82dfc6fb8a6d850407c53332709d030b \
-    --hash=sha256:79847b83eb38e70d93dc392c7c5b587efe65b3e7afcc167aa8abd5d60e8761c8 \
-    --hash=sha256:7dfa9f2cf65d027b951d05c662cc99ee3bd01f6e4691ed39848a7a5fffc902b2 \
-    --hash=sha256:84ce8f1c2104d2f6daa912b1b5b039f331febfeee74f8042ad4e04992bd95c8f \
-    --hash=sha256:970d57ed83fa040d8b20c52fe74a6ae7e3775ae8cff5efd6a81e06b19078484c \
-    --hash=sha256:a76d61a2e851996150ba0f80582dd92a870643fa481f3b3846f229de88caf044 \
-    --hash=sha256:a8914c754d3134a3032601c6984db1c576e6abaf3fc68094bb8ab1379d75ff92 \
-    --hash=sha256:a9372fc3639a878c8e7d87e1556fa209091b0a66e912c611e3f833e2c4202be2 \
-    --hash=sha256:a93cd767e37faeddbe07d8fc4212d5cba660af59bdb0f6372c93faaa13e6e679 \
-    --hash=sha256:a9b9d50c9af998875a1482a038eb05755dfd6fe303a313f6a940bb53a83c3f18 \
-    --hash=sha256:a9dd9813825f7ecb018c17fd147a01845eb330254dff86d3b5816f20f4d6aaf8 \
-    --hash=sha256:b8fd6fa2b2c4e7621808f8c62e8317f4aae56e59721ad933bac5239d913cf0e8 \
-    --hash=sha256:bbac24d879aa22998e87f6b3f481a5216311e7d53c7db87f189a7a0266dafffb \
-    --hash=sha256:c0be8b5a74c5824e9359b53e7e58bef71a729bacc82e16587db1c4ebc91f7c5a \
-    --hash=sha256:c20b757c268d30d6215916a5fa8461048d023865d888e437fab451139cad6c8e \
-    --hash=sha256:c7e6cd120ef837d5b6f860a6ea3745f8763805c418bb2f12eeb1fa6e25f22d22 \
-    --hash=sha256:c8e46ae8e4032792eb2f677dbd0d557170a8e5524d22acc55199f43efedd39bf \
-    --hash=sha256:da1f00a557c66225d53b095a97eace0fc5349e3bfda28fa34ffae238978ee575 \
-    --hash=sha256:de9f1a2bbc5ac7f6012ec24525bdd444765a2ff64b5985ac6e0692144838542e \
-    --hash=sha256:e3d3b35eedcf5f7d022291ecd7533321c4775f7b9cd0050a31a68499ba45757c \
-    --hash=sha256:e6ed62c82ddf58d001096ae84ce7f833db97ae2263bff31c9b336ba8cfe3f508 \
-    --hash=sha256:eba8155747eb2cae4a0b913d9ebd12a1db4d860fc4c829d7578c7b989bd3f2f0 \
-    --hash=sha256:f01277d9a5fc1862f26f7626da9cf443bebc0abd2f303f41c5e995b15887dabd \
-    --hash=sha256:f29c827a8d9936ac320746747a016c4bc66ef639f5cd0d32df24f5eacbf9c69f \
-    --hash=sha256:f8bc1c264d8d1cf5b3560a87bbdd31131573eb25f9f9447bb6252b8d4c44a3a1 \
-    --hash=sha256:f8fba1bae256186a83d1875b2b1f4e2d1242e8fac0f58ec0d7e41b26967b965c \
-    --hash=sha256:fab036efe5464ec3291411fabb80a7a39e2dd80bae9bcbeeca5087fdfa891e19 \
-    --hash=sha256:ff2aad9c4cda28a8f0653fc2d487596458c2a3f475e56ba02909e950a9efa6a9 \
-    --hash=sha256:ff95d4264e55839be37bafe1536db2ab2de19da6b65f9244f01f332b5286cfbf
+wrapt==2.2.1 \
+    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
+    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
+    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
+    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
+    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
+    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
+    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
+    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
+    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
+    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
+    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
+    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
+    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
+    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
+    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
+    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
+    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
+    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
+    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
+    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
+    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
+    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
+    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
+    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
+    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
+    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
+    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
+    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
+    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
+    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
+    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
+    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
+    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
+    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
+    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
+    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
+    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
+    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
+    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
+    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
+    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
+    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
+    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
+    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
+    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
+    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
+    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
+    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
+    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
+    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
+    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
+    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
+    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
+    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
+    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
+    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
+    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
     # via deprecated
 xlsxwriter==3.2.9 \
     --hash=sha256:254b1c37a368c444eac6e2f867405cc9e461b0ed97a3233b2ac1e574efb4140c \
diff --git a/uv.lock b/uv.lock
index ecb3cffeb..9b405dfd5 100644
--- a/uv.lock
+++ b/uv.lock
@@ -45,40 +45,42 @@ wheels = [
 
 [[package]]
 name = "ast-serialize"
-version = "0.3.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a9/9d/912fefab0e30aee6a3af8a62bbea4a81b29afa4ba2c973d31170620a26de/ast_serialize-0.3.0.tar.gz", hash = "sha256:1bc3ca09a63a021376527c4e938deedd11d11d675ce850e6f9c7487f5889992b", size = 60689, upload-time = "2026-04-30T23:24:48.104Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/6f/57/a54d4de491d6cdd7a4e4b0952cc3ca9f60dcefa7b5fb48d6d492debe1649/ast_serialize-0.3.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:3a867927df59f76a18dc1d874a0b2c079b42c58972dca637905576deb0912e14", size = 1182966, upload-time = "2026-04-30T23:23:57.376Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/9e/a5db014bb0f91b209236b57c429389e31290c0093532b8436d577699b2fa/ast_serialize-0.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a6fb063bf040abf8321e7b8113a0554eda445ffc508aa51287f8808886a5ae22", size = 1171316, upload-time = "2026-04-30T23:23:59.63Z" },
-    { url = "https://files.pythonhosted.org/packages/15/59/fd55133e478c4326f60a11df02573bf7ccb2ac685810b50f1803d0f68053/ast_serialize-0.3.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5075cd8482573d743586779e5f9b652a015e37d4e95132d7e5a9bc5c8f483d8f", size = 1232234, upload-time = "2026-04-30T23:24:01.168Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/79/0ca1d26357ecb4a697d74d00b73ef3137f24c140424125393a0de820eb09/ast_serialize-0.3.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:41560b27794f4553b0f77811e9fb325b77db4a2b39018d437e09932275306e66", size = 1233437, upload-time = "2026-04-30T23:24:03.151Z" },
-    { url = "https://files.pythonhosted.org/packages/53/3e/7078ec94dd6e124b8e028ac77016a4f13c83fa1c145790f2e68f3816998b/ast_serialize-0.3.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b967c01ca74909c5d90e0fe4393401e2cc5da5ebd9a6262a19e45ffd3757dec8", size = 1440188, upload-time = "2026-04-30T23:24:04.717Z" },
-    { url = "https://files.pythonhosted.org/packages/21/16/cca7195ef55a012f8013c3442afa91d287a0a36dcf88b480b262475135b3/ast_serialize-0.3.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:424ebb8f46cd993f7cec4009d119312d8433dd90e6b0df0499cd2c91bdcc5af9", size = 1254211, upload-time = "2026-04-30T23:24:06.18Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/0f/f3d4dfae67dee6580534361a6343367d34217e7d25cff858bd1d8f03b8ed/ast_serialize-0.3.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d14b1d566b56e2ee70b11fec1de7e0b94ec7cd83717ec7d189967841a361190e", size = 1255973, upload-time = "2026-04-30T23:24:07.772Z" },
-    { url = "https://files.pythonhosted.org/packages/14/41/55fbfe02c42f40fbe3e74eda167d977d555ff720ce1abfa08515236efd88/ast_serialize-0.3.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:7ba30b18735f047ec11103d1ab92f4789cf1fea1e0dc89b04a2f5a0632fd79de", size = 1298629, upload-time = "2026-04-30T23:24:09.4Z" },
-    { url = "https://files.pythonhosted.org/packages/28/36/7d2501cacc7989fb8504aa9da2a2022a174200a59d4e6639de4367a57fdd/ast_serialize-0.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e6ea0754cb7b0f682ebb005ffb0d18f8d17993490d9c289863cd69cacc4ab8df", size = 1408435, upload-time = "2026-04-30T23:24:11.013Z" },
-    { url = "https://files.pythonhosted.org/packages/03/e7/54e3b469c3fa0bf9cd532fa643d1d33b73303f8d70beac3e366b68dd64b7/ast_serialize-0.3.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:a0c5aa1073a5ba7b2abaa4b54abe8b8d75c4d1e2d54a2ff70b0ca6222fea5728", size = 1508174, upload-time = "2026-04-30T23:24:12.635Z" },
-    { url = "https://files.pythonhosted.org/packages/b5/2a/9b9621865b02c60539e26d9b114a312b4fa46aa703e33e79317174bfea21/ast_serialize-0.3.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:4e52650d834c1ea7791969a361de2c54c13b2fb4c519ec79445fa8b9021a147d", size = 1502354, upload-time = "2026-04-30T23:24:14.186Z" },
-    { url = "https://files.pythonhosted.org/packages/34/dd/f138bc5c43b0c414fdd12eefe15677839323078b6e75301ad7f96cd26d45/ast_serialize-0.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:15bd6af3f136c61dae27805eb6b8f3269e85a545c4c27ffe9e530ead78d2b36d", size = 1450504, upload-time = "2026-04-30T23:24:16.076Z" },
-    { url = "https://files.pythonhosted.org/packages/68/cf/97ef9e1c315601db74365955c8edd3292e3055500d6317602815dbdf08ae/ast_serialize-0.3.0-cp314-cp314t-win32.whl", hash = "sha256:d188bfe37b674b49708497683051d4b571366a668799c9b8e8a94513694969d9", size = 1058662, upload-time = "2026-04-30T23:24:17.535Z" },
-    { url = "https://files.pythonhosted.org/packages/f8/d6/e2c3483c31580fdb623f92ad38d2f856cde4b9205a3e6bd84760f3de7d82/ast_serialize-0.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:5832c2fdf8f8a6cf682b4cfcf677f5eaf39b4ddbc490f5480cfccdd1e7ce8fa1", size = 1100349, upload-time = "2026-04-30T23:24:18.992Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/89/29abcb1fe18a429cda60c6e0bbd1d6e90499339842a2f548d7567542357e/ast_serialize-0.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:670f177188d128fb7f9f15b5ad0e1b553d22c34e3f584dcb83eb8077600437f0", size = 1072895, upload-time = "2026-04-30T23:24:20.706Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/93/72abad83966ed6235647c9f956417dc1e17e997696388521910e3d1fa3f4/ast_serialize-0.3.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:2ec2fafa5e4313cc8feed96e436ebe19ac7bc6fa41fbc2827e826c48b9e4c3a9", size = 1190024, upload-time = "2026-04-30T23:24:22.486Z" },
-    { url = "https://files.pythonhosted.org/packages/85/4f/eb88584b2f0234e581762011208ca203252bf6c98e59b4769daa571f3576/ast_serialize-0.3.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:ef6d3c08b7b4cd29b48410338e134764a00e76d25841eb02c1084e868c888ecc", size = 1178633, upload-time = "2026-04-30T23:24:24.35Z" },
-    { url = "https://files.pythonhosted.org/packages/56/51/cf1ec1ff3e616373d0dcbd5fad502e0029dc541f13ab642259762a7d127f/ast_serialize-0.3.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3d841424f41b886e98044abc80769c14a956e6e5ccd5fb5b0d9f5ead72be18a4", size = 1241351, upload-time = "2026-04-30T23:24:25.987Z" },
-    { url = "https://files.pythonhosted.org/packages/0d/44/68fcf50478cf1093f2d423f034ae06453122c8b415d8e21a44668eca485d/ast_serialize-0.3.0-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:d21453734ad39367ede5d37efe4f59f830ce1c09f432fc72a90e368f77a4a3e7", size = 1239582, upload-time = "2026-04-30T23:24:27.808Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/c1/a6c9fa284eceb5fc6f21347e968445a051d7ca2c4d34e6a04314646dbcee/ast_serialize-0.3.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f5e110cdce2a347e1dd987529c88ef54d26f67848dce3eba1b3b2cc2cf085c94", size = 1448853, upload-time = "2026-04-30T23:24:29.534Z" },
-    { url = "https://files.pythonhosted.org/packages/23/5f/8ad3829a09e4e8c5328a53ce7d4711d660944e3e164c5f6abcc2c8f27167/ast_serialize-0.3.0-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3b6e23a98e57560a055f5c4b68700a0fd5ce483d2814c23140b3638c7f5d1e61", size = 1262204, upload-time = "2026-04-30T23:24:31.482Z" },
-    { url = "https://files.pythonhosted.org/packages/25/13/44aa28d97f10e25247e8576b5f6b2795d4fa1a80acc88acc942c508d06f7/ast_serialize-0.3.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c1c9e763d70293d65ce1e1ea8c943140c68d0953f0268c7ee0998f2e07f77dd0", size = 1266458, upload-time = "2026-04-30T23:24:33.088Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/58/b3a8be3777cd3744324fd5cec0d80d37cd96fc7cbb0fb010e03dff1e870f/ast_serialize-0.3.0-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:4388a1796c228f1ce5c391426f7d21a0003ad3b47f677dbeded9bd1a85c7209f", size = 1308700, upload-time = "2026-04-30T23:24:34.657Z" },
-    { url = "https://files.pythonhosted.org/packages/13/03/f8312d6b57f5471a9dc7946f22b8798a1fc296d38c25766223aacadec42c/ast_serialize-0.3.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:5283cdcc0c64c3d8b9b688dc6aaa012d9c0cf1380a7f774a6bae6a1c01b3205a", size = 1416724, upload-time = "2026-04-30T23:24:36.562Z" },
-    { url = "https://files.pythonhosted.org/packages/50/5d/13fc3789a7abac00559da2e2e9f386db4612aa1f84fc53d09bf714c37545/ast_serialize-0.3.0-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:f5ef88cc5842a5d7a6ac09dc0d5fc2c98f5d276c1f076f866d55047ce886785b", size = 1515441, upload-time = "2026-04-30T23:24:38.018Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/b9/7ab43fc7a23b1f970281093228f5f79bed6edeed7a3e672bde6d7a832a58/ast_serialize-0.3.0-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:cc14bf402bdc0978594ecce783793de2c7470cd4f5cd7eb286ca97ed8ff7cba9", size = 1510522, upload-time = "2026-04-30T23:24:39.798Z" },
-    { url = "https://files.pythonhosted.org/packages/56/ec/d75fc2b788d319f1fad77c14156896f31afdfc68af85b505e5bdebcb9592/ast_serialize-0.3.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:11eae0cf1b7b3e0678133cc2daa974ea972caf02eb4b3aa062af6fa9acd52c57", size = 1460917, upload-time = "2026-04-30T23:24:41.305Z" },
-    { url = "https://files.pythonhosted.org/packages/95/74/f99c81193a2725911e1911ae567ed27c2f2419332c7f3537366f9d238cac/ast_serialize-0.3.0-cp39-abi3-win32.whl", hash = "sha256:2db3dd99de5e6a5a11d7dda73de8750eb6e5baaf25245adf7bdcfe64b6108ae2", size = 1067804, upload-time = "2026-04-30T23:24:43.091Z" },
-    { url = "https://files.pythonhosted.org/packages/16/81/76af00c47daa151e89f98ae21fbbcb2840aaa9f5766579c4da76a3c57188/ast_serialize-0.3.0-cp39-abi3-win_amd64.whl", hash = "sha256:a2cd125adccf7969470621905d302750cd25951f22ea430d9a25b7be031e5549", size = 1105561, upload-time = "2026-04-30T23:24:44.578Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/46/d3ec57ad500f598d1554bd14ce4df615960549ab2844961bc4e1f5fbd174/ast_serialize-0.3.0-cp39-abi3-win_arm64.whl", hash = "sha256:0dd00da29985f15f50dc35728b7e1e7c84507bccfea1d9914738530f1c72238a", size = 1077165, upload-time = "2026-04-30T23:24:46.377Z" },
+version = "0.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/81/9d/09e27731bd5864a9ce04e3244074e674bb8936bf62b45e0357248717adac/ast_serialize-0.5.0.tar.gz", hash = "sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6", size = 61157, upload-time = "2026-05-17T17:48:29.429Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c0/9a/13dde51ba9e15f8b97957ab7cb0120d0e381524d651c6bd630b9c359227f/ast_serialize-0.5.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a", size = 1183520, upload-time = "2026-05-17T17:47:30.831Z" },
+    { url = "https://files.pythonhosted.org/packages/37/de/5a7f0a9fe68944f536632a5af84676739c7d2582be42deb082634bf3a754/ast_serialize-0.5.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b", size = 1175779, upload-time = "2026-05-17T17:47:32.551Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/81/0bb853e76e4f6e9a1855d569003c59e19ffac45f7079d91505d1bb212f92/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1", size = 1233750, upload-time = "2026-05-17T17:47:34.731Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/d3/4cf705beeccc08754d0bbda99aefff26110e209b9a07ac8a6b60eec48531/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6", size = 1235942, upload-time = "2026-05-17T17:47:36.287Z" },
+    { url = "https://files.pythonhosted.org/packages/26/c8/ee097e437ea27dd2b8b227865c875492b585650a5802a22d82b304c8201b/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2", size = 1442517, upload-time = "2026-05-17T17:47:38.17Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/bd/68063442838f1ba68ec72b5436430bc75b3bb17a1a3c3063f09b0c05ae2b/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903", size = 1254081, upload-time = "2026-05-17T17:47:39.826Z" },
+    { url = "https://files.pythonhosted.org/packages/50/e2/1e520793bc6a4e4524a6ab022391e827825eaa0c3811828bfdc6852eca26/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261", size = 1259910, upload-time = "2026-05-17T17:47:41.369Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/e1/49b60f467979979cfe6913b43948ff25bca971ad0591d181812f163a988e/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027", size = 1250678, upload-time = "2026-05-17T17:47:43.702Z" },
+    { url = "https://files.pythonhosted.org/packages/74/ba/66ab9555de6275677566f6574e5ef6c29cb185ea866f643bc06f8280a8ee/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937", size = 1301603, upload-time = "2026-05-17T17:47:46.256Z" },
+    { url = "https://files.pythonhosted.org/packages/66/42/6aca9b9abc710014b2be9059689e5dd1679339e78f567ffb4d255a9e2050/ast_serialize-0.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c", size = 1410332, upload-time = "2026-05-17T17:47:47.899Z" },
+    { url = "https://files.pythonhosted.org/packages/47/68/2f76594432a22581ecf878b5e75a9b8601c24b2241cf0bbeb1e21fcf370c/ast_serialize-0.5.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b", size = 1509979, upload-time = "2026-05-17T17:47:50.942Z" },
+    { url = "https://files.pythonhosted.org/packages/40/ac/a93c9b58292653f6c595752f677a08e608f903b710594909e9231a389b3b/ast_serialize-0.5.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab", size = 1505002, upload-time = "2026-05-17T17:47:54.093Z" },
+    { url = "https://files.pythonhosted.org/packages/14/2e/b278f68c497ee2f1d1576cbbef8db5281cd4a5f2db040537592ac9c8862e/ast_serialize-0.5.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3", size = 1456231, upload-time = "2026-05-17T17:47:56.311Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/43/419be1c566a4c504cd8fd60ce2f84e790f295495c0f327cfaeadf3d51012/ast_serialize-0.5.0-cp314-cp314t-win32.whl", hash = "sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38", size = 1058668, upload-time = "2026-05-17T17:47:58.305Z" },
+    { url = "https://files.pythonhosted.org/packages/03/6f/c9d4d549295ed05111aeb8853232d1afd9d0a179fddb01eeffbb3a4a6842/ast_serialize-0.5.0-cp314-cp314t-win_amd64.whl", hash = "sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c", size = 1101075, upload-time = "2026-05-17T17:48:00.35Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/8e/d00c5ab30c58222e07d62956fca86c59d91b9ad32997e633c38b526623a3/ast_serialize-0.5.0-cp314-cp314t-win_arm64.whl", hash = "sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb", size = 1075347, upload-time = "2026-05-17T17:48:01.753Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/9e/dc2530acb3a60dc6e46d65abf27d1d9f86721694757906a148d90a6860de/ast_serialize-0.5.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101", size = 1191380, upload-time = "2026-05-17T17:48:03.738Z" },
+    { url = "https://files.pythonhosted.org/packages/26/0a/bd3d18a582f273d6c843d16bb9e22e9e16365ff7991e92f18f798e9f1224/ast_serialize-0.5.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a", size = 1183879, upload-time = "2026-05-17T17:48:05.463Z" },
+    { url = "https://files.pythonhosted.org/packages/40/ae/1f919100f8620887af58fcc381c61a1f218cdf89c6e155f87b213e61010a/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211", size = 1244529, upload-time = "2026-05-17T17:48:07.008Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/ca/6376559dcce707cdbc1d0d9a13c8d3baaaa501e949ce0ebdc4230cd881aa/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf", size = 1240560, upload-time = "2026-05-17T17:48:08.46Z" },
+    { url = "https://files.pythonhosted.org/packages/35/b2/a620e206b5aeb7efbf2710336df57d457cffbb3991076bbcc1147ef9abd4/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9", size = 1451172, upload-time = "2026-05-17T17:48:09.922Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/e0/4ad5c04c24a40481b2935ce9a0ccdb6023dc8b667167d06ae530cc3512f2/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee", size = 1265072, upload-time = "2026-05-17T17:48:11.469Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/71/4d1d479aa56d0101c40e17720c3d6ac2af7269ea0487a80b18e7bfd1a5b7/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809", size = 1270488, upload-time = "2026-05-17T17:48:13.575Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/4f/0de1bbe06f6edef9fde4ed12ca8e7b3ec7e6e2bd4e672c5af487f7957665/ast_serialize-0.5.0-cp39-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43", size = 1260702, upload-time = "2026-05-17T17:48:15.141Z" },
+    { url = "https://files.pythonhosted.org/packages/75/61/e00872439cfdddcc3c1b6cdaa6e5d904ba8e26a18807c67c4e14409d0ca8/ast_serialize-0.5.0-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934", size = 1311182, upload-time = "2026-05-17T17:48:16.779Z" },
+    { url = "https://files.pythonhosted.org/packages/76/8e/699a5b955f7926956c95e9e1d74132acad73c2fe7a426f94da89123c20aa/ast_serialize-0.5.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759", size = 1421410, upload-time = "2026-05-17T17:48:18.527Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/ae/d5b7626874478997adc7a29ab28accf21e596fb590c944290401dfd0b29e/ast_serialize-0.5.0-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887", size = 1516587, upload-time = "2026-05-17T17:48:20.133Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/ce/b59e02a82d9c4244d64cde502e0b00e83e38816abe19155ceb5437402c7f/ast_serialize-0.5.0-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27", size = 1515171, upload-time = "2026-05-17T17:48:21.921Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/38/d8d90042747d05aa08d4efcf1c99035a5f670a6bf4c214d31644392afbca/ast_serialize-0.5.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d", size = 1464668, upload-time = "2026-05-17T17:48:23.544Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/51/5b840c4df7334104cecffa28f23904fe81ca89ca223d2450e288de39fd3c/ast_serialize-0.5.0-cp39-abi3-win32.whl", hash = "sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a", size = 1068311, upload-time = "2026-05-17T17:48:25.027Z" },
+    { url = "https://files.pythonhosted.org/packages/41/11/ca5672c7d491825bc4cd6702dea106a6b60d928707712ec257c7833ae476/ast_serialize-0.5.0-cp39-abi3-win_amd64.whl", hash = "sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590", size = 1108931, upload-time = "2026-05-17T17:48:26.591Z" },
+    { url = "https://files.pythonhosted.org/packages/45/19/cc8bd127d28a43da249aa955cfd164cf8fd534e79e42cea96c4854d72fd0/ast_serialize-0.5.0-cp39-abi3-win_arm64.whl", hash = "sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642", size = 1081181, upload-time = "2026-05-17T17:48:28.122Z" },
 ]
 
 [[package]]
@@ -92,24 +94,24 @@ wheels = [
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.14.3"
+version = "4.15.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "soupsieve" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/c3/b0/1c6a16426d389813b48d95e26898aff79abbde42ad353958ad95cc8c9b21/beautifulsoup4-4.14.3.tar.gz", hash = "sha256:6292b1c5186d356bba669ef9f7f051757099565ad9ada5dd630bd9de5fa7fb86", size = 627737, upload-time = "2025-11-30T15:08:26.084Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/43/65/318323f98dbee45d42dff61d8f047181bc6f2268a9068cfad035a46be5af/beautifulsoup4-4.15.0.tar.gz", hash = "sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7", size = 632571, upload-time = "2026-06-07T16:44:20.453Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1a/39/47f9197bdd44df24d67ac8893641e16f386c984a0619ef2ee4c51fbbc019/beautifulsoup4-4.14.3-py3-none-any.whl", hash = "sha256:0918bfe44902e6ad8d57732ba310582e98da931428d231a5ecb9e7c703a735bb", size = 107721, upload-time = "2025-11-30T15:08:24.087Z" },
+    { url = "https://files.pythonhosted.org/packages/88/c6/92fcd42f1ba33e1184263f25bfabf3d27c383410470f169e4b8163bf9c17/beautifulsoup4-4.15.0-py3-none-any.whl", hash = "sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9", size = 109924, upload-time = "2026-06-07T16:44:21.566Z" },
 ]
 
 [[package]]
 name = "certifi"
-version = "2026.4.22"
+version = "2026.5.20"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/25/ee/6caf7a40c36a1220410afe15a1cc64993a1f864871f698c0f93acb72842a/certifi-2026.4.22.tar.gz", hash = "sha256:8d455352a37b71bf76a79caa83a3d6c25afee4a385d632127b6afb3963f1c580", size = 137077, upload-time = "2026-04-22T11:26:11.191Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f3/ce/ee2ecad540810a79593028e88299baeae54d346cc7a0d94b6199988b89b1/certifi-2026.5.20.tar.gz", hash = "sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d", size = 135422, upload-time = "2026-05-20T11:46:50.073Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/22/30/7cd8fdcdfbc5b869528b079bfb76dcdf6056b1a2097a662e5e8c04f42965/certifi-2026.4.22-py3-none-any.whl", hash = "sha256:3cb2210c8f88ba2318d29b0388d1023c8492ff72ecdde4ebdaddbb13a31b1c4a", size = 135707, upload-time = "2026-04-22T11:26:09.372Z" },
+    { url = "https://files.pythonhosted.org/packages/59/8c/57e832b7af6d7c5abe66eb3fbe3a3a32f4d11ea23a1aa7131371035be991/certifi-2026.5.20-py3-none-any.whl", hash = "sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897", size = 134134, upload-time = "2026-05-20T11:46:48.578Z" },
 ]
 
 [[package]]
@@ -194,18 +196,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/db/8f/61959034484a4a7c527811f4721e75d02d653a35afb0b6054474d8185d4c/charset_normalizer-3.4.7-py3-none-any.whl", hash = "sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d", size = 61958, upload-time = "2026-04-02T09:28:37.794Z" },
 ]
 
-[[package]]
-name = "click"
-version = "8.3.3"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "colorama", marker = "sys_platform == 'win32'" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/bb/63/f9e1ea081ce35720d8b92acde70daaedace594dc93b693c869e0d5910718/click-8.3.3.tar.gz", hash = "sha256:398329ad4837b2ff7cbe1dd166a4c0f8900c3ca3a218de04466f38f6497f18a2", size = 328061, upload-time = "2026-04-22T15:11:27.506Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/ae/44/c1221527f6a71a01ec6fbad7fa78f1d50dfa02217385cf0fa3eec7087d59/click-8.3.3-py3-none-any.whl", hash = "sha256:a2bf429bb3033c89fa4936ffb35d5cb471e3719e1f3c8a7c3fff0b8314305613", size = 110502, upload-time = "2026-04-22T15:11:25.044Z" },
-]
-
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -283,86 +273,86 @@ wheels = [
 
 [[package]]
 name = "coverage"
-version = "7.14.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/23/7f/d0720730a397a999ffc0fd3f5bebef347338e3a47b727da66fbb228e2ff2/coverage-7.14.0.tar.gz", hash = "sha256:057a6af2f160a85384cde4ab36f0d2777bae1057bae255f95413cdd382aa5c74", size = 919489, upload-time = "2026-05-10T18:02:31.397Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/09/1e/2f996b2c8415cbb6f54b0f5ec1ee850c96d7911961afb4fc05f4a89d8c58/coverage-7.14.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:7ffd19fc8aed057fd686a17a4935eef5f9859d69208f96310e893e64b9b6ccf5", size = 219967, upload-time = "2026-05-10T18:00:13.756Z" },
-    { url = "https://files.pythonhosted.org/packages/34/23/35c7aea1274aef7525bdd2dc92f710bdde6d11652239d71d1ec450067939/coverage-7.14.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:829994cfe1aeb773ca27bf246d4badc1e764893e3bfb98fff820fcecd1ca4662", size = 220329, upload-time = "2026-05-10T18:00:15.264Z" },
-    { url = "https://files.pythonhosted.org/packages/75/cf/a8f4b43a16e194b0261257ad28ded5853ec052570afef4a84e1d81189f3b/coverage-7.14.0-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:b4f07cf7edcb7ec39431a5074d7ea83b29a9f71fcfc494f0f40af4e65180420f", size = 251839, upload-time = "2026-05-10T18:00:17.16Z" },
-    { url = "https://files.pythonhosted.org/packages/69/ff/6699e7b71e60d3049eb2bdcbc95ee3f35707b2b0e48f32e9e63d3ce30c08/coverage-7.14.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:ca3d9cf2c32b521bd9518385608787fa86f38daf993695307531822c3430ed67", size = 254576, upload-time = "2026-05-10T18:00:18.829Z" },
-    { url = "https://files.pythonhosted.org/packages/22/ec/c936d495fcd67f48f03a9c4ad3297ff80d1f222a5df3980f15b34c186c21/coverage-7.14.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:92af52828e7f29d827346b0294e5a0853fa206db77db0395b282918d41e28db9", size = 255690, upload-time = "2026-05-10T18:00:20.648Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/42/5af63f636cc62a4a2b1b3ba9146f6ee6f53a35a50d5cefc54d5670f60999/coverage-7.14.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:7b2bb6c9d7e769360d0f20a0f219603fd64f0c8f97de17ab25853261602be0fb", size = 257949, upload-time = "2026-05-10T18:00:22.28Z" },
-    { url = "https://files.pythonhosted.org/packages/26/d3/a225317bd2012132a27e1176d51660b826f99bb975876463c44ea0d7ee5a/coverage-7.14.0-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:1c9ed6ef99f88fb8c14aa8e2bf8eb0fe55fa2edfea68f8675d78741df1a5ac0e", size = 252242, upload-time = "2026-05-10T18:00:24.076Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/7f/9e65495298c3ea414742998539c37d048b5e81cc818fb1828cc6b51d10bf/coverage-7.14.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8231ade007f37959fbf58acc677f26b922c02eda6f0428ea307da0fd39681bf3", size = 253608, upload-time = "2026-05-10T18:00:25.588Z" },
-    { url = "https://files.pythonhosted.org/packages/94/46/1522b524a35bdad22b2b8c4f9d32d0a104b524726ec380b2db68db1746f5/coverage-7.14.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:d8b013632cc1ce1d09dbe4f32667b4d320ec2f54fc326ebeffcd0b0bcc2bb6c4", size = 251753, upload-time = "2026-05-10T18:00:27.104Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/e9/cdf00d38817742c541ade405e115a3f7bf36e6f2a8b99d4f209861b85a2d/coverage-7.14.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:1733198802d71ec4c524f322e2867ee05c62e9e75df86bdca545407a221827d1", size = 255823, upload-time = "2026-05-10T18:00:29.038Z" },
-    { url = "https://files.pythonhosted.org/packages/38/fc/5e7877cf5f902d08a17ff1c532511476d87e1bea355bd5028cb97f902e79/coverage-7.14.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:72a305291fa8ee01332f1aaf38b348ca34097f6aa0b0ef627eef2837e57bbba5", size = 251323, upload-time = "2026-05-10T18:00:30.647Z" },
-    { url = "https://files.pythonhosted.org/packages/18/9d/50f05a72dff8487464fdd4178dda5daed642a060e60afb644e3d45123559/coverage-7.14.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fcaba850dd317c65423a9d63d88f9573c53b00354d6dd95724576cc98a131595", size = 253197, upload-time = "2026-05-10T18:00:32.211Z" },
-    { url = "https://files.pythonhosted.org/packages/00/3f/6f61ffe6439df266c3cf60f5c99cfaa21103d0210d706a42fc6c30683ff8/coverage-7.14.0-cp312-cp312-win32.whl", hash = "sha256:5ac83957a80d0701310e96d8bec68cdcf4f90a7674b7d13f15a344315b41ab27", size = 222515, upload-time = "2026-05-10T18:00:33.717Z" },
-    { url = "https://files.pythonhosted.org/packages/85/19/93853133df2cb371083285ef6a93982a0173e7a233b0f61373ba9fd30eb2/coverage-7.14.0-cp312-cp312-win_amd64.whl", hash = "sha256:70390b0da32cb90b501953716302906e8bcce087cb283e70d8c97729f22e92b2", size = 223324, upload-time = "2026-05-10T18:00:35.172Z" },
-    { url = "https://files.pythonhosted.org/packages/74/18/9f7fe62f659f24b7a82a0be56bf94c1bd0a89e0ae7ab4c668f6e82404294/coverage-7.14.0-cp312-cp312-win_arm64.whl", hash = "sha256:91b993743d959b8be85b4abf9d5478216a69329c321efe5be0433c1a841d691d", size = 221944, upload-time = "2026-05-10T18:00:37.014Z" },
-    { url = "https://files.pythonhosted.org/packages/6b/76/b7c66ee3c66e1b0f9d894c8125983aa0c03fb2336f2fd16559f9c966157f/coverage-7.14.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f2bbb8254370eb4c628ff3d6fa8a7f74ddc40565394d4f7ab791d1fe568e37ef", size = 219990, upload-time = "2026-05-10T18:00:38.887Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/af/e567cbad5ba69c013a50146dfa886dc7193361fda77521f51274ff620e1b/coverage-7.14.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:23b81107f46d3f21d0cbce30664fcec0f5d9f585638a67081750f99738f6bf66", size = 220365, upload-time = "2026-05-10T18:00:40.864Z" },
-    { url = "https://files.pythonhosted.org/packages/44/6f/9ad575d505b4d805b254febc8a5b338a2efe278f8786e56ff1cb8413f9c3/coverage-7.14.0-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:22a7e06a5f11a757cdfe79018e9095f9f69ae283c5cd8123774c788deec8717b", size = 251363, upload-time = "2026-05-10T18:00:42.489Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/5f/b5370068b2f57787454592ed7dcd1002f0f1703b7db1fa30f6a325a4ca6e/coverage-7.14.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:9d1aa57a1dc8e05bdc42e81c5d671d849577aeedf279f4c449d6d286f9ed88ca", size = 253961, upload-time = "2026-05-10T18:00:44.079Z" },
-    { url = "https://files.pythonhosted.org/packages/29/1e/51adf17738976e8f2b85ddef7b7aa12a0838b056c92f175941d8862767c1/coverage-7.14.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:90c1a51bcfddf645b3bb7ec333d9e94393a8e94f55642380fa8a9a5a9e636cb7", size = 255193, upload-time = "2026-05-10T18:00:45.623Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/7b/5bfd7ac1df3b881c2ac7a5cbc99c7609e6296c402f5ef587cd81c6f355b3/coverage-7.14.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a841fae2fadcae4f438d43b6ccc4aac2ad609f47cdb6cfdce60cbb3fe5ca7bc2", size = 257326, upload-time = "2026-05-10T18:00:47.173Z" },
-    { url = "https://files.pythonhosted.org/packages/7d/38/1d37d316b174fad3843a1d76dbdfe4398771c9ecd0515935dd9ece9cd627/coverage-7.14.0-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:c79d2319cabef1fe8e86df73371126931550804738f78ad7d31e3aad85a67367", size = 251582, upload-time = "2026-05-10T18:00:49.152Z" },
-    { url = "https://files.pythonhosted.org/packages/34/46/746704f95980ba220214e1a41e18cec5aea80a898eaa53c51bf2d645ff36/coverage-7.14.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1b23b0c6f0b1db6ad769b7050c8b641c0bf215ded26c1816955b17b7f26edfa9", size = 253325, upload-time = "2026-05-10T18:00:51.252Z" },
-    { url = "https://files.pythonhosted.org/packages/e1/b9/bbe87206d9687b192352f893797825b5f5b15ecd3aa9c68fbff0c074d77b/coverage-7.14.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:55d3089079ce181a4566b1065ab28d2575eb76d8ac8f81f4fcda2bf037fee087", size = 251291, upload-time = "2026-05-10T18:00:52.816Z" },
-    { url = "https://files.pythonhosted.org/packages/46/57/b8cdb12ac0d73ef0243218bd5e22c9df8f92edab8018213a86aec67c5324/coverage-7.14.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:49c005cba1e2f9677fb2845dcdf9a2e72a52a17d63e8231aaaae35d9f50215ef", size = 255448, upload-time = "2026-05-10T18:00:54.548Z" },
-    { url = "https://files.pythonhosted.org/packages/1f/d4/5002019538b2036ce3c84340f54d2fd5100d55b0a6b0894eee56128d03c7/coverage-7.14.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:9117377b823daa28aa8635fbb08cda1cd6be3d7143257345459559aeef852d52", size = 251110, upload-time = "2026-05-10T18:00:56.122Z" },
-    { url = "https://files.pythonhosted.org/packages/37/53/20c5009477660f084e6ed60bc02a91894b8e234e617e86ecfd9aaf78e27b/coverage-7.14.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:7b79d646cf46d5cf9a9f40281d4441df5849e445726e369006d2b117710b33fe", size = 252885, upload-time = "2026-05-10T18:00:57.967Z" },
-    { url = "https://files.pythonhosted.org/packages/ae/ab/3cf6427ac9c1f1db747dbb1ce71dde47984876d4c2cfd018a3fef0a78d4d/coverage-7.14.0-cp313-cp313-win32.whl", hash = "sha256:fb609b3658479e33f9516d46f1a89dbb9b6c261366e3a11844a96ec487533dae", size = 222539, upload-time = "2026-05-10T18:00:59.581Z" },
-    { url = "https://files.pythonhosted.org/packages/8f/b8/9228523e80321c2cb4880d1f589bc0171f2f71432c35118ad04dc01decce/coverage-7.14.0-cp313-cp313-win_amd64.whl", hash = "sha256:0773d8329cf32b6fd222e4b52622c61fe8d503eb966cfc8d3c3c10c96266d50e", size = 223344, upload-time = "2026-05-10T18:01:01.531Z" },
-    { url = "https://files.pythonhosted.org/packages/a3/99/118daa192f95e3a6cb2740100fbf8797cda1734b4134ef0b5d501a7fa8f3/coverage-7.14.0-cp313-cp313-win_arm64.whl", hash = "sha256:b4e26a0f1b696faf283bffe5b8569e44e336c582439df5d53281ab89ee0cba96", size = 221966, upload-time = "2026-05-10T18:01:03.16Z" },
-    { url = "https://files.pythonhosted.org/packages/e6/f1/a46cc0c013be170216253184a32366d7cbdb9252feaec866b05c2d12a894/coverage-7.14.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:953f521ca9445300397e65fda3dca58b2dbd68fee983777420b57ac3c77e9f90", size = 220679, upload-time = "2026-05-10T18:01:05.058Z" },
-    { url = "https://files.pythonhosted.org/packages/64/8c/9c30a3d311a34177fa432995be7fbfc64477d8bac5630bd38055b1c9b424/coverage-7.14.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:98af83fd65ae24b1fdd03aaead967a9f523bcd2f1aab2d4f3ffda65bb568a6f1", size = 221033, upload-time = "2026-05-10T18:01:07.002Z" },
-    { url = "https://files.pythonhosted.org/packages/9a/cd/3fb5e06c3badefd0c1b47e2044fdca67f8220a4ec2e7fcfb476aa0a67c6c/coverage-7.14.0-cp313-cp313t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:668b92e6958c4db7cf92e81caac328dfbbdbb215db2850ad28f0cbe1eea0bfbd", size = 262333, upload-time = "2026-05-10T18:01:08.903Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/e6/fbc322325c7294d3e22c1ad6b79e45d0806b25228c8e5842aed6d8169aa7/coverage-7.14.0-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:9fbd898551762dea00d3fef2b1c4f99afd2c6a3ff952ea07d60a9bd5ed4f34bc", size = 264410, upload-time = "2026-05-10T18:01:10.531Z" },
-    { url = "https://files.pythonhosted.org/packages/08/92/c497b264bec1673c47cc77e26f760fcda4654cabf1f39546d1a23a3b8c35/coverage-7.14.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:68af363c07ecd8d4b7d4043d85cb376d7d227eceb54e5323ee45da73dbd3e426", size = 266836, upload-time = "2026-05-10T18:01:12.19Z" },
-    { url = "https://files.pythonhosted.org/packages/78/fc/045da320987f401af5d2815d351e8aa799aec859f60e29f445e3089eeedb/coverage-7.14.0-cp313-cp313t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:6e57054a583da8ac55edf24117ea4c9133032cfc4cf72aa2d48c1e5d4b52f899", size = 267974, upload-time = "2026-05-10T18:01:13.926Z" },
-    { url = "https://files.pythonhosted.org/packages/1b/ae/227b1e379497fb7a4fc3286e620f80c8a1e7cec66d45695a01639eb1af65/coverage-7.14.0-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:cc3499459bbcdd51a65b64c35ab7ed2764eaf3cba826e0df3f1d7fe2e102b70b", size = 261578, upload-time = "2026-05-10T18:01:15.564Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/f5/3570342900f2acea31d33ff1590c5d8bac1a8e1a2e1c6d34a5d5e61de681/coverage-7.14.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:45899ec2138a4346ed34d601dedf5076fb74edf2d1dd9dc76a78e82397edee90", size = 264394, upload-time = "2026-05-10T18:01:17.607Z" },
-    { url = "https://files.pythonhosted.org/packages/16/29/de1bbc01c935b28f89b1dc3db85b011c055e843a8e5e3b83141c3f80af7f/coverage-7.14.0-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:8767486808c436f05b23ab98eb963fb29185e32a9357a166971685cb3459900f", size = 262022, upload-time = "2026-05-10T18:01:19.304Z" },
-    { url = "https://files.pythonhosted.org/packages/35/95/f53890b0bf2fc10ab168e05d38869215e73ca24c4cb521c3bb0eb62fe16b/coverage-7.14.0-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:a3b5ddfd6aa7ddad53ee3edb231e88a2151507a43229b7d71b953916deca127d", size = 265732, upload-time = "2026-05-10T18:01:21.494Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/ea/c919e259081dd2bdf0e43b87209709ba7ec2e4117c2a7f5185379c43463c/coverage-7.14.0-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:63df0fe568e698e1045792399f8ab6da3a6c2dce3182813fb92afa2641087b47", size = 260921, upload-time = "2026-05-10T18:01:23.533Z" },
-    { url = "https://files.pythonhosted.org/packages/1a/2c/c2831889705a81dc5d1c6ca12e4d8e9b95dfc146d153488a6c0ea685d28e/coverage-7.14.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:827d6397dbd95144939b18f89edf31f63e1f99633e8d5f32f22ba8bdda567477", size = 263109, upload-time = "2026-05-10T18:01:25.165Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/a9/2fcae5003cac3d63fe344d2166243c2756935f48420863c5272b240d550b/coverage-7.14.0-cp313-cp313t-win32.whl", hash = "sha256:7bf43e000d24012599b879791cff41589af90674722421ef11b11a5431920bab", size = 223212, upload-time = "2026-05-10T18:01:27.157Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/bb/18e94d7b14b9b398164197114a587a04ab7c9fdbe1d237eef57311c5e883/coverage-7.14.0-cp313-cp313t-win_amd64.whl", hash = "sha256:3f5549365af25d770e06b1f8f5682d9a5637d06eb494db91c6fa75d3950cc917", size = 224272, upload-time = "2026-05-10T18:01:29.107Z" },
-    { url = "https://files.pythonhosted.org/packages/db/56/4f14fad782b035c81c4ffd09159e7103d42bb1d93ac8496d04b90a11b7da/coverage-7.14.0-cp313-cp313t-win_arm64.whl", hash = "sha256:6d160217ec6fe890f16ad3a9531761589443749e448f91986c972714fad361c8", size = 222530, upload-time = "2026-05-10T18:01:31.151Z" },
-    { url = "https://files.pythonhosted.org/packages/1c/18/b9a6586d73992807c26f9a5f274131be3d76b56b18a82b9392e2a25d2e45/coverage-7.14.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:9aed9fa983514ca032790f3fe0d1c0e42ca7e16b42432af1706b50a9a46bef5d", size = 220036, upload-time = "2026-05-10T18:01:33.057Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/9b/4165a1d56ddc302a0e2d518fd9d412a4fd0b57562618c78c5f21c57194f5/coverage-7.14.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:ba3b8390db29296dbbf49e91b6fe08f990743a90c8f447ba4c2ffc29670dfa63", size = 220368, upload-time = "2026-05-10T18:01:34.705Z" },
-    { url = "https://files.pythonhosted.org/packages/69/aa/c12e52a5ba148d9995229d557e3be6e554fe469addc0e9241b2f0956d8ea/coverage-7.14.0-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:3a5d8e876dfa2f102e970b183863d6dedd023d3c0eeca1fe7a9787bc5f28b212", size = 251417, upload-time = "2026-05-10T18:01:36.949Z" },
-    { url = "https://files.pythonhosted.org/packages/d7/51/ec641c26e6dca1b25a7d2035ba6ecb7c884ef1a100a9e42fbe4ce4405139/coverage-7.14.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:5ebb8f4614a3787d567e610bbfdf96a4798dd69a1afb1bd8ad228d4111fe6ff3", size = 253924, upload-time = "2026-05-10T18:01:38.985Z" },
-    { url = "https://files.pythonhosted.org/packages/33/c4/59c3de0bd1b538824173fd518fed51c1ce740ca5ed68e74545983f4053a9/coverage-7.14.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6b9bf47223dd8db3d4c4b2e443b02bace480d428f0822c3f991600448a176c97", size = 255269, upload-time = "2026-05-10T18:01:40.957Z" },
-    { url = "https://files.pythonhosted.org/packages/7b/a9/36dfa153a62040296f6e7febfdb20a5720622f6ef5a81a41e8237b9a5344/coverage-7.14.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:3485a836550b303d006d57cc06e3d5afaabc642c77050b7c985a97b13e3776b8", size = 257583, upload-time = "2026-05-10T18:01:42.607Z" },
-    { url = "https://files.pythonhosted.org/packages/26/7b/cc2c048d4114d9ab1c2409e9ee365e5ae10736df6dffcfc9444effa6c708/coverage-7.14.0-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:3e7e88110bae996d199d1693ca8ec3fd52441d426401ae963437598667b4c5eb", size = 251434, upload-time = "2026-05-10T18:01:44.537Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/df/6770eaa576e604575e9a78055313250faef5faa84bd6f71a39fece519c43/coverage-7.14.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:15228a6800ce7bdf1b74800595e56db7138cecb338fdbf044806e10dcf182dfe", size = 253280, upload-time = "2026-05-10T18:01:46.175Z" },
-    { url = "https://files.pythonhosted.org/packages/ad/9e/1c0264514a3f98259a6d64765a397b2c8373e3ba59ee722a4802d3ec0c61/coverage-7.14.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:9d26ac7f5398bafc5b57421ad994e8a4749e8a7a0e62d05ec7d53014d5963bfa", size = 251241, upload-time = "2026-05-10T18:01:48.732Z" },
-    { url = "https://files.pythonhosted.org/packages/64/16/4efdf3e3c4079cdbf0ece56a2fea872df9e8a3e15a13a0af4400e1075944/coverage-7.14.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:2fb73254ff43c911c967a899e1359bc5049b4b115d6e8fbdde4937d0a2246cd5", size = 255516, upload-time = "2026-05-10T18:01:50.819Z" },
-    { url = "https://files.pythonhosted.org/packages/93/69/b1de96346603881b3d1bc8d6447c83200e1c9700ffbaff926ba01ff5724c/coverage-7.14.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:454a380af72c6adada298ed270d38c7a391288198dbfb8467f786f588751a90c", size = 251059, upload-time = "2026-05-10T18:01:52.773Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/66/2881853e0363a5e0a724d1103e53650795367471b6afb234f8b49e713bc6/coverage-7.14.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:65c86fb646d2bd2972e96bd1a8b45817ed907cee68655d6295fe7ec031d04cca", size = 252716, upload-time = "2026-05-10T18:01:54.506Z" },
-    { url = "https://files.pythonhosted.org/packages/55/5c/0d3305d002c41dcde873dbe456491e663dc55152ca526b630b5c47efd62f/coverage-7.14.0-cp314-cp314-win32.whl", hash = "sha256:6a6516b02a6101398e19a3f44820f69bab2590697f7def4331f668b14adaf828", size = 222788, upload-time = "2026-05-10T18:01:56.487Z" },
-    { url = "https://files.pythonhosted.org/packages/f9/58/6e1b8f52fdc3184b47dc5037f5070d83a3d11042db1594b02d2a44d786c8/coverage-7.14.0-cp314-cp314-win_amd64.whl", hash = "sha256:45e0f79d8351fa76e256716df91eab12890d32678b9590df7ae1042e4bd4cf5d", size = 223600, upload-time = "2026-05-10T18:01:58.497Z" },
-    { url = "https://files.pythonhosted.org/packages/00/70/a18c408e674bc26281cadaedc7351f929bd2094e191e4b15271c30b084cc/coverage-7.14.0-cp314-cp314-win_arm64.whl", hash = "sha256:4b899594a8b2d81e5cc064a0d7f9cac2081fed91049456cae7676787e41549c9", size = 222168, upload-time = "2026-05-10T18:02:00.411Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/89/2681f071d238b62aff8dfc2ab44fc24cfdb38d1c01f391a80522ff5d3a16/coverage-7.14.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:f580f8c80acd94ac72e863efe2cab791d8c38d153e0b463b92dfa000d5c84cd1", size = 220766, upload-time = "2026-05-10T18:02:02.313Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/c7/c987babafd9207ffa1995e1ef1f9b26762cf4963aa768a66b6f0501e4616/coverage-7.14.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a2bd259c442cd43c49b30fbafc51776eb19ea396faf159d26a83e6a0a5f13b0c", size = 221035, upload-time = "2026-05-10T18:02:04.017Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/e9/d6a5ac3b333088143d6fc877d398a9a674dc03124a2f776e131f03864823/coverage-7.14.0-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:a706b908dfa85538863504c624b237a3cc34232bf403c057414ebfdb3b4d9f84", size = 262405, upload-time = "2026-05-10T18:02:05.915Z" },
-    { url = "https://files.pythonhosted.org/packages/38/b1/e70838d29a7c08e22d44398a46db90815bbcbf28de06992bd9210d1a8d8e/coverage-7.14.0-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:7333cd944ee4393b9b3d3c1b598c936d4fc8d70573a4c7dacfec5590dd50e436", size = 264530, upload-time = "2026-05-10T18:02:07.582Z" },
-    { url = "https://files.pythonhosted.org/packages/6b/73/5c31ef97763288d03d9995152b96d5475b527c63d91c84b01caea894b83a/coverage-7.14.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0f162bc9a15b82d947b02651b0c7e1609d6f7a8735ca330cfadec8481dd97d5a", size = 266932, upload-time = "2026-05-10T18:02:09.401Z" },
-    { url = "https://files.pythonhosted.org/packages/e1/76/dd56d80f29c5f05b4d76f7e7c6d47cafacae017189c75c5759d24f9ff0cc/coverage-7.14.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:362cb78e01a5dc82009d88004cf60f2e6b6d6fcbfdec05b05af73b0abf40118f", size = 268062, upload-time = "2026-05-10T18:02:11.399Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/c7/27ba85cd5b95614f159ff93ebff1901584a8d192e2e5e24c4943a7453f59/coverage-7.14.0-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:acebd068fca5512c3a6fde9c045f901613478781a73f0e82b307b214daef23fb", size = 261504, upload-time = "2026-05-10T18:02:13.257Z" },
-    { url = "https://files.pythonhosted.org/packages/13/2e/e8149f60ab5d5684c6eee881bdf34b127115cddbb958b196768dd9d63473/coverage-7.14.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:29fe3da551dface75deb2ccbf87b6b66e2e7ef38f6d89050b428be94afff3490", size = 264398, upload-time = "2026-05-10T18:02:15.063Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/7f/1261b025285323225f4b4abffa5a643649dfd67e25ddca7ebcbdea3b7cb3/coverage-7.14.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:b4cc4fce8672fffcb09b0eafc167b396b3ba53c4a7230f54b7aaffbf6c835fa9", size = 262000, upload-time = "2026-05-10T18:02:16.756Z" },
-    { url = "https://files.pythonhosted.org/packages/d3/dc/829c54f60b9d08389439c00f813c752781c496fc5788c78d8006db4b4f2b/coverage-7.14.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:5d4a51aad8ba8bdcd2b8bd8f03d4aca19693fa2327a3470e4718a25b03481020", size = 265732, upload-time = "2026-05-10T18:02:18.817Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/b0/70bd1419941652fa062689cba9c3eeafb8f5e6fbb890bce41c3bdda5dbd6/coverage-7.14.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:9f323af3e1e4f68b60b7b247e37b8515563a61375518fa59de1af48ba28a3db6", size = 260847, upload-time = "2026-05-10T18:02:20.528Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/73/be40b2390656c654d35ea0015ea7ba3d945769cf80790ad5e0bb2d56d2ba/coverage-7.14.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:1a0abc7342ea9711c469dd8b821c6c311e6bc6aac1442e5fbd6b27fae0a8f3db", size = 263166, upload-time = "2026-05-10T18:02:22.337Z" },
-    { url = "https://files.pythonhosted.org/packages/29/55/4a643f712fcf7cf2881f8ec1e0ccb7b164aff3108f69b51801246c8799f2/coverage-7.14.0-cp314-cp314t-win32.whl", hash = "sha256:a9f864ef57b7172e2db87a096642dd51e179e085ab6b2c371c29e885f65c8fb2", size = 223573, upload-time = "2026-05-10T18:02:24.11Z" },
-    { url = "https://files.pythonhosted.org/packages/27/96/3acae5da0953be042c0b4dea6d6789d2f080701c77b88e44d5bd41b9219b/coverage-7.14.0-cp314-cp314t-win_amd64.whl", hash = "sha256:29943e552fdc08e082eb51400fb2f58e118a83b5542bd06531214e084399b644", size = 224680, upload-time = "2026-05-10T18:02:25.896Z" },
-    { url = "https://files.pythonhosted.org/packages/93/3d/6ab5d2dd8325d838737c6f8d83d62eb6230e0d70b87b51b57bbfd08fa767/coverage-7.14.0-cp314-cp314t-win_arm64.whl", hash = "sha256:742a73ea621953b012f2c4c2219b512180dd84489acf5b1596b0aafc55b9100b", size = 222703, upload-time = "2026-05-10T18:02:27.822Z" },
-    { url = "https://files.pythonhosted.org/packages/61/e8/cb8e80d6f9f55b99588625062822bf946cf03ed06315df4bd8397f5632a1/coverage-7.14.0-py3-none-any.whl", hash = "sha256:8de5b61163aee3d05c8a2beab6f47913df7981dad1baf82c414d99158c286ab1", size = 211764, upload-time = "2026-05-10T18:02:29.538Z" },
+version = "7.14.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/54/fd/0ab2772530e946e1be1abd0bc09e647ec9b02e88f0867857601fefca8953/coverage-7.14.1.tar.gz", hash = "sha256:30c08f7d90415aa98b3c990385dea2939b0da55f38515e5b369b83655f8523be", size = 920132, upload-time = "2026-05-26T20:41:36.783Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3d/b7/bdbb725ba02c5b42825b200c940f38b7a54fcad24627b7192f78f8110d76/coverage-7.14.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a06c76364a9360e33d6d23769aefdf7f66f38e2ffb60ceb1baaa4989d83b695c", size = 220022, upload-time = "2026-05-26T20:39:03.702Z" },
+    { url = "https://files.pythonhosted.org/packages/72/81/fdc0898a55c6219223291ec1a1fe89966ef212ce82276aa0899df84b5de0/coverage-7.14.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:fad54e871165f6ec2f536063ac74c3104508a12963e64072ba44bd822de52b0c", size = 220379, upload-time = "2026-05-26T20:39:05.381Z" },
+    { url = "https://files.pythonhosted.org/packages/de/72/de048c4a25e13bce59ac6a339351c10bdf2515e07459afcdaf04dc3143a2/coverage-7.14.1-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:84b535f00655ecafe1d929d1fb00ed5d6fa3051ea643ab2c161a3887b86f294b", size = 251888, upload-time = "2026-05-26T20:39:07.367Z" },
+    { url = "https://files.pythonhosted.org/packages/28/30/300c343f68beb9d4cbb64ec81e58c5b6b80b56927f72d2b38654ac26e013/coverage-7.14.1-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:6b6b0853b895fe0e98cbfc580d1ec3393d9302b4b1e96a77b3f5c91fdab899e6", size = 254624, upload-time = "2026-05-26T20:39:09.037Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/ed/7b25642496e8170b6bac14adce00537c6e5fa2d586159401a4de3e8b49e6/coverage-7.14.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:442cc9c952b2df400cda54bb04ab87330cf2cd08a8692cbbea36773531eb6f37", size = 255739, upload-time = "2026-05-26T20:39:10.889Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/a2/abd210b8c4e29c24e4624916db97bb519097a91034aaeb767f937e7da794/coverage-7.14.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:8270544c361ed405a27a060dbc9ed2c124b084d96dfdc2d9a2510482aef981ad", size = 257998, upload-time = "2026-05-26T20:39:12.722Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/24/7c50beed3792fe62f6ce0545c6686ce83379719e2c0276179333d97eae92/coverage-7.14.1-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:48b283b1dd6372e8de2a7a9a4c4d5dc06f4d4fd209b876f3c88a7a205a0c8f84", size = 252296, upload-time = "2026-05-26T20:39:14.259Z" },
+    { url = "https://files.pythonhosted.org/packages/15/05/0f874628ebcbfc77ead559ff210281ef06a97db08481832e7dd39274a135/coverage-7.14.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:5b0c99ba93a07d56f6df340bb79be53202a082b2fdb81bfe6190b741a3470d54", size = 253658, upload-time = "2026-05-26T20:39:15.923Z" },
+    { url = "https://files.pythonhosted.org/packages/99/6f/ca6ad067364b337ef997802115e7ecad2abd2248b05471464b0dea02b4d4/coverage-7.14.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e471bc5769ff073b058cfadb0d736b56ce067c8560eabeb0da88462df98c23e7", size = 251803, upload-time = "2026-05-26T20:39:17.537Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/30/b9b4d377cd9f40baf228068f5a81faf8450c6228503011bd499708483a50/coverage-7.14.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:f497a1ea81d4cd7c10ddcaa685135b9aabd291af3d55775a9ddf3cb7a364cdd9", size = 255873, upload-time = "2026-05-26T20:39:19.414Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/21/7c721a9e5e6bb88547d30a787aefb97512d3f54c1324c7488d9b3743f7f9/coverage-7.14.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:2222be86d0b54f5dd5a38f45f17f315f737245e857bf0bdedc70734f84a13c02", size = 251372, upload-time = "2026-05-26T20:39:21.169Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/8c/f8ae5a2200130e1503cd7661a6cd3b2b7bacef98277fbf3571fb13f8b766/coverage-7.14.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:85e85586565842f6932abebd4c18bcb1074223dc0b3576e7d173ca710622813a", size = 253245, upload-time = "2026-05-26T20:39:23.097Z" },
+    { url = "https://files.pythonhosted.org/packages/34/62/70a9024672a5f6910517d9628c52c9afbdd3cf8f46426af52bb148a56fff/coverage-7.14.1-cp312-cp312-win32.whl", hash = "sha256:4a28fd227808366b196a75476dced2eb35b351d6766ba9c858dc93319e87f4f1", size = 222567, upload-time = "2026-05-26T20:39:24.868Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/81/8b7cd386839b039ebe1855733b9f9449a8dec5d79564018234f185a7fa70/coverage-7.14.1-cp312-cp312-win_amd64.whl", hash = "sha256:54acdb6674a4661768d7bf7db32dfb9f46ab1d764f8aba6df75ce1a6a088724e", size = 223372, upload-time = "2026-05-26T20:39:26.603Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/ba/b44d472022f620d289d95fa830143235c0c36461c6f2437ea8d51e5481ed/coverage-7.14.1-cp312-cp312-win_arm64.whl", hash = "sha256:99cd41ff91afd94896fea3bc002706b6ae4ce95727d06e4a0f39c0a8d8bd8b1a", size = 221989, upload-time = "2026-05-26T20:39:28.242Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/9e/5f6d56327c62b185225d145191c607e07515294a0aa6338e58805cd4a5ac/coverage-7.14.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:be9f2c802dcfce3f71298303aa5dad0dce440a76c52f2f60dacd8656dab78793", size = 220044, upload-time = "2026-05-26T20:39:29.902Z" },
+    { url = "https://files.pythonhosted.org/packages/75/92/e82aca356744cbbc0f77a0b623e38918c1872361963413a3bab5d0340393/coverage-7.14.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:6223a72fd0e4c7156353ec0f08a5f93623e1d3034d0e2683b9bb8ea674131b1d", size = 220412, upload-time = "2026-05-26T20:39:31.561Z" },
+    { url = "https://files.pythonhosted.org/packages/27/c9/385bde0bf7ed0f4bf3a7ee5367060a86b5d218718cfd6fb943c0f836b34f/coverage-7.14.1-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:7279d2110a28cebc738b6459ecda2771735a4c18465fbbd36b3288fe5ed92247", size = 251412, upload-time = "2026-05-26T20:39:33.337Z" },
+    { url = "https://files.pythonhosted.org/packages/51/8c/23faf6a2343a0d17f960a4bd56c43bc7eb4cf312f774dd6ceebd82c7d8fc/coverage-7.14.1-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:9eeb3fcbc13ba40dfbdb22d01d196a28e9cef9ed4c29b60061a1e0e823a9929d", size = 254008, upload-time = "2026-05-26T20:39:35.009Z" },
+    { url = "https://files.pythonhosted.org/packages/42/06/36f4aa9ca8a815e6036156e80706a67828bb97bd826948244f6996dda957/coverage-7.14.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f0cfc27c539f07cf5c0a4cfe211d0b6cae039f8f40526dbaa71944e64b50a7b", size = 255241, upload-time = "2026-05-26T20:39:36.71Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/79/95266316352f90f6b1c6736bb413302edfde2453fb32422d3911642691b3/coverage-7.14.1-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:221c70f316241a78e77e607c227cefc8808d4e08f28d99c04f35694690e940be", size = 257373, upload-time = "2026-05-26T20:39:38.412Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/9c/58316d1f66c488b5fca8a0eb3e98348807813efa8a0d0833b9021be27488/coverage-7.14.1-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:da028256b04ec30e5e0114b6f76172938c313991f0a2d3d894271315cf5d5e43", size = 251635, upload-time = "2026-05-26T20:39:40.268Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/5a/ca2398a568e16fed7bb713e84ba3603a7164fb65779abe645c565ec890d5/coverage-7.14.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:76a085d7005236a767e3426148b2c407e53ad61695c562f8a81da2d373324901", size = 253373, upload-time = "2026-05-26T20:39:42.145Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/2c/0396562c32deaebe7be51d865b3a41e9a87d7561acafe1a28f53b07e019a/coverage-7.14.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:b553d04b5e778a8e56d57eb134aff42a92718ecba45e79c4764ecfa40efd92ff", size = 251341, upload-time = "2026-05-26T20:39:43.907Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/8f/a94f9221184c9cae1ee115820e3798e48b6b17777a9f19e46fb9a0c8dc74/coverage-7.14.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:46f714d2fb8ae2f4f29f23ada7f1e79b759fff5a70f94a1dac23af204c3ec9e4", size = 255497, upload-time = "2026-05-26T20:39:46.166Z" },
+    { url = "https://files.pythonhosted.org/packages/71/69/505d70e47db1eaebcd002c39759707621ef184cd6b1ae084d9f41293f323/coverage-7.14.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:1896f5e19ff3f0431c7ce2172adc54890fd97f86b59ced8ca1649145d9ffe35d", size = 251159, upload-time = "2026-05-26T20:39:48.03Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/aa/58681c383aa33a9d2ed40a02d7a22fbf780d1fa4d575396365777828198c/coverage-7.14.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:62fd185ef9df3c33d1c8178c5af105f762afbad96038de9a4ae100aa6297ca33", size = 252934, upload-time = "2026-05-26T20:39:49.872Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/fd/11c928cd6bdffc7074bb5965c173d9ebf517fb00205e1da524b98d29ef92/coverage-7.14.1-cp313-cp313-win32.whl", hash = "sha256:ab4af6352741a604c431c6072fce5bee33bf0f20dc7a56618d6bf6bb89e9810c", size = 222584, upload-time = "2026-05-26T20:39:51.68Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/92/fb416fc26d340dcba19518c418d6048e913186e17243982c5e435e41fa7a/coverage-7.14.1-cp313-cp313-win_amd64.whl", hash = "sha256:7af486dabe8954d03b087f0021540897afe084f04e16ff5579e08cc46f871416", size = 223394, upload-time = "2026-05-26T20:39:53.472Z" },
+    { url = "https://files.pythonhosted.org/packages/73/c6/02d56e3867972f77d5036de924643f26c056e848f00452cafb4dbc3c29b4/coverage-7.14.1-cp313-cp313-win_arm64.whl", hash = "sha256:2224f89ffd0c5605ccce1ed7a584da162bc7c55f601ab1c946bc9de31a486b42", size = 222015, upload-time = "2026-05-26T20:39:55.374Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/9e/fcc77914050df73f7662fa1f00902774c79c075a8388ab334074574bf77e/coverage-7.14.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:de286598cc65d2b489411174b1faec2f5a7775fb3201fd925db2a76b4030f37d", size = 220733, upload-time = "2026-05-26T20:39:57.189Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/67/2963cbdaf5cbadec44efa3a1e39eaa1f02df4079585f05387607a221e126/coverage-7.14.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:042c46ded7c288aeb07cf14a28b6c1e10b78fcba40171c3fa1e939377eeef0b5", size = 221086, upload-time = "2026-05-26T20:39:59.019Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/c5/8701645574e11881f2f47d8930f98bc48b5d43b25eb5b4430dfc4a2f9f48/coverage-7.14.1-cp313-cp313t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:f4ddbe407477f04c45115d1a4e5bc480f753553b534d338d4c3358b1cdd0ea52", size = 262381, upload-time = "2026-05-26T20:40:00.822Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/28/7a64d73598263e0c5abd5084211a8474488d31b3c552ff531c719dfcff62/coverage-7.14.1-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:d13e6725992e2d2fd7d81d4f5241952d13740121dfd501da09201be39b2c003a", size = 264458, upload-time = "2026-05-26T20:40:02.506Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/d8/4969179db9f7eb4df218e69540adf829d1c835f59452513d065d15446802/coverage-7.14.1-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f747dc8edcfe740130f28f32f3995e955494285717e86ee25af51db2219df08a", size = 266884, upload-time = "2026-05-26T20:40:04.421Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/78/a45d5794dbc9bafd97afc96a4377c86c7820d78b6cf51b89bc1d4e919275/coverage-7.14.1-cp313-cp313t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ced2f09ef276fd58611a1ef502164ad266d2b75174e5a40cabbdb4033f9f6cf2", size = 268022, upload-time = "2026-05-26T20:40:06.298Z" },
+    { url = "https://files.pythonhosted.org/packages/21/cb/4f5e354e9e3e67af96bd4e57113e6db6b22298c7168b13eec408a549903d/coverage-7.14.1-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b84800013769a78ccb9ef4659402e26d06867e337b61ec365f77ad008adea80e", size = 261631, upload-time = "2026-05-26T20:40:08.226Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/49/eced49af4cb996d5d8b7e94e736175c513e4facd3398507b89892b4326d8/coverage-7.14.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:ea8cd6ca0ee9f616aaef3afc6882e32c2cbf18b00d96313ffd76af650574034d", size = 264443, upload-time = "2026-05-26T20:40:10.137Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/d8/5603a88a7c5913a6b54f6cb1a8c46f7b39cbb30f27cd3f492908da09b2d7/coverage-7.14.1-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:aa5e304a873fabddc11e484e9b6b738bd38bd7bed17b09aa84eecf5332e8b8bb", size = 262069, upload-time = "2026-05-26T20:40:11.999Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/59/2ae3cb79da554a06c8619d6c88ea19dd1e4aed4b834b6a83bb1fa243bdc5/coverage-7.14.1-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:5a1c5215be81035e629d5bc756650634d0bf31991038db7a0eccb90f025ce16d", size = 265780, upload-time = "2026-05-26T20:40:13.858Z" },
+    { url = "https://files.pythonhosted.org/packages/af/5f/b130c1dc999031f2648bd25317fbce505ad8d5562079b4ed81e736a84967/coverage-7.14.1-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:79058c47dae6788504b5effb319961bcd72d7240551464b91d474bc0ed186d69", size = 260970, upload-time = "2026-05-26T20:40:16.142Z" },
+    { url = "https://files.pythonhosted.org/packages/87/d1/ec13ccddeb48ec963bdfa72a11224bac2584bd045ba13beca82f8113e9c7/coverage-7.14.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:370c5afae3fa0658e11694a32b24c2778f6bc2d17718121f94ee185e69f26b54", size = 263157, upload-time = "2026-05-26T20:40:18.382Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/c2/cd91ead503045161092d3845f7bb95ea2f25131ce96d3e314dd835d91b9c/coverage-7.14.1-cp313-cp313t-win32.whl", hash = "sha256:3758dd0a7f1fa57365ef2e781df0f0731d38b6e3772259d13dae4bd8a958d4b1", size = 223259, upload-time = "2026-05-26T20:40:20.381Z" },
+    { url = "https://files.pythonhosted.org/packages/71/9f/1e28d97e6bd2c76b07f38b7c02870f1371255ff6717f54eca578fcbbdd0e/coverage-7.14.1-cp313-cp313t-win_amd64.whl", hash = "sha256:6ff665fb023a77386fe11685190cee1f60a7d635994a30d9b0a061533d470fce", size = 224320, upload-time = "2026-05-26T20:40:22.316Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/e0/d936e908f0e1efa55e52b91e01b52f1055cef5e1ab2718493390ed8e2fb8/coverage-7.14.1-cp313-cp313t-win_arm64.whl", hash = "sha256:17a5a241e5997621a956a7f402a7433ef4221e5152809b785bec79e2323799f1", size = 222577, upload-time = "2026-05-26T20:40:24.894Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/34/fc2f101b151af3799a101f0550b0454aa008afdc0add677394ec4aa8ea10/coverage-7.14.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:d5ed429d0b8edaac649e889b4ffcedb6c80b06629a3f93050e3dddfb99235bee", size = 220091, upload-time = "2026-05-26T20:40:27.249Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/a7/1ebae2ab5b961b5c79bb09fe7b3ac99edb190d8be4a8c510b2cf66f46468/coverage-7.14.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:8011224a62280e50dab346960c03cf47aca1a1e09e608c0fb33fd6e0cc8e9500", size = 220421, upload-time = "2026-05-26T20:40:30.084Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/90/92aca9cf0acc95123c96cd1eb1f08917897a7f5dee01e15738922971ec31/coverage-7.14.1-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:12c42ec1e14f553c4f817e989365982e646e27211f10a0f717855b94a79c8906", size = 251466, upload-time = "2026-05-26T20:40:32.542Z" },
+    { url = "https://files.pythonhosted.org/packages/26/2b/78048cbe3b999f6cbf9cc0d90abba6a88a3e0863a8c1c6cbc762f3f8802f/coverage-7.14.1-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:06144cd511cf2624873a035c5069cf297144f6e77a73ee3d7a55b605ec5efb42", size = 253973, upload-time = "2026-05-26T20:40:34.473Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/21/c2e33b29d1cfde484a19d437afc343c6cd30b08d78cbbf9f5aff14e57b2b/coverage-7.14.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a311d8e1da24be5c1ccf85cbfb06315dbaa1703d5a1eab3f6432c72b837917c8", size = 255318, upload-time = "2026-05-26T20:40:38.154Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/ee/aad2f108d63b769121005302f16bf66db8625c88ceaba466942e09a2607e/coverage-7.14.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c79cead5b5bc584d9c71451cb984d0e3a84e0c0937379c8efcbf27c8d661b851", size = 257633, upload-time = "2026-05-26T20:40:40.164Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/f8/11a2c29b4fd76d9849f81d0bb812ec0017a9396df3217214e38934a8c837/coverage-7.14.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:dcbf65f1f66a26cdd88c35cf68fb4729c5d1cd2e88added72420541dfb212034", size = 251488, upload-time = "2026-05-26T20:40:42.631Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/b8/9a5820de4b8ac2b71d85e3b5fb49108d7469c665f0e2ad0dd7569023e305/coverage-7.14.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:fd86572566fb40189a8260446158235159bc7a82dfbc87a3b39cf4fb57fcec1c", size = 253329, upload-time = "2026-05-26T20:40:45.208Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/ff/f33e4823667e27548e8fd8df44217515303f9808d0ff29817db56f87d990/coverage-7.14.1-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:7771b601718fdde84832c3a434ca9bbf4ae9adbc49d84198b4110700c3c77c36", size = 251291, upload-time = "2026-05-26T20:40:47.502Z" },
+    { url = "https://files.pythonhosted.org/packages/68/9b/489db0ebb209054766b90a9014a45f6d26eb724c02ec21311c3733b5a644/coverage-7.14.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:39b21e212c55af06fa375e3dbf90a8a8e38792f3a910c580066d23563830ddd5", size = 255564, upload-time = "2026-05-26T20:40:49.372Z" },
+    { url = "https://files.pythonhosted.org/packages/27/b5/16bc2d4c2409b23c7737edb68c83bc89e345f378050549fe1d75ac7d34d5/coverage-7.14.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:f2302660e32562a532b442480121aef8aa61a5bdb20b30bf0adab29f10a5a4b4", size = 251107, upload-time = "2026-05-26T20:40:51.677Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/0c/2629997469a00cd069d588a41c9dc887610f2775ae89d250c4791e65272a/coverage-7.14.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:03a6f93c1ec3b7f2e77b5dbcc5573a2c21f12529a5c6bbe0f16f72303cc2fa4d", size = 252764, upload-time = "2026-05-26T20:40:54.267Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/ee/f78d63c8f079e0d7211c7e2401fa17e311514534ba61bae03e4b287ce4ab/coverage-7.14.1-cp314-cp314-win32.whl", hash = "sha256:8a3ce026d73290f42f08dafecbd82c193a74df280461fbf97300fec51fd133ee", size = 222837, upload-time = "2026-05-26T20:40:56.496Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/b9/be539854f93a70dfbeec69117f33ec70dc42ff0b65b5b07ab8d40d04228e/coverage-7.14.1-cp314-cp314-win_amd64.whl", hash = "sha256:114c95ef29302423b87d159075805f4ab973254a2638a5d7d046c94887cc87d7", size = 223650, upload-time = "2026-05-26T20:40:58.351Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/9e/24e2842fef40f35ac82ba3a7719c8023d011bf3bf652d0675316a9d088a1/coverage-7.14.1-cp314-cp314-win_arm64.whl", hash = "sha256:a07891c3f4805442b31b71e84ba3cf29ed1aa9a428284e06deeb4b23e5b46343", size = 222218, upload-time = "2026-05-26T20:41:00.321Z" },
+    { url = "https://files.pythonhosted.org/packages/0a/1d/ac0a9df5fe31c1e8bdd658074905fc12844a05c1a7e3fdb8417e97c31e23/coverage-7.14.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:1101a5ebb083aecb625ebb6209d4105b58f647b093cb2dc8122d7b33f743cfe1", size = 220822, upload-time = "2026-05-26T20:41:02.281Z" },
+    { url = "https://files.pythonhosted.org/packages/32/cf/f964fd9aff20323f9f1a726c97135f8a76bcd87b92dad141a456a43f3c64/coverage-7.14.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:851b9e1e4e8a4608e77c79714b2e77c0970d2ed7202a05e92ae407817481887b", size = 221084, upload-time = "2026-05-26T20:41:04.593Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/5e/7e5ef2aba844de2b80d678619fcf0841b42e3f37f16411226f3fe4c1016f/coverage-7.14.1-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:d5b89cdfb2ee051b71e8c3c70bd81a9eff81100f736a269136fe1a68efe00474", size = 262454, upload-time = "2026-05-26T20:41:06.641Z" },
+    { url = "https://files.pythonhosted.org/packages/64/62/75809bded87015cc4935524218a2a8ed8dd1a8498bfed30a2f4f7a4b4d34/coverage-7.14.1-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:0177614a0370f227888b4e436a7c55686d6a9f90eb1ade2b624ba685a1686e86", size = 264578, upload-time = "2026-05-26T20:41:08.556Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/42/d33392dc14633525012d2d504fa1a33b05538bf535f5c1d64675e5754b78/coverage-7.14.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2d69af5dea2de76fc485a83032a630523f985198b7e25be901ec60181587b01e", size = 266981, upload-time = "2026-05-26T20:41:10.824Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/49/0157c4428c2aca7f1e09d5565930586fd5ae36f1655f08b0daa7cf1fcae1/coverage-7.14.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:35ab22d91de736e8966b980dc355cbcdd2c6dbbcfe275f9a2991bc8a91b3df65", size = 268112, upload-time = "2026-05-26T20:41:12.966Z" },
+    { url = "https://files.pythonhosted.org/packages/96/26/86b9ce71f4092b1ed325ce1421698081df1286b833400b6836912834d6e0/coverage-7.14.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:357d4e32935c36588aaba057d734fa32428c360c9fc2e4442afbf1b646beee6e", size = 261558, upload-time = "2026-05-26T20:41:15Z" },
+    { url = "https://files.pythonhosted.org/packages/20/4c/c311210c5472cf5401d8422b0d7812cdd520f24417673afabda6c323faca/coverage-7.14.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:51bd64741cc6fa065abd300ede1afe5a5291ece9c31da8b24884deda48bcc3f8", size = 264447, upload-time = "2026-05-26T20:41:17.369Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/71/59513f8710ed3e6b0ac0a050a5b7e977bb9c9e880354863b5d00d8809256/coverage-7.14.1-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:9132cd363a68a4c3daa7c8704a654b1e39d3360f6f5b8ddd470608a945236c07", size = 262048, upload-time = "2026-05-26T20:41:19.309Z" },
+    { url = "https://files.pythonhosted.org/packages/84/8d/bceed32dc494f5bbf50f775cd2e78ca814953942b5ea28d3c1c3ac316f14/coverage-7.14.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:07c6290b1697b862c0478eab545eec949a0d0e4d6d03497f446d706da3b4f2de", size = 265781, upload-time = "2026-05-26T20:41:21.559Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/c5/9348fe40dbfd4991aaf78df2c6c3098bfb2cc834d1fd362a64b4efef855a/coverage-7.14.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:5ea0c297e27133853b4d8a3eb799bff5a2dbd9f2f41537a240d337ac9b4df890", size = 260896, upload-time = "2026-05-26T20:41:23.428Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/92/1ea0f03929da7cf87206b1fa24f4c8e9c158be0455481af29ec0a1f3503f/coverage-7.14.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:01b7733daad0237daa01ef80fe2dfceffc911e6a17fa7b55d14aa8214eaaaecd", size = 263214, upload-time = "2026-05-26T20:41:25.419Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/a9/b2493c054c0e01a643266742ab45e15744e60743f9260cd930c7142b1124/coverage-7.14.1-cp314-cp314t-win32.whl", hash = "sha256:6adc5a36984624a70bf11d7184e20fa0a49aa7c47ffab43804106a1a695ea22e", size = 223624, upload-time = "2026-05-26T20:41:27.795Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/bd/3e1e6a57fccd2d7c83fcdf338e93ba98eb85c6e877dd34731ac585375490/coverage-7.14.1-cp314-cp314t-win_amd64.whl", hash = "sha256:ddf799247318f34dbcd2efa8c95a8d0642674e926bb1774cf9b63dfd2a389d1c", size = 224728, upload-time = "2026-05-26T20:41:30.098Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/d7/31066cf1d2f0c6c797fce911bcfa01dd35642dc6da992a950256097c5860/coverage-7.14.1-cp314-cp314t-win_arm64.whl", hash = "sha256:145986fe66647eb489f18d9a997567a3fd358584c4b5a808769113abc07466af", size = 222752, upload-time = "2026-05-26T20:41:32.123Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/3c/1a983b9a745d7f83d53f057bcc5bf79ba6a2bbc08266b3f0c7d6fe630c9b/coverage-7.14.1-py3-none-any.whl", hash = "sha256:a252f21c27e38347e60111a3266b03827422a7d5525951aceee313aa68bab1d2", size = 211815, upload-time = "2026-05-26T20:41:34.078Z" },
 ]
 
 [[package]]
@@ -397,11 +387,11 @@ wheels = [
 
 [[package]]
 name = "distlib"
-version = "0.4.0"
+version = "0.4.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/96/8e/709914eb2b5749865801041647dc7f4e6d00b549cfe88b65ca192995f07c/distlib-0.4.0.tar.gz", hash = "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d", size = 614605, upload-time = "2025-07-17T16:52:00.465Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/46/8d/873e9252ea2c0e0c857884e0a2899ec43ade132345df1925ef24cbe64f18/distlib-0.4.2.tar.gz", hash = "sha256:baeb401c90f27acd15c4861ae0847d1e731c27ac3dbf4210643ba61fa1e813db", size = 614914, upload-time = "2026-06-08T16:24:15.439Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16", size = 469047, upload-time = "2025-07-17T16:51:58.613Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/60/aa891c893821d4d127292ed66c6940d1d715894bd5a0ce048056bc641773/distlib-0.4.2-py2.py3-none-any.whl", hash = "sha256:ca4cb11e5d746b5ec13c199cbf19ae27a241f89702b54e153a74332955446067", size = 470510, upload-time = "2026-06-08T16:24:13.208Z" },
 ]
 
 [[package]]
@@ -424,11 +414,11 @@ wheels = [
 
 [[package]]
 name = "filelock"
-version = "3.29.0"
+version = "3.29.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b5/fe/997687a931ab51049acce6fa1f23e8f01216374ea81374ddee763c493db5/filelock-3.29.0.tar.gz", hash = "sha256:69974355e960702e789734cb4871f884ea6fe50bd8404051a3530bc07809cf90", size = 57571, upload-time = "2026-04-19T15:39:10.068Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/1f/f9/f38573ed5844586db374d085911740a501ccfa373b455fc9413f09f85237/filelock-3.29.1.tar.gz", hash = "sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e", size = 59335, upload-time = "2026-06-03T15:19:04.053Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/81/47/dd9a212ef6e343a6857485ffe25bba537304f1913bdbed446a23f7f592e1/filelock-3.29.0-py3-none-any.whl", hash = "sha256:96f5f6344709aa1572bbf631c640e4ebeeb519e08da902c39a001882f30ac258", size = 39812, upload-time = "2026-04-19T15:39:08.752Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/a0/614c5fe402fd88951df45f4dda2fa3b4e17a99ecd92340771929169b3b95/filelock-3.29.1-py3-none-any.whl", hash = "sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b", size = 40750, upload-time = "2026-06-03T15:19:02.959Z" },
 ]
 
 [[package]]
@@ -457,43 +447,43 @@ wheels = [
 
 [[package]]
 name = "fonttools"
-version = "4.62.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/9a/08/7012b00a9a5874311b639c3920270c36ee0c445b69d9989a85e5c92ebcb0/fonttools-4.62.1.tar.gz", hash = "sha256:e54c75fd6041f1122476776880f7c3c3295ffa31962dc6ebe2543c00dca58b5d", size = 3580737, upload-time = "2026-03-13T13:54:25.52Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/47/d4/dbacced3953544b9a93088cc10ef2b596d348c983d5c67a404fa41ec51ba/fonttools-4.62.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:90365821debbd7db678809c7491ca4acd1e0779b9624cdc6ddaf1f31992bf974", size = 2870219, upload-time = "2026-03-13T13:52:53.664Z" },
-    { url = "https://files.pythonhosted.org/packages/66/9e/a769c8e99b81e5a87ab7e5e7236684de4e96246aae17274e5347d11ebd78/fonttools-4.62.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:12859ff0b47dd20f110804c3e0d0970f7b832f561630cd879969011541a464a9", size = 2414891, upload-time = "2026-03-13T13:52:56.493Z" },
-    { url = "https://files.pythonhosted.org/packages/69/64/f19a9e3911968c37e1e620e14dfc5778299e1474f72f4e57c5ec771d9489/fonttools-4.62.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9c125ffa00c3d9003cdaaf7f2c79e6e535628093e14b5de1dccb08859b680936", size = 5033197, upload-time = "2026-03-13T13:52:59.179Z" },
-    { url = "https://files.pythonhosted.org/packages/9b/8a/99c8b3c3888c5c474c08dbfd7c8899786de9604b727fcefb055b42c84bba/fonttools-4.62.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:149f7d84afca659d1a97e39a4778794a2f83bf344c5ee5134e09995086cc2392", size = 4988768, upload-time = "2026-03-13T13:53:02.761Z" },
-    { url = "https://files.pythonhosted.org/packages/d1/c6/0f904540d3e6ab463c1243a0d803504826a11604c72dd58c2949796a1762/fonttools-4.62.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:0aa72c43a601cfa9273bb1ae0518f1acadc01ee181a6fc60cd758d7fdadffc04", size = 4971512, upload-time = "2026-03-13T13:53:05.678Z" },
-    { url = "https://files.pythonhosted.org/packages/29/0b/5cbef6588dc9bd6b5c9ad6a4d5a8ca384d0cea089da31711bbeb4f9654a6/fonttools-4.62.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:19177c8d96c7c36359266e571c5173bcee9157b59cfc8cb0153c5673dc5a3a7d", size = 5122723, upload-time = "2026-03-13T13:53:08.662Z" },
-    { url = "https://files.pythonhosted.org/packages/4a/47/b3a5342d381595ef439adec67848bed561ab7fdb1019fa522e82101b7d9c/fonttools-4.62.1-cp312-cp312-win32.whl", hash = "sha256:a24decd24d60744ee8b4679d38e88b8303d86772053afc29b19d23bb8207803c", size = 2281278, upload-time = "2026-03-13T13:53:10.998Z" },
-    { url = "https://files.pythonhosted.org/packages/28/b1/0c2ab56a16f409c6c8a68816e6af707827ad5d629634691ff60a52879792/fonttools-4.62.1-cp312-cp312-win_amd64.whl", hash = "sha256:9e7863e10b3de72376280b515d35b14f5eeed639d1aa7824f4cf06779ec65e42", size = 2331414, upload-time = "2026-03-13T13:53:13.992Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/56/6f389de21c49555553d6a5aeed5ac9767631497ac836c4f076273d15bd72/fonttools-4.62.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:c22b1014017111c401469e3acc5433e6acf6ebcc6aa9efb538a533c800971c79", size = 2865155, upload-time = "2026-03-13T13:53:16.132Z" },
-    { url = "https://files.pythonhosted.org/packages/03/c5/0e3966edd5ec668d41dfe418787726752bc07e2f5fd8c8f208615e61fa89/fonttools-4.62.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:68959f5fc58ed4599b44aad161c2837477d7f35f5f79402d97439974faebfebe", size = 2412802, upload-time = "2026-03-13T13:53:18.878Z" },
-    { url = "https://files.pythonhosted.org/packages/52/94/e6ac4b44026de7786fe46e3bfa0c87e51d5d70a841054065d49cd62bb909/fonttools-4.62.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef46db46c9447103b8f3ff91e8ba009d5fe181b1920a83757a5762551e32bb68", size = 5013926, upload-time = "2026-03-13T13:53:21.379Z" },
-    { url = "https://files.pythonhosted.org/packages/e2/98/8b1e801939839d405f1f122e7d175cebe9aeb4e114f95bfc45e3152af9a7/fonttools-4.62.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:6706d1cb1d5e6251a97ad3c1b9347505c5615c112e66047abbef0f8545fa30d1", size = 4964575, upload-time = "2026-03-13T13:53:23.857Z" },
-    { url = "https://files.pythonhosted.org/packages/46/76/7d051671e938b1881670528fec69cc4044315edd71a229c7fd712eaa5119/fonttools-4.62.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:2e7abd2b1e11736f58c1de27819e1955a53267c21732e78243fa2fa2e5c1e069", size = 4953693, upload-time = "2026-03-13T13:53:26.569Z" },
-    { url = "https://files.pythonhosted.org/packages/1f/ae/b41f8628ec0be3c1b934fc12b84f4576a5c646119db4d3bdd76a217c90b5/fonttools-4.62.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:403d28ce06ebfc547fbcb0cb8b7f7cc2f7a2d3e1a67ba9a34b14632df9e080f9", size = 5094920, upload-time = "2026-03-13T13:53:29.329Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/f6/53a1e9469331a23dcc400970a27a4caa3d9f6edbf5baab0260285238b884/fonttools-4.62.1-cp313-cp313-win32.whl", hash = "sha256:93c316e0f5301b2adbe6a5f658634307c096fd5aae60a5b3412e4f3e1728ab24", size = 2279928, upload-time = "2026-03-13T13:53:32.352Z" },
-    { url = "https://files.pythonhosted.org/packages/38/60/35186529de1db3c01f5ad625bde07c1f576305eab6d86bbda4c58445f721/fonttools-4.62.1-cp313-cp313-win_amd64.whl", hash = "sha256:7aa21ff53e28a9c2157acbc44e5b401149d3c9178107130e82d74ceb500e5056", size = 2330514, upload-time = "2026-03-13T13:53:34.991Z" },
-    { url = "https://files.pythonhosted.org/packages/36/f0/2888cdac391807d68d90dcb16ef858ddc1b5309bfc6966195a459dd326e2/fonttools-4.62.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fa1d16210b6b10a826d71bed68dd9ec24a9e218d5a5e2797f37c573e7ec215ca", size = 2864442, upload-time = "2026-03-13T13:53:37.509Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/b2/e521803081f8dc35990816b82da6360fa668a21b44da4b53fc9e77efcd62/fonttools-4.62.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:aa69d10ed420d8121118e628ad47d86e4caa79ba37f968597b958f6cceab7eca", size = 2410901, upload-time = "2026-03-13T13:53:40.55Z" },
-    { url = "https://files.pythonhosted.org/packages/00/a4/8c3511ff06e53110039358dbbdc1a65d72157a054638387aa2ada300a8b8/fonttools-4.62.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bd13b7999d59c5eb1c2b442eb2d0c427cb517a0b7a1f5798fc5c9e003f5ff782", size = 4999608, upload-time = "2026-03-13T13:53:42.798Z" },
-    { url = "https://files.pythonhosted.org/packages/28/63/cd0c3b26afe60995a5295f37c246a93d454023726c3261cfbb3559969bb9/fonttools-4.62.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8d337fdd49a79b0d51c4da87bc38169d21c3abbf0c1aa9367eff5c6656fb6dae", size = 4912726, upload-time = "2026-03-13T13:53:45.405Z" },
-    { url = "https://files.pythonhosted.org/packages/70/b9/ac677cb07c24c685cf34f64e140617d58789d67a3dd524164b63648c6114/fonttools-4.62.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d241cdc4a67b5431c6d7f115fdf63335222414995e3a1df1a41e1182acd4bcc7", size = 4951422, upload-time = "2026-03-13T13:53:48.326Z" },
-    { url = "https://files.pythonhosted.org/packages/e6/10/11c08419a14b85b7ca9a9faca321accccc8842dd9e0b1c8a72908de05945/fonttools-4.62.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:c05557a78f8fa514da0f869556eeda40887a8abc77c76ee3f74cf241778afd5a", size = 5060979, upload-time = "2026-03-13T13:53:51.366Z" },
-    { url = "https://files.pythonhosted.org/packages/4e/3c/12eea4a4cf054e7ab058ed5ceada43b46809fce2bf319017c4d63ae55bb4/fonttools-4.62.1-cp314-cp314-win32.whl", hash = "sha256:49a445d2f544ce4a69338694cad575ba97b9a75fff02720da0882d1a73f12800", size = 2283733, upload-time = "2026-03-13T13:53:53.606Z" },
-    { url = "https://files.pythonhosted.org/packages/6b/67/74b070029043186b5dd13462c958cb7c7f811be0d2e634309d9a1ffb1505/fonttools-4.62.1-cp314-cp314-win_amd64.whl", hash = "sha256:1eecc128c86c552fb963fe846ca4e011b1be053728f798185a1687502f6d398e", size = 2335663, upload-time = "2026-03-13T13:53:56.23Z" },
-    { url = "https://files.pythonhosted.org/packages/42/c5/4d2ed3ca6e33617fc5624467da353337f06e7f637707478903c785bd8e20/fonttools-4.62.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:1596aeaddf7f78e21e68293c011316a25267b3effdaccaf4d59bc9159d681b82", size = 2947288, upload-time = "2026-03-13T13:53:59.397Z" },
-    { url = "https://files.pythonhosted.org/packages/1f/e9/7ab11ddfda48ed0f89b13380e5595ba572619c27077be0b2c447a63ff351/fonttools-4.62.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:8f8fca95d3bb3208f59626a4b0ea6e526ee51f5a8ad5d91821c165903e8d9260", size = 2449023, upload-time = "2026-03-13T13:54:01.642Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/10/a800fa090b5e8819942e54e19b55fc7c21fe14a08757c3aa3ca8db358939/fonttools-4.62.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ee91628c08e76f77b533d65feb3fbe6d9dad699f95be51cf0d022db94089cdc4", size = 5137599, upload-time = "2026-03-13T13:54:04.495Z" },
-    { url = "https://files.pythonhosted.org/packages/37/dc/8ccd45033fffd74deb6912fa1ca524643f584b94c87a16036855b498a1ed/fonttools-4.62.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:5f37df1cac61d906e7b836abe356bc2f34c99d4477467755c216b72aa3dc748b", size = 4920933, upload-time = "2026-03-13T13:54:07.557Z" },
-    { url = "https://files.pythonhosted.org/packages/99/eb/e618adefb839598d25ac8136cd577925d6c513dc0d931d93b8af956210f0/fonttools-4.62.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:92bb00a947e666169c99b43753c4305fc95a890a60ef3aeb2a6963e07902cc87", size = 5016232, upload-time = "2026-03-13T13:54:10.611Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/5f/9b5c9bfaa8ec82def8d8168c4f13615990d6ce5996fe52bd49bfb5e05134/fonttools-4.62.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:bdfe592802ef939a0e33106ea4a318eeb17822c7ee168c290273cbd5fabd746c", size = 5042987, upload-time = "2026-03-13T13:54:13.569Z" },
-    { url = "https://files.pythonhosted.org/packages/90/aa/dfbbe24c6a6afc5c203d90cc0343e24bcbb09e76d67c4d6eef8c2558d7ba/fonttools-4.62.1-cp314-cp314t-win32.whl", hash = "sha256:b820fcb92d4655513d8402d5b219f94481c4443d825b4372c75a2072aa4b357a", size = 2348021, upload-time = "2026-03-13T13:54:16.98Z" },
-    { url = "https://files.pythonhosted.org/packages/13/6f/ae9c4e4dd417948407b680855c2c7790efb52add6009aaecff1e3bc50e8e/fonttools-4.62.1-cp314-cp314t-win_amd64.whl", hash = "sha256:59b372b4f0e113d3746b88985f1c796e7bf830dd54b28374cd85c2b8acd7583e", size = 2414147, upload-time = "2026-03-13T13:54:19.416Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/ba/56147c165442cc5ba7e82ecf301c9a68353cede498185869e6e02b4c264f/fonttools-4.62.1-py3-none-any.whl", hash = "sha256:7487782e2113861f4ddcc07c3436450659e3caa5e470b27dc2177cade2d8e7fd", size = 1152647, upload-time = "2026-03-13T13:54:22.735Z" },
+version = "4.63.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/84/69/c97f2c18e0db87d2c7b15da1974dace76ae938f1cfa22e2727a648b7ed43/fonttools-4.63.0.tar.gz", hash = "sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0", size = 3597189, upload-time = "2026-05-14T12:04:30.958Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/08/ef/b3c6b9b5be2f82416d73fe2ed2e96e2793cd80e7510bd6a17ca79cdd88ec/fonttools-4.63.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02", size = 2881131, upload-time = "2026-05-14T12:03:13.386Z" },
+    { url = "https://files.pythonhosted.org/packages/44/a0/c815bea63117fa63e4e1c01f8a1110d2112fa003f838e6467094ec2432ce/fonttools-4.63.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0", size = 2426704, upload-time = "2026-05-14T12:03:15.801Z" },
+    { url = "https://files.pythonhosted.org/packages/44/04/0b91d8e916e92ad1fac9e4624760baf0fd5ff2ead614c2f68fb21373f03f/fonttools-4.63.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af", size = 5044298, upload-time = "2026-05-14T12:03:18.085Z" },
+    { url = "https://files.pythonhosted.org/packages/77/c7/2342da9830e3e9d4870305ca5d2091d2a83284f2953079b7bdd3b5e029d8/fonttools-4.63.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8", size = 4999800, upload-time = "2026-05-14T12:03:20.161Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/6d/67fe16c48d7ce050979b33f47e0d28a318f02da030602e944c34f7a16ef3/fonttools-4.63.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b", size = 4982666, upload-time = "2026-05-14T12:03:22.87Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/00/3bbab338c07c71fa56269953845e92c951a61457bbbb0f1022551ea266d9/fonttools-4.63.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78", size = 5133598, upload-time = "2026-05-14T12:03:25.168Z" },
+    { url = "https://files.pythonhosted.org/packages/62/f2/aa27c7f98db5b064883dadcc5283947e81e034de42e22a33675878d98b54/fonttools-4.63.0-cp312-cp312-win32.whl", hash = "sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263", size = 2292575, upload-time = "2026-05-14T12:03:27.496Z" },
+    { url = "https://files.pythonhosted.org/packages/87/36/cccb9bc2a6ab63d1b2980374f0dca72ce95ae267c9b4cfe77455bb70d0d4/fonttools-4.63.0-cp312-cp312-win_amd64.whl", hash = "sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272", size = 2343211, upload-time = "2026-05-14T12:03:30.057Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/8d/d8fec3dcde2963f8c908fb315e5ff2cd0ac34f82394bbbf73a2aa5145ce3/fonttools-4.63.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd", size = 2876062, upload-time = "2026-05-14T12:03:32.554Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/71/d935dc54e4ff121bfdd11e08702db63a7e6f25af21d8a3d7b7212df53641/fonttools-4.63.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59", size = 2424594, upload-time = "2026-05-14T12:03:34.86Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/40/e76320afa1df918e146155ef239b1719ee266092e96f5423bfd075affba1/fonttools-4.63.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d", size = 5024840, upload-time = "2026-05-14T12:03:36.745Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/36/0b805d8c485f872f65a509cbe3b58a5d0d17bee855333b54a150c79d3061/fonttools-4.63.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68", size = 4975801, upload-time = "2026-05-14T12:03:38.833Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/26/2cee03d0aa083ab022da5c07aff9ed3f689da1defb81ad6917c9627896da/fonttools-4.63.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be", size = 4965009, upload-time = "2026-05-14T12:03:41.494Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/48/cc4b66d9058c0d0982c833fad10127c4b0e9324606aafa41382295ca4102/fonttools-4.63.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27", size = 5105892, upload-time = "2026-05-14T12:03:43.525Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/1f/a98a30a814b9ddef3a2e706025f90b9e0bc94890e6cb15254bc86547d11a/fonttools-4.63.0-cp313-cp313-win32.whl", hash = "sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380", size = 2291313, upload-time = "2026-05-14T12:03:45.594Z" },
+    { url = "https://files.pythonhosted.org/packages/92/46/5177b01f3b4abfdd4409f31cca4ab279c9343a26efbe9ec78c97fc612e02/fonttools-4.63.0-cp313-cp313-win_amd64.whl", hash = "sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b", size = 2342299, upload-time = "2026-05-14T12:03:47.414Z" },
+    { url = "https://files.pythonhosted.org/packages/27/d2/23d25e3f247b328be58d04a4c9f894178a0d1eda7d42867cfb388adaf416/fonttools-4.63.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745", size = 2875338, upload-time = "2026-05-14T12:03:50.052Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/58/7dfa0c761cb3b2964e2a84c4dc986c926a87de0cb9fb60d5b28ded3f2914/fonttools-4.63.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03", size = 2422661, upload-time = "2026-05-14T12:03:52.154Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/87/64cfa18a7a1621d17b7f4502b2b0ed8a135a90c3db51ea590ee99043e76b/fonttools-4.63.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49", size = 5010526, upload-time = "2026-05-14T12:03:54.647Z" },
+    { url = "https://files.pythonhosted.org/packages/36/e1/a8933a72c45a87177fbde2696e0d0755c8c9062f8c077a961c6215fa27b1/fonttools-4.63.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b", size = 4923946, upload-time = "2026-05-14T12:03:56.984Z" },
+    { url = "https://files.pythonhosted.org/packages/27/60/872e6e233b8c5e8b41413796ff18b7fe479661bd40147e071b450dfad7a1/fonttools-4.63.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6", size = 4962489, upload-time = "2026-05-14T12:03:59.443Z" },
+    { url = "https://files.pythonhosted.org/packages/30/c4/83c24f2ec38b90cfda84bf4b1a1f49df80e84a1db4e7ac6e0d41bf23bc39/fonttools-4.63.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4", size = 5071870, upload-time = "2026-05-14T12:04:02.122Z" },
+    { url = "https://files.pythonhosted.org/packages/de/40/3ae22b60ff1d41ce0bd044b31238cdc72cef99f28b976f1e128ebd618c9b/fonttools-4.63.0-cp314-cp314-win32.whl", hash = "sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616", size = 2295026, upload-time = "2026-05-14T12:04:04.47Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/d4/98078064ccc76b45cb0f6c002452011e93c4bd26f6850344f0951cc1fe89/fonttools-4.63.0-cp314-cp314-win_amd64.whl", hash = "sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5", size = 2347454, upload-time = "2026-05-14T12:04:06.752Z" },
+    { url = "https://files.pythonhosted.org/packages/49/4e/652d1580c5f4e39f7d103b0c793e4773129ad633dce4addd0cf4dfebde02/fonttools-4.63.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001", size = 2958152, upload-time = "2026-05-14T12:04:08.706Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/55/ad864c9a9b219f552eb46b32cd7906c466e5a578ba0c3abfcc0fe7413eb6/fonttools-4.63.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e", size = 2460809, upload-time = "2026-05-14T12:04:10.783Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/2b/0aa8db70f18cf52e49b4ed5ecec68547f981160bf5ded3b5aed6faa0a6f9/fonttools-4.63.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096", size = 5148649, upload-time = "2026-05-14T12:04:12.747Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/63/18e4369c25043096f1048e0c9915951adc4f842bd81c6b18155824d6fa99/fonttools-4.63.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f", size = 4932147, upload-time = "2026-05-14T12:04:14.806Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/3f/67f3eac2ffd8a98446c5022f8ed3864eac878a5ff7af8df4c8286dba16cc/fonttools-4.63.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40", size = 5027237, upload-time = "2026-05-14T12:04:17.675Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/ba/4e6214cb38a7b04779e97bb7636de9a5c7f20af7018d03dee0b64c08510a/fonttools-4.63.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196", size = 5053933, upload-time = "2026-05-14T12:04:20.818Z" },
+    { url = "https://files.pythonhosted.org/packages/34/3b/214dcc19ee31d3d38fb5ad2755c11ef0514e5dc300bbaf41c0b69f393799/fonttools-4.63.0-cp314-cp314t-win32.whl", hash = "sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8", size = 2359326, upload-time = "2026-05-14T12:04:24.22Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/1e/3ff1a9b523058c2eeb6a9d50f5574e2a738200d0d94107d5bc4105e8da3f/fonttools-4.63.0-cp314-cp314t-win_amd64.whl", hash = "sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419", size = 2425829, upload-time = "2026-05-14T12:04:26.829Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/47/c99d5268f354002ce80f8d029cd9d7d872969da1de8b93d32de4dc56d6f4/fonttools-4.63.0-py3-none-any.whl", hash = "sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d", size = 1164562, upload-time = "2026-05-14T12:04:29.092Z" },
 ]
 
 [[package]]
@@ -580,11 +570,11 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.15"
+version = "3.18"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/82/77/7b3966d0b9d1d31a36ddf1746926a11dface89a83409bf1483f0237aa758/idna-3.15.tar.gz", hash = "sha256:ca962446ea538f7092a95e057da437618e886f4d349216d2b1e294abfdb65fdc", size = 199245, upload-time = "2026-05-12T22:45:57.011Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/63/9496c57188a2ee585e0f1db071d75089a11e98aa86eb99d9d7618fc1edce/idna-3.18.tar.gz", hash = "sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848", size = 196711, upload-time = "2026-06-02T14:34:07.794Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d2/23/408243171aa9aaba178d3e2559159c24c1171a641aa83b67bdd3394ead8e/idna-3.15-py3-none-any.whl", hash = "sha256:048adeaf8c2d788c40fee287673ccaa74c24ffd8dcf09ffa555a2fbb59f10ac8", size = 72340, upload-time = "2026-05-12T22:45:55.733Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2", size = 65455, upload-time = "2026-06-02T14:34:06.319Z" },
 ]
 
 [[package]]
@@ -912,14 +902,14 @@ wheels = [
 
 [[package]]
 name = "mdit-py-plugins"
-version = "0.6.0"
+version = "0.6.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "markdown-it-py" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d8/3d/e0e8d9d1cee04f758120915e2b2a3a07eb41f8cf4654b4734788a522bcd1/mdit_py_plugins-0.6.0.tar.gz", hash = "sha256:2436f14a7295837ac9228a36feeabda867c4abc488c8d019ad5c0bda88eee040", size = 56025, upload-time = "2026-05-07T12:20:42.295Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/59/fc/f8d0863f8862f25602c0404d75568e89fb6b4109804645e5cdfb1be5cf56/mdit_py_plugins-0.6.1.tar.gz", hash = "sha256:a2bca0f039f39dbd35fb74ae1b5f998608c437463371f0ff7f49a19a17a114d0", size = 56114, upload-time = "2026-05-13T09:03:38.91Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/71/d6/48f5b9e44e2e760855d7b489b1317cd7620e82dcb73197961e5cc1391348/mdit_py_plugins-0.6.0-py3-none-any.whl", hash = "sha256:f7e7a25d8b616fee99cb1e330da73451d11a8061baf39bb9663ab9ce0e005b90", size = 66655, upload-time = "2026-05-07T12:20:41.226Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/69/6da5581c6a7fede7dc261bf4e67d6adca4196f176b43288b55b3db395b6e/mdit_py_plugins-0.6.1-py3-none-any.whl", hash = "sha256:214c82fb2ac524472ab6a5bcab1de80f73b50443e187f401bfd77efbc7c6481d", size = 66663, upload-time = "2026-05-13T09:03:37.76Z" },
 ]
 
 [[package]]
@@ -1017,7 +1007,7 @@ wheels = [
 
 [[package]]
 name = "myst-parser"
-version = "5.0.0"
+version = "5.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "docutils" },
@@ -1027,9 +1017,9 @@ dependencies = [
     { name = "pyyaml" },
     { name = "sphinx" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/33/fa/7b45eef11b7971f0beb29d27b7bfe0d747d063aa29e170d9edd004733c8a/myst_parser-5.0.0.tar.gz", hash = "sha256:f6f231452c56e8baa662cc352c548158f6a16fcbd6e3800fc594978002b94f3a", size = 98535, upload-time = "2026-01-15T09:08:18.036Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/21/dc/603751677fff302f34396e206b610f556a59d7fe58b9a2145f54e96b48e8/myst_parser-5.1.0.tar.gz", hash = "sha256:ab69322dc6719dcc7f296479dbb70181b66df6ed315064f92dbc85c0e1bf2f02", size = 101182, upload-time = "2026-05-13T09:38:19.361Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d3/ac/686789b9145413f1a61878c407210e41bfdb097976864e0913078b24098c/myst_parser-5.0.0-py3-none-any.whl", hash = "sha256:ab31e516024918296e169139072b81592336f2fef55b8986aa31c9f04b5f7211", size = 84533, upload-time = "2026-01-15T09:08:16.788Z" },
+    { url = "https://files.pythonhosted.org/packages/09/dc/f3dfb7488b770f3f67e6545085bf2abea5172e88f57b8ad25ef860ca704c/myst_parser-5.1.0-py3-none-any.whl", hash = "sha256:9c91c52b3cdb4d94a6506e4fab4e2f296c7623a0da0dcbe6de1565c3dad67a8a", size = 85817, upload-time = "2026-05-13T09:38:17.904Z" },
 ]
 
 [[package]]
@@ -1052,63 +1042,63 @@ wheels = [
 
 [[package]]
 name = "numpy"
-version = "2.4.4"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d7/9f/b8cef5bffa569759033adda9481211426f12f53299629b410340795c2514/numpy-2.4.4.tar.gz", hash = "sha256:2d390634c5182175533585cc89f3608a4682ccb173cc9bb940b2881c8d6f8fa0", size = 20731587, upload-time = "2026-03-29T13:22:01.298Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/28/05/32396bec30fb2263770ee910142f49c1476d08e8ad41abf8403806b520ce/numpy-2.4.4-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:15716cfef24d3a9762e3acdf87e27f58dc823d1348f765bbea6bef8c639bfa1b", size = 16689272, upload-time = "2026-03-29T13:18:49.223Z" },
-    { url = "https://files.pythonhosted.org/packages/c5/f3/a983d28637bfcd763a9c7aafdb6d5c0ebf3d487d1e1459ffdb57e2f01117/numpy-2.4.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:23cbfd4c17357c81021f21540da84ee282b9c8fba38a03b7b9d09ba6b951421e", size = 14699573, upload-time = "2026-03-29T13:18:52.629Z" },
-    { url = "https://files.pythonhosted.org/packages/9b/fd/e5ecca1e78c05106d98028114f5c00d3eddb41207686b2b7de3e477b0e22/numpy-2.4.4-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:8b3b60bb7cba2c8c81837661c488637eee696f59a877788a396d33150c35d842", size = 5204782, upload-time = "2026-03-29T13:18:55.579Z" },
-    { url = "https://files.pythonhosted.org/packages/de/2f/702a4594413c1a8632092beae8aba00f1d67947389369b3777aed783fdca/numpy-2.4.4-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:e4a010c27ff6f210ff4c6ef34394cd61470d01014439b192ec22552ee867f2a8", size = 6552038, upload-time = "2026-03-29T13:18:57.769Z" },
-    { url = "https://files.pythonhosted.org/packages/7f/37/eed308a8f56cba4d1fdf467a4fc67ef4ff4bf1c888f5fc980481890104b1/numpy-2.4.4-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f9e75681b59ddaa5e659898085ae0eaea229d054f2ac0c7e563a62205a700121", size = 15670666, upload-time = "2026-03-29T13:19:00.341Z" },
-    { url = "https://files.pythonhosted.org/packages/0a/0d/0e3ecece05b7a7e87ab9fb587855548da437a061326fff64a223b6dcb78a/numpy-2.4.4-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:81f4a14bee47aec54f883e0cad2d73986640c1590eb9bfaaba7ad17394481e6e", size = 16645480, upload-time = "2026-03-29T13:19:03.63Z" },
-    { url = "https://files.pythonhosted.org/packages/34/49/f2312c154b82a286758ee2f1743336d50651f8b5195db18cdb63675ff649/numpy-2.4.4-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:62d6b0f03b694173f9fcb1fb317f7222fd0b0b103e784c6549f5e53a27718c44", size = 17020036, upload-time = "2026-03-29T13:19:07.428Z" },
-    { url = "https://files.pythonhosted.org/packages/7b/e9/736d17bd77f1b0ec4f9901aaec129c00d59f5d84d5e79bba540ef12c2330/numpy-2.4.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fbc356aae7adf9e6336d336b9c8111d390a05df88f1805573ebb0807bd06fd1d", size = 18368643, upload-time = "2026-03-29T13:19:10.775Z" },
-    { url = "https://files.pythonhosted.org/packages/63/f6/d417977c5f519b17c8a5c3bc9e8304b0908b0e21136fe43bf628a1343914/numpy-2.4.4-cp312-cp312-win32.whl", hash = "sha256:0d35aea54ad1d420c812bfa0385c71cd7cc5bcf7c65fed95fc2cd02fe8c79827", size = 5961117, upload-time = "2026-03-29T13:19:13.464Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/5b/e1deebf88ff431b01b7406ca3583ab2bbb90972bbe1c568732e49c844f7e/numpy-2.4.4-cp312-cp312-win_amd64.whl", hash = "sha256:b5f0362dc928a6ecd9db58868fca5e48485205e3855957bdedea308f8672ea4a", size = 12320584, upload-time = "2026-03-29T13:19:16.155Z" },
-    { url = "https://files.pythonhosted.org/packages/58/89/e4e856ac82a68c3ed64486a544977d0e7bdd18b8da75b78a577ca31c4395/numpy-2.4.4-cp312-cp312-win_arm64.whl", hash = "sha256:846300f379b5b12cc769334464656bc882e0735d27d9726568bc932fdc49d5ec", size = 10221450, upload-time = "2026-03-29T13:19:18.994Z" },
-    { url = "https://files.pythonhosted.org/packages/14/1d/d0a583ce4fefcc3308806a749a536c201ed6b5ad6e1322e227ee4848979d/numpy-2.4.4-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:08f2e31ed5e6f04b118e49821397f12767934cfdd12a1ce86a058f91e004ee50", size = 16684933, upload-time = "2026-03-29T13:19:22.47Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/62/2b7a48fbb745d344742c0277f01286dead15f3f68e4f359fbfcf7b48f70f/numpy-2.4.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:e823b8b6edc81e747526f70f71a9c0a07ac4e7ad13020aa736bb7c9d67196115", size = 14694532, upload-time = "2026-03-29T13:19:25.581Z" },
-    { url = "https://files.pythonhosted.org/packages/e5/87/499737bfba066b4a3bebff24a8f1c5b2dee410b209bc6668c9be692580f0/numpy-2.4.4-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:4a19d9dba1a76618dd86b164d608566f393f8ec6ac7c44f0cc879011c45e65af", size = 5199661, upload-time = "2026-03-29T13:19:28.31Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/da/464d551604320d1491bc345efed99b4b7034143a85787aab78d5691d5a0e/numpy-2.4.4-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:d2a8490669bfe99a233298348acc2d824d496dee0e66e31b66a6022c2ad74a5c", size = 6547539, upload-time = "2026-03-29T13:19:30.97Z" },
-    { url = "https://files.pythonhosted.org/packages/7d/90/8d23e3b0dafd024bf31bdec225b3bb5c2dbfa6912f8a53b8659f21216cbf/numpy-2.4.4-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:45dbed2ab436a9e826e302fcdcbe9133f9b0006e5af7168afb8963a6520da103", size = 15668806, upload-time = "2026-03-29T13:19:33.887Z" },
-    { url = "https://files.pythonhosted.org/packages/d1/73/a9d864e42a01896bb5974475438f16086be9ba1f0d19d0bb7a07427c4a8b/numpy-2.4.4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c901b15172510173f5cb310eae652908340f8dede90fff9e3bf6c0d8dfd92f83", size = 16632682, upload-time = "2026-03-29T13:19:37.336Z" },
-    { url = "https://files.pythonhosted.org/packages/34/fb/14570d65c3bde4e202a031210475ae9cde9b7686a2e7dc97ee67d2833b35/numpy-2.4.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:99d838547ace2c4aace6c4f76e879ddfe02bb58a80c1549928477862b7a6d6ed", size = 17019810, upload-time = "2026-03-29T13:19:40.963Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/77/2ba9d87081fd41f6d640c83f26fb7351e536b7ce6dd9061b6af5904e8e46/numpy-2.4.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:0aec54fd785890ecca25a6003fd9a5aed47ad607bbac5cd64f836ad8666f4959", size = 18357394, upload-time = "2026-03-29T13:19:44.859Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/23/52666c9a41708b0853fa3b1a12c90da38c507a3074883823126d4e9d5b30/numpy-2.4.4-cp313-cp313-win32.whl", hash = "sha256:07077278157d02f65c43b1b26a3886bce886f95d20aabd11f87932750dfb14ed", size = 5959556, upload-time = "2026-03-29T13:19:47.661Z" },
-    { url = "https://files.pythonhosted.org/packages/57/fb/48649b4971cde70d817cf97a2a2fdc0b4d8308569f1dd2f2611959d2e0cf/numpy-2.4.4-cp313-cp313-win_amd64.whl", hash = "sha256:5c70f1cc1c4efbe316a572e2d8b9b9cc44e89b95f79ca3331553fbb63716e2bf", size = 12317311, upload-time = "2026-03-29T13:19:50.67Z" },
-    { url = "https://files.pythonhosted.org/packages/ba/d8/11490cddd564eb4de97b4579ef6bfe6a736cc07e94c1598590ae25415e01/numpy-2.4.4-cp313-cp313-win_arm64.whl", hash = "sha256:ef4059d6e5152fa1a39f888e344c73fdc926e1b2dd58c771d67b0acfbf2aa67d", size = 10222060, upload-time = "2026-03-29T13:19:54.229Z" },
-    { url = "https://files.pythonhosted.org/packages/99/5d/dab4339177a905aad3e2221c915b35202f1ec30d750dd2e5e9d9a72b804b/numpy-2.4.4-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:4bbc7f303d125971f60ec0aaad5e12c62d0d2c925f0ab1273debd0e4ba37aba5", size = 14822302, upload-time = "2026-03-29T13:19:57.585Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/e4/0564a65e7d3d97562ed6f9b0fd0fb0a6f559ee444092f105938b50043876/numpy-2.4.4-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:4d6d57903571f86180eb98f8f0c839fa9ebbfb031356d87f1361be91e433f5b7", size = 5327407, upload-time = "2026-03-29T13:20:00.601Z" },
-    { url = "https://files.pythonhosted.org/packages/29/8d/35a3a6ce5ad371afa58b4700f1c820f8f279948cca32524e0a695b0ded83/numpy-2.4.4-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:4636de7fd195197b7535f231b5de9e4b36d2c440b6e566d2e4e4746e6af0ca93", size = 6647631, upload-time = "2026-03-29T13:20:02.855Z" },
-    { url = "https://files.pythonhosted.org/packages/f4/da/477731acbd5a58a946c736edfdabb2ac5b34c3d08d1ba1a7b437fa0884df/numpy-2.4.4-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ad2e2ef14e0b04e544ea2fa0a36463f847f113d314aa02e5b402fdf910ef309e", size = 15727691, upload-time = "2026-03-29T13:20:06.004Z" },
-    { url = "https://files.pythonhosted.org/packages/e6/db/338535d9b152beabeb511579598418ba0212ce77cf9718edd70262cc4370/numpy-2.4.4-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5a285b3b96f951841799528cd1f4f01cd70e7e0204b4abebac9463eecfcf2a40", size = 16681241, upload-time = "2026-03-29T13:20:09.417Z" },
-    { url = "https://files.pythonhosted.org/packages/e2/a9/ad248e8f58beb7a0219b413c9c7d8151c5d285f7f946c3e26695bdbbe2df/numpy-2.4.4-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:f8474c4241bc18b750be2abea9d7a9ec84f46ef861dbacf86a4f6e043401f79e", size = 17085767, upload-time = "2026-03-29T13:20:13.126Z" },
-    { url = "https://files.pythonhosted.org/packages/b5/1a/3b88ccd3694681356f70da841630e4725a7264d6a885c8d442a697e1146b/numpy-2.4.4-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:4e874c976154687c1f71715b034739b45c7711bec81db01914770373d125e392", size = 18403169, upload-time = "2026-03-29T13:20:17.096Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/c9/fcfd5d0639222c6eac7f304829b04892ef51c96a75d479214d77e3ce6e33/numpy-2.4.4-cp313-cp313t-win32.whl", hash = "sha256:9c585a1790d5436a5374bac930dad6ed244c046ed91b2b2a3634eb2971d21008", size = 6083477, upload-time = "2026-03-29T13:20:20.195Z" },
-    { url = "https://files.pythonhosted.org/packages/d5/e3/3938a61d1c538aaec8ed6fd6323f57b0c2d2d2219512434c5c878db76553/numpy-2.4.4-cp313-cp313t-win_amd64.whl", hash = "sha256:93e15038125dc1e5345d9b5b68aa7f996ec33b98118d18c6ca0d0b7d6198b7e8", size = 12457487, upload-time = "2026-03-29T13:20:22.946Z" },
-    { url = "https://files.pythonhosted.org/packages/97/6a/7e345032cc60501721ef94e0e30b60f6b0bd601f9174ebd36389a2b86d40/numpy-2.4.4-cp313-cp313t-win_arm64.whl", hash = "sha256:0dfd3f9d3adbe2920b68b5cd3d51444e13a10792ec7154cd0a2f6e74d4ab3233", size = 10292002, upload-time = "2026-03-29T13:20:25.909Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/06/c54062f85f673dd5c04cbe2f14c3acb8c8b95e3384869bb8cc9bff8cb9df/numpy-2.4.4-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:f169b9a863d34f5d11b8698ead99febeaa17a13ca044961aa8e2662a6c7766a0", size = 16684353, upload-time = "2026-03-29T13:20:29.504Z" },
-    { url = "https://files.pythonhosted.org/packages/4c/39/8a320264a84404c74cc7e79715de85d6130fa07a0898f67fb5cd5bd79908/numpy-2.4.4-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:2483e4584a1cb3092da4470b38866634bafb223cbcd551ee047633fd2584599a", size = 14704914, upload-time = "2026-03-29T13:20:33.547Z" },
-    { url = "https://files.pythonhosted.org/packages/91/fb/287076b2614e1d1044235f50f03748f31fa287e3dbe6abeb35cdfa351eca/numpy-2.4.4-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:2d19e6e2095506d1736b7d80595e0f252d76b89f5e715c35e06e937679ea7d7a", size = 5210005, upload-time = "2026-03-29T13:20:36.45Z" },
-    { url = "https://files.pythonhosted.org/packages/63/eb/fcc338595309910de6ecabfcef2419a9ce24399680bfb149421fa2df1280/numpy-2.4.4-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:6a246d5914aa1c820c9443ddcee9c02bec3e203b0c080349533fae17727dfd1b", size = 6544974, upload-time = "2026-03-29T13:20:39.014Z" },
-    { url = "https://files.pythonhosted.org/packages/44/5d/e7e9044032a716cdfaa3fba27a8e874bf1c5f1912a1ddd4ed071bf8a14a6/numpy-2.4.4-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:989824e9faf85f96ec9c7761cd8d29c531ad857bfa1daa930cba85baaecf1a9a", size = 15684591, upload-time = "2026-03-29T13:20:42.146Z" },
-    { url = "https://files.pythonhosted.org/packages/98/7c/21252050676612625449b4807d6b695b9ce8a7c9e1c197ee6216c8a65c7c/numpy-2.4.4-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:27a8d92cd10f1382a67d7cf4db7ce18341b66438bdd9f691d7b0e48d104c2a9d", size = 16637700, upload-time = "2026-03-29T13:20:46.204Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/29/56d2bbef9465db24ef25393383d761a1af4f446a1df9b8cded4fe3a5a5d7/numpy-2.4.4-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e44319a2953c738205bf3354537979eaa3998ed673395b964c1176083dd46252", size = 17035781, upload-time = "2026-03-29T13:20:50.242Z" },
-    { url = "https://files.pythonhosted.org/packages/e3/2b/a35a6d7589d21f44cea7d0a98de5ddcbb3d421b2622a5c96b1edf18707c3/numpy-2.4.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e892aff75639bbef0d2a2cfd55535510df26ff92f63c92cd84ef8d4ba5a5557f", size = 18362959, upload-time = "2026-03-29T13:20:54.019Z" },
-    { url = "https://files.pythonhosted.org/packages/64/c9/d52ec581f2390e0f5f85cbfd80fb83d965fc15e9f0e1aec2195faa142cde/numpy-2.4.4-cp314-cp314-win32.whl", hash = "sha256:1378871da56ca8943c2ba674530924bb8ca40cd228358a3b5f302ad60cf875fc", size = 6008768, upload-time = "2026-03-29T13:20:56.912Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/22/4cc31a62a6c7b74a8730e31a4274c5dc80e005751e277a2ce38e675e4923/numpy-2.4.4-cp314-cp314-win_amd64.whl", hash = "sha256:715d1c092715954784bc79e1174fc2a90093dc4dc84ea15eb14dad8abdcdeb74", size = 12449181, upload-time = "2026-03-29T13:20:59.548Z" },
-    { url = "https://files.pythonhosted.org/packages/70/2e/14cda6f4d8e396c612d1bf97f22958e92148801d7e4f110cabebdc0eef4b/numpy-2.4.4-cp314-cp314-win_arm64.whl", hash = "sha256:2c194dd721e54ecad9ad387c1d35e63dce5c4450c6dc7dd5611283dda239aabb", size = 10496035, upload-time = "2026-03-29T13:21:02.524Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/e8/8fed8c8d848d7ecea092dc3469643f9d10bc3a134a815a3b033da1d2039b/numpy-2.4.4-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:2aa0613a5177c264ff5921051a5719d20095ea586ca88cc802c5c218d1c67d3e", size = 14824958, upload-time = "2026-03-29T13:21:05.671Z" },
-    { url = "https://files.pythonhosted.org/packages/05/1a/d8007a5138c179c2bf33ef44503e83d70434d2642877ee8fbb230e7c0548/numpy-2.4.4-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:42c16925aa5a02362f986765f9ebabf20de75cdefdca827d14315c568dcab113", size = 5330020, upload-time = "2026-03-29T13:21:08.635Z" },
-    { url = "https://files.pythonhosted.org/packages/99/64/ffb99ac6ae93faf117bcbd5c7ba48a7f45364a33e8e458545d3633615dda/numpy-2.4.4-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:874f200b2a981c647340f841730fc3a2b54c9d940566a3c4149099591e2c4c3d", size = 6650758, upload-time = "2026-03-29T13:21:10.949Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/6e/795cc078b78a384052e73b2f6281ff7a700e9bf53bcce2ee579d4f6dd879/numpy-2.4.4-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c9b39d38a9bd2ae1becd7eac1303d031c5c110ad31f2b319c6e7d98b135c934d", size = 15729948, upload-time = "2026-03-29T13:21:14.047Z" },
-    { url = "https://files.pythonhosted.org/packages/5f/86/2acbda8cc2af5f3d7bfc791192863b9e3e19674da7b5e533fded124d1299/numpy-2.4.4-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b268594bccac7d7cf5844c7732e3f20c50921d94e36d7ec9b79e9857694b1b2f", size = 16679325, upload-time = "2026-03-29T13:21:17.561Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/59/cafd83018f4aa55e0ac6fa92aa066c0a1877b77a615ceff1711c260ffae8/numpy-2.4.4-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ac6b31e35612a26483e20750126d30d0941f949426974cace8e6b5c58a3657b0", size = 17084883, upload-time = "2026-03-29T13:21:21.106Z" },
-    { url = "https://files.pythonhosted.org/packages/f0/85/a42548db84e65ece46ab2caea3d3f78b416a47af387fcbb47ec28e660dc2/numpy-2.4.4-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:8e3ed142f2728df44263aaf5fb1f5b0b99f4070c553a0d7f033be65338329150", size = 18403474, upload-time = "2026-03-29T13:21:24.828Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/ad/483d9e262f4b831000062e5d8a45e342166ec8aaa1195264982bca267e62/numpy-2.4.4-cp314-cp314t-win32.whl", hash = "sha256:dddbbd259598d7240b18c9d87c56a9d2fb3b02fe266f49a7c101532e78c1d871", size = 6155500, upload-time = "2026-03-29T13:21:28.205Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/03/2fc4e14c7bd4ff2964b74ba90ecb8552540b6315f201df70f137faa5c589/numpy-2.4.4-cp314-cp314t-win_amd64.whl", hash = "sha256:a7164afb23be6e37ad90b2f10426149fd75aee07ca55653d2aa41e66c4ef697e", size = 12637755, upload-time = "2026-03-29T13:21:31.107Z" },
-    { url = "https://files.pythonhosted.org/packages/58/78/548fb8e07b1a341746bfbecb32f2c268470f45fa028aacdbd10d9bc73aab/numpy-2.4.4-cp314-cp314t-win_arm64.whl", hash = "sha256:ba203255017337d39f89bdd58417f03c4426f12beed0440cfd933cb15f8669c7", size = 10566643, upload-time = "2026-03-29T13:21:34.339Z" },
+version = "2.4.6"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/95/2a/3d7b5ac8aac24feaf9ad7ed58f45b0bbc06d37e4338ae84c9f2298b570f9/numpy-2.4.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1", size = 16689119, upload-time = "2026-05-18T23:33:54.065Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/12/92c4c131527599e8288d6918e888d88726f84d805d784b771f32408aeaef/numpy-2.4.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb", size = 14699246, upload-time = "2026-05-18T23:33:57.621Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/fe/c0a6b7b2ca128a8fb228575147073b660656734b8ebe4d76c8fd748dcc79/numpy-2.4.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41", size = 5204410, upload-time = "2026-05-18T23:34:00.302Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/d4/9770d14ba719432bb90a421bfd443872ed0f70f7264b64bec12ea363d5fd/numpy-2.4.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698", size = 6551240, upload-time = "2026-05-18T23:34:02.852Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/c6/50a46a6205feba2343f1d6d17438107c5dc491ed1c736e6ea68689fd906b/numpy-2.4.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f", size = 15671012, upload-time = "2026-05-18T23:34:05.485Z" },
+    { url = "https://files.pythonhosted.org/packages/99/60/14115e6364fa676c5397c2ad3004e527e9aa487abf5d0706ec81bbd08529/numpy-2.4.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853", size = 16645538, upload-time = "2026-05-18T23:34:09.265Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/c5/693cbe59e57db94d2231fa519ca3978dc9e19da5a8f088588f5c6e947ff2/numpy-2.4.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a", size = 17020706, upload-time = "2026-05-18T23:34:13.053Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/fc/85b7c4eff9b4966ade25c2273cf7e7012e92366c032058653934b37de044/numpy-2.4.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2", size = 18368541, upload-time = "2026-05-18T23:34:17.024Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/81/e1b27545deedce7f4a0b348618c6b62d74e36a4dc9ccd42f3eb2f85eee32/numpy-2.4.6-cp312-cp312-win32.whl", hash = "sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45", size = 5962825, upload-time = "2026-05-18T23:34:20.3Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/ca/feab00bd44aa5fe1ad2c18f08b4d3bb92e26484b0b1d1443897809ed528c/numpy-2.4.6-cp312-cp312-win_amd64.whl", hash = "sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751", size = 12321687, upload-time = "2026-05-18T23:34:23.095Z" },
+    { url = "https://files.pythonhosted.org/packages/63/cf/5a6d34850a39d1093558564f77ee8e8e0bee5061151b8f05a55711001ec7/numpy-2.4.6-cp312-cp312-win_arm64.whl", hash = "sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8", size = 10221482, upload-time = "2026-05-18T23:34:25.876Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/82/bdab26d7438c6791ca31b7c024ca37c1eab8b726ba236129005cd4a06e45/numpy-2.4.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0", size = 16684648, upload-time = "2026-05-18T23:34:29.41Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/30/a80189bcc7f5e4258b3fbc3968d909d1756f54d023299ecc39ad6fdb9ef8/numpy-2.4.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb", size = 14693902, upload-time = "2026-05-18T23:34:33.013Z" },
+    { url = "https://files.pythonhosted.org/packages/97/12/70b5d0d7c15e1ebb8a6a84a8caa1d19e181d84fb58bb6d70aca29099dec1/numpy-2.4.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f", size = 5198992, upload-time = "2026-05-18T23:34:36.132Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/8c/ebd2a8f8a83541f8d38cc5667e8c2b69cecfd30da6e45693e8158857d44b/numpy-2.4.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3", size = 6546944, upload-time = "2026-05-18T23:34:38.484Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/c5/7b863a97a91671a0338f4253bd3b5a3d3852f0692dae91711c9f4a10e787/numpy-2.4.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b", size = 15669392, upload-time = "2026-05-18T23:34:41.257Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/9d/3584b9984ca4c047aea75214ce1a4c4c73d849bd71b604264b7f5653f8a8/numpy-2.4.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089", size = 16633220, upload-time = "2026-05-18T23:34:45.075Z" },
+    { url = "https://files.pythonhosted.org/packages/05/ae/7c67fba23bd98caec7c99261f3a16072ade14813486b0282cb29846de832/numpy-2.4.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a", size = 17020800, upload-time = "2026-05-18T23:34:49.065Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/5d/3b6725cb31d983c5e66916f5d36f6d7e5521129e4c4404d64f918292a5b6/numpy-2.4.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605", size = 18357600, upload-time = "2026-05-18T23:34:52.709Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/da/2ccc6c2fe8898dee01d90c75c5f5f914a23daf99e3e0f59516a08760c8b5/numpy-2.4.6-cp313-cp313-win32.whl", hash = "sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91", size = 5961134, upload-time = "2026-05-18T23:34:55.618Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/cd/9cc4dc876fb065d5c220aae4d5e14826b2715331bb7618ce1fb07a679d99/numpy-2.4.6-cp313-cp313-win_amd64.whl", hash = "sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359", size = 12318598, upload-time = "2026-05-18T23:34:58.928Z" },
+    { url = "https://files.pythonhosted.org/packages/39/1e/c0bcba1f8694116485fe28fd1be698c278fcda4141c5b0e53a2aed8b12a8/numpy-2.4.6-cp313-cp313-win_arm64.whl", hash = "sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778", size = 10222272, upload-time = "2026-05-18T23:35:02.167Z" },
+    { url = "https://files.pythonhosted.org/packages/63/6d/cc5619247c8f4204e507f5883528372e4ac4bb189e579fb859a12e480b1f/numpy-2.4.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1", size = 14821197, upload-time = "2026-05-18T23:35:05.468Z" },
+    { url = "https://files.pythonhosted.org/packages/00/58/f1c39161c87d9e9bed660f1ed4bafc0e403d5ec9650b6dd77aead07d489b/numpy-2.4.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe", size = 5326287, upload-time = "2026-05-18T23:35:08.693Z" },
+    { url = "https://files.pythonhosted.org/packages/af/57/3917ab0fd97f271a8694513581b8a36c655f111c446852c302f04ccdb6fc/numpy-2.4.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997", size = 6646763, upload-time = "2026-05-18T23:35:11.459Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/0f/037e64c494b67581ae18193d770adef354c41f3f2c8ebf865602d949bf8f/numpy-2.4.6-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20", size = 15728070, upload-time = "2026-05-18T23:35:14.79Z" },
+    { url = "https://files.pythonhosted.org/packages/21/a6/5d2bae9c9542eb4df16dc9c46dc79c186e9bad53805dfa5399a6023c6db0/numpy-2.4.6-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d", size = 16681752, upload-time = "2026-05-18T23:35:18.836Z" },
+    { url = "https://files.pythonhosted.org/packages/92/14/23d1dfb410ae362cd59ce53e936b1513d545eb40db3949ced632e19a459e/numpy-2.4.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67", size = 17086024, upload-time = "2026-05-18T23:35:22.52Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/6e/23595a2c642cdf3bc567877064bdd7f91c8b0038a4453cf2daf7248eafe9/numpy-2.4.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd", size = 18403398, upload-time = "2026-05-18T23:35:26.398Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/90/0ac3bc947217e66dec77e7cbc6a1979d1af70b6461b82f620d3bccd5e4c8/numpy-2.4.6-cp313-cp313t-win32.whl", hash = "sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab", size = 6084971, upload-time = "2026-05-18T23:35:29.387Z" },
+    { url = "https://files.pythonhosted.org/packages/77/71/5673e351671a1d2bd6063b91b44f70c0affea7d1516fa7a6572941ba4aa1/numpy-2.4.6-cp313-cp313t-win_amd64.whl", hash = "sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75", size = 12458532, upload-time = "2026-05-18T23:35:32.175Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/88/19d3503c5046e688f049274b27a3ef3d771152fa80d3ba3d01a3dff61abe/numpy-2.4.6-cp313-cp313t-win_arm64.whl", hash = "sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd", size = 10291881, upload-time = "2026-05-18T23:35:35.465Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/91/3ab2044d05fd16d343c5ac2e69b127f1b2854040dd20b193257c78028bd3/numpy-2.4.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079", size = 16683458, upload-time = "2026-05-18T23:35:38.353Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/62/764ce66fa4147ae6d73071a3abf804ffe606f174618697c571acdf26a7c9/numpy-2.4.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7", size = 14704559, upload-time = "2026-05-18T23:35:42.14Z" },
+    { url = "https://files.pythonhosted.org/packages/60/61/23f27c172f022e04025b7dc2367f4d63c1a398120607ec896228649a6f48/numpy-2.4.6-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5", size = 5209716, upload-time = "2026-05-18T23:35:45.377Z" },
+    { url = "https://files.pythonhosted.org/packages/03/71/21cf70dc6ea3e3acb95fc53a265b2fc248b981f0194ceb5b475271b8809d/numpy-2.4.6-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096", size = 6543947, upload-time = "2026-05-18T23:35:47.926Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/91/64288395ee1799bd2e0b04a305dce9666da90c961e1f3fe982a05ee1c036/numpy-2.4.6-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b", size = 15685197, upload-time = "2026-05-18T23:35:50.863Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/eb/ebffaa97dc55502df69584a8f0dcf07f69a3e0b3e2323670a2722db9aa39/numpy-2.4.6-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8", size = 16638245, upload-time = "2026-05-18T23:35:54.752Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/0b/54f9da33128d7e350fab89c7455902eeae70349ee52bddb448dc4a576f45/numpy-2.4.6-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402", size = 17036587, upload-time = "2026-05-18T23:35:58.355Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/f0/fdebc1052db1cc37c64beb22072d67cd6d1c71adca1299f53dec2b5e20d3/numpy-2.4.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb", size = 18363226, upload-time = "2026-05-18T23:36:02.845Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/b4/298628d98c72b57e57f7165ae6a481a1deaf6f3c28262a6e4c739c275930/numpy-2.4.6-cp314-cp314-win32.whl", hash = "sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1", size = 6010196, upload-time = "2026-05-18T23:36:05.92Z" },
+    { url = "https://files.pythonhosted.org/packages/df/ac/46de6dda46478f7942f839e094970be2d4a861e005c4b3bf07c92e291a09/numpy-2.4.6-cp314-cp314-win_amd64.whl", hash = "sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261", size = 12450334, upload-time = "2026-05-18T23:36:09.107Z" },
+    { url = "https://files.pythonhosted.org/packages/78/92/b8b798ac784102c0da830d2257d59358e3d3d90d1e2b3f2575dad976c5cf/numpy-2.4.6-cp314-cp314-win_arm64.whl", hash = "sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6", size = 10495678, upload-time = "2026-05-18T23:36:12.766Z" },
+    { url = "https://files.pythonhosted.org/packages/30/34/ec28d1aa8115971537c01469ab2011ee96827930f0a124de1000cc2a7ed7/numpy-2.4.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a", size = 14823672, upload-time = "2026-05-18T23:36:16.473Z" },
+    { url = "https://files.pythonhosted.org/packages/16/bd/f6d1fede4e54e8042a7ff97bb495510f3c220f94bcd9e8b228e87c92cc0d/numpy-2.4.6-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e", size = 5328731, upload-time = "2026-05-18T23:36:19.767Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/f0/e105b9e2fd728a9910103884decd6951d9dd73896b914a98d9a231de02ee/numpy-2.4.6-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e", size = 6649805, upload-time = "2026-05-18T23:36:22.266Z" },
+    { url = "https://files.pythonhosted.org/packages/82/dd/1206a7ca6ab15e3f02069707ca96222e202af681bb73756da7527f3cb837/numpy-2.4.6-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43", size = 15730496, upload-time = "2026-05-18T23:36:25.713Z" },
+    { url = "https://files.pythonhosted.org/packages/51/e7/38d3ea825dcab85a591734decb2f6c67caa7c8367d374df1a1c3842f9b07/numpy-2.4.6-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e", size = 16679616, upload-time = "2026-05-18T23:36:29.652Z" },
+    { url = "https://files.pythonhosted.org/packages/93/b7/caabfdf53edf663e0b4eb74d7d405d83baef09eb5e83bcd32d601d72b93e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895", size = 17085145, upload-time = "2026-05-18T23:36:33.449Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/45/68d7c33a6bcf3e5aa3bdbd57a367e6f615286dfd6482f97e8ffeb734306e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4", size = 18403813, upload-time = "2026-05-18T23:36:37.369Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/50/0753655aa844c99cd9e018aacf76f130f1bd81d881bb74bc0aef5d73a8ba/numpy-2.4.6-cp314-cp314t-win32.whl", hash = "sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063", size = 6156982, upload-time = "2026-05-18T23:36:40.817Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/d4/7c67becf668f973cb490cec3e98dfd799d866f9c989a54d355672cfa0db6/numpy-2.4.6-cp314-cp314t-win_amd64.whl", hash = "sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627", size = 12638908, upload-time = "2026-05-18T23:36:43.996Z" },
+    { url = "https://files.pythonhosted.org/packages/43/bb/e1c71a4295b1b1d1393d50dbb4f2a36283c6859d9d3892e84f00ec5a91d5/numpy-2.4.6-cp314-cp314t-win_arm64.whl", hash = "sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66", size = 10565867, upload-time = "2026-05-18T23:36:47.114Z" },
 ]
 
 [[package]]
@@ -1186,14 +1176,14 @@ wheels = [
 
 [[package]]
 name = "pandas-stubs"
-version = "3.0.0.260204"
+version = "3.0.3.260530"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/27/1d/297ff2c7ea50a768a2247621d6451abb2a07c0e9be7ca6d36ebe371658e5/pandas_stubs-3.0.0.260204.tar.gz", hash = "sha256:bf9294b76352effcffa9cb85edf0bed1339a7ec0c30b8e1ac3d66b4228f1fbc3", size = 109383, upload-time = "2026-02-04T15:17:17.247Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/3d/aa/c41a8a0ff86fd85dbb3ec0c1f3fa488ca64a8b5f82654ae1b07d84acefe5/pandas_stubs-3.0.3.260530.tar.gz", hash = "sha256:d1efe47b2e5a312c047d7feabec5cb7a55365747983420077e9fcbe9ab74f714", size = 113183, upload-time = "2026-05-30T17:47:40.34Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7c/2f/f91e4eee21585ff548e83358332d5632ee49f6b2dcd96cb5dca4e0468951/pandas_stubs-3.0.0.260204-py3-none-any.whl", hash = "sha256:5ab9e4d55a6e2752e9720828564af40d48c4f709e6a2c69b743014a6fcb6c241", size = 168540, upload-time = "2026-02-04T15:17:15.615Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/e0/99ec5b02203c4e9ce878bc63d8caa06ac1f891e4d63bded9a5ced70fcb4f/pandas_stubs-3.0.3.260530-py3-none-any.whl", hash = "sha256:a6277eb1c8cebf48d9b2413fcd2e9a6b4ff479c934a223c29eacbc3058c4cb55", size = 173780, upload-time = "2026-05-30T17:47:39.13Z" },
 ]
 
 [[package]]
@@ -1291,11 +1281,11 @@ wheels = [
 
 [[package]]
 name = "platformdirs"
-version = "4.9.6"
+version = "4.10.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/9f/4a/0883b8e3802965322523f0b200ecf33d31f10991d0401162f4b23c698b42/platformdirs-4.9.6.tar.gz", hash = "sha256:3bfa75b0ad0db84096ae777218481852c0ebc6c727b3168c1b9e0118e458cf0a", size = 29400, upload-time = "2026-04-09T00:04:10.812Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/d7/47/e4501f49c178ae1d9f4a75073fda4204f52647993f075a9db4d14930e0c5/platformdirs-4.10.0.tar.gz", hash = "sha256:31e761a6a0ca04faf7353ea759bdba55652be214725111e5aac52dfa29d4bef7", size = 31224, upload-time = "2026-05-28T03:32:53.587Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/75/a6/a0a304dc33b49145b21f4808d763822111e67d1c3a32b524a1baf947b6e1/platformdirs-4.9.6-py3-none-any.whl", hash = "sha256:e61adb1d5e5cb3441b4b7710bea7e4c12250ca49439228cc1021c00dcfac0917", size = 21348, upload-time = "2026-04-09T00:04:09.463Z" },
+    { url = "https://files.pythonhosted.org/packages/81/e6/cd9575ac904136b3cbf7aa7ee819ef86eedb7274e46f230e94ea4342e729/platformdirs-4.10.0-py3-none-any.whl", hash = "sha256:fb516cdb12eb0d857d0cd85a7c57cea4d060bee4578d6cf5a14dfdf8cbf8784a", size = 22743, upload-time = "2026-05-28T03:32:52.175Z" },
 ]
 
 [[package]]
@@ -1378,27 +1368,27 @@ wheels = [
 
 [[package]]
 name = "pyomo"
-version = "6.10.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/df/be/6aa8022dec69bf837885a094b9bc8d452debcb455ab69b66ee27cc6563e3/pyomo-6.10.0.tar.gz", hash = "sha256:672fac375e57e121ca935adcc16a1cd118be8afa1a3e5608161fb86220c3a577", size = 3171562, upload-time = "2026-02-20T21:42:31.639Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/89/8c/bbc4cfab889eaa689e85b2ec0574bd9a584d9de89d36e22ad11bd050acf5/pyomo-6.10.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a564996b6e3c0b425d5961186ee5d726ba59d1fb29490eb63cd32d8183859c46", size = 4430199, upload-time = "2026-02-20T21:49:11.58Z" },
-    { url = "https://files.pythonhosted.org/packages/75/3e/b5ff9b8b786741507eb899c865871c7bdac02f05eef6faa7cf625dae99b3/pyomo-6.10.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:2e686b529e81a650ac9d1458476c664ee1cf2b45a90f57acce318524f50255ad", size = 4415951, upload-time = "2026-02-20T21:49:17.426Z" },
-    { url = "https://files.pythonhosted.org/packages/2e/6b/7371e09047b6b0c3d475545aa819415a84d579797bfe9a9b822771dc8ea2/pyomo-6.10.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5d6c7d8802b399541e611f289172c3ec721e75a029a7d3af4cc56a0e8ff6735d", size = 4484110, upload-time = "2026-02-27T17:09:34.503Z" },
-    { url = "https://files.pythonhosted.org/packages/ca/2b/ae9f35156948b959b7d292e842fea4a08dffbf96e944e88fdcf10a3c3391/pyomo-6.10.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a5ca37402b686816704a95f72d7d6c7aa5245f38f10010828ce9d0937694f4cb", size = 4512622, upload-time = "2026-02-20T21:49:23.022Z" },
-    { url = "https://files.pythonhosted.org/packages/1c/66/b4fe4f6f9dcdb01c8590d507a4090c7ffdb72a2832115ce07fb83b23e718/pyomo-6.10.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:376dc045e62285b42ce41706df370f2ab5ac8babb31e2750aa3bf9eb6ce938ac", size = 4430253, upload-time = "2026-02-20T21:49:28.949Z" },
-    { url = "https://files.pythonhosted.org/packages/75/01/a8c1539654b29903a98310fb34fd4caeebf67061289f552b1ea826462156/pyomo-6.10.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:4bc7b77278da187e6bcd603317cb60dd6555aeff8159c811eb9755fc873c4928", size = 4416089, upload-time = "2026-02-20T21:49:34.724Z" },
-    { url = "https://files.pythonhosted.org/packages/e7/ef/bf19632527bba7149d5a1d18ad5a923ee4956cd2a7c6dcc595a43321ca2e/pyomo-6.10.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e13d6ac1c837419d2140618faeee061c7ab8e09c872005a9e75ec46bcb6c85e4", size = 4484042, upload-time = "2026-02-27T17:09:44.869Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/4e/9d523d75a64dc7ed13fd76bbf94618666456b0b69dcf1f2dc308ada982f9/pyomo-6.10.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d6dcf06214b71617d45a7cb238793171863bf0a30d9e1740190443813baee200", size = 4513077, upload-time = "2026-02-20T21:49:40.608Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/11/ebc9e817490a7992e950cca96b2671c2a490b08f9eb9e4fdc5091c6e77b8/pyomo-6.10.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:581dfe7e747c322177e64236cb3fee7fa015d7e6022f66b59394b927f0f29b0a", size = 4431213, upload-time = "2026-02-20T21:49:47.522Z" },
-    { url = "https://files.pythonhosted.org/packages/93/54/f0705ba23eab3f2287e58c3cdd34b51b18e12bbd98dc96bf57defb0eb6cd/pyomo-6.10.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:70ab5312b1aa8b95618c3766c3e3f7be3e4d730e41ce24eea1b59eb5831d6817", size = 4416909, upload-time = "2026-02-20T21:49:53.383Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/d8/57012015ead9c60815976d3aa8948f8a0bcc621ea643c0eb520b84147739/pyomo-6.10.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d7519673917e049ba0910fc8b19648ebf711ebec9c685c7c840d66d5471dcc0c", size = 4486590, upload-time = "2026-02-27T17:09:54.395Z" },
-    { url = "https://files.pythonhosted.org/packages/52/48/8bdf61ee998f65e2e00d65778e2a4cfe41129953a6b0ba72e7a5f5cefdc6/pyomo-6.10.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:505a1ea36f80125b878d8d0e34f3eb6af2cac3309523011caf1877d88fd16ecd", size = 4514075, upload-time = "2026-02-20T21:49:59.483Z" },
-    { url = "https://files.pythonhosted.org/packages/73/17/62983f857eb592d5ede12f0f41ddbe5d1fa17c2796fb8c3db8ac7859e177/pyomo-6.10.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:905a16f21e90b44d9a52e2aaa9884c467abf50a945d08b9ddb8db40d4d707dbc", size = 4452689, upload-time = "2026-02-20T21:50:05.288Z" },
-    { url = "https://files.pythonhosted.org/packages/67/e3/502d561a64259274c046f705e2325189e84a77c624f043f34fbd2f14e793/pyomo-6.10.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:4859fb1a0f78ac0f5fad00199244d461d7bc100c8f76a61d696a1e1461d68bb0", size = 4439487, upload-time = "2026-02-20T21:50:11.116Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/89/89164dcf7549f1034b1f8646b4b3cf6e1ec09cb0d30dfaa3fce125fd95a4/pyomo-6.10.0-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:07d69ae184c8206a4064fc13fe6b48d4a5aac7f18cbf8f6bed30faf9d3762106", size = 4479850, upload-time = "2026-02-27T17:10:04.269Z" },
-    { url = "https://files.pythonhosted.org/packages/65/bd/cb4535b0bb63a7bcc968464ab739f54d2f4d15fe7924547336f5bd299513/pyomo-6.10.0-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0590505b282468c9fc2555ced544213227a0a466bbc667826a36cc922afec6d7", size = 4506738, upload-time = "2026-02-20T21:50:17.382Z" },
-    { url = "https://files.pythonhosted.org/packages/88/1d/b5dad00739979353726059137a647acf031ef3af5557a9d227ca7b32481d/pyomo-6.10.0-py3-none-any.whl", hash = "sha256:3fc34402474f78c9144c735499c8dc6a0570948034f4c668d24727ec1b4671b1", size = 4052690, upload-time = "2026-02-27T17:10:13.653Z" },
+version = "6.10.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9b/16/5ee100614f82b8bc482336afc15a554b98d847d0bcdc22e51bb559112183/pyomo-6.10.1.tar.gz", hash = "sha256:74a9109c3b4ab97e69d6b1a1ca4e96a54442a177d8b1a19393e417e6ba008ba3", size = 3276980, upload-time = "2026-06-04T21:45:42.76Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9a/3d/55089dbb8fdbed2b08600c50c52a7f2193f1de8bd6454a6541a8c56643ee/pyomo-6.10.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:f446764a499e535c6980435b71f297873cb13f0b040a1275853431abd35033d9", size = 4554942, upload-time = "2026-06-04T21:49:53.156Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/c9/2aeb79f0cb6069a7391b6724be6137624a78ac38856a3b89f62b57d1bcfb/pyomo-6.10.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1ffae4d4cd96c87d48ea19a25dd942b69b3d8383374e133f7a040ea63e361f68", size = 4540416, upload-time = "2026-06-04T21:49:55.855Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/b9/dd9e82c7cf1c13a5ee4f0e30fb802ec599d5a765c1e759d0b7c101a802fc/pyomo-6.10.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2ed5fe352c74b249c35437e366413582c24d1869b995fdc648e29675bb9e8c3a", size = 4610464, upload-time = "2026-06-04T22:43:09.79Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/1a/e82ad06861982b139e20a903b12edb654ac912c1f8669fb2efb9b2193ff0/pyomo-6.10.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:be91786a9340230c031bec0e82c17acfcb5bba04801253ad09e85e4ddaf87d51", size = 4639806, upload-time = "2026-06-04T21:49:58.235Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/e7/52c567616293d70f58895450b0a40ea4cb12471c09f591a897bf40ee0e16/pyomo-6.10.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1a8b838d7b66ffefa29c6a033a67dddfbcd048a94ac1ed4e11bc7e1abc40262d", size = 4555004, upload-time = "2026-06-04T21:50:00.926Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/50/f8a92a0738a06db030ff0a729a122c2ebbc1e0321a1a1ff4bf31a3d174c5/pyomo-6.10.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c2c9b69066428ec0b9b01e5ef146d0ff36c709fff747e20e8af00667e5d55b76", size = 4540444, upload-time = "2026-06-04T21:50:03.358Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/09/0c91db7da564b07493ad6899e8b72da9f8fa580bd19128ba944a1cf2ff16/pyomo-6.10.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ab4799b3a2c2728cfba1c9a1754c06dda48e2f4463c7692a027b5b884e54b16a", size = 4611118, upload-time = "2026-06-04T22:43:12.131Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/a4/cdcd433eed4a226014b898a14adecc94aa2e48cae69e3f831c04dc56ccfe/pyomo-6.10.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9efddbc4c83971189047e734ba108ca6fdde8ff3390e0944e6eb928db0707ecd", size = 4639577, upload-time = "2026-06-04T21:50:07.168Z" },
+    { url = "https://files.pythonhosted.org/packages/56/31/7a3d182c44596a346bd590312bad947160157ea54ed9d61823e3b6df74cb/pyomo-6.10.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:8c0f3174094e058eb2d0a274c45242c6214070d1f4db43f6ac1d176ae543026f", size = 4555836, upload-time = "2026-06-04T21:50:11.623Z" },
+    { url = "https://files.pythonhosted.org/packages/20/7e/c7dae636bb9a30d35fb246073629905ca50488e14c4cbc7edbedc6a15eed/pyomo-6.10.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:b1f1f5f21e98ceb082be6f3dfcba13310605e4b28713ca22e35b4ce100524f0d", size = 4541457, upload-time = "2026-06-04T21:50:16.58Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/3e/142ca94e17a7e68443ffaa52b900f8b6ea2a6b5be5ac3558c17063c889a4/pyomo-6.10.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:02501a1d1b19557fa95ac302425496c49c1b1ce66c4a7ee5a61e95e570975096", size = 4613854, upload-time = "2026-06-04T22:43:14.783Z" },
+    { url = "https://files.pythonhosted.org/packages/58/74/a0e916ad096456459574677f888c8f748ad095a8934823ed2603cd4d27bb/pyomo-6.10.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7899f5261e59d60e7de4d0d6d2185e3e72b2ac79e33b888625eeb32aee8b7b9a", size = 4640473, upload-time = "2026-06-04T21:50:21.707Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/e9/67b333bae139f04edcd36b3713a4e0386ac5c38f896f57be6170e62f5d63/pyomo-6.10.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:2f2d63dda6c9ee8e200627c6c9cb9b5e778eddf9089c813a281dd4868b71c684", size = 4577625, upload-time = "2026-06-04T21:50:25.366Z" },
+    { url = "https://files.pythonhosted.org/packages/77/39/eb746f8c9a597e272d462db1ddf4ba571638dde80527d9a50c0ddb77a500/pyomo-6.10.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3dbe06a08c0c73f8069a35671e680323857213007859f2c63a0ba51ea149aaa0", size = 4564114, upload-time = "2026-06-04T21:50:27.921Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/97/d39a5ed45bcd506898906268acc552973d1b3a9f3263c31b2e10f6449f18/pyomo-6.10.1-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:785d9973fa7802bbb396872ff13514fdf3cee3f8d3afa736369660518f0f90de", size = 4605976, upload-time = "2026-06-04T22:43:17.523Z" },
+    { url = "https://files.pythonhosted.org/packages/38/17/49812b37738b90ff3343260fe25eaccd390142cd1fb1ca5aad16ea490b44/pyomo-6.10.1-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1c8719faf9f4dcfefcb75066989b1781a45d9bac20e2a5ad236fdb21bb09a505", size = 4634159, upload-time = "2026-06-04T21:50:30.352Z" },
+    { url = "https://files.pythonhosted.org/packages/40/ba/8526e3d84432a01dd4d12a3c0b3cdc8ec67432792b854ebc911e575646ca/pyomo-6.10.1-py3-none-any.whl", hash = "sha256:7a81b5301d4c0389809c1afd12311d23db04522341566332229d8ce4226bccb1", size = 4175938, upload-time = "2026-06-04T21:45:39.569Z" },
 ]
 
 [[package]]
@@ -1454,15 +1444,15 @@ wheels = [
 
 [[package]]
 name = "python-discovery"
-version = "1.3.1"
+version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "filelock" },
     { name = "platformdirs" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/48/60/e88788207d81e46362cfbef0d4aaf4c0f49efc3c12d4c3fa3f542c34ebec/python_discovery-1.3.1.tar.gz", hash = "sha256:62f6db28064c9613e7ca76cb3f00c38c839a07c31c00dfe7ed0986493d2150a6", size = 68011, upload-time = "2026-05-12T20:53:36.336Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a6/12/38c1a0b1e64806780c9563e3fc9f6e472251839662587cfbe9bfaf2ae10a/python_discovery-1.4.0.tar.gz", hash = "sha256:eb8bc7daad3c226c147e45bb4e970a1feb1bf4048ee178e6db59e197b8010ce3", size = 68455, upload-time = "2026-05-28T01:15:37.639Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b7/6f/a05a317a66fee0aad270011461f1a63a453ed12471249f172f7d2e2bc7b4/python_discovery-1.3.1-py3-none-any.whl", hash = "sha256:ed188687ebb3b82c01a17cd5ac62fc94d9f6487a7f1a0f9dfe89753fec91039c", size = 33185, upload-time = "2026-05-12T20:53:34.969Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/8d/3d316429f65029532bb1e28ff77b797d86b5ac3915bb44ca4e19aa283d43/python_discovery-1.4.0-py3-none-any.whl", hash = "sha256:26ed78d703e234879a66244c7d4114563fb13ec5cd30a2d1357e5fb4850782da", size = 33217, upload-time = "2026-05-28T01:15:36.573Z" },
 ]
 
 [[package]]
@@ -1513,7 +1503,7 @@ wheels = [
 
 [[package]]
 name = "requests"
-version = "2.34.0"
+version = "2.34.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "certifi" },
@@ -1521,9 +1511,9 @@ dependencies = [
     { name = "idna" },
     { name = "urllib3" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/43/b8/7a707d60fea4c49094e40262cc0e2ca6c768cca21587e34d3f705afec47e/requests-2.34.0.tar.gz", hash = "sha256:7d62fe92f50eb82c529b0916bb445afa1531a566fc8f35ffdc64446e771b856a", size = 142436, upload-time = "2026-05-11T19:29:51.717Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ac/c3/e2a2b89f2d3e2179abd6d00ebd70bff6273f37fb3e0cc209f48b39d00cbf/requests-2.34.2.tar.gz", hash = "sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed", size = 142856, upload-time = "2026-05-14T19:25:27.735Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ef/e6/e300fce5fe83c30520607a015dabd985df3251e188d234bfe9492e17a389/requests-2.34.0-py3-none-any.whl", hash = "sha256:917520a21b767485ce7c588f4ebb917c436b24a31231b44228715eaeb5a52c60", size = 73021, upload-time = "2026-05-11T19:29:49.923Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/f4/c67b0b3f1b9245e8d266f0f112c500d50e5b4e83cb6f3b71b6528104182a/requests-2.34.2-py3-none-any.whl", hash = "sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0", size = 73075, upload-time = "2026-05-14T19:25:26.443Z" },
 ]
 
 [[package]]
@@ -1550,27 +1540,27 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.15.12"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/99/43/3291f1cc9106f4c63bdce7a8d0df5047fe8422a75b091c16b5e9355e0b11/ruff-0.15.12.tar.gz", hash = "sha256:ecea26adb26b4232c0c2ca19ccbc0083a68344180bba2a600605538ce51a40a6", size = 4643852, upload-time = "2026-04-24T18:17:14.305Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c3/6e/e78ffb61d4686f3d96ba3df2c801161843746dcbcbb17a1e927d4829312b/ruff-0.15.12-py3-none-linux_armv6l.whl", hash = "sha256:f86f176e188e94d6bdbc09f09bfd9dc729059ad93d0e7390b5a73efe19f8861c", size = 10640713, upload-time = "2026-04-24T18:17:22.841Z" },
-    { url = "https://files.pythonhosted.org/packages/ae/08/a317bc231fb9e7b93e4ef3089501e51922ff88d6936ce5cf870c4fe55419/ruff-0.15.12-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:e3bcd123364c3770b8e1b7baaf343cc99a35f197c5c6e8af79015c666c423a6c", size = 11069267, upload-time = "2026-04-24T18:17:30.105Z" },
-    { url = "https://files.pythonhosted.org/packages/aa/a4/f828e9718d3dce1f5f11c39c4f65afd32783c8b2aebb2e3d259e492c47bd/ruff-0.15.12-py3-none-macosx_11_0_arm64.whl", hash = "sha256:fe87510d000220aa1ed530d4448a7c696a0cae1213e5ec30e5874287b66557b5", size = 10397182, upload-time = "2026-04-24T18:17:07.177Z" },
-    { url = "https://files.pythonhosted.org/packages/71/e0/3310fc6d1b5e1fdea22bf3b1b807c7e187b581021b0d7d4514cccdb5fb71/ruff-0.15.12-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:84a1630093121375a3e2a95b4a6dc7b59e2b4ee76216e32d81aae550a832d002", size = 10758012, upload-time = "2026-04-24T18:16:55.759Z" },
-    { url = "https://files.pythonhosted.org/packages/11/c1/a606911aee04c324ddaa883ae418f3569792fd3c4a10c50e0dd0a2311e1e/ruff-0.15.12-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:fb129f40f114f089ebe0ca56c0d251cf2061b17651d464bb6478dc01e69f11f5", size = 10447479, upload-time = "2026-04-24T18:16:51.677Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/68/4201e8444f0894f21ab4aeeaee68aa4f10b51613514a20d80bd628d57e88/ruff-0.15.12-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b0c862b172d695db7598426b8af465e7e9ac00a3ea2a3630ee67eb82e366aaa6", size = 11234040, upload-time = "2026-04-24T18:17:16.529Z" },
-    { url = "https://files.pythonhosted.org/packages/34/ff/8a6d6cf4ccc23fd67060874e832c18919d1557a0611ebef03fdb01fff11e/ruff-0.15.12-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2849ea9f3484c3aca43a82f484210370319e7170df4dfe4843395ddf6c57bc33", size = 12087377, upload-time = "2026-04-24T18:17:04.944Z" },
-    { url = "https://files.pythonhosted.org/packages/85/f6/c669cf73f5152f623d34e69866a46d5e6185816b19fcd5b6dd8a2d299922/ruff-0.15.12-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:9e77c7e51c07fe396826d5969a5b846d9cd4c402535835fb6e21ce8b28fef847", size = 11367784, upload-time = "2026-04-24T18:17:25.409Z" },
-    { url = "https://files.pythonhosted.org/packages/e8/39/c61d193b8a1daaa8977f7dea9e8d8ba866e02ea7b65d32f6861693aa4c12/ruff-0.15.12-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:83b2f4f2f3b1026b5fb449b467d9264bf22067b600f7b6f41fc5958909f449d0", size = 11344088, upload-time = "2026-04-24T18:17:12.258Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/8d/49afab3645e31e12c590acb6d3b5b69d7aab5b81926dbaf7461f9441f37a/ruff-0.15.12-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:9ba3b8f1afd7e2e43d8943e55f249e13f9682fde09711644a6e7290eb4f3e339", size = 11271770, upload-time = "2026-04-24T18:17:02.457Z" },
-    { url = "https://files.pythonhosted.org/packages/46/06/33f41fe94403e2b755481cdfb9b7ef3e4e0ed031c4581124658d935d52b4/ruff-0.15.12-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:e852ba9fdc890655e1d78f2df1499efbe0e54126bd405362154a75e2bde159c5", size = 10719355, upload-time = "2026-04-24T18:17:27.648Z" },
-    { url = "https://files.pythonhosted.org/packages/0d/59/18aa4e014debbf559670e4048e39260a85c7fcee84acfd761ac01e7b8d35/ruff-0.15.12-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:dd8aed930da53780d22fc70bdf84452c843cf64f8cb4eb38984319c24c5cd5fd", size = 10462758, upload-time = "2026-04-24T18:17:32.347Z" },
-    { url = "https://files.pythonhosted.org/packages/25/e7/cc9f16fd0f3b5fddcbd7ec3d6ae30c8f3fde1047f32a4093a98d633c6570/ruff-0.15.12-py3-none-musllinux_1_2_i686.whl", hash = "sha256:01da3988d225628b709493d7dc67c3b9b12c0210016b08690ef9bd27970b262b", size = 10953498, upload-time = "2026-04-24T18:17:20.674Z" },
-    { url = "https://files.pythonhosted.org/packages/72/7a/a9ba7f98c7a575978698f4230c5e8cc54bbc761af34f560818f933dafa0c/ruff-0.15.12-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:9cae0f92bd5700d1213188b31cd3bdd2b315361296d10b96b8e2337d3d11f53e", size = 11447765, upload-time = "2026-04-24T18:17:09.755Z" },
-    { url = "https://files.pythonhosted.org/packages/ea/f9/0ae446942c846b8266059ad8a30702a35afae55f5cdc54c5adf8d7afdc27/ruff-0.15.12-py3-none-win32.whl", hash = "sha256:d0185894e038d7043ba8fd6aee7499ece6462dc0ea9f1e260c7451807c714c20", size = 10657277, upload-time = "2026-04-24T18:17:18.591Z" },
-    { url = "https://files.pythonhosted.org/packages/33/f1/9614e03e1cdcbf9437570b5400ced8a720b5db22b28d8e0f1bda429f660d/ruff-0.15.12-py3-none-win_amd64.whl", hash = "sha256:c87a162d61ab3adca47c03f7f717c68672edec7d1b5499e652331780fe74950d", size = 11837758, upload-time = "2026-04-24T18:17:00.113Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/98/6beb4b351e472e5f4c4613f7c35a5290b8be2497e183825310c4c3a3984b/ruff-0.15.12-py3-none-win_arm64.whl", hash = "sha256:a538f7a82d061cee7be55542aca1d86d1393d55d81d4fcc314370f4340930d4f", size = 11120821, upload-time = "2026-04-24T18:16:57.979Z" },
+version = "0.15.16"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a6/bd/5f7ec371001337d8fa61701c186ff8b613ecac1651848c5950f4c4d5f2e9/ruff-0.15.16.tar.gz", hash = "sha256:d05e78d38c78caf020b03789e25106c93017db5a0cb6e2819885018c61343b78", size = 4714267, upload-time = "2026-06-04T16:33:09.974Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0c/42/53ef1c3953f157956db9bf7861e3bc50b9b887ce93300aa48cdba8336fe6/ruff-0.15.16-py3-none-linux_armv6l.whl", hash = "sha256:6ac3c0b3969cc6cf6b158c4e2f8f682acb58e7d700d8a44b65ecdc72d66ab0b2", size = 10709025, upload-time = "2026-06-04T16:32:51.935Z" },
+    { url = "https://files.pythonhosted.org/packages/93/9a/a79159346f19134a956607754e57d8d128f7a4c00f4ad2f7514d224c172c/ruff-0.15.16-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:197c207ed75ffba54a0dec23db4aa939a27a3053073e085e0042433cbdc58e4a", size = 11063550, upload-time = "2026-06-04T16:32:42.24Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/72/3ce2ac000a5299ec238e01f51397b3b653c93b077d9b1bfe8715bb895f20/ruff-0.15.16-py3-none-macosx_11_0_arm64.whl", hash = "sha256:3a39fec45ab316cc23e7558f23fea4a70403ddb5648ea9a4a3854a16973d0071", size = 10421345, upload-time = "2026-06-04T16:32:37.251Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/c2/cc7fad3ec9169373f5b6a18f1917b91080feec40c3f9658334a1d28e2f03/ruff-0.15.16-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ba93191d79003116b95128c9d306e045200fdbd0bccb782b110f3cd1d4abc5cf", size = 10757217, upload-time = "2026-06-04T16:32:54.722Z" },
+    { url = "https://files.pythonhosted.org/packages/69/d2/3474009eaa0a65b31fa7152a2fad5e2f050c640ceb1e6b02ee6922e94c82/ruff-0.15.16-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c6ee4b90520630120ef032aa5cc10db483852dff950e78b1d717e2993a61ac8d", size = 10507035, upload-time = "2026-06-04T16:33:05.343Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/81/b7ae6ccbd11f0c8dc3d5d67fc4be9b57ff57ca86ba56152021378e1277f2/ruff-0.15.16-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4e4215bc938bc3c8215c1472c1aa437e310fee20cd427335fec9d7e609563628", size = 11255291, upload-time = "2026-06-04T16:32:49.49Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/e1/46e526f1a7cc90857ce6ddf25fbb77eb6568651ac38d71b033af07076dd5/ruff-0.15.16-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7c8d26be963b090f10e29abc8b3e74a2a321f6fa34e02424e30b5af89350ecbb", size = 12124922, upload-time = "2026-06-04T16:33:07.821Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/da/5c791b088b596b24d0deb967fa28ae02ad751a140c0b9ea81c5ab915d6c0/ruff-0.15.16-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f198cf4123602a2280ed46c307bcbafe41758d6fee5b456b6b6058ca1514b3b4", size = 11332186, upload-time = "2026-06-04T16:33:02.971Z" },
+    { url = "https://files.pythonhosted.org/packages/72/11/5da87abe20047c8962361473923ebb2f62b595250126aadfad8c20649c1e/ruff-0.15.16-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bb27515fa6240fb586ae82b901a59e67d24acff86f2190b433dc542fe0435aeb", size = 11373541, upload-time = "2026-06-04T16:32:47.007Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/2a/8554754c23a854ae3fd6b507e36ad61ddb121e298c6d5d617dec94ed0f14/ruff-0.15.16-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:a267c46ba1593fc26b8eecbea050b39d40c0b6bb7781ee11c90a02cd10032951", size = 11353014, upload-time = "2026-06-04T16:32:34.795Z" },
+    { url = "https://files.pythonhosted.org/packages/62/25/62ea41529ec89f742ea3fed9cb1059c72877ec7cf9b9e99ac9cf3294d1d9/ruff-0.15.16-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:528c68f39a91498a8d50e91ff5985df3d105782bab49cc378e73ac26bff083e8", size = 10737467, upload-time = "2026-06-04T16:32:26.348Z" },
+    { url = "https://files.pythonhosted.org/packages/90/17/334d3ad9de4d40f9dd58fdd09e35ce64553bb501e2f19a839e2fb6be14fc/ruff-0.15.16-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:7ed55c58950df60589a9a7a5d2f8fa5f54ebd287163be805adfe6ee95a9de123", size = 10521910, upload-time = "2026-06-04T16:32:32.54Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/bd/3ac7c6ae77a885c1004b3dda2446ea401768d24f851c14b4ad4b24f6639c/ruff-0.15.16-py3-none-musllinux_1_2_i686.whl", hash = "sha256:d482feaf51512b50f9790ceb417a56a61dd1e9d9bf967662b9ed27c01b34f53a", size = 10979190, upload-time = "2026-06-04T16:32:57.492Z" },
+    { url = "https://files.pythonhosted.org/packages/33/d7/609546e6a413c3f216fbf2a50c928f97c80939154f6a0503114094a86191/ruff-0.15.16-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:1e15bc8c94513dae2a40cc9ef07c94fdd4ecc9e29dabebeebe170f952322c9e3", size = 11477014, upload-time = "2026-06-04T16:32:44.687Z" },
+    { url = "https://files.pythonhosted.org/packages/74/0d/f2cd247ad32633a5c36e97141a2c21b11c6279f7957bc2ff360b1e08fddd/ruff-0.15.16-py3-none-win32.whl", hash = "sha256:580378f7bd4aa25f72e74aa54948a9622f142b1e509521dd10902e886681cc1e", size = 10735541, upload-time = "2026-06-04T16:32:30.145Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/9e/02e845ef151b1dee585e55c4739f8e1734ae1d9f1221dff65761c162208b/ruff-0.15.16-py3-none-win_amd64.whl", hash = "sha256:408256017284eddf98fff77b29aa4fb30f586042d535b2d9befc6512f400aaec", size = 11843403, upload-time = "2026-06-04T16:32:39.76Z" },
+    { url = "https://files.pythonhosted.org/packages/15/19/016553f86f207450aebebc2b2b5088d086b901cc8186c02ac4284db3bd88/ruff-0.15.16-py3-none-win_arm64.whl", hash = "sha256:8cd61783afb39638a7133ef0d2dfb1e91277593962f81b5a8423eb0b888a6121", size = 11134555, upload-time = "2026-06-04T16:33:00.136Z" },
 ]
 
 [[package]]
@@ -1684,20 +1674,20 @@ wheels = [
 
 [[package]]
 name = "snowballstemmer"
-version = "3.0.1"
+version = "3.1.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/75/a7/9810d872919697c9d01295633f5d574fb416d47e535f258272ca1f01f447/snowballstemmer-3.0.1.tar.gz", hash = "sha256:6d5eeeec8e9f84d4d56b847692bacf79bc2c8e90c7f80ca4444ff8b6f2e52895", size = 105575, upload-time = "2025-05-09T16:34:51.843Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/43/f8/0a71edf031f03c40db17503cb8ca78a69a171254e568e7db241b0ab57ea1/snowballstemmer-3.1.1.tar.gz", hash = "sha256:e07bbc54a0d798fe6010a12398422e62a8bfbba95c394fd0956ef58cb4d3e260", size = 123314, upload-time = "2026-06-03T00:56:40.194Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c8/78/3565d011c61f5a43488987ee32b6f3f656e7f107ac2782dd57bdd7d91d9a/snowballstemmer-3.0.1-py3-none-any.whl", hash = "sha256:6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064", size = 103274, upload-time = "2025-05-09T16:34:50.371Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/07/2ebca9b11fb9be7340a818d8d6f63feaebb146be2c4afbd6061701d6df6e/snowballstemmer-3.1.1-py3-none-any.whl", hash = "sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752", size = 104164, upload-time = "2026-06-03T00:56:38.614Z" },
 ]
 
 [[package]]
 name = "soupsieve"
-version = "2.8.3"
+version = "2.8.4"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/7b/ae/2d9c981590ed9999a0d91755b47fc74f74de286b0f5cee14c9269041e6c4/soupsieve-2.8.3.tar.gz", hash = "sha256:3267f1eeea4251fb42728b6dfb746edc9acaffc4a45b27e19450b676586e8349", size = 118627, upload-time = "2026-01-20T04:27:02.457Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/47/2c/0a5f6f8ee0d5589e48c7640213ed5175d52cf540a06725b628cc1a45d6ce/soupsieve-2.8.4.tar.gz", hash = "sha256:e121fd02e975c695e4e9e8774a5ee35d74714b59307868dcc5319ad2d9e3328e", size = 121110, upload-time = "2026-05-24T13:55:57.154Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/46/2c/1462b1d0a634697ae9e55b3cecdcb64788e8b7d63f54d923fcd0bb140aed/soupsieve-2.8.3-py3-none-any.whl", hash = "sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95", size = 37016, upload-time = "2026-01-20T04:27:01.012Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/f5/0c41cb68dcae6b7de4fac4188a3a9589e21fb31df21ea3a2e888db95e6c9/soupsieve-2.8.4-py3-none-any.whl", hash = "sha256:e7e6b0769c8f51ed59acab6e994b00621096cfb1c640a7509295987388fbaf65", size = 37304, upload-time = "2026-05-24T13:55:55.406Z" },
 ]
 
 [[package]]
@@ -1949,38 +1939,38 @@ wheels = [
 
 [[package]]
 name = "typer"
-version = "0.25.1"
+version = "0.26.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
-    { name = "click" },
+    { name = "colorama", marker = "sys_platform == 'win32'" },
     { name = "rich" },
     { name = "shellingham" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/e4/51/9aed62104cea109b820bbd6c14245af756112017d309da813ef107d42e7e/typer-0.25.1.tar.gz", hash = "sha256:9616eb8853a09ffeabab1698952f33c6f29ffdbceb4eaeecf571880e8d7664cc", size = 122276, upload-time = "2026-04-30T19:32:16.964Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/5e/ed/ef06584ccdd5c410df0837951ecd7e15d9a6144ea1bd4c73cecab1a89891/typer-0.26.7.tar.gz", hash = "sha256:e314a34c617e419c091b2830dda3ea1f257134ff593061a8f5b9717ab8dddb3a", size = 201709, upload-time = "2026-06-03T07:18:06.843Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/3f/f9/2b3ff4e56e5fa7debfaf9eb135d0da96f3e9a1d5b27222223c7296336e5f/typer-0.25.1-py3-none-any.whl", hash = "sha256:75caa44ed46a03fb2dab8808753ffacdbfea88495e74c85a28c5eefcf5f39c89", size = 58409, upload-time = "2026-04-30T19:32:18.271Z" },
+    { url = "https://files.pythonhosted.org/packages/24/25/2201973529af2c954de0bb725323c3aaed6d7f0ceee8f550dec9185df013/typer-0.26.7-py3-none-any.whl", hash = "sha256:5c87cfbc5d34491c5346ebf49c23e18d56ccb863268d3a8d592b26087c2f5e58", size = 122456, upload-time = "2026-06-03T07:18:05.732Z" },
 ]
 
 [[package]]
 name = "types-deprecated"
-version = "1.3.1.20260508"
+version = "1.3.1.20260520"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/7a/3e/9cd21c9292ea64682f1533d315d429c7e35617e168fd54b90e22d530178c/types_deprecated-1.3.1.20260508.tar.gz", hash = "sha256:a03c378da8fd83e2d5715fcdab204cfed1cfccf09766163390333684bb8413c8", size = 8566, upload-time = "2026-05-08T04:46:13.754Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e9/86/8cc66b0a4d01826e64f86e0001b8755105d1b6052c654e2448a0e72750ee/types_deprecated-1.3.1.20260520.tar.gz", hash = "sha256:4d0d9e5521432d9ce88169fb8b793b45d70d8e8cc1a7ecd5a4465abbf83c9ab4", size = 8649, upload-time = "2026-05-20T05:55:57.211Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7f/9f/d05eefc9d26aa2aa2d07f3cde9a909b569370324acfd8403ff7bee466419/types_deprecated-1.3.1.20260508-py3-none-any.whl", hash = "sha256:02de536e9a57fc5fdff09ecfdaae3099a000764597ec4c03b343db4f09adbb37", size = 9059, upload-time = "2026-05-08T04:46:12.686Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/27/e8fd41f0d41b964870d370e7fc78311193910fe9a15c7399ade4a4aeea58/types_deprecated-1.3.1.20260520-py3-none-any.whl", hash = "sha256:8af853b7ccd3b7685159f3ab2e3b6f7999b6cd7e425cda02749e32a42a96c7d6", size = 9105, upload-time = "2026-05-20T05:55:56.259Z" },
 ]
 
 [[package]]
 name = "types-networkx"
-version = "3.6.1.20260512"
+version = "3.6.1.20260518"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/7e/13/1f7a223c2a7c74d660d391413a68cb9d0a2aa8b2b90c16f1fd9be27384a6/types_networkx-3.6.1.20260512.tar.gz", hash = "sha256:c1fc309f3a93b393ea20e2153c3a01b43c152f348a9f5039e43b5f6bf9102dc7", size = 73844, upload-time = "2026-05-12T05:29:26.873Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f9/9f/e6fe2543aecbfe4d67fe86f280afae1e6d532c49755c5fb6c1f05f8af91e/types_networkx-3.6.1.20260518.tar.gz", hash = "sha256:af3ab153815b366c3695a0015cc75aece9b3eb0e5df56bb60ffee0b7cec8f630", size = 73977, upload-time = "2026-05-18T06:06:05.573Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ce/93/23408a3f681aaa9186a3bfe4927eb4cc91d634f2c6148447213c9ada4071/types_networkx-3.6.1.20260512-py3-none-any.whl", hash = "sha256:6369ecfa733101a45fb43c1c741f217a02c30c79373708a047310ec277b1c01d", size = 162405, upload-time = "2026-05-12T05:29:25.441Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/4f/422a91e9fa008b804746fc2ce4da5bcb7eca4bfb45c31e8282fbb3664601/types_networkx-3.6.1.20260518-py3-none-any.whl", hash = "sha256:574304deea33828fb32cdca757af84f79b67bd80164aa1725c52a95d4a9347e6", size = 162454, upload-time = "2026-05-18T06:06:04.417Z" },
 ]
 
 [[package]]
@@ -2012,7 +2002,7 @@ wheels = [
 
 [[package]]
 name = "virtualenv"
-version = "21.3.2"
+version = "21.4.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "distlib" },
@@ -2020,73 +2010,73 @@ dependencies = [
     { name = "platformdirs" },
     { name = "python-discovery" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/69/e1/665267cea4767debd19f584667a9197c2098b5e7f67a502da9f3a086ab37/virtualenv-21.3.2.tar.gz", hash = "sha256:3ecda97894a6fc1c53106356f488690e5c86278c1f693f3fc0805ac85a513686", size = 7613810, upload-time = "2026-05-12T14:44:18.01Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e1/0d/4e93c8e6d1001a75763f87d8f5ecda8ebc7f4aa2153dddfaf4ae8892821a/virtualenv-21.4.2.tar.gz", hash = "sha256:38e6ee0a555615c0ea9da2ac7e9998fe8dc3b911dd33ad8eaad2020957653b0c", size = 7613326, upload-time = "2026-05-31T17:01:22.827Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/20/5b/885f479093f6627669d39b57bc3d4e674da532e1a4b247d473a61d8d2118/virtualenv-21.3.2-py3-none-any.whl", hash = "sha256:c58ea748fa50bb2a4367da5ba3d30b02458ed40b4ea888faad94021f3309f764", size = 7594558, upload-time = "2026-05-12T14:44:15.193Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/c4/557dc082be035381b85fdb2b74e21d3d21b57750b74f2b47a32f3a639ff9/virtualenv-21.4.2-py3-none-any.whl", hash = "sha256:854210ca524a1a4d0d744734f4acbc721c3ffe163b85bbf5d56d14d5ae2f0fae", size = 7594079, upload-time = "2026-05-31T17:01:20.735Z" },
 ]
 
 [[package]]
 name = "wrapt"
-version = "2.1.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/2e/64/925f213fdcbb9baeb1530449ac71a4d57fc361c053d06bf78d0c5c7cd80c/wrapt-2.1.2.tar.gz", hash = "sha256:3996a67eecc2c68fd47b4e3c564405a5777367adfd9b8abb58387b63ee83b21e", size = 81678, upload-time = "2026-03-06T02:53:25.134Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/4c/b6/1db817582c49c7fcbb7df6809d0f515af29d7c2fbf57eb44c36e98fb1492/wrapt-2.1.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:ff2aad9c4cda28a8f0653fc2d487596458c2a3f475e56ba02909e950a9efa6a9", size = 61255, upload-time = "2026-03-06T02:52:45.663Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/16/9b02a6b99c09227c93cd4b73acc3678114154ec38da53043c0ddc1fba0dc/wrapt-2.1.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:6433ea84e1cfacf32021d2a4ee909554ade7fd392caa6f7c13f1f4bf7b8e8748", size = 61848, upload-time = "2026-03-06T02:53:48.728Z" },
-    { url = "https://files.pythonhosted.org/packages/af/aa/ead46a88f9ec3a432a4832dfedb84092fc35af2d0ba40cd04aea3889f247/wrapt-2.1.2-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:c20b757c268d30d6215916a5fa8461048d023865d888e437fab451139cad6c8e", size = 121433, upload-time = "2026-03-06T02:54:40.328Z" },
-    { url = "https://files.pythonhosted.org/packages/3a/9f/742c7c7cdf58b59085a1ee4b6c37b013f66ac33673a7ef4aaed5e992bc33/wrapt-2.1.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:79847b83eb38e70d93dc392c7c5b587efe65b3e7afcc167aa8abd5d60e8761c8", size = 123013, upload-time = "2026-03-06T02:53:26.58Z" },
-    { url = "https://files.pythonhosted.org/packages/e8/44/2c3dd45d53236b7ed7c646fcf212251dc19e48e599debd3926b52310fafb/wrapt-2.1.2-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:f8fba1bae256186a83d1875b2b1f4e2d1242e8fac0f58ec0d7e41b26967b965c", size = 117326, upload-time = "2026-03-06T02:53:11.547Z" },
-    { url = "https://files.pythonhosted.org/packages/74/e2/b17d66abc26bd96f89dec0ecd0ef03da4a1286e6ff793839ec431b9fae57/wrapt-2.1.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e3d3b35eedcf5f7d022291ecd7533321c4775f7b9cd0050a31a68499ba45757c", size = 121444, upload-time = "2026-03-06T02:54:09.5Z" },
-    { url = "https://files.pythonhosted.org/packages/3c/62/e2977843fdf9f03daf1586a0ff49060b1b2fc7ff85a7ea82b6217c1ae36e/wrapt-2.1.2-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:6f2c5390460de57fa9582bc8a1b7a6c86e1a41dfad74c5225fc07044c15cc8d1", size = 116237, upload-time = "2026-03-06T02:54:03.884Z" },
-    { url = "https://files.pythonhosted.org/packages/88/dd/27fc67914e68d740bce512f11734aec08696e6b17641fef8867c00c949fc/wrapt-2.1.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:7dfa9f2cf65d027b951d05c662cc99ee3bd01f6e4691ed39848a7a5fffc902b2", size = 120563, upload-time = "2026-03-06T02:53:20.412Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/9f/b750b3692ed2ef4705cb305bd68858e73010492b80e43d2a4faa5573cbe7/wrapt-2.1.2-cp312-cp312-win32.whl", hash = "sha256:eba8155747eb2cae4a0b913d9ebd12a1db4d860fc4c829d7578c7b989bd3f2f0", size = 58198, upload-time = "2026-03-06T02:53:37.732Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/b2/feecfe29f28483d888d76a48f03c4c4d8afea944dbee2b0cd3380f9df032/wrapt-2.1.2-cp312-cp312-win_amd64.whl", hash = "sha256:1c51c738d7d9faa0b3601708e7e2eda9bf779e1b601dce6c77411f2a1b324a63", size = 60441, upload-time = "2026-03-06T02:52:47.138Z" },
-    { url = "https://files.pythonhosted.org/packages/44/e1/e328f605d6e208547ea9fd120804fcdec68536ac748987a68c47c606eea8/wrapt-2.1.2-cp312-cp312-win_arm64.whl", hash = "sha256:c8e46ae8e4032792eb2f677dbd0d557170a8e5524d22acc55199f43efedd39bf", size = 58836, upload-time = "2026-03-06T02:53:22.053Z" },
-    { url = "https://files.pythonhosted.org/packages/4c/7a/d936840735c828b38d26a854e85d5338894cda544cb7a85a9d5b8b9c4df7/wrapt-2.1.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:787fd6f4d67befa6fe2abdffcbd3de2d82dfc6fb8a6d850407c53332709d030b", size = 61259, upload-time = "2026-03-06T02:53:41.922Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/88/9a9b9a90ac8ca11c2fdb6a286cb3a1fc7dd774c00ed70929a6434f6bc634/wrapt-2.1.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:4bdf26e03e6d0da3f0e9422fd36bcebf7bc0eeb55fdf9c727a09abc6b9fe472e", size = 61851, upload-time = "2026-03-06T02:52:48.672Z" },
-    { url = "https://files.pythonhosted.org/packages/03/a9/5b7d6a16fd6533fed2756900fc8fc923f678179aea62ada6d65c92718c00/wrapt-2.1.2-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:bbac24d879aa22998e87f6b3f481a5216311e7d53c7db87f189a7a0266dafffb", size = 121446, upload-time = "2026-03-06T02:54:14.013Z" },
-    { url = "https://files.pythonhosted.org/packages/45/bb/34c443690c847835cfe9f892be78c533d4f32366ad2888972c094a897e39/wrapt-2.1.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:16997dfb9d67addc2e3f41b62a104341e80cac52f91110dece393923c0ebd5ca", size = 123056, upload-time = "2026-03-06T02:54:10.829Z" },
-    { url = "https://files.pythonhosted.org/packages/93/b9/ff205f391cb708f67f41ea148545f2b53ff543a7ac293b30d178af4d2271/wrapt-2.1.2-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:162e4e2ba7542da9027821cb6e7c5e068d64f9a10b5f15512ea28e954893a267", size = 117359, upload-time = "2026-03-06T02:53:03.623Z" },
-    { url = "https://files.pythonhosted.org/packages/1f/3d/1ea04d7747825119c3c9a5e0874a40b33594ada92e5649347c457d982805/wrapt-2.1.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f29c827a8d9936ac320746747a016c4bc66ef639f5cd0d32df24f5eacbf9c69f", size = 121479, upload-time = "2026-03-06T02:53:45.844Z" },
-    { url = "https://files.pythonhosted.org/packages/78/cc/ee3a011920c7a023b25e8df26f306b2484a531ab84ca5c96260a73de76c0/wrapt-2.1.2-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:a9dd9813825f7ecb018c17fd147a01845eb330254dff86d3b5816f20f4d6aaf8", size = 116271, upload-time = "2026-03-06T02:54:46.356Z" },
-    { url = "https://files.pythonhosted.org/packages/98/fd/e5ff7ded41b76d802cf1191288473e850d24ba2e39a6ec540f21ae3b57cb/wrapt-2.1.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6f8dbdd3719e534860d6a78526aafc220e0241f981367018c2875178cf83a413", size = 120573, upload-time = "2026-03-06T02:52:50.163Z" },
-    { url = "https://files.pythonhosted.org/packages/47/c5/242cae3b5b080cd09bacef0591691ba1879739050cc7c801ff35c8886b66/wrapt-2.1.2-cp313-cp313-win32.whl", hash = "sha256:5c35b5d82b16a3bc6e0a04349b606a0582bc29f573786aebe98e0c159bc48db6", size = 58205, upload-time = "2026-03-06T02:53:47.494Z" },
-    { url = "https://files.pythonhosted.org/packages/12/69/c358c61e7a50f290958809b3c61ebe8b3838ea3e070d7aac9814f95a0528/wrapt-2.1.2-cp313-cp313-win_amd64.whl", hash = "sha256:f8bc1c264d8d1cf5b3560a87bbdd31131573eb25f9f9447bb6252b8d4c44a3a1", size = 60452, upload-time = "2026-03-06T02:53:30.038Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/66/c8a6fcfe321295fd8c0ab1bd685b5a01462a9b3aa2f597254462fc2bc975/wrapt-2.1.2-cp313-cp313-win_arm64.whl", hash = "sha256:3beb22f674550d5634642c645aba4c72a2c66fb185ae1aebe1e955fae5a13baf", size = 58842, upload-time = "2026-03-06T02:52:52.114Z" },
-    { url = "https://files.pythonhosted.org/packages/da/55/9c7052c349106e0b3f17ae8db4b23a691a963c334de7f9dbd60f8f74a831/wrapt-2.1.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:0fc04bc8664a8bc4c8e00b37b5355cffca2535209fba1abb09ae2b7c76ddf82b", size = 63075, upload-time = "2026-03-06T02:53:19.108Z" },
-    { url = "https://files.pythonhosted.org/packages/09/a8/ce7b4006f7218248dd71b7b2b732d0710845a0e49213b18faef64811ffef/wrapt-2.1.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:a9b9d50c9af998875a1482a038eb05755dfd6fe303a313f6a940bb53a83c3f18", size = 63719, upload-time = "2026-03-06T02:54:33.452Z" },
-    { url = "https://files.pythonhosted.org/packages/e4/e5/2ca472e80b9e2b7a17f106bb8f9df1db11e62101652ce210f66935c6af67/wrapt-2.1.2-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:2d3ff4f0024dd224290c0eabf0240f1bfc1f26363431505fb1b0283d3b08f11d", size = 152643, upload-time = "2026-03-06T02:52:42.721Z" },
-    { url = "https://files.pythonhosted.org/packages/36/42/30f0f2cefca9d9cbf6835f544d825064570203c3e70aa873d8ae12e23791/wrapt-2.1.2-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3278c471f4468ad544a691b31bb856374fbdefb7fee1a152153e64019379f015", size = 158805, upload-time = "2026-03-06T02:54:25.441Z" },
-    { url = "https://files.pythonhosted.org/packages/bb/67/d08672f801f604889dcf58f1a0b424fe3808860ede9e03affc1876b295af/wrapt-2.1.2-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a8914c754d3134a3032601c6984db1c576e6abaf3fc68094bb8ab1379d75ff92", size = 145990, upload-time = "2026-03-06T02:53:57.456Z" },
-    { url = "https://files.pythonhosted.org/packages/68/a7/fd371b02e73babec1de6ade596e8cd9691051058cfdadbfd62a5898f3295/wrapt-2.1.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:ff95d4264e55839be37bafe1536db2ab2de19da6b65f9244f01f332b5286cfbf", size = 155670, upload-time = "2026-03-06T02:54:55.309Z" },
-    { url = "https://files.pythonhosted.org/packages/86/2d/9fe0095dfdb621009f40117dcebf41d7396c2c22dca6eac779f4c007b86c/wrapt-2.1.2-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:76405518ca4e1b76fbb1b9f686cff93aebae03920cc55ceeec48ff9f719c5f67", size = 144357, upload-time = "2026-03-06T02:54:24.092Z" },
-    { url = "https://files.pythonhosted.org/packages/0e/b6/ec7b4a254abbe4cde9fa15c5d2cca4518f6b07d0f1b77d4ee9655e30280e/wrapt-2.1.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:c0be8b5a74c5824e9359b53e7e58bef71a729bacc82e16587db1c4ebc91f7c5a", size = 150269, upload-time = "2026-03-06T02:53:31.268Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/6b/2fabe8ebf148f4ee3c782aae86a795cc68ffe7d432ef550f234025ce0cfa/wrapt-2.1.2-cp313-cp313t-win32.whl", hash = "sha256:f01277d9a5fc1862f26f7626da9cf443bebc0abd2f303f41c5e995b15887dabd", size = 59894, upload-time = "2026-03-06T02:54:15.391Z" },
-    { url = "https://files.pythonhosted.org/packages/ca/fb/9ba66fc2dedc936de5f8073c0217b5d4484e966d87723415cc8262c5d9c2/wrapt-2.1.2-cp313-cp313t-win_amd64.whl", hash = "sha256:84ce8f1c2104d2f6daa912b1b5b039f331febfeee74f8042ad4e04992bd95c8f", size = 63197, upload-time = "2026-03-06T02:54:41.943Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/1c/012d7423c95d0e337117723eb8ecf73c622ce15a97847e84cf3f8f26cd7e/wrapt-2.1.2-cp313-cp313t-win_arm64.whl", hash = "sha256:a93cd767e37faeddbe07d8fc4212d5cba660af59bdb0f6372c93faaa13e6e679", size = 60363, upload-time = "2026-03-06T02:54:48.093Z" },
-    { url = "https://files.pythonhosted.org/packages/39/25/e7ea0b417db02bb796182a5316398a75792cd9a22528783d868755e1f669/wrapt-2.1.2-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:1370e516598854e5b4366e09ce81e08bfe94d42b0fd569b88ec46cc56d9164a9", size = 61418, upload-time = "2026-03-06T02:53:55.706Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/0f/fa539e2f6a770249907757eaeb9a5ff4deb41c026f8466c1c6d799088a9b/wrapt-2.1.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:6de1a3851c27e0bd6a04ca993ea6f80fc53e6c742ee1601f486c08e9f9b900a9", size = 61914, upload-time = "2026-03-06T02:52:53.37Z" },
-    { url = "https://files.pythonhosted.org/packages/53/37/02af1867f5b1441aaeda9c82deed061b7cd1372572ddcd717f6df90b5e93/wrapt-2.1.2-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:de9f1a2bbc5ac7f6012ec24525bdd444765a2ff64b5985ac6e0692144838542e", size = 120417, upload-time = "2026-03-06T02:54:30.74Z" },
-    { url = "https://files.pythonhosted.org/packages/c3/b7/0138a6238c8ba7476c77cf786a807f871672b37f37a422970342308276e7/wrapt-2.1.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:970d57ed83fa040d8b20c52fe74a6ae7e3775ae8cff5efd6a81e06b19078484c", size = 122797, upload-time = "2026-03-06T02:54:51.539Z" },
-    { url = "https://files.pythonhosted.org/packages/e1/ad/819ae558036d6a15b7ed290d5b14e209ca795dd4da9c58e50c067d5927b0/wrapt-2.1.2-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:3969c56e4563c375861c8df14fa55146e81ac11c8db49ea6fb7f2ba58bc1ff9a", size = 117350, upload-time = "2026-03-06T02:54:37.651Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/2d/afc18dc57a4600a6e594f77a9ae09db54f55ba455440a54886694a84c71b/wrapt-2.1.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:57d7c0c980abdc5f1d98b11a2aa3bb159790add80258c717fa49a99921456d90", size = 121223, upload-time = "2026-03-06T02:54:35.221Z" },
-    { url = "https://files.pythonhosted.org/packages/b9/5b/5ec189b22205697bc56eb3b62aed87a1e0423e9c8285d0781c7a83170d15/wrapt-2.1.2-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:776867878e83130c7a04237010463372e877c1c994d449ca6aaafeab6aab2586", size = 116287, upload-time = "2026-03-06T02:54:19.654Z" },
-    { url = "https://files.pythonhosted.org/packages/f7/2d/f84939a7c9b5e6cdd8a8d0f6a26cabf36a0f7e468b967720e8b0cd2bdf69/wrapt-2.1.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:fab036efe5464ec3291411fabb80a7a39e2dd80bae9bcbeeca5087fdfa891e19", size = 119593, upload-time = "2026-03-06T02:54:16.697Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/fe/ccd22a1263159c4ac811ab9374c061bcb4a702773f6e06e38de5f81a1bdc/wrapt-2.1.2-cp314-cp314-win32.whl", hash = "sha256:e6ed62c82ddf58d001096ae84ce7f833db97ae2263bff31c9b336ba8cfe3f508", size = 58631, upload-time = "2026-03-06T02:53:06.498Z" },
-    { url = "https://files.pythonhosted.org/packages/65/0a/6bd83be7bff2e7efaac7b4ac9748da9d75a34634bbbbc8ad077d527146df/wrapt-2.1.2-cp314-cp314-win_amd64.whl", hash = "sha256:467e7c76315390331c67073073d00662015bb730c566820c9ca9b54e4d67fd04", size = 60875, upload-time = "2026-03-06T02:53:50.252Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/c0/0b3056397fe02ff80e5a5d72d627c11eb885d1ca78e71b1a5c1e8c7d45de/wrapt-2.1.2-cp314-cp314-win_arm64.whl", hash = "sha256:da1f00a557c66225d53b095a97eace0fc5349e3bfda28fa34ffae238978ee575", size = 59164, upload-time = "2026-03-06T02:53:59.128Z" },
-    { url = "https://files.pythonhosted.org/packages/71/ed/5d89c798741993b2371396eb9d4634f009ff1ad8a6c78d366fe2883ea7a6/wrapt-2.1.2-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:62503ffbc2d3a69891cf29beeaccdb4d5e0a126e2b6a851688d4777e01428dbb", size = 63163, upload-time = "2026-03-06T02:52:54.873Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/8c/05d277d182bf36b0a13d6bd393ed1dec3468a25b59d01fba2dd70fe4d6ae/wrapt-2.1.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:c7e6cd120ef837d5b6f860a6ea3745f8763805c418bb2f12eeb1fa6e25f22d22", size = 63723, upload-time = "2026-03-06T02:52:56.374Z" },
-    { url = "https://files.pythonhosted.org/packages/f4/27/6c51ec1eff4413c57e72d6106bb8dec6f0c7cdba6503d78f0fa98767bcc9/wrapt-2.1.2-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:3769a77df8e756d65fbc050333f423c01ae012b4f6731aaf70cf2bef61b34596", size = 152652, upload-time = "2026-03-06T02:53:23.79Z" },
-    { url = "https://files.pythonhosted.org/packages/db/4c/d7dd662d6963fc7335bfe29d512b02b71cdfa23eeca7ab3ac74a67505deb/wrapt-2.1.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a76d61a2e851996150ba0f80582dd92a870643fa481f3b3846f229de88caf044", size = 158807, upload-time = "2026-03-06T02:53:35.742Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/4d/1e5eea1a78d539d346765727422976676615814029522c76b87a95f6bcdd/wrapt-2.1.2-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:6f97edc9842cf215312b75fe737ee7c8adda75a89979f8e11558dfff6343cc4b", size = 146061, upload-time = "2026-03-06T02:52:57.574Z" },
-    { url = "https://files.pythonhosted.org/packages/89/bc/62cabea7695cd12a288023251eeefdcb8465056ddaab6227cb78a2de005b/wrapt-2.1.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:4006c351de6d5007aa33a551f600404ba44228a89e833d2fadc5caa5de8edfbf", size = 155667, upload-time = "2026-03-06T02:53:39.422Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/99/6f2888cd68588f24df3a76572c69c2de28287acb9e1972bf0c83ce97dbc1/wrapt-2.1.2-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:a9372fc3639a878c8e7d87e1556fa209091b0a66e912c611e3f833e2c4202be2", size = 144392, upload-time = "2026-03-06T02:54:22.41Z" },
-    { url = "https://files.pythonhosted.org/packages/40/51/1dfc783a6c57971614c48e361a82ca3b6da9055879952587bc99fe1a7171/wrapt-2.1.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:3144b027ff30cbd2fca07c0a87e67011adb717eb5f5bd8496325c17e454257a3", size = 150296, upload-time = "2026-03-06T02:54:07.848Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/38/cbb8b933a0201076c1f64fc42883b0023002bdc14a4964219154e6ff3350/wrapt-2.1.2-cp314-cp314t-win32.whl", hash = "sha256:3b8d15e52e195813efe5db8cec156eebe339aaf84222f4f4f051a6c01f237ed7", size = 60539, upload-time = "2026-03-06T02:54:00.594Z" },
-    { url = "https://files.pythonhosted.org/packages/82/dd/e5176e4b241c9f528402cebb238a36785a628179d7d8b71091154b3e4c9e/wrapt-2.1.2-cp314-cp314t-win_amd64.whl", hash = "sha256:08ffa54146a7559f5b8df4b289b46d963a8e74ed16ba3687f99896101a3990c5", size = 63969, upload-time = "2026-03-06T02:54:39Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/99/79f17046cf67e4a95b9987ea129632ba8bcec0bc81f3fb3d19bdb0bd60cd/wrapt-2.1.2-cp314-cp314t-win_arm64.whl", hash = "sha256:72aaa9d0d8e4ed0e2e98019cea47a21f823c9dd4b43c7b77bba6679ffcca6a00", size = 60554, upload-time = "2026-03-06T02:53:14.132Z" },
-    { url = "https://files.pythonhosted.org/packages/1a/c7/8528ac2dfa2c1e6708f647df7ae144ead13f0a31146f43c7264b4942bf12/wrapt-2.1.2-py3-none-any.whl", hash = "sha256:b8fd6fa2b2c4e7621808f8c62e8317f4aae56e59721ad933bac5239d913cf0e8", size = 43993, upload-time = "2026-03-06T02:53:12.905Z" },
+version = "2.2.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/2d/9f/06263fcd8ad6c405f05a3905fd7a84dd3176eb5ad46e44bccc0cd16348bb/wrapt-2.2.1.tar.gz", hash = "sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9", size = 127620, upload-time = "2026-05-22T14:49:43.056Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/89/0c/bfae7b9401583b6d05938cd16dedc43857d96da2f8a3d50d78cc515bf6ff/wrapt-2.2.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0", size = 81021, upload-time = "2026-05-22T14:48:00.313Z" },
+    { url = "https://files.pythonhosted.org/packages/26/58/80f6a6599f933f4caecc1cb3ee88a04faf81e8b9bddbd6109c688dd63e0f/wrapt-2.2.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8", size = 81692, upload-time = "2026-05-22T14:48:01.49Z" },
+    { url = "https://files.pythonhosted.org/packages/17/93/fb357cc7847c58a8ae790be718903afa81a28d23e642c843dc4129e8a0b2/wrapt-2.2.1-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e", size = 169364, upload-time = "2026-05-22T14:48:02.791Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/0b/76b601ee309a8bd556af0eecb184394c20b3c49aa9c8e085aa1ffacc2568/wrapt-2.2.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926", size = 171079, upload-time = "2026-05-22T14:48:04.22Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/87/ee3f32d5658e3e26d3e0e457922b47a36dd3bfbdfee7f97bb3e802344a66/wrapt-2.2.1-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624", size = 160205, upload-time = "2026-05-22T14:48:05.553Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/d0/ae2fd64277a67f5d7bffcf2d05eea1e476263fb2a072baf0b0129ab85984/wrapt-2.2.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710", size = 168922, upload-time = "2026-05-22T14:48:07.132Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/f3/2d541a060c5bbafb9400bca4917e4d78bfd1f239f404782c86831a8f6b29/wrapt-2.2.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f", size = 158388, upload-time = "2026-05-22T14:48:08.629Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/68/8d92c8800c57e93cb116ae9e9d6cbafc34fade5ee9f9107b6f203fb4dc35/wrapt-2.2.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797", size = 167682, upload-time = "2026-05-22T14:48:10.042Z" },
+    { url = "https://files.pythonhosted.org/packages/30/72/83ea3790ea352439442349388e29ff07b76e0686265f9088bbb505d1608d/wrapt-2.2.1-cp312-cp312-win32.whl", hash = "sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052", size = 77857, upload-time = "2026-05-22T14:48:11.782Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/cb/99450668dd3502d62a54a1c8aa56e44f34cb8c1261b381cfe2e7926c3b75/wrapt-2.2.1-cp312-cp312-win_amd64.whl", hash = "sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5", size = 80825, upload-time = "2026-05-22T14:48:13.046Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/3a/87512881be64e743f9ee4c66f4cbe8e884974bef2a5989af71f999653ac7/wrapt-2.2.1-cp312-cp312-win_arm64.whl", hash = "sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579", size = 79087, upload-time = "2026-05-22T14:48:14.323Z" },
+    { url = "https://files.pythonhosted.org/packages/88/d1/a1b08f8f4fac8cbb156fa51cf64ee2c7f7f74f9875ba3cf70b3c58368694/wrapt-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb", size = 80831, upload-time = "2026-05-22T14:48:15.598Z" },
+    { url = "https://files.pythonhosted.org/packages/54/ce/57890814991446a845e09b3445ce8b694f27eb0577004f2c2a36a9772ed4/wrapt-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80", size = 81375, upload-time = "2026-05-22T14:48:17.071Z" },
+    { url = "https://files.pythonhosted.org/packages/38/65/08d7a6c76ac4493bdb668205ee9c1de1bd5daca61717c3e9aa49b4c01499/wrapt-2.2.1-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a", size = 167417, upload-time = "2026-05-22T14:48:18.303Z" },
+    { url = "https://files.pythonhosted.org/packages/62/ce/f1ccbee7a1bfe5cdc6b3da6bab4b45713d628b9294da32a39f563d648140/wrapt-2.2.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474", size = 166948, upload-time = "2026-05-22T14:48:19.768Z" },
+    { url = "https://files.pythonhosted.org/packages/86/2a/f85d48d1cd4869aee6704028d257d740a47c1c467b457ce396b4b5b55d07/wrapt-2.2.1-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143", size = 158148, upload-time = "2026-05-22T14:48:21.96Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/5c/93939ad11d4a12358ab1aab219a2ef5efa5612e0db6b9fc65af8af1a891b/wrapt-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a", size = 165905, upload-time = "2026-05-22T14:48:23.373Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/22/b8c2aa89862ff58605934d7abf4b70e6a5a1c33df96656f49035ccdf1c8a/wrapt-2.2.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9", size = 156712, upload-time = "2026-05-22T14:48:24.767Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/78/bf00a7b02239c12bb02ddcc3c0b971bfcc36e578c5a44f1ccfef5b458545/wrapt-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31", size = 166560, upload-time = "2026-05-22T14:48:26.83Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/93/6390ca9c5b787683cef588d04f57c8d41b9a2323b5597a65f18638c90ef2/wrapt-2.2.1-cp313-cp313-win32.whl", hash = "sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337", size = 77817, upload-time = "2026-05-22T14:48:28.221Z" },
+    { url = "https://files.pythonhosted.org/packages/97/73/ce10f0e71c0cfaa1a65faadb8efd4852028b3bb9ba28932b8889df769d38/wrapt-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215", size = 80736, upload-time = "2026-05-22T14:48:30.139Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/4c/89f4a6818fafbbd840330e4fa3873073e1bfc166133a64cac7f8fde7a5e3/wrapt-2.2.1-cp313-cp313-win_arm64.whl", hash = "sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f", size = 79099, upload-time = "2026-05-22T14:48:31.405Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/f2/9a8741c46f8c208ac0a45b25ba170bcb4fb72a2781d5fb97dbd7b6be73cb/wrapt-2.2.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8", size = 82802, upload-time = "2026-05-22T14:48:33.307Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/0d/e9c855716a3705eef1416456bdf062b60620726fdc59428ff670fc3c60dc/wrapt-2.2.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8", size = 83329, upload-time = "2026-05-22T14:48:34.593Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/d6/a88f1c13112b7831adac75cea65d8310e0d696d570c8961844c90a57b865/wrapt-2.2.1-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d", size = 202937, upload-time = "2026-05-22T14:48:35.859Z" },
+    { url = "https://files.pythonhosted.org/packages/42/65/e29d54aef06a4d898a5b8a25589a0b3769bde454f922fad8f6f89fbfb650/wrapt-2.2.1-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27", size = 209997, upload-time = "2026-05-22T14:48:38.153Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/91/e4454263516cf0e12640912fbca9a83654e424f0a6ddb79f5cd7ce14bf33/wrapt-2.2.1-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440", size = 194856, upload-time = "2026-05-22T14:48:39.69Z" },
+    { url = "https://files.pythonhosted.org/packages/de/d0/fe0ee202286afdf4a7f77dd29f195703145764d572aec209c5086e57d924/wrapt-2.2.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e", size = 205654, upload-time = "2026-05-22T14:48:43.456Z" },
+    { url = "https://files.pythonhosted.org/packages/23/b6/87d860dfc6460c246af70b1fd5c8b76df77571b42a493459423ded94fd7d/wrapt-2.2.1-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b", size = 192206, upload-time = "2026-05-22T14:48:44.858Z" },
+    { url = "https://files.pythonhosted.org/packages/df/46/3eea8cde077d985f239a38c0257087b8064fd9ee9b1a99e282d2c86da4ef/wrapt-2.2.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394", size = 198428, upload-time = "2026-05-22T14:48:46.319Z" },
+    { url = "https://files.pythonhosted.org/packages/18/dc/b927ee9c7fc67adc3a5658f246a0d275425eb840ba36e7b702e70f18bde8/wrapt-2.2.1-cp313-cp313t-win32.whl", hash = "sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562", size = 79448, upload-time = "2026-05-22T14:48:47.901Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/b3/fd30b473fe498c70e6b9a5f328b8d3fbaf1b8c3c481465f59724bba8eb70/wrapt-2.2.1-cp313-cp313t-win_amd64.whl", hash = "sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53", size = 83021, upload-time = "2026-05-22T14:48:49.201Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/f3/96c39153a8737a6e9aa85adef254ac4195bea3f2d24efc60472ccc3c9e2e/wrapt-2.2.1-cp313-cp313t-win_arm64.whl", hash = "sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e", size = 80295, upload-time = "2026-05-22T14:48:50.479Z" },
+    { url = "https://files.pythonhosted.org/packages/0a/a3/11d7f34ebbf3231bc907a3e6d5ee051b14d034c1bc7b65a97d5cc00516df/wrapt-2.2.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab", size = 80879, upload-time = "2026-05-22T14:48:51.802Z" },
+    { url = "https://files.pythonhosted.org/packages/13/3c/b74cfd984cef560b900fb1a727af20352d89e1f06bf2e1114dd3f00f5f5a/wrapt-2.2.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c", size = 81462, upload-time = "2026-05-22T14:48:53.18Z" },
+    { url = "https://files.pythonhosted.org/packages/15/a3/7c8f704b8dc07dfe0a5d01c2edbfd88317aa8e5e3fa7c743eb7a085ae767/wrapt-2.2.1-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c", size = 167251, upload-time = "2026-05-22T14:48:54.562Z" },
+    { url = "https://files.pythonhosted.org/packages/80/85/a34d1888d97247da6c2ff6118c3a721c73ed8cc4dd198c00208bb73b6f80/wrapt-2.2.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e", size = 166316, upload-time = "2026-05-22T14:48:56.065Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/d7/72ffaeb01eebc704afe3fb99e840480f4bda45f0fa66e3381b6a39251c8f/wrapt-2.2.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f", size = 157952, upload-time = "2026-05-22T14:48:57.924Z" },
+    { url = "https://files.pythonhosted.org/packages/24/5b/36f5d6b024e4edfdd90b140742d11ebcf7836daf5c9daf326c55c24db412/wrapt-2.2.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508", size = 166130, upload-time = "2026-05-22T14:48:59.384Z" },
+    { url = "https://files.pythonhosted.org/packages/81/06/9296d9e97bfdef5483dfcc859d57b095b257144b2bc5300ab521e06f4bc7/wrapt-2.2.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5", size = 156604, upload-time = "2026-05-22T14:49:00.921Z" },
+    { url = "https://files.pythonhosted.org/packages/53/37/16953929ed6776175720e58fc966e779926d8d71e2c7b2273230590ca71f/wrapt-2.2.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283", size = 166007, upload-time = "2026-05-22T14:49:02.332Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/73/20ee58c0612dae7c31131a7095345812ed2c7b389019e175f68cde34e5b4/wrapt-2.2.1-cp314-cp314-win32.whl", hash = "sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243", size = 78327, upload-time = "2026-05-22T14:49:03.722Z" },
+    { url = "https://files.pythonhosted.org/packages/22/b3/ef7c3295d02e0448a71c639a36a057f46d524d057c9486291a7a3039e65c/wrapt-2.2.1-cp314-cp314-win_amd64.whl", hash = "sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b", size = 81144, upload-time = "2026-05-22T14:49:05.093Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/dc/7bdf336953f99f4ceb0a584bb8870e42c8f26f93ea10c87834dad62f1668/wrapt-2.2.1-cp314-cp314-win_arm64.whl", hash = "sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36", size = 79569, upload-time = "2026-05-22T14:49:06.413Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/6d/6dfae80150ff1919c356d1dd528f049bcdfaae29b4d284bc957e022caef4/wrapt-2.2.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188", size = 82892, upload-time = "2026-05-22T14:49:07.925Z" },
+    { url = "https://files.pythonhosted.org/packages/82/7b/4e34766a7d7804ffce9e71befe47e9b3225dc350c49c94493c4ab39fd3a5/wrapt-2.2.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199", size = 83333, upload-time = "2026-05-22T14:49:09.257Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/57/0b34db3e8de44ccfece62d7b337abd1631dd810f5adc5f3db571727836b5/wrapt-2.2.1-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413", size = 202899, upload-time = "2026-05-22T14:49:10.572Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/45/ac0c459f154b99d92789a6cba7ca727185b83513b986f8ec7fe2aacddcbf/wrapt-2.2.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956", size = 209986, upload-time = "2026-05-22T14:49:12.229Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/e4/77e37ff33ad018fa81ade52c25fa327b80b56f81d734279a63614fcb4cbc/wrapt-2.2.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e", size = 194893, upload-time = "2026-05-22T14:49:14.139Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/9d/7ea651d1ab032fc5fa222fbec91d0f8a1397f6ae04ebb93fa7219aa921d7/wrapt-2.2.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85", size = 205636, upload-time = "2026-05-22T14:49:15.714Z" },
+    { url = "https://files.pythonhosted.org/packages/09/af/8e88031a701275b9085c54e64bc88c0b1cd55c77eadd400691c371cd76c4/wrapt-2.2.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181", size = 192267, upload-time = "2026-05-22T14:49:17.283Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/a8/e657ca876b06710194f243d81c4b0896ade646e244bdbec2d87c8c56a8bd/wrapt-2.2.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a", size = 198378, upload-time = "2026-05-22T14:49:18.785Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/59/822efe4ea722a3961331bfa35b7d90937790d2c20f0616de1997ccc3aebd/wrapt-2.2.1-cp314-cp314t-win32.whl", hash = "sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85", size = 80226, upload-time = "2026-05-22T14:49:20.264Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/31/2a7dc5f6abb2fca0b6e1610e120419f603650aceb4f1d3ac4cae0354e162/wrapt-2.2.1-cp314-cp314t-win_amd64.whl", hash = "sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50", size = 83835, upload-time = "2026-05-22T14:49:21.634Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/c0/782b86e28d1ceebeb74cccea12d2cd3d2ba0bd68e3dec20b1bc5873f6127/wrapt-2.2.1-cp314-cp314t-win_arm64.whl", hash = "sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00", size = 80722, upload-time = "2026-05-22T14:49:23.59Z" },
+    { url = "https://files.pythonhosted.org/packages/53/46/29ac9daf11a86c22a8c38cd9236c62928ccae83f7ceb06bd3b0467cf9d05/wrapt-2.2.1-py3-none-any.whl", hash = "sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f", size = 61000, upload-time = "2026-05-22T14:49:41.593Z" },
 ]
 
 [[package]]

From 3b6dd34e0b6e294dd5c5e7428c8062c1ac72096f Mon Sep 17 00:00:00 2001
From: jdecarolis <2837947+jdecarolis@users.noreply.github.com>
Date: Sun, 14 Jun 2026 04:14:56 +0000
Subject: [PATCH 04/56] chore: upgrade dependencies (canary)

---
 requirements-dev.txt | 148 ++++++++++++++++++++---------------------
 requirements.txt     |  80 +++++++++++-----------
 uv.lock              | 154 +++++++++++++++++++++----------------------
 3 files changed, 191 insertions(+), 191 deletions(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index 18b63b8a3..f7941a1b9 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -290,9 +290,9 @@ dill==0.4.1 \
     --hash=sha256:1e1ce33e978ae97fcfcff5638477032b801c46c7c65cf717f95fbc2248f79a9d \
     --hash=sha256:423092df4182177d4d8ba8290c8a5b640c66ab35ec7da59ccfa00f6fa3eea5fa
     # via multiprocess
-distlib==0.4.2 \
-    --hash=sha256:baeb401c90f27acd15c4861ae0847d1e731c27ac3dbf4210643ba61fa1e813db \
-    --hash=sha256:ca4cb11e5d746b5ec13c199cbf19ae27a241f89702b54e153a74332955446067
+distlib==0.4.3 \
+    --hash=sha256:4b0ce306c966eb73bc3a7b6abad017c556dadd92c44701562cd528ac7fde4d5b \
+    --hash=sha256:f152097224a0ae24be5a0f6bae1b9359af82133bce63f98a95f86cae1aede9ed
     # via virtualenv
 docutils==0.22.4 \
     --hash=sha256:4db53b1fde9abecbb74d91230d32ab626d94f6badfc575d6db9194a49df29968 \
@@ -307,9 +307,9 @@ et-xmlfile==2.0.0 \
     --hash=sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa \
     --hash=sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54
     # via openpyxl
-filelock==3.29.1 \
-    --hash=sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b \
-    --hash=sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e
+filelock==3.29.4 \
+    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
+    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
     # via
     #   python-discovery
     #   virtualenv
@@ -644,43 +644,43 @@ markupsafe==3.0.3 \
     --hash=sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523 \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-matplotlib==3.10.9 \
-    --hash=sha256:09218df8a93712bd6ea133e83a153c755448cf7868316c531cffcc43f69d1cc9 \
-    --hash=sha256:10cc5ce06d10231c36f40e875f3c7e8050362a4ee8f0ee5d29a6b3277d57bb42 \
-    --hash=sha256:172db52c9e683f5d12eaf57f0f54834190e12581fe1cc2a19595a8f5acb4e77d \
-    --hash=sha256:2dc9477819ffd78ad12a20df1d9d6a6bd4fec6aaa9072681465fddca052f1456 \
-    --hash=sha256:3225f4e1edcb8c86c884ddf79ebe20ecd0a67d30188f279897554ccd8fded4dc \
-    --hash=sha256:336b9acc64d309063126edcdaca00db9373af3c476bb94388fe9c5a53ad13e6f \
-    --hash=sha256:345f6f68ecc8da0ca56fad2ea08fde1a115eda530079eca185d50a7bc3e146c6 \
-    --hash=sha256:34cf8167e023ad956c15f36302911d5406bd99a9862c1a8499ea6f7c0e015dc2 \
-    --hash=sha256:41cb28c2bd769aa3e98322c6ab09854cbcc52ab69d2759d681bba3e327b2b320 \
-    --hash=sha256:4e42042d54db34fda4e95a7bd3e5789c2a995d2dad3eb8850232ee534092fbbf \
-    --hash=sha256:4edcfbd8565339aa62f1cd4012f7180926fdbe71850f7b0d3c379c175cd6b66c \
-    --hash=sha256:59476c6d29d612b8e9bb6ce8c5b631be6ba8f9e3a2421f22a02b192c7dd28716 \
-    --hash=sha256:6b63d9c7c769b88ab81e10dc86e4e0607cf56817b9f9e6cf24b2a5f1693b8e38 \
-    --hash=sha256:6be157fe17fc37cb95ac1d7374cf717ce9259616edec911a78d9d26dae8522d4 \
-    --hash=sha256:6c63ebcd8b4b169eb2f5c200552ae6b8be8999a005b6b507ed76fb8d7d674fe2 \
-    --hash=sha256:7a8d66a55def891c33147ba3ba9bfcabf0b526a43764c818acbb4525e5ed0838 \
-    --hash=sha256:82368699727bfb7b0182e1aa13082e3c08e092fa1a25d3e1fd92405bff96f6d4 \
-    --hash=sha256:8f3bcac1ca5ed000a6f4337d47ba67dfddf37ed6a46c15fd7f014997f7bf865f \
-    --hash=sha256:97e35e8d39ccc85859095e01a53847432ba9a53ddf7986f7a54a11b73d0e143f \
-    --hash=sha256:a49f1eadc84ca85fd72fa4e89e70e61bf86452df6f971af04b12c60761a0772c \
-    --hash=sha256:aba1615dabe83188e19d4f75a253c6a08423e04c1425e64039f800050a69de6b \
-    --hash=sha256:ae20801130378b82d647ff5047c07316295b68dc054ca6b3c13519d0ea624285 \
-    --hash=sha256:b1b745c489cd1a77a0dc1120a05dc87af9798faebc913601feb8c73d89bf2d1e \
-    --hash=sha256:b2b9516251cb89ff618d757daec0e2ed1bf21248013844a853d87ef85ab3081d \
-    --hash=sha256:b580440f1ff81a0e34122051a3dfabb7e4b7f9e380629929bde0eff9af72165f \
-    --hash=sha256:ba7b3b8ef09eab7df0e86e9ae086faa433efbfbdb46afcb3aa16aabf779469a8 \
-    --hash=sha256:c27df8b3848f32a83d1767566595e43cfaa4460380974da06f4279a7ec143c39 \
-    --hash=sha256:d091f9d758b34aaaaa6331d13574bf01891d903b3dec59bfff458ef7551de5d6 \
-    --hash=sha256:d75d11c949914165976c621b2324f9ef162af7ebf4b057ddf95dd1dba7e5edcf \
-    --hash=sha256:d843374407c4017a6403b59c6c81606773d136f3259d5b6da3131bc814542cc2 \
-    --hash=sha256:da4e09638420548f31c354032a6250e473c68e5a4e96899b4844cf39ddea23fe \
-    --hash=sha256:de2445a0c6690d21b7eb6ce071cebad6d40a2e9bdf10d039074a96ba19797b99 \
-    --hash=sha256:e9fae004b941b23ff2edcf1567a857ed77bafc8086ffa258190462328434faf8 \
-    --hash=sha256:f0c3c28d9fbcc1fe7a03be236d73430cf6409c41fb2383a7ac52fe932b072cb1 \
-    --hash=sha256:f4399f64b3e94cd500195490972ae1ee81170df1636fa15364d157d5bdd7b921 \
-    --hash=sha256:fd66508e8c6877d98e586654b608a0456db8d7e8a546eb1e2600efd957302358
+matplotlib==3.11.0 \
+    --hash=sha256:03acfeddf87b0dddb11b081ef7740ad445a3ca8bcb6b8e3011b08f2cf802b75c \
+    --hash=sha256:0515d495124be3124340e59f164d901ed4484e2246a5b74cfa483cac3b80bd97 \
+    --hash=sha256:06b5872e9cf11adc8f589ded3ce11bc3e1061ad498259664fabc1f6615beb918 \
+    --hash=sha256:126f256df600652d7e4b394cf3164ff75210a00038f287c95a012a6f58d0e83f \
+    --hash=sha256:15b0d160079cb10699a0e98b5989c70677b2df7cacdc62af67c30f2facec46d9 \
+    --hash=sha256:1644db30e759199443493ac5e5caec24fdb775a8f6123021f85ba47c4133c3cb \
+    --hash=sha256:19c16c61dea63b3582918503e6b294193961261d9daa806d4ae2151f1ad05430 \
+    --hash=sha256:1c02da0a629dfa9debf52725ea06866b74c1fb70a895bae05e4493d34074f9f2 \
+    --hash=sha256:25c2e5455efd8d99f41fb79871a31feb7d301569642e332ec58d72cfe9282bc3 \
+    --hash=sha256:2746cd2c113742ff6ce37a864c5ac5fd7aa644568f445e66166e457ac78e40e0 \
+    --hash=sha256:2d72ea8b7924f3cb955e61518d21e43b3df1e6c8a793b480a0c1214f185d30ba \
+    --hash=sha256:3338e3e3de128cf50d0d2fb92a122815daf9c755bd882a474343c05f8fd7ec79 \
+    --hash=sha256:3489c3dc487669b4a980bc3068f87856de7a1564248d3f6c629efb2a58b03f24 \
+    --hash=sha256:373db8f91214e8ccaf35ac833cc1dd59dd961e148bbd55dd027141591dde1313 \
+    --hash=sha256:41635d7909d19e52e924a521dde6d8f670b0f53ab1d0e8c331fa831554f681d1 \
+    --hash=sha256:446307e6b04b57b1f1239e228a1ec2af0d589a1008cebc3dfa3f5441d095cfb6 \
+    --hash=sha256:565af866fd63e4bd3f987d580afe27c44c2552a3b3305f4ecbb85133601ea6f3 \
+    --hash=sha256:652fb5696271d4c50f196d22a5ff4f8e4444c74f847423570d7dc0aa2bbd0159 \
+    --hash=sha256:68c0c7be01b30dcca3638934f7f591df73401235cbdbf0d1ab1c71e7db7f8b57 \
+    --hash=sha256:6a98f5476ce784a50ce09998f4ae1e6a9f25043cef8a480c98949902eda74620 \
+    --hash=sha256:6ce3b839b34ae1f430b4616893a2945a2999debaa7e94e7e29a2a8bbf286f7b5 \
+    --hash=sha256:942b37c5db1899610bd1543ce8e13e4ecff9a4633e7f63bb6aa9205d2644ebd1 \
+    --hash=sha256:94f5000f67ca9faa300863ea17f8bce9175cb67b88bec4bc7780502d53dd7c9e \
+    --hash=sha256:9dd11fb612ce7bc60b1de5b4fc87ff959d22317b5de42aabf392f66f97af22eb \
+    --hash=sha256:a9d8c6e7cd2f0ddf11d8d92e520dd1d9d2abb0cf6ac8831e338666c81e905847 \
+    --hash=sha256:aa55d73b3117d4b07f959cd9eb6f69b375d8df3414139c479388e551aa5d999d \
+    --hash=sha256:ab3722f04f3ff34c23b5012c5873d2894174e06c3822fcdac3610965a5ac7d06 \
+    --hash=sha256:ac6f1ef39f3d0f9e2463303013094992cdbe0f85f43bc54155bc472b2042768e \
+    --hash=sha256:be050fcf32f729eda99f7f75a80bf67612ce16ab9ac1c23a387dcaede95cb70e \
+    --hash=sha256:be152b7570324dc8d01574cc9474dd2d803237acf528bcbb5b211fa347461a09 \
+    --hash=sha256:be5f93a1d21981bfb802ded0d77a0caa92d4342a47d45754fac77e314a506344 \
+    --hash=sha256:c08e649a6313e1291e713623b97a38e5bb4aa580b2a100a94a3309bc6b9c8eb3 \
+    --hash=sha256:c945824670fb8915b4ac879e5e61f3c58e0913022f70a0de4c082b17372f8771 \
+    --hash=sha256:d9695457a467ff86d23f35037a43deb6f1134dd6d3e2ac8ce1e2087cff09ffb9 \
+    --hash=sha256:dfabef0230d0697aa0d717385194dd41162e00207a68bf4abf94c2bf4c27dca0 \
+    --hash=sha256:e6b3e64dea5062c570f04358e2711859f3531b459f29516274fbad889079e4f3
     # via
     #   salib
     #   seaborn
@@ -1016,9 +1016,9 @@ pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
     # via matplotlib
-pytest==9.0.3 \
-    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9 \
-    --hash=sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c
+pytest==9.1.0 \
+    --hash=sha256:41dd9148c08072446394cefd3d79701701335a9f4cae69ba92e39f6c7f5c061c \
+    --hash=sha256:8ebb0e7888bdf2bdfc602ec51f8f62d50200af37356c74e503c79a94f5c81f32
     # via
     #   pytest-cov
     #   temoa
@@ -1031,9 +1031,9 @@ python-dateutil==2.9.0.post0 \
     # via
     #   matplotlib
     #   pandas
-python-discovery==1.4.0 \
-    --hash=sha256:26ed78d703e234879a66244c7d4114563fb13ec5cd30a2d1357e5fb4850782da \
-    --hash=sha256:eb8bc7daad3c226c147e45bb4e970a1feb1bf4048ee178e6db59e197b8010ce3
+python-discovery==1.4.2 \
+    --hash=sha256:475803f53b7b2ed6e490e27373f9d8340f7d2eebf9acdaf645d7d714c97bb500 \
+    --hash=sha256:8f3746c4b4968d22afbb97d36e1a0e5b66e6c0f297290f2e95f05b9b8bf18690
     # via virtualenv
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1094,25 +1094,25 @@ roman-numerals==4.1.0 \
     --hash=sha256:1af8b147eb1405d5839e78aeb93131690495fe9da5c91856cb33ad55a7f1e5b2 \
     --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
     # via sphinx
-ruff==0.15.16 \
-    --hash=sha256:197c207ed75ffba54a0dec23db4aa939a27a3053073e085e0042433cbdc58e4a \
-    --hash=sha256:1e15bc8c94513dae2a40cc9ef07c94fdd4ecc9e29dabebeebe170f952322c9e3 \
-    --hash=sha256:3a39fec45ab316cc23e7558f23fea4a70403ddb5648ea9a4a3854a16973d0071 \
-    --hash=sha256:408256017284eddf98fff77b29aa4fb30f586042d535b2d9befc6512f400aaec \
-    --hash=sha256:4e4215bc938bc3c8215c1472c1aa437e310fee20cd427335fec9d7e609563628 \
-    --hash=sha256:528c68f39a91498a8d50e91ff5985df3d105782bab49cc378e73ac26bff083e8 \
-    --hash=sha256:580378f7bd4aa25f72e74aa54948a9622f142b1e509521dd10902e886681cc1e \
-    --hash=sha256:6ac3c0b3969cc6cf6b158c4e2f8f682acb58e7d700d8a44b65ecdc72d66ab0b2 \
-    --hash=sha256:7c8d26be963b090f10e29abc8b3e74a2a321f6fa34e02424e30b5af89350ecbb \
-    --hash=sha256:7ed55c58950df60589a9a7a5d2f8fa5f54ebd287163be805adfe6ee95a9de123 \
-    --hash=sha256:8cd61783afb39638a7133ef0d2dfb1e91277593962f81b5a8423eb0b888a6121 \
-    --hash=sha256:a267c46ba1593fc26b8eecbea050b39d40c0b6bb7781ee11c90a02cd10032951 \
-    --hash=sha256:ba93191d79003116b95128c9d306e045200fdbd0bccb782b110f3cd1d4abc5cf \
-    --hash=sha256:bb27515fa6240fb586ae82b901a59e67d24acff86f2190b433dc542fe0435aeb \
-    --hash=sha256:c6ee4b90520630120ef032aa5cc10db483852dff950e78b1d717e2993a61ac8d \
-    --hash=sha256:d05e78d38c78caf020b03789e25106c93017db5a0cb6e2819885018c61343b78 \
-    --hash=sha256:d482feaf51512b50f9790ceb417a56a61dd1e9d9bf967662b9ed27c01b34f53a \
-    --hash=sha256:f198cf4123602a2280ed46c307bcbafe41758d6fee5b456b6b6058ca1514b3b4
+ruff==0.15.17 \
+    --hash=sha256:0e01a84ddbc8c16c23055ba3924476850f1bbc1917cebbb9376665a63e74260d \
+    --hash=sha256:25805a226d741c47d274a35ad5c10a7dde175fcddfa511d7cf3da0a21eb3eab7 \
+    --hash=sha256:2ec446937fd16c8c4de2674a209cc5af64d9c6f17d21fbf1151054fa0bcf5219 \
+    --hash=sha256:382fc0521025f5a8ad447d8bdd523545d0d7646adb718eb1c2dac5065ec27c0f \
+    --hash=sha256:456d41fcd1b2777ad63f09a6e7121d43f7b688bbc76a800c10f7f8fb1f912c3f \
+    --hash=sha256:596065960ab1ff593f744220c9fe6580eda00a95003cffa9f4048bb5b1bf0392 \
+    --hash=sha256:6769e5fa1710b179b92e0bfa5a51735b35baea9013dadb06d5f44cbcf9547084 \
+    --hash=sha256:6ba0c1e4f95bcb3869d0d30cbd5917071ef2e28665abfec970cdab0492c713ed \
+    --hash=sha256:6eccbe50a038b503e7140b441aa9c7fc8c1f36edf23ebef9f4165c2f28f568b7 \
+    --hash=sha256:81647960f10bff57d2e51cadd0c3950fe598400c852863a038720ef5b8cca91e \
+    --hash=sha256:84fe9f653152f8f294f9f7e03bf3a453d8b4a27f7a59c78c8666167f2b17b96c \
+    --hash=sha256:8c0fe88a7676e7a05b73174d4d4a59cb2ac21ff8263583f87a81a6018475a978 \
+    --hash=sha256:b1a04bcc94ae6194e9db05d16ad31f298a7194bfbcb08258bbe589cee1d587b8 \
+    --hash=sha256:b8461180b22420b1bdc289909410930761629fddf2a5aaf60fae1ab26cedc4c4 \
+    --hash=sha256:d9feddb927fc68bd295f5eebc587a7e42cfaf9b65f60ca4a2386febff575da8f \
+    --hash=sha256:ecfc3c7878fff94633ab0348524e093f9ce3243080416dd7d14f8ba400174719 \
+    --hash=sha256:f3be1fbb34bcdfd146240d8fb92a709d4c2c8191348580a3c044ec60fa0b4456 \
+    --hash=sha256:f6ad73b14c2d18a3bf8ad7cb6974294d7f613a7898604826058e6ac64918ef4d
 salib==1.5.2 \
     --hash=sha256:6f4b6bebc1eeed1d081c8f951fa8c2ad7b0cd8a7159d206af48ef137cc806c43 \
     --hash=sha256:a8eeedc4e87cf070f7ef450b76cdecd120d1e5c602a9c35855ec7777591f949f
@@ -1258,9 +1258,9 @@ typer==0.26.7 \
 types-deprecated==1.3.1.20260520 \
     --hash=sha256:4d0d9e5521432d9ce88169fb8b793b45d70d8e8cc1a7ecd5a4465abbf83c9ab4 \
     --hash=sha256:8af853b7ccd3b7685159f3ab2e3b6f7999b6cd7e425cda02749e32a42a96c7d6
-types-networkx==3.6.1.20260518 \
-    --hash=sha256:574304deea33828fb32cdca757af84f79b67bd80164aa1725c52a95d4a9347e6 \
-    --hash=sha256:af3ab153815b366c3695a0015cc75aece9b3eb0e5df56bb60ffee0b7cec8f630
+types-networkx==3.6.1.20260612 \
+    --hash=sha256:829cdad128c10e072aacadd0421d7ebd64cee9731110e9d6b3f22b575fe0bbfd \
+    --hash=sha256:9a28345fb3ad985e460667ef2b9c0879920761c8000cd07b424c0bf1b24ca778
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
@@ -1279,9 +1279,9 @@ urllib3==2.7.0 \
     --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
     --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-virtualenv==21.4.2 \
-    --hash=sha256:38e6ee0a555615c0ea9da2ac7e9998fe8dc3b911dd33ad8eaad2020957653b0c \
-    --hash=sha256:854210ca524a1a4d0d744734f4acbc721c3ffe163b85bbf5d56d14d5ae2f0fae
+virtualenv==21.5.0 \
+    --hash=sha256:8f7c38605023688c89789f566959006af6d61c99eeeb9e58342eb780c5761e5e \
+    --hash=sha256:98847aadf5e2037e0e4d2e19528eb3aca6f23906422e59a510bff231a6d32fce
     # via pre-commit
 wrapt==2.2.1 \
     --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
diff --git a/requirements.txt b/requirements.txt
index cb14e9252..f96fde3e4 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -259,43 +259,43 @@ markdown-it-py==4.2.0 \
     --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
     --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
-matplotlib==3.10.9 \
-    --hash=sha256:09218df8a93712bd6ea133e83a153c755448cf7868316c531cffcc43f69d1cc9 \
-    --hash=sha256:10cc5ce06d10231c36f40e875f3c7e8050362a4ee8f0ee5d29a6b3277d57bb42 \
-    --hash=sha256:172db52c9e683f5d12eaf57f0f54834190e12581fe1cc2a19595a8f5acb4e77d \
-    --hash=sha256:2dc9477819ffd78ad12a20df1d9d6a6bd4fec6aaa9072681465fddca052f1456 \
-    --hash=sha256:3225f4e1edcb8c86c884ddf79ebe20ecd0a67d30188f279897554ccd8fded4dc \
-    --hash=sha256:336b9acc64d309063126edcdaca00db9373af3c476bb94388fe9c5a53ad13e6f \
-    --hash=sha256:345f6f68ecc8da0ca56fad2ea08fde1a115eda530079eca185d50a7bc3e146c6 \
-    --hash=sha256:34cf8167e023ad956c15f36302911d5406bd99a9862c1a8499ea6f7c0e015dc2 \
-    --hash=sha256:41cb28c2bd769aa3e98322c6ab09854cbcc52ab69d2759d681bba3e327b2b320 \
-    --hash=sha256:4e42042d54db34fda4e95a7bd3e5789c2a995d2dad3eb8850232ee534092fbbf \
-    --hash=sha256:4edcfbd8565339aa62f1cd4012f7180926fdbe71850f7b0d3c379c175cd6b66c \
-    --hash=sha256:59476c6d29d612b8e9bb6ce8c5b631be6ba8f9e3a2421f22a02b192c7dd28716 \
-    --hash=sha256:6b63d9c7c769b88ab81e10dc86e4e0607cf56817b9f9e6cf24b2a5f1693b8e38 \
-    --hash=sha256:6be157fe17fc37cb95ac1d7374cf717ce9259616edec911a78d9d26dae8522d4 \
-    --hash=sha256:6c63ebcd8b4b169eb2f5c200552ae6b8be8999a005b6b507ed76fb8d7d674fe2 \
-    --hash=sha256:7a8d66a55def891c33147ba3ba9bfcabf0b526a43764c818acbb4525e5ed0838 \
-    --hash=sha256:82368699727bfb7b0182e1aa13082e3c08e092fa1a25d3e1fd92405bff96f6d4 \
-    --hash=sha256:8f3bcac1ca5ed000a6f4337d47ba67dfddf37ed6a46c15fd7f014997f7bf865f \
-    --hash=sha256:97e35e8d39ccc85859095e01a53847432ba9a53ddf7986f7a54a11b73d0e143f \
-    --hash=sha256:a49f1eadc84ca85fd72fa4e89e70e61bf86452df6f971af04b12c60761a0772c \
-    --hash=sha256:aba1615dabe83188e19d4f75a253c6a08423e04c1425e64039f800050a69de6b \
-    --hash=sha256:ae20801130378b82d647ff5047c07316295b68dc054ca6b3c13519d0ea624285 \
-    --hash=sha256:b1b745c489cd1a77a0dc1120a05dc87af9798faebc913601feb8c73d89bf2d1e \
-    --hash=sha256:b2b9516251cb89ff618d757daec0e2ed1bf21248013844a853d87ef85ab3081d \
-    --hash=sha256:b580440f1ff81a0e34122051a3dfabb7e4b7f9e380629929bde0eff9af72165f \
-    --hash=sha256:ba7b3b8ef09eab7df0e86e9ae086faa433efbfbdb46afcb3aa16aabf779469a8 \
-    --hash=sha256:c27df8b3848f32a83d1767566595e43cfaa4460380974da06f4279a7ec143c39 \
-    --hash=sha256:d091f9d758b34aaaaa6331d13574bf01891d903b3dec59bfff458ef7551de5d6 \
-    --hash=sha256:d75d11c949914165976c621b2324f9ef162af7ebf4b057ddf95dd1dba7e5edcf \
-    --hash=sha256:d843374407c4017a6403b59c6c81606773d136f3259d5b6da3131bc814542cc2 \
-    --hash=sha256:da4e09638420548f31c354032a6250e473c68e5a4e96899b4844cf39ddea23fe \
-    --hash=sha256:de2445a0c6690d21b7eb6ce071cebad6d40a2e9bdf10d039074a96ba19797b99 \
-    --hash=sha256:e9fae004b941b23ff2edcf1567a857ed77bafc8086ffa258190462328434faf8 \
-    --hash=sha256:f0c3c28d9fbcc1fe7a03be236d73430cf6409c41fb2383a7ac52fe932b072cb1 \
-    --hash=sha256:f4399f64b3e94cd500195490972ae1ee81170df1636fa15364d157d5bdd7b921 \
-    --hash=sha256:fd66508e8c6877d98e586654b608a0456db8d7e8a546eb1e2600efd957302358
+matplotlib==3.11.0 \
+    --hash=sha256:03acfeddf87b0dddb11b081ef7740ad445a3ca8bcb6b8e3011b08f2cf802b75c \
+    --hash=sha256:0515d495124be3124340e59f164d901ed4484e2246a5b74cfa483cac3b80bd97 \
+    --hash=sha256:06b5872e9cf11adc8f589ded3ce11bc3e1061ad498259664fabc1f6615beb918 \
+    --hash=sha256:126f256df600652d7e4b394cf3164ff75210a00038f287c95a012a6f58d0e83f \
+    --hash=sha256:15b0d160079cb10699a0e98b5989c70677b2df7cacdc62af67c30f2facec46d9 \
+    --hash=sha256:1644db30e759199443493ac5e5caec24fdb775a8f6123021f85ba47c4133c3cb \
+    --hash=sha256:19c16c61dea63b3582918503e6b294193961261d9daa806d4ae2151f1ad05430 \
+    --hash=sha256:1c02da0a629dfa9debf52725ea06866b74c1fb70a895bae05e4493d34074f9f2 \
+    --hash=sha256:25c2e5455efd8d99f41fb79871a31feb7d301569642e332ec58d72cfe9282bc3 \
+    --hash=sha256:2746cd2c113742ff6ce37a864c5ac5fd7aa644568f445e66166e457ac78e40e0 \
+    --hash=sha256:2d72ea8b7924f3cb955e61518d21e43b3df1e6c8a793b480a0c1214f185d30ba \
+    --hash=sha256:3338e3e3de128cf50d0d2fb92a122815daf9c755bd882a474343c05f8fd7ec79 \
+    --hash=sha256:3489c3dc487669b4a980bc3068f87856de7a1564248d3f6c629efb2a58b03f24 \
+    --hash=sha256:373db8f91214e8ccaf35ac833cc1dd59dd961e148bbd55dd027141591dde1313 \
+    --hash=sha256:41635d7909d19e52e924a521dde6d8f670b0f53ab1d0e8c331fa831554f681d1 \
+    --hash=sha256:446307e6b04b57b1f1239e228a1ec2af0d589a1008cebc3dfa3f5441d095cfb6 \
+    --hash=sha256:565af866fd63e4bd3f987d580afe27c44c2552a3b3305f4ecbb85133601ea6f3 \
+    --hash=sha256:652fb5696271d4c50f196d22a5ff4f8e4444c74f847423570d7dc0aa2bbd0159 \
+    --hash=sha256:68c0c7be01b30dcca3638934f7f591df73401235cbdbf0d1ab1c71e7db7f8b57 \
+    --hash=sha256:6a98f5476ce784a50ce09998f4ae1e6a9f25043cef8a480c98949902eda74620 \
+    --hash=sha256:6ce3b839b34ae1f430b4616893a2945a2999debaa7e94e7e29a2a8bbf286f7b5 \
+    --hash=sha256:942b37c5db1899610bd1543ce8e13e4ecff9a4633e7f63bb6aa9205d2644ebd1 \
+    --hash=sha256:94f5000f67ca9faa300863ea17f8bce9175cb67b88bec4bc7780502d53dd7c9e \
+    --hash=sha256:9dd11fb612ce7bc60b1de5b4fc87ff959d22317b5de42aabf392f66f97af22eb \
+    --hash=sha256:a9d8c6e7cd2f0ddf11d8d92e520dd1d9d2abb0cf6ac8831e338666c81e905847 \
+    --hash=sha256:aa55d73b3117d4b07f959cd9eb6f69b375d8df3414139c479388e551aa5d999d \
+    --hash=sha256:ab3722f04f3ff34c23b5012c5873d2894174e06c3822fcdac3610965a5ac7d06 \
+    --hash=sha256:ac6f1ef39f3d0f9e2463303013094992cdbe0f85f43bc54155bc472b2042768e \
+    --hash=sha256:be050fcf32f729eda99f7f75a80bf67612ce16ab9ac1c23a387dcaede95cb70e \
+    --hash=sha256:be152b7570324dc8d01574cc9474dd2d803237acf528bcbb5b211fa347461a09 \
+    --hash=sha256:be5f93a1d21981bfb802ded0d77a0caa92d4342a47d45754fac77e314a506344 \
+    --hash=sha256:c08e649a6313e1291e713623b97a38e5bb4aa580b2a100a94a3309bc6b9c8eb3 \
+    --hash=sha256:c945824670fb8915b4ac879e5e61f3c58e0913022f70a0de4c082b17372f8771 \
+    --hash=sha256:d9695457a467ff86d23f35037a43deb6f1134dd6d3e2ac8ce1e2087cff09ffb9 \
+    --hash=sha256:dfabef0230d0697aa0d717385194dd41162e00207a68bf4abf94c2bf4c27dca0 \
+    --hash=sha256:e6b3e64dea5062c570f04358e2711859f3531b459f29516274fbad889079e4f3
     # via
     #   salib
     #   seaborn
@@ -549,9 +549,9 @@ pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
     # via matplotlib
-pytest==9.0.3 \
-    --hash=sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9 \
-    --hash=sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c
+pytest==9.1.0 \
+    --hash=sha256:41dd9148c08072446394cefd3d79701701335a9f4cae69ba92e39f6c7f5c061c \
+    --hash=sha256:8ebb0e7888bdf2bdfc602ec51f8f62d50200af37356c74e503c79a94f5c81f32
     # via temoa
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
diff --git a/uv.lock b/uv.lock
index 9b405dfd5..3b33666a0 100644
--- a/uv.lock
+++ b/uv.lock
@@ -387,11 +387,11 @@ wheels = [
 
 [[package]]
 name = "distlib"
-version = "0.4.2"
+version = "0.4.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/46/8d/873e9252ea2c0e0c857884e0a2899ec43ade132345df1925ef24cbe64f18/distlib-0.4.2.tar.gz", hash = "sha256:baeb401c90f27acd15c4861ae0847d1e731c27ac3dbf4210643ba61fa1e813db", size = 614914, upload-time = "2026-06-08T16:24:15.439Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c9/02/bd72be9134d25ed783ecbbc38a539ffaefbf90c78418c7fb7229600dbac7/distlib-0.4.3.tar.gz", hash = "sha256:f152097224a0ae24be5a0f6bae1b9359af82133bce63f98a95f86cae1aede9ed", size = 615141, upload-time = "2026-06-12T08:04:52.847Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/60/aa891c893821d4d127292ed66c6940d1d715894bd5a0ce048056bc641773/distlib-0.4.2-py2.py3-none-any.whl", hash = "sha256:ca4cb11e5d746b5ec13c199cbf19ae27a241f89702b54e153a74332955446067", size = 470510, upload-time = "2026-06-08T16:24:13.208Z" },
+    { url = "https://files.pythonhosted.org/packages/02/08/9c41fb51ab5b43eb21674aff13df270e8ba6c4b29c8624e328dc7a9482af/distlib-0.4.3-py2.py3-none-any.whl", hash = "sha256:4b0ce306c966eb73bc3a7b6abad017c556dadd92c44701562cd528ac7fde4d5b", size = 470628, upload-time = "2026-06-12T08:04:50.506Z" },
 ]
 
 [[package]]
@@ -414,11 +414,11 @@ wheels = [
 
 [[package]]
 name = "filelock"
-version = "3.29.1"
+version = "3.29.4"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/1f/f9/f38573ed5844586db374d085911740a501ccfa373b455fc9413f09f85237/filelock-3.29.1.tar.gz", hash = "sha256:d97e6b1b9757569626c58caa07dc4beb1613f4a2938b1e8cc81afca398906c9e", size = 59335, upload-time = "2026-06-03T15:19:04.053Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e6/dc/be6cbe99670cd6e4ad387123647cb08e0c32975e223f82551e914c5568a6/filelock-3.29.4.tar.gz", hash = "sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a", size = 63028, upload-time = "2026-06-13T16:12:00.744Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/4c/a0/614c5fe402fd88951df45f4dda2fa3b4e17a99ecd92340771929169b3b95/filelock-3.29.1-py3-none-any.whl", hash = "sha256:85199dfd706869641b72b2e8955d5416a4b2b7dc4b0e8e6d97b4cc1299a6983b", size = 40750, upload-time = "2026-06-03T15:19:02.959Z" },
+    { url = "https://files.pythonhosted.org/packages/13/37/a065dc3bd6e49423a6532c642ca7378d3f467b1ef44c2800c937af7f9739/filelock-3.29.4-py3-none-any.whl", hash = "sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767", size = 42757, upload-time = "2026-06-13T16:11:59.582Z" },
 ]
 
 [[package]]
@@ -848,7 +848,7 @@ wheels = [
 
 [[package]]
 name = "matplotlib"
-version = "3.10.9"
+version = "3.11.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "contourpy" },
@@ -861,43 +861,43 @@ dependencies = [
     { name = "pyparsing" },
     { name = "python-dateutil" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/63/1b/4be5be87d43d327a0cf4de1a56e86f7f84c89312452406cf122efe2839e6/matplotlib-3.10.9.tar.gz", hash = "sha256:fd66508e8c6877d98e586654b608a0456db8d7e8a546eb1e2600efd957302358", size = 34811233, upload-time = "2026-04-24T00:14:13.539Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/35/c6/5581e26c72233ebb2a2a6fed2d24fb7c66b4700120b813f51b0555acf0b6/matplotlib-3.10.9-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:f0c3c28d9fbcc1fe7a03be236d73430cf6409c41fb2383a7ac52fe932b072cb1", size = 8319908, upload-time = "2026-04-24T00:12:21.323Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/18/4880dd762e40cd360c1bf06e890c5a97b997e91cb324602b1a19950ad5ce/matplotlib-3.10.9-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:41cb28c2bd769aa3e98322c6ab09854cbcc52ab69d2759d681bba3e327b2b320", size = 8216016, upload-time = "2026-04-24T00:12:23.4Z" },
-    { url = "https://files.pythonhosted.org/packages/32/91/d024616abdba99e83120e07a20658976f6a343646710760c4a51df126029/matplotlib-3.10.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ae20801130378b82d647ff5047c07316295b68dc054ca6b3c13519d0ea624285", size = 8789336, upload-time = "2026-04-24T00:12:26.096Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/04/030a2f61ef2158f5e4c259487a92ac877732499fb33d871585d89e03c42d/matplotlib-3.10.9-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6c63ebcd8b4b169eb2f5c200552ae6b8be8999a005b6b507ed76fb8d7d674fe2", size = 9604602, upload-time = "2026-04-24T00:12:29.052Z" },
-    { url = "https://files.pythonhosted.org/packages/fc/c2/541e4d09d87bb6b5830fc28b4c887a9a8cf4e1c6cee698a8c05552ae2003/matplotlib-3.10.9-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:d75d11c949914165976c621b2324f9ef162af7ebf4b057ddf95dd1dba7e5edcf", size = 9670966, upload-time = "2026-04-24T00:12:32.131Z" },
-    { url = "https://files.pythonhosted.org/packages/04/a1/4571fc46e7702de8d0c2dc54ad1b2f8e29328dea3ee90831181f7353d93c/matplotlib-3.10.9-cp312-cp312-win_amd64.whl", hash = "sha256:d091f9d758b34aaaaa6331d13574bf01891d903b3dec59bfff458ef7551de5d6", size = 8217462, upload-time = "2026-04-24T00:12:35.226Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/d0/2269edb12aa30c13c8bcc9382892e39943ce1d28aab4ec296e0381798e81/matplotlib-3.10.9-cp312-cp312-win_arm64.whl", hash = "sha256:10cc5ce06d10231c36f40e875f3c7e8050362a4ee8f0ee5d29a6b3277d57bb42", size = 8136688, upload-time = "2026-04-24T00:12:37.442Z" },
-    { url = "https://files.pythonhosted.org/packages/aa/d3/8d4f6afbecb49fc04e060a57c0fce39ea51cc163a6bd87303ccd698e4fa6/matplotlib-3.10.9-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b580440f1ff81a0e34122051a3dfabb7e4b7f9e380629929bde0eff9af72165f", size = 8320331, upload-time = "2026-04-24T00:12:39.688Z" },
-    { url = "https://files.pythonhosted.org/packages/63/d9/9e14bc7564bf92d5ffa801ae5fac819ce74b925dfb55e3ebde61a3bbad3e/matplotlib-3.10.9-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:b1b745c489cd1a77a0dc1120a05dc87af9798faebc913601feb8c73d89bf2d1e", size = 8216461, upload-time = "2026-04-24T00:12:42.494Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/17/4402d0d14ccf1dfc70932600b68097fbbf9c898a4871d2cbbe79c7801a32/matplotlib-3.10.9-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:8f3bcac1ca5ed000a6f4337d47ba67dfddf37ed6a46c15fd7f014997f7bf865f", size = 8790091, upload-time = "2026-04-24T00:12:44.789Z" },
-    { url = "https://files.pythonhosted.org/packages/3e/0b/322aeec06dd9b91411f92028b37d447342770a24392aa4813e317064dad5/matplotlib-3.10.9-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7a8d66a55def891c33147ba3ba9bfcabf0b526a43764c818acbb4525e5ed0838", size = 9605027, upload-time = "2026-04-24T00:12:47.583Z" },
-    { url = "https://files.pythonhosted.org/packages/74/88/5f13482f55e7b00bcfc09838b093c2456e1379978d2a146844aae05350ad/matplotlib-3.10.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d843374407c4017a6403b59c6c81606773d136f3259d5b6da3131bc814542cc2", size = 9671269, upload-time = "2026-04-24T00:12:50.878Z" },
-    { url = "https://files.pythonhosted.org/packages/c5/e0/0840fd2f93da988ec660b8ad1984abe9f25d2aed22a5e394ff1c68c88307/matplotlib-3.10.9-cp313-cp313-win_amd64.whl", hash = "sha256:f4399f64b3e94cd500195490972ae1ee81170df1636fa15364d157d5bdd7b921", size = 8217588, upload-time = "2026-04-24T00:12:53.784Z" },
-    { url = "https://files.pythonhosted.org/packages/47/b9/d706d06dd605c49b9f83a2aed8c13e3e5db70697d7a80b7e3d7915de6b17/matplotlib-3.10.9-cp313-cp313-win_arm64.whl", hash = "sha256:ba7b3b8ef09eab7df0e86e9ae086faa433efbfbdb46afcb3aa16aabf779469a8", size = 8136913, upload-time = "2026-04-24T00:12:56.501Z" },
-    { url = "https://files.pythonhosted.org/packages/9b/45/6e32d96978264c8ca8c4b1010adb955a1a49cfaf314e212bbc8908f04a61/matplotlib-3.10.9-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:09218df8a93712bd6ea133e83a153c755448cf7868316c531cffcc43f69d1cc9", size = 8368019, upload-time = "2026-04-24T00:12:58.896Z" },
-    { url = "https://files.pythonhosted.org/packages/86/0a/c8e3d3bba245f0f7fc424937f8ff7ef77291a36af3edb97ccd78aa93d84f/matplotlib-3.10.9-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:82368699727bfb7b0182e1aa13082e3c08e092fa1a25d3e1fd92405bff96f6d4", size = 8264645, upload-time = "2026-04-24T00:13:01.406Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/aa/5bf5a14fe4fed73a4209a155606f8096ff797aad89c6c35179026571133e/matplotlib-3.10.9-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:3225f4e1edcb8c86c884ddf79ebe20ecd0a67d30188f279897554ccd8fded4dc", size = 8802194, upload-time = "2026-04-24T00:13:03.702Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/5e/b4be852d6bba6fd15893fadf91ff26ae49cb91aac789e95dde9d342e664f/matplotlib-3.10.9-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:de2445a0c6690d21b7eb6ce071cebad6d40a2e9bdf10d039074a96ba19797b99", size = 9622684, upload-time = "2026-04-24T00:13:06.647Z" },
-    { url = "https://files.pythonhosted.org/packages/4c/3d/ed428c971139112ef730f62770654d609467346d09d4b62617e1afd68a5a/matplotlib-3.10.9-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:b2b9516251cb89ff618d757daec0e2ed1bf21248013844a853d87ef85ab3081d", size = 9680790, upload-time = "2026-04-24T00:13:10.009Z" },
-    { url = "https://files.pythonhosted.org/packages/e7/09/052e884aaf2b985c63cb79f715f1d5b6a3eaa7de78f6a52b9dbc077d5b53/matplotlib-3.10.9-cp313-cp313t-win_amd64.whl", hash = "sha256:e9fae004b941b23ff2edcf1567a857ed77bafc8086ffa258190462328434faf8", size = 8287571, upload-time = "2026-04-24T00:13:13.087Z" },
-    { url = "https://files.pythonhosted.org/packages/f4/38/ae27288e788c35a4250491422f3db7750366fc8c97d6f36fbdecfc1f5518/matplotlib-3.10.9-cp313-cp313t-win_arm64.whl", hash = "sha256:6b63d9c7c769b88ab81e10dc86e4e0607cf56817b9f9e6cf24b2a5f1693b8e38", size = 8188292, upload-time = "2026-04-24T00:13:15.546Z" },
-    { url = "https://files.pythonhosted.org/packages/d6/e6/3bd8afd04949f02eabc1c17115ea5255e19cacd4d06fc5abdde4eeb0052c/matplotlib-3.10.9-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:172db52c9e683f5d12eaf57f0f54834190e12581fe1cc2a19595a8f5acb4e77d", size = 8321276, upload-time = "2026-04-24T00:13:18.318Z" },
-    { url = "https://files.pythonhosted.org/packages/41/86/86231232fff41c9f8e4a1a7d7a597d349a02527109c3af7d618366122139/matplotlib-3.10.9-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:97e35e8d39ccc85859095e01a53847432ba9a53ddf7986f7a54a11b73d0e143f", size = 8218218, upload-time = "2026-04-24T00:13:20.974Z" },
-    { url = "https://files.pythonhosted.org/packages/85/8f/becc9722cafc64f5d2eb0b7c1bf5f585271c618a45dbd8fabeb021f898b6/matplotlib-3.10.9-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:aba1615dabe83188e19d4f75a253c6a08423e04c1425e64039f800050a69de6b", size = 9608145, upload-time = "2026-04-24T00:13:23.228Z" },
-    { url = "https://files.pythonhosted.org/packages/32/5d/f7e914f7d9325abff4057cee62c0fa70263683189f774473cbfb534cd13b/matplotlib-3.10.9-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:34cf8167e023ad956c15f36302911d5406bd99a9862c1a8499ea6f7c0e015dc2", size = 9885085, upload-time = "2026-04-24T00:13:25.849Z" },
-    { url = "https://files.pythonhosted.org/packages/a5/fd/fa69f2221534e80cc5772ac2b7d222011a2acafc2ec7216d5dd174c864ae/matplotlib-3.10.9-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:59476c6d29d612b8e9bb6ce8c5b631be6ba8f9e3a2421f22a02b192c7dd28716", size = 9672358, upload-time = "2026-04-24T00:13:28.906Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/1a/5a4f747a8b271cbb024946d2dd3c913ab5032ba430626f8c3528ada96b4b/matplotlib-3.10.9-cp314-cp314-win_amd64.whl", hash = "sha256:336b9acc64d309063126edcdaca00db9373af3c476bb94388fe9c5a53ad13e6f", size = 8349970, upload-time = "2026-04-24T00:13:31.904Z" },
-    { url = "https://files.pythonhosted.org/packages/64/dc/95d60ecaefe30680a154b52ea96ab4b0dab547f1fd6aa12f5fb655e89cae/matplotlib-3.10.9-cp314-cp314-win_arm64.whl", hash = "sha256:2dc9477819ffd78ad12a20df1d9d6a6bd4fec6aaa9072681465fddca052f1456", size = 8272785, upload-time = "2026-04-24T00:13:34.511Z" },
-    { url = "https://files.pythonhosted.org/packages/70/a0/005d68bc8b8418300ce6591f18586910a8526806e2ab663933d9f20a41e9/matplotlib-3.10.9-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:da4e09638420548f31c354032a6250e473c68e5a4e96899b4844cf39ddea23fe", size = 8367999, upload-time = "2026-04-24T00:13:36.962Z" },
-    { url = "https://files.pythonhosted.org/packages/22/05/1236cc9290be70b2498af20ca348add76e3fffe7f67b477db5133a84f3ea/matplotlib-3.10.9-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:345f6f68ecc8da0ca56fad2ea08fde1a115eda530079eca185d50a7bc3e146c6", size = 8264543, upload-time = "2026-04-24T00:13:39.851Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/c2/071f5a5ff6c5bd63aaaf2f45c811d9bf2ced94bde188d9e1a519e21d0cba/matplotlib-3.10.9-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4edcfbd8565339aa62f1cd4012f7180926fdbe71850f7b0d3c379c175cd6b66c", size = 9622800, upload-time = "2026-04-24T00:13:42.296Z" },
-    { url = "https://files.pythonhosted.org/packages/95/57/da7d1f10a85624b9e7db68e069dd94e58dc41dbf9463c5921632ecbe3661/matplotlib-3.10.9-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6be157fe17fc37cb95ac1d7374cf717ce9259616edec911a78d9d26dae8522d4", size = 9888561, upload-time = "2026-04-24T00:13:45.026Z" },
-    { url = "https://files.pythonhosted.org/packages/67/b2/ef8d6bb59b0edb6c16c968b70f548aa13b54348972def5aa6ac85df67145/matplotlib-3.10.9-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:4e42042d54db34fda4e95a7bd3e5789c2a995d2dad3eb8850232ee534092fbbf", size = 9680884, upload-time = "2026-04-24T00:13:48.066Z" },
-    { url = "https://files.pythonhosted.org/packages/61/1c/d21bfeb9931881ebe96bcfcff27c7ae4b160ae0ec291a714c42641a56d75/matplotlib-3.10.9-cp314-cp314t-win_amd64.whl", hash = "sha256:c27df8b3848f32a83d1767566595e43cfaa4460380974da06f4279a7ec143c39", size = 8432333, upload-time = "2026-04-24T00:13:51.008Z" },
-    { url = "https://files.pythonhosted.org/packages/78/23/92493c3e6e1b635ccfff146f7b99e674808787915420373ac399283764c2/matplotlib-3.10.9-cp314-cp314t-win_arm64.whl", hash = "sha256:a49f1eadc84ca85fd72fa4e89e70e61bf86452df6f971af04b12c60761a0772c", size = 8324785, upload-time = "2026-04-24T00:13:53.633Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/1f/24/080c99d223d158d3a8902769269ab6da5b50f7a0e6e072513907e02b7a6c/matplotlib-3.11.0.tar.gz", hash = "sha256:68c0c7be01b30dcca3638934f7f591df73401235cbdbf0d1ab1c71e7db7f8b57", size = 33251176, upload-time = "2026-06-12T02:29:15.508Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/da/17/f5276b496c61477a6c4fc5e7401f4bfe1c2e5ef7c6cd67896f2ade3809cb/matplotlib-3.11.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:06b5872e9cf11adc8f589ded3ce11bc3e1061ad498259664fabc1f6615beb918", size = 9449976, upload-time = "2026-06-12T02:27:50.989Z" },
+    { url = "https://files.pythonhosted.org/packages/82/34/bdd77418adb2178a1d59f044bd67bfebb115896e91b840b8a197eb3f4f4e/matplotlib-3.11.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0515d495124be3124340e59f164d901ed4484e2246a5b74cfa483cac3b80bd97", size = 9279307, upload-time = "2026-06-12T02:27:53.247Z" },
+    { url = "https://files.pythonhosted.org/packages/94/95/7f522393c88313336b20d70fc849555757b2e5febc22b83b3a3f0fd4bce9/matplotlib-3.11.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:be5f93a1d21981bfb802ded0d77a0caa92d4342a47d45754fac77e314a506344", size = 10031353, upload-time = "2026-06-12T02:27:55.215Z" },
+    { url = "https://files.pythonhosted.org/packages/87/ce/8f25a0e3186aefd61913e7467d1b999465bcd0d0c03ac695c1b26ca559b7/matplotlib-3.11.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:41635d7909d19e52e924a521dde6d8f670b0f53ab1d0e8c331fa831554f681d1", size = 10839232, upload-time = "2026-06-12T02:27:57.746Z" },
+    { url = "https://files.pythonhosted.org/packages/85/c2/db15da2bbdf9e3ca66df7db8e2c33a1dfed67be24a24d2c878efaaff01d6/matplotlib-3.11.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:94f5000f67ca9faa300863ea17f8bce9175cb67b88bec4bc7780502d53dd7c9e", size = 10923899, upload-time = "2026-06-12T02:28:00.223Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/2f/a58a4443a4d052a4ea77557478336aefc26c7981f6408d37adba763aa758/matplotlib-3.11.0-cp312-cp312-win_amd64.whl", hash = "sha256:ac6f1ef39f3d0f9e2463303013094992cdbe0f85f43bc54155bc472b2042768e", size = 9329528, upload-time = "2026-06-12T02:28:02.27Z" },
+    { url = "https://files.pythonhosted.org/packages/61/0f/4b669589d47733b97ab9df4b58d6fc1e68acb5ea42a928dc7cbdd6bf5871/matplotlib-3.11.0-cp312-cp312-win_arm64.whl", hash = "sha256:9dd11fb612ce7bc60b1de5b4fc87ff959d22317b5de42aabf392f66f97af22eb", size = 9003413, upload-time = "2026-06-12T02:28:04.49Z" },
+    { url = "https://files.pythonhosted.org/packages/55/41/aa47f156b061d14c98b906f76c428507397708ec63ff94f410ae1752b426/matplotlib-3.11.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:6ce3b839b34ae1f430b4616893a2945a2999debaa7e94e7e29a2a8bbf286f7b5", size = 9450532, upload-time = "2026-06-12T02:28:06.769Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/4f/5a9eb0375e81413953febf8af7b012a6b6357f53438a15c4f5ad86c6bbb5/matplotlib-3.11.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:373db8f91214e8ccaf35ac833cc1dd59dd961e148bbd55dd027141591dde1313", size = 9279760, upload-time = "2026-06-12T02:28:09.152Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/c0/1117d53077e3ac3152503a84e9cf7a5c239576805ee71276e80c2aaa7471/matplotlib-3.11.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:be152b7570324dc8d01574cc9474dd2d803237acf528bcbb5b211fa347461a09", size = 10031623, upload-time = "2026-06-12T02:28:11.26Z" },
+    { url = "https://files.pythonhosted.org/packages/92/7e/e937138daffad65b71bf831a377809dcbc830fb4f31a31e067dc1faa2575/matplotlib-3.11.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:126f256df600652d7e4b394cf3164ff75210a00038f287c95a012a6f58d0e83f", size = 10839372, upload-time = "2026-06-12T02:28:14.102Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/c2/438ecc197ffb8023b6b9922915542f2172f5fd45b76703b0b4fc47322243/matplotlib-3.11.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:03acfeddf87b0dddb11b081ef7740ad445a3ca8bcb6b8e3011b08f2cf802b75c", size = 10924099, upload-time = "2026-06-12T02:28:16.383Z" },
+    { url = "https://files.pythonhosted.org/packages/40/2e/395883da416f378b3ed2c9f3e843ac477eae1ce731b671b79adaa6f0bacd/matplotlib-3.11.0-cp313-cp313-win_amd64.whl", hash = "sha256:ab3722f04f3ff34c23b5012c5873d2894174e06c3822fcdac3610965a5ac7d06", size = 9329727, upload-time = "2026-06-12T02:28:18.581Z" },
+    { url = "https://files.pythonhosted.org/packages/61/82/2c388956abf8bf392dfb5b8917c502f1082df6a941b781ab8c8e5ba2474b/matplotlib-3.11.0-cp313-cp313-win_arm64.whl", hash = "sha256:c945824670fb8915b4ac879e5e61f3c58e0913022f70a0de4c082b17372f8771", size = 9003506, upload-time = "2026-06-12T02:28:20.474Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/c1/34454baa44da7975ada82e9aea37105ec47059514dc967d3be14426ba8dc/matplotlib-3.11.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:3489c3dc487669b4a980bc3068f87856de7a1564248d3f6c629efb2a58b03f24", size = 9499838, upload-time = "2026-06-12T02:28:22.713Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/c3/98fe79a398cf232219f090163a7fa7e6766e9f2e0ad26df54d6f8934d8ee/matplotlib-3.11.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:6a98f5476ce784a50ce09998f4ae1e6a9f25043cef8a480c98949902eda74620", size = 9332298, upload-time = "2026-06-12T02:28:24.796Z" },
+    { url = "https://files.pythonhosted.org/packages/95/e4/b4b7c33151e74e5c802f3cde1ba807ebfc38401e329b44e215a5888dd76d/matplotlib-3.11.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:565af866fd63e4bd3f987d580afe27c44c2552a3b3305f4ecbb85133601ea6f3", size = 10045491, upload-time = "2026-06-12T02:28:27.141Z" },
+    { url = "https://files.pythonhosted.org/packages/71/28/394548efd68354110c1a1be11fe6b6e559e06d1a23da35908a0e316c55a9/matplotlib-3.11.0-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e6b3e64dea5062c570f04358e2711859f3531b459f29516274fbad889079e4f3", size = 10857059, upload-time = "2026-06-12T02:28:29.222Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/44/e7922e6e2a4d63bdfbc9dc4a53e3850ab438d46cf42e6779bb15ec92c948/matplotlib-3.11.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:942b37c5db1899610bd1543ce8e13e4ecff9a4633e7f63bb6aa9205d2644ebd1", size = 10939576, upload-time = "2026-06-12T02:28:31.66Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/be/b1ca96003a441d619b727fee21d671fdff7a5ce2f1bb797b2521aa2f679a/matplotlib-3.11.0-cp313-cp313t-win_amd64.whl", hash = "sha256:c08e649a6313e1291e713623b97a38e5bb4aa580b2a100a94a3309bc6b9c8eb3", size = 9379519, upload-time = "2026-06-12T02:28:33.888Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/72/4bf3b91821c34596dd6a7bdac5836d94f744144c8208939ef49d8ec43f7e/matplotlib-3.11.0-cp313-cp313t-win_arm64.whl", hash = "sha256:2746cd2c113742ff6ce37a864c5ac5fd7aa644568f445e66166e457ac78e40e0", size = 9055456, upload-time = "2026-06-12T02:28:35.878Z" },
+    { url = "https://files.pythonhosted.org/packages/57/52/a94102ac99eb78e2fe9b826674f9ef9ee23327110ea6ab4776c1b4eb6209/matplotlib-3.11.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:3338e3e3de128cf50d0d2fb92a122815daf9c755bd882a474343c05f8fd7ec79", size = 9452137, upload-time = "2026-06-12T02:28:37.93Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/03/b8cdb625a21f710dfa11bbca1f48fb4057d2c0286975f8b415bf80942c99/matplotlib-3.11.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:25c2e5455efd8d99f41fb79871a31feb7d301569642e332ec58d72cfe9282bc3", size = 9281514, upload-time = "2026-06-12T02:28:40.028Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/2d/4e1240ea82ee197dfb3851e71f71c87eeeb975f1753b56a0588e4e80739a/matplotlib-3.11.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d9695457a467ff86d23f35037a43deb6f1134dd6d3e2ac8ce1e2087cff09ffb9", size = 10843005, upload-time = "2026-06-12T02:28:42.39Z" },
+    { url = "https://files.pythonhosted.org/packages/29/dc/6377ecfaa5fef79430f74a1a16638b4e2aa30d4692bae2c19f9d76fe3b01/matplotlib-3.11.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:19c16c61dea63b3582918503e6b294193961261d9daa806d4ae2151f1ad05430", size = 11127459, upload-time = "2026-06-12T02:28:44.483Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/41/795c405aa7560443a3b01309424cde4a1113b85c90b8a63417444a749617/matplotlib-3.11.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:2d72ea8b7924f3cb955e61518d21e43b3df1e6c8a793b480a0c1214f185d30ba", size = 10925160, upload-time = "2026-06-12T02:28:46.564Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/f7/3a9e6389a7cfaeff76c56e40c2dabcb13110e21e82f837228c834ebe748c/matplotlib-3.11.0-cp314-cp314-win_amd64.whl", hash = "sha256:1c02da0a629dfa9debf52725ea06866b74c1fb70a895bae05e4493d34074f9f2", size = 9485186, upload-time = "2026-06-12T02:28:49.344Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/c0/396478ee7cf2091d182db8b4a8695f6a37f1ddb978989cf9dbb84cd5c123/matplotlib-3.11.0-cp314-cp314-win_arm64.whl", hash = "sha256:aa55d73b3117d4b07f959cd9eb6f69b375d8df3414139c479388e551aa5d999d", size = 9160349, upload-time = "2026-06-12T02:28:51.382Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/6f/1c3bd51bb2b34eaacdcf3c3d859dbb357f952fc8020c617dc118ad7c9e38/matplotlib-3.11.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:a9d8c6e7cd2f0ddf11d8d92e520dd1d9d2abb0cf6ac8831e338666c81e905847", size = 9500921, upload-time = "2026-06-12T02:28:53.443Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/0d/4d861d0121840cb1a3fd4a10deb211efd6fccd481ed23e553f31f4f4da4a/matplotlib-3.11.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:be050fcf32f729eda99f7f75a80bf67612ce16ab9ac1c23a387dcaede95cb70e", size = 9332190, upload-time = "2026-06-12T02:28:55.623Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/cb/22f6bc35711a0b5639a784e74e653e77c86210bd4304449dd399a482f74e/matplotlib-3.11.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:dfabef0230d0697aa0d717385194dd41162e00207a68bf4abf94c2bf4c27dca0", size = 10854181, upload-time = "2026-06-12T02:28:57.856Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/7e/9a9eaca731a2939589da520f0ebe8fd8753d0f51fca98c7d20af6dbe261a/matplotlib-3.11.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1644db30e759199443493ac5e5caec24fdb775a8f6123021f85ba47c4133c3cb", size = 11137715, upload-time = "2026-06-12T02:29:00.555Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/f9/9b030b6088354acb0296871bb624b25befc1c42509d3c6cd17420c83a5b8/matplotlib-3.11.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:15b0d160079cb10699a0e98b5989c70677b2df7cacdc62af67c30f2facec46d9", size = 10939427, upload-time = "2026-06-12T02:29:02.527Z" },
+    { url = "https://files.pythonhosted.org/packages/59/94/6b273eaee4ee250863567d100865da61a5c1527fa67f527b7ed22e0dd29c/matplotlib-3.11.0-cp314-cp314t-win_amd64.whl", hash = "sha256:446307e6b04b57b1f1239e228a1ec2af0d589a1008cebc3dfa3f5441d095cfb6", size = 9535809, upload-time = "2026-06-12T02:29:04.994Z" },
+    { url = "https://files.pythonhosted.org/packages/60/95/1d36bddf2b7e2692c1540e78a6e5bc88bc1496b137e3e35a611f91b65ac3/matplotlib-3.11.0-cp314-cp314t-win_arm64.whl", hash = "sha256:652fb5696271d4c50f196d22a5ff4f8e4444c74f847423570d7dc0aa2bbd0159", size = 9209226, upload-time = "2026-06-12T02:29:07.033Z" },
 ]
 
 [[package]]
@@ -1402,7 +1402,7 @@ wheels = [
 
 [[package]]
 name = "pytest"
-version = "9.0.3"
+version = "9.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "sys_platform == 'win32'" },
@@ -1411,9 +1411,9 @@ dependencies = [
     { name = "pluggy" },
     { name = "pygments" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/7d/0d/549bd94f1a0a402dc8cf64563a117c0f3765662e2e668477624baeec44d5/pytest-9.0.3.tar.gz", hash = "sha256:b86ada508af81d19edeb213c681b1d48246c1a91d304c6c81a427674c17eb91c", size = 1572165, upload-time = "2026-04-07T17:16:18.027Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/84/0e/b5858858d74958632c49b72cb25a3976ff9f632397626715be71c89d3971/pytest-9.1.0.tar.gz", hash = "sha256:41dd9148c08072446394cefd3d79701701335a9f4cae69ba92e39f6c7f5c061c", size = 1634181, upload-time = "2026-06-13T18:52:45.983Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d4/24/a372aaf5c9b7208e7112038812994107bc65a84cd00e0354a88c2c77a617/pytest-9.0.3-py3-none-any.whl", hash = "sha256:2c5efc453d45394fdd706ade797c0a81091eccd1d6e4bccfcd476e2b8e0ab5d9", size = 375249, upload-time = "2026-04-07T17:16:16.13Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/5a/ba30a81239b909821b3153e303e7def45178bf353da4f72380e6c5e8793b/pytest-9.1.0-py3-none-any.whl", hash = "sha256:8ebb0e7888bdf2bdfc602ec51f8f62d50200af37356c74e503c79a94f5c81f32", size = 386453, upload-time = "2026-06-13T18:52:44.045Z" },
 ]
 
 [[package]]
@@ -1444,15 +1444,15 @@ wheels = [
 
 [[package]]
 name = "python-discovery"
-version = "1.4.0"
+version = "1.4.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "filelock" },
     { name = "platformdirs" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a6/12/38c1a0b1e64806780c9563e3fc9f6e472251839662587cfbe9bfaf2ae10a/python_discovery-1.4.0.tar.gz", hash = "sha256:eb8bc7daad3c226c147e45bb4e970a1feb1bf4048ee178e6db59e197b8010ce3", size = 68455, upload-time = "2026-05-28T01:15:37.639Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/0b/1a/cbbaf13b730abb0a16b964d984e19f2fe520c21a4dc664051359a3f5a9e7/python_discovery-1.4.2.tar.gz", hash = "sha256:8f3746c4b4968d22afbb97d36e1a0e5b66e6c0f297290f2e95f05b9b8bf18690", size = 70277, upload-time = "2026-06-11T16:10:42.383Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c8/8d/3d316429f65029532bb1e28ff77b797d86b5ac3915bb44ca4e19aa283d43/python_discovery-1.4.0-py3-none-any.whl", hash = "sha256:26ed78d703e234879a66244c7d4114563fb13ec5cd30a2d1357e5fb4850782da", size = 33217, upload-time = "2026-05-28T01:15:36.573Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/82/a70006589557f267f15bd384c0642ad49f0d97b690c3a05b166b9dcbad3b/python_discovery-1.4.2-py3-none-any.whl", hash = "sha256:475803f53b7b2ed6e490e27373f9d8340f7d2eebf9acdaf645d7d714c97bb500", size = 33886, upload-time = "2026-06-11T16:10:41.192Z" },
 ]
 
 [[package]]
@@ -1540,27 +1540,27 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.15.16"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/a6/bd/5f7ec371001337d8fa61701c186ff8b613ecac1651848c5950f4c4d5f2e9/ruff-0.15.16.tar.gz", hash = "sha256:d05e78d38c78caf020b03789e25106c93017db5a0cb6e2819885018c61343b78", size = 4714267, upload-time = "2026-06-04T16:33:09.974Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/0c/42/53ef1c3953f157956db9bf7861e3bc50b9b887ce93300aa48cdba8336fe6/ruff-0.15.16-py3-none-linux_armv6l.whl", hash = "sha256:6ac3c0b3969cc6cf6b158c4e2f8f682acb58e7d700d8a44b65ecdc72d66ab0b2", size = 10709025, upload-time = "2026-06-04T16:32:51.935Z" },
-    { url = "https://files.pythonhosted.org/packages/93/9a/a79159346f19134a956607754e57d8d128f7a4c00f4ad2f7514d224c172c/ruff-0.15.16-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:197c207ed75ffba54a0dec23db4aa939a27a3053073e085e0042433cbdc58e4a", size = 11063550, upload-time = "2026-06-04T16:32:42.24Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/72/3ce2ac000a5299ec238e01f51397b3b653c93b077d9b1bfe8715bb895f20/ruff-0.15.16-py3-none-macosx_11_0_arm64.whl", hash = "sha256:3a39fec45ab316cc23e7558f23fea4a70403ddb5648ea9a4a3854a16973d0071", size = 10421345, upload-time = "2026-06-04T16:32:37.251Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/c2/cc7fad3ec9169373f5b6a18f1917b91080feec40c3f9658334a1d28e2f03/ruff-0.15.16-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ba93191d79003116b95128c9d306e045200fdbd0bccb782b110f3cd1d4abc5cf", size = 10757217, upload-time = "2026-06-04T16:32:54.722Z" },
-    { url = "https://files.pythonhosted.org/packages/69/d2/3474009eaa0a65b31fa7152a2fad5e2f050c640ceb1e6b02ee6922e94c82/ruff-0.15.16-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c6ee4b90520630120ef032aa5cc10db483852dff950e78b1d717e2993a61ac8d", size = 10507035, upload-time = "2026-06-04T16:33:05.343Z" },
-    { url = "https://files.pythonhosted.org/packages/ca/81/b7ae6ccbd11f0c8dc3d5d67fc4be9b57ff57ca86ba56152021378e1277f2/ruff-0.15.16-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4e4215bc938bc3c8215c1472c1aa437e310fee20cd427335fec9d7e609563628", size = 11255291, upload-time = "2026-06-04T16:32:49.49Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/e1/46e526f1a7cc90857ce6ddf25fbb77eb6568651ac38d71b033af07076dd5/ruff-0.15.16-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7c8d26be963b090f10e29abc8b3e74a2a321f6fa34e02424e30b5af89350ecbb", size = 12124922, upload-time = "2026-06-04T16:33:07.821Z" },
-    { url = "https://files.pythonhosted.org/packages/1a/da/5c791b088b596b24d0deb967fa28ae02ad751a140c0b9ea81c5ab915d6c0/ruff-0.15.16-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f198cf4123602a2280ed46c307bcbafe41758d6fee5b456b6b6058ca1514b3b4", size = 11332186, upload-time = "2026-06-04T16:33:02.971Z" },
-    { url = "https://files.pythonhosted.org/packages/72/11/5da87abe20047c8962361473923ebb2f62b595250126aadfad8c20649c1e/ruff-0.15.16-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bb27515fa6240fb586ae82b901a59e67d24acff86f2190b433dc542fe0435aeb", size = 11373541, upload-time = "2026-06-04T16:32:47.007Z" },
-    { url = "https://files.pythonhosted.org/packages/fe/2a/8554754c23a854ae3fd6b507e36ad61ddb121e298c6d5d617dec94ed0f14/ruff-0.15.16-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:a267c46ba1593fc26b8eecbea050b39d40c0b6bb7781ee11c90a02cd10032951", size = 11353014, upload-time = "2026-06-04T16:32:34.795Z" },
-    { url = "https://files.pythonhosted.org/packages/62/25/62ea41529ec89f742ea3fed9cb1059c72877ec7cf9b9e99ac9cf3294d1d9/ruff-0.15.16-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:528c68f39a91498a8d50e91ff5985df3d105782bab49cc378e73ac26bff083e8", size = 10737467, upload-time = "2026-06-04T16:32:26.348Z" },
-    { url = "https://files.pythonhosted.org/packages/90/17/334d3ad9de4d40f9dd58fdd09e35ce64553bb501e2f19a839e2fb6be14fc/ruff-0.15.16-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:7ed55c58950df60589a9a7a5d2f8fa5f54ebd287163be805adfe6ee95a9de123", size = 10521910, upload-time = "2026-06-04T16:32:32.54Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/bd/3ac7c6ae77a885c1004b3dda2446ea401768d24f851c14b4ad4b24f6639c/ruff-0.15.16-py3-none-musllinux_1_2_i686.whl", hash = "sha256:d482feaf51512b50f9790ceb417a56a61dd1e9d9bf967662b9ed27c01b34f53a", size = 10979190, upload-time = "2026-06-04T16:32:57.492Z" },
-    { url = "https://files.pythonhosted.org/packages/33/d7/609546e6a413c3f216fbf2a50c928f97c80939154f6a0503114094a86191/ruff-0.15.16-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:1e15bc8c94513dae2a40cc9ef07c94fdd4ecc9e29dabebeebe170f952322c9e3", size = 11477014, upload-time = "2026-06-04T16:32:44.687Z" },
-    { url = "https://files.pythonhosted.org/packages/74/0d/f2cd247ad32633a5c36e97141a2c21b11c6279f7957bc2ff360b1e08fddd/ruff-0.15.16-py3-none-win32.whl", hash = "sha256:580378f7bd4aa25f72e74aa54948a9622f142b1e509521dd10902e886681cc1e", size = 10735541, upload-time = "2026-06-04T16:32:30.145Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/9e/02e845ef151b1dee585e55c4739f8e1734ae1d9f1221dff65761c162208b/ruff-0.15.16-py3-none-win_amd64.whl", hash = "sha256:408256017284eddf98fff77b29aa4fb30f586042d535b2d9befc6512f400aaec", size = 11843403, upload-time = "2026-06-04T16:32:39.76Z" },
-    { url = "https://files.pythonhosted.org/packages/15/19/016553f86f207450aebebc2b2b5088d086b901cc8186c02ac4284db3bd88/ruff-0.15.16-py3-none-win_arm64.whl", hash = "sha256:8cd61783afb39638a7133ef0d2dfb1e91277593962f81b5a8423eb0b888a6121", size = 11134555, upload-time = "2026-06-04T16:33:00.136Z" },
+version = "0.15.17"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/8c/a9/3abdf488f1bf3d24c699415e454ed554a6350d5d89ce183be1ee0a3361ac/ruff-0.15.17.tar.gz", hash = "sha256:2ec446937fd16c8c4de2674a209cc5af64d9c6f17d21fbf1151054fa0bcf5219", size = 4743346, upload-time = "2026-06-11T17:54:47.663Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/db/4d/e11259f5da07cb6afb2d074c31bf09da9671993f7329d4f15d2fdc458301/ruff-0.15.17-py3-none-linux_armv6l.whl", hash = "sha256:d9feddb927fc68bd295f5eebc587a7e42cfaf9b65f60ca4a2386febff575da8f", size = 10856677, upload-time = "2026-06-11T17:54:49.533Z" },
+    { url = "https://files.pythonhosted.org/packages/29/3e/772d679e1a0dc058e58875bd2c0cb713a0530877b4a76fee3c7966df0d49/ruff-0.15.17-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:25805a226d741c47d274a35ad5c10a7dde175fcddfa511d7cf3da0a21eb3eab7", size = 11223443, upload-time = "2026-06-11T17:55:00.573Z" },
+    { url = "https://files.pythonhosted.org/packages/68/58/bd41f7688b2fd5623012605130ed70e60aa7f2244baa3d5066bdd61530c8/ruff-0.15.17-py3-none-macosx_11_0_arm64.whl", hash = "sha256:f6ad73b14c2d18a3bf8ad7cb6974294d7f613a7898604826058e6ac64918ef4d", size = 10566458, upload-time = "2026-06-11T17:55:07.52Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/5b/733371013fcf1ec339e477ece6ab42bfe10bdd9bba8ee88a9516aa56bfc0/ruff-0.15.17-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6ba0c1e4f95bcb3869d0d30cbd5917071ef2e28665abfec970cdab0492c713ed", size = 10914483, upload-time = "2026-06-11T17:55:05.501Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/cc/6f24251cc0252f7239391ccb85833f320efad14ebe5b443943f37ced6332/ruff-0.15.17-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:81647960f10bff57d2e51cadd0c3950fe598400c852863a038720ef5b8cca91e", size = 10647497, upload-time = "2026-06-11T17:54:57.733Z" },
+    { url = "https://files.pythonhosted.org/packages/68/dd/0d10c17ce1a1624d6fc3156309c3f834fdb5dfaad026ec90c85684f3990e/ruff-0.15.17-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0e01a84ddbc8c16c23055ba3924476850f1bbc1917cebbb9376665a63e74260d", size = 11416967, upload-time = "2026-06-11T17:54:51.461Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/91/556bfb156f6144f355e831c23db00b2fc4120f86b3ce81cc5f7fd2df51f3/ruff-0.15.17-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:84fe9f653152f8f294f9f7e03bf3a453d8b4a27f7a59c78c8666167f2b17b96c", size = 12335770, upload-time = "2026-06-11T17:54:45.793Z" },
+    { url = "https://files.pythonhosted.org/packages/88/82/8b5999aa13355e926f06d9f42a32dcca862f623bf0363785ff89d607dffd/ruff-0.15.17-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8c0fe88a7676e7a05b73174d4d4a59cb2ac21ff8263583f87a81a6018475a978", size = 11575441, upload-time = "2026-06-11T17:54:32.661Z" },
+    { url = "https://files.pythonhosted.org/packages/11/93/f10377bb04109ca0e8cbc483ff1982c54b6d418210041776f93e8cdc7fa9/ruff-0.15.17-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ecfc3c7878fff94633ab0348524e093f9ce3243080416dd7d14f8ba400174719", size = 11557614, upload-time = "2026-06-11T17:54:34.698Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/a6/eeeae7f7d5493df41649ab3db92f086b2d0a30199e4efdf8e3dd7a033f24/ruff-0.15.17-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:b8461180b22420b1bdc289909410930761629fddf2a5aaf60fae1ab26cedc4c4", size = 11544450, upload-time = "2026-06-11T17:54:39.042Z" },
+    { url = "https://files.pythonhosted.org/packages/32/88/5991ce565129a24dd4a00db1254b3b5db2e53018cbe4018ea5a89738e727/ruff-0.15.17-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:6eccbe50a038b503e7140b441aa9c7fc8c1f36edf23ebef9f4165c2f28f568b7", size = 10892524, upload-time = "2026-06-11T17:55:09.432Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/1d/0fdd248313425f55223968af04b0a42125466a8d88d21c1d99c6af0a51e8/ruff-0.15.17-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:382fc0521025f5a8ad447d8bdd523545d0d7646adb718eb1c2dac5065ec27c0f", size = 10659573, upload-time = "2026-06-11T17:54:36.824Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/0e/072e8260deb9461062ce9311ced27a8e541229a6ffd483013dd37661e43e/ruff-0.15.17-py3-none-musllinux_1_2_i686.whl", hash = "sha256:456d41fcd1b2777ad63f09a6e7121d43f7b688bbc76a800c10f7f8fb1f912c3f", size = 11127818, upload-time = "2026-06-11T17:55:03.124Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/b4/55060a34163121498014696b5f656db5b8c6963768f227dbf0d76b311073/ruff-0.15.17-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:b1a04bcc94ae6194e9db05d16ad31f298a7194bfbcb08258bbe589cee1d587b8", size = 11655901, upload-time = "2026-06-11T17:54:53.562Z" },
+    { url = "https://files.pythonhosted.org/packages/49/71/9b29d6b87cef468d697f43c6a91e3fae4a80185779d7d5a4ef27d173439f/ruff-0.15.17-py3-none-win32.whl", hash = "sha256:596065960ab1ff593f744220c9fe6580eda00a95003cffa9f4048bb5b1bf0392", size = 10925574, upload-time = "2026-06-11T17:54:55.723Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/b2/8fc77f3723228836fa5d12497eb71c808f83782e10d058d2b15cfa14640b/ruff-0.15.17-py3-none-win_amd64.whl", hash = "sha256:6769e5fa1710b179b92e0bfa5a51735b35baea9013dadb06d5f44cbcf9547084", size = 12058788, upload-time = "2026-06-11T17:54:41.042Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/c7/c53e8dbff9c9dc4b7928773421ae294a5d28fcb8dcda1a089579d3a7e510/ruff-0.15.17-py3-none-win_arm64.whl", hash = "sha256:f3be1fbb34bcdfd146240d8fb92a709d4c2c8191348580a3c044ec60fa0b4456", size = 11355275, upload-time = "2026-06-11T17:54:43.635Z" },
 ]
 
 [[package]]
@@ -1963,14 +1963,14 @@ wheels = [
 
 [[package]]
 name = "types-networkx"
-version = "3.6.1.20260518"
+version = "3.6.1.20260612"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f9/9f/e6fe2543aecbfe4d67fe86f280afae1e6d532c49755c5fb6c1f05f8af91e/types_networkx-3.6.1.20260518.tar.gz", hash = "sha256:af3ab153815b366c3695a0015cc75aece9b3eb0e5df56bb60ffee0b7cec8f630", size = 73977, upload-time = "2026-05-18T06:06:05.573Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6a/d6/86483526df18c9936cb321b33f6df929db20414378f536972c5e9ee20789/types_networkx-3.6.1.20260612.tar.gz", hash = "sha256:9a28345fb3ad985e460667ef2b9c0879920761c8000cd07b424c0bf1b24ca778", size = 73974, upload-time = "2026-06-12T06:22:35.097Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1f/4f/422a91e9fa008b804746fc2ce4da5bcb7eca4bfb45c31e8282fbb3664601/types_networkx-3.6.1.20260518-py3-none-any.whl", hash = "sha256:574304deea33828fb32cdca757af84f79b67bd80164aa1725c52a95d4a9347e6", size = 162454, upload-time = "2026-05-18T06:06:04.417Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/1d/4694309c774f552a0dad8d357bc8c2b152120c9744dad4f21fdc3e819c37/types_networkx-3.6.1.20260612-py3-none-any.whl", hash = "sha256:829cdad128c10e072aacadd0421d7ebd64cee9731110e9d6b3f22b575fe0bbfd", size = 162459, upload-time = "2026-06-12T06:22:33.875Z" },
 ]
 
 [[package]]
@@ -2002,7 +2002,7 @@ wheels = [
 
 [[package]]
 name = "virtualenv"
-version = "21.4.2"
+version = "21.5.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "distlib" },
@@ -2010,9 +2010,9 @@ dependencies = [
     { name = "platformdirs" },
     { name = "python-discovery" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/e1/0d/4e93c8e6d1001a75763f87d8f5ecda8ebc7f4aa2153dddfaf4ae8892821a/virtualenv-21.4.2.tar.gz", hash = "sha256:38e6ee0a555615c0ea9da2ac7e9998fe8dc3b911dd33ad8eaad2020957653b0c", size = 7613326, upload-time = "2026-05-31T17:01:22.827Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/cd/0e/933bacb37b57ae7928b0030eef205a3dbb3e37afdbdde5be2e113318958f/virtualenv-21.5.0.tar.gz", hash = "sha256:98847aadf5e2037e0e4d2e19528eb3aca6f23906422e59a510bff231a6d32fce", size = 4577424, upload-time = "2026-06-13T20:36:45.066Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/bf/c4/557dc082be035381b85fdb2b74e21d3d21b57750b74f2b47a32f3a639ff9/virtualenv-21.4.2-py3-none-any.whl", hash = "sha256:854210ca524a1a4d0d744734f4acbc721c3ffe163b85bbf5d56d14d5ae2f0fae", size = 7594079, upload-time = "2026-05-31T17:01:20.735Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/87/b0667ede418386ab631e48924b845d326f366d61e6bd08fe68a748fae4d4/virtualenv-21.5.0-py3-none-any.whl", hash = "sha256:8f7c38605023688c89789f566959006af6d61c99eeeb9e58342eb780c5761e5e", size = 4557937, upload-time = "2026-06-13T20:36:42.967Z" },
 ]
 
 [[package]]

From de8a6235a9c7469b575cd06de2e9c4928564e981 Mon Sep 17 00:00:00 2001
From: jdecarolis <2837947+jdecarolis@users.noreply.github.com>
Date: Fri, 19 Jun 2026 04:27:16 +0000
Subject: [PATCH 05/56] chore: upgrade dependencies (canary)

---
 requirements-dev.txt | 50 ++++++++++++++++++++--------------------
 uv.lock              | 54 ++++++++++++++++++++++----------------------
 2 files changed, 52 insertions(+), 52 deletions(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index f7941a1b9..c864c0c82 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -58,9 +58,9 @@ beautifulsoup4==4.15.0 \
     --hash=sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7 \
     --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
     # via pydata-sphinx-theme
-certifi==2026.5.20 \
-    --hash=sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897 \
-    --hash=sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d
+certifi==2026.6.17 \
+    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
+    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
     # via requests
 cfgv==3.5.0 \
     --hash=sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0 \
@@ -1094,25 +1094,25 @@ roman-numerals==4.1.0 \
     --hash=sha256:1af8b147eb1405d5839e78aeb93131690495fe9da5c91856cb33ad55a7f1e5b2 \
     --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
     # via sphinx
-ruff==0.15.17 \
-    --hash=sha256:0e01a84ddbc8c16c23055ba3924476850f1bbc1917cebbb9376665a63e74260d \
-    --hash=sha256:25805a226d741c47d274a35ad5c10a7dde175fcddfa511d7cf3da0a21eb3eab7 \
-    --hash=sha256:2ec446937fd16c8c4de2674a209cc5af64d9c6f17d21fbf1151054fa0bcf5219 \
-    --hash=sha256:382fc0521025f5a8ad447d8bdd523545d0d7646adb718eb1c2dac5065ec27c0f \
-    --hash=sha256:456d41fcd1b2777ad63f09a6e7121d43f7b688bbc76a800c10f7f8fb1f912c3f \
-    --hash=sha256:596065960ab1ff593f744220c9fe6580eda00a95003cffa9f4048bb5b1bf0392 \
-    --hash=sha256:6769e5fa1710b179b92e0bfa5a51735b35baea9013dadb06d5f44cbcf9547084 \
-    --hash=sha256:6ba0c1e4f95bcb3869d0d30cbd5917071ef2e28665abfec970cdab0492c713ed \
-    --hash=sha256:6eccbe50a038b503e7140b441aa9c7fc8c1f36edf23ebef9f4165c2f28f568b7 \
-    --hash=sha256:81647960f10bff57d2e51cadd0c3950fe598400c852863a038720ef5b8cca91e \
-    --hash=sha256:84fe9f653152f8f294f9f7e03bf3a453d8b4a27f7a59c78c8666167f2b17b96c \
-    --hash=sha256:8c0fe88a7676e7a05b73174d4d4a59cb2ac21ff8263583f87a81a6018475a978 \
-    --hash=sha256:b1a04bcc94ae6194e9db05d16ad31f298a7194bfbcb08258bbe589cee1d587b8 \
-    --hash=sha256:b8461180b22420b1bdc289909410930761629fddf2a5aaf60fae1ab26cedc4c4 \
-    --hash=sha256:d9feddb927fc68bd295f5eebc587a7e42cfaf9b65f60ca4a2386febff575da8f \
-    --hash=sha256:ecfc3c7878fff94633ab0348524e093f9ce3243080416dd7d14f8ba400174719 \
-    --hash=sha256:f3be1fbb34bcdfd146240d8fb92a709d4c2c8191348580a3c044ec60fa0b4456 \
-    --hash=sha256:f6ad73b14c2d18a3bf8ad7cb6974294d7f613a7898604826058e6ac64918ef4d
+ruff==0.15.18 \
+    --hash=sha256:01a754cd6a1b630d3f97e33eb452cf7a98040482318e870f8bc52a5a30e62657 \
+    --hash=sha256:02299e6e9fa5b297a3f6d5d10d7bcd655c925b028bb8b9d4588214549c6b9ec4 \
+    --hash=sha256:08d4c86a68f2c3ec2c9d56380a71fb4a4f65373055cbb8caabd645e9102f38d4 \
+    --hash=sha256:2186d9e940ae332ab293623a75b5f4fe49565f449954d50a72a046683aa6b809 \
+    --hash=sha256:2330215f1f393fa8733f55edce04fcf94c36a2c460fcde31f78cc84e4951e9b1 \
+    --hash=sha256:2698a964c70e8bf402dcb99c8810472d270d141e7aa8c4e13599fd52033a2f33 \
+    --hash=sha256:37e5108745c2c0705da916d7d4de533ddf547051ef45f62888c31bae73f66318 \
+    --hash=sha256:3fccc153a85417dcd976883160cacce486997b0a0058dd18f54b8aaaac7d1ce2 \
+    --hash=sha256:56949a6ce8b3abde54c0bcb22cebfe57e8771cadc84b407ae8b8eaf67ebdcd43 \
+    --hash=sha256:5a2c40a41a4cadbcf5897b548ab29dfe248b20c540961c0247d98a3973c70403 \
+    --hash=sha256:5c2abf140438032bc77b2284a6c9944ecd8a19e5f1c7b52b1b8e4a0a80d19a7a \
+    --hash=sha256:5f0480ce690cbb6c4db6e5d08f19fce98e10ba131a8b60c1bcdac42771e3ae2d \
+    --hash=sha256:6ba7a07e03a44dbf10bb086ee06705b173625014ec99f73a7e6836a5e5590a0c \
+    --hash=sha256:8b6850172348c8381b8b3084c5915a4393c2373b9b54cd5b5e1ea15812bc10df \
+    --hash=sha256:a6aa6a3d979e48ae617578183674bf264fbe7d0114a796a26bd678d67963c7ff \
+    --hash=sha256:a81beadbbff2c9c245561ae3f77b16709d87f35eec650d0501679239d3449b22 \
+    --hash=sha256:b2c9257fcbd4a3e5b977a1904e6facca016bafe2edc17df24db67cfaee03b4e4 \
+    --hash=sha256:dac80dc8d26b2257dbefabed62f5d255c3937b4ccb122da1fc634794fa3578b3
 salib==1.5.2 \
     --hash=sha256:6f4b6bebc1eeed1d081c8f951fa8c2ad7b0cd8a7159d206af48ef137cc806c43 \
     --hash=sha256:a8eeedc4e87cf070f7ef450b76cdecd120d1e5c602a9c35855ec7777591f949f
@@ -1279,9 +1279,9 @@ urllib3==2.7.0 \
     --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
     --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-virtualenv==21.5.0 \
-    --hash=sha256:8f7c38605023688c89789f566959006af6d61c99eeeb9e58342eb780c5761e5e \
-    --hash=sha256:98847aadf5e2037e0e4d2e19528eb3aca6f23906422e59a510bff231a6d32fce
+virtualenv==21.5.1 \
+    --hash=sha256:55aa670b67bbfb991b03fda39bd3276d92c419d702376e98c5df1c9989a26783 \
+    --hash=sha256:dca3bf98275a59c652b69d68e73433e597d977c2da9198882479d1a7188009c8
     # via pre-commit
 wrapt==2.2.1 \
     --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
diff --git a/uv.lock b/uv.lock
index 3b33666a0..ffd5c4462 100644
--- a/uv.lock
+++ b/uv.lock
@@ -107,11 +107,11 @@ wheels = [
 
 [[package]]
 name = "certifi"
-version = "2026.5.20"
+version = "2026.6.17"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f3/ce/ee2ecad540810a79593028e88299baeae54d346cc7a0d94b6199988b89b1/certifi-2026.5.20.tar.gz", hash = "sha256:69dea482ab64caa7b9f6aba1c6bf48bb6a5448d1c0f1b17ab42ad8c763a5344d", size = 135422, upload-time = "2026-05-20T11:46:50.073Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c9/c7/424b75da314c1045981bd9777432fad05a9e0c69daa4ed7e308bbaffe405/certifi-2026.6.17.tar.gz", hash = "sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432", size = 134594, upload-time = "2026-06-17T10:31:07.894Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/59/8c/57e832b7af6d7c5abe66eb3fbe3a3a32f4d11ea23a1aa7131371035be991/certifi-2026.5.20-py3-none-any.whl", hash = "sha256:3c52e209ba0a4ad7aebe60436a4ab349c39e1e602e8c134221e546902ad25897", size = 134134, upload-time = "2026-05-20T11:46:48.578Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/2f/c5464532e965badff2f4c4c1a3a83f5697f0d7c407ed0cda44aaa99bb451/certifi-2026.6.17-py3-none-any.whl", hash = "sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db", size = 133289, upload-time = "2026-06-17T10:31:06.348Z" },
 ]
 
 [[package]]
@@ -1540,27 +1540,27 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.15.17"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/8c/a9/3abdf488f1bf3d24c699415e454ed554a6350d5d89ce183be1ee0a3361ac/ruff-0.15.17.tar.gz", hash = "sha256:2ec446937fd16c8c4de2674a209cc5af64d9c6f17d21fbf1151054fa0bcf5219", size = 4743346, upload-time = "2026-06-11T17:54:47.663Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/db/4d/e11259f5da07cb6afb2d074c31bf09da9671993f7329d4f15d2fdc458301/ruff-0.15.17-py3-none-linux_armv6l.whl", hash = "sha256:d9feddb927fc68bd295f5eebc587a7e42cfaf9b65f60ca4a2386febff575da8f", size = 10856677, upload-time = "2026-06-11T17:54:49.533Z" },
-    { url = "https://files.pythonhosted.org/packages/29/3e/772d679e1a0dc058e58875bd2c0cb713a0530877b4a76fee3c7966df0d49/ruff-0.15.17-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:25805a226d741c47d274a35ad5c10a7dde175fcddfa511d7cf3da0a21eb3eab7", size = 11223443, upload-time = "2026-06-11T17:55:00.573Z" },
-    { url = "https://files.pythonhosted.org/packages/68/58/bd41f7688b2fd5623012605130ed70e60aa7f2244baa3d5066bdd61530c8/ruff-0.15.17-py3-none-macosx_11_0_arm64.whl", hash = "sha256:f6ad73b14c2d18a3bf8ad7cb6974294d7f613a7898604826058e6ac64918ef4d", size = 10566458, upload-time = "2026-06-11T17:55:07.52Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/5b/733371013fcf1ec339e477ece6ab42bfe10bdd9bba8ee88a9516aa56bfc0/ruff-0.15.17-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6ba0c1e4f95bcb3869d0d30cbd5917071ef2e28665abfec970cdab0492c713ed", size = 10914483, upload-time = "2026-06-11T17:55:05.501Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/cc/6f24251cc0252f7239391ccb85833f320efad14ebe5b443943f37ced6332/ruff-0.15.17-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:81647960f10bff57d2e51cadd0c3950fe598400c852863a038720ef5b8cca91e", size = 10647497, upload-time = "2026-06-11T17:54:57.733Z" },
-    { url = "https://files.pythonhosted.org/packages/68/dd/0d10c17ce1a1624d6fc3156309c3f834fdb5dfaad026ec90c85684f3990e/ruff-0.15.17-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:0e01a84ddbc8c16c23055ba3924476850f1bbc1917cebbb9376665a63e74260d", size = 11416967, upload-time = "2026-06-11T17:54:51.461Z" },
-    { url = "https://files.pythonhosted.org/packages/2f/91/556bfb156f6144f355e831c23db00b2fc4120f86b3ce81cc5f7fd2df51f3/ruff-0.15.17-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:84fe9f653152f8f294f9f7e03bf3a453d8b4a27f7a59c78c8666167f2b17b96c", size = 12335770, upload-time = "2026-06-11T17:54:45.793Z" },
-    { url = "https://files.pythonhosted.org/packages/88/82/8b5999aa13355e926f06d9f42a32dcca862f623bf0363785ff89d607dffd/ruff-0.15.17-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8c0fe88a7676e7a05b73174d4d4a59cb2ac21ff8263583f87a81a6018475a978", size = 11575441, upload-time = "2026-06-11T17:54:32.661Z" },
-    { url = "https://files.pythonhosted.org/packages/11/93/f10377bb04109ca0e8cbc483ff1982c54b6d418210041776f93e8cdc7fa9/ruff-0.15.17-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ecfc3c7878fff94633ab0348524e093f9ce3243080416dd7d14f8ba400174719", size = 11557614, upload-time = "2026-06-11T17:54:34.698Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/a6/eeeae7f7d5493df41649ab3db92f086b2d0a30199e4efdf8e3dd7a033f24/ruff-0.15.17-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:b8461180b22420b1bdc289909410930761629fddf2a5aaf60fae1ab26cedc4c4", size = 11544450, upload-time = "2026-06-11T17:54:39.042Z" },
-    { url = "https://files.pythonhosted.org/packages/32/88/5991ce565129a24dd4a00db1254b3b5db2e53018cbe4018ea5a89738e727/ruff-0.15.17-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:6eccbe50a038b503e7140b441aa9c7fc8c1f36edf23ebef9f4165c2f28f568b7", size = 10892524, upload-time = "2026-06-11T17:55:09.432Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/1d/0fdd248313425f55223968af04b0a42125466a8d88d21c1d99c6af0a51e8/ruff-0.15.17-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:382fc0521025f5a8ad447d8bdd523545d0d7646adb718eb1c2dac5065ec27c0f", size = 10659573, upload-time = "2026-06-11T17:54:36.824Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/0e/072e8260deb9461062ce9311ced27a8e541229a6ffd483013dd37661e43e/ruff-0.15.17-py3-none-musllinux_1_2_i686.whl", hash = "sha256:456d41fcd1b2777ad63f09a6e7121d43f7b688bbc76a800c10f7f8fb1f912c3f", size = 11127818, upload-time = "2026-06-11T17:55:03.124Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/b4/55060a34163121498014696b5f656db5b8c6963768f227dbf0d76b311073/ruff-0.15.17-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:b1a04bcc94ae6194e9db05d16ad31f298a7194bfbcb08258bbe589cee1d587b8", size = 11655901, upload-time = "2026-06-11T17:54:53.562Z" },
-    { url = "https://files.pythonhosted.org/packages/49/71/9b29d6b87cef468d697f43c6a91e3fae4a80185779d7d5a4ef27d173439f/ruff-0.15.17-py3-none-win32.whl", hash = "sha256:596065960ab1ff593f744220c9fe6580eda00a95003cffa9f4048bb5b1bf0392", size = 10925574, upload-time = "2026-06-11T17:54:55.723Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/b2/8fc77f3723228836fa5d12497eb71c808f83782e10d058d2b15cfa14640b/ruff-0.15.17-py3-none-win_amd64.whl", hash = "sha256:6769e5fa1710b179b92e0bfa5a51735b35baea9013dadb06d5f44cbcf9547084", size = 12058788, upload-time = "2026-06-11T17:54:41.042Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/c7/c53e8dbff9c9dc4b7928773421ae294a5d28fcb8dcda1a089579d3a7e510/ruff-0.15.17-py3-none-win_arm64.whl", hash = "sha256:f3be1fbb34bcdfd146240d8fb92a709d4c2c8191348580a3c044ec60fa0b4456", size = 11355275, upload-time = "2026-06-11T17:54:43.635Z" },
+version = "0.15.18"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/74/98/1295ad5a5aa9bc85bdcdfa5d82fe7b49c61af5657df4f227637ff9de0da6/ruff-0.15.18.tar.gz", hash = "sha256:2698a964c70e8bf402dcb99c8810472d270d141e7aa8c4e13599fd52033a2f33", size = 4761437, upload-time = "2026-06-18T18:25:39.224Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b9/d0/686e984941269621e2be72612d5c1e461f8f7b38415a2a7d7a81c8ae6715/ruff-0.15.18-py3-none-linux_armv6l.whl", hash = "sha256:8b6850172348c8381b8b3084c5915a4393c2373b9b54cd5b5e1ea15812bc10df", size = 10887308, upload-time = "2026-06-18T18:25:03.062Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/21/bc4123e3f5515ee99f8ce1eb93a14a0628fe4d1678663cd08f933ac16931/ruff-0.15.18-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:3fccc153a85417dcd976883160cacce486997b0a0058dd18f54b8aaaac7d1ce2", size = 11281305, upload-time = "2026-06-18T18:25:30.026Z" },
+    { url = "https://files.pythonhosted.org/packages/51/93/4769464c25cf7ab2acb3c7dda9cad3d867eb41c59565b3e2a9d17249c90c/ruff-0.15.18-py3-none-macosx_11_0_arm64.whl", hash = "sha256:08d4c86a68f2c3ec2c9d56380a71fb4a4f65373055cbb8caabd645e9102f38d4", size = 10641215, upload-time = "2026-06-18T18:25:15.802Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/42/56926d17120db2c208d76bf60a1a019644dd9e91dc27f0f95c9caddb1366/ruff-0.15.18-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:37e5108745c2c0705da916d7d4de533ddf547051ef45f62888c31bae73f66318", size = 10957224, upload-time = "2026-06-18T18:25:36.955Z" },
+    { url = "https://files.pythonhosted.org/packages/22/4f/d43fab8d8189afde803103022d000a8ef9f230616d436d52a8b2b8d63b50/ruff-0.15.18-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:56949a6ce8b3abde54c0bcb22cebfe57e8771cadc84b407ae8b8eaf67ebdcd43", size = 10699024, upload-time = "2026-06-18T18:25:05.707Z" },
+    { url = "https://files.pythonhosted.org/packages/63/42/1e3e4c68bd408b9768cf3e439acbe2c78245225faef253f7028a0cdb63e0/ruff-0.15.18-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:01a754cd6a1b630d3f97e33eb452cf7a98040482318e870f8bc52a5a30e62657", size = 11491458, upload-time = "2026-06-18T18:25:20.275Z" },
+    { url = "https://files.pythonhosted.org/packages/20/77/47a3484bea8521e14a203d98c389c5c97846675e4f02734672da4a69b52a/ruff-0.15.18-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6ba7a07e03a44dbf10bb086ee06705b173625014ec99f73a7e6836a5e5590a0c", size = 12383752, upload-time = "2026-06-18T18:25:22.535Z" },
+    { url = "https://files.pythonhosted.org/packages/0a/ca/054159590787023d83b658a1a1819c4c8910114e7015069340b71c0961cb/ruff-0.15.18-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5a2c40a41a4cadbcf5897b548ab29dfe248b20c540961c0247d98a3973c70403", size = 11577923, upload-time = "2026-06-18T18:25:10.702Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/ff/d353d6b7bbd73cc0ec37f4463d7540e45e894338abdd9964eee0de332708/ruff-0.15.18-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5f0480ce690cbb6c4db6e5d08f19fce98e10ba131a8b60c1bcdac42771e3ae2d", size = 11583925, upload-time = "2026-06-18T18:25:32.391Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/4a/891f89b9c296ed3e5f3ece1a5629badc989d9a8fdaa30431aaf4774bc1c2/ruff-0.15.18-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:2330215f1f393fa8733f55edce04fcf94c36a2c460fcde31f78cc84e4951e9b1", size = 11582834, upload-time = "2026-06-18T18:25:27.309Z" },
+    { url = "https://files.pythonhosted.org/packages/32/a3/ed9e370154bf85de360b93c03026157f02d4943b2d01ff4945f4429f8e8a/ruff-0.15.18-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:a6aa6a3d979e48ae617578183674bf264fbe7d0114a796a26bd678d67963c7ff", size = 10927328, upload-time = "2026-06-18T18:25:34.676Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/d1/5cf5909329fedb5d39d555ee818ba5cf4638e1a301b89785d34f2905bfcb/ruff-0.15.18-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:a81beadbbff2c9c245561ae3f77b16709d87f35eec650d0501679239d3449b22", size = 10693187, upload-time = "2026-06-18T18:25:08.245Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/44/ff6c635cf2c4f4e7b618b6640da057376baa36014695487d88aed4794268/ruff-0.15.18-py3-none-musllinux_1_2_i686.whl", hash = "sha256:2186d9e940ae332ab293623a75b5f4fe49565f449954d50a72a046683aa6b809", size = 11208721, upload-time = "2026-06-18T18:25:41.327Z" },
+    { url = "https://files.pythonhosted.org/packages/88/d9/5baa2a30861adfb7022cf33c1e35b2fc18085b08c16f83eff4c7b99a5f48/ruff-0.15.18-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:5c2abf140438032bc77b2284a6c9944ecd8a19e5f1c7b52b1b8e4a0a80d19a7a", size = 11678599, upload-time = "2026-06-18T18:25:13.607Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/1a/0725a7cfdc32ff769efb96ee782bec882e16448c5d9e3be947ec4c04ce27/ruff-0.15.18-py3-none-win32.whl", hash = "sha256:02299e6e9fa5b297a3f6d5d10d7bcd655c925b028bb8b9d4588214549c6b9ec4", size = 10901903, upload-time = "2026-06-18T18:25:24.755Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/51/805d9f6fb7970505c3504794a5ec350f605361b807fef4dcf214ebd35e72/ruff-0.15.18-py3-none-win_amd64.whl", hash = "sha256:dac80dc8d26b2257dbefabed62f5d255c3937b4ccb122da1fc634794fa3578b3", size = 12041189, upload-time = "2026-06-18T18:25:17.915Z" },
+    { url = "https://files.pythonhosted.org/packages/29/4c/67bb45e41609eb4726f1bfeb59e083cf91d14c696d4bd14c234a980be93d/ruff-0.15.18-py3-none-win_arm64.whl", hash = "sha256:b2c9257fcbd4a3e5b977a1904e6facca016bafe2edc17df24db67cfaee03b4e4", size = 11329958, upload-time = "2026-06-18T18:25:43.686Z" },
 ]
 
 [[package]]
@@ -2002,7 +2002,7 @@ wheels = [
 
 [[package]]
 name = "virtualenv"
-version = "21.5.0"
+version = "21.5.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "distlib" },
@@ -2010,9 +2010,9 @@ dependencies = [
     { name = "platformdirs" },
     { name = "python-discovery" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/cd/0e/933bacb37b57ae7928b0030eef205a3dbb3e37afdbdde5be2e113318958f/virtualenv-21.5.0.tar.gz", hash = "sha256:98847aadf5e2037e0e4d2e19528eb3aca6f23906422e59a510bff231a6d32fce", size = 4577424, upload-time = "2026-06-13T20:36:45.066Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f1/a5/81f987504738e6defeed61ec1c47e2aefab3c35d8eeb87e1b3f38cf28254/virtualenv-21.5.1.tar.gz", hash = "sha256:dca3bf98275a59c652b69d68e73433e597d977c2da9198882479d1a7188009c8", size = 4578798, upload-time = "2026-06-16T16:23:58.603Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e9/87/b0667ede418386ab631e48924b845d326f366d61e6bd08fe68a748fae4d4/virtualenv-21.5.0-py3-none-any.whl", hash = "sha256:8f7c38605023688c89789f566959006af6d61c99eeeb9e58342eb780c5761e5e", size = 4557937, upload-time = "2026-06-13T20:36:42.967Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/02/3623e6169bed617ed1e2d372f7c69f92ec28d54c4dfc997055c8578ec148/virtualenv-21.5.1-py3-none-any.whl", hash = "sha256:55aa670b67bbfb991b03fda39bd3276d92c419d702376e98c5df1c9989a26783", size = 4558820, upload-time = "2026-06-16T16:23:56.963Z" },
 ]
 
 [[package]]

From 23b0acce589a6d7023f532a7ba39a5f6320e649f Mon Sep 17 00:00:00 2001
From: jdecarolis <2837947+jdecarolis@users.noreply.github.com>
Date: Tue, 23 Jun 2026 03:42:04 +0000
Subject: [PATCH 06/56] chore: upgrade dependencies (canary)

---
 requirements-dev.txt | 457 +++++++++++++++++++----------------------
 requirements.txt     | 316 ++++++++++++++---------------
 uv.lock              | 471 ++++++++++++++++++++-----------------------
 3 files changed, 577 insertions(+), 667 deletions(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index c864c0c82..c47478ddf 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -199,84 +199,69 @@ contourpy==1.3.3 \
     --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
     --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
     # via matplotlib
-coverage==7.14.1 \
-    --hash=sha256:0177614a0370f227888b4e436a7c55686d6a9f90eb1ade2b624ba685a1686e86 \
-    --hash=sha256:01b7733daad0237daa01ef80fe2dfceffc911e6a17fa7b55d14aa8214eaaaecd \
-    --hash=sha256:03a6f93c1ec3b7f2e77b5dbcc5573a2c21f12529a5c6bbe0f16f72303cc2fa4d \
-    --hash=sha256:042c46ded7c288aeb07cf14a28b6c1e10b78fcba40171c3fa1e939377eeef0b5 \
-    --hash=sha256:06144cd511cf2624873a035c5069cf297144f6e77a73ee3d7a55b605ec5efb42 \
-    --hash=sha256:07c6290b1697b862c0478eab545eec949a0d0e4d6d03497f446d706da3b4f2de \
-    --hash=sha256:1101a5ebb083aecb625ebb6209d4105b58f647b093cb2dc8122d7b33f743cfe1 \
-    --hash=sha256:114c95ef29302423b87d159075805f4ab973254a2638a5d7d046c94887cc87d7 \
-    --hash=sha256:12c42ec1e14f553c4f817e989365982e646e27211f10a0f717855b94a79c8906 \
-    --hash=sha256:145986fe66647eb489f18d9a997567a3fd358584c4b5a808769113abc07466af \
-    --hash=sha256:17a5a241e5997621a956a7f402a7433ef4221e5152809b785bec79e2323799f1 \
-    --hash=sha256:1896f5e19ff3f0431c7ce2172adc54890fd97f86b59ced8ca1649145d9ffe35d \
-    --hash=sha256:221c70f316241a78e77e607c227cefc8808d4e08f28d99c04f35694690e940be \
-    --hash=sha256:2222be86d0b54f5dd5a38f45f17f315f737245e857bf0bdedc70734f84a13c02 \
-    --hash=sha256:2224f89ffd0c5605ccce1ed7a584da162bc7c55f601ab1c946bc9de31a486b42 \
-    --hash=sha256:2d69af5dea2de76fc485a83032a630523f985198b7e25be901ec60181587b01e \
-    --hash=sha256:30c08f7d90415aa98b3c990385dea2939b0da55f38515e5b369b83655f8523be \
-    --hash=sha256:357d4e32935c36588aaba057d734fa32428c360c9fc2e4442afbf1b646beee6e \
-    --hash=sha256:35ab22d91de736e8966b980dc355cbcdd2c6dbbcfe275f9a2991bc8a91b3df65 \
-    --hash=sha256:370c5afae3fa0658e11694a32b24c2778f6bc2d17718121f94ee185e69f26b54 \
-    --hash=sha256:3758dd0a7f1fa57365ef2e781df0f0731d38b6e3772259d13dae4bd8a958d4b1 \
-    --hash=sha256:39b21e212c55af06fa375e3dbf90a8a8e38792f3a910c580066d23563830ddd5 \
-    --hash=sha256:442cc9c952b2df400cda54bb04ab87330cf2cd08a8692cbbea36773531eb6f37 \
-    --hash=sha256:46f714d2fb8ae2f4f29f23ada7f1e79b759fff5a70f94a1dac23af204c3ec9e4 \
-    --hash=sha256:48b283b1dd6372e8de2a7a9a4c4d5dc06f4d4fd209b876f3c88a7a205a0c8f84 \
-    --hash=sha256:4a28fd227808366b196a75476dced2eb35b351d6766ba9c858dc93319e87f4f1 \
-    --hash=sha256:51bd64741cc6fa065abd300ede1afe5a5291ece9c31da8b24884deda48bcc3f8 \
-    --hash=sha256:54acdb6674a4661768d7bf7db32dfb9f46ab1d764f8aba6df75ce1a6a088724e \
-    --hash=sha256:5a1c5215be81035e629d5bc756650634d0bf31991038db7a0eccb90f025ce16d \
-    --hash=sha256:5b0c99ba93a07d56f6df340bb79be53202a082b2fdb81bfe6190b741a3470d54 \
-    --hash=sha256:5ea0c297e27133853b4d8a3eb799bff5a2dbd9f2f41537a240d337ac9b4df890 \
-    --hash=sha256:5f0cfc27c539f07cf5c0a4cfe211d0b6cae039f8f40526dbaa71944e64b50a7b \
-    --hash=sha256:6223a72fd0e4c7156353ec0f08a5f93623e1d3034d0e2683b9bb8ea674131b1d \
-    --hash=sha256:62fd185ef9df3c33d1c8178c5af105f762afbad96038de9a4ae100aa6297ca33 \
-    --hash=sha256:6adc5a36984624a70bf11d7184e20fa0a49aa7c47ffab43804106a1a695ea22e \
-    --hash=sha256:6b6b0853b895fe0e98cbfc580d1ec3393d9302b4b1e96a77b3f5c91fdab899e6 \
-    --hash=sha256:6ff665fb023a77386fe11685190cee1f60a7d635994a30d9b0a061533d470fce \
-    --hash=sha256:7279d2110a28cebc738b6459ecda2771735a4c18465fbbd36b3288fe5ed92247 \
-    --hash=sha256:76a085d7005236a767e3426148b2c407e53ad61695c562f8a81da2d373324901 \
-    --hash=sha256:7771b601718fdde84832c3a434ca9bbf4ae9adbc49d84198b4110700c3c77c36 \
-    --hash=sha256:79058c47dae6788504b5effb319961bcd72d7240551464b91d474bc0ed186d69 \
-    --hash=sha256:7af486dabe8954d03b087f0021540897afe084f04e16ff5579e08cc46f871416 \
-    --hash=sha256:8011224a62280e50dab346960c03cf47aca1a1e09e608c0fb33fd6e0cc8e9500 \
-    --hash=sha256:8270544c361ed405a27a060dbc9ed2c124b084d96dfdc2d9a2510482aef981ad \
-    --hash=sha256:84b535f00655ecafe1d929d1fb00ed5d6fa3051ea643ab2c161a3887b86f294b \
-    --hash=sha256:851b9e1e4e8a4608e77c79714b2e77c0970d2ed7202a05e92ae407817481887b \
-    --hash=sha256:85e85586565842f6932abebd4c18bcb1074223dc0b3576e7d173ca710622813a \
-    --hash=sha256:8a3ce026d73290f42f08dafecbd82c193a74df280461fbf97300fec51fd133ee \
-    --hash=sha256:9132cd363a68a4c3daa7c8704a654b1e39d3360f6f5b8ddd470608a945236c07 \
-    --hash=sha256:99cd41ff91afd94896fea3bc002706b6ae4ce95727d06e4a0f39c0a8d8bd8b1a \
-    --hash=sha256:9eeb3fcbc13ba40dfbdb22d01d196a28e9cef9ed4c29b60061a1e0e823a9929d \
-    --hash=sha256:a06c76364a9360e33d6d23769aefdf7f66f38e2ffb60ceb1baaa4989d83b695c \
-    --hash=sha256:a07891c3f4805442b31b71e84ba3cf29ed1aa9a428284e06deeb4b23e5b46343 \
-    --hash=sha256:a252f21c27e38347e60111a3266b03827422a7d5525951aceee313aa68bab1d2 \
-    --hash=sha256:a311d8e1da24be5c1ccf85cbfb06315dbaa1703d5a1eab3f6432c72b837917c8 \
-    --hash=sha256:aa5e304a873fabddc11e484e9b6b738bd38bd7bed17b09aa84eecf5332e8b8bb \
-    --hash=sha256:ab4af6352741a604c431c6072fce5bee33bf0f20dc7a56618d6bf6bb89e9810c \
-    --hash=sha256:b553d04b5e778a8e56d57eb134aff42a92718ecba45e79c4764ecfa40efd92ff \
-    --hash=sha256:b84800013769a78ccb9ef4659402e26d06867e337b61ec365f77ad008adea80e \
-    --hash=sha256:be9f2c802dcfce3f71298303aa5dad0dce440a76c52f2f60dacd8656dab78793 \
-    --hash=sha256:c79cead5b5bc584d9c71451cb984d0e3a84e0c0937379c8efcbf27c8d661b851 \
-    --hash=sha256:ced2f09ef276fd58611a1ef502164ad266d2b75174e5a40cabbdb4033f9f6cf2 \
-    --hash=sha256:d13e6725992e2d2fd7d81d4f5241952d13740121dfd501da09201be39b2c003a \
-    --hash=sha256:d5b89cdfb2ee051b71e8c3c70bd81a9eff81100f736a269136fe1a68efe00474 \
-    --hash=sha256:d5ed429d0b8edaac649e889b4ffcedb6c80b06629a3f93050e3dddfb99235bee \
-    --hash=sha256:da028256b04ec30e5e0114b6f76172938c313991f0a2d3d894271315cf5d5e43 \
-    --hash=sha256:dcbf65f1f66a26cdd88c35cf68fb4729c5d1cd2e88added72420541dfb212034 \
-    --hash=sha256:ddf799247318f34dbcd2efa8c95a8d0642674e926bb1774cf9b63dfd2a389d1c \
-    --hash=sha256:de286598cc65d2b489411174b1faec2f5a7775fb3201fd925db2a76b4030f37d \
-    --hash=sha256:e471bc5769ff073b058cfadb0d736b56ce067c8560eabeb0da88462df98c23e7 \
-    --hash=sha256:ea8cd6ca0ee9f616aaef3afc6882e32c2cbf18b00d96313ffd76af650574034d \
-    --hash=sha256:f2302660e32562a532b442480121aef8aa61a5bdb20b30bf0adab29f10a5a4b4 \
-    --hash=sha256:f497a1ea81d4cd7c10ddcaa685135b9aabd291af3d55775a9ddf3cb7a364cdd9 \
-    --hash=sha256:f4ddbe407477f04c45115d1a4e5bc480f753553b534d338d4c3358b1cdd0ea52 \
-    --hash=sha256:f747dc8edcfe740130f28f32f3995e955494285717e86ee25af51db2219df08a \
-    --hash=sha256:fad54e871165f6ec2f536063ac74c3104508a12963e64072ba44bd822de52b0c \
-    --hash=sha256:fd86572566fb40189a8260446158235159bc7a82dfbc87a3b39cf4fb57fcec1c
+coverage==7.14.3 \
+    --hash=sha256:02c41de2a88011b893050fc9830267d927a50a215f7ad5ec17349db7090ccf26 \
+    --hash=sha256:0423d64c013057a06e70f070f073cec4b0cbc7d2b27f3c7007292f2ff1d52965 \
+    --hash=sha256:0ee68f5c34812780f3a7063382c0a9fcbb99985b7ddcdcaa626e4f3fb2e0783a \
+    --hash=sha256:11a7ec9f97ab950f4c5af62229befc7faf208fdbc0116d3902d7e306cf2c5abd \
+    --hash=sha256:16b206e521feb8b7133a45754643dead0538489cf8b783b90cf5f4e3299625fd \
+    --hash=sha256:1a7563a443f3d53fdeb040ec8c9f7466aed7ca3dc5891aa09d3ca3625fa4387f \
+    --hash=sha256:1bb93c2aa61d2a5b38f1526546d95cf4132cb681e541a337bf8dfd092be816e5 \
+    --hash=sha256:1e3b91f9c4740aeb571ecf82e5e8d8e4ab62d34fcb5a5d4e5baa38c6f7d2857c \
+    --hash=sha256:2415902f385a23dcc4ccd26e0ba803249a169af6a930c003a4c715eeb9a5444e \
+    --hash=sha256:27d07a46500ba23515b838dbcf52512026af04090755cf6cc64166d88c9b9a1a \
+    --hash=sha256:2bfc4dd0a912329eccc7484a7d0b2a38032b38c40663b1e1ac595f10c457954b \
+    --hash=sha256:338b19131ab1a6b767b462bfcbaa692e7ae22f24463e39d49b02a83410ff6b37 \
+    --hash=sha256:39e1dbbb6ff2c338e0196a482558a792a1de3aa64261196f5cdb3da016ad9cda \
+    --hash=sha256:3c68df8e61f1e09633fefc7538297145623957a048534368c9d212782aa5e845 \
+    --hash=sha256:3d74ff26299c4879ce3a4d826f9d3d4d556fd285fde7bbce3c0ef5a8ab1cec24 \
+    --hash=sha256:3e5b550a128419373c2f6cec28a244207013ef15f5cbcff6a5ca09d1dfaaf027 \
+    --hash=sha256:41de778bd41780586e2b04912079c73089ab5d839624e28db3bdb26de638da92 \
+    --hash=sha256:47968988b367990ae4ab17523790c38cd125e02c6bfd379b6022be2d40bdc38c \
+    --hash=sha256:4b60ca6d8af70473491a15a343cbabab2e8f9ea66a4376e81c7aa24876a6f977 \
+    --hash=sha256:526ce9721116af23b1065089f0b75046fe521e7772ab94b641cd66b7a0421889 \
+    --hash=sha256:5d788e5fd55347eef06ca0732c77d04a264de67e8ff24631270cdff3767a60cf \
+    --hash=sha256:605ab2b566a22bd94834529d66d295c364aba84afd3e5498285c7a524017b1fc \
+    --hash=sha256:611e62cb9386096d81b63e0a05330750268617231e7bd598e1fe77482a2c58a5 \
+    --hash=sha256:621e13c6108234d7960aaf5762ab5c3c00f33c30c15af06dcbff0c73bf112727 \
+    --hash=sha256:62c7f79db2851c95ef020e5d28b97afde3daf9f7febcd35b53e05638f729063f \
+    --hash=sha256:68520c90babfa2d560eca6d497921ed3a4f469623bd709733124491b2aa8ef3f \
+    --hash=sha256:69918344541ed9c8368566c2adc03c0e33d4550d7faa87d1b35e49b6a3286ea9 \
+    --hash=sha256:6a3693b4153394d265f44fb855fdc80e72403024d4d6f91c4871b334d028e4e0 \
+    --hash=sha256:7b27c822a8161afbe48e99f1adfb098d270ae7e0f7d7b0555ce110529bdb69cc \
+    --hash=sha256:7ea52fc08f007bcc494d4bb3df3851e95843d881860ba38fe2c64dc100db5e7d \
+    --hash=sha256:8427f370ca67db4c975d2a26acfc0e5783ca0b52444dbc50278ace0f35445949 \
+    --hash=sha256:878832eaac515b62decfa76965aed558775f86bf1fc8cca76993c0c84ae31aed \
+    --hash=sha256:8cec0ad652ec57790970d817490105bd917d783c2f7b38d6b58a0ca312e1a336 \
+    --hash=sha256:90f7608aeb5d9b60b523b9fb2a4ee1973867cc4865a3f26fe6c7577073b70205 \
+    --hash=sha256:92c22e19ce64ca3f2ad751f16f14df1468b4c231bd6af97185063a9c292a0cb3 \
+    --hash=sha256:96150a9cf3468ea20f0bc5d0e21b3df8972c31480ef90fa7614b773cc6429665 \
+    --hash=sha256:98a0859b0e98e43e1178a9402e19c8127766b14f7109a374d976e5a62c0e5c73 \
+    --hash=sha256:9973ef2463f8e6cfb61a6324126bb3e17d67a85f22f58d856e583ea2e3ca6501 \
+    --hash=sha256:9be4e7d4c5ca0427889f8f9d614bd630c2be741b1de7699bca3b2b6c0e41003e \
+    --hash=sha256:a3c2134809e80fac091bfed18a6991b5a5eb5df5ae32b17ac4f4f99864b73dd7 \
+    --hash=sha256:a571bd889cd36c5922ce8e42e059f9d37d02301531d11374afa4c87a578625d5 \
+    --hash=sha256:a574912f3bde4b0619f6e97d01aa590b70998859244793769eb3a6df78ee56d3 \
+    --hash=sha256:b3d77f7f196abdef7e01415de1bce09f216189e83e58159cfeef2b92d0464994 \
+    --hash=sha256:b3ff255799f5a1676c71c1c32ec01fd043aa09d57b3d95764b24992757184784 \
+    --hash=sha256:b488bd4b23397db62e7a9459129d01ff06a846582a732efd24834b24a6ada498 \
+    --hash=sha256:b75ee850fc2d7c831e883220c445b035f2224de2ba6103f1e56dbd237ab913f7 \
+    --hash=sha256:b7f300ac92cd4b570724c8ffbbd0c130fee298d2447f41d5a3abf58976fae1de \
+    --hash=sha256:beaab199b9e5ceaf5a225e16a9d4df136f2a1eae0a5c20de1e277c8a5225f388 \
+    --hash=sha256:c02efd507227bde9969cab0db8f48890eb3b5dcad6afac57a4792df4133543ce \
+    --hash=sha256:c90a7cdd5e380e1ce02f19792e2ac2fbfbf177e35a27e69fd3e873b30d895c0c \
+    --hash=sha256:c946099774a7699de03cbd0ff0a64e21aed4525eed9d959adde4afe6d15758ef \
+    --hash=sha256:d20a15c622194234161535459affa8f7905830391c9ccfa060d495dbfe3a1c7f \
+    --hash=sha256:d8e88f335544a47e22ae2e45b344772925ec65166555c958720d5ed971880891 \
+    --hash=sha256:dc9b4e35e7c3920e925ba7f14886fd5fbe481232754624e832ddba66c7535635 \
+    --hash=sha256:de76caefc8deabb0dd1678b6a980be97d14c8d87e213ac194dbf8b09e96d63fb \
+    --hash=sha256:e343fb086c9cd780b38622fea7c369acd64c1a0724312149b5d769c387a2b1f5 \
+    --hash=sha256:e4ed44705ca4bead6fc977a8b741f2145608289b33c8a9b42a95d0f15aedbf4d \
+    --hash=sha256:e6230e688c7c3e65cedd41a774eb4ec221adc6bfee13768231015b702d5e4150 \
+    --hash=sha256:ea3169c7116eb6cdf7608c6c7da9ecfcb3da40688e3a510fac2d1d2bafd6dc35 \
+    --hash=sha256:f502e948e03e866538048bba081c075caaa62e5bda6ea5b7432e45f587eb462a \
+    --hash=sha256:fa9e5c6857a7e80fa22ace5cf3550ae392bbfc322f1d8dd2d2d5a8be38cec027 \
+    --hash=sha256:fb7e18afb6e903c1a92401a2f0501ac277dca527bb9ca6fe1f691a8a0026a0e8
     # via pytest-cov
 cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
@@ -753,61 +738,51 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-numpy==2.4.6 \
-    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
-    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
-    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
-    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
-    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
-    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
-    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
-    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
-    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
-    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
-    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
-    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
-    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
-    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
-    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
-    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
-    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
-    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
-    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
-    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
-    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
-    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
-    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
-    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
-    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
-    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
-    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
-    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
-    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
-    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
-    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
-    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
-    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
-    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
-    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
-    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
-    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
-    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
-    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
-    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
-    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
-    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
-    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
-    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
-    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
-    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
-    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
-    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
-    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
-    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
-    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
-    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
-    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
-    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
+numpy==2.5.0 \
+    --hash=sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865 \
+    --hash=sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988 \
+    --hash=sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd \
+    --hash=sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c \
+    --hash=sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22 \
+    --hash=sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6 \
+    --hash=sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b \
+    --hash=sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927 \
+    --hash=sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446 \
+    --hash=sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9 \
+    --hash=sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03 \
+    --hash=sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e \
+    --hash=sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748 \
+    --hash=sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561 \
+    --hash=sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60 \
+    --hash=sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2 \
+    --hash=sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c \
+    --hash=sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731 \
+    --hash=sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5 \
+    --hash=sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303 \
+    --hash=sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2 \
+    --hash=sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4 \
+    --hash=sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0 \
+    --hash=sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e \
+    --hash=sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab \
+    --hash=sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826 \
+    --hash=sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a \
+    --hash=sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9 \
+    --hash=sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8 \
+    --hash=sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca \
+    --hash=sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a \
+    --hash=sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54 \
+    --hash=sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2 \
+    --hash=sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be \
+    --hash=sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21 \
+    --hash=sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd \
+    --hash=sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a \
+    --hash=sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd \
+    --hash=sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c \
+    --hash=sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73 \
+    --hash=sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6 \
+    --hash=sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7 \
+    --hash=sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9 \
+    --hash=sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa
     # via
     #   contourpy
     #   highspy
@@ -1016,9 +991,9 @@ pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
     # via matplotlib
-pytest==9.1.0 \
-    --hash=sha256:41dd9148c08072446394cefd3d79701701335a9f4cae69ba92e39f6c7f5c061c \
-    --hash=sha256:8ebb0e7888bdf2bdfc602ec51f8f62d50200af37356c74e503c79a94f5c81f32
+pytest==9.1.1 \
+    --hash=sha256:1088fbde8f2b49d95a549a195707afa7a76a3ce9bcadc26b6d71f0ffda5fe313 \
+    --hash=sha256:37a86b45efb9a47a61a36449063e8e18d0cab3161329fc099eb21783169c4f0c
     # via
     #   pytest-cov
     #   temoa
@@ -1117,58 +1092,48 @@ salib==1.5.2 \
     --hash=sha256:6f4b6bebc1eeed1d081c8f951fa8c2ad7b0cd8a7159d206af48ef137cc806c43 \
     --hash=sha256:a8eeedc4e87cf070f7ef450b76cdecd120d1e5c602a9c35855ec7777591f949f
     # via temoa
-scipy==1.17.1 \
-    --hash=sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0 \
-    --hash=sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458 \
-    --hash=sha256:08b900519463543aa604a06bec02461558a6e1cef8fdbb8098f77a48a83c8118 \
-    --hash=sha256:131f5aaea57602008f9822e2115029b55d4b5f7c070287699fe45c661d051e39 \
-    --hash=sha256:158dd96d2207e21c966063e1635b1063cd7787b627b6f07305315dd73d9c679e \
-    --hash=sha256:1cc682cea2ae55524432f3cdff9e9a3be743d52a7443d0cba9017c23c87ae2f6 \
-    --hash=sha256:200e1050faffacc162be6a486a984a0497866ec54149a01270adc8a59b7c7d21 \
-    --hash=sha256:2040ad4d1795a0ae89bfc7e8429677f365d45aa9fd5e4587cf1ea737f927b4a1 \
-    --hash=sha256:2b64ca7d4aee0102a97f3ba22124052b4bd2152522355073580bf4845e2550b6 \
-    --hash=sha256:2ceb2d3e01c5f1d83c4189737a42d9cb2fc38a6eeed225e7515eef71ad301dce \
-    --hash=sha256:35c3a56d2ef83efc372eaec584314bd0ef2e2f0d2adb21c55e6ad5b344c0dcb8 \
-    --hash=sha256:37425bc9175607b0268f493d79a292c39f9d001a357bebb6b88fdfaff13f6448 \
-    --hash=sha256:3877ac408e14da24a6196de0ddcace62092bfc12a83823e92e49e40747e52c19 \
-    --hash=sha256:3fd1fcdab3ea951b610dc4cef356d416d5802991e7e32b5254828d342f7b7e0b \
-    --hash=sha256:41b71f4a3a4cab9d366cd9065b288efc4d4f3c0b37a91a8e0947fb5bd7f31d87 \
-    --hash=sha256:45abad819184f07240d8a696117a7aacd39787af9e0b719d00285549ed19a1e9 \
-    --hash=sha256:4b400bdc6f79fa02a4d86640310dde87a21fba0c979efff5248908c6f15fad1b \
-    --hash=sha256:581b2264fc0aa555f3f435a5944da7504ea3a065d7029ad60e7c3d1ae09c5464 \
-    --hash=sha256:5cf36e801231b6a2059bf354720274b7558746f3b1a4efb43fcf557ccd484a87 \
-    --hash=sha256:5e3c5c011904115f88a39308379c17f91546f77c1667cea98739fe0fccea804c \
-    --hash=sha256:6609bc224e9568f65064cfa72edc0f24ee6655b47575954ec6339534b2798369 \
-    --hash=sha256:6e3dcd57ab780c741fde8dc68619de988b966db759a3c3152e8e9142c26295ad \
-    --hash=sha256:6fac755ca3d2c3edcb22f479fceaa241704111414831ddd3bc6056e18516892f \
-    --hash=sha256:74cbb80d93260fe2ffa334efa24cb8f2f0f622a9b9febf8b483c0b865bfb3475 \
-    --hash=sha256:7bdf2da170b67fdf10bca777614b1c7d96ae3ca5794fd9587dce41eb2966e866 \
-    --hash=sha256:7ff200bf9d24f2e4d5dc6ee8c3ac64d739d3a89e2326ba68aaf6c4a2b838fd7d \
-    --hash=sha256:844e165636711ef41f80b4103ed234181646b98a53c8f05da12ca5ca289134f6 \
-    --hash=sha256:8a604bae87c6195d8b1045eddece0514d041604b14f2727bbc2b3020172045eb \
-    --hash=sha256:94055a11dfebe37c656e70317e1996dc197e1a15bbcc351bcdd4610e128fe1ca \
-    --hash=sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0 \
-    --hash=sha256:9cdc1a2fcfd5c52cfb3045feb399f7b3ce822abdde3a193a6b9a60b3cb5854ca \
-    --hash=sha256:a4328d245944d09fd639771de275701ccadf5f781ba0ff092ad141e017eccda4 \
-    --hash=sha256:a48a72c77a310327f6a3a920092fa2b8fd03d7deaa60f093038f22d98e096717 \
-    --hash=sha256:a720477885a9d2411f94a93d16f9d89bad0f28ca23c3f8daa521e2dcc3f44d49 \
-    --hash=sha256:a77cbd07b940d326d39a1d1b37817e2ee4d79cb30e7338f3d0cddffae70fcaa2 \
-    --hash=sha256:a9956e4d4f4a301ebf6cde39850333a6b6110799d470dbbb1e25326ac447f52a \
-    --hash=sha256:adb2642e060a6549c343603a3851ba76ef0b74cc8c079a9a58121c7ec9fe2350 \
-    --hash=sha256:beeda3d4ae615106d7094f7e7cef6218392e4465cc95d25f900bebabfded0950 \
-    --hash=sha256:c80be5ede8f3f8eded4eff73cc99a25c388ce98e555b17d31da05287015ffa5b \
-    --hash=sha256:cc90d2e9c7e5c7f1a482c9875007c095c3194b1cfedca3c2f3291cdc2bc7c086 \
-    --hash=sha256:d2650c1fb97e184d12d8ba010493ee7b322864f7d3d00d3f9bb97d9c21de4068 \
-    --hash=sha256:d59c30000a16d8edc7e64152e30220bfbd724c9bbb08368c054e24c651314f0a \
-    --hash=sha256:dbc12c9f3d185f5c737d801da555fb74b3dcfa1a50b66a1a93e09190f41fab50 \
-    --hash=sha256:e19ebea31758fac5893a2ac360fedd00116cbb7628e650842a6691ba7ca28a21 \
-    --hash=sha256:e30bdeaa5deed6bc27b4cc490823cd0347d7dae09119b8803ae576ea0ce52e4c \
-    --hash=sha256:eb092099205ef62cd1782b006658db09e2fed75bffcae7cc0d44052d8aa0f484 \
-    --hash=sha256:eee2cfda04c00a857206a4330f0c5e3e56535494e30ca445eb19ec624ae75118 \
-    --hash=sha256:f4115102802df98b2b0db3cce5cb9b92572633a1197c77b7553e5203f284a5b3 \
-    --hash=sha256:f590cd684941912d10becc07325a3eeb77886fe981415660d9265c4c418d0bea \
-    --hash=sha256:f8885db0bc2bffa59d5c1b72fad7a6a92d3e80e7257f967dd81abb553a90d293 \
-    --hash=sha256:fcb310ddb270a06114bb64bbe53c94926b943f5b7f0842194d585c65eb4edd76
+scipy==1.18.0 \
+    --hash=sha256:09143f676d157d9f546d663504ef9c1becb819824f1afc018814176411942446 \
+    --hash=sha256:0d13bca67c096d89fb95ced0d8921807300fce0275643aef9533cc63a0773468 \
+    --hash=sha256:18e9575f1569b2c54174e6159d32942e03731177f63dce7975f0a0c88d102f5b \
+    --hash=sha256:1a4441f15d620578772a49e5ab48c0ee1f7a0220e387110283062729136b2553 \
+    --hash=sha256:1ad44305cfa24b1ba5803cbbebf033590ccbac1aa5d612d727b785325ab408b0 \
+    --hash=sha256:1afac4a847207c7ff8efd321734a50b06d0280b3b2a2c0fc2f413101747ad7c7 \
+    --hash=sha256:1f55797419e16e7f30cf88ffb3113ce0467f00cfe3f70d5c281730b21769bfc2 \
+    --hash=sha256:265915e79107de9f946b855e50d7470d5893ec3f54b342e1aa6201cbdcd8bb6b \
+    --hash=sha256:2d8bbdc6c817f5b4006a54d799d4f5bab6f910193cbb9a1ff310833d4d270f61 \
+    --hash=sha256:2ef3abc54a4ffc53765374b0d5728532dfdd2585ed23f6b11c206a1f0b1b9af8 \
+    --hash=sha256:368e0a705903c466aa5f08eefb39e6b1b6b2d659e7352a31fd9e2438365be0f8 \
+    --hash=sha256:3f1ac564d3bf6c03d861d2cd87a1bea0da2887136f7fb1bf519c05a8971452d6 \
+    --hash=sha256:40395a5fcd1abee49a5c7aaa98c29db393eedc835138560a588c47ec16156690 \
+    --hash=sha256:4a55985d54c769c872e64b7f4c8a81cc30ef700cc04296abbbf3705439c126de \
+    --hash=sha256:4c256ee70c0d1a8a2ace807e199ccd4e3f57037433842abb3fb36bc17eaa9578 \
+    --hash=sha256:52a96e21517c7292375c0e27dd796a811f03fcea5fd4d108fdfea8145dcf17ab \
+    --hash=sha256:56abf29a7c067dde59be8b9a22d606a4ea1b2f2a4b756d9d903c62818f5dacce \
+    --hash=sha256:5aba46108853ddfc77906b6557aac839d2b52e900c1d72a1180adaaab58d265f \
+    --hash=sha256:5efe260f69417b97ddae455bfb5a95e8359f7f66ad7fa9522a60feb66f169520 \
+    --hash=sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378 \
+    --hash=sha256:68363b7eaacd8b5dd426df56d782cc156468ac79a127a1b87ca597d6e2e82197 \
+    --hash=sha256:6aa94e78ec192a30063a5e72e561c28af769dc311190b24fe91774eff1969709 \
+    --hash=sha256:71ccc8faa2dd16ac310233203474a8b5cb67f10dedd54a3116d34943f4b19132 \
+    --hash=sha256:7a7f3b01647384dbc3a711e8c6778e0aabbe93959249fef5c7393396bcac0867 \
+    --hash=sha256:7bd21faaf5a1a3b2eff922d02db5f191b99a6518db9078a8fb23169f6d22259a \
+    --hash=sha256:7c7a51b33ce387193c97f228320cf8e87361daa1bba750638677729598b3e677 \
+    --hash=sha256:84031d7b052a54fae2f8632e0ec802073d385476eb9a63079bce6e23ef9283d4 \
+    --hash=sha256:8ca01e8ae69f1b18e9a58d91afead31be3cef0dd905a10249dac559ee15460a0 \
+    --hash=sha256:945c1761b93f38d7f99ae81ae80c63e621471608c7eeead563f6df025585cd58 \
+    --hash=sha256:97b6cddaaee0a779ef6b5ca83c9604b27cc16b2b8fc22c142652df8793319fb8 \
+    --hash=sha256:9aac6192fac56bf2ca534389d24623f07b39ff83317d58287285e7fbd622ff76 \
+    --hash=sha256:9ab7b758be6940954a713ee466e2043e9f6e2ed965c1fce5c91039f4be3d90a9 \
+    --hash=sha256:a46f9273dbd0eb1cefba61c9b8648b4dfe3cbc14a080176f9a73e44b8336dc7f \
+    --hash=sha256:ad033410e2e0672ffdc1042110cef20e1c46f8fd0616cee1d44d8d58fad8fc11 \
+    --hash=sha256:b6f758e35f12757b5d95c00bc6de2438e229c2664b7a92e96f205959d9f2dfa4 \
+    --hash=sha256:c5557d8be5da8e41353fcd4d21491fdbab83b062fc579e94dc09a7c8ab4f669b \
+    --hash=sha256:c5dbddf60e58c2312316d097271a8e73d40eaf2eabfa4d95ed7d3695bbf2ce7b \
+    --hash=sha256:d88363fd9d8fbd3511bd273f1a49efb2a540773ddf92a91d57498ce7dd7f3e76 \
+    --hash=sha256:e40baea28ae7f5475c779741e2d90b1247c78531207b49c7030e698ff81cee3f \
+    --hash=sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d \
+    --hash=sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707
     # via
     #   mpi-sppy
     #   salib
@@ -1283,64 +1248,64 @@ virtualenv==21.5.1 \
     --hash=sha256:55aa670b67bbfb991b03fda39bd3276d92c419d702376e98c5df1c9989a26783 \
     --hash=sha256:dca3bf98275a59c652b69d68e73433e597d977c2da9198882479d1a7188009c8
     # via pre-commit
-wrapt==2.2.1 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
-    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
-    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
-    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
-    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
-    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
-    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
-    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
-    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
-    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
-    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
-    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
-    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
-    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
-    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
-    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
-    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
-    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
-    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
-    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
-    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
-    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
-    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
-    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
-    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
-    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
-    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
-    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
-    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
-    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
-    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
-    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
-    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
-    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
-    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
-    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
-    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
-    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
-    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
-    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
-    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
-    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
-    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
-    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
-    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
-    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
-    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
-    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
-    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
-    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
-    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
-    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
-    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
-    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
-    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
+wrapt==2.2.2 \
+    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
+    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
+    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
+    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
+    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
+    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
+    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
+    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
+    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
+    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
+    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
+    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
+    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
+    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
+    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
+    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
+    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
+    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
+    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
+    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
+    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
+    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
+    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
+    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
+    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
+    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
+    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
+    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
+    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
+    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
+    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
+    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
+    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
+    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
+    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
+    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
+    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
+    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
+    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
+    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
+    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
+    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
+    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
+    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
+    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
+    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
+    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
+    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
+    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
+    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via deprecated
 xlsxwriter==3.2.9 \
     --hash=sha256:254b1c37a368c444eac6e2f867405cc9e461b0ed97a3233b2ac1e574efb4140c \
diff --git a/requirements.txt b/requirements.txt
index f96fde3e4..73fff53f0 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -321,61 +321,51 @@ networkx==3.6.1 \
     --hash=sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509 \
     --hash=sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762
     # via temoa
-numpy==2.4.6 \
-    --hash=sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1 \
-    --hash=sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f \
-    --hash=sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079 \
-    --hash=sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096 \
-    --hash=sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66 \
-    --hash=sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1 \
-    --hash=sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e \
-    --hash=sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd \
-    --hash=sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75 \
-    --hash=sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063 \
-    --hash=sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab \
-    --hash=sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4 \
-    --hash=sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41 \
-    --hash=sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402 \
-    --hash=sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698 \
-    --hash=sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7 \
-    --hash=sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8 \
-    --hash=sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b \
-    --hash=sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0 \
-    --hash=sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91 \
-    --hash=sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f \
-    --hash=sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3 \
-    --hash=sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67 \
-    --hash=sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6 \
-    --hash=sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997 \
-    --hash=sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b \
-    --hash=sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e \
-    --hash=sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627 \
-    --hash=sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853 \
-    --hash=sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43 \
-    --hash=sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd \
-    --hash=sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8 \
-    --hash=sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089 \
-    --hash=sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778 \
-    --hash=sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1 \
-    --hash=sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb \
-    --hash=sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261 \
-    --hash=sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb \
-    --hash=sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a \
-    --hash=sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359 \
-    --hash=sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5 \
-    --hash=sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751 \
-    --hash=sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605 \
-    --hash=sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e \
-    --hash=sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45 \
-    --hash=sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2 \
-    --hash=sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895 \
-    --hash=sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe \
-    --hash=sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb \
-    --hash=sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a \
-    --hash=sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d \
-    --hash=sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a \
-    --hash=sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda \
-    --hash=sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20
+numpy==2.5.0 \
+    --hash=sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865 \
+    --hash=sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988 \
+    --hash=sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd \
+    --hash=sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c \
+    --hash=sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22 \
+    --hash=sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6 \
+    --hash=sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b \
+    --hash=sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927 \
+    --hash=sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446 \
+    --hash=sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9 \
+    --hash=sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03 \
+    --hash=sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e \
+    --hash=sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748 \
+    --hash=sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561 \
+    --hash=sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60 \
+    --hash=sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2 \
+    --hash=sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c \
+    --hash=sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731 \
+    --hash=sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5 \
+    --hash=sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303 \
+    --hash=sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2 \
+    --hash=sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4 \
+    --hash=sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0 \
+    --hash=sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e \
+    --hash=sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab \
+    --hash=sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826 \
+    --hash=sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a \
+    --hash=sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9 \
+    --hash=sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8 \
+    --hash=sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca \
+    --hash=sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a \
+    --hash=sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54 \
+    --hash=sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2 \
+    --hash=sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be \
+    --hash=sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21 \
+    --hash=sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd \
+    --hash=sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a \
+    --hash=sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd \
+    --hash=sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c \
+    --hash=sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73 \
+    --hash=sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6 \
+    --hash=sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7 \
+    --hash=sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9 \
+    --hash=sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa
     # via
     #   contourpy
     #   highspy
@@ -549,9 +539,9 @@ pyparsing==3.3.2 \
     --hash=sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d \
     --hash=sha256:c777f4d763f140633dcb6d8a3eda953bf7a214dc4eff598413c070bcdc117cbc
     # via matplotlib
-pytest==9.1.0 \
-    --hash=sha256:41dd9148c08072446394cefd3d79701701335a9f4cae69ba92e39f6c7f5c061c \
-    --hash=sha256:8ebb0e7888bdf2bdfc602ec51f8f62d50200af37356c74e503c79a94f5c81f32
+pytest==9.1.1 \
+    --hash=sha256:1088fbde8f2b49d95a549a195707afa7a76a3ce9bcadc26b6d71f0ffda5fe313 \
+    --hash=sha256:37a86b45efb9a47a61a36449063e8e18d0cab3161329fc099eb21783169c4f0c
     # via temoa
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
@@ -569,58 +559,48 @@ salib==1.5.2 \
     --hash=sha256:6f4b6bebc1eeed1d081c8f951fa8c2ad7b0cd8a7159d206af48ef137cc806c43 \
     --hash=sha256:a8eeedc4e87cf070f7ef450b76cdecd120d1e5c602a9c35855ec7777591f949f
     # via temoa
-scipy==1.17.1 \
-    --hash=sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0 \
-    --hash=sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458 \
-    --hash=sha256:08b900519463543aa604a06bec02461558a6e1cef8fdbb8098f77a48a83c8118 \
-    --hash=sha256:131f5aaea57602008f9822e2115029b55d4b5f7c070287699fe45c661d051e39 \
-    --hash=sha256:158dd96d2207e21c966063e1635b1063cd7787b627b6f07305315dd73d9c679e \
-    --hash=sha256:1cc682cea2ae55524432f3cdff9e9a3be743d52a7443d0cba9017c23c87ae2f6 \
-    --hash=sha256:200e1050faffacc162be6a486a984a0497866ec54149a01270adc8a59b7c7d21 \
-    --hash=sha256:2040ad4d1795a0ae89bfc7e8429677f365d45aa9fd5e4587cf1ea737f927b4a1 \
-    --hash=sha256:2b64ca7d4aee0102a97f3ba22124052b4bd2152522355073580bf4845e2550b6 \
-    --hash=sha256:2ceb2d3e01c5f1d83c4189737a42d9cb2fc38a6eeed225e7515eef71ad301dce \
-    --hash=sha256:35c3a56d2ef83efc372eaec584314bd0ef2e2f0d2adb21c55e6ad5b344c0dcb8 \
-    --hash=sha256:37425bc9175607b0268f493d79a292c39f9d001a357bebb6b88fdfaff13f6448 \
-    --hash=sha256:3877ac408e14da24a6196de0ddcace62092bfc12a83823e92e49e40747e52c19 \
-    --hash=sha256:3fd1fcdab3ea951b610dc4cef356d416d5802991e7e32b5254828d342f7b7e0b \
-    --hash=sha256:41b71f4a3a4cab9d366cd9065b288efc4d4f3c0b37a91a8e0947fb5bd7f31d87 \
-    --hash=sha256:45abad819184f07240d8a696117a7aacd39787af9e0b719d00285549ed19a1e9 \
-    --hash=sha256:4b400bdc6f79fa02a4d86640310dde87a21fba0c979efff5248908c6f15fad1b \
-    --hash=sha256:581b2264fc0aa555f3f435a5944da7504ea3a065d7029ad60e7c3d1ae09c5464 \
-    --hash=sha256:5cf36e801231b6a2059bf354720274b7558746f3b1a4efb43fcf557ccd484a87 \
-    --hash=sha256:5e3c5c011904115f88a39308379c17f91546f77c1667cea98739fe0fccea804c \
-    --hash=sha256:6609bc224e9568f65064cfa72edc0f24ee6655b47575954ec6339534b2798369 \
-    --hash=sha256:6e3dcd57ab780c741fde8dc68619de988b966db759a3c3152e8e9142c26295ad \
-    --hash=sha256:6fac755ca3d2c3edcb22f479fceaa241704111414831ddd3bc6056e18516892f \
-    --hash=sha256:74cbb80d93260fe2ffa334efa24cb8f2f0f622a9b9febf8b483c0b865bfb3475 \
-    --hash=sha256:7bdf2da170b67fdf10bca777614b1c7d96ae3ca5794fd9587dce41eb2966e866 \
-    --hash=sha256:7ff200bf9d24f2e4d5dc6ee8c3ac64d739d3a89e2326ba68aaf6c4a2b838fd7d \
-    --hash=sha256:844e165636711ef41f80b4103ed234181646b98a53c8f05da12ca5ca289134f6 \
-    --hash=sha256:8a604bae87c6195d8b1045eddece0514d041604b14f2727bbc2b3020172045eb \
-    --hash=sha256:94055a11dfebe37c656e70317e1996dc197e1a15bbcc351bcdd4610e128fe1ca \
-    --hash=sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0 \
-    --hash=sha256:9cdc1a2fcfd5c52cfb3045feb399f7b3ce822abdde3a193a6b9a60b3cb5854ca \
-    --hash=sha256:a4328d245944d09fd639771de275701ccadf5f781ba0ff092ad141e017eccda4 \
-    --hash=sha256:a48a72c77a310327f6a3a920092fa2b8fd03d7deaa60f093038f22d98e096717 \
-    --hash=sha256:a720477885a9d2411f94a93d16f9d89bad0f28ca23c3f8daa521e2dcc3f44d49 \
-    --hash=sha256:a77cbd07b940d326d39a1d1b37817e2ee4d79cb30e7338f3d0cddffae70fcaa2 \
-    --hash=sha256:a9956e4d4f4a301ebf6cde39850333a6b6110799d470dbbb1e25326ac447f52a \
-    --hash=sha256:adb2642e060a6549c343603a3851ba76ef0b74cc8c079a9a58121c7ec9fe2350 \
-    --hash=sha256:beeda3d4ae615106d7094f7e7cef6218392e4465cc95d25f900bebabfded0950 \
-    --hash=sha256:c80be5ede8f3f8eded4eff73cc99a25c388ce98e555b17d31da05287015ffa5b \
-    --hash=sha256:cc90d2e9c7e5c7f1a482c9875007c095c3194b1cfedca3c2f3291cdc2bc7c086 \
-    --hash=sha256:d2650c1fb97e184d12d8ba010493ee7b322864f7d3d00d3f9bb97d9c21de4068 \
-    --hash=sha256:d59c30000a16d8edc7e64152e30220bfbd724c9bbb08368c054e24c651314f0a \
-    --hash=sha256:dbc12c9f3d185f5c737d801da555fb74b3dcfa1a50b66a1a93e09190f41fab50 \
-    --hash=sha256:e19ebea31758fac5893a2ac360fedd00116cbb7628e650842a6691ba7ca28a21 \
-    --hash=sha256:e30bdeaa5deed6bc27b4cc490823cd0347d7dae09119b8803ae576ea0ce52e4c \
-    --hash=sha256:eb092099205ef62cd1782b006658db09e2fed75bffcae7cc0d44052d8aa0f484 \
-    --hash=sha256:eee2cfda04c00a857206a4330f0c5e3e56535494e30ca445eb19ec624ae75118 \
-    --hash=sha256:f4115102802df98b2b0db3cce5cb9b92572633a1197c77b7553e5203f284a5b3 \
-    --hash=sha256:f590cd684941912d10becc07325a3eeb77886fe981415660d9265c4c418d0bea \
-    --hash=sha256:f8885db0bc2bffa59d5c1b72fad7a6a92d3e80e7257f967dd81abb553a90d293 \
-    --hash=sha256:fcb310ddb270a06114bb64bbe53c94926b943f5b7f0842194d585c65eb4edd76
+scipy==1.18.0 \
+    --hash=sha256:09143f676d157d9f546d663504ef9c1becb819824f1afc018814176411942446 \
+    --hash=sha256:0d13bca67c096d89fb95ced0d8921807300fce0275643aef9533cc63a0773468 \
+    --hash=sha256:18e9575f1569b2c54174e6159d32942e03731177f63dce7975f0a0c88d102f5b \
+    --hash=sha256:1a4441f15d620578772a49e5ab48c0ee1f7a0220e387110283062729136b2553 \
+    --hash=sha256:1ad44305cfa24b1ba5803cbbebf033590ccbac1aa5d612d727b785325ab408b0 \
+    --hash=sha256:1afac4a847207c7ff8efd321734a50b06d0280b3b2a2c0fc2f413101747ad7c7 \
+    --hash=sha256:1f55797419e16e7f30cf88ffb3113ce0467f00cfe3f70d5c281730b21769bfc2 \
+    --hash=sha256:265915e79107de9f946b855e50d7470d5893ec3f54b342e1aa6201cbdcd8bb6b \
+    --hash=sha256:2d8bbdc6c817f5b4006a54d799d4f5bab6f910193cbb9a1ff310833d4d270f61 \
+    --hash=sha256:2ef3abc54a4ffc53765374b0d5728532dfdd2585ed23f6b11c206a1f0b1b9af8 \
+    --hash=sha256:368e0a705903c466aa5f08eefb39e6b1b6b2d659e7352a31fd9e2438365be0f8 \
+    --hash=sha256:3f1ac564d3bf6c03d861d2cd87a1bea0da2887136f7fb1bf519c05a8971452d6 \
+    --hash=sha256:40395a5fcd1abee49a5c7aaa98c29db393eedc835138560a588c47ec16156690 \
+    --hash=sha256:4a55985d54c769c872e64b7f4c8a81cc30ef700cc04296abbbf3705439c126de \
+    --hash=sha256:4c256ee70c0d1a8a2ace807e199ccd4e3f57037433842abb3fb36bc17eaa9578 \
+    --hash=sha256:52a96e21517c7292375c0e27dd796a811f03fcea5fd4d108fdfea8145dcf17ab \
+    --hash=sha256:56abf29a7c067dde59be8b9a22d606a4ea1b2f2a4b756d9d903c62818f5dacce \
+    --hash=sha256:5aba46108853ddfc77906b6557aac839d2b52e900c1d72a1180adaaab58d265f \
+    --hash=sha256:5efe260f69417b97ddae455bfb5a95e8359f7f66ad7fa9522a60feb66f169520 \
+    --hash=sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378 \
+    --hash=sha256:68363b7eaacd8b5dd426df56d782cc156468ac79a127a1b87ca597d6e2e82197 \
+    --hash=sha256:6aa94e78ec192a30063a5e72e561c28af769dc311190b24fe91774eff1969709 \
+    --hash=sha256:71ccc8faa2dd16ac310233203474a8b5cb67f10dedd54a3116d34943f4b19132 \
+    --hash=sha256:7a7f3b01647384dbc3a711e8c6778e0aabbe93959249fef5c7393396bcac0867 \
+    --hash=sha256:7bd21faaf5a1a3b2eff922d02db5f191b99a6518db9078a8fb23169f6d22259a \
+    --hash=sha256:7c7a51b33ce387193c97f228320cf8e87361daa1bba750638677729598b3e677 \
+    --hash=sha256:84031d7b052a54fae2f8632e0ec802073d385476eb9a63079bce6e23ef9283d4 \
+    --hash=sha256:8ca01e8ae69f1b18e9a58d91afead31be3cef0dd905a10249dac559ee15460a0 \
+    --hash=sha256:945c1761b93f38d7f99ae81ae80c63e621471608c7eeead563f6df025585cd58 \
+    --hash=sha256:97b6cddaaee0a779ef6b5ca83c9604b27cc16b2b8fc22c142652df8793319fb8 \
+    --hash=sha256:9aac6192fac56bf2ca534389d24623f07b39ff83317d58287285e7fbd622ff76 \
+    --hash=sha256:9ab7b758be6940954a713ee466e2043e9f6e2ed965c1fce5c91039f4be3d90a9 \
+    --hash=sha256:a46f9273dbd0eb1cefba61c9b8648b4dfe3cbc14a080176f9a73e44b8336dc7f \
+    --hash=sha256:ad033410e2e0672ffdc1042110cef20e1c46f8fd0616cee1d44d8d58fad8fc11 \
+    --hash=sha256:b6f758e35f12757b5d95c00bc6de2438e229c2664b7a92e96f205959d9f2dfa4 \
+    --hash=sha256:c5557d8be5da8e41353fcd4d21491fdbab83b062fc579e94dc09a7c8ab4f669b \
+    --hash=sha256:c5dbddf60e58c2312316d097271a8e73d40eaf2eabfa4d95ed7d3695bbf2ce7b \
+    --hash=sha256:d88363fd9d8fbd3511bd273f1a49efb2a540773ddf92a91d57498ce7dd7f3e76 \
+    --hash=sha256:e40baea28ae7f5475c779741e2d90b1247c78531207b49c7030e698ff81cee3f \
+    --hash=sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d \
+    --hash=sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707
     # via
     #   mpi-sppy
     #   salib
@@ -660,64 +640,64 @@ tzdata==2026.2 ; sys_platform == 'emscripten' or sys_platform == 'win32' \
     --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
     --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
     # via pandas
-wrapt==2.2.1 \
-    --hash=sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624 \
-    --hash=sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85 \
-    --hash=sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710 \
-    --hash=sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188 \
-    --hash=sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36 \
-    --hash=sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508 \
-    --hash=sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337 \
-    --hash=sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956 \
-    --hash=sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85 \
-    --hash=sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052 \
-    --hash=sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215 \
-    --hash=sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f \
-    --hash=sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0 \
-    --hash=sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243 \
-    --hash=sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b \
-    --hash=sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53 \
-    --hash=sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283 \
-    --hash=sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e \
-    --hash=sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8 \
-    --hash=sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c \
-    --hash=sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9 \
-    --hash=sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413 \
-    --hash=sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5 \
-    --hash=sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab \
-    --hash=sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926 \
-    --hash=sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d \
-    --hash=sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e \
-    --hash=sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b \
-    --hash=sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f \
-    --hash=sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797 \
-    --hash=sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579 \
-    --hash=sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a \
-    --hash=sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562 \
-    --hash=sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a \
-    --hash=sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440 \
-    --hash=sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199 \
-    --hash=sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27 \
-    --hash=sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474 \
-    --hash=sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f \
-    --hash=sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c \
-    --hash=sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e \
-    --hash=sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f \
-    --hash=sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394 \
-    --hash=sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e \
-    --hash=sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e \
-    --hash=sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb \
-    --hash=sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80 \
-    --hash=sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143 \
-    --hash=sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5 \
-    --hash=sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a \
-    --hash=sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8 \
-    --hash=sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31 \
-    --hash=sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9 \
-    --hash=sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181 \
-    --hash=sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00 \
-    --hash=sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8 \
-    --hash=sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50
+wrapt==2.2.2 \
+    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
+    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
+    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
+    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
+    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
+    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
+    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
+    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
+    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
+    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
+    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
+    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
+    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
+    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
+    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
+    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
+    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
+    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
+    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
+    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
+    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
+    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
+    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
+    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
+    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
+    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
+    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
+    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
+    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
+    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
+    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
+    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
+    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
+    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
+    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
+    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
+    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
+    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
+    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
+    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
+    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
+    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
+    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
+    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
+    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
+    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
+    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
+    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
+    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
+    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
+    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
+    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
+    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
+    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
+    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
+    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
+    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
     # via deprecated
 xlsxwriter==3.2.9 \
     --hash=sha256:254b1c37a368c444eac6e2f867405cc9e461b0ed97a3233b2ac1e574efb4140c \
diff --git a/uv.lock b/uv.lock
index ffd5c4462..54507c133 100644
--- a/uv.lock
+++ b/uv.lock
@@ -273,86 +273,71 @@ wheels = [
 
 [[package]]
 name = "coverage"
-version = "7.14.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/54/fd/0ab2772530e946e1be1abd0bc09e647ec9b02e88f0867857601fefca8953/coverage-7.14.1.tar.gz", hash = "sha256:30c08f7d90415aa98b3c990385dea2939b0da55f38515e5b369b83655f8523be", size = 920132, upload-time = "2026-05-26T20:41:36.783Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/3d/b7/bdbb725ba02c5b42825b200c940f38b7a54fcad24627b7192f78f8110d76/coverage-7.14.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a06c76364a9360e33d6d23769aefdf7f66f38e2ffb60ceb1baaa4989d83b695c", size = 220022, upload-time = "2026-05-26T20:39:03.702Z" },
-    { url = "https://files.pythonhosted.org/packages/72/81/fdc0898a55c6219223291ec1a1fe89966ef212ce82276aa0899df84b5de0/coverage-7.14.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:fad54e871165f6ec2f536063ac74c3104508a12963e64072ba44bd822de52b0c", size = 220379, upload-time = "2026-05-26T20:39:05.381Z" },
-    { url = "https://files.pythonhosted.org/packages/de/72/de048c4a25e13bce59ac6a339351c10bdf2515e07459afcdaf04dc3143a2/coverage-7.14.1-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:84b535f00655ecafe1d929d1fb00ed5d6fa3051ea643ab2c161a3887b86f294b", size = 251888, upload-time = "2026-05-26T20:39:07.367Z" },
-    { url = "https://files.pythonhosted.org/packages/28/30/300c343f68beb9d4cbb64ec81e58c5b6b80b56927f72d2b38654ac26e013/coverage-7.14.1-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:6b6b0853b895fe0e98cbfc580d1ec3393d9302b4b1e96a77b3f5c91fdab899e6", size = 254624, upload-time = "2026-05-26T20:39:09.037Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/ed/7b25642496e8170b6bac14adce00537c6e5fa2d586159401a4de3e8b49e6/coverage-7.14.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:442cc9c952b2df400cda54bb04ab87330cf2cd08a8692cbbea36773531eb6f37", size = 255739, upload-time = "2026-05-26T20:39:10.889Z" },
-    { url = "https://files.pythonhosted.org/packages/7f/a2/abd210b8c4e29c24e4624916db97bb519097a91034aaeb767f937e7da794/coverage-7.14.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:8270544c361ed405a27a060dbc9ed2c124b084d96dfdc2d9a2510482aef981ad", size = 257998, upload-time = "2026-05-26T20:39:12.722Z" },
-    { url = "https://files.pythonhosted.org/packages/7f/24/7c50beed3792fe62f6ce0545c6686ce83379719e2c0276179333d97eae92/coverage-7.14.1-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:48b283b1dd6372e8de2a7a9a4c4d5dc06f4d4fd209b876f3c88a7a205a0c8f84", size = 252296, upload-time = "2026-05-26T20:39:14.259Z" },
-    { url = "https://files.pythonhosted.org/packages/15/05/0f874628ebcbfc77ead559ff210281ef06a97db08481832e7dd39274a135/coverage-7.14.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:5b0c99ba93a07d56f6df340bb79be53202a082b2fdb81bfe6190b741a3470d54", size = 253658, upload-time = "2026-05-26T20:39:15.923Z" },
-    { url = "https://files.pythonhosted.org/packages/99/6f/ca6ad067364b337ef997802115e7ecad2abd2248b05471464b0dea02b4d4/coverage-7.14.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e471bc5769ff073b058cfadb0d736b56ce067c8560eabeb0da88462df98c23e7", size = 251803, upload-time = "2026-05-26T20:39:17.537Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/30/b9b4d377cd9f40baf228068f5a81faf8450c6228503011bd499708483a50/coverage-7.14.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:f497a1ea81d4cd7c10ddcaa685135b9aabd291af3d55775a9ddf3cb7a364cdd9", size = 255873, upload-time = "2026-05-26T20:39:19.414Z" },
-    { url = "https://files.pythonhosted.org/packages/3c/21/7c721a9e5e6bb88547d30a787aefb97512d3f54c1324c7488d9b3743f7f9/coverage-7.14.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:2222be86d0b54f5dd5a38f45f17f315f737245e857bf0bdedc70734f84a13c02", size = 251372, upload-time = "2026-05-26T20:39:21.169Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/8c/f8ae5a2200130e1503cd7661a6cd3b2b7bacef98277fbf3571fb13f8b766/coverage-7.14.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:85e85586565842f6932abebd4c18bcb1074223dc0b3576e7d173ca710622813a", size = 253245, upload-time = "2026-05-26T20:39:23.097Z" },
-    { url = "https://files.pythonhosted.org/packages/34/62/70a9024672a5f6910517d9628c52c9afbdd3cf8f46426af52bb148a56fff/coverage-7.14.1-cp312-cp312-win32.whl", hash = "sha256:4a28fd227808366b196a75476dced2eb35b351d6766ba9c858dc93319e87f4f1", size = 222567, upload-time = "2026-05-26T20:39:24.868Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/81/8b7cd386839b039ebe1855733b9f9449a8dec5d79564018234f185a7fa70/coverage-7.14.1-cp312-cp312-win_amd64.whl", hash = "sha256:54acdb6674a4661768d7bf7db32dfb9f46ab1d764f8aba6df75ce1a6a088724e", size = 223372, upload-time = "2026-05-26T20:39:26.603Z" },
-    { url = "https://files.pythonhosted.org/packages/ae/ba/b44d472022f620d289d95fa830143235c0c36461c6f2437ea8d51e5481ed/coverage-7.14.1-cp312-cp312-win_arm64.whl", hash = "sha256:99cd41ff91afd94896fea3bc002706b6ae4ce95727d06e4a0f39c0a8d8bd8b1a", size = 221989, upload-time = "2026-05-26T20:39:28.242Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/9e/5f6d56327c62b185225d145191c607e07515294a0aa6338e58805cd4a5ac/coverage-7.14.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:be9f2c802dcfce3f71298303aa5dad0dce440a76c52f2f60dacd8656dab78793", size = 220044, upload-time = "2026-05-26T20:39:29.902Z" },
-    { url = "https://files.pythonhosted.org/packages/75/92/e82aca356744cbbc0f77a0b623e38918c1872361963413a3bab5d0340393/coverage-7.14.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:6223a72fd0e4c7156353ec0f08a5f93623e1d3034d0e2683b9bb8ea674131b1d", size = 220412, upload-time = "2026-05-26T20:39:31.561Z" },
-    { url = "https://files.pythonhosted.org/packages/27/c9/385bde0bf7ed0f4bf3a7ee5367060a86b5d218718cfd6fb943c0f836b34f/coverage-7.14.1-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:7279d2110a28cebc738b6459ecda2771735a4c18465fbbd36b3288fe5ed92247", size = 251412, upload-time = "2026-05-26T20:39:33.337Z" },
-    { url = "https://files.pythonhosted.org/packages/51/8c/23faf6a2343a0d17f960a4bd56c43bc7eb4cf312f774dd6ceebd82c7d8fc/coverage-7.14.1-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:9eeb3fcbc13ba40dfbdb22d01d196a28e9cef9ed4c29b60061a1e0e823a9929d", size = 254008, upload-time = "2026-05-26T20:39:35.009Z" },
-    { url = "https://files.pythonhosted.org/packages/42/06/36f4aa9ca8a815e6036156e80706a67828bb97bd826948244f6996dda957/coverage-7.14.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f0cfc27c539f07cf5c0a4cfe211d0b6cae039f8f40526dbaa71944e64b50a7b", size = 255241, upload-time = "2026-05-26T20:39:36.71Z" },
-    { url = "https://files.pythonhosted.org/packages/ca/79/95266316352f90f6b1c6736bb413302edfde2453fb32422d3911642691b3/coverage-7.14.1-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:221c70f316241a78e77e607c227cefc8808d4e08f28d99c04f35694690e940be", size = 257373, upload-time = "2026-05-26T20:39:38.412Z" },
-    { url = "https://files.pythonhosted.org/packages/e3/9c/58316d1f66c488b5fca8a0eb3e98348807813efa8a0d0833b9021be27488/coverage-7.14.1-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:da028256b04ec30e5e0114b6f76172938c313991f0a2d3d894271315cf5d5e43", size = 251635, upload-time = "2026-05-26T20:39:40.268Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/5a/ca2398a568e16fed7bb713e84ba3603a7164fb65779abe645c565ec890d5/coverage-7.14.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:76a085d7005236a767e3426148b2c407e53ad61695c562f8a81da2d373324901", size = 253373, upload-time = "2026-05-26T20:39:42.145Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/2c/0396562c32deaebe7be51d865b3a41e9a87d7561acafe1a28f53b07e019a/coverage-7.14.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:b553d04b5e778a8e56d57eb134aff42a92718ecba45e79c4764ecfa40efd92ff", size = 251341, upload-time = "2026-05-26T20:39:43.907Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/8f/a94f9221184c9cae1ee115820e3798e48b6b17777a9f19e46fb9a0c8dc74/coverage-7.14.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:46f714d2fb8ae2f4f29f23ada7f1e79b759fff5a70f94a1dac23af204c3ec9e4", size = 255497, upload-time = "2026-05-26T20:39:46.166Z" },
-    { url = "https://files.pythonhosted.org/packages/71/69/505d70e47db1eaebcd002c39759707621ef184cd6b1ae084d9f41293f323/coverage-7.14.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:1896f5e19ff3f0431c7ce2172adc54890fd97f86b59ced8ca1649145d9ffe35d", size = 251159, upload-time = "2026-05-26T20:39:48.03Z" },
-    { url = "https://files.pythonhosted.org/packages/e0/aa/58681c383aa33a9d2ed40a02d7a22fbf780d1fa4d575396365777828198c/coverage-7.14.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:62fd185ef9df3c33d1c8178c5af105f762afbad96038de9a4ae100aa6297ca33", size = 252934, upload-time = "2026-05-26T20:39:49.872Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/fd/11c928cd6bdffc7074bb5965c173d9ebf517fb00205e1da524b98d29ef92/coverage-7.14.1-cp313-cp313-win32.whl", hash = "sha256:ab4af6352741a604c431c6072fce5bee33bf0f20dc7a56618d6bf6bb89e9810c", size = 222584, upload-time = "2026-05-26T20:39:51.68Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/92/fb416fc26d340dcba19518c418d6048e913186e17243982c5e435e41fa7a/coverage-7.14.1-cp313-cp313-win_amd64.whl", hash = "sha256:7af486dabe8954d03b087f0021540897afe084f04e16ff5579e08cc46f871416", size = 223394, upload-time = "2026-05-26T20:39:53.472Z" },
-    { url = "https://files.pythonhosted.org/packages/73/c6/02d56e3867972f77d5036de924643f26c056e848f00452cafb4dbc3c29b4/coverage-7.14.1-cp313-cp313-win_arm64.whl", hash = "sha256:2224f89ffd0c5605ccce1ed7a584da162bc7c55f601ab1c946bc9de31a486b42", size = 222015, upload-time = "2026-05-26T20:39:55.374Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/9e/fcc77914050df73f7662fa1f00902774c79c075a8388ab334074574bf77e/coverage-7.14.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:de286598cc65d2b489411174b1faec2f5a7775fb3201fd925db2a76b4030f37d", size = 220733, upload-time = "2026-05-26T20:39:57.189Z" },
-    { url = "https://files.pythonhosted.org/packages/f7/67/2963cbdaf5cbadec44efa3a1e39eaa1f02df4079585f05387607a221e126/coverage-7.14.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:042c46ded7c288aeb07cf14a28b6c1e10b78fcba40171c3fa1e939377eeef0b5", size = 221086, upload-time = "2026-05-26T20:39:59.019Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/c5/8701645574e11881f2f47d8930f98bc48b5d43b25eb5b4430dfc4a2f9f48/coverage-7.14.1-cp313-cp313t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:f4ddbe407477f04c45115d1a4e5bc480f753553b534d338d4c3358b1cdd0ea52", size = 262381, upload-time = "2026-05-26T20:40:00.822Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/28/7a64d73598263e0c5abd5084211a8474488d31b3c552ff531c719dfcff62/coverage-7.14.1-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:d13e6725992e2d2fd7d81d4f5241952d13740121dfd501da09201be39b2c003a", size = 264458, upload-time = "2026-05-26T20:40:02.506Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/d8/4969179db9f7eb4df218e69540adf829d1c835f59452513d065d15446802/coverage-7.14.1-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f747dc8edcfe740130f28f32f3995e955494285717e86ee25af51db2219df08a", size = 266884, upload-time = "2026-05-26T20:40:04.421Z" },
-    { url = "https://files.pythonhosted.org/packages/a6/78/a45d5794dbc9bafd97afc96a4377c86c7820d78b6cf51b89bc1d4e919275/coverage-7.14.1-cp313-cp313t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ced2f09ef276fd58611a1ef502164ad266d2b75174e5a40cabbdb4033f9f6cf2", size = 268022, upload-time = "2026-05-26T20:40:06.298Z" },
-    { url = "https://files.pythonhosted.org/packages/21/cb/4f5e354e9e3e67af96bd4e57113e6db6b22298c7168b13eec408a549903d/coverage-7.14.1-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b84800013769a78ccb9ef4659402e26d06867e337b61ec365f77ad008adea80e", size = 261631, upload-time = "2026-05-26T20:40:08.226Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/49/eced49af4cb996d5d8b7e94e736175c513e4facd3398507b89892b4326d8/coverage-7.14.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:ea8cd6ca0ee9f616aaef3afc6882e32c2cbf18b00d96313ffd76af650574034d", size = 264443, upload-time = "2026-05-26T20:40:10.137Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/d8/5603a88a7c5913a6b54f6cb1a8c46f7b39cbb30f27cd3f492908da09b2d7/coverage-7.14.1-cp313-cp313t-musllinux_1_2_i686.whl", hash = "sha256:aa5e304a873fabddc11e484e9b6b738bd38bd7bed17b09aa84eecf5332e8b8bb", size = 262069, upload-time = "2026-05-26T20:40:11.999Z" },
-    { url = "https://files.pythonhosted.org/packages/f0/59/2ae3cb79da554a06c8619d6c88ea19dd1e4aed4b834b6a83bb1fa243bdc5/coverage-7.14.1-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:5a1c5215be81035e629d5bc756650634d0bf31991038db7a0eccb90f025ce16d", size = 265780, upload-time = "2026-05-26T20:40:13.858Z" },
-    { url = "https://files.pythonhosted.org/packages/af/5f/b130c1dc999031f2648bd25317fbce505ad8d5562079b4ed81e736a84967/coverage-7.14.1-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:79058c47dae6788504b5effb319961bcd72d7240551464b91d474bc0ed186d69", size = 260970, upload-time = "2026-05-26T20:40:16.142Z" },
-    { url = "https://files.pythonhosted.org/packages/87/d1/ec13ccddeb48ec963bdfa72a11224bac2584bd045ba13beca82f8113e9c7/coverage-7.14.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:370c5afae3fa0658e11694a32b24c2778f6bc2d17718121f94ee185e69f26b54", size = 263157, upload-time = "2026-05-26T20:40:18.382Z" },
-    { url = "https://files.pythonhosted.org/packages/cf/c2/cd91ead503045161092d3845f7bb95ea2f25131ce96d3e314dd835d91b9c/coverage-7.14.1-cp313-cp313t-win32.whl", hash = "sha256:3758dd0a7f1fa57365ef2e781df0f0731d38b6e3772259d13dae4bd8a958d4b1", size = 223259, upload-time = "2026-05-26T20:40:20.381Z" },
-    { url = "https://files.pythonhosted.org/packages/71/9f/1e28d97e6bd2c76b07f38b7c02870f1371255ff6717f54eca578fcbbdd0e/coverage-7.14.1-cp313-cp313t-win_amd64.whl", hash = "sha256:6ff665fb023a77386fe11685190cee1f60a7d635994a30d9b0a061533d470fce", size = 224320, upload-time = "2026-05-26T20:40:22.316Z" },
-    { url = "https://files.pythonhosted.org/packages/a9/e0/d936e908f0e1efa55e52b91e01b52f1055cef5e1ab2718493390ed8e2fb8/coverage-7.14.1-cp313-cp313t-win_arm64.whl", hash = "sha256:17a5a241e5997621a956a7f402a7433ef4221e5152809b785bec79e2323799f1", size = 222577, upload-time = "2026-05-26T20:40:24.894Z" },
-    { url = "https://files.pythonhosted.org/packages/d6/34/fc2f101b151af3799a101f0550b0454aa008afdc0add677394ec4aa8ea10/coverage-7.14.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:d5ed429d0b8edaac649e889b4ffcedb6c80b06629a3f93050e3dddfb99235bee", size = 220091, upload-time = "2026-05-26T20:40:27.249Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/a7/1ebae2ab5b961b5c79bb09fe7b3ac99edb190d8be4a8c510b2cf66f46468/coverage-7.14.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:8011224a62280e50dab346960c03cf47aca1a1e09e608c0fb33fd6e0cc8e9500", size = 220421, upload-time = "2026-05-26T20:40:30.084Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/90/92aca9cf0acc95123c96cd1eb1f08917897a7f5dee01e15738922971ec31/coverage-7.14.1-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:12c42ec1e14f553c4f817e989365982e646e27211f10a0f717855b94a79c8906", size = 251466, upload-time = "2026-05-26T20:40:32.542Z" },
-    { url = "https://files.pythonhosted.org/packages/26/2b/78048cbe3b999f6cbf9cc0d90abba6a88a3e0863a8c1c6cbc762f3f8802f/coverage-7.14.1-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:06144cd511cf2624873a035c5069cf297144f6e77a73ee3d7a55b605ec5efb42", size = 253973, upload-time = "2026-05-26T20:40:34.473Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/21/c2e33b29d1cfde484a19d437afc343c6cd30b08d78cbbf9f5aff14e57b2b/coverage-7.14.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a311d8e1da24be5c1ccf85cbfb06315dbaa1703d5a1eab3f6432c72b837917c8", size = 255318, upload-time = "2026-05-26T20:40:38.154Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/ee/aad2f108d63b769121005302f16bf66db8625c88ceaba466942e09a2607e/coverage-7.14.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c79cead5b5bc584d9c71451cb984d0e3a84e0c0937379c8efcbf27c8d661b851", size = 257633, upload-time = "2026-05-26T20:40:40.164Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/f8/11a2c29b4fd76d9849f81d0bb812ec0017a9396df3217214e38934a8c837/coverage-7.14.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:dcbf65f1f66a26cdd88c35cf68fb4729c5d1cd2e88added72420541dfb212034", size = 251488, upload-time = "2026-05-26T20:40:42.631Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/b8/9a5820de4b8ac2b71d85e3b5fb49108d7469c665f0e2ad0dd7569023e305/coverage-7.14.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:fd86572566fb40189a8260446158235159bc7a82dfbc87a3b39cf4fb57fcec1c", size = 253329, upload-time = "2026-05-26T20:40:45.208Z" },
-    { url = "https://files.pythonhosted.org/packages/6b/ff/f33e4823667e27548e8fd8df44217515303f9808d0ff29817db56f87d990/coverage-7.14.1-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:7771b601718fdde84832c3a434ca9bbf4ae9adbc49d84198b4110700c3c77c36", size = 251291, upload-time = "2026-05-26T20:40:47.502Z" },
-    { url = "https://files.pythonhosted.org/packages/68/9b/489db0ebb209054766b90a9014a45f6d26eb724c02ec21311c3733b5a644/coverage-7.14.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:39b21e212c55af06fa375e3dbf90a8a8e38792f3a910c580066d23563830ddd5", size = 255564, upload-time = "2026-05-26T20:40:49.372Z" },
-    { url = "https://files.pythonhosted.org/packages/27/b5/16bc2d4c2409b23c7737edb68c83bc89e345f378050549fe1d75ac7d34d5/coverage-7.14.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:f2302660e32562a532b442480121aef8aa61a5bdb20b30bf0adab29f10a5a4b4", size = 251107, upload-time = "2026-05-26T20:40:51.677Z" },
-    { url = "https://files.pythonhosted.org/packages/7d/0c/2629997469a00cd069d588a41c9dc887610f2775ae89d250c4791e65272a/coverage-7.14.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:03a6f93c1ec3b7f2e77b5dbcc5573a2c21f12529a5c6bbe0f16f72303cc2fa4d", size = 252764, upload-time = "2026-05-26T20:40:54.267Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/ee/f78d63c8f079e0d7211c7e2401fa17e311514534ba61bae03e4b287ce4ab/coverage-7.14.1-cp314-cp314-win32.whl", hash = "sha256:8a3ce026d73290f42f08dafecbd82c193a74df280461fbf97300fec51fd133ee", size = 222837, upload-time = "2026-05-26T20:40:56.496Z" },
-    { url = "https://files.pythonhosted.org/packages/dc/b9/be539854f93a70dfbeec69117f33ec70dc42ff0b65b5b07ab8d40d04228e/coverage-7.14.1-cp314-cp314-win_amd64.whl", hash = "sha256:114c95ef29302423b87d159075805f4ab973254a2638a5d7d046c94887cc87d7", size = 223650, upload-time = "2026-05-26T20:40:58.351Z" },
-    { url = "https://files.pythonhosted.org/packages/fe/9e/24e2842fef40f35ac82ba3a7719c8023d011bf3bf652d0675316a9d088a1/coverage-7.14.1-cp314-cp314-win_arm64.whl", hash = "sha256:a07891c3f4805442b31b71e84ba3cf29ed1aa9a428284e06deeb4b23e5b46343", size = 222218, upload-time = "2026-05-26T20:41:00.321Z" },
-    { url = "https://files.pythonhosted.org/packages/0a/1d/ac0a9df5fe31c1e8bdd658074905fc12844a05c1a7e3fdb8417e97c31e23/coverage-7.14.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:1101a5ebb083aecb625ebb6209d4105b58f647b093cb2dc8122d7b33f743cfe1", size = 220822, upload-time = "2026-05-26T20:41:02.281Z" },
-    { url = "https://files.pythonhosted.org/packages/32/cf/f964fd9aff20323f9f1a726c97135f8a76bcd87b92dad141a456a43f3c64/coverage-7.14.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:851b9e1e4e8a4608e77c79714b2e77c0970d2ed7202a05e92ae407817481887b", size = 221084, upload-time = "2026-05-26T20:41:04.593Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/5e/7e5ef2aba844de2b80d678619fcf0841b42e3f37f16411226f3fe4c1016f/coverage-7.14.1-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:d5b89cdfb2ee051b71e8c3c70bd81a9eff81100f736a269136fe1a68efe00474", size = 262454, upload-time = "2026-05-26T20:41:06.641Z" },
-    { url = "https://files.pythonhosted.org/packages/64/62/75809bded87015cc4935524218a2a8ed8dd1a8498bfed30a2f4f7a4b4d34/coverage-7.14.1-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:0177614a0370f227888b4e436a7c55686d6a9f90eb1ade2b624ba685a1686e86", size = 264578, upload-time = "2026-05-26T20:41:08.556Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/42/d33392dc14633525012d2d504fa1a33b05538bf535f5c1d64675e5754b78/coverage-7.14.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2d69af5dea2de76fc485a83032a630523f985198b7e25be901ec60181587b01e", size = 266981, upload-time = "2026-05-26T20:41:10.824Z" },
-    { url = "https://files.pythonhosted.org/packages/2a/49/0157c4428c2aca7f1e09d5565930586fd5ae36f1655f08b0daa7cf1fcae1/coverage-7.14.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:35ab22d91de736e8966b980dc355cbcdd2c6dbbcfe275f9a2991bc8a91b3df65", size = 268112, upload-time = "2026-05-26T20:41:12.966Z" },
-    { url = "https://files.pythonhosted.org/packages/96/26/86b9ce71f4092b1ed325ce1421698081df1286b833400b6836912834d6e0/coverage-7.14.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:357d4e32935c36588aaba057d734fa32428c360c9fc2e4442afbf1b646beee6e", size = 261558, upload-time = "2026-05-26T20:41:15Z" },
-    { url = "https://files.pythonhosted.org/packages/20/4c/c311210c5472cf5401d8422b0d7812cdd520f24417673afabda6c323faca/coverage-7.14.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:51bd64741cc6fa065abd300ede1afe5a5291ece9c31da8b24884deda48bcc3f8", size = 264447, upload-time = "2026-05-26T20:41:17.369Z" },
-    { url = "https://files.pythonhosted.org/packages/fb/71/59513f8710ed3e6b0ac0a050a5b7e977bb9c9e880354863b5d00d8809256/coverage-7.14.1-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:9132cd363a68a4c3daa7c8704a654b1e39d3360f6f5b8ddd470608a945236c07", size = 262048, upload-time = "2026-05-26T20:41:19.309Z" },
-    { url = "https://files.pythonhosted.org/packages/84/8d/bceed32dc494f5bbf50f775cd2e78ca814953942b5ea28d3c1c3ac316f14/coverage-7.14.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:07c6290b1697b862c0478eab545eec949a0d0e4d6d03497f446d706da3b4f2de", size = 265781, upload-time = "2026-05-26T20:41:21.559Z" },
-    { url = "https://files.pythonhosted.org/packages/e7/c5/9348fe40dbfd4991aaf78df2c6c3098bfb2cc834d1fd362a64b4efef855a/coverage-7.14.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:5ea0c297e27133853b4d8a3eb799bff5a2dbd9f2f41537a240d337ac9b4df890", size = 260896, upload-time = "2026-05-26T20:41:23.428Z" },
-    { url = "https://files.pythonhosted.org/packages/ca/92/1ea0f03929da7cf87206b1fa24f4c8e9c158be0455481af29ec0a1f3503f/coverage-7.14.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:01b7733daad0237daa01ef80fe2dfceffc911e6a17fa7b55d14aa8214eaaaecd", size = 263214, upload-time = "2026-05-26T20:41:25.419Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/a9/b2493c054c0e01a643266742ab45e15744e60743f9260cd930c7142b1124/coverage-7.14.1-cp314-cp314t-win32.whl", hash = "sha256:6adc5a36984624a70bf11d7184e20fa0a49aa7c47ffab43804106a1a695ea22e", size = 223624, upload-time = "2026-05-26T20:41:27.795Z" },
-    { url = "https://files.pythonhosted.org/packages/fc/bd/3e1e6a57fccd2d7c83fcdf338e93ba98eb85c6e877dd34731ac585375490/coverage-7.14.1-cp314-cp314t-win_amd64.whl", hash = "sha256:ddf799247318f34dbcd2efa8c95a8d0642674e926bb1774cf9b63dfd2a389d1c", size = 224728, upload-time = "2026-05-26T20:41:30.098Z" },
-    { url = "https://files.pythonhosted.org/packages/bb/d7/31066cf1d2f0c6c797fce911bcfa01dd35642dc6da992a950256097c5860/coverage-7.14.1-cp314-cp314t-win_arm64.whl", hash = "sha256:145986fe66647eb489f18d9a997567a3fd358584c4b5a808769113abc07466af", size = 222752, upload-time = "2026-05-26T20:41:32.123Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/3c/1a983b9a745d7f83d53f057bcc5bf79ba6a2bbc08266b3f0c7d6fe630c9b/coverage-7.14.1-py3-none-any.whl", hash = "sha256:a252f21c27e38347e60111a3266b03827422a7d5525951aceee313aa68bab1d2", size = 211815, upload-time = "2026-05-26T20:41:34.078Z" },
+version = "7.14.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b4/91/0a7c28934e50d8ac9a7b117712d176f2953c3170bccced5eaacfa3e96175/coverage-7.14.3.tar.gz", hash = "sha256:1a7563a443f3d53fdeb040ec8c9f7466aed7ca3dc5891aa09d3ca3625fa4387f", size = 924398, upload-time = "2026-06-22T23:10:25.584Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bd/b0/8a911f6ffe6974dac4df95b468ab9a2899d0e59f0f99a489afeec39f00bc/coverage-7.14.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3d74ff26299c4879ce3a4d826f9d3d4d556fd285fde7bbce3c0ef5a8ab1cec24", size = 220672, upload-time = "2026-06-22T23:08:26.621Z" },
+    { url = "https://files.pythonhosted.org/packages/36/16/0fc0cb52538783dbbae0934b834f5a58fd5354380ee6cad4a07b15dc845d/coverage-7.14.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:96150a9cf3468ea20f0bc5d0e21b3df8972c31480ef90fa7614b773cc6429665", size = 221035, upload-time = "2026-06-22T23:08:28.372Z" },
+    { url = "https://files.pythonhosted.org/packages/77/e2/421ccfbb48335ac49e93301478cf5d623b0c2bf1c0cadd8e2b2fc6c0c710/coverage-7.14.3-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:27d07a46500ba23515b838dbcf52512026af04090755cf6cc64166d88c9b9a1a", size = 252540, upload-time = "2026-06-22T23:08:30.226Z" },
+    { url = "https://files.pythonhosted.org/packages/06/c2/05b8c890097c61a7f4406b35396b997a635200ded0339eda83dfbe526c5f/coverage-7.14.3-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:621e13c6108234d7960aaf5762ab5c3c00f33c30c15af06dcbff0c73bf112727", size = 255274, upload-time = "2026-06-22T23:08:31.876Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/be/b6d9efe447f8ba3c3c854195f326bd64c54b907d936cd2fdebf8767ec72e/coverage-7.14.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4b60ca6d8af70473491a15a343cbabab2e8f9ea66a4376e81c7aa24876a6f977", size = 256389, upload-time = "2026-06-22T23:08:33.843Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/3c/f26e50acc429e608bc534ac06f0a3c169019c798178ec5e9de3dbc0df9c9/coverage-7.14.3-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c90a7cdd5e380e1ce02f19792e2ac2fbfbf177e35a27e69fd3e873b30d895c0c", size = 258648, upload-time = "2026-06-22T23:08:35.481Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/a2/01c1fabf816c8e1dae197e258edf878a3d3ddc86fbda34b76e5794277d8f/coverage-7.14.3-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:5d788e5fd55347eef06ca0732c77d04a264de67e8ff24631270cdff3767a60cf", size = 252949, upload-time = "2026-06-22T23:08:37.562Z" },
+    { url = "https://files.pythonhosted.org/packages/89/c6/941166dd79c31fd44a13063780ae8d552eee0089a0a0930b9bdb7df554ed/coverage-7.14.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:62c7f79db2851c95ef020e5d28b97afde3daf9f7febcd35b53e05638f729063f", size = 254310, upload-time = "2026-06-22T23:08:39.174Z" },
+    { url = "https://files.pythonhosted.org/packages/10/31/80b1fd028201a961033ce95be3cd1e39e521b3762e6b4a1ac1616cb291e7/coverage-7.14.3-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:90f7608aeb5d9b60b523b9fb2a4ee1973867cc4865a3f26fe6c7577073b70205", size = 252453, upload-time = "2026-06-22T23:08:40.84Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/85/c3d9addd94c4b524f3f4af0232075f5fe7170ce99a1386edff803e5934db/coverage-7.14.3-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:1e3b91f9c4740aeb571ecf82e5e8d8e4ab62d34fcb5a5d4e5baa38c6f7d2857c", size = 256522, upload-time = "2026-06-22T23:08:42.494Z" },
+    { url = "https://files.pythonhosted.org/packages/91/14/e5a0575f73795af3a7a9ae13dadf812e17d32422896839987dc3f86947e1/coverage-7.14.3-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:c946099774a7699de03cbd0ff0a64e21aed4525eed9d959adde4afe6d15758ef", size = 252023, upload-time = "2026-06-22T23:08:44.243Z" },
+    { url = "https://files.pythonhosted.org/packages/38/9b/9652ee531937ce3b8a63a8896885b2b4a2d56adc30e53c9540c666286d88/coverage-7.14.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:16b206e521feb8b7133a45754643dead0538489cf8b783b90cf5f4e3299625fd", size = 253893, upload-time = "2026-06-22T23:08:46.113Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/05/42678841c8c38e4b08bdfc48269f5a16dfbf5806000fe6a89b4cece3c691/coverage-7.14.3-cp312-cp312-win32.whl", hash = "sha256:ea3169c7116eb6cdf7608c6c7da9ecfcb3da40688e3a510fac2d1d2bafd6dc35", size = 222734, upload-time = "2026-06-22T23:08:47.858Z" },
+    { url = "https://files.pythonhosted.org/packages/df/87/07a4fcee55177a25f1b52331a8e92cf4f2c53b1a9c75ce2981fd59c684ad/coverage-7.14.3-cp312-cp312-win_amd64.whl", hash = "sha256:7ea52fc08f007bcc494d4bb3df3851e95843d881860ba38fe2c64dc100db5e7d", size = 223266, upload-time = "2026-06-22T23:08:49.494Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/34/2b8b66a989282ea7b370beb49f50bab29470dc30bb0b03935b6b802782f7/coverage-7.14.3-cp312-cp312-win_arm64.whl", hash = "sha256:8cec0ad652ec57790970d817490105bd917d783c2f7b38d6b58a0ca312e1a336", size = 222655, upload-time = "2026-06-22T23:08:51.766Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/83/7fefbf5df23ed2b7f489907564a7b34b9b07098128e12e0fdfa92626e456/coverage-7.14.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:47968988b367990ae4ab17523790c38cd125e02c6bfd379b6022be2d40bdc38c", size = 220699, upload-time = "2026-06-22T23:08:53.522Z" },
+    { url = "https://files.pythonhosted.org/packages/31/e6/38c3653ff6d56d704b29241362387ca824e38e15b76fdcb7096538195790/coverage-7.14.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0ee68f5c34812780f3a7063382c0a9fcbb99985b7ddcdcaa626e4f3fb2e0783a", size = 221068, upload-time = "2026-06-22T23:08:55.571Z" },
+    { url = "https://files.pythonhosted.org/packages/20/86/4f5c45d51c5cd10a128933f0fd235393c9146abbfd2ce2dfa68b3267ead3/coverage-7.14.3-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:fa9e5c6857a7e80fa22ace5cf3550ae392bbfc322f1d8dd2d2d5a8be38cec027", size = 252060, upload-time = "2026-06-22T23:08:57.464Z" },
+    { url = "https://files.pythonhosted.org/packages/82/50/dfce42eff2cecabcd5a9bbad5489449c87db3415f408d23ffee417ce01f6/coverage-7.14.3-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:98a0859b0e98e43e1178a9402e19c8127766b14f7109a374d976e5a62c0e5c73", size = 254657, upload-time = "2026-06-22T23:08:59.453Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/d2/639ceb1bc8038fd0d66768278d5dc22df3391918b8278c2a21aa2602a531/coverage-7.14.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:69918344541ed9c8368566c2adc03c0e33d4550d7faa87d1b35e49b6a3286ea9", size = 255892, upload-time = "2026-06-22T23:09:01.291Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/96/002094a10e113512500dc1e10430a449417e17b0f90f7d496bcb820208b7/coverage-7.14.3-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:b7f300ac92cd4b570724c8ffbbd0c130fee298d2447f41d5a3abf58976fae1de", size = 258026, upload-time = "2026-06-22T23:09:03.017Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/ec/286a5d2fad9c4bee59bd724feeb7d5bf8303c6c9200b51d1dd945a9c72b0/coverage-7.14.3-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:11a7ec9f97ab950f4c5af62229befc7faf208fdbc0116d3902d7e306cf2c5abd", size = 252285, upload-time = "2026-06-22T23:09:04.773Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/7d/a17753a0b12dd48d0d50f5fab079ad99d3be1eac790494d89f3a417ca0b9/coverage-7.14.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a571bd889cd36c5922ce8e42e059f9d37d02301531d11374afa4c87a578625d5", size = 254023, upload-time = "2026-06-22T23:09:06.513Z" },
+    { url = "https://files.pythonhosted.org/packages/86/ef/a76c6ceba6a2c313f905310abf2701d534cada22d372db11731831e9e209/coverage-7.14.3-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:de76caefc8deabb0dd1678b6a980be97d14c8d87e213ac194dbf8b09e96d63fb", size = 251989, upload-time = "2026-06-22T23:09:08.382Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/39/353013a75fec0fb49f7553519f9d52b4441e902e5178c93f38eb6c07cedb/coverage-7.14.3-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:d20a15c622194234161535459affa8f7905830391c9ccfa060d495dbfe3a1c7f", size = 256144, upload-time = "2026-06-22T23:09:10.369Z" },
+    { url = "https://files.pythonhosted.org/packages/29/0e/613878555d734def11c5b20a2701a15cb3781b9e9ea749da27c5f436e928/coverage-7.14.3-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:b488bd4b23397db62e7a9459129d01ff06a846582a732efd24834b24a6ada498", size = 251808, upload-time = "2026-06-22T23:09:12.057Z" },
+    { url = "https://files.pythonhosted.org/packages/af/76/359c058c9cfdcf1e8b107663881225b03b364a320017eda24a2a66e55102/coverage-7.14.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6a3693b4153394d265f44fb855fdc80e72403024d4d6f91c4871b334d028e4e0", size = 253579, upload-time = "2026-06-22T23:09:13.858Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/d9/4ba2f060933a30ebe363cef9f67a365b0a317e580c0d5d9169d56a73ef1c/coverage-7.14.3-cp313-cp313-win32.whl", hash = "sha256:338b19131ab1a6b767b462bfcbaa692e7ae22f24463e39d49b02a83410ff6b37", size = 222741, upload-time = "2026-06-22T23:09:15.636Z" },
+    { url = "https://files.pythonhosted.org/packages/76/e8/196ebc25d8f34c06d43a6e9c8513c9266ef8dbf3b5672beb1a00cf5e29fa/coverage-7.14.3-cp313-cp313-win_amd64.whl", hash = "sha256:b3d77f7f196abdef7e01415de1bce09f216189e83e58159cfeef2b92d0464994", size = 223283, upload-time = "2026-06-22T23:09:17.478Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/af/51d2aac6417523a286f10fb25f09eb9518a84df9f1151e93ff6871f34849/coverage-7.14.3-cp313-cp313-win_arm64.whl", hash = "sha256:e6230e688c7c3e65cedd41a774eb4ec221adc6bfee13768231015b702d5e4150", size = 222678, upload-time = "2026-06-22T23:09:19.7Z" },
+    { url = "https://files.pythonhosted.org/packages/61/56/14e3b97facbfa1304dd19e676e26599ad359f04714bed32f7f1c5a88efdc/coverage-7.14.3-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:605ab2b566a22bd94834529d66d295c364aba84afd3e5498285c7a524017b1fc", size = 220741, upload-time = "2026-06-22T23:09:21.616Z" },
+    { url = "https://files.pythonhosted.org/packages/12/1d/db378b5cca433b90b893f26dab728b280ddd89f272a1fdfed4aeaa05c686/coverage-7.14.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:a3c2134809e80fac091bfed18a6991b5a5eb5df5ae32b17ac4f4f99864b73dd7", size = 221068, upload-time = "2026-06-22T23:09:23.452Z" },
+    { url = "https://files.pythonhosted.org/packages/47/f0/3f8421b20d9c4fcd39be9a8ca3c3fda8bc204b44efbd09fede153afd3e2f/coverage-7.14.3-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:c02efd507227bde9969cab0db8f48890eb3b5dcad6afac57a4792df4133543ce", size = 252117, upload-time = "2026-06-22T23:09:25.458Z" },
+    { url = "https://files.pythonhosted.org/packages/27/ca/59ea35fb99743549ec8b37eff141ece4431fea590c89e536ed8032ef45cf/coverage-7.14.3-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:1bb93c2aa61d2a5b38f1526546d95cf4132cb681e541a337bf8dfd092be816e5", size = 254622, upload-time = "2026-06-22T23:09:27.523Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/25/ec6de51ae7493b92a1cf74d1b763121c29636759167e2a593ba4db5881e4/coverage-7.14.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f502e948e03e866538048bba081c075caaa62e5bda6ea5b7432e45f587eb462a", size = 255968, upload-time = "2026-06-22T23:09:29.43Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/05/c8bfc77823f42b4664fb25842f13b567022f6f84a4c83c8ecbb16734b7cb/coverage-7.14.3-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:9973ef2463f8e6cfb61a6324126bb3e17d67a85f22f58d856e583ea2e3ca6501", size = 258284, upload-time = "2026-06-22T23:09:31.397Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/15/1d1b242027124a32b26ef01f82018b8c4ef34ef174aa6aeba7b1eeef48e8/coverage-7.14.3-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9be4e7d4c5ca0427889f8f9d614bd630c2be741b1de7699bca3b2b6c0e41003e", size = 252143, upload-time = "2026-06-22T23:09:33.256Z" },
+    { url = "https://files.pythonhosted.org/packages/74/b6/d2a9842fd2a5d7d27f1ac851c043a734a494ad75402c5331db3da79ed691/coverage-7.14.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a574912f3bde4b0619f6e97d01aa590b70998859244793769eb3a6df78ee56d3", size = 253976, upload-time = "2026-06-22T23:09:35.351Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/30/e1600ddf7e226db5558bb5323d2186fff00f505c4b764643ec89ce5d8175/coverage-7.14.3-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:e343fb086c9cd780b38622fea7c369acd64c1a0724312149b5d769c387a2b1f5", size = 251942, upload-time = "2026-06-22T23:09:37.313Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/2c/9159de64f9dd648e324328d588a44cfab1e331eb5259ce1141afe2a92dfb/coverage-7.14.3-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:3c68df8e61f1e09633fefc7538297145623957a048534368c9d212782aa5e845", size = 256220, upload-time = "2026-06-22T23:09:39.165Z" },
+    { url = "https://files.pythonhosted.org/packages/91/67/b7f536cc2c124f48e91b22fbb741d2261f4e3d310faf6f76007f47566e5d/coverage-7.14.3-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:3e5b550a128419373c2f6cec28a244207013ef15f5cbcff6a5ca09d1dfaaf027", size = 251756, upload-time = "2026-06-22T23:09:41.056Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/ec/f3718038e2d4860c715a55428377ca7f6c75872caf98cabd982e1d76967d/coverage-7.14.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:2bfc4dd0a912329eccc7484a7d0b2a38032b38c40663b1e1ac595f10c457954b", size = 253413, upload-time = "2026-06-22T23:09:43.306Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/a5/91f11efeef89b3cc9b30461128db15b0511ef813ab889a7b7ab636b3a497/coverage-7.14.3-cp314-cp314-win32.whl", hash = "sha256:0423d64c013057a06e70f070f073cec4b0cbc7d2b27f3c7007292f2ff1d52965", size = 222946, upload-time = "2026-06-22T23:09:45.261Z" },
+    { url = "https://files.pythonhosted.org/packages/58/fd/98ac9f524d9ec378de831c034dbdeb544ca7ef7d2d9c9996daf232a037fd/coverage-7.14.3-cp314-cp314-win_amd64.whl", hash = "sha256:92c22e19ce64ca3f2ad751f16f14df1468b4c231bd6af97185063a9c292a0cb3", size = 223436, upload-time = "2026-06-22T23:09:47.177Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/a0/7cd612d650a772a0ae80144443406bf61981c896c3d57c9e6e79fb2cdbd1/coverage-7.14.3-cp314-cp314-win_arm64.whl", hash = "sha256:41de778bd41780586e2b04912079c73089ab5d839624e28db3bdb26de638da92", size = 222861, upload-time = "2026-06-22T23:09:49.384Z" },
+    { url = "https://files.pythonhosted.org/packages/55/57/017353fab573779c0d00448e47d102edd36c792f7b6f233a4d89a7a08384/coverage-7.14.3-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:8427f370ca67db4c975d2a26acfc0e5783ca0b52444dbc50278ace0f35445949", size = 221474, upload-time = "2026-06-22T23:09:51.417Z" },
+    { url = "https://files.pythonhosted.org/packages/69/92/90cf1f1a5c468a9c1b7ba2716e0e205293ad9b02f5f573a6de4318b15ba1/coverage-7.14.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:d8e88f335544a47e22ae2e45b344772925ec65166555c958720d5ed971880891", size = 221738, upload-time = "2026-06-22T23:09:53.487Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/c0/4df964fa539f8399fd7679c09c472d73744de334686fd3f01e3a2465ce4e/coverage-7.14.3-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:beaab199b9e5ceaf5a225e16a9d4df136f2a1eae0a5c20de1e277c8a5225f388", size = 263101, upload-time = "2026-06-22T23:09:55.895Z" },
+    { url = "https://files.pythonhosted.org/packages/06/76/e5d33b2576ae3bf2be2058cd1cae57774b61e400f2c3c58f3783dc2ffb4a/coverage-7.14.3-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:b3ff255799f5a1676c71c1c32ec01fd043aa09d57b3d95764b24992757184784", size = 265225, upload-time = "2026-06-22T23:09:57.904Z" },
+    { url = "https://files.pythonhosted.org/packages/61/d2/e52419afe391a39ba27fdefaf0737d8e34bf03faef6ab3b3006545bbd0d0/coverage-7.14.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:878832eaac515b62decfa76965aed558775f86bf1fc8cca76993c0c84ae31aed", size = 267643, upload-time = "2026-06-22T23:09:59.938Z" },
+    { url = "https://files.pythonhosted.org/packages/58/7a/f2625d8d5006b6b20fba5afaef00b24a763fe96476ea798a3076cbc1f84e/coverage-7.14.3-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:611e62cb9386096d81b63e0a05330750268617231e7bd598e1fe77482a2c58a5", size = 268762, upload-time = "2026-06-22T23:10:01.943Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/bf/908024006bba57127354d74e938954b9c3cd765cc2e0412dc9c37b415cda/coverage-7.14.3-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:02c41de2a88011b893050fc9830267d927a50a215f7ad5ec17349db7090ccf26", size = 262208, upload-time = "2026-06-22T23:10:03.954Z" },
+    { url = "https://files.pythonhosted.org/packages/34/a0/d4f9296441b909817442fdb26bd77a698f08272ec683a7394b00eb2e47a0/coverage-7.14.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:526ce9721116af23b1065089f0b75046fe521e7772ab94b641cd66b7a0421889", size = 265096, upload-time = "2026-06-22T23:10:05.936Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/da/4ae4f3f4e477b56a4ce1e5c48a35eff38a94b50130ce5bdc897024741cfc/coverage-7.14.3-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:e4ed44705ca4bead6fc977a8b741f2145608289b33c8a9b42a95d0f15aedbf4d", size = 262699, upload-time = "2026-06-22T23:10:07.973Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/7a/6927148073ff32856d78baa77b4ddc07a9be7e90020f9db0661c4ca523a1/coverage-7.14.3-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:2415902f385a23dcc4ccd26e0ba803249a169af6a930c003a4c715eeb9a5444e", size = 266433, upload-time = "2026-06-22T23:10:10.145Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/a7/774f658dbe9c4c3f5daa86a87e0459ac3832e4e3cc67affe078547f727b9/coverage-7.14.3-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:b75ee850fc2d7c831e883220c445b035f2224de2ba6103f1e56dbd237ab913f7", size = 261547, upload-time = "2026-06-22T23:10:12.191Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/14/a0c18c0376c43cbf973f43ef6ca20019c950597180e6396232f7b6a27102/coverage-7.14.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:dc9b4e35e7c3920e925ba7f14886fd5fbe481232754624e832ddba66c7535635", size = 263859, upload-time = "2026-06-22T23:10:14.492Z" },
+    { url = "https://files.pythonhosted.org/packages/10/ac/43a3d0f460af524b131a6191805bc5d18b806ab4e828fbf82e8c8c3af446/coverage-7.14.3-cp314-cp314t-win32.whl", hash = "sha256:7b27c822a8161afbe48e99f1adfb098d270ae7e0f7d7b0555ce110529bdb69cc", size = 223250, upload-time = "2026-06-22T23:10:16.758Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/5f/d5e5c56b0712e96ce8f69fe7dbf229ff938b437bc50862743c8a0d2cea84/coverage-7.14.3-cp314-cp314t-win_amd64.whl", hash = "sha256:39e1dbbb6ff2c338e0196a482558a792a1de3aa64261196f5cdb3da016ad9cda", size = 224082, upload-time = "2026-06-22T23:10:19.23Z" },
+    { url = "https://files.pythonhosted.org/packages/62/35/947cbd5be1d3bcbbdc43d6791de8a56c6501903311d42915ae06a82815f0/coverage-7.14.3-cp314-cp314t-win_arm64.whl", hash = "sha256:68520c90babfa2d560eca6d497921ed3a4f469623bd709733124491b2aa8ef3f", size = 223400, upload-time = "2026-06-22T23:10:21.24Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/e3/a0aa32bfa3a081951f60a23bc0e7b512891ef0eecda1153cf1d8ba36c6b1/coverage-7.14.3-py3-none-any.whl", hash = "sha256:fb7e18afb6e903c1a92401a2f0501ac277dca527bb9ca6fe1f691a8a0026a0e8", size = 212469, upload-time = "2026-06-22T23:10:23.405Z" },
 ]
 
 [[package]]
@@ -1042,63 +1027,53 @@ wheels = [
 
 [[package]]
 name = "numpy"
-version = "2.4.6"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/95/2a/3d7b5ac8aac24feaf9ad7ed58f45b0bbc06d37e4338ae84c9f2298b570f9/numpy-2.4.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1", size = 16689119, upload-time = "2026-05-18T23:33:54.065Z" },
-    { url = "https://files.pythonhosted.org/packages/ea/12/92c4c131527599e8288d6918e888d88726f84d805d784b771f32408aeaef/numpy-2.4.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb", size = 14699246, upload-time = "2026-05-18T23:33:57.621Z" },
-    { url = "https://files.pythonhosted.org/packages/ad/fe/c0a6b7b2ca128a8fb228575147073b660656734b8ebe4d76c8fd748dcc79/numpy-2.4.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41", size = 5204410, upload-time = "2026-05-18T23:34:00.302Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/d4/9770d14ba719432bb90a421bfd443872ed0f70f7264b64bec12ea363d5fd/numpy-2.4.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698", size = 6551240, upload-time = "2026-05-18T23:34:02.852Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/c6/50a46a6205feba2343f1d6d17438107c5dc491ed1c736e6ea68689fd906b/numpy-2.4.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f", size = 15671012, upload-time = "2026-05-18T23:34:05.485Z" },
-    { url = "https://files.pythonhosted.org/packages/99/60/14115e6364fa676c5397c2ad3004e527e9aa487abf5d0706ec81bbd08529/numpy-2.4.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853", size = 16645538, upload-time = "2026-05-18T23:34:09.265Z" },
-    { url = "https://files.pythonhosted.org/packages/ae/c5/693cbe59e57db94d2231fa519ca3978dc9e19da5a8f088588f5c6e947ff2/numpy-2.4.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a", size = 17020706, upload-time = "2026-05-18T23:34:13.053Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/fc/85b7c4eff9b4966ade25c2273cf7e7012e92366c032058653934b37de044/numpy-2.4.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2", size = 18368541, upload-time = "2026-05-18T23:34:17.024Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/81/e1b27545deedce7f4a0b348618c6b62d74e36a4dc9ccd42f3eb2f85eee32/numpy-2.4.6-cp312-cp312-win32.whl", hash = "sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45", size = 5962825, upload-time = "2026-05-18T23:34:20.3Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/ca/feab00bd44aa5fe1ad2c18f08b4d3bb92e26484b0b1d1443897809ed528c/numpy-2.4.6-cp312-cp312-win_amd64.whl", hash = "sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751", size = 12321687, upload-time = "2026-05-18T23:34:23.095Z" },
-    { url = "https://files.pythonhosted.org/packages/63/cf/5a6d34850a39d1093558564f77ee8e8e0bee5061151b8f05a55711001ec7/numpy-2.4.6-cp312-cp312-win_arm64.whl", hash = "sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8", size = 10221482, upload-time = "2026-05-18T23:34:25.876Z" },
-    { url = "https://files.pythonhosted.org/packages/fb/82/bdab26d7438c6791ca31b7c024ca37c1eab8b726ba236129005cd4a06e45/numpy-2.4.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0", size = 16684648, upload-time = "2026-05-18T23:34:29.41Z" },
-    { url = "https://files.pythonhosted.org/packages/1b/30/a80189bcc7f5e4258b3fbc3968d909d1756f54d023299ecc39ad6fdb9ef8/numpy-2.4.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb", size = 14693902, upload-time = "2026-05-18T23:34:33.013Z" },
-    { url = "https://files.pythonhosted.org/packages/97/12/70b5d0d7c15e1ebb8a6a84a8caa1d19e181d84fb58bb6d70aca29099dec1/numpy-2.4.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f", size = 5198992, upload-time = "2026-05-18T23:34:36.132Z" },
-    { url = "https://files.pythonhosted.org/packages/ba/8c/ebd2a8f8a83541f8d38cc5667e8c2b69cecfd30da6e45693e8158857d44b/numpy-2.4.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3", size = 6546944, upload-time = "2026-05-18T23:34:38.484Z" },
-    { url = "https://files.pythonhosted.org/packages/bb/c5/7b863a97a91671a0338f4253bd3b5a3d3852f0692dae91711c9f4a10e787/numpy-2.4.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b", size = 15669392, upload-time = "2026-05-18T23:34:41.257Z" },
-    { url = "https://files.pythonhosted.org/packages/a5/9d/3584b9984ca4c047aea75214ce1a4c4c73d849bd71b604264b7f5653f8a8/numpy-2.4.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089", size = 16633220, upload-time = "2026-05-18T23:34:45.075Z" },
-    { url = "https://files.pythonhosted.org/packages/05/ae/7c67fba23bd98caec7c99261f3a16072ade14813486b0282cb29846de832/numpy-2.4.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a", size = 17020800, upload-time = "2026-05-18T23:34:49.065Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/5d/3b6725cb31d983c5e66916f5d36f6d7e5521129e4c4404d64f918292a5b6/numpy-2.4.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605", size = 18357600, upload-time = "2026-05-18T23:34:52.709Z" },
-    { url = "https://files.pythonhosted.org/packages/f7/da/2ccc6c2fe8898dee01d90c75c5f5f914a23daf99e3e0f59516a08760c8b5/numpy-2.4.6-cp313-cp313-win32.whl", hash = "sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91", size = 5961134, upload-time = "2026-05-18T23:34:55.618Z" },
-    { url = "https://files.pythonhosted.org/packages/b5/cd/9cc4dc876fb065d5c220aae4d5e14826b2715331bb7618ce1fb07a679d99/numpy-2.4.6-cp313-cp313-win_amd64.whl", hash = "sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359", size = 12318598, upload-time = "2026-05-18T23:34:58.928Z" },
-    { url = "https://files.pythonhosted.org/packages/39/1e/c0bcba1f8694116485fe28fd1be698c278fcda4141c5b0e53a2aed8b12a8/numpy-2.4.6-cp313-cp313-win_arm64.whl", hash = "sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778", size = 10222272, upload-time = "2026-05-18T23:35:02.167Z" },
-    { url = "https://files.pythonhosted.org/packages/63/6d/cc5619247c8f4204e507f5883528372e4ac4bb189e579fb859a12e480b1f/numpy-2.4.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1", size = 14821197, upload-time = "2026-05-18T23:35:05.468Z" },
-    { url = "https://files.pythonhosted.org/packages/00/58/f1c39161c87d9e9bed660f1ed4bafc0e403d5ec9650b6dd77aead07d489b/numpy-2.4.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe", size = 5326287, upload-time = "2026-05-18T23:35:08.693Z" },
-    { url = "https://files.pythonhosted.org/packages/af/57/3917ab0fd97f271a8694513581b8a36c655f111c446852c302f04ccdb6fc/numpy-2.4.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997", size = 6646763, upload-time = "2026-05-18T23:35:11.459Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/0f/037e64c494b67581ae18193d770adef354c41f3f2c8ebf865602d949bf8f/numpy-2.4.6-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20", size = 15728070, upload-time = "2026-05-18T23:35:14.79Z" },
-    { url = "https://files.pythonhosted.org/packages/21/a6/5d2bae9c9542eb4df16dc9c46dc79c186e9bad53805dfa5399a6023c6db0/numpy-2.4.6-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d", size = 16681752, upload-time = "2026-05-18T23:35:18.836Z" },
-    { url = "https://files.pythonhosted.org/packages/92/14/23d1dfb410ae362cd59ce53e936b1513d545eb40db3949ced632e19a459e/numpy-2.4.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67", size = 17086024, upload-time = "2026-05-18T23:35:22.52Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/6e/23595a2c642cdf3bc567877064bdd7f91c8b0038a4453cf2daf7248eafe9/numpy-2.4.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd", size = 18403398, upload-time = "2026-05-18T23:35:26.398Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/90/0ac3bc947217e66dec77e7cbc6a1979d1af70b6461b82f620d3bccd5e4c8/numpy-2.4.6-cp313-cp313t-win32.whl", hash = "sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab", size = 6084971, upload-time = "2026-05-18T23:35:29.387Z" },
-    { url = "https://files.pythonhosted.org/packages/77/71/5673e351671a1d2bd6063b91b44f70c0affea7d1516fa7a6572941ba4aa1/numpy-2.4.6-cp313-cp313t-win_amd64.whl", hash = "sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75", size = 12458532, upload-time = "2026-05-18T23:35:32.175Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/88/19d3503c5046e688f049274b27a3ef3d771152fa80d3ba3d01a3dff61abe/numpy-2.4.6-cp313-cp313t-win_arm64.whl", hash = "sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd", size = 10291881, upload-time = "2026-05-18T23:35:35.465Z" },
-    { url = "https://files.pythonhosted.org/packages/f8/91/3ab2044d05fd16d343c5ac2e69b127f1b2854040dd20b193257c78028bd3/numpy-2.4.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079", size = 16683458, upload-time = "2026-05-18T23:35:38.353Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/62/764ce66fa4147ae6d73071a3abf804ffe606f174618697c571acdf26a7c9/numpy-2.4.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7", size = 14704559, upload-time = "2026-05-18T23:35:42.14Z" },
-    { url = "https://files.pythonhosted.org/packages/60/61/23f27c172f022e04025b7dc2367f4d63c1a398120607ec896228649a6f48/numpy-2.4.6-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5", size = 5209716, upload-time = "2026-05-18T23:35:45.377Z" },
-    { url = "https://files.pythonhosted.org/packages/03/71/21cf70dc6ea3e3acb95fc53a265b2fc248b981f0194ceb5b475271b8809d/numpy-2.4.6-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096", size = 6543947, upload-time = "2026-05-18T23:35:47.926Z" },
-    { url = "https://files.pythonhosted.org/packages/d5/91/64288395ee1799bd2e0b04a305dce9666da90c961e1f3fe982a05ee1c036/numpy-2.4.6-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b", size = 15685197, upload-time = "2026-05-18T23:35:50.863Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/eb/ebffaa97dc55502df69584a8f0dcf07f69a3e0b3e2323670a2722db9aa39/numpy-2.4.6-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8", size = 16638245, upload-time = "2026-05-18T23:35:54.752Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/0b/54f9da33128d7e350fab89c7455902eeae70349ee52bddb448dc4a576f45/numpy-2.4.6-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402", size = 17036587, upload-time = "2026-05-18T23:35:58.355Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/f0/fdebc1052db1cc37c64beb22072d67cd6d1c71adca1299f53dec2b5e20d3/numpy-2.4.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb", size = 18363226, upload-time = "2026-05-18T23:36:02.845Z" },
-    { url = "https://files.pythonhosted.org/packages/aa/b4/298628d98c72b57e57f7165ae6a481a1deaf6f3c28262a6e4c739c275930/numpy-2.4.6-cp314-cp314-win32.whl", hash = "sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1", size = 6010196, upload-time = "2026-05-18T23:36:05.92Z" },
-    { url = "https://files.pythonhosted.org/packages/df/ac/46de6dda46478f7942f839e094970be2d4a861e005c4b3bf07c92e291a09/numpy-2.4.6-cp314-cp314-win_amd64.whl", hash = "sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261", size = 12450334, upload-time = "2026-05-18T23:36:09.107Z" },
-    { url = "https://files.pythonhosted.org/packages/78/92/b8b798ac784102c0da830d2257d59358e3d3d90d1e2b3f2575dad976c5cf/numpy-2.4.6-cp314-cp314-win_arm64.whl", hash = "sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6", size = 10495678, upload-time = "2026-05-18T23:36:12.766Z" },
-    { url = "https://files.pythonhosted.org/packages/30/34/ec28d1aa8115971537c01469ab2011ee96827930f0a124de1000cc2a7ed7/numpy-2.4.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a", size = 14823672, upload-time = "2026-05-18T23:36:16.473Z" },
-    { url = "https://files.pythonhosted.org/packages/16/bd/f6d1fede4e54e8042a7ff97bb495510f3c220f94bcd9e8b228e87c92cc0d/numpy-2.4.6-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e", size = 5328731, upload-time = "2026-05-18T23:36:19.767Z" },
-    { url = "https://files.pythonhosted.org/packages/f4/f0/e105b9e2fd728a9910103884decd6951d9dd73896b914a98d9a231de02ee/numpy-2.4.6-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e", size = 6649805, upload-time = "2026-05-18T23:36:22.266Z" },
-    { url = "https://files.pythonhosted.org/packages/82/dd/1206a7ca6ab15e3f02069707ca96222e202af681bb73756da7527f3cb837/numpy-2.4.6-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43", size = 15730496, upload-time = "2026-05-18T23:36:25.713Z" },
-    { url = "https://files.pythonhosted.org/packages/51/e7/38d3ea825dcab85a591734decb2f6c67caa7c8367d374df1a1c3842f9b07/numpy-2.4.6-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e", size = 16679616, upload-time = "2026-05-18T23:36:29.652Z" },
-    { url = "https://files.pythonhosted.org/packages/93/b7/caabfdf53edf663e0b4eb74d7d405d83baef09eb5e83bcd32d601d72b93e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895", size = 17085145, upload-time = "2026-05-18T23:36:33.449Z" },
-    { url = "https://files.pythonhosted.org/packages/f9/45/68d7c33a6bcf3e5aa3bdbd57a367e6f615286dfd6482f97e8ffeb734306e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4", size = 18403813, upload-time = "2026-05-18T23:36:37.369Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/50/0753655aa844c99cd9e018aacf76f130f1bd81d881bb74bc0aef5d73a8ba/numpy-2.4.6-cp314-cp314t-win32.whl", hash = "sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063", size = 6156982, upload-time = "2026-05-18T23:36:40.817Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/d4/7c67becf668f973cb490cec3e98dfd799d866f9c989a54d355672cfa0db6/numpy-2.4.6-cp314-cp314t-win_amd64.whl", hash = "sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627", size = 12638908, upload-time = "2026-05-18T23:36:43.996Z" },
-    { url = "https://files.pythonhosted.org/packages/43/bb/e1c71a4295b1b1d1393d50dbb4f2a36283c6859d9d3892e84f00ec5a91d5/numpy-2.4.6-cp314-cp314t-win_arm64.whl", hash = "sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66", size = 10565867, upload-time = "2026-05-18T23:36:47.114Z" },
+version = "2.5.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e7/05/3d27272d30698dc0ecb7fdfaa41ad70303b444f81722bb99bce1d818638a/numpy-2.5.0.tar.gz", hash = "sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c", size = 20652461, upload-time = "2026-06-21T20:57:51.95Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fa/0a/11486d02add7b1384dff7374d124b1cfbb0ee864dcc9f6a2c0380638cf84/numpy-2.5.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561", size = 16789987, upload-time = "2026-06-21T20:56:16.657Z" },
+    { url = "https://files.pythonhosted.org/packages/55/b2/285f48640a181947b4587a3766d21ec1eaa7fea833d4b49957e09da467a2/numpy-2.5.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6", size = 11760322, upload-time = "2026-06-21T20:56:19.813Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/67/b032db1eb03ca30d16eda3b0c22aaa615338b9263c2fd559d0f29451aca4/numpy-2.5.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be", size = 5319605, upload-time = "2026-06-21T20:56:22.173Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/83/03fc7300c7c6b6c84c487b1dc80d322817b95fbd1f4dd57a85e23b7198de/numpy-2.5.0-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2", size = 6653628, upload-time = "2026-06-21T20:56:23.914Z" },
+    { url = "https://files.pythonhosted.org/packages/82/49/2ec21730bc63ccfda829323f7040a8ed4715b3852ce658689cf74ee96a8c/numpy-2.5.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8", size = 15153691, upload-time = "2026-06-21T20:56:25.631Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/6b/f4a3d0637692c49da8ef99d72d52526f92e0a8d6ac4f0ca9f31441b9d9ea/numpy-2.5.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a", size = 16660066, upload-time = "2026-06-21T20:56:28.009Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/2f/c354ec86d1f3f5c19649463b0d39652e160736e5b0a4cd18dff0576715c4/numpy-2.5.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0", size = 16514638, upload-time = "2026-06-21T20:56:30.26Z" },
+    { url = "https://files.pythonhosted.org/packages/06/34/43efdcb319988648580f93c11f1ae82cf7e2faa74925e98e454ae3aa95f8/numpy-2.5.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54", size = 18419647, upload-time = "2026-06-21T20:56:32.41Z" },
+    { url = "https://files.pythonhosted.org/packages/71/e2/f5d1676b1d7fb682eb5e9a1641e7ebd2414b3216c370661d1029778908b4/numpy-2.5.0-cp312-cp312-win32.whl", hash = "sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5", size = 6056688, upload-time = "2026-06-21T20:56:34.657Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/7c/48f115d1c58a34032facebcd51fdf2d02df2c51d4a46a81dd1197bb2ea6b/numpy-2.5.0-cp312-cp312-win_amd64.whl", hash = "sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2", size = 12419237, upload-time = "2026-06-21T20:56:36.24Z" },
+    { url = "https://files.pythonhosted.org/packages/86/26/2e0882f4044d1b1a1b63e875151fb2393389032022a8b7f5657a7996d3b2/numpy-2.5.0-cp312-cp312-win_arm64.whl", hash = "sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca", size = 10339912, upload-time = "2026-06-21T20:56:38.733Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/33/07675aaad7f26ea013d5e884d9a0d784b79c6bd7566c333f5a52fa3c610b/numpy-2.5.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2", size = 16784890, upload-time = "2026-06-21T20:56:40.799Z" },
+    { url = "https://files.pythonhosted.org/packages/85/4b/953118a730ee3b35e28645e0eb4cf9beec5bdbb954e1ac2f5fcefba6bbc3/numpy-2.5.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c", size = 11754584, upload-time = "2026-06-21T20:56:43.094Z" },
+    { url = "https://files.pythonhosted.org/packages/44/9b/56dd530c367c74ae17411027cea4135ca57e1e0583bf5594cee18bd83217/numpy-2.5.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd", size = 5313904, upload-time = "2026-06-21T20:56:45.503Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/b0/bcd672edad27ecca7da1f7bb0ce72cd1706a4f2d79ae94990afc97c13e1c/numpy-2.5.0-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd", size = 6648504, upload-time = "2026-06-21T20:56:47.567Z" },
+    { url = "https://files.pythonhosted.org/packages/80/9e/15cdfcbd30a1544a46c9e487a00df331c4672450216538705a9e51fa6710/numpy-2.5.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e", size = 15150086, upload-time = "2026-06-21T20:56:49.352Z" },
+    { url = "https://files.pythonhosted.org/packages/32/4e/8d7656ccaab3e81e97258b8a9bc5f0c8502513a92fb4ceb0a2cbfebc17bf/numpy-2.5.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9", size = 16647250, upload-time = "2026-06-21T20:56:51.542Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/81/97060281b602ed07f21b12f4ec409eac1f75a2f91fbc829ed8b2becf3ad4/numpy-2.5.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab", size = 16512864, upload-time = "2026-06-21T20:56:55.401Z" },
+    { url = "https://files.pythonhosted.org/packages/33/ab/4496208146911f8d8ddb54f68a972aafa6c8d44babcb2ea03b0e5cc87c9d/numpy-2.5.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4", size = 18408407, upload-time = "2026-06-21T20:56:57.75Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/9f/a4df67c181e4ee8b467aa3332dc2db10fd5c515136831302f3ca48bc0a01/numpy-2.5.0-cp313-cp313-win32.whl", hash = "sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988", size = 6054431, upload-time = "2026-06-21T20:57:00.016Z" },
+    { url = "https://files.pythonhosted.org/packages/30/53/491e1c47c55b62ccc6a63c1c5b8635c73fc2258dddeb9bda27cae4a0ae96/numpy-2.5.0-cp313-cp313-win_amd64.whl", hash = "sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748", size = 12414420, upload-time = "2026-06-21T20:57:01.815Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/4a/25c2906f541e9d9f4c5769764db732e6627be91a13f4724fa10634d77db4/numpy-2.5.0-cp313-cp313-win_arm64.whl", hash = "sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60", size = 10339533, upload-time = "2026-06-21T20:57:03.961Z" },
+    { url = "https://files.pythonhosted.org/packages/86/ad/abc44aaceaf7b17ee1edde2bbb4458da591bc79574cffff50c4bb35f00d1/numpy-2.5.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9", size = 16783807, upload-time = "2026-06-21T20:57:06.253Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/39/b72e168daf9c00fb20c9fc996d00437ccecdef3102387775d29d7a62576d/numpy-2.5.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446", size = 11765215, upload-time = "2026-06-21T20:57:08.547Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/a0/8400a9c0e3625182347593f5e1f57da9a617a534794805c8df5518154ddc/numpy-2.5.0-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c", size = 5324493, upload-time = "2026-06-21T20:57:11.012Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/8c/0d104deaa0401c93395a629ec902891618a2eff76d19229139cb5a887bfc/numpy-2.5.0-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303", size = 6645211, upload-time = "2026-06-21T20:57:12.919Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/d9/4a4a628c812750363786afc3d33492709a5cd64b215469c16b0f6c7bb811/numpy-2.5.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22", size = 15166004, upload-time = "2026-06-21T20:57:14.717Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/5e/2a902317d7fc4aa93236e80c932662dadfc459b323d758329e01775125e1/numpy-2.5.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03", size = 16650797, upload-time = "2026-06-21T20:57:16.906Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/a0/a0090e6329f4ca5992c07847bb579c5259a19953dc57255bb08793142ffb/numpy-2.5.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a", size = 16524647, upload-time = "2026-06-21T20:57:19.165Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/7d/6caf27734c42b65837e7461ed0dbbd6b6fc835060c9714ec59d673bb383a/numpy-2.5.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21", size = 18411841, upload-time = "2026-06-21T20:57:21.638Z" },
+    { url = "https://files.pythonhosted.org/packages/13/dc/26edadbd812536769a82c2e9e002234e33feb5da43061d47a044f6d309b7/numpy-2.5.0-cp314-cp314-win32.whl", hash = "sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731", size = 6106361, upload-time = "2026-06-21T20:57:23.844Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/9e/4dd1459282229a72d92dece2ae9138e5cac94a72263a7ceb48f37434c925/numpy-2.5.0-cp314-cp314-win_amd64.whl", hash = "sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73", size = 12551749, upload-time = "2026-06-21T20:57:25.945Z" },
+    { url = "https://files.pythonhosted.org/packages/05/a7/6bc6384c080b86c7f6c85c5bc5b540b24f4f679cd144791d99574e90d462/numpy-2.5.0-cp314-cp314-win_arm64.whl", hash = "sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e", size = 10617072, upload-time = "2026-06-21T20:57:28.175Z" },
+    { url = "https://files.pythonhosted.org/packages/86/6b/4a2b71d66ada5608ae02b63f150dfad520f6940721cb7f029ad270befc0e/numpy-2.5.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b", size = 11881067, upload-time = "2026-06-21T20:57:30.104Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/b2/d365eb40a20efb49d67e9feb90494ed8511282ee1f5fa16006675c65397d/numpy-2.5.0-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927", size = 5440290, upload-time = "2026-06-21T20:57:32.193Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/5e/e9c03188de5f9b767e46a8fe988bcfd3efad066a4a3fda8b9cb11a93f895/numpy-2.5.0-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826", size = 6748371, upload-time = "2026-06-21T20:57:33.933Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/1d/68c186a38a5027bae2c4ddd5ea681fdaf8b4d30fb7301def6d8ad270390f/numpy-2.5.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd", size = 15214643, upload-time = "2026-06-21T20:57:35.677Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/67/73f67b7c7e20635baae9c4c3ead4ae7326a005900297a6110971abd62eb5/numpy-2.5.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6", size = 16690128, upload-time = "2026-06-21T20:57:38.159Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/05/d4c1fb0c46d02a27d6b2b8b319a78c90937acec8631c1641874670b31e6f/numpy-2.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a", size = 16577902, upload-time = "2026-06-21T20:57:40.447Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/1d/771c797d50fa26e4888989cccf1d50ee51f530d4e455ad2692dcb64fa711/numpy-2.5.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9", size = 18452814, upload-time = "2026-06-21T20:57:42.875Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/46/52fc0d2a68d7643f0f149eeea5a5d8ea2a3507056ac8afa83c9212606e8b/numpy-2.5.0-cp314-cp314t-win32.whl", hash = "sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7", size = 6253168, upload-time = "2026-06-21T20:57:45.101Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/be/6c8d1118b5f13b2881dc095d5b345de19c6638b8959c17409b6eff84c8aa/numpy-2.5.0-cp314-cp314t-win_amd64.whl", hash = "sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa", size = 12736286, upload-time = "2026-06-21T20:57:46.935Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/6a/d3a169aaf8536cf228d56a09e04bcb713a2fe4410d4e2105b9419b5a9c89/numpy-2.5.0-cp314-cp314t-win_arm64.whl", hash = "sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865", size = 10686451, upload-time = "2026-06-21T20:57:49.313Z" },
 ]
 
 [[package]]
@@ -1402,7 +1377,7 @@ wheels = [
 
 [[package]]
 name = "pytest"
-version = "9.1.0"
+version = "9.1.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "sys_platform == 'win32'" },
@@ -1411,9 +1386,9 @@ dependencies = [
     { name = "pluggy" },
     { name = "pygments" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/84/0e/b5858858d74958632c49b72cb25a3976ff9f632397626715be71c89d3971/pytest-9.1.0.tar.gz", hash = "sha256:41dd9148c08072446394cefd3d79701701335a9f4cae69ba92e39f6c7f5c061c", size = 1634181, upload-time = "2026-06-13T18:52:45.983Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e4/47/b9efed96c114afcfa3c9d3fe98a76a1d14c74a9e266d397cf6eb64be5e01/pytest-9.1.1.tar.gz", hash = "sha256:1088fbde8f2b49d95a549a195707afa7a76a3ce9bcadc26b6d71f0ffda5fe313", size = 1636369, upload-time = "2026-06-19T10:58:32.857Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/8b/5a/ba30a81239b909821b3153e303e7def45178bf353da4f72380e6c5e8793b/pytest-9.1.0-py3-none-any.whl", hash = "sha256:8ebb0e7888bdf2bdfc602ec51f8f62d50200af37356c74e503c79a94f5c81f32", size = 386453, upload-time = "2026-06-13T18:52:44.045Z" },
+    { url = "https://files.pythonhosted.org/packages/24/25/1de2678b631f5a49215c6c96fff41ba892b0a34df68d6d80292b1b48aa7f/pytest-9.1.1-py3-none-any.whl", hash = "sha256:37a86b45efb9a47a61a36449063e8e18d0cab3161329fc099eb21783169c4f0c", size = 386536, upload-time = "2026-06-19T10:58:31.347Z" },
 ]
 
 [[package]]
@@ -1581,63 +1556,53 @@ wheels = [
 
 [[package]]
 name = "scipy"
-version = "1.17.1"
+version = "1.18.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/7a/97/5a3609c4f8d58b039179648e62dd220f89864f56f7357f5d4f45c29eb2cc/scipy-1.17.1.tar.gz", hash = "sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0", size = 30573822, upload-time = "2026-02-23T00:26:24.851Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/35/48/b992b488d6f299dbe3f11a20b24d3dda3d46f1a635ede1c46b5b17a7b163/scipy-1.17.1-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:35c3a56d2ef83efc372eaec584314bd0ef2e2f0d2adb21c55e6ad5b344c0dcb8", size = 31610954, upload-time = "2026-02-23T00:17:49.855Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/02/cf107b01494c19dc100f1d0b7ac3cc08666e96ba2d64db7626066cee895e/scipy-1.17.1-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:fcb310ddb270a06114bb64bbe53c94926b943f5b7f0842194d585c65eb4edd76", size = 28172662, upload-time = "2026-02-23T00:18:01.64Z" },
-    { url = "https://files.pythonhosted.org/packages/cf/a9/599c28631bad314d219cf9ffd40e985b24d603fc8a2f4ccc5ae8419a535b/scipy-1.17.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:cc90d2e9c7e5c7f1a482c9875007c095c3194b1cfedca3c2f3291cdc2bc7c086", size = 20344366, upload-time = "2026-02-23T00:18:12.015Z" },
-    { url = "https://files.pythonhosted.org/packages/35/f5/906eda513271c8deb5af284e5ef0206d17a96239af79f9fa0aebfe0e36b4/scipy-1.17.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:c80be5ede8f3f8eded4eff73cc99a25c388ce98e555b17d31da05287015ffa5b", size = 22704017, upload-time = "2026-02-23T00:18:21.502Z" },
-    { url = "https://files.pythonhosted.org/packages/da/34/16f10e3042d2f1d6b66e0428308ab52224b6a23049cb2f5c1756f713815f/scipy-1.17.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e19ebea31758fac5893a2ac360fedd00116cbb7628e650842a6691ba7ca28a21", size = 32927842, upload-time = "2026-02-23T00:18:35.367Z" },
-    { url = "https://files.pythonhosted.org/packages/01/8e/1e35281b8ab6d5d72ebe9911edcdffa3f36b04ed9d51dec6dd140396e220/scipy-1.17.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458", size = 35235890, upload-time = "2026-02-23T00:18:49.188Z" },
-    { url = "https://files.pythonhosted.org/packages/c5/5c/9d7f4c88bea6e0d5a4f1bc0506a53a00e9fcb198de372bfe4d3652cef482/scipy-1.17.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8a604bae87c6195d8b1045eddece0514d041604b14f2727bbc2b3020172045eb", size = 35003557, upload-time = "2026-02-23T00:18:54.74Z" },
-    { url = "https://files.pythonhosted.org/packages/65/94/7698add8f276dbab7a9de9fb6b0e02fc13ee61d51c7c3f85ac28b65e1239/scipy-1.17.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f590cd684941912d10becc07325a3eeb77886fe981415660d9265c4c418d0bea", size = 37625856, upload-time = "2026-02-23T00:19:00.307Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/84/dc08d77fbf3d87d3ee27f6a0c6dcce1de5829a64f2eae85a0ecc1f0daa73/scipy-1.17.1-cp312-cp312-win_amd64.whl", hash = "sha256:41b71f4a3a4cab9d366cd9065b288efc4d4f3c0b37a91a8e0947fb5bd7f31d87", size = 36549682, upload-time = "2026-02-23T00:19:07.67Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/98/fe9ae9ffb3b54b62559f52dedaebe204b408db8109a8c66fdd04869e6424/scipy-1.17.1-cp312-cp312-win_arm64.whl", hash = "sha256:f4115102802df98b2b0db3cce5cb9b92572633a1197c77b7553e5203f284a5b3", size = 24547340, upload-time = "2026-02-23T00:19:12.024Z" },
-    { url = "https://files.pythonhosted.org/packages/76/27/07ee1b57b65e92645f219b37148a7e7928b82e2b5dbeccecb4dff7c64f0b/scipy-1.17.1-cp313-cp313-macosx_10_14_x86_64.whl", hash = "sha256:5e3c5c011904115f88a39308379c17f91546f77c1667cea98739fe0fccea804c", size = 31590199, upload-time = "2026-02-23T00:19:17.192Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/ae/db19f8ab842e9b724bf5dbb7db29302a91f1e55bc4d04b1025d6d605a2c5/scipy-1.17.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:6fac755ca3d2c3edcb22f479fceaa241704111414831ddd3bc6056e18516892f", size = 28154001, upload-time = "2026-02-23T00:19:22.241Z" },
-    { url = "https://files.pythonhosted.org/packages/5b/58/3ce96251560107b381cbd6e8413c483bbb1228a6b919fa8652b0d4090e7f/scipy-1.17.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:7ff200bf9d24f2e4d5dc6ee8c3ac64d739d3a89e2326ba68aaf6c4a2b838fd7d", size = 20325719, upload-time = "2026-02-23T00:19:26.329Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/83/15087d945e0e4d48ce2377498abf5ad171ae013232ae31d06f336e64c999/scipy-1.17.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4b400bdc6f79fa02a4d86640310dde87a21fba0c979efff5248908c6f15fad1b", size = 22683595, upload-time = "2026-02-23T00:19:30.304Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/e0/e58fbde4a1a594c8be8114eb4aac1a55bcd6587047efc18a61eb1f5c0d30/scipy-1.17.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2b64ca7d4aee0102a97f3ba22124052b4bd2152522355073580bf4845e2550b6", size = 32896429, upload-time = "2026-02-23T00:19:35.536Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/5f/f17563f28ff03c7b6799c50d01d5d856a1d55f2676f537ca8d28c7f627cd/scipy-1.17.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:581b2264fc0aa555f3f435a5944da7504ea3a065d7029ad60e7c3d1ae09c5464", size = 35203952, upload-time = "2026-02-23T00:19:42.259Z" },
-    { url = "https://files.pythonhosted.org/packages/8d/a5/9afd17de24f657fdfe4df9a3f1ea049b39aef7c06000c13db1530d81ccca/scipy-1.17.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:beeda3d4ae615106d7094f7e7cef6218392e4465cc95d25f900bebabfded0950", size = 34979063, upload-time = "2026-02-23T00:19:47.547Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/13/88b1d2384b424bf7c924f2038c1c409f8d88bb2a8d49d097861dd64a57b2/scipy-1.17.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6609bc224e9568f65064cfa72edc0f24ee6655b47575954ec6339534b2798369", size = 37598449, upload-time = "2026-02-23T00:19:53.238Z" },
-    { url = "https://files.pythonhosted.org/packages/35/e5/d6d0e51fc888f692a35134336866341c08655d92614f492c6860dc45bb2c/scipy-1.17.1-cp313-cp313-win_amd64.whl", hash = "sha256:37425bc9175607b0268f493d79a292c39f9d001a357bebb6b88fdfaff13f6448", size = 36510943, upload-time = "2026-02-23T00:20:50.89Z" },
-    { url = "https://files.pythonhosted.org/packages/2a/fd/3be73c564e2a01e690e19cc618811540ba5354c67c8680dce3281123fb79/scipy-1.17.1-cp313-cp313-win_arm64.whl", hash = "sha256:5cf36e801231b6a2059bf354720274b7558746f3b1a4efb43fcf557ccd484a87", size = 24545621, upload-time = "2026-02-23T00:20:55.871Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/6b/17787db8b8114933a66f9dcc479a8272e4b4da75fe03b0c282f7b0ade8cd/scipy-1.17.1-cp313-cp313t-macosx_10_14_x86_64.whl", hash = "sha256:d59c30000a16d8edc7e64152e30220bfbd724c9bbb08368c054e24c651314f0a", size = 31936708, upload-time = "2026-02-23T00:19:58.694Z" },
-    { url = "https://files.pythonhosted.org/packages/38/2e/524405c2b6392765ab1e2b722a41d5da33dc5c7b7278184a8ad29b6cb206/scipy-1.17.1-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0", size = 28570135, upload-time = "2026-02-23T00:20:03.934Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/c3/5bd7199f4ea8556c0c8e39f04ccb014ac37d1468e6cfa6a95c6b3562b76e/scipy-1.17.1-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:2ceb2d3e01c5f1d83c4189737a42d9cb2fc38a6eeed225e7515eef71ad301dce", size = 20741977, upload-time = "2026-02-23T00:20:07.935Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/b8/8ccd9b766ad14c78386599708eb745f6b44f08400a5fd0ade7cf89b6fc93/scipy-1.17.1-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:844e165636711ef41f80b4103ed234181646b98a53c8f05da12ca5ca289134f6", size = 23029601, upload-time = "2026-02-23T00:20:12.161Z" },
-    { url = "https://files.pythonhosted.org/packages/6d/a0/3cb6f4d2fb3e17428ad2880333cac878909ad1a89f678527b5328b93c1d4/scipy-1.17.1-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:158dd96d2207e21c966063e1635b1063cd7787b627b6f07305315dd73d9c679e", size = 33019667, upload-time = "2026-02-23T00:20:17.208Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/c3/2d834a5ac7bf3a0c806ad1508efc02dda3c8c61472a56132d7894c312dea/scipy-1.17.1-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:74cbb80d93260fe2ffa334efa24cb8f2f0f622a9b9febf8b483c0b865bfb3475", size = 35264159, upload-time = "2026-02-23T00:20:23.087Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/77/d3ed4becfdbd217c52062fafe35a72388d1bd82c2d0ba5ca19d6fcc93e11/scipy-1.17.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:dbc12c9f3d185f5c737d801da555fb74b3dcfa1a50b66a1a93e09190f41fab50", size = 35102771, upload-time = "2026-02-23T00:20:28.636Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/12/d19da97efde68ca1ee5538bb261d5d2c062f0c055575128f11a2730e3ac1/scipy-1.17.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:94055a11dfebe37c656e70317e1996dc197e1a15bbcc351bcdd4610e128fe1ca", size = 37665910, upload-time = "2026-02-23T00:20:34.743Z" },
-    { url = "https://files.pythonhosted.org/packages/06/1c/1172a88d507a4baaf72c5a09bb6c018fe2ae0ab622e5830b703a46cc9e44/scipy-1.17.1-cp313-cp313t-win_amd64.whl", hash = "sha256:e30bdeaa5deed6bc27b4cc490823cd0347d7dae09119b8803ae576ea0ce52e4c", size = 36562980, upload-time = "2026-02-23T00:20:40.575Z" },
-    { url = "https://files.pythonhosted.org/packages/70/b0/eb757336e5a76dfa7911f63252e3b7d1de00935d7705cf772db5b45ec238/scipy-1.17.1-cp313-cp313t-win_arm64.whl", hash = "sha256:a720477885a9d2411f94a93d16f9d89bad0f28ca23c3f8daa521e2dcc3f44d49", size = 24856543, upload-time = "2026-02-23T00:20:45.313Z" },
-    { url = "https://files.pythonhosted.org/packages/cf/83/333afb452af6f0fd70414dc04f898647ee1423979ce02efa75c3b0f2c28e/scipy-1.17.1-cp314-cp314-macosx_10_14_x86_64.whl", hash = "sha256:a48a72c77a310327f6a3a920092fa2b8fd03d7deaa60f093038f22d98e096717", size = 31584510, upload-time = "2026-02-23T00:21:01.015Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/a6/d05a85fd51daeb2e4ea71d102f15b34fedca8e931af02594193ae4fd25f7/scipy-1.17.1-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:45abad819184f07240d8a696117a7aacd39787af9e0b719d00285549ed19a1e9", size = 28170131, upload-time = "2026-02-23T00:21:05.888Z" },
-    { url = "https://files.pythonhosted.org/packages/db/7b/8624a203326675d7746a254083a187398090a179335b2e4a20e2ddc46e83/scipy-1.17.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:3fd1fcdab3ea951b610dc4cef356d416d5802991e7e32b5254828d342f7b7e0b", size = 20342032, upload-time = "2026-02-23T00:21:09.904Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/35/2c342897c00775d688d8ff3987aced3426858fd89d5a0e26e020b660b301/scipy-1.17.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:7bdf2da170b67fdf10bca777614b1c7d96ae3ca5794fd9587dce41eb2966e866", size = 22678766, upload-time = "2026-02-23T00:21:14.313Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/f2/7cdb8eb308a1a6ae1e19f945913c82c23c0c442a462a46480ce487fdc0ac/scipy-1.17.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:adb2642e060a6549c343603a3851ba76ef0b74cc8c079a9a58121c7ec9fe2350", size = 32957007, upload-time = "2026-02-23T00:21:19.663Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/2e/7eea398450457ecb54e18e9d10110993fa65561c4f3add5e8eccd2b9cd41/scipy-1.17.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:eee2cfda04c00a857206a4330f0c5e3e56535494e30ca445eb19ec624ae75118", size = 35221333, upload-time = "2026-02-23T00:21:25.278Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/77/5b8509d03b77f093a0d52e606d3c4f79e8b06d1d38c441dacb1e26cacf46/scipy-1.17.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d2650c1fb97e184d12d8ba010493ee7b322864f7d3d00d3f9bb97d9c21de4068", size = 35042066, upload-time = "2026-02-23T00:21:31.358Z" },
-    { url = "https://files.pythonhosted.org/packages/f9/df/18f80fb99df40b4070328d5ae5c596f2f00fffb50167e31439e932f29e7d/scipy-1.17.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:08b900519463543aa604a06bec02461558a6e1cef8fdbb8098f77a48a83c8118", size = 37612763, upload-time = "2026-02-23T00:21:37.247Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/39/f0e8ea762a764a9dc52aa7dabcfad51a354819de1f0d4652b6a1122424d6/scipy-1.17.1-cp314-cp314-win_amd64.whl", hash = "sha256:3877ac408e14da24a6196de0ddcace62092bfc12a83823e92e49e40747e52c19", size = 37290984, upload-time = "2026-02-23T00:22:35.023Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/56/fe201e3b0f93d1a8bcf75d3379affd228a63d7e2d80ab45467a74b494947/scipy-1.17.1-cp314-cp314-win_arm64.whl", hash = "sha256:f8885db0bc2bffa59d5c1b72fad7a6a92d3e80e7257f967dd81abb553a90d293", size = 25192877, upload-time = "2026-02-23T00:22:39.798Z" },
-    { url = "https://files.pythonhosted.org/packages/96/ad/f8c414e121f82e02d76f310f16db9899c4fcde36710329502a6b2a3c0392/scipy-1.17.1-cp314-cp314t-macosx_10_14_x86_64.whl", hash = "sha256:1cc682cea2ae55524432f3cdff9e9a3be743d52a7443d0cba9017c23c87ae2f6", size = 31949750, upload-time = "2026-02-23T00:21:42.289Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/b0/c741e8865d61b67c81e255f4f0a832846c064e426636cd7de84e74d209be/scipy-1.17.1-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:2040ad4d1795a0ae89bfc7e8429677f365d45aa9fd5e4587cf1ea737f927b4a1", size = 28585858, upload-time = "2026-02-23T00:21:47.706Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/1b/3985219c6177866628fa7c2595bfd23f193ceebbe472c98a08824b9466ff/scipy-1.17.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:131f5aaea57602008f9822e2115029b55d4b5f7c070287699fe45c661d051e39", size = 20757723, upload-time = "2026-02-23T00:21:52.039Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/19/2a04aa25050d656d6f7b9e7b685cc83d6957fb101665bfd9369ca6534563/scipy-1.17.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:9cdc1a2fcfd5c52cfb3045feb399f7b3ce822abdde3a193a6b9a60b3cb5854ca", size = 23043098, upload-time = "2026-02-23T00:21:56.185Z" },
-    { url = "https://files.pythonhosted.org/packages/86/f1/3383beb9b5d0dbddd030335bf8a8b32d4317185efe495374f134d8be6cce/scipy-1.17.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6e3dcd57ab780c741fde8dc68619de988b966db759a3c3152e8e9142c26295ad", size = 33030397, upload-time = "2026-02-23T00:22:01.404Z" },
-    { url = "https://files.pythonhosted.org/packages/41/68/8f21e8a65a5a03f25a79165ec9d2b28c00e66dc80546cf5eb803aeeff35b/scipy-1.17.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a9956e4d4f4a301ebf6cde39850333a6b6110799d470dbbb1e25326ac447f52a", size = 35281163, upload-time = "2026-02-23T00:22:07.024Z" },
-    { url = "https://files.pythonhosted.org/packages/84/8d/c8a5e19479554007a5632ed7529e665c315ae7492b4f946b0deb39870e39/scipy-1.17.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:a4328d245944d09fd639771de275701ccadf5f781ba0ff092ad141e017eccda4", size = 35116291, upload-time = "2026-02-23T00:22:12.585Z" },
-    { url = "https://files.pythonhosted.org/packages/52/52/e57eceff0e342a1f50e274264ed47497b59e6a4e3118808ee58ddda7b74a/scipy-1.17.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:a77cbd07b940d326d39a1d1b37817e2ee4d79cb30e7338f3d0cddffae70fcaa2", size = 37682317, upload-time = "2026-02-23T00:22:18.513Z" },
-    { url = "https://files.pythonhosted.org/packages/11/2f/b29eafe4a3fbc3d6de9662b36e028d5f039e72d345e05c250e121a230dd4/scipy-1.17.1-cp314-cp314t-win_amd64.whl", hash = "sha256:eb092099205ef62cd1782b006658db09e2fed75bffcae7cc0d44052d8aa0f484", size = 37345327, upload-time = "2026-02-23T00:22:24.442Z" },
-    { url = "https://files.pythonhosted.org/packages/07/39/338d9219c4e87f3e708f18857ecd24d22a0c3094752393319553096b98af/scipy-1.17.1-cp314-cp314t-win_arm64.whl", hash = "sha256:200e1050faffacc162be6a486a984a0497866ec54149a01270adc8a59b7c7d21", size = 25489165, upload-time = "2026-02-23T00:22:29.563Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/a7/25/c2700dfaf6442b4effaa91af24ebce5dc9d31bb4a69706313aae70d72cd0/scipy-1.18.0.tar.gz", hash = "sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378", size = 30774447, upload-time = "2026-06-19T15:01:43.456Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6a/19/ca10ead60b0acc80b2b833c2c4a4f2ff753d0f58b811f70d911c7e94a25c/scipy-1.18.0-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:7bd21faaf5a1a3b2eff922d02db5f191b99a6518db9078a8fb23169f6d22259a", size = 31056519, upload-time = "2026-06-19T14:59:45.203Z" },
+    { url = "https://files.pythonhosted.org/packages/96/72/1e6442a00cd2924d361aa1b642ab6373ec35c6fabf311a760be9f76e0f13/scipy-1.18.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:265915e79107de9f946b855e50d7470d5893ec3f54b342e1aa6201cbdcd8bb6b", size = 28681889, upload-time = "2026-06-19T14:59:48.103Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/2d/11dd93d21e147a73ba22bd75c0b9208d3a2e0ec76d53170ce7d9029b1015/scipy-1.18.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:9ab7b758be6940954a713ee466e2043e9f6e2ed965c1fce5c91039f4be3d90a9", size = 20423580, upload-time = "2026-06-19T14:59:50.665Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/01/93552f75e0d2a7dd115a45e59209c51e8d514daff02fc887d2623be06fe1/scipy-1.18.0-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:97b6cddaaee0a779ef6b5ca83c9604b27cc16b2b8fc22c142652df8793319fb8", size = 23054441, upload-time = "2026-06-19T14:59:53.564Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/23/21f5e703643d66f21faa6b4c73195bfcad70c55efcb4f1ab327cd7c4101a/scipy-1.18.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:52a96e21517c7292375c0e27dd796a811f03fcea5fd4d108fdfea8145dcf17ab", size = 33968720, upload-time = "2026-06-19T14:59:56.415Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/aa/1b939f6c67ed68635bb538e6752d3dacc02f66535182e939a89581a44e9c/scipy-1.18.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1f55797419e16e7f30cf88ffb3113ce0467f00cfe3f70d5c281730b21769bfc2", size = 35287115, upload-time = "2026-06-19T14:59:59.411Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/ff/eec46be7e9234208f801062b53e1983085eddebd693f6c9bfb03b459830d/scipy-1.18.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ad033410e2e0672ffdc1042110cef20e1c46f8fd0616cee1d44d8d58fad8fc11", size = 35577989, upload-time = "2026-06-19T15:00:02.235Z" },
+    { url = "https://files.pythonhosted.org/packages/84/ca/210d4759c7210bb7d269437421959b39a33434e2776b60c5cb8a763bb30a/scipy-1.18.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:4a55985d54c769c872e64b7f4c8a81cc30ef700cc04296abbbf3705439c126de", size = 37421717, upload-time = "2026-06-19T15:00:05.102Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/54/9a9edb45345bd6744da5ddfb6628e5d5185920494c6a67ec45b6381004cb/scipy-1.18.0-cp312-cp312-win_amd64.whl", hash = "sha256:71ccc8faa2dd16ac310233203474a8b5cb67f10dedd54a3116d34943f4b19132", size = 36597428, upload-time = "2026-06-19T15:00:08.112Z" },
+    { url = "https://files.pythonhosted.org/packages/99/0e/33f32a2a58987e26aec0f7df252cbbad1e90ae77bdbc76f40dd4ed0cf0ea/scipy-1.18.0-cp312-cp312-win_arm64.whl", hash = "sha256:d88363fd9d8fbd3511bd273f1a49efb2a540773ddf92a91d57498ce7dd7f3e76", size = 24351481, upload-time = "2026-06-19T15:00:11.103Z" },
+    { url = "https://files.pythonhosted.org/packages/05/52/9c0136c2de7ae0779b7b366447766cec6d9f0702c56bb8ffeb04c8fd3af4/scipy-1.18.0-cp313-cp313-macosx_10_15_x86_64.whl", hash = "sha256:09143f676d157d9f546d663504ef9c1becb819824f1afc018814176411942446", size = 31036107, upload-time = "2026-06-19T15:00:14.03Z" },
+    { url = "https://files.pythonhosted.org/packages/02/73/0291a64843270f4efb86cdcf2ee0f2048631b65ec6b405398b2b4dbf11bf/scipy-1.18.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:5efe260f69417b97ddae455bfb5a95e8359f7f66ad7fa9522a60feb66f169520", size = 28663303, upload-time = "2026-06-19T15:00:16.819Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/0f/10ffa0b697a572f4e0d48b92a88895d366422f019f723e7e14a84c050dac/scipy-1.18.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:68363b7eaacd8b5dd426df56d782cc156468ac79a127a1b87ca597d6e2e82197", size = 20404960, upload-time = "2026-06-19T15:00:19.635Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/d2/e896cea21ba8edd6c81d4c55b1ffcc717e79698dcbebf9641b4cfb4c6622/scipy-1.18.0-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:c5557d8be5da8e41353fcd4d21491fdbab83b062fc579e94dc09a7c8ab4f669b", size = 23034074, upload-time = "2026-06-19T15:00:22.107Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/b2/e83ea34279a52c03374477c74006256ec78df65fc877baa4617d6de1d202/scipy-1.18.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0d13bca67c096d89fb95ced0d8921807300fce0275643aef9533cc63a0773468", size = 33942038, upload-time = "2026-06-19T15:00:24.964Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/af/e8fe5fb136f51e2b01678b92cb4106d10d8cd68ec147ead2e7cb0ac75398/scipy-1.18.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a46f9273dbd0eb1cefba61c9b8648b4dfe3cbc14a080176f9a73e44b8336dc7f", size = 35266390, upload-time = "2026-06-19T15:00:28.059Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/49/2c5cbb907b56695fc67517811d1db234dfd83381a84814ec220aded2794d/scipy-1.18.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5aba46108853ddfc77906b6557aac839d2b52e900c1d72a1180adaaab58d265f", size = 35551324, upload-time = "2026-06-19T15:00:31.014Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/73/eda39f7a2d306ff0ffc574afd13c0bbb6d10a603d9a413998ee269487a80/scipy-1.18.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b6f758e35f12757b5d95c00bc6de2438e229c2664b7a92e96f205959d9f2dfa4", size = 37404785, upload-time = "2026-06-19T15:00:34.072Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/d2/ae881ee28d014f38e0ccbfd974a06a919ba9af34f1f74bf42b5301891d63/scipy-1.18.0-cp313-cp313-win_amd64.whl", hash = "sha256:1afac4a847207c7ff8efd321734a50b06d0280b3b2a2c0fc2f413101747ad7c7", size = 36554943, upload-time = "2026-06-19T15:00:36.903Z" },
+    { url = "https://files.pythonhosted.org/packages/70/3a/21154e2d54eb3639c6bf4dbae2e531c68356bfe95990daa30df33b30d556/scipy-1.18.0-cp313-cp313-win_arm64.whl", hash = "sha256:c5dbddf60e58c2312316d097271a8e73d40eaf2eabfa4d95ed7d3695bbf2ce7b", size = 24350911, upload-time = "2026-06-19T15:00:40.062Z" },
+    { url = "https://files.pythonhosted.org/packages/78/b5/915a19b3de2f7430062b509653563db1633ddbb6f021b06731521115d4e2/scipy-1.18.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:4c256ee70c0d1a8a2ace807e199ccd4e3f57037433842abb3fb36bc17eaa9578", size = 31036253, upload-time = "2026-06-19T15:00:43.216Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/88/b72def7262e150d16be13fca37a96481138d624e700340bc3362a7588929/scipy-1.18.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:2ef3abc54a4ffc53765374b0d5728532dfdd2585ed23f6b11c206a1f0b1b9af8", size = 28673758, upload-time = "2026-06-19T15:00:46.663Z" },
+    { url = "https://files.pythonhosted.org/packages/91/02/2e636a61a525632c373cf6a9c24442a3ffb79e364d38e98b32042964ac32/scipy-1.18.0-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d", size = 20415514, upload-time = "2026-06-19T15:00:49.399Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/b6/2135974442f6aba159d9d39d774a1c8cb19947016725d69fecc685df45bf/scipy-1.18.0-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:3f1ac564d3bf6c03d861d2cd87a1bea0da2887136f7fb1bf519c05a8971452d6", size = 23034398, upload-time = "2026-06-19T15:00:51.941Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/e6/ba89ec5abf6ee9257c0d1ec985573f3ae32742c24bc03e016388a40b1b15/scipy-1.18.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40395a5fcd1abee49a5c7aaa98c29db393eedc835138560a588c47ec16156690", size = 33998032, upload-time = "2026-06-19T15:00:54.838Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/c4/bc41eb19b0fd0db868f4132920879019318d80cc522ad8f2bca4611af808/scipy-1.18.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ca01e8ae69f1b18e9a58d91afead31be3cef0dd905a10249dac559ee15460a0", size = 35283333, upload-time = "2026-06-19T15:00:58.152Z" },
+    { url = "https://files.pythonhosted.org/packages/53/a4/cbdeef6eb3830a8462a9d4ada814de5fc984345cc9ecf17cbec51a036f1e/scipy-1.18.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7a7f3b01647384dbc3a711e8c6778e0aabbe93959249fef5c7393396bcac0867", size = 35610216, upload-time = "2026-06-19T15:01:01.155Z" },
+    { url = "https://files.pythonhosted.org/packages/80/4d/b2b82502b65f661d1b789c1665dcdf315d5f12194e06fc0b37946294ebae/scipy-1.18.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:6aa94e78ec192a30063a5e72e561c28af769dc311190b24fe91774eff1969709", size = 37418960, upload-time = "2026-06-19T15:01:04.155Z" },
+    { url = "https://files.pythonhosted.org/packages/93/3e/902d836831474b0ab5a37d16404f7bc5fafd9efba632890e271ba952635f/scipy-1.18.0-cp314-cp314-win_amd64.whl", hash = "sha256:2d8bbdc6c817f5b4006a54d799d4f5bab6f910193cbb9a1ff310833d4d270f61", size = 37288845, upload-time = "2026-06-19T15:01:07.822Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/43/8d73b337a3bdb14daa0314f0434210747c02d79d729ce1777574a817dcf6/scipy-1.18.0-cp314-cp314-win_arm64.whl", hash = "sha256:18e9575f1569b2c54174e6159d32942e03731177f63dce7975f0a0c88d102f5b", size = 24988971, upload-time = "2026-06-19T15:01:11.076Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/b4/f11918b0508a2787031a0499a03fbe3546f3bb5ca05d01038c45b278c09a/scipy-1.18.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707", size = 31399325, upload-time = "2026-06-19T15:01:13.723Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/d1/1f287b57c0ff0ee5185dff3946d92c8017d39b0e431f0ae79a3ff1859512/scipy-1.18.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:7c7a51b33ce387193c97f228320cf8e87361daa1bba750638677729598b3e677", size = 29092110, upload-time = "2026-06-19T15:01:16.908Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/1a/7b74eb6c392fdcb27d414c0e7558a6d0231eb3b6d73571f479bb81ea8794/scipy-1.18.0-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:84031d7b052a54fae2f8632e0ec802073d385476eb9a63079bce6e23ef9283d4", size = 20833811, upload-time = "2026-06-19T15:01:20.488Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/ad/f3941716320a7b9cb4d68734a903b45fe16eff5fb7da7e16f2e619304979/scipy-1.18.0-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:56abf29a7c067dde59be8b9a22d606a4ea1b2f2a4b756d9d903c62818f5dacce", size = 23396644, upload-time = "2026-06-19T15:01:23.364Z" },
+    { url = "https://files.pythonhosted.org/packages/22/22/1446b62ffe07f9719b7d9b1b6a4e05a772833ae8f441fe4c22c34c9b250f/scipy-1.18.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1ad44305cfa24b1ba5803cbbebf033590ccbac1aa5d612d727b785325ab408b0", size = 34079318, upload-time = "2026-06-19T15:01:26.002Z" },
+    { url = "https://files.pythonhosted.org/packages/56/3b/b87da667098bb470fa30c7011b0ba351ee976dd395c78798c66e941665a3/scipy-1.18.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:945c1761b93f38d7f99ae81ae80c63e621471608c7eeead563f6df025585cd58", size = 35324320, upload-time = "2026-06-19T15:01:28.881Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/a1/c7932f91909759b0267f75fdea34e91309f96b895757534b76a90b6b4344/scipy-1.18.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:1a4441f15d620578772a49e5ab48c0ee1f7a0220e387110283062729136b2553", size = 35699541, upload-time = "2026-06-19T15:01:31.968Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/86/5185061a1fcc41d18c5dc2463969b3a3964b31d9ac67b2fb05d4c7ff7670/scipy-1.18.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9aac6192fac56bf2ca534389d24623f07b39ff83317d58287285e7fbd622ff76", size = 37472480, upload-time = "2026-06-19T15:01:35.136Z" },
+    { url = "https://files.pythonhosted.org/packages/31/8e/f04c68e39919a010d34f2ee1367fd705b0a25a02f609d755f0bfbc0a15fc/scipy-1.18.0-cp314-cp314t-win_amd64.whl", hash = "sha256:e40baea28ae7f5475c779741e2d90b1247c78531207b49c7030e698ff81cee3f", size = 37365390, upload-time = "2026-06-19T15:01:38.091Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/19/969dc072906c84dd0a3b05dcf57ea750936087d7873549e408b35cfc3f97/scipy-1.18.0-cp314-cp314t-win_arm64.whl", hash = "sha256:368e0a705903c466aa5f08eefb39e6b1b6b2d659e7352a31fd9e2438365be0f8", size = 25279661, upload-time = "2026-06-19T15:01:40.817Z" },
 ]
 
 [[package]]
@@ -2017,66 +1982,66 @@ wheels = [
 
 [[package]]
 name = "wrapt"
-version = "2.2.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/2d/9f/06263fcd8ad6c405f05a3905fd7a84dd3176eb5ad46e44bccc0cd16348bb/wrapt-2.2.1.tar.gz", hash = "sha256:6744f504375775d7609c82c8d3d94af1c9a6f05586984536905908ba905277b9", size = 127620, upload-time = "2026-05-22T14:49:43.056Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/89/0c/bfae7b9401583b6d05938cd16dedc43857d96da2f8a3d50d78cc515bf6ff/wrapt-2.2.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3ffad790d9d11d8ecf9f17c4bb671a5b4089e4d8b575c46c5129597f41f836b0", size = 81021, upload-time = "2026-05-22T14:48:00.313Z" },
-    { url = "https://files.pythonhosted.org/packages/26/58/80f6a6599f933f4caecc1cb3ee88a04faf81e8b9bddbd6109c688dd63e0f/wrapt-2.2.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:628f5220c7a904d5fc78f7075c8d7871433eb6d035c94728a22fdf85f193d2a8", size = 81692, upload-time = "2026-05-22T14:48:01.49Z" },
-    { url = "https://files.pythonhosted.org/packages/17/93/fb357cc7847c58a8ae790be718903afa81a28d23e642c843dc4129e8a0b2/wrapt-2.2.1-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:61acce4257a9883669703c525447c5b4c392edf0f987ae77ec32668440158f0e", size = 169364, upload-time = "2026-05-22T14:48:02.791Z" },
-    { url = "https://files.pythonhosted.org/packages/aa/0b/76b601ee309a8bd556af0eecb184394c20b3c49aa9c8e085aa1ffacc2568/wrapt-2.2.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:727ab4244622cd6ad2390f322642090c877d2e83a608d2653a7643ae5368d926", size = 171079, upload-time = "2026-05-22T14:48:04.22Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/87/ee3f32d5658e3e26d3e0e457922b47a36dd3bfbdfee7f97bb3e802344a66/wrapt-2.2.1-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:03df9ebed4c73ab93fa8c07e3d41d818dfca1852b15731a3de59457b27814624", size = 160205, upload-time = "2026-05-22T14:48:05.553Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/d0/ae2fd64277a67f5d7bffcf2d05eea1e476263fb2a072baf0b0129ab85984/wrapt-2.2.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:0d9ff006f420b2ec8296aa56ade43ea7da3e997e85769f0aafc5e0661aacb710", size = 168922, upload-time = "2026-05-22T14:48:07.132Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/f3/2d541a060c5bbafb9400bca4917e4d78bfd1f239f404782c86831a8f6b29/wrapt-2.2.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:844c858fc3bb7eacc0ba8efa904935d16aac6a4470948ad1e7e55c9f5a2a665f", size = 158388, upload-time = "2026-05-22T14:48:08.629Z" },
-    { url = "https://files.pythonhosted.org/packages/1d/68/8d92c8800c57e93cb116ae9e9d6cbafc34fade5ee9f9107b6f203fb4dc35/wrapt-2.2.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:87bacdaf225117a342a20d9c03438d701c02112f6e3f351ce9b7f32354f14797", size = 167682, upload-time = "2026-05-22T14:48:10.042Z" },
-    { url = "https://files.pythonhosted.org/packages/30/72/83ea3790ea352439442349388e29ff07b76e0686265f9088bbb505d1608d/wrapt-2.2.1-cp312-cp312-win32.whl", hash = "sha256:2f8c90c8afde51969487be4e1343ae049b268854877d415c2510baf833775052", size = 77857, upload-time = "2026-05-22T14:48:11.782Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/cb/99450668dd3502d62a54a1c8aa56e44f34cb8c1261b381cfe2e7926c3b75/wrapt-2.2.1-cp312-cp312-win_amd64.whl", hash = "sha256:6ce32763ac31ce94fe9aada947e479b1975012bff166da409b4b9e4e376cf7e5", size = 80825, upload-time = "2026-05-22T14:48:13.046Z" },
-    { url = "https://files.pythonhosted.org/packages/e6/3a/87512881be64e743f9ee4c66f4cbe8e884974bef2a5989af71f999653ac7/wrapt-2.2.1-cp312-cp312-win_arm64.whl", hash = "sha256:8d1b4d0e0c2119587a31f5c029abd547e0c81d93b89d394566fe1588659eb579", size = 79087, upload-time = "2026-05-22T14:48:14.323Z" },
-    { url = "https://files.pythonhosted.org/packages/88/d1/a1b08f8f4fac8cbb156fa51cf64ee2c7f7f74f9875ba3cf70b3c58368694/wrapt-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:d2beb1c7cab10603aecdc42f8edd6ff013f9a32e4543474e38e6b77ce9975aeb", size = 80831, upload-time = "2026-05-22T14:48:15.598Z" },
-    { url = "https://files.pythonhosted.org/packages/54/ce/57890814991446a845e09b3445ce8b694f27eb0577004f2c2a36a9772ed4/wrapt-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:e0cb7e4dd71f4c32e5e84843cd3c4cd65dda034314004bbe1d7f99af2426ab80", size = 81375, upload-time = "2026-05-22T14:48:17.071Z" },
-    { url = "https://files.pythonhosted.org/packages/38/65/08d7a6c76ac4493bdb668205ee9c1de1bd5daca61717c3e9aa49b4c01499/wrapt-2.2.1-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:95821352042722cd9f1108874579a47989d0a7e12a37d87d2fc4af20fd99ab8a", size = 167417, upload-time = "2026-05-22T14:48:18.303Z" },
-    { url = "https://files.pythonhosted.org/packages/62/ce/f1ccbee7a1bfe5cdc6b3da6bab4b45713d628b9294da32a39f563d648140/wrapt-2.2.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:abd621552ede77c4c69be7fac44ba911225b0c812b6ba604e5964cf98085b474", size = 166948, upload-time = "2026-05-22T14:48:19.768Z" },
-    { url = "https://files.pythonhosted.org/packages/86/2a/f85d48d1cd4869aee6704028d257d740a47c1c467b457ce396b4b5b55d07/wrapt-2.2.1-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e3677c7146ce694874941ba82b57092cc4875445aadf29d72807351023105143", size = 158148, upload-time = "2026-05-22T14:48:21.96Z" },
-    { url = "https://files.pythonhosted.org/packages/fe/5c/93939ad11d4a12358ab1aab219a2ef5efa5612e0db6b9fc65af8af1a891b/wrapt-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:9a5934eaea872e17936b5f45501eba5ab0bce9a74122e172b663d7c28c459c4a", size = 165905, upload-time = "2026-05-22T14:48:23.373Z" },
-    { url = "https://files.pythonhosted.org/packages/e0/22/b8c2aa89862ff58605934d7abf4b70e6a5a1c33df96656f49035ccdf1c8a/wrapt-2.2.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:f5b9daf6b629fce418e0cc3dd0436eac045188fa35deadb7a7f3941d5b8203f9", size = 156712, upload-time = "2026-05-22T14:48:24.767Z" },
-    { url = "https://files.pythonhosted.org/packages/5d/78/bf00a7b02239c12bb02ddcc3c0b971bfcc36e578c5a44f1ccfef5b458545/wrapt-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:f53ac9f3ef573326d009ed809beff4efcac6451931c2b8132586da4b9e53ff31", size = 166560, upload-time = "2026-05-22T14:48:26.83Z" },
-    { url = "https://files.pythonhosted.org/packages/fe/93/6390ca9c5b787683cef588d04f57c8d41b9a2323b5597a65f18638c90ef2/wrapt-2.2.1-cp313-cp313-win32.whl", hash = "sha256:1ffa9cfd4bdb581539951b14ae661ff20ed0c3599b3e911a131ee0ec5ac11337", size = 77817, upload-time = "2026-05-22T14:48:28.221Z" },
-    { url = "https://files.pythonhosted.org/packages/97/73/ce10f0e71c0cfaa1a65faadb8efd4852028b3bb9ba28932b8889df769d38/wrapt-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:368eac1e20fd0bb03dd3cc42bf9887154c3861b60989389ccb5fac032617d215", size = 80736, upload-time = "2026-05-22T14:48:30.139Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/4c/89f4a6818fafbbd840330e4fa3873073e1bfc166133a64cac7f8fde7a5e3/wrapt-2.2.1-cp313-cp313-win_arm64.whl", hash = "sha256:c754dafdf5aaf0b401b644a90a30046929a0dd1a536e0ff0ec959a59155d9c7f", size = 79099, upload-time = "2026-05-22T14:48:31.405Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/f2/9a8741c46f8c208ac0a45b25ba170bcb4fb72a2781d5fb97dbd7b6be73cb/wrapt-2.2.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:ed928d0fda15fc0adc8d13305c8b3c0f2fba5b0669950c9e6d019d9162a3b3e8", size = 82802, upload-time = "2026-05-22T14:48:33.307Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/0d/e9c855716a3705eef1416456bdf062b60620726fdc59428ff670fc3c60dc/wrapt-2.2.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:fafb4e739e43544d12cb4abd1605fd4683b6ca6a9ad682b7fd8f4d21973eafa8", size = 83329, upload-time = "2026-05-22T14:48:34.593Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/d6/a88f1c13112b7831adac75cea65d8310e0d696d570c8961844c90a57b865/wrapt-2.2.1-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:74d6a0c31472fe5d814917266b9f46495d7c61ed890af08b468acea92fb89a8d", size = 202937, upload-time = "2026-05-22T14:48:35.859Z" },
-    { url = "https://files.pythonhosted.org/packages/42/65/e29d54aef06a4d898a5b8a25589a0b3769bde454f922fad8f6f89fbfb650/wrapt-2.2.1-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ab5be648d5a0b86b7438864f8df3c705a65cef35a2fd3e5561e3e203167e0f27", size = 209997, upload-time = "2026-05-22T14:48:38.153Z" },
-    { url = "https://files.pythonhosted.org/packages/2a/91/e4454263516cf0e12640912fbca9a83654e424f0a6ddb79f5cd7ce14bf33/wrapt-2.2.1-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9d8f204c8e3a8bf9ece17e0a83d137fd807440977f8a5e762d59306795011440", size = 194856, upload-time = "2026-05-22T14:48:39.69Z" },
-    { url = "https://files.pythonhosted.org/packages/de/d0/fe0ee202286afdf4a7f77dd29f195703145764d572aec209c5086e57d924/wrapt-2.2.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:d047f6498c973874ba08ac3f97c69a2c4b2211c8de6f4c205f75cb1c9522596e", size = 205654, upload-time = "2026-05-22T14:48:43.456Z" },
-    { url = "https://files.pythonhosted.org/packages/23/b6/87d860dfc6460c246af70b1fd5c8b76df77571b42a493459423ded94fd7d/wrapt-2.2.1-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:7a4fdb9326aab4a5a477a1640e5ad786a8495901009d7e7b038371edd23a9d2b", size = 192206, upload-time = "2026-05-22T14:48:44.858Z" },
-    { url = "https://files.pythonhosted.org/packages/df/46/3eea8cde077d985f239a38c0257087b8064fd9ee9b1a99e282d2c86da4ef/wrapt-2.2.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:c8cc5094b08abeae52da9c73c8a32003623be691a5193df2f4e3eac3d557c394", size = 198428, upload-time = "2026-05-22T14:48:46.319Z" },
-    { url = "https://files.pythonhosted.org/packages/18/dc/b927ee9c7fc67adc3a5658f246a0d275425eb840ba36e7b702e70f18bde8/wrapt-2.2.1-cp313-cp313t-win32.whl", hash = "sha256:9907a4402ab6db12b7077a0ea5d7a4d028ecb22c8eee2b53527080d347cd1562", size = 79448, upload-time = "2026-05-22T14:48:47.901Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/b3/fd30b473fe498c70e6b9a5f328b8d3fbaf1b8c3c481465f59724bba8eb70/wrapt-2.2.1-cp313-cp313t-win_amd64.whl", hash = "sha256:5590d63f5243251641cf543009b4c9314a79d0598fdb8a8e4cfc918494536c53", size = 83021, upload-time = "2026-05-22T14:48:49.201Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/f3/96c39153a8737a6e9aa85adef254ac4195bea3f2d24efc60472ccc3c9e2e/wrapt-2.2.1-cp313-cp313t-win_arm64.whl", hash = "sha256:c318a64b53d97b841d7b5e637517e50a27be64bc695128422953d4b21710954e", size = 80295, upload-time = "2026-05-22T14:48:50.479Z" },
-    { url = "https://files.pythonhosted.org/packages/0a/a3/11d7f34ebbf3231bc907a3e6d5ee051b14d034c1bc7b65a97d5cc00516df/wrapt-2.2.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:6f56a647e4eaf5f0ca40330fb070f566bdf9f7b0db89a1af20d71c28dcd7a0ab", size = 80879, upload-time = "2026-05-22T14:48:51.802Z" },
-    { url = "https://files.pythonhosted.org/packages/13/3c/b74cfd984cef560b900fb1a727af20352d89e1f06bf2e1114dd3f00f5f5a/wrapt-2.2.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:64b7deeda4b70408e382328d8bbe52a256fe9bc63ae3db86d804608367e5422c", size = 81462, upload-time = "2026-05-22T14:48:53.18Z" },
-    { url = "https://files.pythonhosted.org/packages/15/a3/7c8f704b8dc07dfe0a5d01c2edbfd88317aa8e5e3fa7c743eb7a085ae767/wrapt-2.2.1-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:b9cf53ba90717db2e292401de290776c498d4bbfb0d4a559ca2895db8b9dcb5c", size = 167251, upload-time = "2026-05-22T14:48:54.562Z" },
-    { url = "https://files.pythonhosted.org/packages/80/85/a34d1888d97247da6c2ff6118c3a721c73ed8cc4dd198c00208bb73b6f80/wrapt-2.2.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cf3638274ab9d9b724c9baa0b4c04e132cd6faefb78b4dd3dd1a02a4bdaad41e", size = 166316, upload-time = "2026-05-22T14:48:56.065Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/d7/72ffaeb01eebc704afe3fb99e840480f4bda45f0fa66e3381b6a39251c8f/wrapt-2.2.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:aed9658797d0b45d6c49adcfc6b41f66e6f2d0c6de3ec79e16cf4b1855df240f", size = 157952, upload-time = "2026-05-22T14:48:57.924Z" },
-    { url = "https://files.pythonhosted.org/packages/24/5b/36f5d6b024e4edfdd90b140742d11ebcf7836daf5c9daf326c55c24db412/wrapt-2.2.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:1d676ee388bc42a04d56dd7deb5605244dac2e35cc2fadbb43c9fa25bbd93508", size = 166130, upload-time = "2026-05-22T14:48:59.384Z" },
-    { url = "https://files.pythonhosted.org/packages/81/06/9296d9e97bfdef5483dfcc859d57b095b257144b2bc5300ab521e06f4bc7/wrapt-2.2.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:e395f7bc31851ef9b612050368cb446e9bc14cd7454b025018980349caf25ae5", size = 156604, upload-time = "2026-05-22T14:49:00.921Z" },
-    { url = "https://files.pythonhosted.org/packages/53/37/16953929ed6776175720e58fc966e779926d8d71e2c7b2273230590ca71f/wrapt-2.2.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5f1845c2a8cc1180ccccfa45785dd06f562730d19ef75be180334254012b6283", size = 166007, upload-time = "2026-05-22T14:49:02.332Z" },
-    { url = "https://files.pythonhosted.org/packages/b9/73/20ee58c0612dae7c31131a7095345812ed2c7b389019e175f68cde34e5b4/wrapt-2.2.1-cp314-cp314-win32.whl", hash = "sha256:436addbc4bb4fc0a88c702577f51195d7d73683a7f3e0e5b253d8404d7847243", size = 78327, upload-time = "2026-05-22T14:49:03.722Z" },
-    { url = "https://files.pythonhosted.org/packages/22/b3/ef7c3295d02e0448a71c639a36a057f46d524d057c9486291a7a3039e65c/wrapt-2.2.1-cp314-cp314-win_amd64.whl", hash = "sha256:50972a1d974ea07725a7f6b1cec5f8759008afd030a0024843ebe7d52de47f2b", size = 81144, upload-time = "2026-05-22T14:49:05.093Z" },
-    { url = "https://files.pythonhosted.org/packages/ac/dc/7bdf336953f99f4ceb0a584bb8870e42c8f26f93ea10c87834dad62f1668/wrapt-2.2.1-cp314-cp314-win_arm64.whl", hash = "sha256:1c9934ea5d92957e3cd0adbc0845539dccfd62710ebe16195a8c66c53954db36", size = 79569, upload-time = "2026-05-22T14:49:06.413Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/6d/6dfae80150ff1919c356d1dd528f049bcdfaae29b4d284bc957e022caef4/wrapt-2.2.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:17de18fc12cea55b8a9587314cb830573e37fb33b247a7515696350863714188", size = 82892, upload-time = "2026-05-22T14:49:07.925Z" },
-    { url = "https://files.pythonhosted.org/packages/82/7b/4e34766a7d7804ffce9e71befe47e9b3225dc350c49c94493c4ab39fd3a5/wrapt-2.2.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a9dec1aca52dddde7df94818310fa2fe79739c8f385b2014c4cb1035f5508199", size = 83333, upload-time = "2026-05-22T14:49:09.257Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/57/0b34db3e8de44ccfece62d7b337abd1631dd810f5adc5f3db571727836b5/wrapt-2.2.1-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:69f2e9244542cb34dd59c7f073445b9e54ad9f3fce8d93606c368a1b499fc413", size = 202899, upload-time = "2026-05-22T14:49:10.572Z" },
-    { url = "https://files.pythonhosted.org/packages/e5/45/ac0c459f154b99d92789a6cba7ca727185b83513b986f8ec7fe2aacddcbf/wrapt-2.2.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2d83966dc7f4f45e8b97b5933685ac2e6e67fc0e19246ea314bceb9a8970c956", size = 209986, upload-time = "2026-05-22T14:49:12.229Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/e4/77e37ff33ad018fa81ade52c25fa327b80b56f81d734279a63614fcb4cbc/wrapt-2.2.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:78b0aa6bfb7be8deed0ab23e7aa028cc5210c29bc2d32a04d52b50e517a7307e", size = 194893, upload-time = "2026-05-22T14:49:14.139Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/9d/7ea651d1ab032fc5fa222fbec91d0f8a1397f6ae04ebb93fa7219aa921d7/wrapt-2.2.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:05d5cb74d1b232ec8cfa130a8f900708699ff2491d97b8f85a4cdc5996294b85", size = 205636, upload-time = "2026-05-22T14:49:15.714Z" },
-    { url = "https://files.pythonhosted.org/packages/09/af/8e88031a701275b9085c54e64bc88c0b1cd55c77eadd400691c371cd76c4/wrapt-2.2.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:f6518b94edb9150452e9aba08027d4cc293433753ec1fbefb4629a21cbc74181", size = 192267, upload-time = "2026-05-22T14:49:17.283Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/a8/e657ca876b06710194f243d81c4b0896ade646e244bdbec2d87c8c56a8bd/wrapt-2.2.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ed55af48b3eb28f43228ca2306788892bcb629eb2b5c4876e2a3659872c2f17a", size = 198378, upload-time = "2026-05-22T14:49:18.785Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/59/822efe4ea722a3961331bfa35b7d90937790d2c20f0616de1997ccc3aebd/wrapt-2.2.1-cp314-cp314t-win32.whl", hash = "sha256:2e08688ab16525897da6589d56d0aebaf417bbe91c2d8e3b96203b1efa596e85", size = 80226, upload-time = "2026-05-22T14:49:20.264Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/31/2a7dc5f6abb2fca0b6e1610e120419f603650aceb4f1d3ac4cae0354e162/wrapt-2.2.1-cp314-cp314t-win_amd64.whl", hash = "sha256:fd0135d34387f5fd087d9be368ea77ea89cf2451dc1cd1c622d35021bcb3ab50", size = 83835, upload-time = "2026-05-22T14:49:21.634Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/c0/782b86e28d1ceebeb74cccea12d2cd3d2ba0bd68e3dec20b1bc5873f6127/wrapt-2.2.1-cp314-cp314t-win_arm64.whl", hash = "sha256:f70db64e8266d7c45d3b735f2e08eeb434b5e03da9a479ae42b2e2e486a21a00", size = 80722, upload-time = "2026-05-22T14:49:23.59Z" },
-    { url = "https://files.pythonhosted.org/packages/53/46/29ac9daf11a86c22a8c38cd9236c62928ccae83f7ceb06bd3b0467cf9d05/wrapt-2.2.1-py3-none-any.whl", hash = "sha256:3aafea2975caef8ca49400640dde02cc7426e798f24870ed01f490bc3cffd32f", size = 61000, upload-time = "2026-05-22T14:49:41.593Z" },
+version = "2.2.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fe/a4/282c8e64300a59fc834518a54bf0afabb4ff9218b5fa76958b450459a844/wrapt-2.2.2.tar.gz", hash = "sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302", size = 129068, upload-time = "2026-06-20T23:49:44.49Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/85/180b40628b23772692a0c76e8030114e1c0ae068470ed531919f0a5f2a4a/wrapt-2.2.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b", size = 81484, upload-time = "2026-06-20T23:47:59.924Z" },
+    { url = "https://files.pythonhosted.org/packages/94/f2/21c90f2a16689702e2aaff45795b11018dff2c9b1242bac10d225483f676/wrapt-2.2.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb", size = 82151, upload-time = "2026-06-20T23:48:01.303Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/b3/7e6e9fcf4fe7e1b69a49fe6cc5a44e8224bab6283c5233c97e132f14908e/wrapt-2.2.2-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a", size = 169828, upload-time = "2026-06-20T23:48:02.719Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/43/894f132d857ed5a9904d937baf368badcbe5ea9e436e2f1930fe21c9f1f0/wrapt-2.2.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900", size = 171544, upload-time = "2026-06-20T23:48:04.266Z" },
+    { url = "https://files.pythonhosted.org/packages/29/de/3c833e03725b477e9ea34028224dd21a48781830101e4e036f77e8b6b102/wrapt-2.2.2-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79", size = 160663, upload-time = "2026-06-20T23:48:05.708Z" },
+    { url = "https://files.pythonhosted.org/packages/33/be/27edce350b24e3054d9d047f65f16d4c4d4c1f3f31c4278a1f8a95c723c8/wrapt-2.2.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a", size = 169387, upload-time = "2026-06-20T23:48:07.243Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/c4/9fd9679af8bf38e146652c7f47b6b352c3e5795b4ad1c0b7f94e15ac2aa7/wrapt-2.2.2-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf", size = 158849, upload-time = "2026-06-20T23:48:08.91Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/c2/aa6c0c2206803068c6859dabe01f8c84c43744da93d4c67b8946d21655ee/wrapt-2.2.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab", size = 168147, upload-time = "2026-06-20T23:48:10.374Z" },
+    { url = "https://files.pythonhosted.org/packages/42/63/3eb25da41049d20ae18fcab2dd8b056e02387c4bfa626cbdfb7c3b872e4f/wrapt-2.2.2-cp312-cp312-win32.whl", hash = "sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da", size = 77734, upload-time = "2026-06-20T23:48:11.769Z" },
+    { url = "https://files.pythonhosted.org/packages/da/09/0390e008a305360948fa9ce69507d041ac12cb2ee5d28e34467e2ee79391/wrapt-2.2.2-cp312-cp312-win_amd64.whl", hash = "sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f", size = 80585, upload-time = "2026-06-20T23:48:13.117Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/b3/84c445c66969f2d3457276b183a48c91097d59bbef9af6c075366b0f8c36/wrapt-2.2.2-cp312-cp312-win_arm64.whl", hash = "sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8", size = 79553, upload-time = "2026-06-20T23:48:14.5Z" },
+    { url = "https://files.pythonhosted.org/packages/43/fc/f32f4b22c6511173c11d9e541ab4e7d8467a0f1b3455acaf784115d31ff8/wrapt-2.2.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69", size = 81296, upload-time = "2026-06-20T23:48:15.881Z" },
+    { url = "https://files.pythonhosted.org/packages/72/06/4d117d5d77a9344776c0248b24dae3d3dd2f58e5f765fa08cf887072e719/wrapt-2.2.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617", size = 81841, upload-time = "2026-06-20T23:48:17.262Z" },
+    { url = "https://files.pythonhosted.org/packages/15/ff/63ad96f98eb58a742b1a20d80f21da88924405910149950b912368150468/wrapt-2.2.2-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e", size = 167882, upload-time = "2026-06-20T23:48:18.764Z" },
+    { url = "https://files.pythonhosted.org/packages/20/1f/8bb62d8933df7acf3247194e6e9fc68edf9d2fa203252c89c94b319dd472/wrapt-2.2.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d", size = 167411, upload-time = "2026-06-20T23:48:20.315Z" },
+    { url = "https://files.pythonhosted.org/packages/17/09/8789dcb09ee1de715727db7521aabbb68ffa68dfade3a49468440cfced49/wrapt-2.2.2-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b", size = 158607, upload-time = "2026-06-20T23:48:21.728Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/20/66e02562d53ee67d841f175e38e3c993c2d78a3e104c576cad61c028b43c/wrapt-2.2.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c", size = 166367, upload-time = "2026-06-20T23:48:23.177Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/a3/832ac4e41222fb263b3042d42c2f08d305db7d0f0c9b1d3a271a9eede8f6/wrapt-2.2.2-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f", size = 157176, upload-time = "2026-06-20T23:48:24.711Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/01/1bd5e4d2df9c0178989ac8da9186543465388588ee2ef153e2591accebef/wrapt-2.2.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94", size = 167025, upload-time = "2026-06-20T23:48:26.118Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/69/583ed25291ab53e1ec117135fb1c33425e2f46d2bc8f29c17f7a94cf4274/wrapt-2.2.2-cp313-cp313-win32.whl", hash = "sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d", size = 77605, upload-time = "2026-06-20T23:48:27.643Z" },
+    { url = "https://files.pythonhosted.org/packages/29/68/e69fc6d06e1523c68e0d00f95c9aed1158ce9908ee41603f7f2eae3d5db6/wrapt-2.2.2-cp313-cp313-win_amd64.whl", hash = "sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4", size = 80508, upload-time = "2026-06-20T23:48:29.013Z" },
+    { url = "https://files.pythonhosted.org/packages/55/21/fe7a393d9e5dc0923bed8f5d857e9dcff210f1fa0888c02cc8f3ffaa55aa/wrapt-2.2.2-cp313-cp313-win_arm64.whl", hash = "sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac", size = 79565, upload-time = "2026-06-20T23:48:30.429Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/e5/c120d13bf5091164f68c3c1657e84f16f57e71d978421b626393ac5bd7eb/wrapt-2.2.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5", size = 83264, upload-time = "2026-06-20T23:48:31.807Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/b0/d4a1eb97e0e286625bdf21bc7f702637f9607787ffbbdb5ec14d50c79dbf/wrapt-2.2.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec", size = 83791, upload-time = "2026-06-20T23:48:33.482Z" },
+    { url = "https://files.pythonhosted.org/packages/18/1e/f060df47755e87b57684cee7bfc1362b204df55fac96ffebc0631b697b79/wrapt-2.2.2-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9", size = 203399, upload-time = "2026-06-20T23:48:34.97Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/de/2316a757a1abb6453700b79d83e532146dcef2611348282d4d8889792161/wrapt-2.2.2-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c", size = 210461, upload-time = "2026-06-20T23:48:36.569Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/29/d1160785ae18ca2495a6d82a21154103d74f656c9fd457fb35f6b11b965a/wrapt-2.2.2-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194", size = 195313, upload-time = "2026-06-20T23:48:38.175Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/2d/7caa9598ae61a9cf0989cc501739cbeeb7d650ab3193cca1407b9af0c6ab/wrapt-2.2.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066", size = 206116, upload-time = "2026-06-20T23:48:39.804Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/02/281ea1088b8650d865f311b35cf86fd21df89128e2909714f1161e01c9d0/wrapt-2.2.2-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20", size = 192668, upload-time = "2026-06-20T23:48:41.346Z" },
+    { url = "https://files.pythonhosted.org/packages/be/7d/976e2d5b4b5c5babda40974edd54d0a5585cb60132ed86b46f4b80239b16/wrapt-2.2.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af", size = 198891, upload-time = "2026-06-20T23:48:43.056Z" },
+    { url = "https://files.pythonhosted.org/packages/59/b7/e47651797c097f75a37e2ce86dcf04048ff576f3a674f7c558df7b5e9622/wrapt-2.2.2-cp313-cp313t-win32.whl", hash = "sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9", size = 78537, upload-time = "2026-06-20T23:48:44.509Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/6f/9fa5d59fb06d890defb5a8f727ce6a14d2932c8760153f96956628559fee/wrapt-2.2.2-cp313-cp313t-win_amd64.whl", hash = "sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28", size = 82005, upload-time = "2026-06-20T23:48:46.391Z" },
+    { url = "https://files.pythonhosted.org/packages/15/80/4c7bd9873d1f9f7d138d93556b500469dbe24f42710b877519c2b9eb380d/wrapt-2.2.2-cp313-cp313t-win_arm64.whl", hash = "sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0", size = 80762, upload-time = "2026-06-20T23:48:47.964Z" },
+    { url = "https://files.pythonhosted.org/packages/24/05/7fd9c3f83b2c74cbfc572a0b88aa37431e04bd8aed70d2c0efd3464206de/wrapt-2.2.2-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745", size = 81341, upload-time = "2026-06-20T23:48:49.39Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/68/1bfa43100dd90d4ef74a05897b86275cf57e1313ca14aae2545bc9f872c9/wrapt-2.2.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00", size = 81921, upload-time = "2026-06-20T23:48:50.986Z" },
+    { url = "https://files.pythonhosted.org/packages/74/eb/df7b7f0b631dbbc750f39be27d8b55f65777d8ac86da80e12be41a644c4b/wrapt-2.2.2-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc", size = 167713, upload-time = "2026-06-20T23:48:52.598Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/9a/d1bd36f6d088c8e652a9383cabbd49af30b8c576302a7eccddbab6963e3f/wrapt-2.2.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95", size = 166779, upload-time = "2026-06-20T23:48:54.33Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/ae/24ffacd4187fac2740a1972093929e836dea092d42c87d728cd98fee11a6/wrapt-2.2.2-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33", size = 158407, upload-time = "2026-06-20T23:48:55.944Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/ed/974427668249a356051e8d67d47fa54ef6c777f0fcf3bae9d292c047d4b6/wrapt-2.2.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab", size = 166594, upload-time = "2026-06-20T23:48:57.617Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/5f/e1d7c6e4523f78db2fbd7826babd0348da1d5e0834c4f918b9ab5757dfae/wrapt-2.2.2-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663", size = 157068, upload-time = "2026-06-20T23:48:59.171Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/c1/7ebd1027f00700c0b0233b20aceef2b4784294ed64971424c4a78e069e34/wrapt-2.2.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d", size = 166470, upload-time = "2026-06-20T23:49:00.737Z" },
+    { url = "https://files.pythonhosted.org/packages/99/eb/974e471a6a978b8180186b8a9dc5ae3361ce269a967190b709b8ce17abfb/wrapt-2.2.2-cp314-cp314-win32.whl", hash = "sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56", size = 78062, upload-time = "2026-06-20T23:49:02.327Z" },
+    { url = "https://files.pythonhosted.org/packages/49/ec/e1281156cdc7a66693838ad7a0865ad641c74abd337a957d668b575aaffb/wrapt-2.2.2-cp314-cp314-win_amd64.whl", hash = "sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406", size = 80832, upload-time = "2026-06-20T23:49:03.837Z" },
+    { url = "https://files.pythonhosted.org/packages/45/7d/1b6b5ddd94005a2dac97a4490c9838f3154977850d633abcb65b30089437/wrapt-2.2.2-cp314-cp314-win_arm64.whl", hash = "sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c", size = 80029, upload-time = "2026-06-20T23:49:05.237Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/33/9ebcf8aafe91c601127cbd93708c16aa8f688f34a10bf004046803ecdc4f/wrapt-2.2.2-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a", size = 83357, upload-time = "2026-06-20T23:49:06.632Z" },
+    { url = "https://files.pythonhosted.org/packages/39/38/ec45b635153327b52e52732a0ea980e5f00b7efba65f9e018828f1e69daa/wrapt-2.2.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063", size = 83794, upload-time = "2026-06-20T23:49:08.098Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/ea/1a89e6d3b7a83c3affe5c09cde77792c947e63e4bc85ad84cd5bb9abb0d8/wrapt-2.2.2-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f", size = 203362, upload-time = "2026-06-20T23:49:09.811Z" },
+    { url = "https://files.pythonhosted.org/packages/19/d8/3b58763d9863b5a73771c0d97110f9595d248db454009e07e1535ee905a4/wrapt-2.2.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81", size = 210449, upload-time = "2026-06-20T23:49:11.521Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/6f/17fd9e053103d8be148d20d5d7505facc72d5fe1f9127973904ceaed79cf/wrapt-2.2.2-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c", size = 195349, upload-time = "2026-06-20T23:49:13.346Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/04/d0d1ccaaa12cb7dccf28a23f0279a608ba498f71e81d949d5ed54bcfd5c1/wrapt-2.2.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff", size = 206099, upload-time = "2026-06-20T23:49:15.051Z" },
+    { url = "https://files.pythonhosted.org/packages/44/b3/e8aa07b619890a2aa6cde1931b1887abb08820721b564a5f80b7ca3f3aa0/wrapt-2.2.2-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5", size = 192728, upload-time = "2026-06-20T23:49:16.854Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/f0/1819fb50f0d3c9bd758d8a83b56f1b470dee8b5b8eac8702b7c137cea9d4/wrapt-2.2.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c", size = 198842, upload-time = "2026-06-20T23:49:18.504Z" },
+    { url = "https://files.pythonhosted.org/packages/67/7c/e88313f16a99930b899ef970d91c281544a470749a359decad994483bbda/wrapt-2.2.2-cp314-cp314t-win32.whl", hash = "sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca", size = 79059, upload-time = "2026-06-20T23:49:20.107Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/4f/ac12fda57a55068a094ec42851fb0a40e8489d8941863d517452de62e507/wrapt-2.2.2-cp314-cp314t-win_amd64.whl", hash = "sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77", size = 82462, upload-time = "2026-06-20T23:49:21.631Z" },
+    { url = "https://files.pythonhosted.org/packages/48/a7/df732dac86d9b2027c56bd163dbc883e037b16c3469614752e148d219c61/wrapt-2.2.2-cp314-cp314t-win_arm64.whl", hash = "sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347", size = 81182, upload-time = "2026-06-20T23:49:23.199Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/d2/6317eb6d4554855bbf12d61857774af34747bf88a42c19bf306de67e2fa3/wrapt-2.2.2-py3-none-any.whl", hash = "sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048", size = 61460, upload-time = "2026-06-20T23:49:42.966Z" },
 ]
 
 [[package]]

From 57b5efd889fd38a7affc1bb691de0aa700a108b0 Mon Sep 17 00:00:00 2001
From: jdecarolis <2837947+jdecarolis@users.noreply.github.com>
Date: Sat, 27 Jun 2026 03:36:29 +0000
Subject: [PATCH 07/56] chore: upgrade dependencies (canary)

---
 requirements-dev.txt | 50 ++++++++++++++++++++--------------------
 requirements.txt     |  6 ++---
 uv.lock              | 54 ++++++++++++++++++++++----------------------
 3 files changed, 55 insertions(+), 55 deletions(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index c47478ddf..7689c5eb0 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -1069,25 +1069,25 @@ roman-numerals==4.1.0 \
     --hash=sha256:1af8b147eb1405d5839e78aeb93131690495fe9da5c91856cb33ad55a7f1e5b2 \
     --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
     # via sphinx
-ruff==0.15.18 \
-    --hash=sha256:01a754cd6a1b630d3f97e33eb452cf7a98040482318e870f8bc52a5a30e62657 \
-    --hash=sha256:02299e6e9fa5b297a3f6d5d10d7bcd655c925b028bb8b9d4588214549c6b9ec4 \
-    --hash=sha256:08d4c86a68f2c3ec2c9d56380a71fb4a4f65373055cbb8caabd645e9102f38d4 \
-    --hash=sha256:2186d9e940ae332ab293623a75b5f4fe49565f449954d50a72a046683aa6b809 \
-    --hash=sha256:2330215f1f393fa8733f55edce04fcf94c36a2c460fcde31f78cc84e4951e9b1 \
-    --hash=sha256:2698a964c70e8bf402dcb99c8810472d270d141e7aa8c4e13599fd52033a2f33 \
-    --hash=sha256:37e5108745c2c0705da916d7d4de533ddf547051ef45f62888c31bae73f66318 \
-    --hash=sha256:3fccc153a85417dcd976883160cacce486997b0a0058dd18f54b8aaaac7d1ce2 \
-    --hash=sha256:56949a6ce8b3abde54c0bcb22cebfe57e8771cadc84b407ae8b8eaf67ebdcd43 \
-    --hash=sha256:5a2c40a41a4cadbcf5897b548ab29dfe248b20c540961c0247d98a3973c70403 \
-    --hash=sha256:5c2abf140438032bc77b2284a6c9944ecd8a19e5f1c7b52b1b8e4a0a80d19a7a \
-    --hash=sha256:5f0480ce690cbb6c4db6e5d08f19fce98e10ba131a8b60c1bcdac42771e3ae2d \
-    --hash=sha256:6ba7a07e03a44dbf10bb086ee06705b173625014ec99f73a7e6836a5e5590a0c \
-    --hash=sha256:8b6850172348c8381b8b3084c5915a4393c2373b9b54cd5b5e1ea15812bc10df \
-    --hash=sha256:a6aa6a3d979e48ae617578183674bf264fbe7d0114a796a26bd678d67963c7ff \
-    --hash=sha256:a81beadbbff2c9c245561ae3f77b16709d87f35eec650d0501679239d3449b22 \
-    --hash=sha256:b2c9257fcbd4a3e5b977a1904e6facca016bafe2edc17df24db67cfaee03b4e4 \
-    --hash=sha256:dac80dc8d26b2257dbefabed62f5d255c3937b4ccb122da1fc634794fa3578b3
+ruff==0.15.20 \
+    --hash=sha256:00e188c53e499c3c1637f73c91dcf2fb56d576cab76ce1be50a27c4e80e37078 \
+    --hash=sha256:01cc00dd58f0df339d0e902219dd53990ea99996a0344e5d9cc8d45d5307e460 \
+    --hash=sha256:1416eb04349192646b54de98f146c4f59afe37d0decfc02c3cbbf396f3a28566 \
+    --hash=sha256:2d2374caa2f2c2f9e2b7da0a50802cfb8b79f55a9b5e49379f564544fbf56487 \
+    --hash=sha256:2f5b2a6d614e8700388806a14996c40fab2c47b819ef57d790a34878858ed9ca \
+    --hash=sha256:309809086c2acb67624950a3c8133e80f32d0d3e27106c0cd60ff26657c9f24b \
+    --hash=sha256:3413bb3c3d2ca6a8208f1f4809cd2dca3c6de6d0b491c0e70847672bde6e6efd \
+    --hash=sha256:5b9c0c367ad8e5d0d5b5b8537864c469a0a0e55417aadfbeca41fa61333be9f4 \
+    --hash=sha256:9ebd1fd9b9c95fc0bd7b2761aebec1f030013d2e193a2901b224af68fe47251b \
+    --hash=sha256:a1ed17b65293e0c2f22fc387bc13198a5de94bf4429589b0ff6946b0feaf21a3 \
+    --hash=sha256:a525c81c70fb0380344dd1d8745d8cc1c890b7fc94a58d5a07bd8eb9557b8415 \
+    --hash=sha256:b6df3b1e4610432f0386dba04d853b5f08cbbc903410c6fcc02f620f05aff53c \
+    --hash=sha256:bd7ec42b3bb3da066488db093308a69c4ac5ee6d2af333a86ba6e2eb2e7dd44b \
+    --hash=sha256:c5b16cdd67ca108185cd36dce98c576350c03b1660a751de725fb049193a0632 \
+    --hash=sha256:e1a36ad0eb77fba9aabfb69ede54de6f376d04ac18ebea022847046d340a8267 \
+    --hash=sha256:e89f198a1ea6ef0d727c1cf16088bc91a6cb0ab947dedc966715691647186eae \
+    --hash=sha256:ed65ef510e43a137207e0f01cfcf998aeddb1aeeda5c9d35023e910284d7cf21 \
+    --hash=sha256:f701305e66b38ea6c91882490eb73459796808e4c6362a1b765255e0cdcd4053
 salib==1.5.2 \
     --hash=sha256:6f4b6bebc1eeed1d081c8f951fa8c2ad7b0cd8a7159d206af48ef137cc806c43 \
     --hash=sha256:a8eeedc4e87cf070f7ef450b76cdecd120d1e5c602a9c35855ec7777591f949f
@@ -1216,16 +1216,16 @@ tomlkit==0.15.0 \
     --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
     --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via temoa
-typer==0.26.7 \
-    --hash=sha256:5c87cfbc5d34491c5346ebf49c23e18d56ccb863268d3a8d592b26087c2f5e58 \
-    --hash=sha256:e314a34c617e419c091b2830dda3ea1f257134ff593061a8f5b9717ab8dddb3a
+typer==0.26.8 \
+    --hash=sha256:3512ca79ac5c11113414b36e80281b872884477722440691c89d1112e321a49c \
+    --hash=sha256:c244a6bd558886fe3f8780efb6bdd28bb9aff005a94eedebaa5cb32926fe2f7e
     # via temoa
 types-deprecated==1.3.1.20260520 \
     --hash=sha256:4d0d9e5521432d9ce88169fb8b793b45d70d8e8cc1a7ecd5a4465abbf83c9ab4 \
     --hash=sha256:8af853b7ccd3b7685159f3ab2e3b6f7999b6cd7e425cda02749e32a42a96c7d6
-types-networkx==3.6.1.20260612 \
-    --hash=sha256:829cdad128c10e072aacadd0421d7ebd64cee9731110e9d6b3f22b575fe0bbfd \
-    --hash=sha256:9a28345fb3ad985e460667ef2b9c0879920761c8000cd07b424c0bf1b24ca778
+types-networkx==3.6.1.20260624 \
+    --hash=sha256:071734f88733afaaa06cbb62eb8c603626f4f9aa18424771acbdd3a638828d9a \
+    --hash=sha256:f031a9ee0bd27de4ab6d3e35a10f3492a4befc7b8c348607892b0ccb1b415d4d
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
     --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
diff --git a/requirements.txt b/requirements.txt
index 73fff53f0..848411ece 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -625,9 +625,9 @@ tomlkit==0.15.0 \
     --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
     --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
     # via temoa
-typer==0.26.7 \
-    --hash=sha256:5c87cfbc5d34491c5346ebf49c23e18d56ccb863268d3a8d592b26087c2f5e58 \
-    --hash=sha256:e314a34c617e419c091b2830dda3ea1f257134ff593061a8f5b9717ab8dddb3a
+typer==0.26.8 \
+    --hash=sha256:3512ca79ac5c11113414b36e80281b872884477722440691c89d1112e321a49c \
+    --hash=sha256:c244a6bd558886fe3f8780efb6bdd28bb9aff005a94eedebaa5cb32926fe2f7e
     # via temoa
 typing-extensions==4.15.0 \
     --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
diff --git a/uv.lock b/uv.lock
index 54507c133..fa9308404 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1515,27 +1515,27 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.15.18"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/74/98/1295ad5a5aa9bc85bdcdfa5d82fe7b49c61af5657df4f227637ff9de0da6/ruff-0.15.18.tar.gz", hash = "sha256:2698a964c70e8bf402dcb99c8810472d270d141e7aa8c4e13599fd52033a2f33", size = 4761437, upload-time = "2026-06-18T18:25:39.224Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/b9/d0/686e984941269621e2be72612d5c1e461f8f7b38415a2a7d7a81c8ae6715/ruff-0.15.18-py3-none-linux_armv6l.whl", hash = "sha256:8b6850172348c8381b8b3084c5915a4393c2373b9b54cd5b5e1ea15812bc10df", size = 10887308, upload-time = "2026-06-18T18:25:03.062Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/21/bc4123e3f5515ee99f8ce1eb93a14a0628fe4d1678663cd08f933ac16931/ruff-0.15.18-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:3fccc153a85417dcd976883160cacce486997b0a0058dd18f54b8aaaac7d1ce2", size = 11281305, upload-time = "2026-06-18T18:25:30.026Z" },
-    { url = "https://files.pythonhosted.org/packages/51/93/4769464c25cf7ab2acb3c7dda9cad3d867eb41c59565b3e2a9d17249c90c/ruff-0.15.18-py3-none-macosx_11_0_arm64.whl", hash = "sha256:08d4c86a68f2c3ec2c9d56380a71fb4a4f65373055cbb8caabd645e9102f38d4", size = 10641215, upload-time = "2026-06-18T18:25:15.802Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/42/56926d17120db2c208d76bf60a1a019644dd9e91dc27f0f95c9caddb1366/ruff-0.15.18-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:37e5108745c2c0705da916d7d4de533ddf547051ef45f62888c31bae73f66318", size = 10957224, upload-time = "2026-06-18T18:25:36.955Z" },
-    { url = "https://files.pythonhosted.org/packages/22/4f/d43fab8d8189afde803103022d000a8ef9f230616d436d52a8b2b8d63b50/ruff-0.15.18-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:56949a6ce8b3abde54c0bcb22cebfe57e8771cadc84b407ae8b8eaf67ebdcd43", size = 10699024, upload-time = "2026-06-18T18:25:05.707Z" },
-    { url = "https://files.pythonhosted.org/packages/63/42/1e3e4c68bd408b9768cf3e439acbe2c78245225faef253f7028a0cdb63e0/ruff-0.15.18-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:01a754cd6a1b630d3f97e33eb452cf7a98040482318e870f8bc52a5a30e62657", size = 11491458, upload-time = "2026-06-18T18:25:20.275Z" },
-    { url = "https://files.pythonhosted.org/packages/20/77/47a3484bea8521e14a203d98c389c5c97846675e4f02734672da4a69b52a/ruff-0.15.18-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6ba7a07e03a44dbf10bb086ee06705b173625014ec99f73a7e6836a5e5590a0c", size = 12383752, upload-time = "2026-06-18T18:25:22.535Z" },
-    { url = "https://files.pythonhosted.org/packages/0a/ca/054159590787023d83b658a1a1819c4c8910114e7015069340b71c0961cb/ruff-0.15.18-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5a2c40a41a4cadbcf5897b548ab29dfe248b20c540961c0247d98a3973c70403", size = 11577923, upload-time = "2026-06-18T18:25:10.702Z" },
-    { url = "https://files.pythonhosted.org/packages/6d/ff/d353d6b7bbd73cc0ec37f4463d7540e45e894338abdd9964eee0de332708/ruff-0.15.18-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5f0480ce690cbb6c4db6e5d08f19fce98e10ba131a8b60c1bcdac42771e3ae2d", size = 11583925, upload-time = "2026-06-18T18:25:32.391Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/4a/891f89b9c296ed3e5f3ece1a5629badc989d9a8fdaa30431aaf4774bc1c2/ruff-0.15.18-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:2330215f1f393fa8733f55edce04fcf94c36a2c460fcde31f78cc84e4951e9b1", size = 11582834, upload-time = "2026-06-18T18:25:27.309Z" },
-    { url = "https://files.pythonhosted.org/packages/32/a3/ed9e370154bf85de360b93c03026157f02d4943b2d01ff4945f4429f8e8a/ruff-0.15.18-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:a6aa6a3d979e48ae617578183674bf264fbe7d0114a796a26bd678d67963c7ff", size = 10927328, upload-time = "2026-06-18T18:25:34.676Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/d1/5cf5909329fedb5d39d555ee818ba5cf4638e1a301b89785d34f2905bfcb/ruff-0.15.18-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:a81beadbbff2c9c245561ae3f77b16709d87f35eec650d0501679239d3449b22", size = 10693187, upload-time = "2026-06-18T18:25:08.245Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/44/ff6c635cf2c4f4e7b618b6640da057376baa36014695487d88aed4794268/ruff-0.15.18-py3-none-musllinux_1_2_i686.whl", hash = "sha256:2186d9e940ae332ab293623a75b5f4fe49565f449954d50a72a046683aa6b809", size = 11208721, upload-time = "2026-06-18T18:25:41.327Z" },
-    { url = "https://files.pythonhosted.org/packages/88/d9/5baa2a30861adfb7022cf33c1e35b2fc18085b08c16f83eff4c7b99a5f48/ruff-0.15.18-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:5c2abf140438032bc77b2284a6c9944ecd8a19e5f1c7b52b1b8e4a0a80d19a7a", size = 11678599, upload-time = "2026-06-18T18:25:13.607Z" },
-    { url = "https://files.pythonhosted.org/packages/c3/1a/0725a7cfdc32ff769efb96ee782bec882e16448c5d9e3be947ec4c04ce27/ruff-0.15.18-py3-none-win32.whl", hash = "sha256:02299e6e9fa5b297a3f6d5d10d7bcd655c925b028bb8b9d4588214549c6b9ec4", size = 10901903, upload-time = "2026-06-18T18:25:24.755Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/51/805d9f6fb7970505c3504794a5ec350f605361b807fef4dcf214ebd35e72/ruff-0.15.18-py3-none-win_amd64.whl", hash = "sha256:dac80dc8d26b2257dbefabed62f5d255c3937b4ccb122da1fc634794fa3578b3", size = 12041189, upload-time = "2026-06-18T18:25:17.915Z" },
-    { url = "https://files.pythonhosted.org/packages/29/4c/67bb45e41609eb4726f1bfeb59e083cf91d14c696d4bd14c234a980be93d/ruff-0.15.18-py3-none-win_arm64.whl", hash = "sha256:b2c9257fcbd4a3e5b977a1904e6facca016bafe2edc17df24db67cfaee03b4e4", size = 11329958, upload-time = "2026-06-18T18:25:43.686Z" },
+version = "0.15.20"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/43/dc/35b341fc554ba02f217fc10da57d1a75168cfbcf75b0ef2202176d4c4f2d/ruff-0.15.20.tar.gz", hash = "sha256:1416eb04349192646b54de98f146c4f59afe37d0decfc02c3cbbf396f3a28566", size = 4755489, upload-time = "2026-06-25T17:20:37.578Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/94/d9/2d5014f0253ba541d2061d9fa7193f48e941c8b21bb88a7ff9bbe0bd0596/ruff-0.15.20-py3-none-linux_armv6l.whl", hash = "sha256:00e188c53e499c3c1637f73c91dcf2fb56d576cab76ce1be50a27c4e80e37078", size = 10839665, upload-time = "2026-06-25T17:19:44.702Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/d3/ac1798ba64f670698867fcfc591d50e7e421bef137db564858f619a30fcf/ruff-0.15.20-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:9ebd1fd9b9c95fc0bd7b2761aebec1f030013d2e193a2901b224af68fe47251b", size = 11208649, upload-time = "2026-06-25T17:19:48.787Z" },
+    { url = "https://files.pythonhosted.org/packages/47/47/d3ac899991202095dfcf3d5176be4272642be3cf981a2f1a30f72a2afb95/ruff-0.15.20-py3-none-macosx_11_0_arm64.whl", hash = "sha256:c5b16cdd67ca108185cd36dce98c576350c03b1660a751de725fb049193a0632", size = 10622638, upload-time = "2026-06-25T17:19:51.354Z" },
+    { url = "https://files.pythonhosted.org/packages/33/13/4e043fe30aa94d4ff5213a9881fc296d12960f5971b234a5263fdc225312/ruff-0.15.20-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3413bb3c3d2ca6a8208f1f4809cd2dca3c6de6d0b491c0e70847672bde6e6efd", size = 10984227, upload-time = "2026-06-25T17:19:54.044Z" },
+    { url = "https://files.pythonhosted.org/packages/76/e6/92e7bf40388bc5800073b96564f56264f7e48bfd1a498f5ced6ae6d5a769/ruff-0.15.20-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:bd7ec42b3bb3da066488db093308a69c4ac5ee6d2af333a86ba6e2eb2e7dd44b", size = 10622882, upload-time = "2026-06-25T17:19:57.037Z" },
+    { url = "https://files.pythonhosted.org/packages/13/7a/43460be3f24495a3aa46d4b16873e2c4941b3b5f0b00cf88c03b7b94b339/ruff-0.15.20-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e1a36ad0eb77fba9aabfb69ede54de6f376d04ac18ebea022847046d340a8267", size = 11474808, upload-time = "2026-06-25T17:20:00.357Z" },
+    { url = "https://files.pythonhosted.org/packages/27/a0/f37077884873221c6b33b4ab49eb18f9f88e54a16a25a5bca59bef46dd66/ruff-0.15.20-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b6df3b1e4610432f0386dba04d853b5f08cbbc903410c6fcc02f620f05aff53c", size = 12293094, upload-time = "2026-06-25T17:20:03.446Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/74/165545b60256a9704c21ac0ec4a0d07933b320812f9584836c9f4aca4292/ruff-0.15.20-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e89f198a1ea6ef0d727c1cf16088bc91a6cb0ab947dedc966715691647186eae", size = 11526176, upload-time = "2026-06-25T17:20:06.301Z" },
+    { url = "https://files.pythonhosted.org/packages/86/b1/a976a136d40ade83ce743578399865f57001003a409acadc0ecbb3051082/ruff-0.15.20-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:309809086c2acb67624950a3c8133e80f32d0d3e27106c0cd60ff26657c9f24b", size = 11520767, upload-time = "2026-06-25T17:20:09.191Z" },
+    { url = "https://files.pythonhosted.org/packages/19/0f/f032696cb01c9b54c0263fa393474d7758f1cdc021a01b04e3cbc2500999/ruff-0.15.20-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:2d2374caa2f2c2f9e2b7da0a50802cfb8b79f55a9b5e49379f564544fbf56487", size = 11500132, upload-time = "2026-06-25T17:20:13.602Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/f4/51b1a14bc69e8c224b15dab9cce8e99b425e0455d462caa2b3c9be2b6a8e/ruff-0.15.20-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:a1ed17b65293e0c2f22fc387bc13198a5de94bf4429589b0ff6946b0feaf21a3", size = 10943828, upload-time = "2026-06-25T17:20:16.635Z" },
+    { url = "https://files.pythonhosted.org/packages/71/4b/fe267640783cd02bf6c5cc290b1df1051be2ec294c678b5c15fe19e52343/ruff-0.15.20-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:f701305e66b38ea6c91882490eb73459796808e4c6362a1b765255e0cdcd4053", size = 10645418, upload-time = "2026-06-25T17:20:19.4Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/c0/a65aa4ec2f5e87a1df32dc3ec1fede434fe3dfd5cbcf3b503cafc676ab54/ruff-0.15.20-py3-none-musllinux_1_2_i686.whl", hash = "sha256:5b9c0c367ad8e5d0d5b5b8537864c469a0a0e55417aadfbeca41fa61333be9f4", size = 11211770, upload-time = "2026-06-25T17:20:22.033Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/a4/0caa331d954ae2723d729d351c989cb4ca8b6077d5c6c2cb6de75e98c041/ruff-0.15.20-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:01cc00dd58f0df339d0e902219dd53990ea99996a0344e5d9cc8d45d5307e460", size = 11618698, upload-time = "2026-06-25T17:20:25.259Z" },
+    { url = "https://files.pythonhosted.org/packages/10/9b/5f14927848d2fd4aa891fd88d883788c5a7baba561c7874732364045708c/ruff-0.15.20-py3-none-win32.whl", hash = "sha256:ed65ef510e43a137207e0f01cfcf998aeddb1aeeda5c9d35023e910284d7cf21", size = 10857322, upload-time = "2026-06-25T17:20:28.612Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/f0/fe47c501f9dea92a26d788ff98bb5d92ed4cb4c88792c5c88af6b697dc8e/ruff-0.15.20-py3-none-win_amd64.whl", hash = "sha256:a525c81c70fb0380344dd1d8745d8cc1c890b7fc94a58d5a07bd8eb9557b8415", size = 11993274, upload-time = "2026-06-25T17:20:31.871Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/2b/9555445e1201d92b3195f45cdb153a0b68f24e0a4273f6e3d5ab46e212bb/ruff-0.15.20-py3-none-win_arm64.whl", hash = "sha256:2f5b2a6d614e8700388806a14996c40fab2c47b819ef57d790a34878858ed9ca", size = 11343498, upload-time = "2026-06-25T17:20:35.03Z" },
 ]
 
 [[package]]
@@ -1904,7 +1904,7 @@ wheels = [
 
 [[package]]
 name = "typer"
-version = "0.26.7"
+version = "0.26.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
@@ -1912,9 +1912,9 @@ dependencies = [
     { name = "rich" },
     { name = "shellingham" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/5e/ed/ef06584ccdd5c410df0837951ecd7e15d9a6144ea1bd4c73cecab1a89891/typer-0.26.7.tar.gz", hash = "sha256:e314a34c617e419c091b2830dda3ea1f257134ff593061a8f5b9717ab8dddb3a", size = 201709, upload-time = "2026-06-03T07:18:06.843Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/7c/f7/68adc395201b20b872d68e975386832e8005ffeacedd43a1d837a32815be/typer-0.26.8.tar.gz", hash = "sha256:c244a6bd558886fe3f8780efb6bdd28bb9aff005a94eedebaa5cb32926fe2f7e", size = 202097, upload-time = "2026-06-26T09:22:45.705Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/24/25/2201973529af2c954de0bb725323c3aaed6d7f0ceee8f550dec9185df013/typer-0.26.7-py3-none-any.whl", hash = "sha256:5c87cfbc5d34491c5346ebf49c23e18d56ccb863268d3a8d592b26087c2f5e58", size = 122456, upload-time = "2026-06-03T07:18:05.732Z" },
+    { url = "https://files.pythonhosted.org/packages/80/87/b9fd69c92c6102a066e1b86a35243f53e70bd4c709f2a26d9f4fee4f4dc0/typer-0.26.8-py3-none-any.whl", hash = "sha256:3512ca79ac5c11113414b36e80281b872884477722440691c89d1112e321a49c", size = 122564, upload-time = "2026-06-26T09:22:44.72Z" },
 ]
 
 [[package]]
@@ -1928,14 +1928,14 @@ wheels = [
 
 [[package]]
 name = "types-networkx"
-version = "3.6.1.20260612"
+version = "3.6.1.20260624"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/6a/d6/86483526df18c9936cb321b33f6df929db20414378f536972c5e9ee20789/types_networkx-3.6.1.20260612.tar.gz", hash = "sha256:9a28345fb3ad985e460667ef2b9c0879920761c8000cd07b424c0bf1b24ca778", size = 73974, upload-time = "2026-06-12T06:22:35.097Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/44/f9/975c2bb35407c241fb788e9c75b2e2642af43a6c9cf81056a119dd98e59c/types_networkx-3.6.1.20260624.tar.gz", hash = "sha256:f031a9ee0bd27de4ab6d3e35a10f3492a4befc7b8c348607892b0ccb1b415d4d", size = 74060, upload-time = "2026-06-24T05:56:25.279Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/6e/1d/4694309c774f552a0dad8d357bc8c2b152120c9744dad4f21fdc3e819c37/types_networkx-3.6.1.20260612-py3-none-any.whl", hash = "sha256:829cdad128c10e072aacadd0421d7ebd64cee9731110e9d6b3f22b575fe0bbfd", size = 162459, upload-time = "2026-06-12T06:22:33.875Z" },
+    { url = "https://files.pythonhosted.org/packages/14/d4/67136d3323dd8a8ecc8124531f737dee97819811026da20a2a72949f462a/types_networkx-3.6.1.20260624-py3-none-any.whl", hash = "sha256:071734f88733afaaa06cbb62eb8c603626f4f9aa18424771acbdd3a638828d9a", size = 162457, upload-time = "2026-06-24T05:56:24.063Z" },
 ]
 
 [[package]]

From 382a5d10ac7385f7bc9296fcaf8d6cd94e7909a3 Mon Sep 17 00:00:00 2001
From: jdecarolis <2837947+jdecarolis@users.noreply.github.com>
Date: Thu, 2 Jul 2026 03:43:11 +0000
Subject: [PATCH 08/56] chore: upgrade dependencies (canary)

---
 requirements-dev.txt | 371 +++++++++++++++++++++--------------------
 requirements.txt     | 192 ++++++++++-----------
 uv.lock              | 385 ++++++++++++++++++++++---------------------
 3 files changed, 480 insertions(+), 468 deletions(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index 7689c5eb0..6301b086f 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -13,40 +13,41 @@ annotated-doc==0.0.4 \
     --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
     --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
     # via typer
-ast-serialize==0.5.0 \
-    --hash=sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab \
-    --hash=sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101 \
-    --hash=sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c \
-    --hash=sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a \
-    --hash=sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027 \
-    --hash=sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759 \
-    --hash=sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d \
-    --hash=sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934 \
-    --hash=sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43 \
-    --hash=sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b \
-    --hash=sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2 \
-    --hash=sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6 \
-    --hash=sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903 \
-    --hash=sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb \
-    --hash=sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b \
-    --hash=sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261 \
-    --hash=sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38 \
-    --hash=sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a \
-    --hash=sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642 \
-    --hash=sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211 \
-    --hash=sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c \
-    --hash=sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3 \
-    --hash=sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809 \
-    --hash=sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee \
-    --hash=sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937 \
-    --hash=sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1 \
-    --hash=sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a \
-    --hash=sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27 \
-    --hash=sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590 \
-    --hash=sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887 \
-    --hash=sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9 \
-    --hash=sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf \
-    --hash=sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6
+ast-serialize==0.6.0 \
+    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
+    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
+    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
+    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
+    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
+    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
+    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
+    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
+    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
+    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
+    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
+    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
+    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
+    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
+    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
+    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
+    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
+    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
+    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
+    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
+    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
+    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
+    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
+    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
+    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
+    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
+    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
+    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
+    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
+    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
+    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
+    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
+    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
+    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
     # via mypy
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -364,38 +365,38 @@ gurobipy==13.0.2 \
     --hash=sha256:f7714d69d778af882d756e222340920e8dbfc004a509998604cb9b4cb1d43242 \
     --hash=sha256:f82340708955c24ab20f5d41b4d7fbd0e94cf4e7740841360e2024c9d222961f
     # via temoa
-highspy==1.14.0 \
-    --hash=sha256:02a987e0020bf28757df9efbdfd6abde6d501b64294f8201301958095dae7979 \
-    --hash=sha256:03538f68dff2038582d8aa7f5d05690ce459435f498ea0022869fe962d70d8ae \
-    --hash=sha256:03c9b39a9ca8fe973eb89093ac386a8606ac37beb0e637b1a9255e31bfe87ef3 \
-    --hash=sha256:2a8d0339887d65f5ef20c59be529af33115197d47f775ee21fca911a87d30f92 \
-    --hash=sha256:2f61406a287b19680ece9a8c0bc3926e31d26ad2b4df8ba49f22666ce762fb7d \
-    --hash=sha256:39339a7a000998ab26eb87add814222fcdc304d38cfba2f6e098189b53ef0a79 \
-    --hash=sha256:3d15faaab62b408320373540bfd5a7b9a48e9a01072b847f2270b8d5d881647c \
-    --hash=sha256:44d80756dde11941336933d777ae85b913c303fe40c3b7eb55fae0fe62bbea08 \
-    --hash=sha256:479be627bbdf7646dccf5621059b9416e6480c3ffa16998e6cc4de89c40a3716 \
-    --hash=sha256:68b944014ce307e24921c3bf904253d8849799ded819bda39a4b09359074ea0a \
-    --hash=sha256:6ba00a35b6c4b96eb2d20d75238c6046ecf82ac85a603706e5f588d28c3b3abf \
-    --hash=sha256:7290540f0352192e43bdc790a59a82cee1f8029bd8d6b9ca20b54b651256bab4 \
-    --hash=sha256:74ee022cc8cc0e3a576f9b2309287974ea80db68adf8c9f1c5698dc725ec0497 \
-    --hash=sha256:777ce930bc29a984826bc4e65ca7fec0407284a30877bc0d179dacc6bb7ee972 \
-    --hash=sha256:7a85730676ffc88eadca1721252bec168f6ffc0423f6141f6ad41f79bb441327 \
-    --hash=sha256:863a9363b624d0ef0a5a5bfcbe437bcd3891676c8b7c4d801462320b1387ef37 \
-    --hash=sha256:88db4d1ebefb119991ff16adb624c682ebc20fc586c86156843cb4be7c965d8a \
-    --hash=sha256:90b7074d4bc34a4390636aaf9e4232ae15d4536098f1f1f39f04329c08751148 \
-    --hash=sha256:a54d687522347348639a62df270f45546a3cbd84a6cd230dc41732e9559c766f \
-    --hash=sha256:a92b50e7508b90c6d65b315b7dd3b37c6d0db331e698052f7054da523e446eb4 \
-    --hash=sha256:b09cb5e3179a25fc615b8b0941130b0f71e19372c119f3dd620d63b54cd3ca4c \
-    --hash=sha256:ba290153919da6368e9144189060a496077a738522555e89403504d379e8d63f \
-    --hash=sha256:bdc317bc2572a591cf9f0f2415d4b0879f9f0a47bdff3cda44f85a943941e64b \
-    --hash=sha256:c0568d0fb514dc82776c3be1041988fe428c9df2be0ce98c1bff6382c0d2a5ba \
-    --hash=sha256:c10554bd0a37d4be126f24cbb7f5aca5a4252dd6e572b51b2433ad6d94ce7a9d \
-    --hash=sha256:c8f31f2635517c7d370be612a1e9102481483c749b9db786760dd489fad22519 \
-    --hash=sha256:cc9dfde9ad829f3463627dab84152ceb4c30c08b89b19226bf8f69d47a7fed5d \
-    --hash=sha256:e8eb72be8766717ec856cf5fa3fcadd8ddd59bee0f4d71d4f45ae0a2b861795f \
-    --hash=sha256:e991b5ac8af64d686f2a56fb59391b4bb81a50d647fe1e31a1b0ff34d9d2bb51 \
-    --hash=sha256:eb7c564ee426355671edf6ad17b2ece5aaa74f21b326ed5e7a8ba5bdc880f207 \
-    --hash=sha256:fc8ad7a6fc0a44c99b9aa3a3d0c3a917b50dfa8c61e332cb2ee1f7ea4c234e4f
+highspy==1.15.0 \
+    --hash=sha256:00502850652d543803193acbad6579c0d89f0ecc3b4263883a6eaffe043bccc7 \
+    --hash=sha256:02424d013726255cb944cc85293f8fb36702ebd859b0d4889d9862558e073667 \
+    --hash=sha256:0a9d77beac4d3aae98338563e5a647329858a34fb95e06f7ea52a7e8944b538c \
+    --hash=sha256:0bcd82346f7ac12eb7959813bbfcd3c62d61e0de39c3bff84ada66f312c3a1a1 \
+    --hash=sha256:0c0c95922f6207a7fbfd20b26be6fd6df0e09c9e64f29a95f9c636e31542cb88 \
+    --hash=sha256:234f95862f6f9c8058cec3f743ac33314f5cfceaa4ddcfec5dc80029fd7e132a \
+    --hash=sha256:2708ccae08b477050e7c423cb02342b86e585ec13bc82777f11f22168ac6b595 \
+    --hash=sha256:28e02fa61144c1f872f2f9f347fd2c33f25c0b70a73aa9440fe52760bb2f4b05 \
+    --hash=sha256:2dd38d53ed57ce2812f4cc2f8af674ec88c4e021be2fb97ecc95f09a851d44ff \
+    --hash=sha256:44bc6553e97d57b7e8ff835b991f73c70c56ba55954f17343052f51e041aa68a \
+    --hash=sha256:51fb287ecf45776dad4011bb957bdf1a78377b3f27600cf42456bb2a822e07f7 \
+    --hash=sha256:56d19388470c52e798fffde15e42b930b49d03a56aa51fc2620330354fbef0d8 \
+    --hash=sha256:6ba5b3770b456d2dbb28e8dda65e437d6e5b98a3988b991b65a81a6850e78f7b \
+    --hash=sha256:6d7789cbac15e09a308874ae88e2e8d2901a4aeb34c57f644ad89329154464ef \
+    --hash=sha256:711b2d23c5327907e71f73c21711181e9080b10eb73b5633122f6c8367fb3b86 \
+    --hash=sha256:7444ebbf9b38d50da4d5d78bd303ae01a6379bf955e7d38edfa5bc1da1fc3d5a \
+    --hash=sha256:7d015dc57ba5e5d8e37e0f64b9a8deeae66d4954831a23cd94ebe1b37c075990 \
+    --hash=sha256:8a49784100b91ac6bdd5272437ec13fc8c66274c605620507fc932ba95ff658b \
+    --hash=sha256:8cd88c3acc8228142636248d60b9582eccc5e807fac13c7e7968812784ddcec5 \
+    --hash=sha256:972a247f78944a6a79b34d2e30e4911e43c6c3ce2ffa0775d2c009d7ba602f31 \
+    --hash=sha256:a589ad03b5009eb99eb642d7ffc45e68448b2aef6d59f489542b0f91a6c90043 \
+    --hash=sha256:a5c67c60095468adc1f5dfa63f9ad627f261f1bce7a697010bd8bda9711d14f5 \
+    --hash=sha256:b83a2a05c9afdb8c5003455a6e5e97f0b9957d32b14b6e73522ddbdfa5994042 \
+    --hash=sha256:d8ee5d4d6f1b3995699467152751fbe2a33f3d920eb43d3882391971ae58d4b5 \
+    --hash=sha256:e21cc4c02fc60282fc055393fe7d499a934dff821e8db96e5b1e542b9fbcc729 \
+    --hash=sha256:e7443c50248df00d4a2e6e224cac2f008967d2a0c4d51e63e5654dd7f312ba44 \
+    --hash=sha256:e9284ea2c986364d29943ce4de185dd767c17d09c5d47c9fa7a7e668a5f8374a \
+    --hash=sha256:f4920b850ed04a1266a3a3a266aa91eaeebdb3a410f716bad8a0e59041e7b869 \
+    --hash=sha256:fa2ef051eddb5d6be9d672b0957614d0e9dc4e55fddbca2f9b893e0c32ded814 \
+    --hash=sha256:fe908d58d1dcd85312762fe4f9ea1b189e93c7621b5741e414dbad42da9fbd70 \
+    --hash=sha256:ffcf9652189dd06a2251d026c3bbdb15675194600c00f54d24ac10f8b71dcd0c
     # via temoa
 identify==2.6.19 \
     --hash=sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a \
@@ -509,60 +510,62 @@ latexcodec==3.0.1 \
     --hash=sha256:a9eb8200bff693f0437a69581f7579eb6bca25c4193515c09900ce76451e452e \
     --hash=sha256:e78a6911cd72f9dec35031c6ec23584de6842bfbc4610a9678868d14cdfb0357
     # via pybtex
-librt==0.11.0 ; platform_python_implementation != 'PyPy' \
-    --hash=sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175 \
-    --hash=sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8 \
-    --hash=sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1 \
-    --hash=sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd \
-    --hash=sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f \
-    --hash=sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b \
-    --hash=sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67 \
-    --hash=sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c \
-    --hash=sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8 \
-    --hash=sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c \
-    --hash=sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c \
-    --hash=sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3 \
-    --hash=sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd \
-    --hash=sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f \
-    --hash=sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be \
-    --hash=sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21 \
-    --hash=sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96 \
-    --hash=sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51 \
-    --hash=sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea \
-    --hash=sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a \
-    --hash=sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9 \
-    --hash=sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894 \
-    --hash=sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e \
-    --hash=sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3 \
-    --hash=sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2 \
-    --hash=sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8 \
-    --hash=sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930 \
-    --hash=sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47 \
-    --hash=sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766 \
-    --hash=sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44 \
-    --hash=sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e \
-    --hash=sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d \
-    --hash=sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230 \
-    --hash=sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548 \
-    --hash=sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7 \
-    --hash=sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1 \
-    --hash=sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4 \
-    --hash=sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46 \
-    --hash=sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b \
-    --hash=sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2 \
-    --hash=sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3 \
-    --hash=sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03 \
-    --hash=sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a \
-    --hash=sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72 \
-    --hash=sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f \
-    --hash=sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a \
-    --hash=sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe \
-    --hash=sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253 \
-    --hash=sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa \
-    --hash=sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2 \
-    --hash=sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085 \
-    --hash=sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3 \
-    --hash=sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c
+librt==0.12.0 ; platform_python_implementation != 'PyPy' \
+    --hash=sha256:0461344061d6fc3718940f5855d95647831cef6d03a6c7506897f98222784ad4 \
+    --hash=sha256:05fd2542892ad770b5dd45003fd080477cf220b611d3ee59b0792097eb0873a9 \
+    --hash=sha256:06e0623351ab9904cf628245f99c714586f4dd23dc740b88c8bc670d8401a847 \
+    --hash=sha256:0ab8ee0210047ae86ca023ccfbfe3df82077fd1c9bc021aebbf37d993ef64af0 \
+    --hash=sha256:10a40cf74cdd97b6f8f905056db73f5d459783de2ca04c6ebd1bf47652818e7e \
+    --hash=sha256:1db4be3037e4ce065a071fa7deee93e78ebc25f448340a02a6c1c0b82c37e383 \
+    --hash=sha256:1e68fb20798f455cda41d20a306a23c901218883f17a4bab1ed6e1331b265fb7 \
+    --hash=sha256:1eac6cc0e23e448fb3c1446ed85ff796afb616eed5897c978d35dbec030b7c7c \
+    --hash=sha256:2d5f67e86f45638843d025b0828f2e9e55fc45ff9180d2618ccdeaf72a796050 \
+    --hash=sha256:2df534f97916cf38ec9b1ddafeb68ae1a4cd4a54775ff26a797026774c0517cf \
+    --hash=sha256:51c8bfa12632c81b94401c101bcedd0c56c3a1f8fa3273ca3472b28cd2f54003 \
+    --hash=sha256:548199d21d22fb26398dfbbe0ba953a52465c66f3a49f38e6fddce1b127faf53 \
+    --hash=sha256:55f13f95b629be5b6ab38918e439bf14169d6f9a8deaae55e0c14e12fb0c74b9 \
+    --hash=sha256:563c37cdb41d08fe1e3f08b201abac0e317ca18e88b91285466ee0a585797520 \
+    --hash=sha256:5eebd451f5def089369ba6d8ff0291303d035e8154f9f26f7633835c5b029ade \
+    --hash=sha256:625ae561d5fa36400856dcc27464400d047bc2d5e3446be88f437b03fefd72e4 \
+    --hash=sha256:64572c85e4ab7d572c9b72cd76b5f90b21181b1459fa6b1aac6f8958c4fcff31 \
+    --hash=sha256:722375903e3f079436a7a33da51ce73931536dd041f9feb01536f05d8e010c96 \
+    --hash=sha256:7e69f120a20b69e2539d603bbd4d62db38399b10f8bf73a1cf445038a621e8af \
+    --hash=sha256:7ffac8a67e4143cea9a549d4822b93bc0bbaad73fc25aa0ab0ba5ec27d178677 \
+    --hash=sha256:857d2163e088c868967717ace8e980017fd868a735f3de010412af02bdc30319 \
+    --hash=sha256:8b2dc079dfe29e77a47a19073d2040fa4879aa3656501f1650f8402ddce0313c \
+    --hash=sha256:8b961912b0e688c1eb4658a46bdb0606b31918d65597fbe7356ca83aa653ffcc \
+    --hash=sha256:8d73191883553ee0739741544bf3b00aba2a1224e45d9580b30cbc29e21dc03b \
+    --hash=sha256:8d9a55760a34ae5ce70434aabb6a6c61c6c44a0ec58ca1cfd9cd86e4745d417d \
+    --hash=sha256:8ffc99c356f1777c506e1b69dc303879153ae2640ba15b8f3d4448bc87139149 \
+    --hash=sha256:92e61c09de95217ae02a9d17f4f66cf073253cdc51bcfdc0f15c62c9a70baa85 \
+    --hash=sha256:94af1ed773ff104ef08ef3d669a0ba9d3a5916c609eb698cffe5d5476d66ff9b \
+    --hash=sha256:976888d0d831402086e641018bcc3208e0a38f0835789da91f72894b2cb4161f \
+    --hash=sha256:9bce19aa7c05f91c989f9da7b567f81d21d57a2e6501e2b811aa0f3f79614c1a \
+    --hash=sha256:9efed79d51ad1383bba0855f613cca7aa91c943e709af2413ac7f4bb9936ce08 \
+    --hash=sha256:a5a96a8f536b65ef1bf910c09e7e71647edde5111f6e1b51f413c6fba5bfe71b \
+    --hash=sha256:ad324a5e4858388a4864915b90a42efc8b374376393f14b9940f2454e791912b \
+    --hash=sha256:ade11988728b3e4768dadc5696e82c60e9b35fc95335a9b4d1f5d69e753ccec7 \
+    --hash=sha256:b0ace09f5bf4d982fe726015f102fb856658b41580597104e301e630ed1d8d86 \
+    --hash=sha256:b37ee42e09722284a6d9288fe44a191f7276060a3195939bb77c6502058dbb34 \
+    --hash=sha256:b97eb1a3140e279cc76f85b0fb92b7eb3dfbe0471260ee878bc9dc4bf9a0d649 \
+    --hash=sha256:bca1472acbd473eff61059b4409f802c5a1bcb4cd0344d06f939df9c4c125d40 \
+    --hash=sha256:bd43a6c69876aef4f04eaae3d3b99b0be64755fda274002fa445b92480bf664e \
+    --hash=sha256:be3694dcfa97c6715dd19ac73d3e1b21a805514a5785663e57fecacd3ff64e5a \
+    --hash=sha256:c01755c72fca1dc6b8d5c2ed228b8e7b2ffe184675c22f0f05ebd8fe188b9250 \
+    --hash=sha256:c09e581b1c2b8a62b809d4f4bd101ca3de93791e5b0ed1a14085d911be3dee3f \
+    --hash=sha256:c8f1f413b966a9dd3ecf80cd337b0ad7bb3de2474a4ff448ed3ebabfc3f803fc \
+    --hash=sha256:cb26faedbd09c6130e9c1b64d8000efec5076ffd18d606c6cd1cf02730e6d8b0 \
+    --hash=sha256:d007efe9243ede81ce75990ad7aa172da1e2024144b3eff17ba46a5fff1fff3c \
+    --hash=sha256:d977447315fa09ea4e8c7ae9b4e22f7659b5128161c1fd55ff786b5349f73503 \
+    --hash=sha256:d97f31003a5c86b9e78155a829572c3a26484064fb7ac1d9695fe628bd93d029 \
+    --hash=sha256:da12f017b2e404554be14d466cd992459feaa44f252b0f18d909a85266ce1237 \
+    --hash=sha256:da58944be8270f2bfee628a9a2a60c1cf6a12c8bea8e2c9b6edf3e5414ca7793 \
+    --hash=sha256:e1cbb037324e759f0afa270229731ff0047772667f3cb38ef5df2cabf0175ede \
+    --hash=sha256:e2befc80aa5f2f5b93f28abaaf11feff6677931dd548320e44c52deaa9399744 \
+    --hash=sha256:e6dfe89074732c9287b3c0f5a6af575c9ede380a788013876cc7b14fe0da0361 \
+    --hash=sha256:f351ed425380e39bd86df382578aa5b8c5b98e2e265112de7379e7d030258150 \
+    --hash=sha256:fde3cde595e947fc8e755b0a21f919a1622483d07c662d00496e040773d22591 \
+    --hash=sha256:ff0b197e338b4cf432873e0d6ef025213fdea85311ec4d87d2ea88c28adf2409
     # via mypy
 markdown-it-py==4.2.0 \
     --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
@@ -858,69 +861,71 @@ pathspec==1.1.1 \
     --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
     --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
     # via mypy
-pillow==12.2.0 \
-    --hash=sha256:00a2865911330191c0b818c59103b58a5e697cae67042366970a6b6f1b20b7f9 \
-    --hash=sha256:01afa7cf67f74f09523699b4e88c73fb55c13346d212a59a2db1f86b0a63e8c5 \
-    --hash=sha256:03e7e372d5240cc23e9f07deca4d775c0817bffc641b01e9c3af208dbd300987 \
-    --hash=sha256:03f6fab9219220f041c74aeaa2939ff0062bd5c364ba9ce037197f4c6d498cd9 \
-    --hash=sha256:042db20a421b9bafecc4b84a8b6e444686bd9d836c7fd24542db3e7df7baad9b \
-    --hash=sha256:0a34329707af4f73cf1782a36cd2289c0368880654a2c11f027bcee9052d35dd \
-    --hash=sha256:144748b3af2d1b358d41286056d0003f47cb339b8c43a9ea42f5fea4d8c66b6e \
-    --hash=sha256:1610dd6c61621ae1cf811bef44d77e149ce3f7b95afe66a4512f8c59f25d9ebe \
-    --hash=sha256:1e1757442ed87f4912397c6d35a0db6a7b52592156014706f17658ff58bbf795 \
-    --hash=sha256:22db17c68434de69d8ecfc2fe821569195c0c373b25cccb9cbdacf2c6e53c601 \
-    --hash=sha256:2bb4a8d594eacdfc59d9e5ad972aa8afdd48d584ffd5f13a937a664c3e7db0ed \
-    --hash=sha256:2c727a6d53cb0018aadd8018c2b938376af27914a68a492f59dfcaca650d5eea \
-    --hash=sha256:2d192a155bbcec180f8564f693e6fd9bccff5a7af9b32e2e4bf8c9c69dbad6b5 \
-    --hash=sha256:2e5a76d03a6c6dcef67edabda7a52494afa4035021a79c8558e14af25313d453 \
-    --hash=sha256:325ca0528c6788d2a6c3d40e3568639398137346c3d6e66bb61db96b96511c98 \
-    --hash=sha256:390ede346628ccc626e5730107cde16c42d3836b89662a115a921f28440e6a3b \
-    --hash=sha256:3adc9215e8be0448ed6e814966ecf3d9952f0ea40eb14e89a102b87f450660d8 \
-    --hash=sha256:4bfd07bc812fbd20395212969e41931001fd59eb55a60658b0e5710872e95286 \
-    --hash=sha256:4e6c62e9d237e9b65fac06857d511e90d8461a32adcc1b9065ea0c0fa3a28150 \
-    --hash=sha256:50d8520da2a6ce0af445fa6d648c4273c3eeefbc32d7ce049f22e8b5c3daecc2 \
-    --hash=sha256:56b25336f502b6ed02e889f4ece894a72612fe885889a6e8c4c80239ff6e5f5f \
-    --hash=sha256:57850958fe9c751670e49b2cecf6294acc99e562531f4bd317fa5ddee2068463 \
-    --hash=sha256:58f62cc0f00fd29e64b29f4fd923ffdb3859c9f9e6105bfc37ba1d08994e8940 \
-    --hash=sha256:5c0a9f29ca8e79f09de89293f82fc9b0270bb4af1d58bc98f540cc4aedf03166 \
-    --hash=sha256:5cdfebd752ec52bf5bb4e35d9c64b40826bc5b40a13df7c3cda20a2c03a0f5ed \
-    --hash=sha256:5d2fd0fa6b5d9d1de415060363433f28da8b1526c1c129020435e186794b3795 \
-    --hash=sha256:62f5409336adb0663b7caa0da5c7d9e7bdbaae9ce761d34669420c2a801b2780 \
-    --hash=sha256:632ff19b2778e43162304d50da0181ce24ac5bb8180122cbe1bf4673428328c7 \
-    --hash=sha256:6562ace0d3fb5f20ed7290f1f929cae41b25ae29528f2af1722966a0a02e2aa1 \
-    --hash=sha256:6a6e67ea2e6feda684ed370f9a1c52e7a243631c025ba42149a2cc5934dec295 \
-    --hash=sha256:6a9adfc6d24b10f89588096364cc726174118c62130c817c2837c60cf08a392b \
-    --hash=sha256:6bb77b2dcb06b20f9f4b4a8454caa581cd4dd0643a08bacf821216a16d9c8354 \
-    --hash=sha256:7371b48c4fa448d20d2714c9a1f775a81155050d383333e0a6c15b1123dda005 \
-    --hash=sha256:766cef22385fa1091258ad7e6216792b156dc16d8d3fa607e7545b2b72061f1c \
-    --hash=sha256:7b14cc0106cd9aecda615dd6903840a058b4700fcb817687d0ee4fc8b6e389be \
-    --hash=sha256:7f84204dee22a783350679a0333981df803dac21a0190d706a50475e361c93f5 \
-    --hash=sha256:8023abc91fba39036dbce14a7d6535632f99c0b857807cbbbf21ecc9f4717f06 \
-    --hash=sha256:80b2da48193b2f33ed0c32c38140f9d3186583ce7d516526d462645fd98660ae \
-    --hash=sha256:8297651f5b5679c19968abefd6bb84d95fe30ef712eb1b2d9b2d31ca61267f4c \
-    --hash=sha256:88ddbc66737e277852913bd1e07c150cc7bb124539f94c4e2df5344494e0a612 \
-    --hash=sha256:8cbeb542b2ebc6fcdacabf8aca8c1a97c9b3ad3927d46b8723f9d4f033288a0f \
-    --hash=sha256:8e9c4f5b3c546fa3458a29ab22646c1c6c787ea8f5ef51300e5a60300736905e \
-    --hash=sha256:9aba9a17b623ef750a4d11b742cbafffeb48a869821252b30ee21b5e91392c50 \
-    --hash=sha256:9f08483a632889536b8139663db60f6724bfcb443c96f1b18855860d7d5c0fd4 \
-    --hash=sha256:a830b1a40919539d07806aa58e1b114df53ddd43213d9c8b75847eee6c0182b5 \
-    --hash=sha256:aa88ccfe4e32d362816319ed727a004423aab09c5cea43c01a4b435643fa34eb \
-    --hash=sha256:af73337013e0b3b46f175e79492d96845b16126ddf79c438d7ea7ff27783a414 \
-    --hash=sha256:b1c1fbd8a5a1af3412a0810d060a78b5136ec0836c8a4ef9aa11807f2a22f4e1 \
-    --hash=sha256:b86024e52a1b269467a802258c25521e6d742349d760728092e1bc2d135b4d76 \
-    --hash=sha256:d362d1878f00c142b7e1a16e6e5e780f02be8195123f164edf7eddd911eefe7c \
-    --hash=sha256:d5d38f1411c0ed9f97bcb49b7bd59b6b7c314e0e27420e34d99d844b9ce3b6f3 \
-    --hash=sha256:dac8d77255a37e81a2efcbd1fc05f1c15ee82200e6c240d7e127e25e365c39ea \
-    --hash=sha256:dd025009355c926a84a612fecf58bb315a3f6814b17ead51a8e48d3823d9087f \
-    --hash=sha256:deede7c263feb25dba4e82ea23058a235dcc2fe1f6021025dc71f2b618e26104 \
-    --hash=sha256:ee3120ae9dff32f121610bb08e4313be87e03efeadfc6c0d18f89127e24d0c24 \
-    --hash=sha256:eedf4b74eda2b5a4b2b2fb4c006d6295df3bf29e459e198c90ea48e130dc75c3 \
-    --hash=sha256:efd8c21c98c5cc60653bcb311bef2ce0401642b7ce9d09e03a7da87c878289d4 \
-    --hash=sha256:f1c943e96e85df3d3478f7b691f229887e143f81fedab9b20205349ab04d73ed \
-    --hash=sha256:f278f034eb75b4e8a13a54a876cc4a5ab39173d2cdd93a638e1b467fc545ac43 \
-    --hash=sha256:f3f40b3c5a968281fd507d519e444c35f0ff171237f4fdde090dd60699458421 \
-    --hash=sha256:fb043ee2f06b41473269765c2feae53fc2e2fbf96e5e22ca94fb5ad677856f06 \
-    --hash=sha256:fc3d34d4a8fbec3e88a79b92e5465e0f9b842b628675850d860b8bd300b159f5
+pillow==12.3.0 \
+    --hash=sha256:06ff022112bc9cbf83b60f8e028d94ad87b60621706487e65f673de61610ab59 \
+    --hash=sha256:0740a512dc522224c77d9aa5a8d70d8b7d73fb91f2c21125d8d025d3b8990e45 \
+    --hash=sha256:0847a763afefb695bc912d7c131e7e0632d4edc1d8698f58ddabec8e46b8b6d3 \
+    --hash=sha256:0dd2064cbc55aaec028ef5fbb60fa47bb6c3e7918e07ff17935284b227a9d2df \
+    --hash=sha256:0feb2e9d6ad6c9e3c06effe9d00f3f1e618a6643273576b016f591e9315a7139 \
+    --hash=sha256:1182d52bc2d5e5d7d0949503aa7e36d12f42205dc287e4883f407b1988820d39 \
+    --hash=sha256:164b31cd1a0490ab6efae01aa5df49da7061be0af1b30e035b6e9a1bfe34ee6e \
+    --hash=sha256:1657923d2d45afb66526e5b933e5b3052e6bdea196c90d3abb2424e18c77dae8 \
+    --hash=sha256:186941b6aef820ad110fb01fb06eb925374dc3a21b17e37ec9a53b250c6fe2d1 \
+    --hash=sha256:1cca606cd25738df4ed873d5ad46bbdb3d83b5cbca291f6b4ff13a4df6b0bbe8 \
+    --hash=sha256:21900ce7ba264168cd50defae43cd75d25c833ad4ad6e73ffc5596d12e25ac89 \
+    --hash=sha256:23aceaa007d6172b02c277f0cd359c79492bbb14f7072b4ede9fbcaf20648130 \
+    --hash=sha256:24870b09b224f7ae3c39ed07d10e819d06f8720bc551847b1d623832b5b0e28d \
+    --hash=sha256:251bf95b67017e27b13d82f5b326234ca62d70f9cf4c2b9032de2358a3b12c7b \
+    --hash=sha256:28ce87c5ab450a9dd970b52e5aca5fe63ed432d18a2eaddd1979a00a1ba24ace \
+    --hash=sha256:30f2aa603c41533cc25c05acd0da21636e84a315768feb631c937177db558931 \
+    --hash=sha256:331b624368d4f1d069149002f25f44bc61c8919ce8ddb3c45bdad8f6e2d89510 \
+    --hash=sha256:3b8182a766685eaa002637e28b4ec8d6b18819a0c71f579bf0dbaa5830297cce \
+    --hash=sha256:3edce1d53195db527e0191f84b71d02022de0540bf43a16ed734ed7537b07385 \
+    --hash=sha256:446c34dcc4324b084a53b705127dc15717b22c5e140ae0a3c38349d4efec071e \
+    --hash=sha256:4998562bf62a445225f22e07c896bb04b35b1b1f2eb6d760584c9c51d7a5f78c \
+    --hash=sha256:4b0a7fe987b14c31ebda6083f74f22b561fd3739bc0ac51e019622e3d72668c7 \
+    --hash=sha256:4e8c2a84d977f50b9daed6eeaf3baef67d00d5d74d932288f02cb94518ee3ace \
+    --hash=sha256:53aa02d20d10c3d814d536aa4e5ac9b84ca0ff5a88377963b085ad6822f93e64 \
+    --hash=sha256:571b9fcb07b97ef3a492028fb3d2dc0993ca23a06138b0315286566d29ef718a \
+    --hash=sha256:57b3d78c95ba9059768b10e28b813002261d3f3dfc55cc48b0c988f625175827 \
+    --hash=sha256:5afb51d599ea772b8365ae807ae557f18bccfe46ab261fd1c2a9ed700fc6eb17 \
+    --hash=sha256:6b02afb9b97f65fbca5f31db6a2a3ba21aa93030225f150fa3f249717e938fb4 \
+    --hash=sha256:71d6097b330eea8fd15097780c8e89cb1a8ce7838669f48c5bacd6f663dd4701 \
+    --hash=sha256:756c768d0c9c2955feb7a56c37ea24aea2e369f8d36a88da270b6a9f19e62b5e \
+    --hash=sha256:78cb2c6865a35ab8ff8b75fd122f6033b92a62c82801110e48ddd6c936a45d91 \
+    --hash=sha256:7a743ff716f746fc19a9557f60dab1600d4613255f8a7aeb3cdde4db7eb15a66 \
+    --hash=sha256:8728f216dcdb6e6d555cf971cb34076139ad74b31fc2c14da4fafc741c5f6217 \
+    --hash=sha256:877c3f311ff35410f690861c4409e7ccbf0cd2f878e50628a28e5a0bb689e658 \
+    --hash=sha256:8cd2f7bdda092d99c9fc2fb7391354f306d01443d22785d0cbfafa2e2c8bb418 \
+    --hash=sha256:962864dc93511324d51ddbb5b9f8731bf71675b93ca612a07441896f4688fb8c \
+    --hash=sha256:9cf95fe4d0f84c82d282745d9bb08ad9f926efa00be4697e767b814ce40d4330 \
+    --hash=sha256:9e881fca225083806662a5c43d627d215f258ff43c890f831966c7d7ba9c7402 \
+    --hash=sha256:a2b55dd6b2a4c4b7d87ffa56bdb33fdc5fdb9a462173861a7bc097f17d91cb09 \
+    --hash=sha256:a45650e8ce7fafffd731db8550230db6b0d306d181a90b67d3e6bca2f1990930 \
+    --hash=sha256:a876864214e136f0eb367788dbd7df045f4806801518e2cfe9e13229cfe06d8f \
+    --hash=sha256:ae26d61dfa7a47befdc7572b521024e8745f3d809bd95ca9505a7bba9ef849ec \
+    --hash=sha256:af8d94b0db561cf68b88a267c5c44b49e134f525d0dc2cb7ed413a66bc23559a \
+    --hash=sha256:b629de27fda84b42cde7edef0d85f13b958b47f6e9bbcbba9b673c562a89bd8b \
+    --hash=sha256:ba09209fbe443b4acccebe845d8a138b89a8f4fbaeedd44953490b5315d5e965 \
+    --hash=sha256:ba54cfebe86920a559a7c4d6b9050791c20513650a1952ebe3368c7dc70306f8 \
+    --hash=sha256:bf16ba1b4d0b6b7c8e534936632270cf70eb00dbe09005bc345b2677b726855c \
+    --hash=sha256:cf1845d02ad822a369a49f2bb9345b1614744267682e7a03527dc3bf6eea1777 \
+    --hash=sha256:d69141514cc30b774ceea5e3ed3a6635c8d8a96edf664689b890f4089111fb35 \
+    --hash=sha256:d9c7f76c0673154f044e9d78c8655fb4213f6ca31a836df48b40fe5d187717b9 \
+    --hash=sha256:dbce0b29841537a2fa4a214c2bbf14de3587c9680caa9b4e217568472490b28f \
+    --hash=sha256:dc624f6bc473dacdf7ef7eb8678d0d08edf15cd94fad6ae5c7d6cc67a4e4902f \
+    --hash=sha256:e158cb00350dc278f3b91551101aa7d12415a66ebf2c91d8d5ac14e56ddd3ad0 \
+    --hash=sha256:e491916b378fba47242221bb9ead245211b70d504f495d105d17b14a24b4907c \
+    --hash=sha256:e795b7eb908249c4e43c7c99fac7c2c75dab0c43566e37db472a355f63693d71 \
+    --hash=sha256:e91206ee562682b51b98ef4b26a6ef48fd84e15fd4c4bc5ec768eb641d206838 \
+    --hash=sha256:e9871b1ffbfa9656b60aeee92ed5136a5742696006fa322b29ea3d8da0ecc9cf \
+    --hash=sha256:e9aeb04d6aef139de265b29683e119b638208f88cf73cdd1658aa07221165321 \
+    --hash=sha256:f13c32a3abd6079a66d9526e18dad9b6d280384d49d7c54040cd57b6424041d9 \
+    --hash=sha256:f7401aebd7f581d7f83a439d87d474999317ee099218e5ad25d125290990ba65 \
+    --hash=sha256:fa4ecea169a355be7a3ade2c783e2ed12f0e40d2c5621cda8b3297faf7fbb9f5 \
+    --hash=sha256:fdafc9cce40277e0f7a0feabce0ee50dd2fa1800f3b38015e51296b5e814048d \
+    --hash=sha256:fe3cca2e4e8a592be0f269a1ca4835c25199d9f3ce815c8491048f785b0a0198 \
+    --hash=sha256:ffd0c5368496f41b0944be820fcb7a838aa6e623d250b01acf2643939c3f99d7
     # via matplotlib
 pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
diff --git a/requirements.txt b/requirements.txt
index 848411ece..2c10bae17 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -133,38 +133,38 @@ graphviz==0.21 \
     --hash=sha256:20743e7183be82aaaa8ad6c93f8893c923bd6658a04c32ee115edb3c8a835f78 \
     --hash=sha256:54f33de9f4f911d7e84e4191749cac8cc5653f815b06738c54db9a15ab8b1e42
     # via temoa
-highspy==1.14.0 \
-    --hash=sha256:02a987e0020bf28757df9efbdfd6abde6d501b64294f8201301958095dae7979 \
-    --hash=sha256:03538f68dff2038582d8aa7f5d05690ce459435f498ea0022869fe962d70d8ae \
-    --hash=sha256:03c9b39a9ca8fe973eb89093ac386a8606ac37beb0e637b1a9255e31bfe87ef3 \
-    --hash=sha256:2a8d0339887d65f5ef20c59be529af33115197d47f775ee21fca911a87d30f92 \
-    --hash=sha256:2f61406a287b19680ece9a8c0bc3926e31d26ad2b4df8ba49f22666ce762fb7d \
-    --hash=sha256:39339a7a000998ab26eb87add814222fcdc304d38cfba2f6e098189b53ef0a79 \
-    --hash=sha256:3d15faaab62b408320373540bfd5a7b9a48e9a01072b847f2270b8d5d881647c \
-    --hash=sha256:44d80756dde11941336933d777ae85b913c303fe40c3b7eb55fae0fe62bbea08 \
-    --hash=sha256:479be627bbdf7646dccf5621059b9416e6480c3ffa16998e6cc4de89c40a3716 \
-    --hash=sha256:68b944014ce307e24921c3bf904253d8849799ded819bda39a4b09359074ea0a \
-    --hash=sha256:6ba00a35b6c4b96eb2d20d75238c6046ecf82ac85a603706e5f588d28c3b3abf \
-    --hash=sha256:7290540f0352192e43bdc790a59a82cee1f8029bd8d6b9ca20b54b651256bab4 \
-    --hash=sha256:74ee022cc8cc0e3a576f9b2309287974ea80db68adf8c9f1c5698dc725ec0497 \
-    --hash=sha256:777ce930bc29a984826bc4e65ca7fec0407284a30877bc0d179dacc6bb7ee972 \
-    --hash=sha256:7a85730676ffc88eadca1721252bec168f6ffc0423f6141f6ad41f79bb441327 \
-    --hash=sha256:863a9363b624d0ef0a5a5bfcbe437bcd3891676c8b7c4d801462320b1387ef37 \
-    --hash=sha256:88db4d1ebefb119991ff16adb624c682ebc20fc586c86156843cb4be7c965d8a \
-    --hash=sha256:90b7074d4bc34a4390636aaf9e4232ae15d4536098f1f1f39f04329c08751148 \
-    --hash=sha256:a54d687522347348639a62df270f45546a3cbd84a6cd230dc41732e9559c766f \
-    --hash=sha256:a92b50e7508b90c6d65b315b7dd3b37c6d0db331e698052f7054da523e446eb4 \
-    --hash=sha256:b09cb5e3179a25fc615b8b0941130b0f71e19372c119f3dd620d63b54cd3ca4c \
-    --hash=sha256:ba290153919da6368e9144189060a496077a738522555e89403504d379e8d63f \
-    --hash=sha256:bdc317bc2572a591cf9f0f2415d4b0879f9f0a47bdff3cda44f85a943941e64b \
-    --hash=sha256:c0568d0fb514dc82776c3be1041988fe428c9df2be0ce98c1bff6382c0d2a5ba \
-    --hash=sha256:c10554bd0a37d4be126f24cbb7f5aca5a4252dd6e572b51b2433ad6d94ce7a9d \
-    --hash=sha256:c8f31f2635517c7d370be612a1e9102481483c749b9db786760dd489fad22519 \
-    --hash=sha256:cc9dfde9ad829f3463627dab84152ceb4c30c08b89b19226bf8f69d47a7fed5d \
-    --hash=sha256:e8eb72be8766717ec856cf5fa3fcadd8ddd59bee0f4d71d4f45ae0a2b861795f \
-    --hash=sha256:e991b5ac8af64d686f2a56fb59391b4bb81a50d647fe1e31a1b0ff34d9d2bb51 \
-    --hash=sha256:eb7c564ee426355671edf6ad17b2ece5aaa74f21b326ed5e7a8ba5bdc880f207 \
-    --hash=sha256:fc8ad7a6fc0a44c99b9aa3a3d0c3a917b50dfa8c61e332cb2ee1f7ea4c234e4f
+highspy==1.15.0 \
+    --hash=sha256:00502850652d543803193acbad6579c0d89f0ecc3b4263883a6eaffe043bccc7 \
+    --hash=sha256:02424d013726255cb944cc85293f8fb36702ebd859b0d4889d9862558e073667 \
+    --hash=sha256:0a9d77beac4d3aae98338563e5a647329858a34fb95e06f7ea52a7e8944b538c \
+    --hash=sha256:0bcd82346f7ac12eb7959813bbfcd3c62d61e0de39c3bff84ada66f312c3a1a1 \
+    --hash=sha256:0c0c95922f6207a7fbfd20b26be6fd6df0e09c9e64f29a95f9c636e31542cb88 \
+    --hash=sha256:234f95862f6f9c8058cec3f743ac33314f5cfceaa4ddcfec5dc80029fd7e132a \
+    --hash=sha256:2708ccae08b477050e7c423cb02342b86e585ec13bc82777f11f22168ac6b595 \
+    --hash=sha256:28e02fa61144c1f872f2f9f347fd2c33f25c0b70a73aa9440fe52760bb2f4b05 \
+    --hash=sha256:2dd38d53ed57ce2812f4cc2f8af674ec88c4e021be2fb97ecc95f09a851d44ff \
+    --hash=sha256:44bc6553e97d57b7e8ff835b991f73c70c56ba55954f17343052f51e041aa68a \
+    --hash=sha256:51fb287ecf45776dad4011bb957bdf1a78377b3f27600cf42456bb2a822e07f7 \
+    --hash=sha256:56d19388470c52e798fffde15e42b930b49d03a56aa51fc2620330354fbef0d8 \
+    --hash=sha256:6ba5b3770b456d2dbb28e8dda65e437d6e5b98a3988b991b65a81a6850e78f7b \
+    --hash=sha256:6d7789cbac15e09a308874ae88e2e8d2901a4aeb34c57f644ad89329154464ef \
+    --hash=sha256:711b2d23c5327907e71f73c21711181e9080b10eb73b5633122f6c8367fb3b86 \
+    --hash=sha256:7444ebbf9b38d50da4d5d78bd303ae01a6379bf955e7d38edfa5bc1da1fc3d5a \
+    --hash=sha256:7d015dc57ba5e5d8e37e0f64b9a8deeae66d4954831a23cd94ebe1b37c075990 \
+    --hash=sha256:8a49784100b91ac6bdd5272437ec13fc8c66274c605620507fc932ba95ff658b \
+    --hash=sha256:8cd88c3acc8228142636248d60b9582eccc5e807fac13c7e7968812784ddcec5 \
+    --hash=sha256:972a247f78944a6a79b34d2e30e4911e43c6c3ce2ffa0775d2c009d7ba602f31 \
+    --hash=sha256:a589ad03b5009eb99eb642d7ffc45e68448b2aef6d59f489542b0f91a6c90043 \
+    --hash=sha256:a5c67c60095468adc1f5dfa63f9ad627f261f1bce7a697010bd8bda9711d14f5 \
+    --hash=sha256:b83a2a05c9afdb8c5003455a6e5e97f0b9957d32b14b6e73522ddbdfa5994042 \
+    --hash=sha256:d8ee5d4d6f1b3995699467152751fbe2a33f3d920eb43d3882391971ae58d4b5 \
+    --hash=sha256:e21cc4c02fc60282fc055393fe7d499a934dff821e8db96e5b1e542b9fbcc729 \
+    --hash=sha256:e7443c50248df00d4a2e6e224cac2f008967d2a0c4d51e63e5654dd7f312ba44 \
+    --hash=sha256:e9284ea2c986364d29943ce4de185dd767c17d09c5d47c9fa7a7e668a5f8374a \
+    --hash=sha256:f4920b850ed04a1266a3a3a266aa91eaeebdb3a410f716bad8a0e59041e7b869 \
+    --hash=sha256:fa2ef051eddb5d6be9d672b0957614d0e9dc4e55fddbca2f9b893e0c32ded814 \
+    --hash=sha256:fe908d58d1dcd85312762fe4f9ea1b189e93c7621b5741e414dbad42da9fbd70 \
+    --hash=sha256:ffcf9652189dd06a2251d026c3bbdb15675194600c00f54d24ac10f8b71dcd0c
     # via temoa
 iniconfig==2.3.0 \
     --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
@@ -431,69 +431,71 @@ pandas==3.0.3 \
     #   salib
     #   seaborn
     #   temoa
-pillow==12.2.0 \
-    --hash=sha256:00a2865911330191c0b818c59103b58a5e697cae67042366970a6b6f1b20b7f9 \
-    --hash=sha256:01afa7cf67f74f09523699b4e88c73fb55c13346d212a59a2db1f86b0a63e8c5 \
-    --hash=sha256:03e7e372d5240cc23e9f07deca4d775c0817bffc641b01e9c3af208dbd300987 \
-    --hash=sha256:03f6fab9219220f041c74aeaa2939ff0062bd5c364ba9ce037197f4c6d498cd9 \
-    --hash=sha256:042db20a421b9bafecc4b84a8b6e444686bd9d836c7fd24542db3e7df7baad9b \
-    --hash=sha256:0a34329707af4f73cf1782a36cd2289c0368880654a2c11f027bcee9052d35dd \
-    --hash=sha256:144748b3af2d1b358d41286056d0003f47cb339b8c43a9ea42f5fea4d8c66b6e \
-    --hash=sha256:1610dd6c61621ae1cf811bef44d77e149ce3f7b95afe66a4512f8c59f25d9ebe \
-    --hash=sha256:1e1757442ed87f4912397c6d35a0db6a7b52592156014706f17658ff58bbf795 \
-    --hash=sha256:22db17c68434de69d8ecfc2fe821569195c0c373b25cccb9cbdacf2c6e53c601 \
-    --hash=sha256:2bb4a8d594eacdfc59d9e5ad972aa8afdd48d584ffd5f13a937a664c3e7db0ed \
-    --hash=sha256:2c727a6d53cb0018aadd8018c2b938376af27914a68a492f59dfcaca650d5eea \
-    --hash=sha256:2d192a155bbcec180f8564f693e6fd9bccff5a7af9b32e2e4bf8c9c69dbad6b5 \
-    --hash=sha256:2e5a76d03a6c6dcef67edabda7a52494afa4035021a79c8558e14af25313d453 \
-    --hash=sha256:325ca0528c6788d2a6c3d40e3568639398137346c3d6e66bb61db96b96511c98 \
-    --hash=sha256:390ede346628ccc626e5730107cde16c42d3836b89662a115a921f28440e6a3b \
-    --hash=sha256:3adc9215e8be0448ed6e814966ecf3d9952f0ea40eb14e89a102b87f450660d8 \
-    --hash=sha256:4bfd07bc812fbd20395212969e41931001fd59eb55a60658b0e5710872e95286 \
-    --hash=sha256:4e6c62e9d237e9b65fac06857d511e90d8461a32adcc1b9065ea0c0fa3a28150 \
-    --hash=sha256:50d8520da2a6ce0af445fa6d648c4273c3eeefbc32d7ce049f22e8b5c3daecc2 \
-    --hash=sha256:56b25336f502b6ed02e889f4ece894a72612fe885889a6e8c4c80239ff6e5f5f \
-    --hash=sha256:57850958fe9c751670e49b2cecf6294acc99e562531f4bd317fa5ddee2068463 \
-    --hash=sha256:58f62cc0f00fd29e64b29f4fd923ffdb3859c9f9e6105bfc37ba1d08994e8940 \
-    --hash=sha256:5c0a9f29ca8e79f09de89293f82fc9b0270bb4af1d58bc98f540cc4aedf03166 \
-    --hash=sha256:5cdfebd752ec52bf5bb4e35d9c64b40826bc5b40a13df7c3cda20a2c03a0f5ed \
-    --hash=sha256:5d2fd0fa6b5d9d1de415060363433f28da8b1526c1c129020435e186794b3795 \
-    --hash=sha256:62f5409336adb0663b7caa0da5c7d9e7bdbaae9ce761d34669420c2a801b2780 \
-    --hash=sha256:632ff19b2778e43162304d50da0181ce24ac5bb8180122cbe1bf4673428328c7 \
-    --hash=sha256:6562ace0d3fb5f20ed7290f1f929cae41b25ae29528f2af1722966a0a02e2aa1 \
-    --hash=sha256:6a6e67ea2e6feda684ed370f9a1c52e7a243631c025ba42149a2cc5934dec295 \
-    --hash=sha256:6a9adfc6d24b10f89588096364cc726174118c62130c817c2837c60cf08a392b \
-    --hash=sha256:6bb77b2dcb06b20f9f4b4a8454caa581cd4dd0643a08bacf821216a16d9c8354 \
-    --hash=sha256:7371b48c4fa448d20d2714c9a1f775a81155050d383333e0a6c15b1123dda005 \
-    --hash=sha256:766cef22385fa1091258ad7e6216792b156dc16d8d3fa607e7545b2b72061f1c \
-    --hash=sha256:7b14cc0106cd9aecda615dd6903840a058b4700fcb817687d0ee4fc8b6e389be \
-    --hash=sha256:7f84204dee22a783350679a0333981df803dac21a0190d706a50475e361c93f5 \
-    --hash=sha256:8023abc91fba39036dbce14a7d6535632f99c0b857807cbbbf21ecc9f4717f06 \
-    --hash=sha256:80b2da48193b2f33ed0c32c38140f9d3186583ce7d516526d462645fd98660ae \
-    --hash=sha256:8297651f5b5679c19968abefd6bb84d95fe30ef712eb1b2d9b2d31ca61267f4c \
-    --hash=sha256:88ddbc66737e277852913bd1e07c150cc7bb124539f94c4e2df5344494e0a612 \
-    --hash=sha256:8cbeb542b2ebc6fcdacabf8aca8c1a97c9b3ad3927d46b8723f9d4f033288a0f \
-    --hash=sha256:8e9c4f5b3c546fa3458a29ab22646c1c6c787ea8f5ef51300e5a60300736905e \
-    --hash=sha256:9aba9a17b623ef750a4d11b742cbafffeb48a869821252b30ee21b5e91392c50 \
-    --hash=sha256:9f08483a632889536b8139663db60f6724bfcb443c96f1b18855860d7d5c0fd4 \
-    --hash=sha256:a830b1a40919539d07806aa58e1b114df53ddd43213d9c8b75847eee6c0182b5 \
-    --hash=sha256:aa88ccfe4e32d362816319ed727a004423aab09c5cea43c01a4b435643fa34eb \
-    --hash=sha256:af73337013e0b3b46f175e79492d96845b16126ddf79c438d7ea7ff27783a414 \
-    --hash=sha256:b1c1fbd8a5a1af3412a0810d060a78b5136ec0836c8a4ef9aa11807f2a22f4e1 \
-    --hash=sha256:b86024e52a1b269467a802258c25521e6d742349d760728092e1bc2d135b4d76 \
-    --hash=sha256:d362d1878f00c142b7e1a16e6e5e780f02be8195123f164edf7eddd911eefe7c \
-    --hash=sha256:d5d38f1411c0ed9f97bcb49b7bd59b6b7c314e0e27420e34d99d844b9ce3b6f3 \
-    --hash=sha256:dac8d77255a37e81a2efcbd1fc05f1c15ee82200e6c240d7e127e25e365c39ea \
-    --hash=sha256:dd025009355c926a84a612fecf58bb315a3f6814b17ead51a8e48d3823d9087f \
-    --hash=sha256:deede7c263feb25dba4e82ea23058a235dcc2fe1f6021025dc71f2b618e26104 \
-    --hash=sha256:ee3120ae9dff32f121610bb08e4313be87e03efeadfc6c0d18f89127e24d0c24 \
-    --hash=sha256:eedf4b74eda2b5a4b2b2fb4c006d6295df3bf29e459e198c90ea48e130dc75c3 \
-    --hash=sha256:efd8c21c98c5cc60653bcb311bef2ce0401642b7ce9d09e03a7da87c878289d4 \
-    --hash=sha256:f1c943e96e85df3d3478f7b691f229887e143f81fedab9b20205349ab04d73ed \
-    --hash=sha256:f278f034eb75b4e8a13a54a876cc4a5ab39173d2cdd93a638e1b467fc545ac43 \
-    --hash=sha256:f3f40b3c5a968281fd507d519e444c35f0ff171237f4fdde090dd60699458421 \
-    --hash=sha256:fb043ee2f06b41473269765c2feae53fc2e2fbf96e5e22ca94fb5ad677856f06 \
-    --hash=sha256:fc3d34d4a8fbec3e88a79b92e5465e0f9b842b628675850d860b8bd300b159f5
+pillow==12.3.0 \
+    --hash=sha256:06ff022112bc9cbf83b60f8e028d94ad87b60621706487e65f673de61610ab59 \
+    --hash=sha256:0740a512dc522224c77d9aa5a8d70d8b7d73fb91f2c21125d8d025d3b8990e45 \
+    --hash=sha256:0847a763afefb695bc912d7c131e7e0632d4edc1d8698f58ddabec8e46b8b6d3 \
+    --hash=sha256:0dd2064cbc55aaec028ef5fbb60fa47bb6c3e7918e07ff17935284b227a9d2df \
+    --hash=sha256:0feb2e9d6ad6c9e3c06effe9d00f3f1e618a6643273576b016f591e9315a7139 \
+    --hash=sha256:1182d52bc2d5e5d7d0949503aa7e36d12f42205dc287e4883f407b1988820d39 \
+    --hash=sha256:164b31cd1a0490ab6efae01aa5df49da7061be0af1b30e035b6e9a1bfe34ee6e \
+    --hash=sha256:1657923d2d45afb66526e5b933e5b3052e6bdea196c90d3abb2424e18c77dae8 \
+    --hash=sha256:186941b6aef820ad110fb01fb06eb925374dc3a21b17e37ec9a53b250c6fe2d1 \
+    --hash=sha256:1cca606cd25738df4ed873d5ad46bbdb3d83b5cbca291f6b4ff13a4df6b0bbe8 \
+    --hash=sha256:21900ce7ba264168cd50defae43cd75d25c833ad4ad6e73ffc5596d12e25ac89 \
+    --hash=sha256:23aceaa007d6172b02c277f0cd359c79492bbb14f7072b4ede9fbcaf20648130 \
+    --hash=sha256:24870b09b224f7ae3c39ed07d10e819d06f8720bc551847b1d623832b5b0e28d \
+    --hash=sha256:251bf95b67017e27b13d82f5b326234ca62d70f9cf4c2b9032de2358a3b12c7b \
+    --hash=sha256:28ce87c5ab450a9dd970b52e5aca5fe63ed432d18a2eaddd1979a00a1ba24ace \
+    --hash=sha256:30f2aa603c41533cc25c05acd0da21636e84a315768feb631c937177db558931 \
+    --hash=sha256:331b624368d4f1d069149002f25f44bc61c8919ce8ddb3c45bdad8f6e2d89510 \
+    --hash=sha256:3b8182a766685eaa002637e28b4ec8d6b18819a0c71f579bf0dbaa5830297cce \
+    --hash=sha256:3edce1d53195db527e0191f84b71d02022de0540bf43a16ed734ed7537b07385 \
+    --hash=sha256:446c34dcc4324b084a53b705127dc15717b22c5e140ae0a3c38349d4efec071e \
+    --hash=sha256:4998562bf62a445225f22e07c896bb04b35b1b1f2eb6d760584c9c51d7a5f78c \
+    --hash=sha256:4b0a7fe987b14c31ebda6083f74f22b561fd3739bc0ac51e019622e3d72668c7 \
+    --hash=sha256:4e8c2a84d977f50b9daed6eeaf3baef67d00d5d74d932288f02cb94518ee3ace \
+    --hash=sha256:53aa02d20d10c3d814d536aa4e5ac9b84ca0ff5a88377963b085ad6822f93e64 \
+    --hash=sha256:571b9fcb07b97ef3a492028fb3d2dc0993ca23a06138b0315286566d29ef718a \
+    --hash=sha256:57b3d78c95ba9059768b10e28b813002261d3f3dfc55cc48b0c988f625175827 \
+    --hash=sha256:5afb51d599ea772b8365ae807ae557f18bccfe46ab261fd1c2a9ed700fc6eb17 \
+    --hash=sha256:6b02afb9b97f65fbca5f31db6a2a3ba21aa93030225f150fa3f249717e938fb4 \
+    --hash=sha256:71d6097b330eea8fd15097780c8e89cb1a8ce7838669f48c5bacd6f663dd4701 \
+    --hash=sha256:756c768d0c9c2955feb7a56c37ea24aea2e369f8d36a88da270b6a9f19e62b5e \
+    --hash=sha256:78cb2c6865a35ab8ff8b75fd122f6033b92a62c82801110e48ddd6c936a45d91 \
+    --hash=sha256:7a743ff716f746fc19a9557f60dab1600d4613255f8a7aeb3cdde4db7eb15a66 \
+    --hash=sha256:8728f216dcdb6e6d555cf971cb34076139ad74b31fc2c14da4fafc741c5f6217 \
+    --hash=sha256:877c3f311ff35410f690861c4409e7ccbf0cd2f878e50628a28e5a0bb689e658 \
+    --hash=sha256:8cd2f7bdda092d99c9fc2fb7391354f306d01443d22785d0cbfafa2e2c8bb418 \
+    --hash=sha256:962864dc93511324d51ddbb5b9f8731bf71675b93ca612a07441896f4688fb8c \
+    --hash=sha256:9cf95fe4d0f84c82d282745d9bb08ad9f926efa00be4697e767b814ce40d4330 \
+    --hash=sha256:9e881fca225083806662a5c43d627d215f258ff43c890f831966c7d7ba9c7402 \
+    --hash=sha256:a2b55dd6b2a4c4b7d87ffa56bdb33fdc5fdb9a462173861a7bc097f17d91cb09 \
+    --hash=sha256:a45650e8ce7fafffd731db8550230db6b0d306d181a90b67d3e6bca2f1990930 \
+    --hash=sha256:a876864214e136f0eb367788dbd7df045f4806801518e2cfe9e13229cfe06d8f \
+    --hash=sha256:ae26d61dfa7a47befdc7572b521024e8745f3d809bd95ca9505a7bba9ef849ec \
+    --hash=sha256:af8d94b0db561cf68b88a267c5c44b49e134f525d0dc2cb7ed413a66bc23559a \
+    --hash=sha256:b629de27fda84b42cde7edef0d85f13b958b47f6e9bbcbba9b673c562a89bd8b \
+    --hash=sha256:ba09209fbe443b4acccebe845d8a138b89a8f4fbaeedd44953490b5315d5e965 \
+    --hash=sha256:ba54cfebe86920a559a7c4d6b9050791c20513650a1952ebe3368c7dc70306f8 \
+    --hash=sha256:bf16ba1b4d0b6b7c8e534936632270cf70eb00dbe09005bc345b2677b726855c \
+    --hash=sha256:cf1845d02ad822a369a49f2bb9345b1614744267682e7a03527dc3bf6eea1777 \
+    --hash=sha256:d69141514cc30b774ceea5e3ed3a6635c8d8a96edf664689b890f4089111fb35 \
+    --hash=sha256:d9c7f76c0673154f044e9d78c8655fb4213f6ca31a836df48b40fe5d187717b9 \
+    --hash=sha256:dbce0b29841537a2fa4a214c2bbf14de3587c9680caa9b4e217568472490b28f \
+    --hash=sha256:dc624f6bc473dacdf7ef7eb8678d0d08edf15cd94fad6ae5c7d6cc67a4e4902f \
+    --hash=sha256:e158cb00350dc278f3b91551101aa7d12415a66ebf2c91d8d5ac14e56ddd3ad0 \
+    --hash=sha256:e491916b378fba47242221bb9ead245211b70d504f495d105d17b14a24b4907c \
+    --hash=sha256:e795b7eb908249c4e43c7c99fac7c2c75dab0c43566e37db472a355f63693d71 \
+    --hash=sha256:e91206ee562682b51b98ef4b26a6ef48fd84e15fd4c4bc5ec768eb641d206838 \
+    --hash=sha256:e9871b1ffbfa9656b60aeee92ed5136a5742696006fa322b29ea3d8da0ecc9cf \
+    --hash=sha256:e9aeb04d6aef139de265b29683e119b638208f88cf73cdd1658aa07221165321 \
+    --hash=sha256:f13c32a3abd6079a66d9526e18dad9b6d280384d49d7c54040cd57b6424041d9 \
+    --hash=sha256:f7401aebd7f581d7f83a439d87d474999317ee099218e5ad25d125290990ba65 \
+    --hash=sha256:fa4ecea169a355be7a3ade2c783e2ed12f0e40d2c5621cda8b3297faf7fbb9f5 \
+    --hash=sha256:fdafc9cce40277e0f7a0feabce0ee50dd2fa1800f3b38015e51296b5e814048d \
+    --hash=sha256:fe3cca2e4e8a592be0f269a1ca4835c25199d9f3ce815c8491048f785b0a0198 \
+    --hash=sha256:ffd0c5368496f41b0944be820fcb7a838aa6e623d250b01acf2643939c3f99d7
     # via matplotlib
 pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
diff --git a/uv.lock b/uv.lock
index fa9308404..be216a0c8 100644
--- a/uv.lock
+++ b/uv.lock
@@ -45,42 +45,43 @@ wheels = [
 
 [[package]]
 name = "ast-serialize"
-version = "0.5.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/81/9d/09e27731bd5864a9ce04e3244074e674bb8936bf62b45e0357248717adac/ast_serialize-0.5.0.tar.gz", hash = "sha256:5880091bfe6f4f986f22866375c2e884843e7a0b6343ae41aeea659613d879b6", size = 61157, upload-time = "2026-05-17T17:48:29.429Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c0/9a/13dde51ba9e15f8b97957ab7cb0120d0e381524d651c6bd630b9c359227f/ast_serialize-0.5.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:8f5c14f169eb0972c0c21bada5358b23d6047c76583b005234f865b11f1fa00a", size = 1183520, upload-time = "2026-05-17T17:47:30.831Z" },
-    { url = "https://files.pythonhosted.org/packages/37/de/5a7f0a9fe68944f536632a5af84676739c7d2582be42deb082634bf3a754/ast_serialize-0.5.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:7d1a2de9de5be04652f0ed60738356ef94f66db37924a9499fffe98dc491aa0b", size = 1175779, upload-time = "2026-05-17T17:47:32.551Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/81/0bb853e76e4f6e9a1855d569003c59e19ffac45f7079d91505d1bb212f92/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:be5173fb66f9b49026d9d5a2ff0fc7c7009077107c0eb285b2d60fdf1fe10bd1", size = 1233750, upload-time = "2026-05-17T17:47:34.731Z" },
-    { url = "https://files.pythonhosted.org/packages/e5/d3/4cf705beeccc08754d0bbda99aefff26110e209b9a07ac8a6b60eec48531/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f8015cd071ac1339924ee2b8098c93e00e155f30a16f40ec9816fcf84f4753f6", size = 1235942, upload-time = "2026-05-17T17:47:36.287Z" },
-    { url = "https://files.pythonhosted.org/packages/26/c8/ee097e437ea27dd2b8b227865c875492b585650a5802a22d82b304c8201b/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5499e8797edff2a9186aa313ed382c6b422e798e9332d9953badcee6e69a88f2", size = 1442517, upload-time = "2026-05-17T17:47:38.17Z" },
-    { url = "https://files.pythonhosted.org/packages/ff/bd/68063442838f1ba68ec72b5436430bc75b3bb17a1a3c3063f09b0c05ae2b/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:6848f2a093fb5548751a9a09bff8fcd229e2bbeb0e3331f391b6ae6d26cd9903", size = 1254081, upload-time = "2026-05-17T17:47:39.826Z" },
-    { url = "https://files.pythonhosted.org/packages/50/e2/1e520793bc6a4e4524a6ab022391e827825eaa0c3811828bfdc6852eca26/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:832d4c998e0b091fd60a6d6bceee535483c4d490de9ba85003af835225719261", size = 1259910, upload-time = "2026-05-17T17:47:41.369Z" },
-    { url = "https://files.pythonhosted.org/packages/4e/e1/49b60f467979979cfe6913b43948ff25bca971ad0591d181812f163a988e/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:16db7c62ec0b8efe1d7afd283a388d8f74f2605d56032e5a37747d2de8dba027", size = 1250678, upload-time = "2026-05-17T17:47:43.702Z" },
-    { url = "https://files.pythonhosted.org/packages/74/ba/66ab9555de6275677566f6574e5ef6c29cb185ea866f643bc06f8280a8ee/ast_serialize-0.5.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:baf5eb061eb5bccade4128ad42da33787d72f6013809cd1b590376ece8b3c937", size = 1301603, upload-time = "2026-05-17T17:47:46.256Z" },
-    { url = "https://files.pythonhosted.org/packages/66/42/6aca9b9abc710014b2be9059689e5dd1679339e78f567ffb4d255a9e2050/ast_serialize-0.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:104e4a35bd7c124173c41760ef9aaea17ddb3f86c65cb643671d59afbe3ee94c", size = 1410332, upload-time = "2026-05-17T17:47:47.899Z" },
-    { url = "https://files.pythonhosted.org/packages/47/68/2f76594432a22581ecf878b5e75a9b8601c24b2241cf0bbeb1e21fcf370c/ast_serialize-0.5.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:36be371028fc1675acb38a331bde160dbab7ff907fdf00b67eb6911aa106951b", size = 1509979, upload-time = "2026-05-17T17:47:50.942Z" },
-    { url = "https://files.pythonhosted.org/packages/40/ac/a93c9b58292653f6c595752f677a08e608f903b710594909e9231a389b3b/ast_serialize-0.5.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:061ee58bdb52341c8201a6df41182a977736bae3b7ded87ca7176ca25a8a47ab", size = 1505002, upload-time = "2026-05-17T17:47:54.093Z" },
-    { url = "https://files.pythonhosted.org/packages/14/2e/b278f68c497ee2f1d1576cbbef8db5281cd4a5f2db040537592ac9c8862e/ast_serialize-0.5.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:b15219e9cdc9f53f6f4cb51c009203507228226148c05c5e8fe451c28b435eb3", size = 1456231, upload-time = "2026-05-17T17:47:56.311Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/43/419be1c566a4c504cd8fd60ce2f84e790f295495c0f327cfaeadf3d51012/ast_serialize-0.5.0-cp314-cp314t-win32.whl", hash = "sha256:842d1c004bb466c7df036f95fabef789570541922b10976b12f5592a69cf0b38", size = 1058668, upload-time = "2026-05-17T17:47:58.305Z" },
-    { url = "https://files.pythonhosted.org/packages/03/6f/c9d4d549295ed05111aeb8853232d1afd9d0a179fddb01eeffbb3a4a6842/ast_serialize-0.5.0-cp314-cp314t-win_amd64.whl", hash = "sha256:b0c06d760909b095cc466356dfccd05a1c7233a6ca191c020dca2c6a6f16c24c", size = 1101075, upload-time = "2026-05-17T17:48:00.35Z" },
-    { url = "https://files.pythonhosted.org/packages/d0/8e/d00c5ab30c58222e07d62956fca86c59d91b9ad32997e633c38b526623a3/ast_serialize-0.5.0-cp314-cp314t-win_arm64.whl", hash = "sha256:787baedb0262cc49e8ce37cc15c00ae818e46a165a3b36f5e21ed174998104cb", size = 1075347, upload-time = "2026-05-17T17:48:01.753Z" },
-    { url = "https://files.pythonhosted.org/packages/e0/9e/dc2530acb3a60dc6e46d65abf27d1d9f86721694757906a148d90a6860de/ast_serialize-0.5.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:0668aa9459cfa8c9c49ddd2163ebcf43088ba045ef7492af6fe22e0098303101", size = 1191380, upload-time = "2026-05-17T17:48:03.738Z" },
-    { url = "https://files.pythonhosted.org/packages/26/0a/bd3d18a582f273d6c843d16bb9e22e9e16365ff7991e92f18f798e9f1224/ast_serialize-0.5.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:bf683d6363edf2b39eed6b6d4fe22d34b6203867a67e27134d9e2a2680c4bc4a", size = 1183879, upload-time = "2026-05-17T17:48:05.463Z" },
-    { url = "https://files.pythonhosted.org/packages/40/ae/1f919100f8620887af58fcc381c61a1f218cdf89c6e155f87b213e61010a/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9cc22cf0c9be65e71cf88fda130af60d61eb4a79370ad4cfe7900d48a4aa2211", size = 1244529, upload-time = "2026-05-17T17:48:07.008Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/ca/6376559dcce707cdbc1d0d9a13c8d3baaaa501e949ce0ebdc4230cd881aa/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:f66173891548c9f2726bf27957b41cabce12fa679dc6da505ddbde4d4b3b31cf", size = 1240560, upload-time = "2026-05-17T17:48:08.46Z" },
-    { url = "https://files.pythonhosted.org/packages/35/b2/a620e206b5aeb7efbf2710336df57d457cffbb3991076bbcc1147ef9abd4/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e42d729ef2be96a14efbad355093284739e3670ece3e534f82cc8832790911d9", size = 1451172, upload-time = "2026-05-17T17:48:09.922Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/e0/4ad5c04c24a40481b2935ce9a0ccdb6023dc8b667167d06ae530cc3512f2/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b725026bafa801dbd7310eb13a75f0a2e370e7e51b2cb225f9d21fcfadf919ee", size = 1265072, upload-time = "2026-05-17T17:48:11.469Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/71/4d1d479aa56d0101c40e17720c3d6ac2af7269ea0487a80b18e7bfd1a5b7/ast_serialize-0.5.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b54f60c1d78767a53b67eaa663f0dfac3afe606aa07f1301572f588b73d64809", size = 1270488, upload-time = "2026-05-17T17:48:13.575Z" },
-    { url = "https://files.pythonhosted.org/packages/6d/4f/0de1bbe06f6edef9fde4ed12ca8e7b3ec7e6e2bd4e672c5af487f7957665/ast_serialize-0.5.0-cp39-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:27d51654fc240a1e87e742d353d98eb45b75f62f129086b3596ab53df2ac2a43", size = 1260702, upload-time = "2026-05-17T17:48:15.141Z" },
-    { url = "https://files.pythonhosted.org/packages/75/61/e00872439cfdddcc3c1b6cdaa6e5d904ba8e26a18807c67c4e14409d0ca8/ast_serialize-0.5.0-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:2782c36237c46dd1674542f2109740ea5ea485a169bf1431939ada0434e17934", size = 1311182, upload-time = "2026-05-17T17:48:16.779Z" },
-    { url = "https://files.pythonhosted.org/packages/76/8e/699a5b955f7926956c95e9e1d74132acad73c2fe7a426f94da89123c20aa/ast_serialize-0.5.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:1943db345233cc7194a470f13afa9c59772c0b123dea0c9414c4d4ca54369759", size = 1421410, upload-time = "2026-05-17T17:48:18.527Z" },
-    { url = "https://files.pythonhosted.org/packages/a9/ae/d5b7626874478997adc7a29ab28accf21e596fb590c944290401dfd0b29e/ast_serialize-0.5.0-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:df1c00022cbbcb064bfaa505aa9c9295362443ce5dacb459d1331d3da353f887", size = 1516587, upload-time = "2026-05-17T17:48:20.133Z" },
-    { url = "https://files.pythonhosted.org/packages/0c/ce/b59e02a82d9c4244d64cde502e0b00e83e38816abe19155ceb5437402c7f/ast_serialize-0.5.0-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:cae65289fc456fde04af979a2be09302ef5d8ab92ef23e596d6746dc267ada27", size = 1515171, upload-time = "2026-05-17T17:48:21.921Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/38/d8d90042747d05aa08d4efcf1c99035a5f670a6bf4c214d31644392afbca/ast_serialize-0.5.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:239a4c354e8d676e9d94631d1d4a64edc6b266f86ff3a5a80aedd344f342c01d", size = 1464668, upload-time = "2026-05-17T17:48:23.544Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/51/5b840c4df7334104cecffa28f23904fe81ca89ca223d2450e288de39fd3c/ast_serialize-0.5.0-cp39-abi3-win32.whl", hash = "sha256:143a4ef63285a075871908fda3672dc21864b83a8ec3ee12304aa3e4c5387b9a", size = 1068311, upload-time = "2026-05-17T17:48:25.027Z" },
-    { url = "https://files.pythonhosted.org/packages/41/11/ca5672c7d491825bc4cd6702dea106a6b60d928707712ec257c7833ae476/ast_serialize-0.5.0-cp39-abi3-win_amd64.whl", hash = "sha256:cf25572c526add400f26a4750dc6ce0c3bb93fc1f75e7ae0cad4ce4f2cd5c590", size = 1108931, upload-time = "2026-05-17T17:48:26.591Z" },
-    { url = "https://files.pythonhosted.org/packages/45/19/cc8bd127d28a43da249aa955cfd164cf8fd534e79e42cea96c4854d72fd0/ast_serialize-0.5.0-cp39-abi3-win_arm64.whl", hash = "sha256:92a31c9c20d25a076edaeec76b128a3535d74a24f340b9a8a7e96c9b86dc9642", size = 1081181, upload-time = "2026-05-17T17:48:28.122Z" },
+version = "0.6.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/58/ad/0d70a3a2d6e01968d985415259e8ec7ad3f777903f9b1c1f3c8c44642c60/ast_serialize-0.6.0.tar.gz", hash = "sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe", size = 61489, upload-time = "2026-06-30T20:02:55.555Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3f/12/3e5f575f156555547c250a8b0d1347517a3a20fc7f4492e9703a69d4f45e/ast_serialize-0.6.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264", size = 1177640, upload-time = "2026-06-30T20:02:06.708Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/a4/921a9e27951627983b0f368859ea00f8330a551dc0bf4c2fdcb11855a98b/ast_serialize-0.6.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc", size = 1168111, upload-time = "2026-06-30T20:02:08.366Z" },
+    { url = "https://files.pythonhosted.org/packages/00/69/950cf404de7b8782cf95e5c1237e25e2aa46177b287f39f9eeddf481fd6f/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516", size = 1227656, upload-time = "2026-06-30T20:02:09.843Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/a8/46f8f6a6479d9d2273980957bb091a506c55f5b95d3c029ee58518a78407/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089", size = 1227706, upload-time = "2026-06-30T20:02:11.367Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/b9/9ac415bda0a40e49eab8fea3b2741c19c98bb84d57d62c4cfc6230eb67be/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c", size = 1431705, upload-time = "2026-06-30T20:02:12.737Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/06/8807115d441444879f7561b5eede5ac18fc80392f11826d61ccf31f503b1/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8", size = 1249533, upload-time = "2026-06-30T20:02:14.571Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/c0/c2ba82ef9618650357d9421a1fdb27ffec862a7f57e8e2de82a3ccd11e12/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f", size = 1252619, upload-time = "2026-06-30T20:02:16.219Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/a7/fa31d52dd4102cede29fb9634e98d214129b2783b4f95528c6dc6a8f6587/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66", size = 1242983, upload-time = "2026-06-30T20:02:17.813Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/20/ddf742b5ad3c4bafd3466f2265037cfd99bc1b9a5ee46a5d58c90d523242/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b", size = 1296148, upload-time = "2026-06-30T20:02:19.146Z" },
+    { url = "https://files.pythonhosted.org/packages/24/cb/9f6f217cce8b3b632c5568b478d195a35e79dce4dbe309438cb89ba6ea4f/ast_serialize-0.6.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a", size = 1403826, upload-time = "2026-06-30T20:02:20.696Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/f8/9d16d4f0107a183924425cc0e7618d8bf76f96b45afa9ff19f924ed1ad57/ast_serialize-0.6.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554", size = 1502943, upload-time = "2026-06-30T20:02:22.034Z" },
+    { url = "https://files.pythonhosted.org/packages/80/dd/bbc1c38756350dddf7e24acae1c9482ef42051c267417e019aecc1ed4075/ast_serialize-0.6.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f", size = 1497632, upload-time = "2026-06-30T20:02:23.517Z" },
+    { url = "https://files.pythonhosted.org/packages/42/7e/9daffefcf5b97e6bb4c3e0b3c024c1aee9722f23d3cf7cd2ff80d6fb4a40/ast_serialize-0.6.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec", size = 1448858, upload-time = "2026-06-30T20:02:24.889Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/1f/f9baaab81a677ea0af7d2458cac2f94ebcc85958f8a3c15ba9d9e5dab653/ast_serialize-0.6.0-cp314-cp314t-win32.whl", hash = "sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a", size = 1052600, upload-time = "2026-06-30T20:02:26.263Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/1f/41b535866519512d8cf6669cb2cff7823b7672bb6279c0333b4ff89d7d9f/ast_serialize-0.6.0-cp314-cp314t-win_amd64.whl", hash = "sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24", size = 1095570, upload-time = "2026-06-30T20:02:27.639Z" },
+    { url = "https://files.pythonhosted.org/packages/50/64/e472fe3e3a2d33d874b987e8518aedf24562919e3b6161a4fa1797e89c0f/ast_serialize-0.6.0-cp314-cp314t-win_arm64.whl", hash = "sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14", size = 1067267, upload-time = "2026-06-30T20:02:28.949Z" },
+    { url = "https://files.pythonhosted.org/packages/52/19/ac8348ae8711c9b5ae834634f635780cab62a0f5e6f988882e048b89c2ae/ast_serialize-0.6.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596", size = 1185367, upload-time = "2026-06-30T20:02:30.427Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/f6/ec7ec652c51db77c2f61d8573338e13e4704303265ccc658cb4031d9f354/ast_serialize-0.6.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad", size = 1178657, upload-time = "2026-06-30T20:02:31.964Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/02/613a7534a41d0122f37d1e0c64aa8ac78bfb831f8c92f6db057a311abb3c/ast_serialize-0.6.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a", size = 1238620, upload-time = "2026-06-30T20:02:33.664Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/21/087957bba486242afc52f49b2d9e21c9dad00289356cf9efe67084015a9d/ast_serialize-0.6.0-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081", size = 1236075, upload-time = "2026-06-30T20:02:34.936Z" },
+    { url = "https://files.pythonhosted.org/packages/82/04/78128bbb170071c2c72a210a181f1c00e11cc1cec60a8beef747b07f9201/ast_serialize-0.6.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77", size = 1441348, upload-time = "2026-06-30T20:02:36.245Z" },
+    { url = "https://files.pythonhosted.org/packages/64/64/62fb99d6faf199b4c3e5b08a07136e9a0d7664bb249c6de3670e5b63e9b6/ast_serialize-0.6.0-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790", size = 1258580, upload-time = "2026-06-30T20:02:37.53Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/87/b4d6c38e0ccd5e85dc54cecdf933a152c60b28fe5d993a6d8a72fa6d5896/ast_serialize-0.6.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7", size = 1261693, upload-time = "2026-06-30T20:02:39.123Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/4b/3676ca2191f39bafb75f93f99b2f429ec464586158fece2165f3572805dc/ast_serialize-0.6.0-cp39-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b", size = 1252517, upload-time = "2026-06-30T20:02:40.511Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/58/494ef8c4b4acb2f4a265ac934caf45f792a08fe27d6b853de35ad991941a/ast_serialize-0.6.0-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b", size = 1304843, upload-time = "2026-06-30T20:02:41.961Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/f2/13736d920ab3d49bbee80ef1a277dd7b7aaf3b3545efd9d2a8114fe05525/ast_serialize-0.6.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32", size = 1413698, upload-time = "2026-06-30T20:02:44.179Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/5a/e046f3899e2acba4677d7427b76431443a1aa1a0e583dfb05b55b69d55cf/ast_serialize-0.6.0-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b", size = 1512209, upload-time = "2026-06-30T20:02:45.584Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/c7/e42aaca7bb2d22a7c06d5a8c7930086c5a334e93d716e6fa5e6647a4515f/ast_serialize-0.6.0-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a", size = 1508464, upload-time = "2026-06-30T20:02:46.942Z" },
+    { url = "https://files.pythonhosted.org/packages/95/93/5524a3dc6c3f593de3228ed9cbef73afa047625b7000ec21b7f58e6eb4d4/ast_serialize-0.6.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e", size = 1457164, upload-time = "2026-06-30T20:02:48.294Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/c0/36a6ffb4d653cf621427b4c4928671f53ad800c453474de2b82564a44ad9/ast_serialize-0.6.0-cp39-abi3-pyemscripten_2026_0_wasm32.whl", hash = "sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b", size = 863014, upload-time = "2026-06-30T20:02:49.742Z" },
+    { url = "https://files.pythonhosted.org/packages/09/c7/7d5ad8b49e1278e1c2a1e0274bd7850560b3f09313aa00c13bc8d5544792/ast_serialize-0.6.0-cp39-abi3-win32.whl", hash = "sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1", size = 1063165, upload-time = "2026-06-30T20:02:50.98Z" },
+    { url = "https://files.pythonhosted.org/packages/47/ae/6710c14ecb276031cf10249f6adf5a59e2d3fdb3b5183bd59f70524067ee/ast_serialize-0.6.0-cp39-abi3-win_amd64.whl", hash = "sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e", size = 1101444, upload-time = "2026-06-30T20:02:52.554Z" },
+    { url = "https://files.pythonhosted.org/packages/66/40/c53deb2cd0c9b0fb636d24d9f40924cf2e65028e6b20b10cd5c1eeb2c730/ast_serialize-0.6.0-cp39-abi3-win_arm64.whl", hash = "sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e", size = 1072965, upload-time = "2026-06-30T20:02:54.097Z" },
 ]
 
 [[package]]
@@ -505,43 +506,43 @@ wheels = [
 
 [[package]]
 name = "highspy"
-version = "1.14.0"
+version = "1.15.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/7a/66/e74b1a805f65c52666e3b54cfc1ba783e745c2c8a7abaae9e7ef2d9e7270/highspy-1.14.0.tar.gz", hash = "sha256:b09cb5e3179a25fc615b8b0941130b0f71e19372c119f3dd620d63b54cd3ca4c", size = 1654913, upload-time = "2026-04-06T15:53:31.738Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/c6/3d/83ee11de10ff6499efdb6edbb4586b472a4e9f982c0f6c5d3faa670bf1c3/highspy-1.14.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2a8d0339887d65f5ef20c59be529af33115197d47f775ee21fca911a87d30f92", size = 2311831, upload-time = "2026-04-06T15:52:08.042Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/74/51cfca0c382886e302c4e6b9a50f9b160d214a88b4bc5937f5f8e2452dd9/highspy-1.14.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:2f61406a287b19680ece9a8c0bc3926e31d26ad2b4df8ba49f22666ce762fb7d", size = 2122237, upload-time = "2026-04-06T15:52:09.587Z" },
-    { url = "https://files.pythonhosted.org/packages/78/69/a60f9dc033712f564089700441fb08c7f89db32bccab7926ef95db6b2306/highspy-1.14.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:74ee022cc8cc0e3a576f9b2309287974ea80db68adf8c9f1c5698dc725ec0497", size = 2409165, upload-time = "2026-04-06T15:52:11.067Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/c5/efa6d74704aa0bc5ffce9975553f6d13f4527e6fad8f79e7cacadfedd3d3/highspy-1.14.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:eb7c564ee426355671edf6ad17b2ece5aaa74f21b326ed5e7a8ba5bdc880f207", size = 2632243, upload-time = "2026-04-06T15:52:12.529Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/1f/a701fee9ca318e6d175d719f8916d090dd7c8100c28bc591adac9fc2db35/highspy-1.14.0-cp312-cp312-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:44d80756dde11941336933d777ae85b913c303fe40c3b7eb55fae0fe62bbea08", size = 2792226, upload-time = "2026-04-06T15:52:14.065Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/a4/b1db0018292e46d75d7aa7889f220d0fa0f2243a628e57790de80f1fc22f/highspy-1.14.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:6ba00a35b6c4b96eb2d20d75238c6046ecf82ac85a603706e5f588d28c3b3abf", size = 3465843, upload-time = "2026-04-06T15:52:15.692Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/41/64c4b290a5237e14fbc7e4812d110aecf457273bbade8b27ca9b9ea86c5b/highspy-1.14.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e991b5ac8af64d686f2a56fb59391b4bb81a50d647fe1e31a1b0ff34d9d2bb51", size = 4042641, upload-time = "2026-04-06T15:52:17.573Z" },
-    { url = "https://files.pythonhosted.org/packages/30/3a/cff37994f2fd313467749bc9939e5baab4aef0210c79547471d6bbda5e81/highspy-1.14.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c10554bd0a37d4be126f24cbb7f5aca5a4252dd6e572b51b2433ad6d94ce7a9d", size = 3712946, upload-time = "2026-04-06T15:52:19.466Z" },
-    { url = "https://files.pythonhosted.org/packages/6d/60/f328af00a9f05838e766aa7808dc733bb74a4fa79adcf5fdd665cfb8d7ed/highspy-1.14.0-cp312-cp312-win32.whl", hash = "sha256:7290540f0352192e43bdc790a59a82cee1f8029bd8d6b9ca20b54b651256bab4", size = 1955124, upload-time = "2026-04-06T15:52:20.965Z" },
-    { url = "https://files.pythonhosted.org/packages/69/ea/0b47c49b6df4474c603b6a232278d5d6e6afddcb9da5044e06dfec579222/highspy-1.14.0-cp312-cp312-win_amd64.whl", hash = "sha256:c0568d0fb514dc82776c3be1041988fe428c9df2be0ce98c1bff6382c0d2a5ba", size = 2323321, upload-time = "2026-04-06T15:52:22.418Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/2e/43b5d51852a8b06a079cc324ee877a91d2e87128ecd99905b45840b0fd3e/highspy-1.14.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:777ce930bc29a984826bc4e65ca7fec0407284a30877bc0d179dacc6bb7ee972", size = 2311865, upload-time = "2026-04-06T15:52:24.112Z" },
-    { url = "https://files.pythonhosted.org/packages/1d/49/7e1a308163954faa3e91cbc0f73282a24d99b9cb6e7314c6f4266fee88d5/highspy-1.14.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:479be627bbdf7646dccf5621059b9416e6480c3ffa16998e6cc4de89c40a3716", size = 2122334, upload-time = "2026-04-06T15:52:25.938Z" },
-    { url = "https://files.pythonhosted.org/packages/87/8c/8ae1a6f3f645deeaaf5522ebd47c61f7d856e8883dd5e7f51318e00ca287/highspy-1.14.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:863a9363b624d0ef0a5a5bfcbe437bcd3891676c8b7c4d801462320b1387ef37", size = 2409256, upload-time = "2026-04-06T15:52:27.306Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/40/501586f760677501f3b2f19f0b7236515d06c08db29ccaae838a6f20c05d/highspy-1.14.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ba290153919da6368e9144189060a496077a738522555e89403504d379e8d63f", size = 2632208, upload-time = "2026-04-06T15:52:29.122Z" },
-    { url = "https://files.pythonhosted.org/packages/ad/0c/a4137e3fd564fe2615093771463d66fa74cc4a2a94e6b68c15a0f8572218/highspy-1.14.0-cp313-cp313-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:bdc317bc2572a591cf9f0f2415d4b0879f9f0a47bdff3cda44f85a943941e64b", size = 2792091, upload-time = "2026-04-06T15:52:30.586Z" },
-    { url = "https://files.pythonhosted.org/packages/af/91/aa3d6758212f4bb14c4c424053932a030ead226f8138da396a0bb6216d66/highspy-1.14.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:02a987e0020bf28757df9efbdfd6abde6d501b64294f8201301958095dae7979", size = 3466025, upload-time = "2026-04-06T15:52:32.209Z" },
-    { url = "https://files.pythonhosted.org/packages/64/10/25cd0fe6b0dfbae39bee2b7a6dfb91e29b1c78a338e537eb5fc8475ea03d/highspy-1.14.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:03c9b39a9ca8fe973eb89093ac386a8606ac37beb0e637b1a9255e31bfe87ef3", size = 4043109, upload-time = "2026-04-06T15:52:34.203Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/27/4dbcba90d2c8b2ddcd3157d62f5531c2bfa75a3e360b8f05ac52996b489b/highspy-1.14.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:a92b50e7508b90c6d65b315b7dd3b37c6d0db331e698052f7054da523e446eb4", size = 3712794, upload-time = "2026-04-06T15:52:36.163Z" },
-    { url = "https://files.pythonhosted.org/packages/de/5a/72d9840b26b0b26916bd7624d606f31a0ce83f14709fcfaf52df31e29898/highspy-1.14.0-cp313-cp313-win32.whl", hash = "sha256:e8eb72be8766717ec856cf5fa3fcadd8ddd59bee0f4d71d4f45ae0a2b861795f", size = 1955044, upload-time = "2026-04-06T15:52:37.532Z" },
-    { url = "https://files.pythonhosted.org/packages/22/7e/89f07a03ff9f5460043ba4815583fd3fda22aa6d088be3fb730346ccae63/highspy-1.14.0-cp313-cp313-win_amd64.whl", hash = "sha256:3d15faaab62b408320373540bfd5a7b9a48e9a01072b847f2270b8d5d881647c", size = 2323514, upload-time = "2026-04-06T15:52:38.939Z" },
-    { url = "https://files.pythonhosted.org/packages/27/d4/2658ccfef1c31e25a29e337c9ede3107394fad0a9535820a096cd50ad055/highspy-1.14.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:cc9dfde9ad829f3463627dab84152ceb4c30c08b89b19226bf8f69d47a7fed5d", size = 2317451, upload-time = "2026-04-06T15:52:40.659Z" },
-    { url = "https://files.pythonhosted.org/packages/fc/f8/7d9be61c80a6daa782bf51b4324bf8425896bf120809ca804ad08f69d12e/highspy-1.14.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:fc8ad7a6fc0a44c99b9aa3a3d0c3a917b50dfa8c61e332cb2ee1f7ea4c234e4f", size = 2121732, upload-time = "2026-04-06T15:52:42.189Z" },
-    { url = "https://files.pythonhosted.org/packages/01/eb/47f960ccb56986c2c9ef4ce9f293bae95de7c22a662f6c45b844c316d7ff/highspy-1.14.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:39339a7a000998ab26eb87add814222fcdc304d38cfba2f6e098189b53ef0a79", size = 2410647, upload-time = "2026-04-06T15:52:43.674Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/38/3b37047686105955e2d54ec753c3b9e9d135bdd8e5ee1df310a87be25472/highspy-1.14.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c8f31f2635517c7d370be612a1e9102481483c749b9db786760dd489fad22519", size = 2632928, upload-time = "2026-04-06T15:52:45.373Z" },
-    { url = "https://files.pythonhosted.org/packages/23/73/2a6673db80a5388f364d0f7218af08aebbfc05c866d1b4cc2ec79bc4d822/highspy-1.14.0-cp314-cp314-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:68b944014ce307e24921c3bf904253d8849799ded819bda39a4b09359074ea0a", size = 2791407, upload-time = "2026-04-06T15:52:47.051Z" },
-    { url = "https://files.pythonhosted.org/packages/53/4b/75f862b96420dd77a5f88d6401212534833b99aa0ef971d4eddfd227f913/highspy-1.14.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:03538f68dff2038582d8aa7f5d05690ce459435f498ea0022869fe962d70d8ae", size = 3471297, upload-time = "2026-04-06T15:52:48.892Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/17/564c24dcc05d6f11876485654956dfb6b2f4ba17f21ecafe84b059a17ab4/highspy-1.14.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:a54d687522347348639a62df270f45546a3cbd84a6cd230dc41732e9559c766f", size = 4045124, upload-time = "2026-04-06T15:52:50.383Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/34/a611fe3271be165fb13a7b85970820579515d652bd59f69aed001ed2ff98/highspy-1.14.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:88db4d1ebefb119991ff16adb624c682ebc20fc586c86156843cb4be7c965d8a", size = 3713436, upload-time = "2026-04-06T15:52:51.849Z" },
-    { url = "https://files.pythonhosted.org/packages/e7/0d/001726678facdd7ca435d430bf039732cc50d77fdbd6231fd3bac428893b/highspy-1.14.0-cp314-cp314-win32.whl", hash = "sha256:7a85730676ffc88eadca1721252bec168f6ffc0423f6141f6ad41f79bb441327", size = 1999958, upload-time = "2026-04-06T15:52:54.154Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/4d/c7f2b5c23c4b7103095a9959add5119c5653c17c6bc7817fd003bd3ba8c6/highspy-1.14.0-cp314-cp314-win_amd64.whl", hash = "sha256:90b7074d4bc34a4390636aaf9e4232ae15d4536098f1f1f39f04329c08751148", size = 2410786, upload-time = "2026-04-06T15:52:56.161Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/28/f3/50fafb8bad3d81921dbd9fccb66cec71a4b8b6cc8a8532f4a46bbe2f6ef1/highspy-1.15.0.tar.gz", hash = "sha256:f4920b850ed04a1266a3a3a266aa91eaeebdb3a410f716bad8a0e59041e7b869", size = 1702813, upload-time = "2026-06-28T08:29:02.466Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a3/59/81ce7ad50927f17e87e24c8926c9eb95d3ceab2a1a253afbc7b243f4046d/highspy-1.15.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2708ccae08b477050e7c423cb02342b86e585ec13bc82777f11f22168ac6b595", size = 4875538, upload-time = "2026-06-28T08:28:00.423Z" },
+    { url = "https://files.pythonhosted.org/packages/06/39/1f70106a8ae47d29c302ff4eab6442948d70b9ed9e1eed3974e9e1b69967/highspy-1.15.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a5c67c60095468adc1f5dfa63f9ad627f261f1bce7a697010bd8bda9711d14f5", size = 4471721, upload-time = "2026-06-28T08:28:02.16Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/e8/dfd818ea64738427d0bed291985772ea5ff9e131cf8499c599cbf838821d/highspy-1.15.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0bcd82346f7ac12eb7959813bbfcd3c62d61e0de39c3bff84ada66f312c3a1a1", size = 4632031, upload-time = "2026-06-28T08:28:03.6Z" },
+    { url = "https://files.pythonhosted.org/packages/86/88/1ac6cc89c53ea389ebd38582c6ffef5bdc2c7b8bb8dce0a5101f61deee3c/highspy-1.15.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6ba5b3770b456d2dbb28e8dda65e437d6e5b98a3988b991b65a81a6850e78f7b", size = 5030227, upload-time = "2026-06-28T08:28:05.214Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/e5/2379b70573718aa6e626f1507ee43703934cf14af984ae5392819e14056e/highspy-1.15.0-cp312-cp312-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:972a247f78944a6a79b34d2e30e4911e43c6c3ce2ffa0775d2c009d7ba602f31", size = 5857521, upload-time = "2026-06-28T08:28:06.844Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/c3/b7bb9290ace30aae8b44e99cf7938a55f31706957cda03e0a4f5e438282b/highspy-1.15.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a589ad03b5009eb99eb642d7ffc45e68448b2aef6d59f489542b0f91a6c90043", size = 6190007, upload-time = "2026-06-28T08:28:08.374Z" },
+    { url = "https://files.pythonhosted.org/packages/80/b2/1774164cc03dbf371c6d6682deee83f5014bdade8d9279b2ce68d1f0a749/highspy-1.15.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e7443c50248df00d4a2e6e224cac2f008967d2a0c4d51e63e5654dd7f312ba44", size = 7242403, upload-time = "2026-06-28T08:28:09.976Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/d7/386e6f5dc6027ba66515bb8a4255c842ff38801b00e86bbb70ca50e0737b/highspy-1.15.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:00502850652d543803193acbad6579c0d89f0ecc3b4263883a6eaffe043bccc7", size = 6645186, upload-time = "2026-06-28T08:28:11.725Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/8e/7ef5e3ffde12987ef969d3165fa5fdd70b601ac299db00c2d46b002b67da/highspy-1.15.0-cp312-cp312-win32.whl", hash = "sha256:8cd88c3acc8228142636248d60b9582eccc5e807fac13c7e7968812784ddcec5", size = 2301274, upload-time = "2026-06-28T08:28:13.329Z" },
+    { url = "https://files.pythonhosted.org/packages/46/e9/66cb22b7243969bf289f78a323c45366b89d4023ee60d43cd5f86d9ef60b/highspy-1.15.0-cp312-cp312-win_amd64.whl", hash = "sha256:8a49784100b91ac6bdd5272437ec13fc8c66274c605620507fc932ba95ff658b", size = 2702711, upload-time = "2026-06-28T08:28:14.822Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/50/60fa8f1510324674ca5a3fb3e3c8e4b7b414b9cae63c4d677019dde13e24/highspy-1.15.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:7444ebbf9b38d50da4d5d78bd303ae01a6379bf955e7d38edfa5bc1da1fc3d5a", size = 4875612, upload-time = "2026-06-28T08:28:16.115Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/e5/6b4e99feadc59c0b68f8db20418dffcaa9fc73351e5bb9e9d1fef50a8342/highspy-1.15.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0c0c95922f6207a7fbfd20b26be6fd6df0e09c9e64f29a95f9c636e31542cb88", size = 4471693, upload-time = "2026-06-28T08:28:17.578Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/20/fa0965e5fc7d7cb01674004ac8137e01de09755879fa7ed94b3c535f6167/highspy-1.15.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ffcf9652189dd06a2251d026c3bbdb15675194600c00f54d24ac10f8b71dcd0c", size = 4632187, upload-time = "2026-06-28T08:28:18.941Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/6e/f2abd5aae306556589aab1f756042fe45fea2274a6c630d0211934c78305/highspy-1.15.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fa2ef051eddb5d6be9d672b0957614d0e9dc4e55fddbca2f9b893e0c32ded814", size = 5030267, upload-time = "2026-06-28T08:28:20.579Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/21/517cfcd46c8cdaea56effd632cd6f6a64b3490d4f611b383891ebd126d69/highspy-1.15.0-cp313-cp313-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:51fb287ecf45776dad4011bb957bdf1a78377b3f27600cf42456bb2a822e07f7", size = 5857537, upload-time = "2026-06-28T08:28:22.091Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/65/0806f0d44ffd6023ba1b085805b7df203ff79a546d53568e80d293cd2a2b/highspy-1.15.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e21cc4c02fc60282fc055393fe7d499a934dff821e8db96e5b1e542b9fbcc729", size = 6189985, upload-time = "2026-06-28T08:28:23.851Z" },
+    { url = "https://files.pythonhosted.org/packages/59/bd/480aa747ca3810d6f1f400b432eec11d6d97cb8a74f7e547ece52f7f9521/highspy-1.15.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:234f95862f6f9c8058cec3f743ac33314f5cfceaa4ddcfec5dc80029fd7e132a", size = 7242486, upload-time = "2026-06-28T08:28:25.355Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/71/7c93a81d6143352d740e27e666d9c0dfe1c957586ba24a14e17d67cb4813/highspy-1.15.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:56d19388470c52e798fffde15e42b930b49d03a56aa51fc2620330354fbef0d8", size = 6645197, upload-time = "2026-06-28T08:28:27.098Z" },
+    { url = "https://files.pythonhosted.org/packages/97/d6/5c7d05b9aa299f43837a7dba1d09fb73ffa81176e97bdff0f4473c60bfbb/highspy-1.15.0-cp313-cp313-win32.whl", hash = "sha256:7d015dc57ba5e5d8e37e0f64b9a8deeae66d4954831a23cd94ebe1b37c075990", size = 2301252, upload-time = "2026-06-28T08:28:28.554Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/db/b2a7d9d9fc993dcbd50a15003be17c954ce400cba6909474872a7f9b9604/highspy-1.15.0-cp313-cp313-win_amd64.whl", hash = "sha256:02424d013726255cb944cc85293f8fb36702ebd859b0d4889d9862558e073667", size = 2702816, upload-time = "2026-06-28T08:28:30.013Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/cd/f6400a7f1682fb17a7a0b10faed8791bdbf59ddd47e0ee74c802166ef09a/highspy-1.15.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:0a9d77beac4d3aae98338563e5a647329858a34fb95e06f7ea52a7e8944b538c", size = 4876859, upload-time = "2026-06-28T08:28:31.356Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/5b/d548c9543bea1cd90093f6445e0abdf7650269c7b39aac0a3759035065d6/highspy-1.15.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:2dd38d53ed57ce2812f4cc2f8af674ec88c4e021be2fb97ecc95f09a851d44ff", size = 4472680, upload-time = "2026-06-28T08:28:32.772Z" },
+    { url = "https://files.pythonhosted.org/packages/83/65/d77f9e17127ef054505e78da70d61d294f270923c064e403fa183e84fa92/highspy-1.15.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6d7789cbac15e09a308874ae88e2e8d2901a4aeb34c57f644ad89329154464ef", size = 4633349, upload-time = "2026-06-28T08:28:34.259Z" },
+    { url = "https://files.pythonhosted.org/packages/50/d2/2475686fed11218ad419496fa91a50f48a9d17bd3a04c286cbb67bfb4c69/highspy-1.15.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:28e02fa61144c1f872f2f9f347fd2c33f25c0b70a73aa9440fe52760bb2f4b05", size = 5031042, upload-time = "2026-06-28T08:28:35.929Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/7d/c6c20381544ca7562e190ce12933a3a7b5b3479d48b9edf5d6888d176e5b/highspy-1.15.0-cp314-cp314-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:711b2d23c5327907e71f73c21711181e9080b10eb73b5633122f6c8367fb3b86", size = 5857291, upload-time = "2026-06-28T08:28:37.857Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/71/09794f595376bfd0a694607eaf4e616eef9c029e8e7c3736a92a0093888d/highspy-1.15.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d8ee5d4d6f1b3995699467152751fbe2a33f3d920eb43d3882391971ae58d4b5", size = 6193586, upload-time = "2026-06-28T08:28:39.318Z" },
+    { url = "https://files.pythonhosted.org/packages/30/d9/e1962a9400240cdb7807d190b68be15c26b0d26c9712db1c838a9d9a1a10/highspy-1.15.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:e9284ea2c986364d29943ce4de185dd767c17d09c5d47c9fa7a7e668a5f8374a", size = 7244327, upload-time = "2026-06-28T08:28:40.837Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/1a/7577ff434606410411f53b96b3f94d0ecca4b640693b825fc578120993d1/highspy-1.15.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b83a2a05c9afdb8c5003455a6e5e97f0b9957d32b14b6e73522ddbdfa5994042", size = 6645429, upload-time = "2026-06-28T08:28:42.703Z" },
+    { url = "https://files.pythonhosted.org/packages/30/0f/2de042c106442a88f97407362241fbceab81593354ba1e2a4063b9a122d1/highspy-1.15.0-cp314-cp314-win32.whl", hash = "sha256:44bc6553e97d57b7e8ff835b991f73c70c56ba55954f17343052f51e041aa68a", size = 2355116, upload-time = "2026-06-28T08:28:44.625Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/e9/f36f28811859900a671377dd6a8ae3f18e16c60f2ada12e2bf21bc4b71eb/highspy-1.15.0-cp314-cp314-win_amd64.whl", hash = "sha256:fe908d58d1dcd85312762fe4f9ea1b189e93c7621b5741e414dbad42da9fbd70", size = 2800144, upload-time = "2026-06-28T08:28:46.147Z" },
 ]
 
 [[package]]
@@ -698,62 +699,64 @@ wheels = [
 
 [[package]]
 name = "librt"
-version = "0.11.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/40/08/9e7f6b5d2b5bed6ad055cdd5925f192bb403a51280f86b56554d9d0699a2/librt-0.11.0.tar.gz", hash = "sha256:075dc3ef4458a278e0195cbf6ac9d38808d9b906c5a6c7f7f79c3888276a3fb1", size = 200139, upload-time = "2026-05-10T18:17:25.138Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/8b/d0/07c77e067f0838949b43bd89232c29d72efebb9d2801a9750184eb706b71/librt-0.11.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:b87504f1690a23b9a2cca841191a04f83895d4fc2dd04df91d82b1a04ca2ad46", size = 144147, upload-time = "2026-05-10T18:15:53.227Z" },
-    { url = "https://files.pythonhosted.org/packages/7a/24/8493538fa4f62f982686398a5b8f68008138a75086abdea19ade64bf4255/librt-0.11.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:40071fc5fe0ce8daa6de616702314a01e1250711682b0523d6ab8d4525910cb3", size = 143614, upload-time = "2026-05-10T18:15:54.657Z" },
-    { url = "https://files.pythonhosted.org/packages/ff/1e/f8bad050810d9171f34a1648ed910e56814c2ba61639f2bd53c6377ae24b/librt-0.11.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:137e79445c896a0ea7b265f52d23954e05b64222ee1af69e2cb34219067cbb67", size = 485538, upload-time = "2026-05-10T18:15:56.117Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/fe/3594ebfbaf03084ba4b120c9ba5c3183fd938a48725e9bbe6ff0a5159ad8/librt-0.11.0-cp312-cp312-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:cca6644054e78746d8d4ef238681f9c34ff8b584fe6b988ecebb8db3b15e622a", size = 479623, upload-time = "2026-05-10T18:15:57.544Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/da/5d1876984b3746c85dbd219dbfcb73c85f54ee263fd32e5b2a632ec14571/librt-0.11.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d5b0eea49f5562861ee8d757a32ef7d559c1d35be2aaaa1ec28941d74c9ffc8a", size = 513082, upload-time = "2026-05-10T18:15:58.805Z" },
-    { url = "https://files.pythonhosted.org/packages/19/6e/55bdf5d5ca00c3e18430690bf2c953d8d3ffd3c337418173d33dec985dc9/librt-0.11.0-cp312-cp312-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:0d1029d7e1ae1a7e647ed6fb5df8c4ce2dffefb7a9f5fd1376a4554d96dac09f", size = 508105, upload-time = "2026-05-10T18:16:00.2Z" },
-    { url = "https://files.pythonhosted.org/packages/07/10/f1f23a7c595ee90ece4d35c851e5d104b1311a887ed1b4ac4c35bbd13da8/librt-0.11.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:bc3ce6b33c5828d9e80592011a5c584cb2ce86edbc4088405f70da47dc1d1b3b", size = 522268, upload-time = "2026-05-10T18:16:01.708Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/02/5720f5697a7f54b78b3aefbe20df3a48cedcff1276618c4aa481177942ed/librt-0.11.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:936c5995f3514a42111f20099397d8177c79b4d7e70961e396c6f5a0a3566766", size = 527348, upload-time = "2026-05-10T18:16:03.496Z" },
-    { url = "https://files.pythonhosted.org/packages/50/db/b4a47c6f91db4ff76348a0b3dd0cc65e090a078b765a810a62ff9434c3d3/librt-0.11.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:9bc0ca6ad9381cbe8e4aa6e5726e4c80c78115a6e9723c599ed1d73e092bc49d", size = 516294, upload-time = "2026-05-10T18:16:05.173Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/58/9384b2f4eb1ed1d273d40948a7c5c4b2360213b402ef3be4641c06299f9c/librt-0.11.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:070aa8c26c0a74774317a72df8851facc7f0f012a5b406557ac56992d92e1ec8", size = 553608, upload-time = "2026-05-10T18:16:06.839Z" },
-    { url = "https://files.pythonhosted.org/packages/21/7b/5aa8848a7c6a9278c79375146da1812e695754ceec5f005e6043461a7315/librt-0.11.0-cp312-cp312-win32.whl", hash = "sha256:6bf14feb84b05ae945277395451998c89c54d0def4070eb5c08de544930b245a", size = 101879, upload-time = "2026-05-10T18:16:08.103Z" },
-    { url = "https://files.pythonhosted.org/packages/37/33/8a745436944947575b584231750a41417de1a38cf6a2e9251d1065651c09/librt-0.11.0-cp312-cp312-win_amd64.whl", hash = "sha256:75672f0bc524ede266287d532d7923dbce94c7514ad07627bac3d0c6d92cc4d9", size = 119831, upload-time = "2026-05-10T18:16:09.174Z" },
-    { url = "https://files.pythonhosted.org/packages/59/67/a6739ac96e28b7855808bdb0370e250606104a859750d209e5a0716fe7ab/librt-0.11.0-cp312-cp312-win_arm64.whl", hash = "sha256:2f10cf143e4a9bb0f4f5af568a00df94a2d69ef41c2579584454bb0fe5cc642c", size = 103470, upload-time = "2026-05-10T18:16:10.369Z" },
-    { url = "https://files.pythonhosted.org/packages/82/61/e59168d4d0bf2bf90f4f0caf7a001bfc60254c3af4586013b04dc3ef517b/librt-0.11.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:78dc31f7fdfe9c9d0eb0e8f42d139db230e826415bbcabd9f0e9faaaee909894", size = 144119, upload-time = "2026-05-10T18:16:11.771Z" },
-    { url = "https://files.pythonhosted.org/packages/61/fd/caa1d60b12f7dd79ccea23054e06eeaebe266a5f52c40a6b651069200ce5/librt-0.11.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:fa475675db22290c3158e1d42326d0f5a65f04f44a0e68c3630a25b53560fb9c", size = 143565, upload-time = "2026-05-10T18:16:13.334Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/a9/dc744f5c2b4978d48db970be29f22716d3413d28b14ad99740817315cf2c/librt-0.11.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:621db29691044bdeda22e789e482e1b0f3a985d90e3426c9c6d17606416205ea", size = 485395, upload-time = "2026-05-10T18:16:14.729Z" },
-    { url = "https://files.pythonhosted.org/packages/8f/21/7f8e97a1e4dae952a5a95948f6f8507a173bc1e669f54340bba6ca1ca31b/librt-0.11.0-cp313-cp313-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:a9010e2ed5b3a9e158c5fd966b3ab7e834bb3d3aacc8f66c91dd4b57a3799230", size = 479383, upload-time = "2026-05-10T18:16:16.321Z" },
-    { url = "https://files.pythonhosted.org/packages/a6/6d/d8ee9c114bebf2c50e29ec2aa940826fccb62a645c3e4c18760987d0e16d/librt-0.11.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7c39513d8b7477a2e1ed8c43fc21c524e8d5a0f8d4e8b7b074dbdbe7820a08e2", size = 513010, upload-time = "2026-05-10T18:16:17.647Z" },
-    { url = "https://files.pythonhosted.org/packages/f0/43/0b5708af2bd30a46400e72ba6bdaa8f066f15fb9a688527e34220e8d6c06/librt-0.11.0-cp313-cp313-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7aef3cf1d5af86e770ab04bfd993dfc4ae8b8c17f66fb77dd4a7d50de7bbb1a3", size = 508433, upload-time = "2026-05-10T18:16:19.309Z" },
-    { url = "https://files.pythonhosted.org/packages/4a/50/356187247d09013490481033183b3532b58acf8028bcb34b2b56a375c9b2/librt-0.11.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:557183ddc36babe46b27dd60facbd5adb4492181a5be887587d57cda6e092f21", size = 522595, upload-time = "2026-05-10T18:16:20.642Z" },
-    { url = "https://files.pythonhosted.org/packages/40/e7/c6ac4240899c7f3248079d5a9900debe0dadb3fdeaf856684c987105ba47/librt-0.11.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:83d3e1f72bd42f6c5c0b7daec530c3f829bd02db42c70b8ddf0c2d90a2459930", size = 527255, upload-time = "2026-05-10T18:16:22.352Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/b5/a81322dbeedeeaf9c1ee6f001734d28a09d8383ac9e6779bc24bbd0743c6/librt-0.11.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:4ce1f21fbe589bc1afd7872dece84fb0e1144f794a288e58a10d2c54a55c43be", size = 516847, upload-time = "2026-05-10T18:16:23.627Z" },
-    { url = "https://files.pythonhosted.org/packages/ae/66/6e6323787d592b55204a42595ff1102da5115601b53a7e9ddebc889a6da5/librt-0.11.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:970b09f7044ea2b64c9da42fd3d335666518cfd1c6e8a182c95da73d0214b41e", size = 553920, upload-time = "2026-05-10T18:16:25.025Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/21/623f8ca230857102066d9ca8c6c1734995908c4d0d1bee7bb2ef0021cb33/librt-0.11.0-cp313-cp313-win32.whl", hash = "sha256:78fddc31cd4d3caa897ad5d31f856b1faadc9474021ad6cb182b9018793e254e", size = 101898, upload-time = "2026-05-10T18:16:26.649Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/1d/b4ebd44dd723f768469007515cb92251e0ae286c94c140f374801140fa74/librt-0.11.0-cp313-cp313-win_amd64.whl", hash = "sha256:8ca8aa88751a775870b764e93bad5135385f563cb8dcee399abf034ea4d3cb47", size = 119812, upload-time = "2026-05-10T18:16:27.859Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/e4/b2f4ca7965ca373b491cdb4bc25cdb30c1649ca81a8782056a83850292a9/librt-0.11.0-cp313-cp313-win_arm64.whl", hash = "sha256:96f044bb325fd9cf1a723015638c219e9143f0dfbc0ca54c565df2b7fc748b44", size = 103448, upload-time = "2026-05-10T18:16:29.066Z" },
-    { url = "https://files.pythonhosted.org/packages/29/eb/dbce197da4e227779e56b5735f2decc3eb36e55a1cdbf1bd65d6639d76c1/librt-0.11.0-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:4a017a95e5837dc15a8c5661d60e05daa96b90908b1aa6b7acdf443cd25c8ebd", size = 143345, upload-time = "2026-05-10T18:16:30.674Z" },
-    { url = "https://files.pythonhosted.org/packages/76/a3/254bebd0c11c8ba684018efb8006ff22e466abce445215cca6c778e7d9de/librt-0.11.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:b1ecbd9819deccc39b7542bf4d2a740d8a620694d39989e58661d3763458f8d4", size = 143131, upload-time = "2026-05-10T18:16:32.037Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/3f/f77d6122d21ac7bf6ae8a7dfced1bd2a7ac545d3273ebdcaf8042f6d619f/librt-0.11.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7da327dacd7be8f8ec36547373550744a3cc0e536d54665cd83f8bcd961200e8", size = 477024, upload-time = "2026-05-10T18:16:33.493Z" },
-    { url = "https://files.pythonhosted.org/packages/ac/0a/2c996dadebaa7d9bbbd43ef2d4f3e66b6da545f838a41694ef6172cebec8/librt-0.11.0-cp314-cp314-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:0dc56b1f8d06e60db362cc3fdae206681817f86ce4725d34511473487f12a34b", size = 474221, upload-time = "2026-05-10T18:16:34.864Z" },
-    { url = "https://files.pythonhosted.org/packages/0a/7e/f5d92af8486b8272c23b3e686b46ff72d89c8169585eb61eef01a2ac7147/librt-0.11.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:05fb8fb2ab90e21c8d12ea240d744ad514da9baf381ebfa70d91d20d21713175", size = 505174, upload-time = "2026-05-10T18:16:36.705Z" },
-    { url = "https://files.pythonhosted.org/packages/af/1a/cb0734fe86398eb33193ab753b7326255c74cac5eb09e76b9b16536e7adb/librt-0.11.0-cp314-cp314-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:cae74872be221df4374d10fec61f93ed1513b9546ea84f2c0bf73ab3e9bd0b03", size = 497216, upload-time = "2026-05-10T18:16:38.418Z" },
-    { url = "https://files.pythonhosted.org/packages/18/06/094820f91558b66e29943c0ec41c9914f460f48dd51fc503c3101e10842d/librt-0.11.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:32bcc918c0148eb7e3d57385125bac7e5f9e4359d05f07448b09f6f778c2f31c", size = 513921, upload-time = "2026-05-10T18:16:39.848Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/c2/00de9018871a282f530cacb457d5ec0428f6ac7e6fedde9aff7468d9fb04/librt-0.11.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:f9743fc99135d5f78d2454435615f6dec0473ca507c26ce9d92b10b562a280d3", size = 520850, upload-time = "2026-05-10T18:16:41.471Z" },
-    { url = "https://files.pythonhosted.org/packages/51/9d/64631832348fd1834fb3a61b996434edddaaf25a31d03b0a76273159d2cf/librt-0.11.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:5ba067f4aadae8fda802d91d2124c90c42195ff32d9161d3549e6d05cfe26f96", size = 504237, upload-time = "2026-05-10T18:16:43.15Z" },
-    { url = "https://files.pythonhosted.org/packages/a5/ec/ae5525eb16edc827a044e7bb8777a455ff95d4bca9379e7e6bddd7383647/librt-0.11.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:de3bf945454d032f9e390b85c4072e0a0570bf825421c8be0e71209fa65e1abe", size = 546261, upload-time = "2026-05-10T18:16:44.408Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/09/adce371f27ca039411da9659f7430fcc2ba6cd0c7b3e4467a0f091be7fa9/librt-0.11.0-cp314-cp314-win32.whl", hash = "sha256:d2277a05f6dcb9fd13db9566aac4fabd68c3ea1ea46ee5567d4eef8efa495a2f", size = 96965, upload-time = "2026-05-10T18:16:46.039Z" },
-    { url = "https://files.pythonhosted.org/packages/d6/ee/8ac720d98548f173c7ce2e632a7ca94673f74cacd5c8162a84af5b35958a/librt-0.11.0-cp314-cp314-win_amd64.whl", hash = "sha256:ab73e8db5e3f564d812c1f5c3a175930a5f9bc96ccb5e3b22a34d7858b401cf7", size = 115151, upload-time = "2026-05-10T18:16:47.133Z" },
-    { url = "https://files.pythonhosted.org/packages/94/20/c900cf14efeb09b6bef2b2dff20779f73464b97fd58d1c6bccc379588ae3/librt-0.11.0-cp314-cp314-win_arm64.whl", hash = "sha256:aea3caa317752e3a466fa8af45d91ee0ea8c7fdd96e42b0a8dd9b76a7931eba1", size = 98850, upload-time = "2026-05-10T18:16:48.597Z" },
-    { url = "https://files.pythonhosted.org/packages/0c/71/944bfe4b64e12abffcd3c15e1cce07f72f3d55655083786285f4dedeb532/librt-0.11.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:d1b36540d7aaf9b9101b3a6f376c8d8e9f7a9aec93ed05918f2c69d493ffef72", size = 151138, upload-time = "2026-05-10T18:16:49.839Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/10/99e64a5c86989357fda078c8143c533389585f6473b7439172dd8f3b3b2d/librt-0.11.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:efbb343ab2ce3540f4ecbe6315d677ed70f37cd9a72b1e58066c918ca83acbaa", size = 151976, upload-time = "2026-05-10T18:16:51.062Z" },
-    { url = "https://files.pythonhosted.org/packages/21/31/5072ad880946d83e5ea4147d6d018c78eefce85b77819b19bdd0ee229435/librt-0.11.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:aa0dd688aab3f7914d3e6e5e3554978e0383312fb8e771d84be008a35b9ee548", size = 557927, upload-time = "2026-05-10T18:16:52.632Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/8d/70b5fb7cfbab60edbe7381614ab985da58e144fbf465c86d44c95f43cdca/librt-0.11.0-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:f5fb36b8c6c63fdcbb1d526d94c0d1331610d43f4118cc1beb4efef4f3faacb2", size = 539698, upload-time = "2026-05-10T18:16:53.934Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/a3/ba3495a0b3edbd24a4cae0d1d3c64f39a9fc45d06e812101289b50c1a619/librt-0.11.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4a9a237d13addb93715b6fee74023d5ee3469b53fce527626c0e088aa585805f", size = 577162, upload-time = "2026-05-10T18:16:55.589Z" },
-    { url = "https://files.pythonhosted.org/packages/f7/db/36e25fb81f99937ff1b96612a1dc9fd66f039cb9cc3aee12c01fac31aab9/librt-0.11.0-cp314-cp314t-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:5ddd17bd87b2c56ddd60e546a7984a2e64c4e8eab92fb4cf3830a48ad5469d51", size = 566494, upload-time = "2026-05-10T18:16:56.975Z" },
-    { url = "https://files.pythonhosted.org/packages/33/0d/3f622b47f0b013eeb9cf4cc07ae9bfe378d832a4eec998b2b209fe84244d/librt-0.11.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:bd43992b4473d42f12ff9e68326079f0696d9d4e6000e8f39a0238d482ba6ee2", size = 596858, upload-time = "2026-05-10T18:16:58.374Z" },
-    { url = "https://files.pythonhosted.org/packages/a9/02/71b90bc93039c46a2000651f6ad60122b114c8f54c4ad306e0e96f5b75ad/librt-0.11.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:f8e3e8056dd674e279741485e2e512d6e9a751c7455809d0114e6ebf8d781085", size = 590318, upload-time = "2026-05-10T18:16:59.676Z" },
-    { url = "https://files.pythonhosted.org/packages/04/04/418cb3f75621e2b761fb1ab0f017f4d70a1a72a6e7c74ee4f7e8d198c2f3/librt-0.11.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c1f708d8ae9c56cf38a903c44297243d2ec83fd82b396b977e0144a3e76217e3", size = 575115, upload-time = "2026-05-10T18:17:01.007Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/2c/5a2183ac58dd911f26b5d7e7d7d8f1d87fcecdddd99d6c12169a258ff62c/librt-0.11.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:0add982e0e7b9fc14cf4b33789d5f13f66581889b88c2f58099f6ce8f92617bd", size = 617918, upload-time = "2026-05-10T18:17:02.682Z" },
-    { url = "https://files.pythonhosted.org/packages/15/1f/dc6771a52592a4451be6effa200cbfc9cec61e4393d3033d81a9d307961d/librt-0.11.0-cp314-cp314t-win32.whl", hash = "sha256:2b481d846ac894c4e8403c5fd0e87c5d11d6499e404b474602508a224ff531c8", size = 103562, upload-time = "2026-05-10T18:17:03.99Z" },
-    { url = "https://files.pythonhosted.org/packages/62/4a/7d1415567027286a75ba1093ec4aca11f073e0f559c530cf3e0a757ad55c/librt-0.11.0-cp314-cp314t-win_amd64.whl", hash = "sha256:28edb433edde181112a908c78907af28f964eabc15f4dd16c9d66c834302677c", size = 124327, upload-time = "2026-05-10T18:17:05.465Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/62/b40b382fa0c66fee1478073eb8db352a4a6beda4a1adccf1df911d8c289c/librt-0.11.0-cp314-cp314t-win_arm64.whl", hash = "sha256:dee008f20b542e3cd162ba338a7f9ec0f6d23d395f66fe8aeeec3c9d067ea253", size = 102572, upload-time = "2026-05-10T18:17:06.809Z" },
+version = "0.12.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/c6/e0/dbd0f2a68a1c1a1991eb7921ff6014465d56608cdc9a9fb468a616210a37/librt-0.12.0.tar.gz", hash = "sha256:cb26faedbd09c6130e9c1b64d8000efec5076ffd18d606c6cd1cf02730e6d8b0", size = 203841, upload-time = "2026-06-30T16:14:29.671Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d5/1a/5bec493821b0e85b91de4f234912b50133d1aedb875048eef27938ec3f96/librt-0.12.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:9bce19aa7c05f91c989f9da7b567f81d21d57a2e6501e2b811aa0f3f79614c1a", size = 146756, upload-time = "2026-06-30T16:12:44.395Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/d0/cc04b48a57c1f275387f5578847214c4a6c21bfb24c6c8c8d6ba753fe403/librt-0.12.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b0ace09f5bf4d982fe726015f102fb856658b41580597104e301e630ed1d8d86", size = 145537, upload-time = "2026-06-30T16:12:45.95Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/10/c02325556beb2aa158c9e549ddade8cc9a23b36cdad14756dbed730c1ff1/librt-0.12.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d007efe9243ede81ce75990ad7aa172da1e2024144b3eff17ba46a5fff1fff3c", size = 488637, upload-time = "2026-06-30T16:12:47.658Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/9e/7b49ca1c30baa9c8df96024aa09a97c35a97455e36004c9b5311703c56f3/librt-0.12.0-cp312-cp312-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:ad324a5e4858388a4864915b90a42efc8b374376393f14b9940f2454e791912b", size = 483651, upload-time = "2026-06-30T16:12:49.283Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/71/03c8c8cec39645fda451132ff9d6d662fc5aea42a1a188a77a4fddb35906/librt-0.12.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:10a40cf74cdd97b6f8f905056db73f5d459783de2ca04c6ebd1bf47652818e7e", size = 518359, upload-time = "2026-06-30T16:12:50.999Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/ec/a9f357f94bbcba92277d22af22cff42ef706ae5d9d6d58b69bebf3a67954/librt-0.12.0-cp312-cp312-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:92e61c09de95217ae02a9d17f4f66cf073253cdc51bcfdc0f15c62c9a70baa85", size = 509510, upload-time = "2026-06-30T16:12:52.631Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/34/717055325d028743aa01a7691ad59a63352a26a8ff2e7eeb0c9249514150/librt-0.12.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:0461344061d6fc3718940f5855d95647831cef6d03a6c7506897f98222784ad4", size = 527302, upload-time = "2026-06-30T16:12:54.244Z" },
+    { url = "https://files.pythonhosted.org/packages/95/f8/7612eeedb3395d92f7c6a84dca5f15e282d650483a4dc01aa5b9cffdfda3/librt-0.12.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e6dfe89074732c9287b3c0f5a6af575c9ede380a788013876cc7b14fe0da0361", size = 532568, upload-time = "2026-06-30T16:12:55.74Z" },
+    { url = "https://files.pythonhosted.org/packages/79/1e/a9afe85d5bb8b65dc27be3809ed1d69082079e1e9717fd2c66aa9939600c/librt-0.12.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:9efed79d51ad1383bba0855f613cca7aa91c943e709af2413ac7f4bb9936ce08", size = 521579, upload-time = "2026-06-30T16:12:57.884Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/1e/93aebb219d52c37ea578f83b0588cd7b040974e464d4e435086a48b4dc4d/librt-0.12.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:1eac6cc0e23e448fb3c1446ed85ff796afb616eed5897c978d35dbec030b7c7c", size = 558743, upload-time = "2026-06-30T16:12:59.577Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/85/1680c0ec332f238e3145c5608d313ab0a43281e210a5dd87e3bc3cc25631/librt-0.12.0-cp312-cp312-win32.whl", hash = "sha256:0ab8ee0210047ae86ca023ccfbfe3df82077fd1c9bc021aebbf37d993ef64af0", size = 99200, upload-time = "2026-06-30T16:13:01.015Z" },
+    { url = "https://files.pythonhosted.org/packages/30/0e/abca12d8904875aa2ad66327390a3f7b1b75ebc43c0a00fc763cecf32ea5/librt-0.12.0-cp312-cp312-win_amd64.whl", hash = "sha256:51c8bfa12632c81b94401c101bcedd0c56c3a1f8fa3273ca3472b28cd2f54003", size = 119390, upload-time = "2026-06-30T16:13:02.493Z" },
+    { url = "https://files.pythonhosted.org/packages/32/a5/4203481b6d3a3bb348c82ac71abf1fcb4cb3ae8422a24a8dee4cd3ac5bd7/librt-0.12.0-cp312-cp312-win_arm64.whl", hash = "sha256:5eebd451f5def089369ba6d8ff0291303d035e8154f9f26f7633835c5b029ade", size = 105117, upload-time = "2026-06-30T16:13:03.952Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/87/568d948c8079c9ff3c9e8110cf85f1eb70218e1209af29d0b7b89aa4a60c/librt-0.12.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:8d9a55760a34ae5ce70434aabb6a6c61c6c44a0ec58ca1cfd9cd86e4745d417d", size = 146808, upload-time = "2026-06-30T16:13:05.417Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/1d/bea471ecea210088847bb5f3c4b4b424d596518934c06679b78ca85d6e63/librt-0.12.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:ff0b197e338b4cf432873e0d6ef025213fdea85311ec4d87d2ea88c28adf2409", size = 145503, upload-time = "2026-06-30T16:13:07.023Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/9e/984ad422b56de95fdce158f06b051655373784ebea0aba9a7fcbc41614d1/librt-0.12.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7e69f120a20b69e2539d603bbd4d62db38399b10f8bf73a1cf445038a621e8af", size = 488421, upload-time = "2026-06-30T16:13:08.492Z" },
+    { url = "https://files.pythonhosted.org/packages/50/03/1a2f94009b07ea71f8e1a4cfe53370565b56da9caa341b89e0699325e9f5/librt-0.12.0-cp313-cp313-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:fde3cde595e947fc8e755b0a21f919a1622483d07c662d00496e040773d22591", size = 483488, upload-time = "2026-06-30T16:13:10.169Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/3b/084bdc295823fbb6ab91670047adf8f420787f9e8794bf2d140b66dc196b/librt-0.12.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d977447315fa09ea4e8c7ae9b4e22f7659b5128161c1fd55ff786b5349f73503", size = 518428, upload-time = "2026-06-30T16:13:11.681Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/22/5a307390b93a115ffbecd95c64eecb4e56269680e45e9415ada7285f2cf4/librt-0.12.0-cp313-cp313-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7ffac8a67e4143cea9a549d4822b93bc0bbaad73fc25aa0ab0ba5ec27d178677", size = 509744, upload-time = "2026-06-30T16:13:13.217Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/90/83f3cb6184f5d669660717b4b2e317c9ddaccf7ca5bb97f2196deac1a3b7/librt-0.12.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:94af1ed773ff104ef08ef3d669a0ba9d3a5916c609eb698cffe5d5476d66ff9b", size = 527749, upload-time = "2026-06-30T16:13:15.277Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/3b/f162be5cc88d47378e3a20776fe425fa1c2bece755da15e2783ebf06d3d6/librt-0.12.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:548199d21d22fb26398dfbbe0ba953a52465c66f3a49f38e6fddce1b127faf53", size = 532582, upload-time = "2026-06-30T16:13:17.074Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/28/6c5d2f6b7232fd24f284fc4cab37a459fe69a9096a09942f44cc5c55e073/librt-0.12.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:c8f1f413b966a9dd3ecf80cd337b0ad7bb3de2474a4ff448ed3ebabfc3f803fc", size = 522235, upload-time = "2026-06-30T16:13:18.823Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/1c/bd115360587fdc22c8ae8fac14c040a556b442e2965d4370d2cf274c8b95/librt-0.12.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:55f13f95b629be5b6ab38918e439bf14169d6f9a8deaae55e0c14e12fb0c74b9", size = 559055, upload-time = "2026-06-30T16:13:20.509Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/5a/c26f49f576437014825a86faea3cec60c1ed17f976abd567b6c12b8e35a7/librt-0.12.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl", hash = "sha256:8b2dc079dfe29e77a47a19073d2040fa4879aa3656501f1650f8402ddce0313c", size = 79809, upload-time = "2026-06-30T16:13:22.401Z" },
+    { url = "https://files.pythonhosted.org/packages/69/0b/a55244261d9ad7375ac039b8af06d42602722e2e8b8d8d6b86e4a3888c02/librt-0.12.0-cp313-cp313-win32.whl", hash = "sha256:da58944be8270f2bfee628a9a2a60c1cf6a12c8bea8e2c9b6edf3e5414ca7793", size = 99308, upload-time = "2026-06-30T16:13:23.661Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/bf/ed9465e58d44c5a5637795547d0841c8934aab905ea452cac1adf14672cf/librt-0.12.0-cp313-cp313-win_amd64.whl", hash = "sha256:1db4be3037e4ce065a071fa7deee93e78ebc25f448340a02a6c1c0b82c37e383", size = 119438, upload-time = "2026-06-30T16:13:25.188Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/44/3cad652aeb892e6e8ffe48d0fafa2bc652f28ec7ed3f4403fcbb1be4f948/librt-0.12.0-cp313-cp313-win_arm64.whl", hash = "sha256:05fd2542892ad770b5dd45003fd080477cf220b611d3ee59b0792097eb0873a9", size = 105118, upload-time = "2026-06-30T16:13:26.533Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/51/3a0e05618c12423b6fc5141b590ec02a6efb645833edc8736a6c7b46d1ec/librt-0.12.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:b37ee42e09722284a6d9288fe44a191f7276060a3195939bb77c6502058dbb34", size = 145579, upload-time = "2026-06-30T16:13:27.909Z" },
+    { url = "https://files.pythonhosted.org/packages/77/9e/fd399d099dfb4020f3f7c34e7e6210c389fa89f7d79ca92f5afb0395f278/librt-0.12.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:ade11988728b3e4768dadc5696e82c60e9b35fc95335a9b4d1f5d69e753ccec7", size = 150139, upload-time = "2026-06-30T16:13:29.357Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/ee/610239fbd8c4b005443664c5d4c3bc1717daedd8c71369bf45011aa87194/librt-0.12.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f351ed425380e39bd86df382578aa5b8c5b98e2e265112de7379e7d030258150", size = 480457, upload-time = "2026-06-30T16:13:30.78Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/10/ceddc9010f26c541444be36e1153a79b64626694db2d33a524c719fa3e46/librt-0.12.0-cp314-cp314-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:857d2163e088c868967717ace8e980017fd868a735f3de010412af02bdc30319", size = 479002, upload-time = "2026-06-30T16:13:32.398Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/f1/b1523d9718e8192e5403e6b41a02742e17ba554369f0729b9f30ab590e2d/librt-0.12.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e2befc80aa5f2f5b93f28abaaf11feff6677931dd548320e44c52deaa9399744", size = 510527, upload-time = "2026-06-30T16:13:34.615Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/0e/0f3ff43befb18a531615736791e52fb67eaa71ff7b89e6e5f7004b64cc6e/librt-0.12.0-cp314-cp314-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:be3694dcfa97c6715dd19ac73d3e1b21a805514a5785663e57fecacd3ff64e5a", size = 500988, upload-time = "2026-06-30T16:13:36.408Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/1a/0278ea4a9e599dc507c43839a87f2c764ad04bf69418e2d763d58659e55f/librt-0.12.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:2d5f67e86f45638843d025b0828f2e9e55fc45ff9180d2618ccdeaf72a796050", size = 519318, upload-time = "2026-06-30T16:13:37.883Z" },
+    { url = "https://files.pythonhosted.org/packages/59/55/090e10e62be2f35265e41601337f83ac9f83be9aca1bf92692e3a82effdd/librt-0.12.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:64572c85e4ab7d572c9b72cd76b5f90b21181b1459fa6b1aac6f8958c4fcff31", size = 527127, upload-time = "2026-06-30T16:13:39.682Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/34/8052c9ec678be6ba751279947831f089aa69b009000b985ce91d1979669a/librt-0.12.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:8b961912b0e688c1eb4658a46bdb0606b31918d65597fbe7356ca83aa653ffcc", size = 509766, upload-time = "2026-06-30T16:13:41.266Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/f8/8761b36189e9ec8dc20b49fa84cef22852c6c41fcda56f760f7fc1360da5/librt-0.12.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:722375903e3f079436a7a33da51ce73931536dd041f9feb01536f05d8e010c96", size = 552043, upload-time = "2026-06-30T16:13:43.197Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/98/7283971ef6b70269938b49c7b25f670ec6325d252265fbcc996f9b364379/librt-0.12.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:a5a96a8f536b65ef1bf910c09e7e71647edde5111f6e1b51f413c6fba5bfe71b", size = 79472, upload-time = "2026-06-30T16:13:44.64Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/5e/b30940dea935e8ac5bd0e0abb1985f5274590d557ac3a252ca0d5392ce52/librt-0.12.0-cp314-cp314-win32.whl", hash = "sha256:8ffc99c356f1777c506e1b69dc303879153ae2640ba15b8f3d4448bc87139149", size = 94246, upload-time = "2026-06-30T16:13:45.962Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/4e/0af9fe63f35fa304da3b05688f30ff6a329bcc59581b1cc51dc87fd30141/librt-0.12.0-cp314-cp314-win_amd64.whl", hash = "sha256:1e68fb20798f455cda41d20a306a23c901218883f17a4bab1ed6e1331b265fb7", size = 114951, upload-time = "2026-06-30T16:13:47.279Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/8e/843c495d7db35e13b84cd533898fa89145c40dc255da0bc316d53d631464/librt-0.12.0-cp314-cp314-win_arm64.whl", hash = "sha256:2df534f97916cf38ec9b1ddafeb68ae1a4cd4a54775ff26a797026774c0517cf", size = 100562, upload-time = "2026-06-30T16:13:48.699Z" },
+    { url = "https://files.pythonhosted.org/packages/75/30/c686d0f978d5fd6867c5bbad96b015c9445746764d1c228e16a2d30d9382/librt-0.12.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:c09e581b1c2b8a62b809d4f4bd101ca3de93791e5b0ed1a14085d911be3dee3f", size = 153897, upload-time = "2026-06-30T16:13:50.017Z" },
+    { url = "https://files.pythonhosted.org/packages/40/46/f6f2d77ce46628b48fb5280709013b5109cf3a2c46a2472093cdfc03519d/librt-0.12.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:976888d0d831402086e641018bcc3208e0a38f0835789da91f72894b2cb4161f", size = 156391, upload-time = "2026-06-30T16:13:51.462Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/46/cd790c7e19e460779471530ffab454541d6ea4a3b7d338cad7f16ff96995/librt-0.12.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:563c37cdb41d08fe1e3f08b201abac0e317ca18e88b91285466ee0a585797520", size = 564151, upload-time = "2026-06-30T16:13:53.146Z" },
+    { url = "https://files.pythonhosted.org/packages/54/12/724559a15fb023cbdef7aee1e81fbfbc3ee22fd09009baa816cea63e3a60/librt-0.12.0-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:b97eb1a3140e279cc76f85b0fb92b7eb3dfbe0471260ee878bc9dc4bf9a0d649", size = 546002, upload-time = "2026-06-30T16:13:54.665Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/7e/f9d8c257ab4909f101c7c13734367749e782fd8625545f0343502c2f09f1/librt-0.12.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:06e0623351ab9904cf628245f99c714586f4dd23dc740b88c8bc670d8401a847", size = 584204, upload-time = "2026-06-30T16:13:56.301Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/33/64665810575ac23b6cb6ef364de51309b7803620c12885b6e895ebc29591/librt-0.12.0-cp314-cp314t-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:da12f017b2e404554be14d466cd992459feaa44f252b0f18d909a85266ce1237", size = 573688, upload-time = "2026-06-30T16:13:58.1Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/01/27522995c6627455abc7a939d57535fb1a7836d398ccedb3d7585f46039e/librt-0.12.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:d97f31003a5c86b9e78155a829572c3a26484064fb7ac1d9695fe628bd93d029", size = 604719, upload-time = "2026-06-30T16:13:59.831Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/1f/099e61b1b688551d6d2ce9d4d2ae2242a938759db8551e6cbac7f7176ee5/librt-0.12.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:bd43a6c69876aef4f04eaae3d3b99b0be64755fda274002fa445b92480bf664e", size = 598183, upload-time = "2026-06-30T16:14:01.457Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/c1/050400249665503bdd5b83cec518fa7b183b609341c8dcd58161775c4226/librt-0.12.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c01755c72fca1dc6b8d5c2ed228b8e7b2ffe184675c22f0f05ebd8fe188b9250", size = 582559, upload-time = "2026-06-30T16:14:03.29Z" },
+    { url = "https://files.pythonhosted.org/packages/da/d1/eef8f0e6722518b65a3d3bcd9309f9f44e208ce5d6728070820f988e7078/librt-0.12.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:625ae561d5fa36400856dcc27464400d047bc2d5e3446be88f437b03fefd72e4", size = 626375, upload-time = "2026-06-30T16:14:04.957Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/78/f0bb41a6f2bbd3c77bdcc66980dc0d69ca1192a0ecec25377afcc5e6db73/librt-0.12.0-cp314-cp314t-win32.whl", hash = "sha256:8d73191883553ee0739741544bf3b00aba2a1224e45d9580b30cbc29e21dc03b", size = 97752, upload-time = "2026-06-30T16:14:06.555Z" },
+    { url = "https://files.pythonhosted.org/packages/92/24/e279c27972ab051a070237cfa45728fa51670c3f22f1a4d391711e9f4c31/librt-0.12.0-cp314-cp314t-win_amd64.whl", hash = "sha256:e1cbb037324e759f0afa270229731ff0047772667f3cb38ef5df2cabf0175ede", size = 119562, upload-time = "2026-06-30T16:14:07.908Z" },
+    { url = "https://files.pythonhosted.org/packages/06/e6/42a475bfca683b0cd5366f6dd06580062b7e567bb8534d225c877c2f14f3/librt-0.12.0-cp314-cp314t-win_arm64.whl", hash = "sha256:bca1472acbd473eff61059b4409f802c5a1bcb4cd0344d06f939df9c4c125d40", size = 104282, upload-time = "2026-06-30T16:14:09.29Z" },
 ]
 
 [[package]]
@@ -1172,71 +1175,73 @@ wheels = [
 
 [[package]]
 name = "pillow"
-version = "12.2.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/8c/21/c2bcdd5906101a30244eaffc1b6e6ce71a31bd0742a01eb89e660ebfac2d/pillow-12.2.0.tar.gz", hash = "sha256:a830b1a40919539d07806aa58e1b114df53ddd43213d9c8b75847eee6c0182b5", size = 46987819, upload-time = "2026-04-01T14:46:17.687Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/58/be/7482c8a5ebebbc6470b3eb791812fff7d5e0216c2be3827b30b8bb6603ed/pillow-12.2.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2d192a155bbcec180f8564f693e6fd9bccff5a7af9b32e2e4bf8c9c69dbad6b5", size = 5308279, upload-time = "2026-04-01T14:43:13.246Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/95/0a351b9289c2b5cbde0bacd4a83ebc44023e835490a727b2a3bd60ddc0f4/pillow-12.2.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:f3f40b3c5a968281fd507d519e444c35f0ff171237f4fdde090dd60699458421", size = 4695490, upload-time = "2026-04-01T14:43:15.584Z" },
-    { url = "https://files.pythonhosted.org/packages/de/af/4e8e6869cbed569d43c416fad3dc4ecb944cb5d9492defaed89ddd6fe871/pillow-12.2.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:03e7e372d5240cc23e9f07deca4d775c0817bffc641b01e9c3af208dbd300987", size = 6284462, upload-time = "2026-04-01T14:43:18.268Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/9e/c05e19657fd57841e476be1ab46c4d501bffbadbafdc31a6d665f8b737b6/pillow-12.2.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b86024e52a1b269467a802258c25521e6d742349d760728092e1bc2d135b4d76", size = 8094744, upload-time = "2026-04-01T14:43:20.716Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/54/1789c455ed10176066b6e7e6da1b01e50e36f94ba584dc68d9eebfe9156d/pillow-12.2.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7371b48c4fa448d20d2714c9a1f775a81155050d383333e0a6c15b1123dda005", size = 6398371, upload-time = "2026-04-01T14:43:23.443Z" },
-    { url = "https://files.pythonhosted.org/packages/43/e3/fdc657359e919462369869f1c9f0e973f353f9a9ee295a39b1fea8ee1a77/pillow-12.2.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:62f5409336adb0663b7caa0da5c7d9e7bdbaae9ce761d34669420c2a801b2780", size = 7087215, upload-time = "2026-04-01T14:43:26.758Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/f8/2f6825e441d5b1959d2ca5adec984210f1ec086435b0ed5f52c19b3b8a6e/pillow-12.2.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:01afa7cf67f74f09523699b4e88c73fb55c13346d212a59a2db1f86b0a63e8c5", size = 6509783, upload-time = "2026-04-01T14:43:29.56Z" },
-    { url = "https://files.pythonhosted.org/packages/67/f9/029a27095ad20f854f9dba026b3ea6428548316e057e6fc3545409e86651/pillow-12.2.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:fc3d34d4a8fbec3e88a79b92e5465e0f9b842b628675850d860b8bd300b159f5", size = 7212112, upload-time = "2026-04-01T14:43:32.091Z" },
-    { url = "https://files.pythonhosted.org/packages/be/42/025cfe05d1be22dbfdb4f264fe9de1ccda83f66e4fc3aac94748e784af04/pillow-12.2.0-cp312-cp312-win32.whl", hash = "sha256:58f62cc0f00fd29e64b29f4fd923ffdb3859c9f9e6105bfc37ba1d08994e8940", size = 6378489, upload-time = "2026-04-01T14:43:34.601Z" },
-    { url = "https://files.pythonhosted.org/packages/5d/7b/25a221d2c761c6a8ae21bfa3874988ff2583e19cf8a27bf2fee358df7942/pillow-12.2.0-cp312-cp312-win_amd64.whl", hash = "sha256:7f84204dee22a783350679a0333981df803dac21a0190d706a50475e361c93f5", size = 7084129, upload-time = "2026-04-01T14:43:37.213Z" },
-    { url = "https://files.pythonhosted.org/packages/10/e1/542a474affab20fd4a0f1836cb234e8493519da6b76899e30bcc5d990b8b/pillow-12.2.0-cp312-cp312-win_arm64.whl", hash = "sha256:af73337013e0b3b46f175e79492d96845b16126ddf79c438d7ea7ff27783a414", size = 2463612, upload-time = "2026-04-01T14:43:39.421Z" },
-    { url = "https://files.pythonhosted.org/packages/4a/01/53d10cf0dbad820a8db274d259a37ba50b88b24768ddccec07355382d5ad/pillow-12.2.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:8297651f5b5679c19968abefd6bb84d95fe30ef712eb1b2d9b2d31ca61267f4c", size = 4100837, upload-time = "2026-04-01T14:43:41.506Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/98/f3a6657ecb698c937f6c76ee564882945f29b79bad496abcba0e84659ec5/pillow-12.2.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:50d8520da2a6ce0af445fa6d648c4273c3eeefbc32d7ce049f22e8b5c3daecc2", size = 4176528, upload-time = "2026-04-01T14:43:43.773Z" },
-    { url = "https://files.pythonhosted.org/packages/69/bc/8986948f05e3ea490b8442ea1c1d4d990b24a7e43d8a51b2c7d8b1dced36/pillow-12.2.0-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:766cef22385fa1091258ad7e6216792b156dc16d8d3fa607e7545b2b72061f1c", size = 3640401, upload-time = "2026-04-01T14:43:45.87Z" },
-    { url = "https://files.pythonhosted.org/packages/34/46/6c717baadcd62bc8ed51d238d521ab651eaa74838291bda1f86fe1f864c9/pillow-12.2.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5d2fd0fa6b5d9d1de415060363433f28da8b1526c1c129020435e186794b3795", size = 5308094, upload-time = "2026-04-01T14:43:48.438Z" },
-    { url = "https://files.pythonhosted.org/packages/71/43/905a14a8b17fdb1ccb58d282454490662d2cb89a6bfec26af6d3520da5ec/pillow-12.2.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:56b25336f502b6ed02e889f4ece894a72612fe885889a6e8c4c80239ff6e5f5f", size = 4695402, upload-time = "2026-04-01T14:43:51.292Z" },
-    { url = "https://files.pythonhosted.org/packages/73/dd/42107efcb777b16fa0393317eac58f5b5cf30e8392e266e76e51cff28c3d/pillow-12.2.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:f1c943e96e85df3d3478f7b691f229887e143f81fedab9b20205349ab04d73ed", size = 6280005, upload-time = "2026-04-01T14:43:54.242Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/68/b93e09e5e8549019e61acf49f65b1a8530765a7f812c77a7461bca7e4494/pillow-12.2.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:03f6fab9219220f041c74aeaa2939ff0062bd5c364ba9ce037197f4c6d498cd9", size = 8090669, upload-time = "2026-04-01T14:43:57.335Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/6e/3ccb54ce8ec4ddd1accd2d89004308b7b0b21c4ac3d20fa70af4760a4330/pillow-12.2.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5cdfebd752ec52bf5bb4e35d9c64b40826bc5b40a13df7c3cda20a2c03a0f5ed", size = 6395194, upload-time = "2026-04-01T14:43:59.864Z" },
-    { url = "https://files.pythonhosted.org/packages/67/ee/21d4e8536afd1a328f01b359b4d3997b291ffd35a237c877b331c1c3b71c/pillow-12.2.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:eedf4b74eda2b5a4b2b2fb4c006d6295df3bf29e459e198c90ea48e130dc75c3", size = 7082423, upload-time = "2026-04-01T14:44:02.74Z" },
-    { url = "https://files.pythonhosted.org/packages/78/5f/e9f86ab0146464e8c133fe85df987ed9e77e08b29d8d35f9f9f4d6f917ba/pillow-12.2.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:00a2865911330191c0b818c59103b58a5e697cae67042366970a6b6f1b20b7f9", size = 6505667, upload-time = "2026-04-01T14:44:05.381Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/1e/409007f56a2fdce61584fd3acbc2bbc259857d555196cedcadc68c015c82/pillow-12.2.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:1e1757442ed87f4912397c6d35a0db6a7b52592156014706f17658ff58bbf795", size = 7208580, upload-time = "2026-04-01T14:44:08.39Z" },
-    { url = "https://files.pythonhosted.org/packages/23/c4/7349421080b12fb35414607b8871e9534546c128a11965fd4a7002ccfbee/pillow-12.2.0-cp313-cp313-win32.whl", hash = "sha256:144748b3af2d1b358d41286056d0003f47cb339b8c43a9ea42f5fea4d8c66b6e", size = 6375896, upload-time = "2026-04-01T14:44:11.197Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/82/8a3739a5e470b3c6cbb1d21d315800d8e16bff503d1f16b03a4ec3212786/pillow-12.2.0-cp313-cp313-win_amd64.whl", hash = "sha256:390ede346628ccc626e5730107cde16c42d3836b89662a115a921f28440e6a3b", size = 7081266, upload-time = "2026-04-01T14:44:13.947Z" },
-    { url = "https://files.pythonhosted.org/packages/c3/25/f968f618a062574294592f668218f8af564830ccebdd1fa6200f598e65c5/pillow-12.2.0-cp313-cp313-win_arm64.whl", hash = "sha256:8023abc91fba39036dbce14a7d6535632f99c0b857807cbbbf21ecc9f4717f06", size = 2463508, upload-time = "2026-04-01T14:44:16.312Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/a4/b342930964e3cb4dce5038ae34b0eab4653334995336cd486c5a8c25a00c/pillow-12.2.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:042db20a421b9bafecc4b84a8b6e444686bd9d836c7fd24542db3e7df7baad9b", size = 5309927, upload-time = "2026-04-01T14:44:18.89Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/de/23198e0a65a9cf06123f5435a5d95cea62a635697f8f03d134d3f3a96151/pillow-12.2.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:dd025009355c926a84a612fecf58bb315a3f6814b17ead51a8e48d3823d9087f", size = 4698624, upload-time = "2026-04-01T14:44:21.115Z" },
-    { url = "https://files.pythonhosted.org/packages/01/a6/1265e977f17d93ea37aa28aa81bad4fa597933879fac2520d24e021c8da3/pillow-12.2.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:88ddbc66737e277852913bd1e07c150cc7bb124539f94c4e2df5344494e0a612", size = 6321252, upload-time = "2026-04-01T14:44:23.663Z" },
-    { url = "https://files.pythonhosted.org/packages/3c/83/5982eb4a285967baa70340320be9f88e57665a387e3a53a7f0db8231a0cd/pillow-12.2.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d362d1878f00c142b7e1a16e6e5e780f02be8195123f164edf7eddd911eefe7c", size = 8126550, upload-time = "2026-04-01T14:44:26.772Z" },
-    { url = "https://files.pythonhosted.org/packages/4e/48/6ffc514adce69f6050d0753b1a18fd920fce8cac87620d5a31231b04bfc5/pillow-12.2.0-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2c727a6d53cb0018aadd8018c2b938376af27914a68a492f59dfcaca650d5eea", size = 6433114, upload-time = "2026-04-01T14:44:29.615Z" },
-    { url = "https://files.pythonhosted.org/packages/36/a3/f9a77144231fb8d40ee27107b4463e205fa4677e2ca2548e14da5cf18dce/pillow-12.2.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:efd8c21c98c5cc60653bcb311bef2ce0401642b7ce9d09e03a7da87c878289d4", size = 7115667, upload-time = "2026-04-01T14:44:32.773Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/fc/ac4ee3041e7d5a565e1c4fd72a113f03b6394cc72ab7089d27608f8aaccb/pillow-12.2.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9f08483a632889536b8139663db60f6724bfcb443c96f1b18855860d7d5c0fd4", size = 6538966, upload-time = "2026-04-01T14:44:35.252Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/a8/27fb307055087f3668f6d0a8ccb636e7431d56ed0750e07a60547b1e083e/pillow-12.2.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:dac8d77255a37e81a2efcbd1fc05f1c15ee82200e6c240d7e127e25e365c39ea", size = 7238241, upload-time = "2026-04-01T14:44:37.875Z" },
-    { url = "https://files.pythonhosted.org/packages/ad/4b/926ab182c07fccae9fcb120043464e1ff1564775ec8864f21a0ebce6ac25/pillow-12.2.0-cp313-cp313t-win32.whl", hash = "sha256:ee3120ae9dff32f121610bb08e4313be87e03efeadfc6c0d18f89127e24d0c24", size = 6379592, upload-time = "2026-04-01T14:44:40.336Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/c4/f9e476451a098181b30050cc4c9a3556b64c02cf6497ea421ac047e89e4b/pillow-12.2.0-cp313-cp313t-win_amd64.whl", hash = "sha256:325ca0528c6788d2a6c3d40e3568639398137346c3d6e66bb61db96b96511c98", size = 7085542, upload-time = "2026-04-01T14:44:43.251Z" },
-    { url = "https://files.pythonhosted.org/packages/00/a4/285f12aeacbe2d6dc36c407dfbbe9e96d4a80b0fb710a337f6d2ad978c75/pillow-12.2.0-cp313-cp313t-win_arm64.whl", hash = "sha256:2e5a76d03a6c6dcef67edabda7a52494afa4035021a79c8558e14af25313d453", size = 2465765, upload-time = "2026-04-01T14:44:45.996Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/98/4595daa2365416a86cb0d495248a393dfc84e96d62ad080c8546256cb9c0/pillow-12.2.0-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:3adc9215e8be0448ed6e814966ecf3d9952f0ea40eb14e89a102b87f450660d8", size = 4100848, upload-time = "2026-04-01T14:44:48.48Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/79/40184d464cf89f6663e18dfcf7ca21aae2491fff1a16127681bf1fa9b8cf/pillow-12.2.0-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:6a9adfc6d24b10f89588096364cc726174118c62130c817c2837c60cf08a392b", size = 4176515, upload-time = "2026-04-01T14:44:51.353Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/63/703f86fd4c422a9cf722833670f4f71418fb116b2853ff7da722ea43f184/pillow-12.2.0-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:6a6e67ea2e6feda684ed370f9a1c52e7a243631c025ba42149a2cc5934dec295", size = 3640159, upload-time = "2026-04-01T14:44:53.588Z" },
-    { url = "https://files.pythonhosted.org/packages/71/e0/fb22f797187d0be2270f83500aab851536101b254bfa1eae10795709d283/pillow-12.2.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:2bb4a8d594eacdfc59d9e5ad972aa8afdd48d584ffd5f13a937a664c3e7db0ed", size = 5312185, upload-time = "2026-04-01T14:44:56.039Z" },
-    { url = "https://files.pythonhosted.org/packages/ba/8c/1a9e46228571de18f8e28f16fabdfc20212a5d019f3e3303452b3f0a580d/pillow-12.2.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:80b2da48193b2f33ed0c32c38140f9d3186583ce7d516526d462645fd98660ae", size = 4695386, upload-time = "2026-04-01T14:44:58.663Z" },
-    { url = "https://files.pythonhosted.org/packages/70/62/98f6b7f0c88b9addd0e87c217ded307b36be024d4ff8869a812b241d1345/pillow-12.2.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:22db17c68434de69d8ecfc2fe821569195c0c373b25cccb9cbdacf2c6e53c601", size = 6280384, upload-time = "2026-04-01T14:45:01.5Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/03/688747d2e91cfbe0e64f316cd2e8005698f76ada3130d0194664174fa5de/pillow-12.2.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7b14cc0106cd9aecda615dd6903840a058b4700fcb817687d0ee4fc8b6e389be", size = 8091599, upload-time = "2026-04-01T14:45:04.5Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/35/577e22b936fcdd66537329b33af0b4ccfefaeabd8aec04b266528cddb33c/pillow-12.2.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8cbeb542b2ebc6fcdacabf8aca8c1a97c9b3ad3927d46b8723f9d4f033288a0f", size = 6396021, upload-time = "2026-04-01T14:45:07.117Z" },
-    { url = "https://files.pythonhosted.org/packages/11/8d/d2532ad2a603ca2b93ad9f5135732124e57811d0168155852f37fbce2458/pillow-12.2.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4bfd07bc812fbd20395212969e41931001fd59eb55a60658b0e5710872e95286", size = 7083360, upload-time = "2026-04-01T14:45:09.763Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/26/d325f9f56c7e039034897e7380e9cc202b1e368bfd04d4cbe6a441f02885/pillow-12.2.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:9aba9a17b623ef750a4d11b742cbafffeb48a869821252b30ee21b5e91392c50", size = 6507628, upload-time = "2026-04-01T14:45:12.378Z" },
-    { url = "https://files.pythonhosted.org/packages/5f/f7/769d5632ffb0988f1c5e7660b3e731e30f7f8ec4318e94d0a5d674eb65a4/pillow-12.2.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:deede7c263feb25dba4e82ea23058a235dcc2fe1f6021025dc71f2b618e26104", size = 7209321, upload-time = "2026-04-01T14:45:15.122Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/7a/c253e3c645cd47f1aceea6a8bacdba9991bf45bb7dfe927f7c893e89c93c/pillow-12.2.0-cp314-cp314-win32.whl", hash = "sha256:632ff19b2778e43162304d50da0181ce24ac5bb8180122cbe1bf4673428328c7", size = 6479723, upload-time = "2026-04-01T14:45:17.797Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/8b/601e6566b957ca50e28725cb6c355c59c2c8609751efbecd980db44e0349/pillow-12.2.0-cp314-cp314-win_amd64.whl", hash = "sha256:4e6c62e9d237e9b65fac06857d511e90d8461a32adcc1b9065ea0c0fa3a28150", size = 7217400, upload-time = "2026-04-01T14:45:20.529Z" },
-    { url = "https://files.pythonhosted.org/packages/d6/94/220e46c73065c3e2951bb91c11a1fb636c8c9ad427ac3ce7d7f3359b9b2f/pillow-12.2.0-cp314-cp314-win_arm64.whl", hash = "sha256:b1c1fbd8a5a1af3412a0810d060a78b5136ec0836c8a4ef9aa11807f2a22f4e1", size = 2554835, upload-time = "2026-04-01T14:45:23.162Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/ab/1b426a3974cb0e7da5c29ccff4807871d48110933a57207b5a676cccc155/pillow-12.2.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:57850958fe9c751670e49b2cecf6294acc99e562531f4bd317fa5ddee2068463", size = 5314225, upload-time = "2026-04-01T14:45:25.637Z" },
-    { url = "https://files.pythonhosted.org/packages/19/1e/dce46f371be2438eecfee2a1960ee2a243bbe5e961890146d2dee1ff0f12/pillow-12.2.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:d5d38f1411c0ed9f97bcb49b7bd59b6b7c314e0e27420e34d99d844b9ce3b6f3", size = 4698541, upload-time = "2026-04-01T14:45:28.355Z" },
-    { url = "https://files.pythonhosted.org/packages/55/c3/7fbecf70adb3a0c33b77a300dc52e424dc22ad8cdc06557a2e49523b703d/pillow-12.2.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5c0a9f29ca8e79f09de89293f82fc9b0270bb4af1d58bc98f540cc4aedf03166", size = 6322251, upload-time = "2026-04-01T14:45:30.924Z" },
-    { url = "https://files.pythonhosted.org/packages/1c/3c/7fbc17cfb7e4fe0ef1642e0abc17fc6c94c9f7a16be41498e12e2ba60408/pillow-12.2.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1610dd6c61621ae1cf811bef44d77e149ce3f7b95afe66a4512f8c59f25d9ebe", size = 8127807, upload-time = "2026-04-01T14:45:33.908Z" },
-    { url = "https://files.pythonhosted.org/packages/ff/c3/a8ae14d6defd2e448493ff512fae903b1e9bd40b72efb6ec55ce0048c8ce/pillow-12.2.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0a34329707af4f73cf1782a36cd2289c0368880654a2c11f027bcee9052d35dd", size = 6433935, upload-time = "2026-04-01T14:45:36.623Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/32/2880fb3a074847ac159d8f902cb43278a61e85f681661e7419e6596803ed/pillow-12.2.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8e9c4f5b3c546fa3458a29ab22646c1c6c787ea8f5ef51300e5a60300736905e", size = 7116720, upload-time = "2026-04-01T14:45:39.258Z" },
-    { url = "https://files.pythonhosted.org/packages/46/87/495cc9c30e0129501643f24d320076f4cc54f718341df18cc70ec94c44e1/pillow-12.2.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:fb043ee2f06b41473269765c2feae53fc2e2fbf96e5e22ca94fb5ad677856f06", size = 6540498, upload-time = "2026-04-01T14:45:41.879Z" },
-    { url = "https://files.pythonhosted.org/packages/18/53/773f5edca692009d883a72211b60fdaf8871cbef075eaa9d577f0a2f989e/pillow-12.2.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f278f034eb75b4e8a13a54a876cc4a5ab39173d2cdd93a638e1b467fc545ac43", size = 7239413, upload-time = "2026-04-01T14:45:44.705Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/e4/4b64a97d71b2a83158134abbb2f5bd3f8a2ea691361282f010998f339ec7/pillow-12.2.0-cp314-cp314t-win32.whl", hash = "sha256:6bb77b2dcb06b20f9f4b4a8454caa581cd4dd0643a08bacf821216a16d9c8354", size = 6482084, upload-time = "2026-04-01T14:45:47.568Z" },
-    { url = "https://files.pythonhosted.org/packages/ba/13/306d275efd3a3453f72114b7431c877d10b1154014c1ebbedd067770d629/pillow-12.2.0-cp314-cp314t-win_amd64.whl", hash = "sha256:6562ace0d3fb5f20ed7290f1f929cae41b25ae29528f2af1722966a0a02e2aa1", size = 7225152, upload-time = "2026-04-01T14:45:50.032Z" },
-    { url = "https://files.pythonhosted.org/packages/ff/6e/cf826fae916b8658848d7b9f38d88da6396895c676e8086fc0988073aaf8/pillow-12.2.0-cp314-cp314t-win_arm64.whl", hash = "sha256:aa88ccfe4e32d362816319ed727a004423aab09c5cea43c01a4b435643fa34eb", size = 2556579, upload-time = "2026-04-01T14:45:52.529Z" },
+version = "12.3.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/1c/3d/bb7fca845737cf9d7dbde16ed1843984665ff2e0a518f5db43e77ec540b9/pillow-12.3.0.tar.gz", hash = "sha256:3b8182a766685eaa002637e28b4ec8d6b18819a0c71f579bf0dbaa5830297cce", size = 47025035, upload-time = "2026-07-01T11:56:38.965Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/37/bf/fb3ebff8ddcb76aac5a01389251bbbb9519922a9b520d8247c1ca864a25d/pillow-12.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:ba09209fbe443b4acccebe845d8a138b89a8f4fbaeedd44953490b5315d5e965", size = 5345969, upload-time = "2026-07-01T11:54:06.397Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/66/9a386a92561f402389a4fc70c18838bf6d35eb5eb5c6850b4b2dc64f5048/pillow-12.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ffd0c5368496f41b0944be820fcb7a838aa6e623d250b01acf2643939c3f99d7", size = 4780323, upload-time = "2026-07-01T11:54:09.351Z" },
+    { url = "https://files.pythonhosted.org/packages/25/27/ac8f99618ffd3dde21db0f4d4b1d2ab00c0880595bfd17df103f7f39fd0c/pillow-12.3.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d9c7f76c0673154f044e9d78c8655fb4213f6ca31a836df48b40fe5d187717b9", size = 6266838, upload-time = "2026-07-01T11:54:11.71Z" },
+    { url = "https://files.pythonhosted.org/packages/84/21/a35af28dcc61f37ed850a2d64c65c701321dfbf25085e469d5559360cbbf/pillow-12.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:78cb2c6865a35ab8ff8b75fd122f6033b92a62c82801110e48ddd6c936a45d91", size = 6940830, upload-time = "2026-07-01T11:54:13.732Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/51/8b08617af3ad95e33ce6d7dd2c99ed6c8298f7fb131636303956be022e25/pillow-12.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e491916b378fba47242221bb9ead245211b70d504f495d105d17b14a24b4907c", size = 6344383, upload-time = "2026-07-01T11:54:15.756Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/72/cf78ac9780bb93c28328f408973845a309d4d145041665f734572ced1b52/pillow-12.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:0dd2064cbc55aaec028ef5fbb60fa47bb6c3e7918e07ff17935284b227a9d2df", size = 7052934, upload-time = "2026-07-01T11:54:17.721Z" },
+    { url = "https://files.pythonhosted.org/packages/20/20/25e0f4dc178a6bc0696793720055519a0de89e7661dae886992decbd2f81/pillow-12.3.0-cp312-cp312-win32.whl", hash = "sha256:dbce0b29841537a2fa4a214c2bbf14de3587c9680caa9b4e217568472490b28f", size = 6472684, upload-time = "2026-07-01T11:54:19.839Z" },
+    { url = "https://files.pythonhosted.org/packages/45/89/da2f7971a317f83d807fdd4065c0af40208e59e692cc43d315a71a0e96d1/pillow-12.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:a2b55dd6b2a4c4b7d87ffa56bdb33fdc5fdb9a462173861a7bc097f17d91cb09", size = 7227137, upload-time = "2026-07-01T11:54:22.025Z" },
+    { url = "https://files.pythonhosted.org/packages/de/47/4845a0a6c0dbf1db8456bd9fc791f13c5ced7ced20606d08a0aacfd25b49/pillow-12.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:331b624368d4f1d069149002f25f44bc61c8919ce8ddb3c45bdad8f6e2d89510", size = 2568267, upload-time = "2026-07-01T11:54:24.051Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/ac/31fb64e1e7efb5a4b50cd3d92049ba89ac6e4d8d3bb6a74e15048ca3353e/pillow-12.3.0-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:21900ce7ba264168cd50defae43cd75d25c833ad4ad6e73ffc5596d12e25ac89", size = 4161684, upload-time = "2026-07-01T11:54:25.934Z" },
+    { url = "https://files.pythonhosted.org/packages/87/b4/9805e23d2b4d77842b468513841fda254ee42f0289d25088340e4ff46e2d/pillow-12.3.0-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:4e8c2a84d977f50b9daed6eeaf3baef67d00d5d74d932288f02cb94518ee3ace", size = 4255487, upload-time = "2026-07-01T11:54:27.935Z" },
+    { url = "https://files.pythonhosted.org/packages/df/39/ecf519435a200c693fe053a6ee4d835b41cf963a4dfc2551c4e637cb2a71/pillow-12.3.0-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:ae26d61dfa7a47befdc7572b521024e8745f3d809bd95ca9505a7bba9ef849ec", size = 3696433, upload-time = "2026-07-01T11:54:29.813Z" },
+    { url = "https://files.pythonhosted.org/packages/42/92/2fc3ffad878ae8dd5469ec1bc8eb83b71f48e13efdf68f02709003982a32/pillow-12.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:7a743ff716f746fc19a9557f60dab1600d4613255f8a7aeb3cdde4db7eb15a66", size = 5345889, upload-time = "2026-07-01T11:54:31.97Z" },
+    { url = "https://files.pythonhosted.org/packages/10/76/8803c13605b763d33d156c4678fc77f8443389c0c51c8aef707bb02015f4/pillow-12.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d69141514cc30b774ceea5e3ed3a6635c8d8a96edf664689b890f4089111fb35", size = 4780109, upload-time = "2026-07-01T11:54:34.026Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/01/e18aff37cb0b4aac47ac90f016d347a49aca667ef97f190b06ac2aabc928/pillow-12.3.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f7401aebd7f581d7f83a439d87d474999317ee099218e5ad25d125290990ba65", size = 6263736, upload-time = "2026-07-01T11:54:36.131Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/62/de5bdd77d935331f4f802edc11e4d82950f642caad6cb2f949837b8560e2/pillow-12.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0847a763afefb695bc912d7c131e7e0632d4edc1d8698f58ddabec8e46b8b6d3", size = 6937129, upload-time = "2026-07-01T11:54:38.216Z" },
+    { url = "https://files.pythonhosted.org/packages/70/4d/105627a13300c5e0df1d174230b32fd1273062c96f7745fd552b945d1e1d/pillow-12.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:571b9fcb07b97ef3a492028fb3d2dc0993ca23a06138b0315286566d29ef718a", size = 6339562, upload-time = "2026-07-01T11:54:40.354Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/1d/f13de01a553988ab895ba1c722e06cf3144d4f57656fd5b81b6d881f1179/pillow-12.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:756c768d0c9c2955feb7a56c37ea24aea2e369f8d36a88da270b6a9f19e62b5e", size = 7049439, upload-time = "2026-07-01T11:54:42.489Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/f9/066794cca041b969964f779ee5fa66a9498bbf34248ac39c5d7954e4198f/pillow-12.3.0-cp313-cp313-win32.whl", hash = "sha256:a876864214e136f0eb367788dbd7df045f4806801518e2cfe9e13229cfe06d8f", size = 6473287, upload-time = "2026-07-01T11:54:44.9Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/9b/7a58e61d62be561da3a356fe2384d4059a6345fc130e23ef1c36a5b81d24/pillow-12.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:1cca606cd25738df4ed873d5ad46bbdb3d83b5cbca291f6b4ff13a4df6b0bbe8", size = 7239691, upload-time = "2026-07-01T11:54:47.141Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/b0/c4ed4f0ef8f8fa5ee8351537db6650bb8189f7e118842978dd6589065692/pillow-12.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:b629de27fda84b42cde7edef0d85f13b958b47f6e9bbcbba9b673c562a89bd8b", size = 2568185, upload-time = "2026-07-01T11:54:49.137Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/01/001f65b68192f0228cc1dbbc8d2530ab5d58b61037ba0587f946fea607cd/pillow-12.3.0-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:9cf95fe4d0f84c82d282745d9bb08ad9f926efa00be4697e767b814ce40d4330", size = 4161736, upload-time = "2026-07-01T11:54:51.156Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/d2/0219746d0fd16fc8a84498e79452375be3797d3ce4044596ce565164b84f/pillow-12.3.0-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:8728f216dcdb6e6d555cf971cb34076139ad74b31fc2c14da4fafc741c5f6217", size = 4255435, upload-time = "2026-07-01T11:54:53.414Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/02/8d0bc62ef0302318c46ff2a512822d2610e81c7aa46c9b3abe6cbaca5ad0/pillow-12.3.0-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:a45650e8ce7fafffd731db8550230db6b0d306d181a90b67d3e6bca2f1990930", size = 3696262, upload-time = "2026-07-01T11:54:55.739Z" },
+    { url = "https://files.pythonhosted.org/packages/85/e2/73c77d218410b14f5f2d565e8a998d5317b7b9c75368d29985139f7a46f0/pillow-12.3.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:ba54cfebe86920a559a7c4d6b9050791c20513650a1952ebe3368c7dc70306f8", size = 5350344, upload-time = "2026-07-01T11:54:57.657Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/da/32c752228ae345f489e3a42499d817b6c3996da7e8a3bc7a04fc806b243b/pillow-12.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:e158cb00350dc278f3b91551101aa7d12415a66ebf2c91d8d5ac14e56ddd3ad0", size = 4780131, upload-time = "2026-07-01T11:54:59.713Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/9d/8b2c807dbef61a5197c047afe99823787eb66f63daf9fb2432f91d6f0462/pillow-12.3.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e9aeb04d6aef139de265b29683e119b638208f88cf73cdd1658aa07221165321", size = 6263757, upload-time = "2026-07-01T11:55:01.778Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/44/c85361f65dbe00eea8576ee467c768d25129989efb76e94f205e9ca9bb46/pillow-12.3.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:251bf95b67017e27b13d82f5b326234ca62d70f9cf4c2b9032de2358a3b12c7b", size = 6936962, upload-time = "2026-07-01T11:55:03.93Z" },
+    { url = "https://files.pythonhosted.org/packages/18/7e/e483414b35800b86b6f08dbbc7803fb5cd52c4d6f897f47d53ea2c7e6f65/pillow-12.3.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:fe3cca2e4e8a592be0f269a1ca4835c25199d9f3ce815c8491048f785b0a0198", size = 6339171, upload-time = "2026-07-01T11:55:05.989Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/f4/68c491844841ede6bed70189546b3ee9731cf9f2cbad396faff5e1ccba45/pillow-12.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:23aceaa007d6172b02c277f0cd359c79492bbb14f7072b4ede9fbcaf20648130", size = 7048116, upload-time = "2026-07-01T11:55:08.131Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/34/77f3f793fed8efc7d243f21b33c5a3f0d1c97ee70346d3db855587e155ff/pillow-12.3.0-cp314-cp314-win32.whl", hash = "sha256:af8d94b0db561cf68b88a267c5c44b49e134f525d0dc2cb7ed413a66bc23559a", size = 6467209, upload-time = "2026-07-01T11:55:10.408Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/e0/492879f69d94f91f60fc8cd05ba03650e9520afebb2fb7aa12777d7c7f38/pillow-12.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:fdafc9cce40277e0f7a0feabce0ee50dd2fa1800f3b38015e51296b5e814048d", size = 7237707, upload-time = "2026-07-01T11:55:12.745Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/ac/6b11f2875f1c2ac040d84e1bbf9cf22a88038f901ca1037898b280b38365/pillow-12.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:e91206ee562682b51b98ef4b26a6ef48fd84e15fd4c4bc5ec768eb641d206838", size = 2565995, upload-time = "2026-07-01T11:55:14.736Z" },
+    { url = "https://files.pythonhosted.org/packages/52/69/c2208e56af9bfc1913afb24020297a691eb1d4ef688474c8a04913f65e04/pillow-12.3.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:164b31cd1a0490ab6efae01aa5df49da7061be0af1b30e035b6e9a1bfe34ee6e", size = 5352503, upload-time = "2026-07-01T11:55:17.076Z" },
+    { url = "https://files.pythonhosted.org/packages/07/70/e5686d753e898a45d778ff1718dba8516ead6ab6b95d85fc8c4b70650cf2/pillow-12.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:5afb51d599ea772b8365ae807ae557f18bccfe46ab261fd1c2a9ed700fc6eb17", size = 4782956, upload-time = "2026-07-01T11:55:19.448Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/37/25c6692f06927ee973ff18c8d9ee98ad0b4d84ee67a09610c2dd1447958e/pillow-12.3.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3edce1d53195db527e0191f84b71d02022de0540bf43a16ed734ed7537b07385", size = 6322855, upload-time = "2026-07-01T11:55:21.613Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/91/420637fcb8f1bc11029e403b4538e6694744428d8246118e45719f944556/pillow-12.3.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bf16ba1b4d0b6b7c8e534936632270cf70eb00dbe09005bc345b2677b726855c", size = 6989642, upload-time = "2026-07-01T11:55:24.006Z" },
+    { url = "https://files.pythonhosted.org/packages/10/08/b94d7811281ccf0d143a1cf768d1c49e1e54af63e7b708ab2ee3eb87face/pillow-12.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:24870b09b224f7ae3c39ed07d10e819d06f8720bc551847b1d623832b5b0e28d", size = 6391281, upload-time = "2026-07-01T11:55:26.252Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/87/24233f785f55474dc02ce3e739c5528a77e3a862e9333d1dd7a25cc31f70/pillow-12.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:30f2aa603c41533cc25c05acd0da21636e84a315768feb631c937177db558931", size = 7096716, upload-time = "2026-07-01T11:55:28.318Z" },
+    { url = "https://files.pythonhosted.org/packages/23/26/fcb2f6e37175b04f53570b59937867e2b80ee1685e744023153028fc14f9/pillow-12.3.0-cp314-cp314t-win32.whl", hash = "sha256:4b0a7fe987b14c31ebda6083f74f22b561fd3739bc0ac51e019622e3d72668c7", size = 6474125, upload-time = "2026-07-01T11:55:30.956Z" },
+    { url = "https://files.pythonhosted.org/packages/90/de/3634abee5f1c9e13c56787b7d5517b0ba8d6de51700b95578cf338349c9f/pillow-12.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:962864dc93511324d51ddbb5b9f8731bf71675b93ca612a07441896f4688fb8c", size = 7242939, upload-time = "2026-07-01T11:55:34.044Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/2a/fd13f8eb24de5714a6eb444a3d67e2842c6c576e159a43793adf23051351/pillow-12.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:0740a512dc522224c77d9aa5a8d70d8b7d73fb91f2c21125d8d025d3b8990e45", size = 2567506, upload-time = "2026-07-01T11:55:35.988Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/dc/8fdce34ec725a33c81c6ba122b904d6b9024e50ea9ac7bede62fab54506c/pillow-12.3.0-cp315-cp315-ios_13_0_arm64_iphoneos.whl", hash = "sha256:0feb2e9d6ad6c9e3c06effe9d00f3f1e618a6643273576b016f591e9315a7139", size = 4162063, upload-time = "2026-07-01T11:55:37.941Z" },
+    { url = "https://files.pythonhosted.org/packages/76/66/2044b9a63d3b84ff048228dfcb7cd9bf0df983e8470971bf7d4c57b693de/pillow-12.3.0-cp315-cp315-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:9e881fca225083806662a5c43d627d215f258ff43c890f831966c7d7ba9c7402", size = 4255549, upload-time = "2026-07-01T11:55:40.022Z" },
+    { url = "https://files.pythonhosted.org/packages/52/7e/1f67e6f4ece6b582ee4b539decbcc9f848dc245a93ed8cd7338bafef72f1/pillow-12.3.0-cp315-cp315-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:4998562bf62a445225f22e07c896bb04b35b1b1f2eb6d760584c9c51d7a5f78c", size = 3696331, upload-time = "2026-07-01T11:55:41.98Z" },
+    { url = "https://files.pythonhosted.org/packages/12/40/d306fc2c8e4d45d7f175c77edca7063be7b86fe7fe6e68f4353bf71d808c/pillow-12.3.0-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:dc624f6bc473dacdf7ef7eb8678d0d08edf15cd94fad6ae5c7d6cc67a4e4902f", size = 5350370, upload-time = "2026-07-01T11:55:44.028Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/44/668fb1437e8ce420f62d6106eb66e44a5971602a4d794615bdf79315d82d/pillow-12.3.0-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:71d6097b330eea8fd15097780c8e89cb1a8ce7838669f48c5bacd6f663dd4701", size = 4780147, upload-time = "2026-07-01T11:55:46.073Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/08/93fa2e70e30a2d81547e481b6ee2bb9522117221fb1e0ce4b5df70967677/pillow-12.3.0-cp315-cp315-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:28ce87c5ab450a9dd970b52e5aca5fe63ed432d18a2eaddd1979a00a1ba24ace", size = 6273659, upload-time = "2026-07-01T11:55:48.264Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/6d/043e96ff814fc31a33077e4cba86082167db520c93632afdf2042febbb0c/pillow-12.3.0-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6b02afb9b97f65fbca5f31db6a2a3ba21aa93030225f150fa3f249717e938fb4", size = 6947439, upload-time = "2026-07-01T11:55:50.503Z" },
+    { url = "https://files.pythonhosted.org/packages/af/92/ba71d2ee2ac0edf3fa33bd9d5ee9ee080da70b1766f3ca3934f9938ddac9/pillow-12.3.0-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:1182d52bc2d5e5d7d0949503aa7e36d12f42205dc287e4883f407b1988820d39", size = 6353577, upload-time = "2026-07-01T11:55:52.697Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/ce/e63064e2122923ff687c8ad792d0d736a7b3920a56a46982e81a7fdd25d6/pillow-12.3.0-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:e795b7eb908249c4e43c7c99fac7c2c75dab0c43566e37db472a355f63693d71", size = 7060394, upload-time = "2026-07-01T11:55:55.149Z" },
+    { url = "https://files.pythonhosted.org/packages/54/76/a09cc3ccc8d773a7283d34c38bec1708f9e3cc932093cbc4c5e71ac4060b/pillow-12.3.0-cp315-cp315-win32.whl", hash = "sha256:57b3d78c95ba9059768b10e28b813002261d3f3dfc55cc48b0c988f625175827", size = 6467375, upload-time = "2026-07-01T11:55:57.769Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/03/1846c49ba3b1d5550392a4bbd06d6fb4578e1cd91a803198b5c90f5f7d53/pillow-12.3.0-cp315-cp315-win_amd64.whl", hash = "sha256:fa4ecea169a355be7a3ade2c783e2ed12f0e40d2c5621cda8b3297faf7fbb9f5", size = 7237048, upload-time = "2026-07-01T11:55:59.975Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/bb/89f35dcc79610423f9f195504d7def7f0d1416a711541b42867e25fe3412/pillow-12.3.0-cp315-cp315-win_arm64.whl", hash = "sha256:877c3f311ff35410f690861c4409e7ccbf0cd2f878e50628a28e5a0bb689e658", size = 2566006, upload-time = "2026-07-01T11:56:02.143Z" },
+    { url = "https://files.pythonhosted.org/packages/30/88/707027ba09942dfa2c28759b5c222d769290a41c6d20ea60ec250801941f/pillow-12.3.0-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:e9871b1ffbfa9656b60aeee92ed5136a5742696006fa322b29ea3d8da0ecc9cf", size = 5352509, upload-time = "2026-07-01T11:56:04.2Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/6d/00352fa25332c2569cd387851f568cc5a4b75a9adbfb37ac4fbce4c02eec/pillow-12.3.0-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:53aa02d20d10c3d814d536aa4e5ac9b84ca0ff5a88377963b085ad6822f93e64", size = 4783167, upload-time = "2026-07-01T11:56:06.631Z" },
+    { url = "https://files.pythonhosted.org/packages/13/4f/9e049dfa21af7c22427275720e2490267ba8138120add5c4c574deb69782/pillow-12.3.0-cp315-cp315t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:446c34dcc4324b084a53b705127dc15717b22c5e140ae0a3c38349d4efec071e", size = 6329237, upload-time = "2026-07-01T11:56:08.868Z" },
+    { url = "https://files.pythonhosted.org/packages/36/16/cf6eeaae8d0fce8dd390a33437cf68c5d5bd73834a2bc6e2f14efda0ab45/pillow-12.3.0-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cf1845d02ad822a369a49f2bb9345b1614744267682e7a03527dc3bf6eea1777", size = 6997047, upload-time = "2026-07-01T11:56:11.379Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/69/dbf769bdd55f48bf5733cac28edc6364ffaa072ec9ba336266e4fe66be55/pillow-12.3.0-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:186941b6aef820ad110fb01fb06eb925374dc3a21b17e37ec9a53b250c6fe2d1", size = 6400440, upload-time = "2026-07-01T11:56:13.908Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/e1/ffc9cfc2eea0d178da8018e18e959301ad9d6bc9f3edb7181e748a474b97/pillow-12.3.0-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:f13c32a3abd6079a66d9526e18dad9b6d280384d49d7c54040cd57b6424041d9", size = 7105895, upload-time = "2026-07-01T11:56:16.575Z" },
+    { url = "https://files.pythonhosted.org/packages/18/f0/a5595c1e8c3ae44b9828cb2f0fa8155e5095ef04d6327b8f61cf44a3df85/pillow-12.3.0-cp315-cp315t-win32.whl", hash = "sha256:1657923d2d45afb66526e5b933e5b3052e6bdea196c90d3abb2424e18c77dae8", size = 6474384, upload-time = "2026-07-01T11:56:18.855Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/04/62bcd9f844984c5938d3b05264a61d797a29d3e0812341a8204af70bbdee/pillow-12.3.0-cp315-cp315t-win_amd64.whl", hash = "sha256:8cd2f7bdda092d99c9fc2fb7391354f306d01443d22785d0cbfafa2e2c8bb418", size = 7243537, upload-time = "2026-07-01T11:56:21.214Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/68/1f3066acedf37673694a7141381d8f811ae97f30d34413d236abe7d489f1/pillow-12.3.0-cp315-cp315t-win_arm64.whl", hash = "sha256:06ff022112bc9cbf83b60f8e028d94ad87b60621706487e65f673de61610ab59", size = 2567491, upload-time = "2026-07-01T11:56:23.506Z" },
 ]
 
 [[package]]

From 9d26bd57b81abec5c2632ba2a9d591d91472a99a Mon Sep 17 00:00:00 2001
From: idelder <35704891+idelder@users.noreply.github.com>
Date: Fri, 10 Jul 2026 08:24:31 -0400
Subject: [PATCH 09/56] Fix treatment of early retirement in myopic mode (#340)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

* [pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/astral-sh/uv-pre-commit: 0.11.19 → 0.11.21](https://github.com/astral-sh/uv-pre-commit/compare/0.11.19...0.11.21)
- [github.com/astral-sh/ruff-pre-commit: v0.15.16 → v0.15.17](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.16...v0.15.17)

* [pre-commit.ci] pre-commit autoupdate

updates:
- [github.com/astral-sh/uv-pre-commit: 0.11.21 → 0.11.23](https://github.com/astral-sh/uv-pre-commit/compare/0.11.21...0.11.23)
- [github.com/astral-sh/ruff-pre-commit: v0.15.17 → v0.15.18](https://github.com/astral-sh/ruff-pre-commit/compare/v0.15.17...v0.15.18)

* Load early retirements from previous planning periods

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

* Adjust existing capacity for past early retirement in myopic

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

* Fix handling of existing capacity for p0

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

* Pull lifetimes data for previously retired existing capacities for accounting purposes

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

* Actually load growthrate constraints

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

* Add a broad stress test for myopic that includes survival curves, early retirement, and growth rate constraints all together

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

* Update test set hashes

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

* Improve custom loader filtering for lifetime data

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

* Update existing capacity check to specifically look for tiny dropped capacities

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

* Try to fix python 3.12 type error

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

* Check if output retirement table exists

Signed-off-by: Davey Elder <iandavidelder@gmail.com>

---------

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
---
 .pre-commit-config.yaml                       |   4 +-
 temoa/components/capacity.py                  |   9 +-
 temoa/components/limits.py                    |  12 +-
 temoa/components/technology.py                |  40 ++-
 temoa/components/time.py                      |  10 +-
 temoa/components/utils.py                     |  17 ++
 temoa/core/model.py                           |  32 ++-
 temoa/data_io/component_manifest.py           |  77 +++++-
 temoa/data_io/hybrid_loader.py                | 122 +++++++++
 temoa/data_io/loader_manifest.py              |   1 +
 tests/conftest.py                             |   6 +
 tests/legacy_test_values.py                   |   3 +-
 tests/test_full_runs.py                       |  60 ++++-
 .../config_myopic_capacities.toml             |  23 ++
 tests/testing_data/mediumville.sql            |   1 -
 tests/testing_data/mediumville_sets.json      |   7 +-
 tests/testing_data/myopic_capacities.sql      | 242 ++++++++++++++++++
 tests/testing_data/test_system_sets.json      |   3 +-
 tests/testing_data/utopia_sets.json           |   3 +-
 19 files changed, 622 insertions(+), 50 deletions(-)
 create mode 100644 tests/testing_configs/config_myopic_capacities.toml
 create mode 100644 tests/testing_data/myopic_capacities.sql

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 5b931f519..5f170d2a2 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 repos:
   - repo: https://github.com/astral-sh/uv-pre-commit
     # uv version.
-    rev: 0.11.19
+    rev: 0.11.23
     hooks:
       # Dependency management
       - id: uv-lock
@@ -47,7 +47,7 @@ repos:
     # Python Linting & Formatting with Ruff
   - repo: https://github.com/astral-sh/ruff-pre-commit
     # Ruff version.
-    rev: "v0.15.16"
+    rev: "v0.15.18"
     hooks:
       - id: ruff
         name: ruff (linter)
diff --git a/temoa/components/capacity.py b/temoa/components/capacity.py
index 1383e09f7..82e553126 100644
--- a/temoa/components/capacity.py
+++ b/temoa/components/capacity.py
@@ -18,7 +18,7 @@
 from deprecated import deprecated
 from pyomo.environ import value
 
-from .utils import get_capacity_factor
+from .utils import get_adjusted_existing_capacity, get_capacity_factor
 
 if TYPE_CHECKING:
     from temoa.core.model import TemoaModel
@@ -292,7 +292,9 @@ def annual_retirement_constraint(
         # Exact EOL. No v_capacity or v_retired_capacity for this period.
         if p == model.time_optimize.first():
             # Must be existing capacity. Apply survival curve to existing cap
-            cap_begin = model.existing_capacity[r, t, v] * model.lifetime_survival_curve[r, p, t, v]
+            cap_begin = get_adjusted_existing_capacity(model, r, t, v) * value(
+                model.lifetime_survival_curve[r, p, t, v]
+            )
         else:
             # Get previous capacity and continue survival curve
             p_prev = model.time_optimize.prev(p)
@@ -545,8 +547,9 @@ def adjusted_capacity_constraint(
     the time when that retirement occurred (treated here as at the beginning of each period).
     """
 
+    built_capacity: ExprLike
     if v in model.time_exist:
-        built_capacity = value(model.existing_capacity[r, t, v])
+        built_capacity = get_adjusted_existing_capacity(model, r, t, v)
     else:
         built_capacity = model.v_new_capacity[r, t, v]
 
diff --git a/temoa/components/limits.py b/temoa/components/limits.py
index f7f5d5d9c..857cb1489 100644
--- a/temoa/components/limits.py
+++ b/temoa/components/limits.py
@@ -20,7 +20,12 @@
 
 import temoa.components.geography as geography
 import temoa.components.technology as technology
-from temoa.components.utils import Operator, get_variable_efficiency, operator_expression
+from temoa.components.utils import (
+    Operator,
+    get_adjusted_existing_capacity,
+    get_variable_efficiency,
+    operator_expression,
+)
 
 if TYPE_CHECKING:
     from pyomo.core import Expression
@@ -1043,11 +1048,10 @@ def limit_growth_capacity(
 
     if p == model.time_optimize.first():
         # First future period. Grab available capacity in last existing period
-        # Adjust in-line for past PLF because we are constraining available capacity
         p_prev = model.time_exist.last()
         capacity_prev = sum(
-            value(model.existing_capacity[_r, _t, _v])
-            * min(1.0, (_v + value(model.lifetime_process[_r, _t, _v]) - p_prev) / (p - p_prev))
+            get_adjusted_existing_capacity(model, _r, _t, _v)
+            * value(model.process_life_frac[_r, p_prev, _t, _v])
             for _r, _t, _v in model.existing_capacity.sparse_keys()
             if _r in regions
             and _t in techs
diff --git a/temoa/components/technology.py b/temoa/components/technology.py
index e9cc254d0..9957db979 100644
--- a/temoa/components/technology.py
+++ b/temoa/components/technology.py
@@ -17,6 +17,8 @@
 
 from pyomo.environ import value
 
+from temoa.components.utils import get_adjusted_existing_capacity
+
 if TYPE_CHECKING:
     from collections.abc import Iterable
 
@@ -52,7 +54,23 @@ def model_process_life_indices(
     the periods in which a process is active, distinct from TechLifeFracIndices that
     returns indices only for processes that EOL mid-period.
     """
-    return model.active_activity_rptv
+    indices = {
+        (r, model.time_exist.last(), t, v) for r, t, v in model.existing_capacity.sparse_keys()
+    }
+    indices = indices | model.active_activity_rptv
+
+    return indices
+
+
+def lifetime_tech_indices(model: TemoaModel) -> set[tuple[Region, Technology]]:
+    """
+    Based on the efficiency parameter's indices, this function returns the set of
+    process indices that may be specified in the lifetime_tech parameter.
+    """
+    indices = {(r, t) for r, _, t, _, _ in set(model.efficiency.sparse_keys())}
+    indices = indices | {(r, t) for r, t, _ in model.existing_capacity.sparse_keys()}
+
+    return indices
 
 
 def lifetime_process_indices(model: TemoaModel) -> set[tuple[Region, Technology, Vintage]]:
@@ -60,7 +78,7 @@ def lifetime_process_indices(model: TemoaModel) -> set[tuple[Region, Technology,
     Based on the efficiency parameter's indices, this function returns the set of
     process indices that may be specified in the lifetime_process parameter.
     """
-    indices = {(r, t, v) for r, i, t, v, o in set(model.efficiency.sparse_keys())}
+    indices = {(r, t, v) for r, _, t, v, _ in set(model.efficiency.sparse_keys())}
     indices = indices | set(model.existing_capacity.sparse_keys())
 
     return indices
@@ -424,14 +442,18 @@ def check_existing_capacity(model: TemoaModel) -> None:
             )
             logger.warning(msg)
             continue
-        if t not in model.tech_all:
+        adjusted_cap = get_adjusted_existing_capacity(model, r, t, v)
+        if adjusted_cap <= 0.0:
+            # Was retired in a previous period (myopic mode)
             continue
+        p = model.time_optimize.first()
         life = value(model.lifetime_process[r, t, v])
-        if (r, t, v) not in model.process_periods and v + life > model.time_optimize.first():
+        if (r, t, v) not in model.process_periods and v + life > p:
+            surviving_cap = adjusted_cap * value(model.lifetime_survival_curve[r, p, t, v])
             msg = (
-                f'Existing capacity {r, t, v} with lifetime {life} and capacity {cap} '
-                'should extend into future periods but it is not in process periods. '
-                'Was it included in the Efficiency table?'
+                f'Existing capacity {r, t, v} with lifetime {life} and surviving capacity '
+                f'{surviving_cap} should extend into future periods but is not an active '
+                'process. It may be missing from the Efficiency table or have too little '
+                'capacity to output and carry forward if running in myopic mode.'
             )
-            logger.error(msg)
-            raise ValueError(msg)
+            logger.warning(msg)
diff --git a/temoa/components/time.py b/temoa/components/time.py
index 0877a40b6..cdbb05db4 100644
--- a/temoa/components/time.py
+++ b/temoa/components/time.py
@@ -184,11 +184,6 @@ def init_set_time_optimize(model: TemoaModel) -> list[int]:
     return sorted(model.time_future)[:-1]
 
 
-def init_set_vintage_exist(model: TemoaModel) -> list[int]:
-    """Initializes the `vintage_exist` set."""
-    return sorted(model.time_exist)
-
-
 def init_set_vintage_optimize(model: TemoaModel) -> list[int]:
     """Initializes the `vintage_optimize` set."""
     return sorted(model.time_optimize)
@@ -196,6 +191,11 @@ def init_set_vintage_optimize(model: TemoaModel) -> list[int]:
 
 def param_period_length(model: TemoaModel, p: Period) -> int:
     """Rule to calculate the length of each optimization period in years."""
+    if model.time_exist and p == model.time_exist.last():
+        # Need this for one specific use case (capacity growth constraints)
+        return model.time_future.first() - model.time_exist.last()
+    elif p in model.time_exist:
+        return -1  # Period length is not defined for existing periods except the last
     periods: list[int] = sorted(model.time_future)
     i: int = periods.index(p)
     return periods[i + 1] - periods[i]
diff --git a/temoa/components/utils.py b/temoa/components/utils.py
index 943b90183..daa2b421b 100644
--- a/temoa/components/utils.py
+++ b/temoa/components/utils.py
@@ -87,3 +87,20 @@ def get_capacity_factor(
     if model.is_capacity_factor_process[r, t, v]:
         return value(model.capacity_factor_process[r, s, d, t, v])
     return value(model.capacity_factor_tech[r, s, d, t])
+
+
+def get_adjusted_existing_capacity(
+    model: TemoaModel, r: Region, t: Technology, v: Vintage
+) -> float:
+    """
+    Returns the built existing capacity adjusted for any early retirements.
+
+    Needed for early retirements in myopic mode. Takes into account survival curves
+    and any early retirements that may have occurred prior to this planning step.
+    """
+    capacity_adjustment = sum(
+        value(model.retired_existing_capacity[r, _p, t, v])
+        / (value(model.lifetime_survival_curve[r, _p, t, v]) or 1)
+        for _p in model.time_exist
+    )
+    return value(model.existing_capacity[r, t, v]) - capacity_adjustment
diff --git a/temoa/core/model.py b/temoa/core/model.py
index 6c492e2a2..85f48ea3a 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -14,6 +14,7 @@
 from pyomo.core import BuildCheck, Set, Var
 from pyomo.environ import (
     AbstractModel,
+    Any,
     BuildAction,
     Constraint,
     Integers,
@@ -212,9 +213,9 @@ def __init__(self, *args: object, **kwargs: object) -> None:
             ordered=True, initialize=time.init_set_time_optimize, within=self.time_future
         )
         # Define time period vintages to track capacity installation
-        self.vintage_exist = Set(ordered=True, initialize=time.init_set_vintage_exist)
+        self.vintage_exist = Set(ordered=True)
         self.vintage_optimize = Set(ordered=True, initialize=time.init_set_vintage_optimize)
-        self.vintage_all = Set(initialize=self.time_exist | self.time_optimize)
+        self.vintage_all = Set(initialize=self.vintage_exist | self.time_optimize)
         # Perform some basic validation on the specified time periods.
         self.validate_time = BuildAction(rule=time.validate_time)
 
@@ -335,7 +336,9 @@ def __init__(self, *args: object, **kwargs: object) -> None:
         # Define time-related parameters
         # Basic period construction
         self.time_sequencing = Set()  # How do states carry between time segments?
-        self.period_length = Param(self.time_optimize, initialize=time.param_period_length)
+        self.period_length = Param(
+            self.time_optimize | self.time_exist, initialize=time.param_period_length
+        )
         self.days_per_period = Param(domain=PositiveReals, default=365.0)
         self.time_of_day_hours = Param(self.time_of_day, domain=PositiveReals, default=1.0)
         self.segment_fraction_per_season = Param(self.time_season)
@@ -383,6 +386,10 @@ def __init__(self, *args: object, **kwargs: object) -> None:
         self.capacity_to_activity = Param(self.regional_indices, self.tech_all, default=1)
 
         self.existing_capacity = Param(self.regional_indices, self.tech_exist, self.vintage_exist)
+        # This is needed to handle past retirements in myopic mode. Maybe it will find other uses.
+        self.retired_existing_capacity = Param(
+            self.regional_indices, self.time_exist, self.tech_exist, self.vintage_exist, default=0
+        )
 
         # Dev Note:  The below is temporarily useful for passing down to validator to find
         # set violations
@@ -431,9 +438,8 @@ def __init__(self, *args: object, **kwargs: object) -> None:
             default=1,
         )
 
-        self.lifetime_tech = Param(
-            self.regional_indices, self.tech_all, default=TemoaModel.default_lifetime_tech
-        )
+        self.lifetime_tech_rt = Set(dimen=2, initialize=technology.lifetime_tech_indices)
+        self.lifetime_tech = Param(self.lifetime_tech_rt, default=TemoaModel.default_lifetime_tech)
 
         self.lifetime_process_rtv = Set(dimen=3, initialize=technology.lifetime_process_indices)
         self.lifetime_process = Param(
@@ -443,7 +449,7 @@ def __init__(self, *args: object, **kwargs: object) -> None:
         self.lifetime_survival_curve = Param(
             self.regional_indices,
             Integers,
-            self.tech_all,
+            self.tech_all | self.tech_exist,
             self.vintage_all,
             default=technology.get_default_survival,
             validate=validate_0to1,
@@ -621,22 +627,22 @@ def __init__(self, *args: object, **kwargs: object) -> None:
         )
 
         self.limit_growth_capacity = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator
+            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
         )
         self.limit_degrowth_capacity = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator
+            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
         )
         self.limit_growth_new_capacity = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator
+            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
         )
         self.limit_degrowth_new_capacity = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator
+            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
         )
         self.limit_growth_new_capacity_delta = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator
+            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
         )
         self.limit_degrowth_new_capacity_delta = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator
+            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
         )
 
         self.limit_emission_constraint_rpe = Set(
diff --git a/temoa/data_io/component_manifest.py b/temoa/data_io/component_manifest.py
index e22fdf673..7a97e2bad 100644
--- a/temoa/data_io/component_manifest.py
+++ b/temoa/data_io/component_manifest.py
@@ -288,6 +288,14 @@ def build_manifest(model: TemoaModel) -> list[LoadItem]:
             is_period_filtered=False,  # Custom loader handles all logic
             is_table_required=False,
         ),
+        LoadItem(
+            component=model.retired_existing_capacity,
+            table='output_retired_capacity',
+            columns=['region', 'period', 'tech', 'vintage', 'cap_early'],
+            custom_loader_name='_load_retired_existing_capacity',
+            is_period_filtered=False,  # Custom loader handles all logic
+            is_table_required=False,
+        ),
         LoadItem(
             component=model.cost_invest,
             table='cost_invest',
@@ -419,8 +427,7 @@ def build_manifest(model: TemoaModel) -> list[LoadItem]:
             component=model.lifetime_tech,
             table='lifetime_tech',
             columns=['region', 'tech', 'lifetime'],
-            validator_name='viable_rt',
-            validation_map=(0, 1),
+            custom_loader_name='_load_lifetime_tech',
             is_period_filtered=False,
             is_table_required=False,
         ),
@@ -428,8 +435,7 @@ def build_manifest(model: TemoaModel) -> list[LoadItem]:
             component=model.lifetime_process,
             table='lifetime_process',
             columns=['region', 'tech', 'vintage', 'lifetime'],
-            validator_name='viable_rtv',
-            validation_map=(0, 1, 2),
+            custom_loader_name='_load_lifetime_process',
             is_period_filtered=False,
             is_table_required=False,
         ),
@@ -437,8 +443,7 @@ def build_manifest(model: TemoaModel) -> list[LoadItem]:
             component=model.lifetime_survival_curve,
             table='lifetime_survival_curve',
             columns=['region', 'period', 'tech', 'vintage', 'fraction'],
-            validator_name='viable_rtv',
-            validation_map=(0, 2, 3),
+            custom_loader_name='_load_lifetime_survival_curve',
             is_period_filtered=False,
             is_table_required=False,
         ),
@@ -649,6 +654,66 @@ def build_manifest(model: TemoaModel) -> list[LoadItem]:
             validation_map=(0, 1, 2),
             is_table_required=False,
         ),
+        LoadItem(
+            component=model.limit_growth_capacity,
+            table='limit_growth_capacity',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+        LoadItem(
+            component=model.limit_growth_new_capacity,
+            table='limit_growth_new_capacity',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+        LoadItem(
+            component=model.limit_growth_new_capacity_delta,
+            table='limit_growth_new_capacity_delta',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+        LoadItem(
+            component=model.limit_degrowth_capacity,
+            table='limit_degrowth_capacity',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+        LoadItem(
+            component=model.limit_degrowth_new_capacity,
+            table='limit_degrowth_new_capacity',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+        LoadItem(
+            component=model.limit_degrowth_new_capacity_delta,
+            table='limit_degrowth_new_capacity_delta',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
         LoadItem(
             component=model.limit_resource,
             table='limit_resource',
diff --git a/temoa/data_io/hybrid_loader.py b/temoa/data_io/hybrid_loader.py
index a4e2ce4d2..f657ed68d 100644
--- a/temoa/data_io/hybrid_loader.py
+++ b/temoa/data_io/hybrid_loader.py
@@ -24,6 +24,7 @@
 import time
 from collections import defaultdict
 from logging import getLogger
+from operator import itemgetter
 from sqlite3 import Connection, Cursor, OperationalError
 from typing import TYPE_CHECKING, cast
 
@@ -43,6 +44,7 @@
 
     from temoa.core.config import TemoaConfig
     from temoa.data_io.loader_manifest import LoadItem
+    from temoa.types.core_types import Region, Technology, Vintage
 
 logger = getLogger(__name__)
 
@@ -98,6 +100,8 @@ def __init__(self, db_connection: Connection, config: TemoaConfig) -> None:
         self.manager: CommodityNetworkManager | None = None
         self.efficiency_values: list[tuple[object, ...]] = []
         self.data: dict[str, object] | None = None
+        self.viable_existing_rt: set[tuple[Region, Technology]] = set()
+        self.viable_existing_rtv: set[tuple[Region, Technology, Vintage]] = set()
 
         # --- Viable sets for source-trace filtering ---
         self.viable_techs: ViableSet | None = None
@@ -231,6 +235,10 @@ def create_data_dict(self, myopic_index: MyopicIndex | None = None) -> dict[str,
         for item in self.manifest:
             # 1. Fetch data from the database
             raw_data = self._fetch_data(cur, item, myopic_index)
+            if item.index_length:
+                raw_data = [
+                    (*row[0 : item.index_length], row[item.index_length :]) for row in raw_data
+                ]
 
             # 2. Validate/filter data
             filtered_data = self._filter_data(raw_data, item, use_raw_data)
@@ -629,6 +637,120 @@ def _load_existing_capacity(
         if rows_to_load:
             tech_exist_data = sorted({(row[1],) for row in rows_to_load})
             self._load_component_data(data, model.tech_exist, tech_exist_data)
+            vintage_exist_data = sorted({(row[2],) for row in rows_to_load})
+            self._load_component_data(data, model.vintage_exist, vintage_exist_data)
+
+            # Collect existing capacity data indices
+            self.viable_existing_techs = {row[1] for row in rows_to_load}
+            self.viable_existing_rt = {(row[0], row[1]) for row in rows_to_load}
+            self.viable_existing_rtv = {(row[0], row[1], row[2]) for row in rows_to_load}
+
+    def _load_retired_existing_capacity(
+        self,
+        data: dict[str, object],
+        raw_data: Sequence[tuple[object, ...]],
+        filtered_data: Sequence[tuple[object, ...]],
+    ) -> None:
+        """
+        Only needed in myopic to bring past early retirement decisions forward
+        """
+        if not self.table_exists('output_retired_capacity'):
+            logger.info(
+                "Table 'output_retired_capacity' not found. Skipping loading "
+                'of retired existing capacity.'
+            )
+            return
+
+        model = TemoaModel()
+        cur = self.con.cursor()
+        mi = self.myopic_index
+
+        if not mi:
+            # for now, we only use this in myopic mode
+            return
+
+        rows_to_load = []
+        prev_period_res = cur.execute(
+            'SELECT MAX(period) FROM time_period WHERE period < ?', (mi.base_year,)
+        ).fetchone()
+        prev_period = prev_period_res[0] if prev_period_res else -1
+        rows_to_load = cur.execute(
+            'SELECT region, period, tech, vintage, cap_early FROM output_retired_capacity WHERE '
+            'period <= ? AND scenario = ? AND cap_early > 0 ',
+            (prev_period, self.config.scenario),
+        ).fetchall()
+
+        self._load_component_data(data, model.retired_existing_capacity, rows_to_load)
+
+    # --- Lifetime components ---
+    def _load_lifetime_tech(
+        self,
+        data: dict[str, object],
+        raw_data: Sequence[tuple[object, ...]],
+        filtered_data: Sequence[tuple[object, ...]],
+    ) -> None:
+        """Loads the lifetime_tech component."""
+        model = TemoaModel()
+        cur = self.con.cursor()
+        rows_to_load = cur.execute('SELECT region, tech, lifetime FROM lifetime_tech').fetchall()
+        rt_getter = itemgetter(0, 1)
+        if self.viable_rt:
+            valid_rt = self.viable_rt.members | self.viable_existing_rt
+            rows_to_load = [item for item in rows_to_load if rt_getter(item) in valid_rt]
+        self._load_component_data(data, model.lifetime_tech, rows_to_load)
+
+    def _load_lifetime_process(
+        self,
+        data: dict[str, object],
+        raw_data: Sequence[tuple[object, ...]],
+        filtered_data: Sequence[tuple[object, ...]],
+    ) -> None:
+        """Loads the lifetime_process component."""
+        model = TemoaModel()
+        cur = self.con.cursor()
+        mi = self.myopic_index
+
+        if mi:
+            rows_to_load = cur.execute(
+                'SELECT region, tech, vintage, lifetime FROM lifetime_process WHERE vintage <= ?',
+                (mi.last_demand_year,),
+            ).fetchall()
+        else:
+            rows_to_load = cur.execute(
+                'SELECT region, tech, vintage, lifetime FROM lifetime_process'
+            ).fetchall()
+        rtv_getter = itemgetter(0, 1, 2)
+        if self.viable_rtv:
+            valid_rtv = self.viable_rtv.member_tuples | self.viable_existing_rtv
+            rows_to_load = [item for item in rows_to_load if rtv_getter(item) in valid_rtv]
+        self._load_component_data(data, model.lifetime_process, rows_to_load)
+
+    def _load_lifetime_survival_curve(
+        self,
+        data: dict[str, object],
+        raw_data: Sequence[tuple[object, ...]],
+        filtered_data: Sequence[tuple[object, ...]],
+    ) -> None:
+        """Loads the lifetime_survival_curve component."""
+        model = TemoaModel()
+        cur = self.con.cursor()
+        mi = self.myopic_index
+
+        if mi:
+            rows_to_load = cur.execute(
+                'SELECT region, period, tech, vintage, fraction FROM lifetime_survival_curve '
+                'WHERE vintage <= ?',
+                (mi.last_demand_year,),
+            ).fetchall()
+        else:
+            rows_to_load = cur.execute(
+                'SELECT region, period, tech, vintage, fraction FROM lifetime_survival_curve'
+            ).fetchall()
+        rtv_getter = itemgetter(0, 2, 3)
+        if self.viable_rtv:
+            valid_rtv = self.viable_rtv.member_tuples | self.viable_existing_rtv
+            rows_to_load = [item for item in rows_to_load if rtv_getter(item) in valid_rtv]
+        self._load_component_data(data, model.lifetime_survival_curve, rows_to_load)
 
     # --- Singleton and Configuration-based Components ---
     def _load_global_discount_rate(
diff --git a/temoa/data_io/loader_manifest.py b/temoa/data_io/loader_manifest.py
index ad6ce930d..5723d9e96 100644
--- a/temoa/data_io/loader_manifest.py
+++ b/temoa/data_io/loader_manifest.py
@@ -50,6 +50,7 @@ class LoadItem:
     component: ComponentType
     table: str
     columns: list[str]
+    index_length: int | None = None
     validator_name: str | None = None
     validation_map: tuple[int, ...] = field(default_factory=tuple)
     where_clause: str | None = None
diff --git a/tests/conftest.py b/tests/conftest.py
index 3f813d5b8..0e263b9c0 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -88,6 +88,7 @@ def refresh_databases() -> None:
         ('mediumville.sql', 'mediumville.sqlite'),
         ('seasonal_storage.sql', 'seasonal_storage.sqlite'),
         ('survival_curve.sql', 'survival_curve.sqlite'),
+        ('myopic_capacities.sql', 'myopic_capacities.sqlite'),
         ('annualised_demand.sql', 'annualised_demand.sqlite'),
         # Feature tests (separate for temporal consistency)
         ('emissions.sql', 'emissions.sqlite'),
@@ -207,6 +208,11 @@ def system_test_run(
         silent=True,
     )
 
+    # Allow parametrized tests to override myopic settings per case.
+    myopic_overrides = request.param.get('myopic')
+    if myopic_overrides is not None:
+        config.myopic_inputs = {**(config.myopic_inputs or {}), **myopic_overrides}
+
     sequencer = TemoaSequencer(config=config)
 
     sequencer.start()
diff --git a/tests/legacy_test_values.py b/tests/legacy_test_values.py
index af31669c3..3fb7d2e13 100644
--- a/tests/legacy_test_values.py
+++ b/tests/legacy_test_values.py
@@ -68,7 +68,8 @@ class ExpectedVals(Enum):
         # added 2025/06/12 prior to addition of dynamic reserve margin
         # reduced 2025/06/16 after fixing bug in db
         ExpectedVals.OBJ_VALUE: 7035.7275,
-        ExpectedVals.EFF_DOMAIN_SIZE: 2800,
+        # halved after realising mediumville had an unused existing time period
+        ExpectedVals.EFF_DOMAIN_SIZE: 1400,
         ExpectedVals.EFF_INDEX_SIZE: 18,
         # increased after reviving RampSeason constraints
         # reduced 2025/07/25 by 24 after annualising demands
diff --git a/tests/test_full_runs.py b/tests/test_full_runs.py
index 45ca7d1bf..c71f9b4c8 100644
--- a/tests/test_full_runs.py
+++ b/tests/test_full_runs.py
@@ -5,7 +5,7 @@
 import logging
 import sqlite3
 from pathlib import Path
-from typing import TYPE_CHECKING, Any
+from typing import TYPE_CHECKING, Any, TypedDict
 
 import pytest
 from pyomo.core import Constraint, Var
@@ -37,6 +37,37 @@
 stochastic_files = [{'name': 'stochastic utopia', 'filename': 'config_utopia_stochastic.toml'}]
 
 
+class MyopicSettings(TypedDict):
+    view_depth: int
+    step_size: int
+    evolving: bool
+
+
+class MyopicStressCase(TypedDict):
+    name: str
+    filename: str
+    myopic: MyopicSettings
+
+
+myopic_stress_tests: list[MyopicStressCase] = [
+    {
+        'name': (
+            f'myopic capacities | {"evolving" if evolving else "non-evolving"}'
+            f' | view={view_depth} step={step_size}'
+        ),
+        'filename': 'config_myopic_capacities.toml',
+        'myopic': {
+            'view_depth': view_depth,
+            'step_size': step_size,
+            'evolving': evolving,
+        },
+    }
+    for evolving in (False, True)
+    for view_depth in [1, 3, 6]
+    for step_size in range(1, view_depth + 1, 2)
+]
+
+
 @pytest.mark.parametrize(
     'system_test_run',
     argvalues=legacy_config_files,
@@ -129,6 +160,33 @@ def test_myopic_utopia(
         )
 
 
+@pytest.mark.parametrize(
+    'system_test_run',
+    argvalues=myopic_stress_tests,
+    indirect=True,
+    ids=[d['name'] for d in myopic_stress_tests],
+)
+def test_myopic_stress_tests(
+    system_test_run: tuple[str, SolverResults | None, TemoaModel | None, TemoaSequencer],
+) -> None:
+    """
+    The idea of these is that they should be tightly constrained so that if anything
+    is wrong the model will fail to find a feasible solution. Use lots of equality constraints
+    """
+    _, _, _, sequencer = system_test_run
+    import contextlib
+
+    with contextlib.closing(sqlite3.connect(sequencer.config.output_database)) as con:
+        cur = con.cursor()
+        res = cur.execute('SELECT SUM(total_system_cost) FROM main.output_objective').fetchone()
+        obj = res[0]
+        # This part is just a very rough check on the objective function. Constraints inside the
+        # model are extremely tight so any other changes will lead to infeasibility
+        assert obj == pytest.approx(32, abs=1), (
+            'objective function value did not match expected for myopic stress test'
+        )
+
+
 @pytest.mark.parametrize(
     'system_test_run',
     argvalues=stochastic_files,
diff --git a/tests/testing_configs/config_myopic_capacities.toml b/tests/testing_configs/config_myopic_capacities.toml
new file mode 100644
index 000000000..3ab763c44
--- /dev/null
+++ b/tests/testing_configs/config_myopic_capacities.toml
@@ -0,0 +1,23 @@
+scenario = "test myopic capacities"
+scenario_mode = "myopic"
+input_database = "tests/testing_outputs/myopic_capacities.sqlite"
+output_database = "tests/testing_outputs/myopic_capacities.sqlite"
+neos = false
+solver_name = "appsi_highs"
+save_excel = true
+save_duals = true
+save_lp_file = false
+time_sequencing = "seasonal_timeslices"
+days_per_period = 365
+reserve_margin = "static"
+
+[MGA]
+slack = 0.1
+iterations = 4
+weight = "integer"
+
+[myopic]
+view_depth = 1
+step_size = 1
+evolving = false
+evolution_script = ''
diff --git a/tests/testing_data/mediumville.sql b/tests/testing_data/mediumville.sql
index 9df6b3f7a..2f253a8ce 100644
--- a/tests/testing_data/mediumville.sql
+++ b/tests/testing_data/mediumville.sql
@@ -181,7 +181,6 @@ REPLACE INTO "technology_type" VALUES('pb','baseload production technology');
 REPLACE INTO "technology_type" VALUES('ps','storage production technology');
 REPLACE INTO "time_of_day" VALUES(1,'d1',12,NULL);
 REPLACE INTO "time_of_day" VALUES(2,'d2',12,NULL);
-REPLACE INTO "time_period" VALUES(1,2020,'e');
 REPLACE INTO "time_period" VALUES(2,2025,'f');
 REPLACE INTO "time_period" VALUES(3,2030,'f');
 REPLACE INTO "time_period_type" VALUES('e','existing vintages');
diff --git a/tests/testing_data/mediumville_sets.json b/tests/testing_data/mediumville_sets.json
index 82bf63afd..c86baf5cc 100644
--- a/tests/testing_data/mediumville_sets.json
+++ b/tests/testing_data/mediumville_sets.json
@@ -31,6 +31,7 @@
   "flow_in_storage_rpsditvo": "ff680754a218ee843941e77bd07cbc5e5afd74e2b7b29a76ea86621624e8c0fd",
   "flow_var_annual_rpitvo": "6f5c569787fbf1e0a4076011f75fcd50a840bac85bb57b026f4fc5682739f888",
   "flow_var_rpsditvo": "e8c35c3b7b1f0c0e10e6f53e94d0c6b8a884c0dd048675cbeb9e7df33794161b",
+  "lifetime_tech_rt": "6786f2e9acdccce907ebad50d2ea70481bff72a749253e78168d29b480b07f65",
   "lifetime_process_rtv": "212639322f29aa7687eb9962fb9d74ef60961d720a2a753e2af53473b9e1648f",
   "limit_activity_constraint_rpt": "90461349933d0b32167abdca242233004b66212b57ed57213dce6f6818203963",
   "limit_activity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
@@ -101,7 +102,7 @@
   "tech_uncap": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "tech_upramping": "ddcf6ff7665c2a8acc4dff1b43655fae1b5a265135cbee18cec638df4e954346",
   "tech_with_capacity": "24f75b6f705a36033456d02638e7c50667908c45c474151fb8490666d928c63f",
-  "time_exist": "91a2461c25439830d94bf4b3d3a3b020343f75e74561a913b1f972b2ac42e943",
+  "time_exist": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "time_future": "6b150df8e12ac4dd15396b52f304c7935a41d2cc4da498186552819973171389",
   "time_manual": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "time_of_day": "f9bbfe9130c510cba59a13e8b385b4d0206196abbdfe8032b995502bb7215f76",
@@ -109,7 +110,7 @@
   "time_season": "1e413891065e24bbf66543d4747ff12b1c65bf23c4ff9857b0bf0520eccd7f21",
   "time_season_sequential": "1e413891065e24bbf66543d4747ff12b1c65bf23c4ff9857b0bf0520eccd7f21",
   "time_sequencing": "91f69c8abab9959c1f8c90f5aaa56db29bccc67e37d12673ab41c54e4179d7ca",
-  "vintage_all": "947dd08ad4812a98649b4306e4a0ca1b51374d86f1a8e27c3a8af3b189bcc0f6",
-  "vintage_exist": "91a2461c25439830d94bf4b3d3a3b020343f75e74561a913b1f972b2ac42e943",
+  "vintage_all": "9c9380fb50cd4f4f9e2032bd9a18645ae4fc1d30335672c62c897bcb9e099ba5",
+  "vintage_exist": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "vintage_optimize": "9c9380fb50cd4f4f9e2032bd9a18645ae4fc1d30335672c62c897bcb9e099ba5"
 }
diff --git a/tests/testing_data/myopic_capacities.sql b/tests/testing_data/myopic_capacities.sql
new file mode 100644
index 000000000..f561e073f
--- /dev/null
+++ b/tests/testing_data/myopic_capacities.sql
@@ -0,0 +1,242 @@
+REPLACE INTO metadata VALUES('DB_MAJOR',4,'');
+REPLACE INTO metadata VALUES('DB_MINOR',0,'');
+REPLACE INTO metadata_real VALUES('global_discount_rate',0.05000000000000000277,'Discount Rate for future costs');
+REPLACE INTO metadata_real VALUES('default_loan_rate',0.05000000000000000277,'Default Loan Rate if not specified in loan_rate table');
+REPLACE INTO sector_label VALUES('energy',NULL);
+REPLACE INTO commodity VALUES('source','s',NULL,NULL);
+REPLACE INTO commodity VALUES('demand','d',NULL,NULL);
+REPLACE INTO commodity_type VALUES('p','physical commodity');
+REPLACE INTO commodity_type VALUES('a','annual commodity');
+REPLACE INTO commodity_type VALUES('e','emissions commodity');
+REPLACE INTO commodity_type VALUES('d','demand commodity');
+REPLACE INTO commodity_type VALUES('s','source commodity');
+REPLACE INTO commodity_type VALUES('w','waste commodity');
+REPLACE INTO commodity_type VALUES('wa','waste annual commodity');
+REPLACE INTO commodity_type VALUES('wp','waste physical commodity');
+REPLACE INTO cost_fixed VALUES('region',2025,'tech_ancient',1994,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2025,'tech_old',2010,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2030,'tech_old',2010,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2035,'tech_old',2010,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2040,'tech_old',2010,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2025,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2030,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2035,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2040,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2045,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2050,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2030,'tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2035,'tech_future',2035,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2040,'tech_future',2040,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2045,'tech_future',2045,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2050,'tech_future',2050,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2035,'tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2040,'tech_future',2035,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2045,'tech_future',2040,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2050,'tech_future',2045,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2040,'tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2045,'tech_future',2035,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2050,'tech_future',2040,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2045,'tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2050,'tech_future',2035,1.0,NULL,NULL);
+REPLACE INTO cost_fixed VALUES('region',2050,'tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO cost_invest VALUES('region','tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_invest VALUES('region','tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO cost_invest VALUES('region','tech_future',2035,1.0,NULL,NULL);
+REPLACE INTO cost_invest VALUES('region','tech_future',2040,1.0,NULL,NULL);
+REPLACE INTO cost_invest VALUES('region','tech_future',2045,1.0,NULL,NULL);
+REPLACE INTO cost_invest VALUES('region','tech_future',2050,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2025,'tech_ancient',1994,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2025,'tech_old',2010,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2030,'tech_old',2010,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2035,'tech_old',2010,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2040,'tech_old',2010,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2025,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2030,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2035,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2040,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2045,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2050,'tech_current',2025,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2030,'tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2035,'tech_future',2035,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2040,'tech_future',2040,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2045,'tech_future',2045,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2050,'tech_future',2050,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2035,'tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2040,'tech_future',2035,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2045,'tech_future',2040,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2050,'tech_future',2045,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2040,'tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2045,'tech_future',2035,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2050,'tech_future',2040,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2045,'tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2050,'tech_future',2035,1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2050,'tech_future',2030,1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2025,'demand',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2030,'demand',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2035,'demand',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2040,'demand',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2045,'demand',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2050,'demand',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_old',2010,'demand',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_current',2025,'demand',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_future',2030,'demand',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_future',2035,'demand',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_future',2040,'demand',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_future',2045,'demand',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_future',2050,'demand',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_ancient',1994,'demand',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_retire',2010,'demand',1.0,NULL,NULL);
+REPLACE INTO existing_capacity VALUES('region','tech_ancient',1990,3.0,NULL,NULL);
+REPLACE INTO existing_capacity VALUES('region','tech_old',2010,0.6999999999999999556,NULL,NULL);
+REPLACE INTO existing_capacity VALUES('region','tech_ancient',1994,3.0,NULL,NULL);
+REPLACE INTO existing_capacity VALUES('region','tech_retire',2010,1.0,NULL,NULL);
+REPLACE INTO lifetime_tech VALUES('region','tech_ancient',35.0,NULL,NULL);
+REPLACE INTO lifetime_tech VALUES('region','tech_old',35.0,NULL,NULL);
+REPLACE INTO lifetime_tech VALUES('region','tech_current',35.0,NULL,NULL);
+REPLACE INTO lifetime_tech VALUES('region','tech_future',35.0,NULL,NULL);
+REPLACE INTO lifetime_tech VALUES('region','tech_retire',35.0,NULL,NULL);
+REPLACE INTO operator VALUES('e','equal to');
+REPLACE INTO operator VALUES('le','less than or equal to');
+REPLACE INTO operator VALUES('ge','greater than or equal to');
+REPLACE INTO limit_growth_capacity VALUES('region','tech_ancient','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_growth_capacity VALUES('region','tech_old','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_growth_capacity VALUES('region','tech_current','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_growth_capacity VALUES('region','tech_future','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_degrowth_capacity VALUES('region','tech_ancient','le',1.0,2.0,NULL,NULL);
+REPLACE INTO limit_degrowth_capacity VALUES('region','tech_old','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_degrowth_capacity VALUES('region','tech_current','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_degrowth_capacity VALUES('region','tech_future','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_growth_new_capacity VALUES('region','tech_ancient','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_growth_new_capacity VALUES('region','tech_old','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_growth_new_capacity VALUES('region','tech_current','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_growth_new_capacity VALUES('region','tech_future','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_degrowth_new_capacity VALUES('region','tech_ancient','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_degrowth_new_capacity VALUES('region','tech_old','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_degrowth_new_capacity VALUES('region','tech_current','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_degrowth_new_capacity VALUES('region','tech_future','le',1.0,1.0,NULL,NULL);
+REPLACE INTO limit_growth_new_capacity_delta VALUES('region','tech_ancient','le',0.0,2.0,NULL,NULL);
+REPLACE INTO limit_growth_new_capacity_delta VALUES('region','tech_old','le',0.0,2.0,NULL,NULL);
+REPLACE INTO limit_growth_new_capacity_delta VALUES('region','tech_current','le',0.0,2.0,NULL,NULL);
+REPLACE INTO limit_growth_new_capacity_delta VALUES('region','tech_future','le',0.0,2.0,NULL,NULL);
+REPLACE INTO limit_degrowth_new_capacity_delta VALUES('region','tech_ancient','le',0.0,2.0,NULL,NULL);
+REPLACE INTO limit_degrowth_new_capacity_delta VALUES('region','tech_old','le',0.0,2.0,NULL,NULL);
+REPLACE INTO limit_degrowth_new_capacity_delta VALUES('region','tech_current','le',0.0,2.0,NULL,NULL);
+REPLACE INTO limit_degrowth_new_capacity_delta VALUES('region','tech_future','le',0.0,2.0,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2025,'tech_ancient','e',0.04800000000000000099,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2025,'tech_current','e',0.6520000000000000239,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2030,'tech_current','e',0.5823319839999999692,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2035,'tech_current','e',0.4500000000000000111,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2040,'tech_current','e',0.25,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2030,'tech_future','e',0.2964180160000000063,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2035,'tech_future','e',0.5100000000000000088,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2040,'tech_future','e',0.7349999999999999867,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2045,'tech_future','e',1.0,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2050,'tech_future','e',1.0,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2025,'tech_old','e',0.2999910000000000076,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2030,'tech_old','e',0.1212499999999999967,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2035,'tech_old','e',0.04000000000000000083,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',2040,'tech_old','e',0.01499999999999999945,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2025,'tech_ancient','e',0.04800000000000000099,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2025,'tech_current','e',0.6520000000000000239,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2030,'tech_current','e',0.5823319839999999692,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2035,'tech_current','e',0.4500000000000000111,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2040,'tech_current','e',0.25,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2045,'tech_current','e',0.0,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2050,'tech_current','e',0.0,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2030,'tech_future','e',0.2964180160000000063,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2035,'tech_future','e',0.5100000000000000088,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2040,'tech_future','e',0.7349999999999999867,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2045,'tech_future','e',1.0,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2050,'tech_future','e',1.0,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2025,'tech_old','e',0.2999999999999999889,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2025,'tech_retire','e',9.000000000000000228e-06,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2030,'tech_old','e',0.1212499999999999967,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2035,'tech_old','e',0.04000000000000000083,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',2040,'tech_old','e',0.01499999999999999945,NULL,NULL);
+REPLACE INTO limit_new_capacity VALUES('region','tech_current',2025,'e',0.659919028340081093,NULL,NULL);
+REPLACE INTO limit_new_capacity VALUES('region','tech_future',2030,'e',0.3000182348178138114,NULL,NULL);
+REPLACE INTO limit_new_capacity VALUES('region','tech_future',2035,'e',0.232573854939435165,NULL,NULL);
+REPLACE INTO limit_new_capacity VALUES('region','tech_future',2040,'e',0.2884229446031822408,NULL,NULL);
+REPLACE INTO limit_new_capacity VALUES('region','tech_future',2045,'e',0.4110596210476472612,NULL,NULL);
+REPLACE INTO limit_new_capacity VALUES('region','tech_future',2050,'e',0.2251165192346591404,NULL,NULL);
+REPLACE INTO region VALUES('region',NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',1990,'tech_ancient',1990,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2025,'tech_ancient',1990,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2010,'tech_old',2010,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2015,'tech_old',2010,0.969999999999999974,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2020,'tech_old',2010,0.8800000000000001154,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2025,'tech_old',2010,0.6199999999999999956,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2030,'tech_old',2010,0.2700000000000000177,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2035,'tech_old',2010,0.08000000000000000166,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2045,'tech_old',2010,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2025,'tech_current',2025,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2030,'tech_current',2025,0.969999999999999974,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2035,'tech_current',2025,0.8800000000000001154,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2040,'tech_current',2025,0.6199999999999999956,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2045,'tech_current',2025,0.2700000000000000177,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2050,'tech_current',2025,0.08000000000000000166,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2060,'tech_current',2025,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2030,'tech_future',2030,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2035,'tech_future',2030,0.969999999999999974,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2040,'tech_future',2030,0.8800000000000001154,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2045,'tech_future',2030,0.6199999999999999956,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2050,'tech_future',2030,0.2700000000000000177,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2055,'tech_future',2030,0.08000000000000000166,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2065,'tech_future',2030,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2035,'tech_future',2035,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2040,'tech_future',2035,0.969999999999999974,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2045,'tech_future',2035,0.8800000000000001154,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2050,'tech_future',2035,0.6199999999999999956,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2055,'tech_future',2035,0.2700000000000000177,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2060,'tech_future',2035,0.08000000000000000166,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2070,'tech_future',2035,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2040,'tech_future',2040,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2045,'tech_future',2040,0.969999999999999974,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2050,'tech_future',2040,0.8800000000000001154,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2055,'tech_future',2040,0.6199999999999999956,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2060,'tech_future',2040,0.2700000000000000177,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2065,'tech_future',2040,0.08000000000000000166,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2075,'tech_future',2040,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2045,'tech_future',2045,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2050,'tech_future',2045,0.969999999999999974,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2055,'tech_future',2045,0.8800000000000001154,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2060,'tech_future',2045,0.6199999999999999956,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2065,'tech_future',2045,0.2700000000000000177,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2070,'tech_future',2045,0.08000000000000000166,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2080,'tech_future',2045,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2050,'tech_future',2050,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2055,'tech_future',2050,0.969999999999999974,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2060,'tech_future',2050,0.8800000000000001154,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2065,'tech_future',2050,0.6199999999999999956,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2070,'tech_future',2050,0.2700000000000000177,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2075,'tech_future',2050,0.08000000000000000166,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2085,'tech_future',2050,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',1994,'tech_ancient',1994,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',1999,'tech_ancient',1994,0.969999999999999974,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2004,'tech_ancient',1994,0.8800000000000000044,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2009,'tech_ancient',1994,0.6199999999999999956,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2014,'tech_ancient',1994,0.2700000000000000177,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2019,'tech_ancient',1994,0.08000000000000000166,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2029,'tech_ancient',1994,0.0,NULL);
+REPLACE INTO technology_type VALUES('p','production technology');
+REPLACE INTO technology_type VALUES('pb','baseload production technology');
+REPLACE INTO technology_type VALUES('ps','storage production technology');
+REPLACE INTO time_of_day VALUES(0,'d',24.0,NULL);
+REPLACE INTO time_period VALUES(-3,1990,'e');
+REPLACE INTO time_period VALUES(-2,1994,'e');
+REPLACE INTO time_period VALUES(-1,2010,'e');
+REPLACE INTO time_period VALUES(0,2025,'f');
+REPLACE INTO time_period VALUES(1,2030,'f');
+REPLACE INTO time_period VALUES(2,2035,'f');
+REPLACE INTO time_period VALUES(3,2040,'f');
+REPLACE INTO time_period VALUES(4,2045,'f');
+REPLACE INTO time_period VALUES(5,2050,'f');
+REPLACE INTO time_period VALUES(6,2055,'f');
+REPLACE INTO time_period_type VALUES('e','existing vintages');
+REPLACE INTO time_period_type VALUES('f','future');
+REPLACE INTO technology VALUES('tech_ancient','p','energy',NULL,NULL,0,0,0,0,1,0,0,0,NULL);
+REPLACE INTO technology VALUES('tech_old','p','energy',NULL,NULL,0,0,0,0,1,0,0,0,NULL);
+REPLACE INTO technology VALUES('tech_current','p','energy',NULL,NULL,0,0,0,0,1,0,0,0,NULL);
+REPLACE INTO technology VALUES('tech_future','p','energy',NULL,NULL,0,0,0,0,1,0,0,0,NULL);
+REPLACE INTO technology VALUES('tech_retire','p','energy',NULL,NULL,0,0,0,0,1,0,0,0,NULL);
+REPLACE INTO time_season VALUES(0,'s',1.0,NULL);
diff --git a/tests/testing_data/test_system_sets.json b/tests/testing_data/test_system_sets.json
index 35cd0b4cf..6d73af97a 100644
--- a/tests/testing_data/test_system_sets.json
+++ b/tests/testing_data/test_system_sets.json
@@ -31,6 +31,7 @@
   "flow_in_storage_rpsditvo": "8c97fbeacbca1a772ba04f63d0a82f7703500f83c0dc602114b17c64ad4d2e28",
   "flow_var_annual_rpitvo": "f98f5f41c5cba8ce2a894734abbc5e90310b695bee3c24c52acd8b4800c5ab85",
   "flow_var_rpsditvo": "784d98e451a8dcf0122f475c2e229162d99e403bdea85f7c608a3d86e850db44",
+  "lifetime_tech_rt": "984cc175a7aa58e77bb626e3237ca9bf625f5d9b15250870bef1cddc5f57f642",
   "lifetime_process_rtv": "5033502364848a3a3f295f1b3d051531ecd5c1e5f8bbaecd61afcd18181225ab",
   "limit_activity_constraint_rpt": "2561103e7e6dd3dee3ba5832290ab5e933f4af08661dff4f2e661b6f4ffefc86",
   "limit_activity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
@@ -63,7 +64,7 @@
   "new_capacity_var_rtv": "bc0ec9e7f812410cb2af924cbc99a31c6e99cd95fc2de26193daad38f33cc132",
   "operator": "74d830836f1399fb336a0432dde7d7bd36cffa3ff76b1c42d7945350cfb9bf91",
   "ordered_season_sequential": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "process_life_frac_rptv": "5501652d0145dbf7c2e8c006aabd3dbb85ca64ed5caf1d8f45a1957274af81ca",
+  "process_life_frac_rptv": "d1b75ede9f90899b1c1cbc56489bf9d12c52abc6c0466eb5fe4dccaf6f3be800",
   "ramp_down_day_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "ramp_down_season_constraint_rpsstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "ramp_up_day_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
diff --git a/tests/testing_data/utopia_sets.json b/tests/testing_data/utopia_sets.json
index 628c177da..53d8b2a8d 100644
--- a/tests/testing_data/utopia_sets.json
+++ b/tests/testing_data/utopia_sets.json
@@ -31,6 +31,7 @@
   "flow_in_storage_rpsditvo": "99eb864a26adcb6633c95462649bca3ef7096f67682702915d7769b54b5de386",
   "flow_var_annual_rpitvo": "4053866a304af0a6b9a1d293ddaf358dfee5b170dcb01d41e6bc52437908a98a",
   "flow_var_rpsditvo": "350739a59b14969da094cf1c95524134b9c9acd0989710456a8dcc6596d0a401",
+  "lifetime_tech_rt": "7b3703e1f021594993a54c55427a599ed03fc512cf34826b7a7670eb93edfb9a",
   "lifetime_process_rtv": "2cfc288b15f25957dfc70f6396d97ad655ecbed91c5a11582329749f1fb3dbd7",
   "limit_activity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_activity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
@@ -63,7 +64,7 @@
   "new_capacity_var_rtv": "d4f1cc8b432075001befddab648d54d1f82a29099236948845393a193b6add5b",
   "operator": "74d830836f1399fb336a0432dde7d7bd36cffa3ff76b1c42d7945350cfb9bf91",
   "ordered_season_sequential": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "process_life_frac_rptv": "37ad263f78986f4d38c63278a0d1a5a85b3eb8b833e8bfabbbea254eaf3a3efb",
+  "process_life_frac_rptv": "63d17957ee2bebf664ffa6a39cea5e16ec65ad07db1df24dcea6b15bb9ebf589",
   "ramp_down_day_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "ramp_down_season_constraint_rpsstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "ramp_up_day_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",

From 56d586f56f2babc4567d4551e14a6bfa8e69fc4f Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Mon, 29 Jun 2026 16:00:36 -0400
Subject: [PATCH 10/56] Move schema components out of tutorial database for
 SSOT

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/cli.py                     |   36 +-
 temoa/tutorial_assets/utopia.sql | 1925 +++++++-----------------------
 tests/test_cli.py                |    2 +-
 tests/testing_data/utopia_v3.sql | 1558 ++++++++++++++++++++++++
 4 files changed, 2038 insertions(+), 1483 deletions(-)
 create mode 100644 tests/testing_data/utopia_v3.sql

diff --git a/temoa/cli.py b/temoa/cli.py
index 371b0d733..cbcc234c1 100644
--- a/temoa/cli.py
+++ b/temoa/cli.py
@@ -557,8 +557,8 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
     """
     Copy tutorial resource files directly to target locations.
 
-    The database is generated from the SQL source file to ensure it uses
-    the latest schema with unit-compliant data (single source of truth).
+    The database is generated by applying the canonical v4 schema first,
+    then loading tutorial data SQL.
 
     Args:
         target_config: Path where configuration file should be copied
@@ -572,6 +572,7 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
         config_resource = base / 'config_sample.toml'
         sql_resource = base / 'utopia.sql'
         mc_settings_resource = base / 'mc_settings.csv'
+        schema_resource = resources.files('temoa.db_schema') / 'temoa_schema_v4.sql'
 
         # Copy configuration file
         with config_resource.open('rb') as source:
@@ -582,11 +583,20 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
         if target_database.exists():
             target_database.unlink()
 
-        # Generate database from SQL source (single source of truth)
+        # Generate database from canonical schema and tutorial data source
+        schema_content = schema_resource.read_text(encoding='utf-8')
         sql_content = sql_resource.read_text(encoding='utf-8')
 
         with sqlite3.connect(target_database) as conn:
+            conn.executescript(schema_content)
+            conn.execute('PRAGMA foreign_keys = OFF;')
             conn.executescript(sql_content)
+            conn.execute('PRAGMA foreign_keys = ON;')
+            fk_violations = conn.execute('PRAGMA foreign_key_check;').fetchall()
+            if fk_violations:
+                raise sqlite3.IntegrityError(
+                    f'Foreign key check failed after tutorial data load: {fk_violations[:5]}'
+                )
 
         # Copy Monte Carlo settings
         with mc_settings_resource.open('rb') as source:
@@ -600,6 +610,7 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
         fallback_config = Path(__file__).parent / 'tutorial_assets' / 'config_sample.toml'
         fallback_sql = Path(__file__).parent / 'tutorial_assets' / 'utopia.sql'
         fallback_mc = Path(__file__).parent / 'tutorial_assets' / 'mc_settings.csv'
+        fallback_schema = Path(__file__).parent / 'db_schema' / 'temoa_schema_v4.sql'
 
         if not fallback_config.exists():
             raise FileNotFoundError(
@@ -613,6 +624,12 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
                 f'SQL: {fallback_sql}'
             ) from e
 
+        if not fallback_schema.exists():
+            raise FileNotFoundError(
+                f'Schema not found. Tried package resources and fallback path:\n'
+                f'Schema: {fallback_schema}'
+            ) from e
+
         # Copy config file using fallback path
         shutil.copy2(fallback_config, target_config)
 
@@ -620,10 +637,19 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
         if target_database.exists():
             target_database.unlink()
 
-        # Generate database from SQL source
+        # Generate database from canonical schema and tutorial data source
+        sql_content = fallback_sql.read_text(encoding='utf-8')
 
         with sqlite3.connect(target_database) as conn:
-            conn.executescript(fallback_sql.read_text(encoding='utf-8'))
+            conn.executescript(fallback_schema.read_text(encoding='utf-8'))
+            conn.execute('PRAGMA foreign_keys = OFF;')
+            conn.executescript(sql_content)
+            conn.execute('PRAGMA foreign_keys = ON;')
+            fk_violations = conn.execute('PRAGMA foreign_key_check;').fetchall()
+            if fk_violations:
+                raise sqlite3.IntegrityError(
+                    f'Foreign key check failed after tutorial data load: {fk_violations[:5]}'
+                ) from e
 
         # Copy mc_settings from fallback
         shutil.copy2(fallback_mc, target_config.parent / 'mc_settings.csv')
diff --git a/temoa/tutorial_assets/utopia.sql b/temoa/tutorial_assets/utopia.sql
index a58fc9910..1814f34f9 100644
--- a/temoa/tutorial_assets/utopia.sql
+++ b/temoa/tutorial_assets/utopia.sql
@@ -1,1478 +1,449 @@
-BEGIN TRANSACTION;
-CREATE TABLE capacity_credit
-(
-    region  TEXT,
-    period  INTEGER
-        REFERENCES time_period (period),
-    tech    TEXT
-        REFERENCES technology (tech),
-    vintage INTEGER,
-    credit  REAL,
-    notes   TEXT,
-    PRIMARY KEY (region, period, tech, vintage),
-    CHECK (credit >= 0 AND credit <= 1)
-);
-CREATE TABLE capacity_factor_process
-(
-    region  TEXT,
-    season TEXT
-        REFERENCES time_season (season),
-    tod     TEXT
-        REFERENCES time_of_day (tod),
-    tech    TEXT
-        REFERENCES technology (tech),
-    vintage INTEGER,
-    factor  REAL,
-    notes   TEXT,
-    PRIMARY KEY (region, season, tod, tech, vintage),
-    CHECK (factor >= 0 AND factor <= 1)
-);
-INSERT INTO "capacity_factor_process" VALUES('utopia','inter','day','E31',2000,0.2753,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','inter','night','E31',2000,0.2753,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','winter','day','E31',2000,0.2753,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','winter','night','E31',2000,0.2753,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','summer','day','E31',2000,0.2753,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','summer','night','E31',2000,0.2753,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','inter','day','E31',2010,0.2756,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','inter','night','E31',2010,0.2756,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','winter','day','E31',2010,0.2756,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','winter','night','E31',2010,0.2756,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','summer','day','E31',2010,0.2756,'');
-INSERT INTO "capacity_factor_process" VALUES('utopia','summer','night','E31',2010,0.2756,'');
-CREATE TABLE capacity_factor_tech
-(
-    region TEXT,
-    season TEXT
-        REFERENCES time_season (season),
-    tod    TEXT
-        REFERENCES time_of_day (tod),
-    tech   TEXT
-        REFERENCES technology (tech),
-    factor REAL,
-    notes  TEXT,
-    PRIMARY KEY (region, season, tod, tech),
-    CHECK (factor >= 0 AND factor <= 1)
-);
-INSERT INTO "capacity_factor_tech" VALUES('utopia','inter','day','E01',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','inter','night','E01',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','winter','day','E01',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','winter','night','E01',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','summer','day','E01',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','summer','night','E01',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','inter','day','E21',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','inter','night','E21',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','winter','day','E21',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','winter','night','E21',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','summer','day','E21',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','summer','night','E21',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','inter','day','E31',0.275,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','inter','night','E31',0.275,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','winter','day','E31',0.275,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','winter','night','E31',0.275,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','summer','day','E31',0.275,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','summer','night','E31',0.275,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','inter','day','E51',0.17,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','inter','night','E51',0.17,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','winter','day','E51',0.17,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','winter','night','E51',0.17,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','summer','day','E51',0.17,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','summer','night','E51',0.17,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','inter','day','E70',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','inter','night','E70',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','winter','day','E70',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','winter','night','E70',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','summer','day','E70',0.8,'');
-INSERT INTO "capacity_factor_tech" VALUES('utopia','summer','night','E70',0.8,'');
-CREATE TABLE capacity_to_activity
-(
-    region TEXT,
-    tech   TEXT
-        REFERENCES technology (tech),
-    c2a    REAL,
-    units  TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech)
-);
-INSERT INTO "capacity_to_activity" VALUES('utopia','E01',31.54,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','E21',31.54,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','E31',31.54,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','E51',31.54,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','E70',31.54,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','RHE',1.0,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','RHO',1.0,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','RL1',1.0,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','SRE',1.0,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','TXD',1.0,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','TXE',1.0,'PJ / (GW * year)','');
-INSERT INTO "capacity_to_activity" VALUES('utopia','TXG',1.0,'PJ / (GW * year)','');
-CREATE TABLE commodity
-(
-    name        TEXT
-        PRIMARY KEY,
-    flag        TEXT
-        REFERENCES commodity_type (label),
-    description TEXT,
-    units       TEXT
-);
-INSERT INTO "commodity" VALUES('ethos','s','# dummy commodity to supply inputs','PJ');
-INSERT INTO "commodity" VALUES('DSL','p','# diesel','PJ');
-INSERT INTO "commodity" VALUES('ELC','p','# electricity','PJ');
-INSERT INTO "commodity" VALUES('FEQ','p','# fossil equivalent','PJ');
-INSERT INTO "commodity" VALUES('GSL','p','# gasoline','PJ');
-INSERT INTO "commodity" VALUES('HCO','p','# coal','PJ');
-INSERT INTO "commodity" VALUES('HYD','p','# water','PJ');
-INSERT INTO "commodity" VALUES('OIL','p','# crude oil','PJ');
-INSERT INTO "commodity" VALUES('URN','p','# uranium','PJ');
-INSERT INTO "commodity" VALUES('co2','e','#CO2 emissions','Mt');
-INSERT INTO "commodity" VALUES('nox','e','#NOX emissions','Mt');
-INSERT INTO "commodity" VALUES('RH','d','# residential heating','PJ');
-INSERT INTO "commodity" VALUES('RL','d','# residential lighting','PJ');
-INSERT INTO "commodity" VALUES('TX','d','# transportation','PJ');
-CREATE TABLE commodity_type
-(
-    label       TEXT
-        PRIMARY KEY,
-    description TEXT
-);
-INSERT INTO "commodity_type" VALUES('w','waste commodity');
-INSERT INTO "commodity_type" VALUES('wa','waste annual commodity');
-INSERT INTO "commodity_type" VALUES('wp','waste physical commodity');
-INSERT INTO "commodity_type" VALUES('a','annual commodity');
-INSERT INTO "commodity_type" VALUES('s','source commodity');
-INSERT INTO "commodity_type" VALUES('p','physical commodity');
-INSERT INTO "commodity_type" VALUES('e','emissions commodity');
-INSERT INTO "commodity_type" VALUES('d','demand commodity');
-CREATE TABLE construction_input
-(
-    region      TEXT,
-    input_comm   TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    value       REAL,
-    units       TEXT,
-    notes       TEXT,
-    PRIMARY KEY (region, input_comm, tech, vintage)
-);
-CREATE TABLE cost_emission
-(
-    region    TEXT,
-    period    INTEGER
-        REFERENCES time_period (period),
-    emis_comm TEXT NOT NULL
-        REFERENCES commodity (name),
-    cost      REAL NOT NULL,
-    units     TEXT,
-    notes     TEXT,
-    PRIMARY KEY (region, period, emis_comm)
-);
-CREATE TABLE cost_fixed
-(
-    region  TEXT    NOT NULL,
-    period  INTEGER NOT NULL
-        REFERENCES time_period (period),
-    tech    TEXT    NOT NULL
-        REFERENCES technology (tech),
-    vintage INTEGER NOT NULL
-        REFERENCES time_period (period),
-    cost    REAL,
-    units   TEXT,
-    notes   TEXT,
-    PRIMARY KEY (region, period, tech, vintage)
-);
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E01',1960,40.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E01',1970,40.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E01',1980,40.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E01',1990,40.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E01',1970,70.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E01',1980,70.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E01',1990,70.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E01',2000,70.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E01',1980,100.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E01',1990,100.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E01',2000,100.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E01',2010,100.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E21',1990,500.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E21',1990,500.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E21',1990,500.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E21',2000,500.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E21',2000,500.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E21',2010,500.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E31',1980,75.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E31',1990,75.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E31',1980,75.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E31',1990,75.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E31',2000,75.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E31',1980,75.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E31',1990,75.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E31',2000,75.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E31',2010,75.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E51',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E51',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E51',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E51',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E51',2000,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E51',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E51',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E51',2000,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E51',2010,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E70',1960,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E70',1970,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E70',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'E70',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E70',1970,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E70',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E70',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'E70',2000,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E70',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E70',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E70',2000,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'E70',2010,30.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'RHO',1970,1.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'RHO',1980,1.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'RHO',1990,1.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'RHO',1980,1.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'RHO',1990,1.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'RHO',2000,1.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'RHO',1990,1.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'RHO',2000,1.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'RHO',2010,1.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'RL1',1980,9.46,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'RL1',1990,9.46,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'RL1',2000,9.46,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'RL1',2010,9.46,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'TXD',1970,52.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'TXD',1980,52.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'TXD',1990,52.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'TXD',1980,52.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'TXD',1990,52.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'TXD',2000,52.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'TXD',2000,52.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'TXD',2010,52.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'TXE',1990,100.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'TXE',1990,90.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'TXE',2000,90.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'TXE',2000,80.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'TXE',2010,80.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'TXG',1970,48.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'TXG',1980,48.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',1990,'TXG',1990,48.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'TXG',1980,48.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'TXG',1990,48.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2000,'TXG',2000,48.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'TXG',2000,48.0,'Mdollar / (PJ^2 / GW / year)','');
-INSERT INTO "cost_fixed" VALUES('utopia',2010,'TXG',2010,48.0,'Mdollar / (PJ^2 / GW / year)','');
-CREATE TABLE cost_invest
-(
-    region  TEXT,
-    tech    TEXT
-        REFERENCES technology (tech),
-    vintage INTEGER
-        REFERENCES time_period (period),
-    cost    REAL,
-    units   TEXT,
-    notes   TEXT,
-    PRIMARY KEY (region, tech, vintage)
-);
-INSERT INTO "cost_invest" VALUES('utopia','E01',1990,2000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E01',2000,1300.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E01',2010,1200.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E21',1990,5000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E21',2000,5000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E21',2010,5000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E31',1990,3000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E31',2000,3000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E31',2010,3000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E51',1990,900.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E51',2000,900.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E51',2010,900.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E70',1990,1000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E70',2000,1000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','E70',2010,1000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','RHE',1990,90.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','RHE',2000,90.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','RHE',2010,90.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','RHO',1990,100.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','RHO',2000,100.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','RHO',2010,100.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','SRE',1990,100.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','SRE',2000,100.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','SRE',2010,100.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','TXD',1990,1044.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','TXD',2000,1044.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','TXD',2010,1044.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','TXE',1990,2000.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','TXE',2000,1750.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','TXE',2010,1500.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','TXG',1990,1044.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','TXG',2000,1044.0,'Mdollar / (PJ^2 / GW)','');
-INSERT INTO "cost_invest" VALUES('utopia','TXG',2010,1044.0,'Mdollar / (PJ^2 / GW)','');
-CREATE TABLE cost_variable
-(
-    region  TEXT    NOT NULL,
-    period  INTEGER NOT NULL
-        REFERENCES time_period (period),
-    tech    TEXT    NOT NULL
-        REFERENCES technology (tech),
-    vintage INTEGER NOT NULL
-        REFERENCES time_period (period),
-    cost    REAL,
-    units   TEXT,
-    notes   TEXT,
-    PRIMARY KEY (region, period, tech, vintage)
-);
-INSERT INTO "cost_variable" VALUES('utopia',1990,'IMPDSL1',1990,10.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'IMPDSL1',1990,10.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'IMPDSL1',1990,10.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'IMPGSL1',1990,15.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'IMPGSL1',1990,15.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'IMPGSL1',1990,15.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'IMPHCO1',1990,2.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'IMPHCO1',1990,2.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'IMPHCO1',1990,2.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'IMPOIL1',1990,8.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'IMPOIL1',1990,8.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'IMPOIL1',1990,8.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'IMPURN1',1990,2.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'IMPURN1',1990,2.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'IMPURN1',1990,2.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'E01',1960,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'E01',1970,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'E01',1980,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'E01',1990,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'E01',1970,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'E01',1980,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'E01',1990,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'E01',2000,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E01',1980,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E01',1990,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E01',2000,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E01',2010,0.3,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'E21',1990,1.5,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'E21',1990,1.5,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E21',1990,1.5,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'E21',2000,1.5,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E21',2000,1.5,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E21',2010,1.5,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'E70',1960,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'E70',1970,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'E70',1980,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'E70',1990,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'E70',1970,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'E70',1980,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'E70',1990,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'E70',2000,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E70',1980,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E70',1990,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E70',2000,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'E70',2010,0.4,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',1990,'SRE',1990,10.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'SRE',1990,10.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2000,'SRE',2000,10.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'SRE',1990,10.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'SRE',2000,10.0,'Mdollar / (PJ)','');
-INSERT INTO "cost_variable" VALUES('utopia',2010,'SRE',2010,10.0,'Mdollar / (PJ)','');
-CREATE TABLE demand
-(
-    region    TEXT,
-    period    INTEGER
-        REFERENCES time_period (period),
-    commodity TEXT
-        REFERENCES commodity (name),
-    demand    REAL,
-    units     TEXT,
-    notes     TEXT,
-    PRIMARY KEY (region, period, commodity)
-);
-INSERT INTO "demand" VALUES('utopia',1990,'RH',25.2,'PJ','');
-INSERT INTO "demand" VALUES('utopia',2000,'RH',37.8,'PJ','');
-INSERT INTO "demand" VALUES('utopia',2010,'RH',56.7,'PJ','');
-INSERT INTO "demand" VALUES('utopia',1990,'RL',5.6,'PJ','');
-INSERT INTO "demand" VALUES('utopia',2000,'RL',8.4,'PJ','');
-INSERT INTO "demand" VALUES('utopia',2010,'RL',12.6,'PJ','');
-INSERT INTO "demand" VALUES('utopia',1990,'TX',5.2,'PJ','');
-INSERT INTO "demand" VALUES('utopia',2000,'TX',7.8,'PJ','');
-INSERT INTO "demand" VALUES('utopia',2010,'TX',11.69,'PJ','');
-CREATE TABLE demand_specific_distribution
-(
-    region      TEXT,
-    period      INTEGER
-        REFERENCES time_period (period),
-    season TEXT
-        REFERENCES time_season (season),
-    tod         TEXT
-        REFERENCES time_of_day (tod),
-    demand_name TEXT
-        REFERENCES commodity (name),
-    dsd         REAL,
-    notes       TEXT,
-    PRIMARY KEY (region, period, season, tod, demand_name),
-    CHECK (dsd >= 0 AND dsd <= 1)
-);
-INSERT INTO "demand_specific_distribution" VALUES('utopia',1990,'inter','day','RH',0.12,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',1990,'inter','night','RH',0.06,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',1990,'winter','day','RH',0.5467,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',1990,'winter','night','RH',0.2733,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',1990,'inter','day','RL',0.15,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',1990,'inter','night','RL',0.05,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',1990,'summer','day','RL',0.15,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',1990,'summer','night','RL',0.05,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',1990,'winter','day','RL',0.5,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',1990,'winter','night','RL',0.1,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2000,'inter','day','RH',0.12,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2000,'inter','night','RH',0.06,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2000,'winter','day','RH',0.5467,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2000,'winter','night','RH',0.2733,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2000,'inter','day','RL',0.15,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2000,'inter','night','RL',0.05,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2000,'summer','day','RL',0.15,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2000,'summer','night','RL',0.05,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2000,'winter','day','RL',0.5,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2000,'winter','night','RL',0.1,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2010,'inter','day','RH',0.12,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2010,'inter','night','RH',0.06,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2010,'winter','day','RH',0.5467,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2010,'winter','night','RH',0.2733,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2010,'inter','day','RL',0.15,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2010,'inter','night','RL',0.05,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2010,'summer','day','RL',0.15,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2010,'summer','night','RL',0.05,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2010,'winter','day','RL',0.5,'');
-INSERT INTO "demand_specific_distribution" VALUES('utopia',2010,'winter','night','RL',0.1,'');
-CREATE TABLE efficiency
-(
-    region      TEXT,
-    input_comm  TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    output_comm TEXT
-        REFERENCES commodity (name),
-    efficiency  REAL,
-    units       TEXT,
-    notes       TEXT,
-    PRIMARY KEY (region, input_comm, tech, vintage, output_comm),
-    CHECK (efficiency > 0)
-);
-INSERT INTO "efficiency" VALUES('utopia','ethos','IMPDSL1',1990,'DSL',1.0,'PJ / (PJ)','');
-INSERT INTO "efficiency" VALUES('utopia','ethos','IMPGSL1',1990,'GSL',1.0,'PJ / (PJ)','');
-INSERT INTO "efficiency" VALUES('utopia','ethos','IMPHCO1',1990,'HCO',1.0,'PJ / (PJ)','');
-INSERT INTO "efficiency" VALUES('utopia','ethos','IMPOIL1',1990,'OIL',1.0,'PJ / (PJ)','');
-INSERT INTO "efficiency" VALUES('utopia','ethos','IMPURN1',1990,'URN',1.0,'PJ / (PJ)','');
-INSERT INTO "efficiency" VALUES('utopia','ethos','IMPFEQ',1990,'FEQ',1.0,'PJ / (PJ)','');
-INSERT INTO "efficiency" VALUES('utopia','ethos','IMPHYD',1990,'HYD',1.0,'PJ / (PJ)','');
-INSERT INTO "efficiency" VALUES('utopia','HCO','E01',1960,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','HCO','E01',1970,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','HCO','E01',1980,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','HCO','E01',1990,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','HCO','E01',2000,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','HCO','E01',2010,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','FEQ','E21',1990,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','FEQ','E21',2000,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','FEQ','E21',2010,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','URN','E21',1990,'ELC',0.4,'PJ / (PJ)','# 1/2.5');
-INSERT INTO "efficiency" VALUES('utopia','URN','E21',2000,'ELC',0.4,'PJ / (PJ)','# 1/2.5');
-INSERT INTO "efficiency" VALUES('utopia','URN','E21',2010,'ELC',0.4,'PJ / (PJ)','# 1/2.5');
-INSERT INTO "efficiency" VALUES('utopia','HYD','E31',1980,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','HYD','E31',1990,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','HYD','E31',2000,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','HYD','E31',2010,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
-INSERT INTO "efficiency" VALUES('utopia','DSL','E70',1960,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
-INSERT INTO "efficiency" VALUES('utopia','DSL','E70',1970,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
-INSERT INTO "efficiency" VALUES('utopia','DSL','E70',1980,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
-INSERT INTO "efficiency" VALUES('utopia','DSL','E70',1990,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
-INSERT INTO "efficiency" VALUES('utopia','DSL','E70',2000,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
-INSERT INTO "efficiency" VALUES('utopia','DSL','E70',2010,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
-INSERT INTO "efficiency" VALUES('utopia','ELC','E51',1980,'ELC',0.72,'PJ / (PJ)','# 1/1.3889');
-INSERT INTO "efficiency" VALUES('utopia','ELC','E51',1990,'ELC',0.72,'PJ / (PJ)','# 1/1.3889');
-INSERT INTO "efficiency" VALUES('utopia','ELC','E51',2000,'ELC',0.72,'PJ / (PJ)','# 1/1.3889');
-INSERT INTO "efficiency" VALUES('utopia','ELC','E51',2010,'ELC',0.72,'PJ / (PJ)','# 1/1.3889');
-INSERT INTO "efficiency" VALUES('utopia','ELC','RHE',1990,'RH',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','ELC','RHE',2000,'RH',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','ELC','RHE',2010,'RH',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','DSL','RHO',1970,'RH',0.7,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','DSL','RHO',1980,'RH',0.7,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','DSL','RHO',1990,'RH',0.7,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','DSL','RHO',2000,'RH',0.7,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','DSL','RHO',2010,'RH',0.7,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','ELC','RL1',1980,'RL',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','ELC','RL1',1990,'RL',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','ELC','RL1',2000,'RL',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','ELC','RL1',2010,'RL',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','OIL','SRE',1990,'DSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
-INSERT INTO "efficiency" VALUES('utopia','OIL','SRE',2000,'DSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
-INSERT INTO "efficiency" VALUES('utopia','OIL','SRE',2010,'DSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
-INSERT INTO "efficiency" VALUES('utopia','OIL','SRE',1990,'GSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
-INSERT INTO "efficiency" VALUES('utopia','OIL','SRE',2000,'GSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
-INSERT INTO "efficiency" VALUES('utopia','OIL','SRE',2010,'GSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
-INSERT INTO "efficiency" VALUES('utopia','DSL','TXD',1970,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','DSL','TXD',1980,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','DSL','TXD',1990,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','DSL','TXD',2000,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','DSL','TXD',2010,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','ELC','TXE',1990,'TX',0.827,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','ELC','TXE',2000,'TX',0.827,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','ELC','TXE',2010,'TX',0.827,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','GSL','TXG',1970,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','GSL','TXG',1980,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','GSL','TXG',1990,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','GSL','TXG',2000,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
-INSERT INTO "efficiency" VALUES('utopia','GSL','TXG',2010,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
-CREATE TABLE efficiency_variable
-(
-    region      TEXT,
-    season TEXT
-        REFERENCES time_season (season),
-    tod         TEXT
-        REFERENCES time_of_day (tod),
-    input_comm  TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    output_comm TEXT
-        REFERENCES commodity (name),
-    efficiency  REAL,
-    notes       TEXT,
-    PRIMARY KEY (region, season, tod, input_comm, tech, vintage, output_comm),
-    CHECK (efficiency > 0)
-);
-CREATE TABLE emission_activity
-(
-    region      TEXT,
-    emis_comm   TEXT
-        REFERENCES commodity (name),
-    input_comm  TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    output_comm TEXT
-        REFERENCES commodity (name),
-    activity    REAL,
-    units       TEXT,
-    notes       TEXT,
-    PRIMARY KEY (region, emis_comm, input_comm, tech, vintage, output_comm)
-);
-INSERT INTO "emission_activity" VALUES('utopia','co2','ethos','IMPDSL1',1990,'DSL',0.075,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','co2','ethos','IMPGSL1',1990,'GSL',0.075,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','co2','ethos','IMPHCO1',1990,'HCO',8.9e-02,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','co2','ethos','IMPOIL1',1990,'OIL',0.075,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','nox','DSL','TXD',1970,'TX',1.0,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','nox','DSL','TXD',1980,'TX',1.0,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','nox','DSL','TXD',1990,'TX',1.0,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','nox','DSL','TXD',2000,'TX',1.0,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','nox','DSL','TXD',2010,'TX',1.0,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','nox','GSL','TXG',1970,'TX',1.0,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','nox','GSL','TXG',1980,'TX',1.0,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','nox','GSL','TXG',1990,'TX',1.0,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','nox','GSL','TXG',2000,'TX',1.0,'Mt / (PJ)','');
-INSERT INTO "emission_activity" VALUES('utopia','nox','GSL','TXG',2010,'TX',1.0,'Mt / (PJ)','');
-CREATE TABLE emission_embodied
-(
-    region      TEXT,
-    emis_comm   TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    value       REAL,
-    units       TEXT,
-    notes       TEXT,
-    PRIMARY KEY (region, emis_comm, tech, vintage)
-);
-CREATE TABLE emission_end_of_life
-(
-    region      TEXT,
-    emis_comm   TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    value       REAL,
-    units       TEXT,
-    notes       TEXT,
-    PRIMARY KEY (region, emis_comm, tech, vintage)
-);
-CREATE TABLE end_of_life_output
-(
-    region      TEXT,
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    output_comm   TEXT
-        REFERENCES commodity (name),
-    value       REAL,
-    units       TEXT,
-    notes       TEXT,
-    PRIMARY KEY (region, tech, vintage, output_comm)
-);
-CREATE TABLE existing_capacity
-(
-    region   TEXT,
-    tech     TEXT
-        REFERENCES technology (tech),
-    vintage  INTEGER
-        REFERENCES time_period (period),
-    capacity REAL,
-    units    TEXT,
-    notes    TEXT,
-    PRIMARY KEY (region, tech, vintage)
-);
-INSERT INTO "existing_capacity" VALUES('utopia','E01',1960,0.175,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','E01',1970,0.175,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','E01',1980,0.15,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','E31',1980,0.1,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','E51',1980,0.5,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','E70',1960,0.05,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','E70',1970,0.05,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','E70',1980,0.2,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','RHO',1970,12.5,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','RHO',1980,12.5,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','RL1',1980,5.6,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','TXD',1970,0.4,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','TXD',1980,0.2,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','TXG',1970,3.1,'GW','');
-INSERT INTO "existing_capacity" VALUES('utopia','TXG',1980,1.5,'GW','');
-CREATE TABLE lifetime_process
-(
-    region   TEXT,
-    tech     TEXT
-        REFERENCES technology (tech),
-    vintage  INTEGER
-        REFERENCES time_period (period),
-    lifetime REAL,
-    units    TEXT,
-    notes    TEXT,
-    PRIMARY KEY (region, tech, vintage)
-);
-INSERT INTO "lifetime_process" VALUES('utopia','RL1',1980,20.0,'year','#forexistingcap');
-INSERT INTO "lifetime_process" VALUES('utopia','TXD',1970,30.0,'year','#forexistingcap');
-INSERT INTO "lifetime_process" VALUES('utopia','TXD',1980,30.0,'year','#forexistingcap');
-INSERT INTO "lifetime_process" VALUES('utopia','TXG',1970,30.0,'year','#forexistingcap');
-INSERT INTO "lifetime_process" VALUES('utopia','TXG',1980,30.0,'year','#forexistingcap');
-CREATE TABLE lifetime_survival_curve
-(
-    region  TEXT    NOT NULL,
-    period  INTEGER NOT NULL,
-    tech    TEXT    NOT NULL
-        REFERENCES technology (tech),
-    vintage INTEGER NOT NULL
-        REFERENCES time_period (period),
-    fraction  REAL,
-    notes   TEXT,
-    PRIMARY KEY (region, period, tech, vintage)
-);
-CREATE TABLE lifetime_tech
-(
-    region   TEXT,
-    tech     TEXT
-        REFERENCES technology (tech),
-    lifetime REAL,
-    units    TEXT,
-    notes    TEXT,
-    PRIMARY KEY (region, tech)
-);
-INSERT INTO "lifetime_tech" VALUES('utopia','E01',40.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','E21',40.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','E31',100.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','E51',100.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','E70',40.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','RHE',30.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','RHO',30.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','RL1',10.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','SRE',50.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','TXD',15.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','TXE',15.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','TXG',15.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','IMPDSL1',1000.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','IMPGSL1',1000.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','IMPHCO1',1000.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','IMPOIL1',1000.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','IMPURN1',1000.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','IMPHYD',1000.0,'year','');
-INSERT INTO "lifetime_tech" VALUES('utopia','IMPFEQ',1000.0,'year','');
-CREATE TABLE limit_activity
-(
-    region  TEXT,
-    period  INTEGER
-        REFERENCES time_period (period),
-    tech_or_group   TEXT,
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    activity REAL,
-    units   TEXT,
-    notes   TEXT,
-    PRIMARY KEY (region, period, tech_or_group, operator)
-);
-CREATE TABLE limit_activity_share
-(
-    region         TEXT,
-    period         INTEGER
-        REFERENCES time_period (period),
-    sub_group      TEXT,
-    super_group    TEXT,
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    share REAL,
-    notes          TEXT,
-    PRIMARY KEY (region, period, sub_group, super_group, operator)
-);
-CREATE TABLE limit_annual_capacity_factor
-(
-    region      TEXT,
-    tech_or_group        TEXT,
-    vintage      INTEGER
-        REFERENCES time_period (period),
-    output_comm TEXT
-        REFERENCES commodity (name),
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    factor      REAL,
-    notes       TEXT,
-    PRIMARY KEY (region, tech_or_group, vintage, output_comm, operator),
-    CHECK (factor >= 0 AND factor <= 1)
-);
-CREATE TABLE limit_capacity
-(
-    region  TEXT,
-    period  INTEGER
-        REFERENCES time_period (period),
-    tech_or_group   TEXT,
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    capacity REAL,
-    units   TEXT,
-    notes   TEXT,
-    PRIMARY KEY (region, period, tech_or_group, operator)
-);
-INSERT INTO "limit_capacity" VALUES('utopia',1990,'E31','ge',0.13,'GW','');
-INSERT INTO "limit_capacity" VALUES('utopia',2000,'E31','ge',0.13,'GW','');
-INSERT INTO "limit_capacity" VALUES('utopia',2010,'E31','ge',0.13,'GW','');
-INSERT INTO "limit_capacity" VALUES('utopia',1990,'SRE','ge',0.1,'GW','');
-INSERT INTO "limit_capacity" VALUES('utopia',1990,'E31','le',0.13,'GW','');
-INSERT INTO "limit_capacity" VALUES('utopia',2000,'E31','le',0.17,'GW','');
-INSERT INTO "limit_capacity" VALUES('utopia',2010,'E31','le',2.1e-01,'GW','');
-INSERT INTO "limit_capacity" VALUES('utopia',1990,'RHE','le',0.0,'GW','');
-INSERT INTO "limit_capacity" VALUES('utopia',1990,'TXD','le',0.6,'GW','');
-INSERT INTO "limit_capacity" VALUES('utopia',2000,'TXD','le',1.76,'GW','');
-INSERT INTO "limit_capacity" VALUES('utopia',2010,'TXD','le',4.76,'GW','');
-CREATE TABLE limit_capacity_share
-(
-    region         TEXT,
-    period         INTEGER
-        REFERENCES time_period (period),
-    sub_group      TEXT,
-    super_group    TEXT,
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    share REAL,
-    notes          TEXT,
-    PRIMARY KEY (region, period, sub_group, super_group, operator)
-);
-CREATE TABLE limit_degrowth_capacity
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE limit_degrowth_new_capacity
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE limit_degrowth_new_capacity_delta
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE limit_emission
-(
-    region    TEXT,
-    period    INTEGER
-        REFERENCES time_period (period),
-    emis_comm TEXT
-        REFERENCES commodity (name),
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    value     REAL,
-    units     TEXT,
-    notes     TEXT,
-    PRIMARY KEY (region, period, emis_comm, operator)
-);
-CREATE TABLE limit_growth_capacity
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE limit_growth_new_capacity
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE limit_growth_new_capacity_delta
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE limit_new_capacity
-(
-    region  TEXT,
-    tech_or_group   TEXT,
-    vintage  INTEGER
-        REFERENCES time_period (period),
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    new_cap REAL,
-    units   TEXT,
-    notes   TEXT,
-    PRIMARY KEY (region, tech_or_group, vintage, operator)
-);
-CREATE TABLE limit_new_capacity_share
-(
-    region         TEXT,
-    sub_group      TEXT,
-    super_group    TEXT,
-    vintage         INTEGER
-        REFERENCES time_period (period),
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    share REAL,
-    notes          TEXT,
-    PRIMARY KEY (region, sub_group, super_group, vintage, operator)
-);
-CREATE TABLE limit_resource
-(
-    region  TEXT,
-    tech_or_group   TEXT,
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    cum_act REAL,
-    units   TEXT,
-    notes   TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE limit_seasonal_capacity_factor
-(
-	region  TEXT
-        REFERENCES region (region),
-	season TEXT
-        REFERENCES time_season (season),
-	tech_or_group    TEXT,
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-	factor	REAL,
-	notes	TEXT,
-	PRIMARY KEY(region, season, tech_or_group, operator)
-);
-CREATE TABLE limit_storage_level_fraction
-(
-    region   TEXT,
-    season TEXT,
-    tod      TEXT
-        REFERENCES time_of_day (tod),
-    tech     TEXT
-        REFERENCES technology (tech),
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    fraction REAL,
-    notes    TEXT,
-    CHECK (fraction >= 0 AND fraction <= 1),
-    PRIMARY KEY(region, season, tod, tech, operator)
-);
-CREATE TABLE limit_tech_input_split
-(
-    region         TEXT,
-    period         INTEGER
-        REFERENCES time_period (period),
-    input_comm     TEXT
-        REFERENCES commodity (name),
-    tech           TEXT
-        REFERENCES technology (tech),
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    proportion REAL,
-    notes          TEXT,
-    PRIMARY KEY (region, period, input_comm, tech, operator)
-);
-CREATE TABLE limit_tech_input_split_annual
-(
-    region         TEXT,
-    period         INTEGER
-        REFERENCES time_period (period),
-    input_comm     TEXT
-        REFERENCES commodity (name),
-    tech           TEXT
-        REFERENCES technology (tech),
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    proportion REAL,
-    notes          TEXT,
-    PRIMARY KEY (region, period, input_comm, tech, operator)
-);
-CREATE TABLE limit_tech_output_split
-(
-    region         TEXT,
-    period         INTEGER
-        REFERENCES time_period (period),
-    tech           TEXT
-        REFERENCES technology (tech),
-    output_comm    TEXT
-        REFERENCES commodity (name),
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    proportion REAL,
-    notes          TEXT,
-    PRIMARY KEY (region, period, tech, output_comm, operator)
-);
-INSERT INTO "limit_tech_output_split" VALUES('utopia',1990,'SRE','DSL','ge',0.7,'');
-INSERT INTO "limit_tech_output_split" VALUES('utopia',2000,'SRE','DSL','ge',0.7,'');
-INSERT INTO "limit_tech_output_split" VALUES('utopia',2010,'SRE','DSL','ge',0.7,'');
-INSERT INTO "limit_tech_output_split" VALUES('utopia',1990,'SRE','GSL','ge',0.3,'');
-INSERT INTO "limit_tech_output_split" VALUES('utopia',2000,'SRE','GSL','ge',0.3,'');
-INSERT INTO "limit_tech_output_split" VALUES('utopia',2010,'SRE','GSL','ge',0.3,'');
-CREATE TABLE limit_tech_output_split_annual
-(
-    region         TEXT,
-    period         INTEGER
-        REFERENCES time_period (period),
-    tech           TEXT
-        REFERENCES technology (tech),
-    output_comm    TEXT
-        REFERENCES commodity (name),
-    operator	TEXT  NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    proportion REAL,
-    notes          TEXT,
-    PRIMARY KEY (region, period, tech, output_comm, operator)
-);
-CREATE TABLE linked_tech
-(
-    primary_region TEXT,
-    primary_tech   TEXT
-        REFERENCES technology (tech),
-    emis_comm      TEXT
-        REFERENCES commodity (name),
-    driven_tech    TEXT
-        REFERENCES technology (tech),
-    notes          TEXT,
-    PRIMARY KEY (primary_region, primary_tech, emis_comm)
-);
-CREATE TABLE loan_lifetime_process
-(
-    region   TEXT,
-    tech     TEXT
-        REFERENCES technology (tech),
-    vintage  INTEGER
-        REFERENCES time_period (period),
-    lifetime REAL,
-    units    TEXT,
-    notes    TEXT,
-    PRIMARY KEY (region, tech, vintage)
-);
-CREATE TABLE loan_rate
-(
-    region  TEXT,
-    tech    TEXT
-        REFERENCES technology (tech),
-    vintage INTEGER
-        REFERENCES time_period (period),
-    rate    REAL,
-    notes   TEXT,
-    PRIMARY KEY (region, tech, vintage)
-);
-CREATE TABLE metadata
-(
-    element TEXT,
-    value   INT,
-    notes   TEXT,
-    PRIMARY KEY (element)
-);
-INSERT INTO "metadata" VALUES('DB_MAJOR',4,'');
-INSERT INTO "metadata" VALUES('DB_MINOR',0,'');
-CREATE TABLE metadata_real
-(
-    element TEXT,
-    value   REAL,
-    notes   TEXT,
-
-    PRIMARY KEY (element)
-);
-INSERT INTO "metadata_real" VALUES('default_loan_rate',0.05,'Default Loan Rate if not specified in loan_rate table');
-INSERT INTO "metadata_real" VALUES('global_discount_rate',0.05,'');
-CREATE TABLE myopic_efficiency
-(
-    base_year   integer,
-    region      text,
-    input_comm  TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    output_comm TEXT
-        REFERENCES commodity (name),
-    efficiency  real,
-    lifetime    integer,
-    PRIMARY KEY (region, input_comm, tech, vintage, output_comm)
-);
-CREATE TABLE operator
-(
-	operator TEXT PRIMARY KEY,
-	notes TEXT
-);
-INSERT INTO "operator" VALUES('e','equal to');
-INSERT INTO "operator" VALUES('le','less than or equal to');
-INSERT INTO "operator" VALUES('ge','greater than or equal to');
-CREATE TABLE output_built_capacity
-(
-    scenario TEXT,
-    region   TEXT,
-    sector   TEXT
-        REFERENCES sector_label (sector),
-    tech     TEXT
-        REFERENCES technology (tech),
-    vintage  INTEGER
-        REFERENCES time_period (period),
-    capacity REAL,
-    units    TEXT,
-    PRIMARY KEY (region, scenario, tech, vintage)
-);
-CREATE TABLE output_cost
-(
-    scenario TEXT,
-    region   TEXT,
-    sector   TEXT REFERENCES sector_label (sector),
-    period   INTEGER REFERENCES time_period (period),
-    tech     TEXT REFERENCES technology (tech),
-    vintage  INTEGER REFERENCES time_period (period),
-    d_invest REAL,
-    d_fixed  REAL,
-    d_var    REAL,
-    d_emiss  REAL,
-    invest   REAL,
-    fixed    REAL,
-    var      REAL,
-    emiss    REAL,
-    units    TEXT,
-    PRIMARY KEY (scenario, region, period, tech, vintage),
-    FOREIGN KEY (vintage) REFERENCES time_period (period),
-    FOREIGN KEY (tech) REFERENCES technology (tech)
-);
-CREATE TABLE output_curtailment
-(
-    scenario    TEXT,
-    region      TEXT,
-    sector      TEXT,
-    period      INTEGER
-        REFERENCES time_period (period),
-    season      TEXT
-        REFERENCES time_season (season),
-    tod         TEXT
-        REFERENCES time_of_day (tod),
-    input_comm  TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    output_comm TEXT
-        REFERENCES commodity (name),
-    curtailment REAL,
-    units       TEXT,
-    PRIMARY KEY (region, scenario, period, season, tod, input_comm, tech, vintage, output_comm)
-);
-CREATE TABLE output_dual_variable
-(
-    scenario        TEXT,
-    constraint_name TEXT,
-    dual            REAL,
-    PRIMARY KEY (constraint_name, scenario)
-);
-CREATE TABLE output_emission
-(
-    scenario  TEXT,
-    region    TEXT,
-    sector    TEXT
-        REFERENCES sector_label (sector),
-    period    INTEGER
-        REFERENCES time_period (period),
-    emis_comm TEXT
-        REFERENCES commodity (name),
-    tech      TEXT
-        REFERENCES technology (tech),
-    vintage   INTEGER
-        REFERENCES time_period (period),
-    emission  REAL,
-    units     TEXT,
-    PRIMARY KEY (region, scenario, period, emis_comm, tech, vintage)
-);
-CREATE TABLE output_flow_in
-(
-    scenario    TEXT,
-    region      TEXT,
-    sector      TEXT
-        REFERENCES sector_label (sector),
-    period      INTEGER
-        REFERENCES time_period (period),
-    season TEXT
-        REFERENCES time_season (season),
-    tod         TEXT
-        REFERENCES time_of_day (tod),
-    input_comm  TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    output_comm TEXT
-        REFERENCES commodity (name),
-    flow        REAL,
-    units       TEXT,
-    PRIMARY KEY (region, scenario, period, season, tod, input_comm, tech, vintage, output_comm)
-);
-CREATE TABLE output_flow_out
-(
-    scenario    TEXT,
-    region      TEXT,
-    sector      TEXT
-        REFERENCES sector_label (sector),
-    period      INTEGER
-        REFERENCES time_period (period),
-    season TEXT
-        REFERENCES time_season (season),
-    tod         TEXT
-        REFERENCES time_of_day (tod),
-    input_comm  TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    output_comm TEXT
-        REFERENCES commodity (name),
-    flow        REAL,
-    units       TEXT,
-    PRIMARY KEY (region, scenario, period, season, tod, input_comm, tech, vintage, output_comm)
-);
-CREATE TABLE output_flow_out_summary
-(
-    scenario    TEXT,
-    region      TEXT,
-    sector      TEXT
-        REFERENCES sector_label (sector),
-    period      INTEGER
-        REFERENCES time_period (period),
-    input_comm  TEXT
-        REFERENCES commodity (name),
-    tech        TEXT
-        REFERENCES technology (tech),
-    vintage     INTEGER
-        REFERENCES time_period (period),
-    output_comm TEXT
-        REFERENCES commodity (name),
-    flow        REAL,
-    PRIMARY KEY (scenario, region, period, input_comm, tech, vintage, output_comm)
-);
-CREATE TABLE output_net_capacity
-(
-    scenario TEXT,
-    region   TEXT,
-    sector   TEXT
-        REFERENCES sector_label (sector),
-    period   INTEGER
-        REFERENCES time_period (period),
-    tech     TEXT
-        REFERENCES technology (tech),
-    vintage  INTEGER
-        REFERENCES time_period (period),
-    capacity REAL,
-    units    TEXT,
-    PRIMARY KEY (region, scenario, period, tech, vintage)
-);
-CREATE TABLE output_objective
-(
-    scenario          TEXT,
-    objective_name    TEXT,
-    total_system_cost REAL
-);
-CREATE TABLE output_retired_capacity
-(
-    scenario TEXT,
-    region   TEXT,
-    sector   TEXT
-        REFERENCES sector_label (sector),
-    period   INTEGER
-        REFERENCES time_period (period),
-    tech     TEXT
-        REFERENCES technology (tech),
-    vintage  INTEGER
-        REFERENCES time_period (period),
-    cap_eol REAL,
-    cap_early REAL,
-    units     TEXT,
-    PRIMARY KEY (region, scenario, period, tech, vintage)
-);
-CREATE TABLE output_storage_level
-(
-    scenario TEXT,
-    region TEXT,
-    sector TEXT
-        REFERENCES sector_label (sector),
-    period INTEGER
-        REFERENCES time_period (period),
-    season TEXT,
-    tod TEXT
-        REFERENCES time_of_day (tod),
-    tech TEXT
-        REFERENCES technology (tech),
-    vintage INTEGER
-        REFERENCES time_period (period),
-    level REAL,
-    units TEXT,
-    PRIMARY KEY (scenario, region, period, season, tod, tech, vintage)
-);
-CREATE TABLE planning_reserve_margin
-(
-    region TEXT
-        PRIMARY KEY
-        REFERENCES region (region),
-    margin REAL,
-    notes TEXT
-);
-CREATE TABLE ramp_down_hourly
-(
-    region TEXT,
-    tech   TEXT
-        REFERENCES technology (tech),
-    rate   REAL,
-    notes TEXT,
-    PRIMARY KEY (region, tech)
-);
-CREATE TABLE ramp_up_hourly
-(
-    region TEXT,
-    tech   TEXT
-        REFERENCES technology (tech),
-    rate   REAL,
-    notes TEXT,
-    PRIMARY KEY (region, tech)
-);
-CREATE TABLE region
-(
-    region TEXT
-        PRIMARY KEY,
-    notes  TEXT
-);
-INSERT INTO "region" VALUES('utopia',NULL);
-CREATE TABLE reserve_capacity_derate
-(
-    region  TEXT,
-    season  TEXT
-    	REFERENCES time_season (season),
-    tech    TEXT
-        REFERENCES technology (tech),
-    vintage INTEGER,
-    factor  REAL,
-    notes   TEXT,
-    PRIMARY KEY (region, season, tech, vintage),
-    CHECK (factor >= 0 AND factor <= 1)
-);
-CREATE TABLE rps_requirement
-(
-    region      TEXT    NOT NULL
-        REFERENCES region (region),
-    period      INTEGER NOT NULL
-        REFERENCES time_period (period),
-    tech_group  TEXT    NOT NULL
-        REFERENCES tech_group (group_name),
-    requirement REAL    NOT NULL,
-    notes       TEXT
-);
-CREATE TABLE sector_label
-(
-    sector TEXT PRIMARY KEY,
-    notes  TEXT
-);
-INSERT INTO "sector_label" VALUES('supply',NULL);
-INSERT INTO "sector_label" VALUES('electric',NULL);
-INSERT INTO "sector_label" VALUES('transport',NULL);
-INSERT INTO "sector_label" VALUES('commercial',NULL);
-INSERT INTO "sector_label" VALUES('residential',NULL);
-INSERT INTO "sector_label" VALUES('industrial',NULL);
-CREATE TABLE storage_duration
-(
-    region   TEXT,
-    tech     TEXT,
-    duration REAL,
-    notes    TEXT,
-    PRIMARY KEY (region, tech)
-);
-CREATE TABLE tech_group
-(
-    group_name TEXT
-        PRIMARY KEY,
-    notes      TEXT
-);
-CREATE TABLE tech_group_member
-(
-    group_name TEXT
-        REFERENCES tech_group (group_name),
-    tech       TEXT
-        REFERENCES technology (tech),
-    PRIMARY KEY (group_name, tech)
-);
-CREATE TABLE technology
-(
-    tech         TEXT    NOT NULL PRIMARY KEY,
-    flag         TEXT    NOT NULL,
-    sector       TEXT,
-    category     TEXT,
-    sub_category TEXT,
-    unlim_cap    INTEGER NOT NULL DEFAULT 0,
-    annual       INTEGER NOT NULL DEFAULT 0,
-    reserve      INTEGER NOT NULL DEFAULT 0,
-    curtail      INTEGER NOT NULL DEFAULT 0,
-    retire       INTEGER NOT NULL DEFAULT 0,
-    flex         INTEGER NOT NULL DEFAULT 0,
-    exchange     INTEGER NOT NULL DEFAULT 0,
-    seas_stor    INTEGER NOT NULL DEFAULT 0,
-    description  TEXT,
-    FOREIGN KEY (flag) REFERENCES technology_type (label)
-);
-INSERT INTO "technology" VALUES('IMPDSL1','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported diesel');
-INSERT INTO "technology" VALUES('IMPGSL1','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported gasoline');
-INSERT INTO "technology" VALUES('IMPHCO1','p','supply','coal','',1,0,0,0,0,0,0,0,' imported coal');
-INSERT INTO "technology" VALUES('IMPOIL1','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported crude oil');
-INSERT INTO "technology" VALUES('IMPURN1','p','supply','nuclear','',1,0,0,0,0,0,0,0,' imported uranium');
-INSERT INTO "technology" VALUES('IMPFEQ','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported fossil equivalent');
-INSERT INTO "technology" VALUES('IMPHYD','p','supply','hydro','',1,0,0,0,0,0,0,0,' imported water -- doesnt exist in Utopia');
-INSERT INTO "technology" VALUES('E01','pb','electric','coal','',0,0,0,0,0,0,0,0,' coal power plant');
-INSERT INTO "technology" VALUES('E21','pb','electric','nuclear','',0,0,0,0,0,0,0,0,' nuclear power plant');
-INSERT INTO "technology" VALUES('E31','pb','electric','hydro','',0,0,0,0,0,0,0,0,' hydro power');
-INSERT INTO "technology" VALUES('E51','ps','electric','electric','',0,0,0,0,0,0,0,0,' electric storage');
-INSERT INTO "technology" VALUES('E70','p','electric','petroleum','',0,0,0,0,0,0,0,0,' diesel power plant');
-INSERT INTO "technology" VALUES('RHE','p','residential','electric','',0,0,0,0,0,0,0,0,' electric residential heating');
-INSERT INTO "technology" VALUES('RHO','p','residential','petroleum','',0,0,0,0,0,0,0,0,' diesel residential heating');
-INSERT INTO "technology" VALUES('RL1','p','residential','electric','',0,0,0,0,0,0,0,0,' residential lighting');
-INSERT INTO "technology" VALUES('SRE','p','supply','petroleum','',0,0,0,0,0,0,0,0,' crude oil processor');
-INSERT INTO "technology" VALUES('TXD','p','transport','petroleum','',0,0,0,0,0,0,0,0,' diesel powered vehicles');
-INSERT INTO "technology" VALUES('TXE','p','transport','electric','',0,0,0,0,0,0,0,0,' electric powered vehicles');
-INSERT INTO "technology" VALUES('TXG','p','transport','petroleum','',0,0,0,0,0,0,0,0,' gasoline powered vehicles');
-CREATE TABLE technology_type
-(
-    label       TEXT
-        PRIMARY KEY,
-    description TEXT
-);
-INSERT INTO "technology_type" VALUES('p','production technology');
-INSERT INTO "technology_type" VALUES('pb','baseload production technology');
-INSERT INTO "technology_type" VALUES('ps','storage production technology');
-CREATE TABLE time_of_day
-(
-    sequence INTEGER UNIQUE,
-    tod      TEXT
-        PRIMARY KEY,
-    hours    REAL NOT NULL DEFAULT 1,
-    notes    TEXT,
-    CHECK (hours > 0)
-);
-INSERT INTO "time_of_day" (sequence, tod, hours) VALUES(1,'day',16);
-INSERT INTO "time_of_day" (sequence, tod, hours) VALUES(2,'night',8);
-CREATE TABLE time_period
-(
-    sequence INTEGER UNIQUE,
-    period   INTEGER
-        PRIMARY KEY,
-    flag     TEXT
-        REFERENCES time_period_type (label)
-);
-INSERT INTO "time_period" VALUES(1,1960,'e');
-INSERT INTO "time_period" VALUES(2,1970,'e');
-INSERT INTO "time_period" VALUES(3,1980,'e');
-INSERT INTO "time_period" VALUES(4,1990,'f');
-INSERT INTO "time_period" VALUES(5,2000,'f');
-INSERT INTO "time_period" VALUES(6,2010,'f');
-INSERT INTO "time_period" VALUES(7,2020,'f');
-CREATE TABLE time_period_type
-(
-    label       TEXT
-        PRIMARY KEY,
-    description TEXT
-);
-INSERT INTO "time_period_type" VALUES('e','existing vintages');
-INSERT INTO "time_period_type" VALUES('f','future');
-CREATE TABLE time_season
-(
-    sequence INTEGER UNIQUE,
-    season TEXT,
-    segment_fraction REAL NOT NULL,
-    notes TEXT,
-    PRIMARY KEY (season),
-    CHECK (segment_fraction >= 0 AND segment_fraction <= 1)
-);
-INSERT INTO "time_season" VALUES(0,'inter',0.25,NULL);
-INSERT INTO "time_season" VALUES(1,'summer',0.25,NULL);
-INSERT INTO "time_season" VALUES(2,'winter',0.5,NULL);
-CREATE TABLE time_season_sequential
-(
-    sequence INTEGER UNIQUE,
-    seas_seq TEXT,
-    season TEXT REFERENCES time_season(season),
-    segment_fraction REAL NOT NULL,
-    notes TEXT,
-    PRIMARY KEY (seas_seq),
-    CHECK (segment_fraction >= 0 AND segment_fraction <= 1)
-);
-CREATE INDEX region_tech_vintage ON myopic_efficiency (region, tech, vintage);
+BEGIN TRANSACTION;
+REPLACE INTO "capacity_factor_process" VALUES('utopia','inter','day','E31',2000,0.2753,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','inter','night','E31',2000,0.2753,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','winter','day','E31',2000,0.2753,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','winter','night','E31',2000,0.2753,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','summer','day','E31',2000,0.2753,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','summer','night','E31',2000,0.2753,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','inter','day','E31',2010,0.2756,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','inter','night','E31',2010,0.2756,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','winter','day','E31',2010,0.2756,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','winter','night','E31',2010,0.2756,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','summer','day','E31',2010,0.2756,'');
+REPLACE INTO "capacity_factor_process" VALUES('utopia','summer','night','E31',2010,0.2756,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','inter','day','E01',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','inter','night','E01',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','winter','day','E01',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','winter','night','E01',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','summer','day','E01',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','summer','night','E01',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','inter','day','E21',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','inter','night','E21',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','winter','day','E21',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','winter','night','E21',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','summer','day','E21',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','summer','night','E21',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','inter','day','E31',0.275,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','inter','night','E31',0.275,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','winter','day','E31',0.275,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','winter','night','E31',0.275,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','summer','day','E31',0.275,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','summer','night','E31',0.275,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','inter','day','E51',0.17,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','inter','night','E51',0.17,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','winter','day','E51',0.17,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','winter','night','E51',0.17,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','summer','day','E51',0.17,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','summer','night','E51',0.17,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','inter','day','E70',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','inter','night','E70',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','winter','day','E70',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','winter','night','E70',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','summer','day','E70',0.8,'');
+REPLACE INTO "capacity_factor_tech" VALUES('utopia','summer','night','E70',0.8,'');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','E01',31.54,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','E21',31.54,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','E31',31.54,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','E51',31.54,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','E70',31.54,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','RHE',1.0,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','RHO',1.0,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','RL1',1.0,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','SRE',1.0,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','TXD',1.0,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','TXE',1.0,'PJ / (GW * year)','');
+REPLACE INTO "capacity_to_activity" VALUES('utopia','TXG',1.0,'PJ / (GW * year)','');
+REPLACE INTO "commodity" VALUES('ethos','s','# dummy commodity to supply inputs','PJ');
+REPLACE INTO "commodity" VALUES('DSL','p','# diesel','PJ');
+REPLACE INTO "commodity" VALUES('ELC','p','# electricity','PJ');
+REPLACE INTO "commodity" VALUES('FEQ','p','# fossil equivalent','PJ');
+REPLACE INTO "commodity" VALUES('GSL','p','# gasoline','PJ');
+REPLACE INTO "commodity" VALUES('HCO','p','# coal','PJ');
+REPLACE INTO "commodity" VALUES('HYD','p','# water','PJ');
+REPLACE INTO "commodity" VALUES('OIL','p','# crude oil','PJ');
+REPLACE INTO "commodity" VALUES('URN','p','# uranium','PJ');
+REPLACE INTO "commodity" VALUES('co2','e','#CO2 emissions','Mt');
+REPLACE INTO "commodity" VALUES('nox','e','#NOX emissions','Mt');
+REPLACE INTO "commodity" VALUES('RH','d','# residential heating','PJ');
+REPLACE INTO "commodity" VALUES('RL','d','# residential lighting','PJ');
+REPLACE INTO "commodity" VALUES('TX','d','# transportation','PJ');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E01',1960,40.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E01',1970,40.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E01',1980,40.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E01',1990,40.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E01',1970,70.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E01',1980,70.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E01',1990,70.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E01',2000,70.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E01',1980,100.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E01',1990,100.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E01',2000,100.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E01',2010,100.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E21',1990,500.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E21',1990,500.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E21',1990,500.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E21',2000,500.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E21',2000,500.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E21',2010,500.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E31',1980,75.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E31',1990,75.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E31',1980,75.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E31',1990,75.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E31',2000,75.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E31',1980,75.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E31',1990,75.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E31',2000,75.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E31',2010,75.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E51',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E51',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E51',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E51',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E51',2000,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E51',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E51',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E51',2000,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E51',2010,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E70',1960,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E70',1970,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E70',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'E70',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E70',1970,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E70',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E70',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'E70',2000,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E70',1980,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E70',1990,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E70',2000,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'E70',2010,30.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'RHO',1970,1.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'RHO',1980,1.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'RHO',1990,1.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'RHO',1980,1.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'RHO',1990,1.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'RHO',2000,1.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'RHO',1990,1.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'RHO',2000,1.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'RHO',2010,1.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'RL1',1980,9.46,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'RL1',1990,9.46,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'RL1',2000,9.46,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'RL1',2010,9.46,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'TXD',1970,52.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'TXD',1980,52.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'TXD',1990,52.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'TXD',1980,52.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'TXD',1990,52.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'TXD',2000,52.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'TXD',2000,52.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'TXD',2010,52.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'TXE',1990,100.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'TXE',1990,90.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'TXE',2000,90.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'TXE',2000,80.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'TXE',2010,80.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'TXG',1970,48.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'TXG',1980,48.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',1990,'TXG',1990,48.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'TXG',1980,48.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'TXG',1990,48.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2000,'TXG',2000,48.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'TXG',2000,48.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_fixed" VALUES('utopia',2010,'TXG',2010,48.0,'Mdollar / (PJ^2 / GW / year)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E01',1990,2000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E01',2000,1300.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E01',2010,1200.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E21',1990,5000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E21',2000,5000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E21',2010,5000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E31',1990,3000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E31',2000,3000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E31',2010,3000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E51',1990,900.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E51',2000,900.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E51',2010,900.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E70',1990,1000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E70',2000,1000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','E70',2010,1000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','RHE',1990,90.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','RHE',2000,90.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','RHE',2010,90.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','RHO',1990,100.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','RHO',2000,100.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','RHO',2010,100.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','SRE',1990,100.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','SRE',2000,100.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','SRE',2010,100.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','TXD',1990,1044.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','TXD',2000,1044.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','TXD',2010,1044.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','TXE',1990,2000.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','TXE',2000,1750.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','TXE',2010,1500.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','TXG',1990,1044.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','TXG',2000,1044.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_invest" VALUES('utopia','TXG',2010,1044.0,'Mdollar / (PJ^2 / GW)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'IMPDSL1',1990,10.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'IMPDSL1',1990,10.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'IMPDSL1',1990,10.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'IMPGSL1',1990,15.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'IMPGSL1',1990,15.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'IMPGSL1',1990,15.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'IMPHCO1',1990,2.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'IMPHCO1',1990,2.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'IMPHCO1',1990,2.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'IMPOIL1',1990,8.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'IMPOIL1',1990,8.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'IMPOIL1',1990,8.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'IMPURN1',1990,2.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'IMPURN1',1990,2.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'IMPURN1',1990,2.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'E01',1960,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'E01',1970,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'E01',1980,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'E01',1990,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'E01',1970,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'E01',1980,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'E01',1990,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'E01',2000,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E01',1980,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E01',1990,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E01',2000,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E01',2010,0.3,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'E21',1990,1.5,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'E21',1990,1.5,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E21',1990,1.5,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'E21',2000,1.5,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E21',2000,1.5,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E21',2010,1.5,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'E70',1960,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'E70',1970,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'E70',1980,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'E70',1990,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'E70',1970,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'E70',1980,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'E70',1990,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'E70',2000,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E70',1980,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E70',1990,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E70',2000,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'E70',2010,0.4,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',1990,'SRE',1990,10.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'SRE',1990,10.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2000,'SRE',2000,10.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'SRE',1990,10.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'SRE',2000,10.0,'Mdollar / (PJ)','');
+REPLACE INTO "cost_variable" VALUES('utopia',2010,'SRE',2010,10.0,'Mdollar / (PJ)','');
+REPLACE INTO "demand" VALUES('utopia',1990,'RH',25.2,'PJ','');
+REPLACE INTO "demand" VALUES('utopia',2000,'RH',37.8,'PJ','');
+REPLACE INTO "demand" VALUES('utopia',2010,'RH',56.7,'PJ','');
+REPLACE INTO "demand" VALUES('utopia',1990,'RL',5.6,'PJ','');
+REPLACE INTO "demand" VALUES('utopia',2000,'RL',8.4,'PJ','');
+REPLACE INTO "demand" VALUES('utopia',2010,'RL',12.6,'PJ','');
+REPLACE INTO "demand" VALUES('utopia',1990,'TX',5.2,'PJ','');
+REPLACE INTO "demand" VALUES('utopia',2000,'TX',7.8,'PJ','');
+REPLACE INTO "demand" VALUES('utopia',2010,'TX',11.69,'PJ','');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',1990,'inter','day','RH',0.12,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',1990,'inter','night','RH',0.06,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',1990,'winter','day','RH',0.5467,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',1990,'winter','night','RH',0.2733,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',1990,'inter','day','RL',0.15,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',1990,'inter','night','RL',0.05,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',1990,'summer','day','RL',0.15,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',1990,'summer','night','RL',0.05,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',1990,'winter','day','RL',0.5,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',1990,'winter','night','RL',0.1,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2000,'inter','day','RH',0.12,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2000,'inter','night','RH',0.06,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2000,'winter','day','RH',0.5467,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2000,'winter','night','RH',0.2733,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2000,'inter','day','RL',0.15,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2000,'inter','night','RL',0.05,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2000,'summer','day','RL',0.15,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2000,'summer','night','RL',0.05,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2000,'winter','day','RL',0.5,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2000,'winter','night','RL',0.1,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2010,'inter','day','RH',0.12,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2010,'inter','night','RH',0.06,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2010,'winter','day','RH',0.5467,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2010,'winter','night','RH',0.2733,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2010,'inter','day','RL',0.15,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2010,'inter','night','RL',0.05,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2010,'summer','day','RL',0.15,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2010,'summer','night','RL',0.05,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2010,'winter','day','RL',0.5,'');
+REPLACE INTO "demand_specific_distribution" VALUES('utopia',2010,'winter','night','RL',0.1,'');
+REPLACE INTO "efficiency" VALUES('utopia','ethos','IMPDSL1',1990,'DSL',1.0,'PJ / (PJ)','');
+REPLACE INTO "efficiency" VALUES('utopia','ethos','IMPGSL1',1990,'GSL',1.0,'PJ / (PJ)','');
+REPLACE INTO "efficiency" VALUES('utopia','ethos','IMPHCO1',1990,'HCO',1.0,'PJ / (PJ)','');
+REPLACE INTO "efficiency" VALUES('utopia','ethos','IMPOIL1',1990,'OIL',1.0,'PJ / (PJ)','');
+REPLACE INTO "efficiency" VALUES('utopia','ethos','IMPURN1',1990,'URN',1.0,'PJ / (PJ)','');
+REPLACE INTO "efficiency" VALUES('utopia','ethos','IMPFEQ',1990,'FEQ',1.0,'PJ / (PJ)','');
+REPLACE INTO "efficiency" VALUES('utopia','ethos','IMPHYD',1990,'HYD',1.0,'PJ / (PJ)','');
+REPLACE INTO "efficiency" VALUES('utopia','HCO','E01',1960,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','HCO','E01',1970,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','HCO','E01',1980,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','HCO','E01',1990,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','HCO','E01',2000,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','HCO','E01',2010,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','FEQ','E21',1990,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','FEQ','E21',2000,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','FEQ','E21',2010,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','URN','E21',1990,'ELC',0.4,'PJ / (PJ)','# 1/2.5');
+REPLACE INTO "efficiency" VALUES('utopia','URN','E21',2000,'ELC',0.4,'PJ / (PJ)','# 1/2.5');
+REPLACE INTO "efficiency" VALUES('utopia','URN','E21',2010,'ELC',0.4,'PJ / (PJ)','# 1/2.5');
+REPLACE INTO "efficiency" VALUES('utopia','HYD','E31',1980,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','HYD','E31',1990,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','HYD','E31',2000,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','HYD','E31',2010,'ELC',0.32,'PJ / (PJ)','# 1/3.125');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','E70',1960,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','E70',1970,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','E70',1980,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','E70',1990,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','E70',2000,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','E70',2010,'ELC',0.294,'PJ / (PJ)','# 1/3.4');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','E51',1980,'ELC',0.72,'PJ / (PJ)','# 1/1.3889');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','E51',1990,'ELC',0.72,'PJ / (PJ)','# 1/1.3889');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','E51',2000,'ELC',0.72,'PJ / (PJ)','# 1/1.3889');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','E51',2010,'ELC',0.72,'PJ / (PJ)','# 1/1.3889');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','RHE',1990,'RH',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','RHE',2000,'RH',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','RHE',2010,'RH',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','RHO',1970,'RH',0.7,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','RHO',1980,'RH',0.7,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','RHO',1990,'RH',0.7,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','RHO',2000,'RH',0.7,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','RHO',2010,'RH',0.7,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','RL1',1980,'RL',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','RL1',1990,'RL',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','RL1',2000,'RL',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','RL1',2010,'RL',1.0,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','OIL','SRE',1990,'DSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
+REPLACE INTO "efficiency" VALUES('utopia','OIL','SRE',2000,'DSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
+REPLACE INTO "efficiency" VALUES('utopia','OIL','SRE',2010,'DSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
+REPLACE INTO "efficiency" VALUES('utopia','OIL','SRE',1990,'GSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
+REPLACE INTO "efficiency" VALUES('utopia','OIL','SRE',2000,'GSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
+REPLACE INTO "efficiency" VALUES('utopia','OIL','SRE',2010,'GSL',1.0,'PJ / (PJ)','# direct translation from PRC_INP2, PRC_OUT');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','TXD',1970,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','TXD',1980,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','TXD',1990,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','TXD',2000,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','DSL','TXD',2010,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','TXE',1990,'TX',0.827,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','TXE',2000,'TX',0.827,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','ELC','TXE',2010,'TX',0.827,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','GSL','TXG',1970,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','GSL','TXG',1980,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','GSL','TXG',1990,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','GSL','TXG',2000,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "efficiency" VALUES('utopia','GSL','TXG',2010,'TX',0.231,'PJ / (PJ)','# direct translation from DMD_EFF');
+REPLACE INTO "emission_activity" VALUES('utopia','co2','ethos','IMPDSL1',1990,'DSL',0.075,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','co2','ethos','IMPGSL1',1990,'GSL',0.075,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','co2','ethos','IMPHCO1',1990,'HCO',8.9e-02,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','co2','ethos','IMPOIL1',1990,'OIL',0.075,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','nox','DSL','TXD',1970,'TX',1.0,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','nox','DSL','TXD',1980,'TX',1.0,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','nox','DSL','TXD',1990,'TX',1.0,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','nox','DSL','TXD',2000,'TX',1.0,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','nox','DSL','TXD',2010,'TX',1.0,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','nox','GSL','TXG',1970,'TX',1.0,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','nox','GSL','TXG',1980,'TX',1.0,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','nox','GSL','TXG',1990,'TX',1.0,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','nox','GSL','TXG',2000,'TX',1.0,'Mt / (PJ)','');
+REPLACE INTO "emission_activity" VALUES('utopia','nox','GSL','TXG',2010,'TX',1.0,'Mt / (PJ)','');
+REPLACE INTO "existing_capacity" VALUES('utopia','E01',1960,0.175,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','E01',1970,0.175,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','E01',1980,0.15,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','E31',1980,0.1,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','E51',1980,0.5,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','E70',1960,0.05,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','E70',1970,0.05,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','E70',1980,0.2,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','RHO',1970,12.5,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','RHO',1980,12.5,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','RL1',1980,5.6,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','TXD',1970,0.4,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','TXD',1980,0.2,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','TXG',1970,3.1,'GW','');
+REPLACE INTO "existing_capacity" VALUES('utopia','TXG',1980,1.5,'GW','');
+REPLACE INTO "lifetime_process" VALUES('utopia','RL1',1980,20.0,'year','#forexistingcap');
+REPLACE INTO "lifetime_process" VALUES('utopia','TXD',1970,30.0,'year','#forexistingcap');
+REPLACE INTO "lifetime_process" VALUES('utopia','TXD',1980,30.0,'year','#forexistingcap');
+REPLACE INTO "lifetime_process" VALUES('utopia','TXG',1970,30.0,'year','#forexistingcap');
+REPLACE INTO "lifetime_process" VALUES('utopia','TXG',1980,30.0,'year','#forexistingcap');
+REPLACE INTO "lifetime_tech" VALUES('utopia','E01',40.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','E21',40.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','E31',100.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','E51',100.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','E70',40.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','RHE',30.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','RHO',30.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','RL1',10.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','SRE',50.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','TXD',15.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','TXE',15.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','TXG',15.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','IMPDSL1',1000.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','IMPGSL1',1000.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','IMPHCO1',1000.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','IMPOIL1',1000.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','IMPURN1',1000.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','IMPHYD',1000.0,'year','');
+REPLACE INTO "lifetime_tech" VALUES('utopia','IMPFEQ',1000.0,'year','');
+REPLACE INTO "limit_capacity" VALUES('utopia',1990,'E31','ge',0.13,'GW','');
+REPLACE INTO "limit_capacity" VALUES('utopia',2000,'E31','ge',0.13,'GW','');
+REPLACE INTO "limit_capacity" VALUES('utopia',2010,'E31','ge',0.13,'GW','');
+REPLACE INTO "limit_capacity" VALUES('utopia',1990,'SRE','ge',0.1,'GW','');
+REPLACE INTO "limit_capacity" VALUES('utopia',1990,'E31','le',0.13,'GW','');
+REPLACE INTO "limit_capacity" VALUES('utopia',2000,'E31','le',0.17,'GW','');
+REPLACE INTO "limit_capacity" VALUES('utopia',2010,'E31','le',2.1e-01,'GW','');
+REPLACE INTO "limit_capacity" VALUES('utopia',1990,'RHE','le',0.0,'GW','');
+REPLACE INTO "limit_capacity" VALUES('utopia',1990,'TXD','le',0.6,'GW','');
+REPLACE INTO "limit_capacity" VALUES('utopia',2000,'TXD','le',1.76,'GW','');
+REPLACE INTO "limit_capacity" VALUES('utopia',2010,'TXD','le',4.76,'GW','');
+REPLACE INTO "limit_tech_output_split" VALUES('utopia',1990,'SRE','DSL','ge',0.7,'');
+REPLACE INTO "limit_tech_output_split" VALUES('utopia',2000,'SRE','DSL','ge',0.7,'');
+REPLACE INTO "limit_tech_output_split" VALUES('utopia',2010,'SRE','DSL','ge',0.7,'');
+REPLACE INTO "limit_tech_output_split" VALUES('utopia',1990,'SRE','GSL','ge',0.3,'');
+REPLACE INTO "limit_tech_output_split" VALUES('utopia',2000,'SRE','GSL','ge',0.3,'');
+REPLACE INTO "limit_tech_output_split" VALUES('utopia',2010,'SRE','GSL','ge',0.3,'');
+REPLACE INTO "metadata_real" VALUES('default_loan_rate',0.05,'Default Loan Rate if not specified in loan_rate table');
+REPLACE INTO "metadata_real" VALUES('global_discount_rate',0.05,'');
+REPLACE INTO "region" VALUES('utopia',NULL);
+REPLACE INTO "sector_label" VALUES('supply',NULL);
+REPLACE INTO "sector_label" VALUES('electric',NULL);
+REPLACE INTO "sector_label" VALUES('transport',NULL);
+REPLACE INTO "sector_label" VALUES('commercial',NULL);
+REPLACE INTO "sector_label" VALUES('residential',NULL);
+REPLACE INTO "sector_label" VALUES('industrial',NULL);
+REPLACE INTO "technology" VALUES('IMPDSL1','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported diesel');
+REPLACE INTO "technology" VALUES('IMPGSL1','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported gasoline');
+REPLACE INTO "technology" VALUES('IMPHCO1','p','supply','coal','',1,0,0,0,0,0,0,0,' imported coal');
+REPLACE INTO "technology" VALUES('IMPOIL1','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported crude oil');
+REPLACE INTO "technology" VALUES('IMPURN1','p','supply','nuclear','',1,0,0,0,0,0,0,0,' imported uranium');
+REPLACE INTO "technology" VALUES('IMPFEQ','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported fossil equivalent');
+REPLACE INTO "technology" VALUES('IMPHYD','p','supply','hydro','',1,0,0,0,0,0,0,0,' imported water -- doesnt exist in Utopia');
+REPLACE INTO "technology" VALUES('E01','pb','electric','coal','',0,0,0,0,0,0,0,0,' coal power plant');
+REPLACE INTO "technology" VALUES('E21','pb','electric','nuclear','',0,0,0,0,0,0,0,0,' nuclear power plant');
+REPLACE INTO "technology" VALUES('E31','pb','electric','hydro','',0,0,0,0,0,0,0,0,' hydro power');
+REPLACE INTO "technology" VALUES('E51','ps','electric','electric','',0,0,0,0,0,0,0,0,' electric storage');
+REPLACE INTO "technology" VALUES('E70','p','electric','petroleum','',0,0,0,0,0,0,0,0,' diesel power plant');
+REPLACE INTO "technology" VALUES('RHE','p','residential','electric','',0,0,0,0,0,0,0,0,' electric residential heating');
+REPLACE INTO "technology" VALUES('RHO','p','residential','petroleum','',0,0,0,0,0,0,0,0,' diesel residential heating');
+REPLACE INTO "technology" VALUES('RL1','p','residential','electric','',0,0,0,0,0,0,0,0,' residential lighting');
+REPLACE INTO "technology" VALUES('SRE','p','supply','petroleum','',0,0,0,0,0,0,0,0,' crude oil processor');
+REPLACE INTO "technology" VALUES('TXD','p','transport','petroleum','',0,0,0,0,0,0,0,0,' diesel powered vehicles');
+REPLACE INTO "technology" VALUES('TXE','p','transport','electric','',0,0,0,0,0,0,0,0,' electric powered vehicles');
+REPLACE INTO "technology" VALUES('TXG','p','transport','petroleum','',0,0,0,0,0,0,0,0,' gasoline powered vehicles');
+REPLACE INTO "time_of_day" (sequence, tod, hours) VALUES(1,'day',16);
+REPLACE INTO "time_of_day" (sequence, tod, hours) VALUES(2,'night',8);
+REPLACE INTO "time_period" VALUES(1,1960,'e');
+REPLACE INTO "time_period" VALUES(2,1970,'e');
+REPLACE INTO "time_period" VALUES(3,1980,'e');
+REPLACE INTO "time_period" VALUES(4,1990,'f');
+REPLACE INTO "time_period" VALUES(5,2000,'f');
+REPLACE INTO "time_period" VALUES(6,2010,'f');
+REPLACE INTO "time_period" VALUES(7,2020,'f');
+REPLACE INTO "time_season" VALUES(0,'inter',0.25,NULL);
+REPLACE INTO "time_season" VALUES(1,'summer',0.25,NULL);
+REPLACE INTO "time_season" VALUES(2,'winter',0.5,NULL);
 COMMIT;
diff --git a/tests/test_cli.py b/tests/test_cli.py
index 19144fd40..5ba1fa1ee 100644
--- a/tests/test_cli.py
+++ b/tests/test_cli.py
@@ -12,7 +12,7 @@
 
 # Path to the configuration file template we will use for tests.
 TESTING_CONFIGS_DIR = Path(__file__).parent / 'testing_configs'
-UTOPIA_SQL_FIXTURE = Path(__file__).parent.parent / 'temoa' / 'tutorial_assets' / 'utopia.sql'
+UTOPIA_SQL_FIXTURE = Path(__file__).parent / 'testing_data' / 'utopia_v3.sql'
 UTOPIA_CONFIG_TEMPLATE = TESTING_CONFIGS_DIR / 'config_utopia.toml'
 
 
diff --git a/tests/testing_data/utopia_v3.sql b/tests/testing_data/utopia_v3.sql
new file mode 100644
index 000000000..c480d93b6
--- /dev/null
+++ b/tests/testing_data/utopia_v3.sql
@@ -0,0 +1,1558 @@
+PRAGMA foreign_keys=OFF;
+BEGIN TRANSACTION;
+CREATE TABLE MetaData
+(
+    element TEXT,
+    value   INT,
+    notes   TEXT,
+    PRIMARY KEY (element)
+);
+INSERT INTO MetaData VALUES('DB_MAJOR',3,'DB major version number');
+INSERT INTO MetaData VALUES('DB_MINOR',1,'DB minor version number');
+INSERT INTO MetaData VALUES ('days_per_period', 365, 'count of days in each period');
+CREATE TABLE MetaDataReal
+(
+    element TEXT,
+    value   REAL,
+    notes   TEXT,
+
+    PRIMARY KEY (element)
+);
+INSERT INTO MetaDataReal VALUES('default_loan_rate',0.05000000000000000277,'Default Loan Rate if not specified in LoanRate table');
+INSERT INTO MetaDataReal VALUES('global_discount_rate',0.05000000000000000277,'');
+CREATE TABLE OutputDualVariable
+(
+    scenario        TEXT,
+    constraint_name TEXT,
+    dual            REAL,
+    PRIMARY KEY (constraint_name, scenario)
+);
+CREATE TABLE OutputObjective
+(
+    scenario          TEXT,
+    objective_name    TEXT,
+    total_system_cost REAL
+);
+CREATE TABLE SeasonLabel
+(
+    season TEXT PRIMARY KEY,
+    notes  TEXT
+);
+INSERT INTO SeasonLabel VALUES('inter',NULL);
+INSERT INTO SeasonLabel VALUES('summer',NULL);
+INSERT INTO SeasonLabel VALUES('winter',NULL);
+CREATE TABLE SectorLabel
+(
+    sector TEXT PRIMARY KEY,
+    notes  TEXT
+);
+INSERT INTO SectorLabel VALUES('supply',NULL);
+INSERT INTO SectorLabel VALUES('electric',NULL);
+INSERT INTO SectorLabel VALUES('transport',NULL);
+INSERT INTO SectorLabel VALUES('commercial',NULL);
+INSERT INTO SectorLabel VALUES('residential',NULL);
+INSERT INTO SectorLabel VALUES('industrial',NULL);
+CREATE TABLE CapacityCredit
+(
+    region  TEXT,
+    period  INTEGER
+        REFERENCES TimePeriod (period),
+    tech    TEXT
+        REFERENCES Technology (tech),
+    vintage INTEGER,
+    credit  REAL,
+    notes   TEXT,
+    PRIMARY KEY (region, period, tech, vintage),
+    CHECK (credit >= 0 AND credit <= 1)
+);
+CREATE TABLE CapacityFactorProcess
+(
+    region  TEXT,
+    period  INTEGER
+        REFERENCES TimePeriod (period),
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    tod     TEXT
+        REFERENCES TimeOfDay (tod),
+    tech    TEXT
+        REFERENCES Technology (tech),
+    vintage INTEGER,
+    factor  REAL,
+    notes   TEXT,
+    PRIMARY KEY (region, period, season, tod, tech, vintage),
+    CHECK (factor >= 0 AND factor <= 1)
+);
+INSERT INTO CapacityFactorProcess VALUES('utopia',2000,'inter','day','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2000,'inter','night','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2000,'winter','day','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2000,'winter','night','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2000,'summer','day','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2000,'summer','night','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'inter','day','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'inter','night','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'winter','day','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'winter','night','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'summer','day','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'summer','night','E31',2000,0.2752999999999999892,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'inter','day','E31',2010,0.2756000000000000116,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'inter','night','E31',2010,0.2756000000000000116,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'winter','day','E31',2010,0.2756000000000000116,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'winter','night','E31',2010,0.2756000000000000116,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'summer','day','E31',2010,0.2756000000000000116,'');
+INSERT INTO CapacityFactorProcess VALUES('utopia',2010,'summer','night','E31',2010,0.2756000000000000116,'');
+CREATE TABLE CapacityFactorTech
+(
+    region TEXT,
+    period INTEGER
+        REFERENCES TimePeriod (period),
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    tod    TEXT
+        REFERENCES TimeOfDay (tod),
+    tech   TEXT
+        REFERENCES Technology (tech),
+    factor REAL,
+    notes  TEXT,
+    PRIMARY KEY (region, period, season, tod, tech),
+    CHECK (factor >= 0 AND factor <= 1)
+);
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'inter','day','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'inter','night','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'winter','day','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'winter','night','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'summer','day','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'summer','night','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'inter','day','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'inter','night','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'winter','day','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'winter','night','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'summer','day','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'summer','night','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'inter','day','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'inter','night','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'winter','day','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'winter','night','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'summer','day','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'summer','night','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'inter','day','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'inter','night','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'winter','day','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'winter','night','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'summer','day','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'summer','night','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'inter','day','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'inter','night','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'winter','day','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'winter','night','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'summer','day','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',1990,'summer','night','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'inter','day','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'inter','night','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'winter','day','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'winter','night','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'summer','day','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'summer','night','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'inter','day','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'inter','night','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'winter','day','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'winter','night','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'summer','day','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'summer','night','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'inter','day','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'inter','night','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'winter','day','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'winter','night','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'summer','day','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'summer','night','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'inter','day','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'inter','night','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'winter','day','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'winter','night','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'summer','day','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'summer','night','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'inter','day','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'inter','night','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'winter','day','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'winter','night','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'summer','day','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2000,'summer','night','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'inter','day','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'inter','night','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'winter','day','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'winter','night','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'summer','day','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'summer','night','E01',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'inter','day','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'inter','night','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'winter','day','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'winter','night','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'summer','day','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'summer','night','E21',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'inter','day','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'inter','night','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'winter','day','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'winter','night','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'summer','day','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'summer','night','E31',0.2750000000000000222,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'inter','day','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'inter','night','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'winter','day','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'winter','night','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'summer','day','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'summer','night','E51',0.1700000000000000122,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'inter','day','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'inter','night','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'winter','day','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'winter','night','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'summer','day','E70',0.8000000000000000444,'');
+INSERT INTO CapacityFactorTech VALUES('utopia',2010,'summer','night','E70',0.8000000000000000444,'');
+CREATE TABLE CapacityToActivity
+(
+    region TEXT,
+    tech   TEXT
+        REFERENCES Technology (tech),
+    c2a    REAL,
+    notes  TEXT,
+    PRIMARY KEY (region, tech)
+);
+INSERT INTO CapacityToActivity VALUES('utopia','E01',31.53999999999999915,'');
+INSERT INTO CapacityToActivity VALUES('utopia','E21',31.53999999999999915,'');
+INSERT INTO CapacityToActivity VALUES('utopia','E31',31.53999999999999915,'');
+INSERT INTO CapacityToActivity VALUES('utopia','E51',31.53999999999999915,'');
+INSERT INTO CapacityToActivity VALUES('utopia','E70',31.53999999999999915,'');
+INSERT INTO CapacityToActivity VALUES('utopia','RHE',1.0,'');
+INSERT INTO CapacityToActivity VALUES('utopia','RHO',1.0,'');
+INSERT INTO CapacityToActivity VALUES('utopia','RL1',1.0,'');
+INSERT INTO CapacityToActivity VALUES('utopia','SRE',1.0,'');
+INSERT INTO CapacityToActivity VALUES('utopia','TXD',1.0,'');
+INSERT INTO CapacityToActivity VALUES('utopia','TXE',1.0,'');
+INSERT INTO CapacityToActivity VALUES('utopia','TXG',1.0,'');
+CREATE TABLE Commodity
+(
+    name        TEXT
+        PRIMARY KEY,
+    flag        TEXT
+        REFERENCES CommodityType (label),
+    description TEXT
+);
+INSERT INTO Commodity VALUES('ethos','s','# dummy commodity to supply inputs (makes graph easier to read)');
+INSERT INTO Commodity VALUES('DSL','p','# diesel');
+INSERT INTO Commodity VALUES('ELC','p','# electricity');
+INSERT INTO Commodity VALUES('FEQ','p','# fossil equivalent');
+INSERT INTO Commodity VALUES('GSL','p','# gasoline');
+INSERT INTO Commodity VALUES('HCO','p','# coal');
+INSERT INTO Commodity VALUES('HYD','p','# water');
+INSERT INTO Commodity VALUES('OIL','p','# crude oil');
+INSERT INTO Commodity VALUES('URN','p','# uranium');
+INSERT INTO Commodity VALUES('co2','e','#CO2 emissions');
+INSERT INTO Commodity VALUES('nox','e','#NOX emissions');
+INSERT INTO Commodity VALUES('RH','d','# residential heating');
+INSERT INTO Commodity VALUES('RL','d','# residential lighting');
+INSERT INTO Commodity VALUES('TX','d','# transportation');
+CREATE TABLE CommodityType
+(
+    label       TEXT
+        PRIMARY KEY,
+    description TEXT
+);
+INSERT INTO CommodityType VALUES('w','waste commodity');
+INSERT INTO CommodityType VALUES('wa','waste annual commodity');
+INSERT INTO CommodityType VALUES('wp','waste physical commodity');
+INSERT INTO CommodityType VALUES('a','annual commodity');
+INSERT INTO CommodityType VALUES('s','source commodity');
+INSERT INTO CommodityType VALUES('p','physical commodity');
+INSERT INTO CommodityType VALUES('e','emissions commodity');
+INSERT INTO CommodityType VALUES('d','demand commodity');
+CREATE TABLE ConstructionInput
+(
+    region      TEXT,
+    input_comm   TEXT
+        REFERENCES Commodity (name),
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    value       REAL,
+    units       TEXT,
+    notes       TEXT,
+    PRIMARY KEY (region, input_comm, tech, vintage)
+);
+CREATE TABLE CostEmission
+(
+    region    TEXT,
+    period    INTEGER
+        REFERENCES TimePeriod (period),
+    emis_comm TEXT NOT NULL
+        REFERENCES Commodity (name),
+    cost      REAL NOT NULL,
+    units     TEXT,
+    notes     TEXT,
+    PRIMARY KEY (region, period, emis_comm)
+);
+CREATE TABLE CostFixed
+(
+    region  TEXT    NOT NULL,
+    period  INTEGER NOT NULL
+        REFERENCES TimePeriod (period),
+    tech    TEXT    NOT NULL
+        REFERENCES Technology (tech),
+    vintage INTEGER NOT NULL
+        REFERENCES TimePeriod (period),
+    cost    REAL,
+    units   TEXT,
+    notes   TEXT,
+    PRIMARY KEY (region, period, tech, vintage)
+);
+INSERT INTO CostFixed VALUES('utopia',1990,'E01',1960,40.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E01',1970,40.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E01',1980,40.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E01',1990,40.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E01',1970,70.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E01',1980,70.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E01',1990,70.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E01',2000,70.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E01',1980,100.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E01',1990,100.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E01',2000,100.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E01',2010,100.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E21',1990,500.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E21',1990,500.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E21',1990,500.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E21',2000,500.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E21',2000,500.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E21',2010,500.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E31',1980,75.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E31',1990,75.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E31',1980,75.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E31',1990,75.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E31',2000,75.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E31',1980,75.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E31',1990,75.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E31',2000,75.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E31',2010,75.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E51',1980,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E51',1990,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E51',1980,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E51',1990,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E51',2000,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E51',1980,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E51',1990,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E51',2000,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E51',2010,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E70',1960,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E70',1970,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E70',1980,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'E70',1990,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E70',1970,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E70',1980,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E70',1990,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'E70',2000,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E70',1980,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E70',1990,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E70',2000,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'E70',2010,30.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'RHO',1970,1.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'RHO',1980,1.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'RHO',1990,1.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'RHO',1980,1.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'RHO',1990,1.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'RHO',2000,1.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'RHO',1990,1.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'RHO',2000,1.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'RHO',2010,1.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'RL1',1980,9.46000000000000086,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'RL1',1990,9.46000000000000086,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'RL1',2000,9.46000000000000086,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'RL1',2010,9.46000000000000086,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'TXD',1970,52.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'TXD',1980,52.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'TXD',1990,52.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'TXD',1980,52.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'TXD',1990,52.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'TXD',2000,52.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'TXD',2000,52.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'TXD',2010,52.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'TXE',1990,100.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'TXE',1990,90.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'TXE',2000,90.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'TXE',2000,80.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'TXE',2010,80.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'TXG',1970,48.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'TXG',1980,48.0,'','');
+INSERT INTO CostFixed VALUES('utopia',1990,'TXG',1990,48.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'TXG',1980,48.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'TXG',1990,48.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2000,'TXG',2000,48.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'TXG',2000,48.0,'','');
+INSERT INTO CostFixed VALUES('utopia',2010,'TXG',2010,48.0,'','');
+CREATE TABLE CostInvest
+(
+    region  TEXT,
+    tech    TEXT
+        REFERENCES Technology (tech),
+    vintage INTEGER
+        REFERENCES TimePeriod (period),
+    cost    REAL,
+    units   TEXT,
+    notes   TEXT,
+    PRIMARY KEY (region, tech, vintage)
+);
+INSERT INTO CostInvest VALUES('utopia','E01',1990,2000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E01',2000,1300.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E01',2010,1200.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E21',1990,5000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E21',2000,5000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E21',2010,5000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E31',1990,3000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E31',2000,3000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E31',2010,3000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E51',1990,900.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E51',2000,900.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E51',2010,900.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E70',1990,1000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E70',2000,1000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','E70',2010,1000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','RHE',1990,90.0,'','');
+INSERT INTO CostInvest VALUES('utopia','RHE',2000,90.0,'','');
+INSERT INTO CostInvest VALUES('utopia','RHE',2010,90.0,'','');
+INSERT INTO CostInvest VALUES('utopia','RHO',1990,100.0,'','');
+INSERT INTO CostInvest VALUES('utopia','RHO',2000,100.0,'','');
+INSERT INTO CostInvest VALUES('utopia','RHO',2010,100.0,'','');
+INSERT INTO CostInvest VALUES('utopia','SRE',1990,100.0,'','');
+INSERT INTO CostInvest VALUES('utopia','SRE',2000,100.0,'','');
+INSERT INTO CostInvest VALUES('utopia','SRE',2010,100.0,'','');
+INSERT INTO CostInvest VALUES('utopia','TXD',1990,1044.0,'','');
+INSERT INTO CostInvest VALUES('utopia','TXD',2000,1044.0,'','');
+INSERT INTO CostInvest VALUES('utopia','TXD',2010,1044.0,'','');
+INSERT INTO CostInvest VALUES('utopia','TXE',1990,2000.0,'','');
+INSERT INTO CostInvest VALUES('utopia','TXE',2000,1750.0,'','');
+INSERT INTO CostInvest VALUES('utopia','TXE',2010,1500.0,'','');
+INSERT INTO CostInvest VALUES('utopia','TXG',1990,1044.0,'','');
+INSERT INTO CostInvest VALUES('utopia','TXG',2000,1044.0,'','');
+INSERT INTO CostInvest VALUES('utopia','TXG',2010,1044.0,'','');
+CREATE TABLE CostVariable
+(
+    region  TEXT    NOT NULL,
+    period  INTEGER NOT NULL
+        REFERENCES TimePeriod (period),
+    tech    TEXT    NOT NULL
+        REFERENCES Technology (tech),
+    vintage INTEGER NOT NULL
+        REFERENCES TimePeriod (period),
+    cost    REAL,
+    units   TEXT,
+    notes   TEXT,
+    PRIMARY KEY (region, period, tech, vintage)
+);
+INSERT INTO CostVariable VALUES('utopia',1990,'IMPDSL1',1990,10.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'IMPDSL1',1990,10.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'IMPDSL1',1990,10.0,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'IMPGSL1',1990,15.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'IMPGSL1',1990,15.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'IMPGSL1',1990,15.0,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'IMPHCO1',1990,2.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'IMPHCO1',1990,2.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'IMPHCO1',1990,2.0,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'IMPOIL1',1990,8.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'IMPOIL1',1990,8.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'IMPOIL1',1990,8.0,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'IMPURN1',1990,2.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'IMPURN1',1990,2.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'IMPURN1',1990,2.0,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'E01',1960,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'E01',1970,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'E01',1980,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'E01',1990,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'E01',1970,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'E01',1980,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'E01',1990,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'E01',2000,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E01',1980,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E01',1990,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E01',2000,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E01',2010,0.2999999999999999889,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'E21',1990,1.5,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'E21',1990,1.5,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E21',1990,1.5,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'E21',2000,1.5,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E21',2000,1.5,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E21',2010,1.5,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'E70',1960,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'E70',1970,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'E70',1980,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'E70',1990,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'E70',1970,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'E70',1980,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'E70',1990,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'E70',2000,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E70',1980,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E70',1990,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E70',2000,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'E70',2010,0.4000000000000000222,'','');
+INSERT INTO CostVariable VALUES('utopia',1990,'SRE',1990,10.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'SRE',1990,10.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2000,'SRE',2000,10.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'SRE',1990,10.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'SRE',2000,10.0,'','');
+INSERT INTO CostVariable VALUES('utopia',2010,'SRE',2010,10.0,'','');
+CREATE TABLE Demand
+(
+    region    TEXT,
+    period    INTEGER
+        REFERENCES TimePeriod (period),
+    commodity TEXT
+        REFERENCES Commodity (name),
+    demand    REAL,
+    units     TEXT,
+    notes     TEXT,
+    PRIMARY KEY (region, period, commodity)
+);
+INSERT INTO Demand VALUES('utopia',1990,'RH',25.19999999999999929,'','');
+INSERT INTO Demand VALUES('utopia',2000,'RH',37.79999999999999715,'','');
+INSERT INTO Demand VALUES('utopia',2010,'RH',56.69999999999999574,'','');
+INSERT INTO Demand VALUES('utopia',1990,'RL',5.599999999999999645,'','');
+INSERT INTO Demand VALUES('utopia',2000,'RL',8.400000000000000355,'','');
+INSERT INTO Demand VALUES('utopia',2010,'RL',12.59999999999999965,'','');
+INSERT INTO Demand VALUES('utopia',1990,'TX',5.200000000000000177,'','');
+INSERT INTO Demand VALUES('utopia',2000,'TX',7.799999999999999823,'','');
+INSERT INTO Demand VALUES('utopia',2010,'TX',11.68999999999999951,'','');
+CREATE TABLE DemandSpecificDistribution
+(
+    region      TEXT,
+    period      INTEGER
+        REFERENCES TimePeriod (period),
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    tod         TEXT
+        REFERENCES TimeOfDay (tod),
+    demand_name TEXT
+        REFERENCES Commodity (name),
+    dsd         REAL,
+    notes       TEXT,
+    PRIMARY KEY (region, period, season, tod, demand_name),
+    CHECK (dsd >= 0 AND dsd <= 1)
+);
+INSERT INTO DemandSpecificDistribution VALUES('utopia',1990,'inter','day','RH',0.1199999999999999956,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',1990,'inter','night','RH',0.05999999999999999778,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',1990,'winter','day','RH',0.5466999999999999638,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',1990,'winter','night','RH',0.2732999999999999874,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',1990,'inter','day','RL',0.1499999999999999945,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',1990,'inter','night','RL',0.05000000000000000277,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',1990,'summer','day','RL',0.1499999999999999945,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',1990,'summer','night','RL',0.05000000000000000277,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',1990,'winter','day','RL',0.5,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',1990,'winter','night','RL',0.1000000000000000055,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2000,'inter','day','RH',0.1199999999999999956,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2000,'inter','night','RH',0.05999999999999999778,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2000,'winter','day','RH',0.5466999999999999638,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2000,'winter','night','RH',0.2732999999999999874,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2000,'inter','day','RL',0.1499999999999999945,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2000,'inter','night','RL',0.05000000000000000277,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2000,'summer','day','RL',0.1499999999999999945,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2000,'summer','night','RL',0.05000000000000000277,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2000,'winter','day','RL',0.5,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2000,'winter','night','RL',0.1000000000000000055,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2010,'inter','day','RH',0.1199999999999999956,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2010,'inter','night','RH',0.05999999999999999778,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2010,'winter','day','RH',0.5466999999999999638,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2010,'winter','night','RH',0.2732999999999999874,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2010,'inter','day','RL',0.1499999999999999945,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2010,'inter','night','RL',0.05000000000000000277,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2010,'summer','day','RL',0.1499999999999999945,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2010,'summer','night','RL',0.05000000000000000277,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2010,'winter','day','RL',0.5,'');
+INSERT INTO DemandSpecificDistribution VALUES('utopia',2010,'winter','night','RL',0.1000000000000000055,'');
+CREATE TABLE EndOfLifeOutput
+(
+    region      TEXT,
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    output_comm   TEXT
+        REFERENCES Commodity (name),
+    value       REAL,
+    units       TEXT,
+    notes       TEXT,
+    PRIMARY KEY (region, tech, vintage, output_comm)
+);
+CREATE TABLE Efficiency
+(
+    region      TEXT,
+    input_comm  TEXT
+        REFERENCES Commodity (name),
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    output_comm TEXT
+        REFERENCES Commodity (name),
+    efficiency  REAL,
+    notes       TEXT,
+    PRIMARY KEY (region, input_comm, tech, vintage, output_comm),
+    CHECK (efficiency > 0)
+);
+INSERT INTO Efficiency VALUES('utopia','ethos','IMPDSL1',1990,'DSL',1.0,'');
+INSERT INTO Efficiency VALUES('utopia','ethos','IMPGSL1',1990,'GSL',1.0,'');
+INSERT INTO Efficiency VALUES('utopia','ethos','IMPHCO1',1990,'HCO',1.0,'');
+INSERT INTO Efficiency VALUES('utopia','ethos','IMPOIL1',1990,'OIL',1.0,'');
+INSERT INTO Efficiency VALUES('utopia','ethos','IMPURN1',1990,'URN',1.0,'');
+INSERT INTO Efficiency VALUES('utopia','ethos','IMPFEQ',1990,'FEQ',1.0,'');
+INSERT INTO Efficiency VALUES('utopia','ethos','IMPHYD',1990,'HYD',1.0,'');
+INSERT INTO Efficiency VALUES('utopia','HCO','E01',1960,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','HCO','E01',1970,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','HCO','E01',1980,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','HCO','E01',1990,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','HCO','E01',2000,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','HCO','E01',2010,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','FEQ','E21',1990,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','FEQ','E21',2000,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','FEQ','E21',2010,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','URN','E21',1990,'ELC',0.4000000000000000222,'# 1/2.5');
+INSERT INTO Efficiency VALUES('utopia','URN','E21',2000,'ELC',0.4000000000000000222,'# 1/2.5');
+INSERT INTO Efficiency VALUES('utopia','URN','E21',2010,'ELC',0.4000000000000000222,'# 1/2.5');
+INSERT INTO Efficiency VALUES('utopia','HYD','E31',1980,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','HYD','E31',1990,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','HYD','E31',2000,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','HYD','E31',2010,'ELC',0.3200000000000000066,'# 1/3.125');
+INSERT INTO Efficiency VALUES('utopia','DSL','E70',1960,'ELC',0.2939999999999999836,'# 1/3.4');
+INSERT INTO Efficiency VALUES('utopia','DSL','E70',1970,'ELC',0.2939999999999999836,'# 1/3.4');
+INSERT INTO Efficiency VALUES('utopia','DSL','E70',1980,'ELC',0.2939999999999999836,'# 1/3.4');
+INSERT INTO Efficiency VALUES('utopia','DSL','E70',1990,'ELC',0.2939999999999999836,'# 1/3.4');
+INSERT INTO Efficiency VALUES('utopia','DSL','E70',2000,'ELC',0.2939999999999999836,'# 1/3.4');
+INSERT INTO Efficiency VALUES('utopia','DSL','E70',2010,'ELC',0.2939999999999999836,'# 1/3.4');
+INSERT INTO Efficiency VALUES('utopia','ELC','E51',1980,'ELC',0.7199999999999999734,'# 1/1.3889');
+INSERT INTO Efficiency VALUES('utopia','ELC','E51',1990,'ELC',0.7199999999999999734,'# 1/1.3889');
+INSERT INTO Efficiency VALUES('utopia','ELC','E51',2000,'ELC',0.7199999999999999734,'# 1/1.3889');
+INSERT INTO Efficiency VALUES('utopia','ELC','E51',2010,'ELC',0.7199999999999999734,'# 1/1.3889');
+INSERT INTO Efficiency VALUES('utopia','ELC','RHE',1990,'RH',1.0,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','ELC','RHE',2000,'RH',1.0,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','ELC','RHE',2010,'RH',1.0,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','DSL','RHO',1970,'RH',0.6999999999999999556,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','DSL','RHO',1980,'RH',0.6999999999999999556,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','DSL','RHO',1990,'RH',0.6999999999999999556,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','DSL','RHO',2000,'RH',0.6999999999999999556,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','DSL','RHO',2010,'RH',0.6999999999999999556,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','ELC','RL1',1980,'RL',1.0,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','ELC','RL1',1990,'RL',1.0,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','ELC','RL1',2000,'RL',1.0,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','ELC','RL1',2010,'RL',1.0,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','OIL','SRE',1990,'DSL',1.0,'# direct translation from PRC_INP2, PRC_OUT');
+INSERT INTO Efficiency VALUES('utopia','OIL','SRE',2000,'DSL',1.0,'# direct translation from PRC_INP2, PRC_OUT');
+INSERT INTO Efficiency VALUES('utopia','OIL','SRE',2010,'DSL',1.0,'# direct translation from PRC_INP2, PRC_OUT');
+INSERT INTO Efficiency VALUES('utopia','OIL','SRE',1990,'GSL',1.0,'# direct translation from PRC_INP2, PRC_OUT');
+INSERT INTO Efficiency VALUES('utopia','OIL','SRE',2000,'GSL',1.0,'# direct translation from PRC_INP2, PRC_OUT');
+INSERT INTO Efficiency VALUES('utopia','OIL','SRE',2010,'GSL',1.0,'# direct translation from PRC_INP2, PRC_OUT');
+INSERT INTO Efficiency VALUES('utopia','DSL','TXD',1970,'TX',0.2310000000000000108,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','DSL','TXD',1980,'TX',0.2310000000000000108,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','DSL','TXD',1990,'TX',0.2310000000000000108,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','DSL','TXD',2000,'TX',0.2310000000000000108,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','DSL','TXD',2010,'TX',0.2310000000000000108,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','ELC','TXE',1990,'TX',0.8269999999999999574,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','ELC','TXE',2000,'TX',0.8269999999999999574,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','ELC','TXE',2010,'TX',0.8269999999999999574,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','GSL','TXG',1970,'TX',0.2310000000000000108,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','GSL','TXG',1980,'TX',0.2310000000000000108,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','GSL','TXG',1990,'TX',0.2310000000000000108,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','GSL','TXG',2000,'TX',0.2310000000000000108,'# direct translation from DMD_EFF');
+INSERT INTO Efficiency VALUES('utopia','GSL','TXG',2010,'TX',0.2310000000000000108,'# direct translation from DMD_EFF');
+CREATE TABLE EfficiencyVariable
+(
+    region      TEXT,
+    period      INTEGER
+        REFERENCES TimePeriod (period),
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    tod         TEXT
+        REFERENCES TimeOfDay (tod),
+    input_comm  TEXT
+        REFERENCES Commodity (name),
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    output_comm TEXT
+        REFERENCES Commodity (name),
+    efficiency  REAL,
+    notes       TEXT,
+    PRIMARY KEY (region, period, season, tod, input_comm, tech, vintage, output_comm),
+    CHECK (efficiency > 0)
+);
+CREATE TABLE EmissionActivity
+(
+    region      TEXT,
+    emis_comm   TEXT
+        REFERENCES Commodity (name),
+    input_comm  TEXT
+        REFERENCES Commodity (name),
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    output_comm TEXT
+        REFERENCES Commodity (name),
+    activity    REAL,
+    units       TEXT,
+    notes       TEXT,
+    PRIMARY KEY (region, emis_comm, input_comm, tech, vintage, output_comm)
+);
+INSERT INTO EmissionActivity VALUES('utopia','co2','ethos','IMPDSL1',1990,'DSL',0.07499999999999999723,'','');
+INSERT INTO EmissionActivity VALUES('utopia','co2','ethos','IMPGSL1',1990,'GSL',0.07499999999999999723,'','');
+INSERT INTO EmissionActivity VALUES('utopia','co2','ethos','IMPHCO1',1990,'HCO',0.0889999999999999819,'','');
+INSERT INTO EmissionActivity VALUES('utopia','co2','ethos','IMPOIL1',1990,'OIL',0.07499999999999999723,'','');
+INSERT INTO EmissionActivity VALUES('utopia','nox','DSL','TXD',1970,'TX',1.0,'','');
+INSERT INTO EmissionActivity VALUES('utopia','nox','DSL','TXD',1980,'TX',1.0,'','');
+INSERT INTO EmissionActivity VALUES('utopia','nox','DSL','TXD',1990,'TX',1.0,'','');
+INSERT INTO EmissionActivity VALUES('utopia','nox','DSL','TXD',2000,'TX',1.0,'','');
+INSERT INTO EmissionActivity VALUES('utopia','nox','DSL','TXD',2010,'TX',1.0,'','');
+INSERT INTO EmissionActivity VALUES('utopia','nox','GSL','TXG',1970,'TX',1.0,'','');
+INSERT INTO EmissionActivity VALUES('utopia','nox','GSL','TXG',1980,'TX',1.0,'','');
+INSERT INTO EmissionActivity VALUES('utopia','nox','GSL','TXG',1990,'TX',1.0,'','');
+INSERT INTO EmissionActivity VALUES('utopia','nox','GSL','TXG',2000,'TX',1.0,'','');
+INSERT INTO EmissionActivity VALUES('utopia','nox','GSL','TXG',2010,'TX',1.0,'','');
+CREATE TABLE EmissionEmbodied
+(
+    region      TEXT,
+    emis_comm   TEXT
+        REFERENCES Commodity (name),
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    value       REAL,
+    units       TEXT,
+    notes       TEXT,
+    PRIMARY KEY (region, emis_comm,  tech, vintage)
+);
+CREATE TABLE EmissionEndOfLife
+(
+    region      TEXT,
+    emis_comm   TEXT
+        REFERENCES Commodity (name),
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    value       REAL,
+    units       TEXT,
+    notes       TEXT,
+    PRIMARY KEY (region, emis_comm,  tech, vintage)
+);
+CREATE TABLE ExistingCapacity
+(
+    region   TEXT,
+    tech     TEXT
+        REFERENCES Technology (tech),
+    vintage  INTEGER
+        REFERENCES TimePeriod (period),
+    capacity REAL,
+    units    TEXT,
+    notes    TEXT,
+    PRIMARY KEY (region, tech, vintage)
+);
+INSERT INTO ExistingCapacity VALUES('utopia','E01',1960,0.1749999999999999889,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','E01',1970,0.1749999999999999889,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','E01',1980,0.1499999999999999945,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','E31',1980,0.1000000000000000055,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','E51',1980,0.5,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','E70',1960,0.05000000000000000277,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','E70',1970,0.05000000000000000277,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','E70',1980,0.2000000000000000111,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','RHO',1970,12.5,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','RHO',1980,12.5,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','RL1',1980,5.599999999999999645,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','TXD',1970,0.4000000000000000222,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','TXD',1980,0.2000000000000000111,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','TXG',1970,3.100000000000000088,'','');
+INSERT INTO ExistingCapacity VALUES('utopia','TXG',1980,1.5,'','');
+CREATE TABLE TechGroup
+(
+    group_name TEXT
+        PRIMARY KEY,
+    notes      TEXT
+);
+CREATE TABLE LoanLifetimeProcess
+(
+    region   TEXT,
+    tech     TEXT
+        REFERENCES Technology (tech),
+    vintage  INTEGER
+        REFERENCES TimePeriod (period),
+    lifetime REAL,
+    notes    TEXT,
+    PRIMARY KEY (region, tech, vintage)
+);
+CREATE TABLE LoanRate
+(
+    region  TEXT,
+    tech    TEXT
+        REFERENCES Technology (tech),
+    vintage INTEGER
+        REFERENCES TimePeriod (period),
+    rate    REAL,
+    notes   TEXT,
+    PRIMARY KEY (region, tech, vintage)
+);
+CREATE TABLE LifetimeProcess
+(
+    region   TEXT,
+    tech     TEXT
+        REFERENCES Technology (tech),
+    vintage  INTEGER
+        REFERENCES TimePeriod (period),
+    lifetime REAL,
+    notes    TEXT,
+    PRIMARY KEY (region, tech, vintage)
+);
+INSERT INTO LifetimeProcess VALUES('utopia','RL1',1980,20.0,'#forexistingcap');
+INSERT INTO LifetimeProcess VALUES('utopia','TXD',1970,30.0,'#forexistingcap');
+INSERT INTO LifetimeProcess VALUES('utopia','TXD',1980,30.0,'#forexistingcap');
+INSERT INTO LifetimeProcess VALUES('utopia','TXG',1970,30.0,'#forexistingcap');
+INSERT INTO LifetimeProcess VALUES('utopia','TXG',1980,30.0,'#forexistingcap');
+CREATE TABLE LifetimeTech
+(
+    region   TEXT,
+    tech     TEXT
+        REFERENCES Technology (tech),
+    lifetime REAL,
+    notes    TEXT,
+    PRIMARY KEY (region, tech)
+);
+INSERT INTO LifetimeTech VALUES('utopia','E01',40.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','E21',40.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','E31',100.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','E51',100.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','E70',40.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','RHE',30.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','RHO',30.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','RL1',10.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','SRE',50.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','TXD',15.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','TXE',15.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','TXG',15.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','IMPDSL1',1000.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','IMPGSL1',1000.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','IMPHCO1',1000.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','IMPOIL1',1000.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','IMPURN1',1000.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','IMPHYD',1000.0,'');
+INSERT INTO LifetimeTech VALUES('utopia','IMPFEQ',1000.0,'');
+CREATE TABLE Operator
+(
+	operator TEXT PRIMARY KEY,
+	notes TEXT
+);
+INSERT INTO Operator VALUES('e','equal to');
+INSERT INTO Operator VALUES('le','less than or equal to');
+INSERT INTO Operator VALUES('ge','greater than or equal to');
+CREATE TABLE LimitGrowthCapacity
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE LimitDegrowthCapacity
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE LimitGrowthNewCapacity
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE LimitDegrowthNewCapacity
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE LimitGrowthNewCapacityDelta
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE LimitDegrowthNewCapacityDelta
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE LimitStorageLevelFraction
+(
+    region   TEXT,
+    period   INTEGER
+        REFERENCES TimePeriod (period),
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    tod      TEXT
+        REFERENCES TimeOfDay (tod),
+    tech     TEXT
+        REFERENCES Technology (tech),
+    vintage  INTEGER
+        REFERENCES TimePeriod (period),
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    fraction REAL,
+    notes    TEXT,
+    PRIMARY KEY(region, period, season, tod, tech, vintage, operator)
+);
+CREATE TABLE LimitActivity
+(
+    region  TEXT,
+    period  INTEGER
+        REFERENCES TimePeriod (period),
+    tech_or_group   TEXT,
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    activity REAL,
+    units   TEXT,
+    notes   TEXT,
+    PRIMARY KEY (region, period, tech_or_group, operator)
+);
+CREATE TABLE LimitActivityShare
+(
+    region         TEXT,
+    period         INTEGER
+        REFERENCES TimePeriod (period),
+    sub_group      TEXT,
+    super_group    TEXT,
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    share REAL,
+    notes          TEXT,
+    PRIMARY KEY (region, period, sub_group, super_group, operator)
+);
+CREATE TABLE LimitAnnualCapacityFactor
+(
+    region      TEXT,
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    output_comm TEXT
+        REFERENCES Commodity (name),
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    factor      REAL,
+    notes       TEXT,
+    PRIMARY KEY (region, tech, vintage, operator),
+    CHECK (factor >= 0 AND factor <= 1)
+);
+CREATE TABLE LimitCapacity
+(
+    region  TEXT,
+    period  INTEGER
+        REFERENCES TimePeriod (period),
+    tech_or_group   TEXT,
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    capacity REAL,
+    units   TEXT,
+    notes   TEXT,
+    PRIMARY KEY (region, period, tech_or_group, operator)
+);
+INSERT INTO LimitCapacity VALUES('utopia',1990,'E31','ge',0.1300000000000000044,'','');
+INSERT INTO LimitCapacity VALUES('utopia',2000,'E31','ge',0.1300000000000000044,'','');
+INSERT INTO LimitCapacity VALUES('utopia',2010,'E31','ge',0.1300000000000000044,'','');
+INSERT INTO LimitCapacity VALUES('utopia',1990,'SRE','ge',0.1000000000000000055,'','');
+INSERT INTO LimitCapacity VALUES('utopia',1990,'E31','le',0.1300000000000000044,'','');
+INSERT INTO LimitCapacity VALUES('utopia',2000,'E31','le',0.1700000000000000122,'','');
+INSERT INTO LimitCapacity VALUES('utopia',2010,'E31','le',0.21000000000000002,'','');
+INSERT INTO LimitCapacity VALUES('utopia',1990,'RHE','le',0.0,'','');
+INSERT INTO LimitCapacity VALUES('utopia',1990,'TXD','le',0.5999999999999999778,'','');
+INSERT INTO LimitCapacity VALUES('utopia',2000,'TXD','le',1.760000000000000008,'','');
+INSERT INTO LimitCapacity VALUES('utopia',2010,'TXD','le',4.759999999999999787,'','');
+CREATE TABLE LimitCapacityShare
+(
+    region         TEXT,
+    period         INTEGER
+        REFERENCES TimePeriod (period),
+    sub_group      TEXT,
+    super_group    TEXT,
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    share REAL,
+    notes          TEXT,
+    PRIMARY KEY (region, period, sub_group, super_group, operator)
+);
+CREATE TABLE LimitNewCapacity
+(
+    region  TEXT,
+    period  INTEGER
+        REFERENCES TimePeriod (period),
+    tech_or_group   TEXT,
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    new_cap REAL,
+    units   TEXT,
+    notes   TEXT,
+    PRIMARY KEY (region, period, tech_or_group, operator)
+);
+CREATE TABLE LimitNewCapacityShare
+(
+    region         TEXT,
+    period         INTEGER
+        REFERENCES TimePeriod (period),
+    sub_group      TEXT,
+    super_group    TEXT,
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    share REAL,
+    notes          TEXT,
+    PRIMARY KEY (region, period, sub_group, super_group, operator)
+);
+CREATE TABLE LimitResource
+(
+    region  TEXT,
+    tech_or_group   TEXT,
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    cum_act REAL,
+    units   TEXT,
+    notes   TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE LimitSeasonalCapacityFactor
+(
+	region  TEXT
+        REFERENCES Region (region),
+	period	INTEGER
+        REFERENCES TimePeriod (period),
+	season TEXT
+        REFERENCES SeasonLabel (season),
+	tech    TEXT
+        REFERENCES Technology (tech),
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+	factor	REAL,
+	notes	TEXT,
+	PRIMARY KEY(region, period, season, tech, operator)
+);
+CREATE TABLE LimitTechInputSplit
+(
+    region         TEXT,
+    period         INTEGER
+        REFERENCES TimePeriod (period),
+    input_comm     TEXT
+        REFERENCES Commodity (name),
+    tech           TEXT
+        REFERENCES Technology (tech),
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    proportion REAL,
+    notes          TEXT,
+    PRIMARY KEY (region, period, input_comm, tech, operator)
+);
+CREATE TABLE LimitTechInputSplitAnnual
+(
+    region         TEXT,
+    period         INTEGER
+        REFERENCES TimePeriod (period),
+    input_comm     TEXT
+        REFERENCES Commodity (name),
+    tech           TEXT
+        REFERENCES Technology (tech),
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    proportion REAL,
+    notes          TEXT,
+    PRIMARY KEY (region, period, input_comm, tech, operator)
+);
+CREATE TABLE LimitTechOutputSplit
+(
+    region         TEXT,
+    period         INTEGER
+        REFERENCES TimePeriod (period),
+    tech           TEXT
+        REFERENCES Technology (tech),
+    output_comm    TEXT
+        REFERENCES Commodity (name),
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    proportion REAL,
+    notes          TEXT,
+    PRIMARY KEY (region, period, tech, output_comm, operator)
+);
+INSERT INTO LimitTechOutputSplit VALUES('utopia',1990,'SRE','DSL','ge',0.6999999999999999556,'');
+INSERT INTO LimitTechOutputSplit VALUES('utopia',2000,'SRE','DSL','ge',0.6999999999999999556,'');
+INSERT INTO LimitTechOutputSplit VALUES('utopia',2010,'SRE','DSL','ge',0.6999999999999999556,'');
+INSERT INTO LimitTechOutputSplit VALUES('utopia',1990,'SRE','GSL','ge',0.2999999999999999889,'');
+INSERT INTO LimitTechOutputSplit VALUES('utopia',2000,'SRE','GSL','ge',0.2999999999999999889,'');
+INSERT INTO LimitTechOutputSplit VALUES('utopia',2010,'SRE','GSL','ge',0.2999999999999999889,'');
+CREATE TABLE LimitTechOutputSplitAnnual
+(
+    region         TEXT,
+    period         INTEGER
+        REFERENCES TimePeriod (period),
+    tech           TEXT
+        REFERENCES Technology (tech),
+    output_comm    TEXT
+        REFERENCES Commodity (name),
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    proportion REAL,
+    notes          TEXT,
+    PRIMARY KEY (region, period, tech, output_comm, operator)
+);
+CREATE TABLE LimitEmission
+(
+    region    TEXT,
+    period    INTEGER
+        REFERENCES TimePeriod (period),
+    emis_comm TEXT
+        REFERENCES Commodity (name),
+    operator	TEXT  NOT NULL DEFAULT "le"
+    	REFERENCES Operator (operator),
+    value     REAL,
+    units     TEXT,
+    notes     TEXT,
+    PRIMARY KEY (region, period, emis_comm, operator)
+);
+CREATE TABLE LinkedTech
+(
+    primary_region TEXT,
+    primary_tech   TEXT
+        REFERENCES Technology (tech),
+    emis_comm      TEXT
+        REFERENCES Commodity (name),
+    driven_tech    TEXT
+        REFERENCES Technology (tech),
+    notes          TEXT,
+    PRIMARY KEY (primary_region, primary_tech, emis_comm)
+);
+CREATE TABLE OutputCurtailment
+(
+    scenario    TEXT,
+    region      TEXT,
+    sector      TEXT,
+    period      INTEGER
+        REFERENCES TimePeriod (period),
+    season      TEXT
+        REFERENCES TimePeriod (period),
+    tod         TEXT
+        REFERENCES TimeOfDay (tod),
+    input_comm  TEXT
+        REFERENCES Commodity (name),
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    output_comm TEXT
+        REFERENCES Commodity (name),
+    curtailment REAL,
+    PRIMARY KEY (region, scenario, period, season, tod, input_comm, tech, vintage, output_comm)
+);
+CREATE TABLE OutputNetCapacity
+(
+    scenario TEXT,
+    region   TEXT,
+    sector   TEXT
+        REFERENCES SectorLabel (sector),
+    period   INTEGER
+        REFERENCES TimePeriod (period),
+    tech     TEXT
+        REFERENCES Technology (tech),
+    vintage  INTEGER
+        REFERENCES TimePeriod (period),
+    capacity REAL,
+    PRIMARY KEY (region, scenario, period, tech, vintage)
+);
+CREATE TABLE OutputBuiltCapacity
+(
+    scenario TEXT,
+    region   TEXT,
+    sector   TEXT
+        REFERENCES SectorLabel (sector),
+    tech     TEXT
+        REFERENCES Technology (tech),
+    vintage  INTEGER
+        REFERENCES TimePeriod (period),
+    capacity REAL,
+    PRIMARY KEY (region, scenario, tech, vintage)
+);
+CREATE TABLE OutputRetiredCapacity
+(
+    scenario TEXT,
+    region   TEXT,
+    sector   TEXT
+        REFERENCES SectorLabel (sector),
+    period   INTEGER
+        REFERENCES TimePeriod (period),
+    tech     TEXT
+        REFERENCES Technology (tech),
+    vintage  INTEGER
+        REFERENCES TimePeriod (period),
+    cap_eol REAL,
+    cap_early REAL,
+    PRIMARY KEY (region, scenario, period, tech, vintage)
+);
+CREATE TABLE OutputFlowIn
+(
+    scenario    TEXT,
+    region      TEXT,
+    sector      TEXT
+        REFERENCES SectorLabel (sector),
+    period      INTEGER
+        REFERENCES TimePeriod (period),
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    tod         TEXT
+        REFERENCES TimeOfDay (tod),
+    input_comm  TEXT
+        REFERENCES Commodity (name),
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    output_comm TEXT
+        REFERENCES Commodity (name),
+    flow        REAL,
+    PRIMARY KEY (region, scenario, period, season, tod, input_comm, tech, vintage, output_comm)
+);
+CREATE TABLE OutputFlowOut
+(
+    scenario    TEXT,
+    region      TEXT,
+    sector      TEXT
+        REFERENCES SectorLabel (sector),
+    period      INTEGER
+        REFERENCES TimePeriod (period),
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    tod         TEXT
+        REFERENCES TimeOfDay (tod),
+    input_comm  TEXT
+        REFERENCES Commodity (name),
+    tech        TEXT
+        REFERENCES Technology (tech),
+    vintage     INTEGER
+        REFERENCES TimePeriod (period),
+    output_comm TEXT
+        REFERENCES Commodity (name),
+    flow        REAL,
+    PRIMARY KEY (region, scenario, period, season, tod, input_comm, tech, vintage, output_comm)
+);
+CREATE TABLE OutputStorageLevel
+(
+    scenario TEXT,
+    region TEXT,
+    sector TEXT
+        REFERENCES SectorLabel (sector),
+    period INTEGER
+        REFERENCES TimePeriod (period),
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    tod TEXT
+        REFERENCES TimeOfDay (tod),
+    tech TEXT
+        REFERENCES Technology (tech),
+    vintage INTEGER
+        REFERENCES TimePeriod (period),
+    level REAL,
+    PRIMARY KEY (scenario, region, period, season, tod, tech, vintage)
+);
+CREATE TABLE PlanningReserveMargin
+(
+    region TEXT
+        PRIMARY KEY
+        REFERENCES Region (region),
+    margin REAL,
+    notes TEXT
+);
+CREATE TABLE RampDownHourly
+(
+    region TEXT,
+    tech   TEXT
+        REFERENCES Technology (tech),
+    rate   REAL,
+    notes TEXT,
+    PRIMARY KEY (region, tech)
+);
+CREATE TABLE RampUpHourly
+(
+    region TEXT,
+    tech   TEXT
+        REFERENCES Technology (tech),
+    rate   REAL,
+    notes TEXT,
+    PRIMARY KEY (region, tech)
+);
+CREATE TABLE Region
+(
+    region TEXT
+        PRIMARY KEY,
+    notes  TEXT
+);
+INSERT INTO Region VALUES('utopia',NULL);
+CREATE TABLE ReserveCapacityDerate
+(
+    region  TEXT,
+    period  INTEGER
+        REFERENCES TimePeriod (period),
+    season  TEXT
+    	REFERENCES SeasonLabel (season),
+    tech    TEXT
+        REFERENCES Technology (tech),
+    vintage INTEGER,
+    factor  REAL,
+    notes   TEXT,
+    PRIMARY KEY (region, period, season, tech, vintage),
+    CHECK (factor >= 0 AND factor <= 1)
+);
+CREATE TABLE TimeSegmentFraction
+(
+    period INTEGER
+        REFERENCES TimePeriod (period),
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    tod     TEXT
+        REFERENCES TimeOfDay (tod),
+    segfrac REAL,
+    notes   TEXT,
+    PRIMARY KEY (period, season, tod),
+    CHECK (segfrac >= 0 AND segfrac <= 1)
+);
+INSERT INTO TimeSegmentFraction VALUES(1990,'inter','day',0.166699999999999987,'# I-D');
+INSERT INTO TimeSegmentFraction VALUES(1990,'inter','night',0.08329999999999999905,'# I-N');
+INSERT INTO TimeSegmentFraction VALUES(1990,'summer','day',0.166699999999999987,'# S-D');
+INSERT INTO TimeSegmentFraction VALUES(1990,'summer','night',0.08329999999999999905,'# S-N');
+INSERT INTO TimeSegmentFraction VALUES(1990,'winter','day',0.3332999999999999852,'# W-D');
+INSERT INTO TimeSegmentFraction VALUES(1990,'winter','night',0.166699999999999987,'# W-N');
+INSERT INTO TimeSegmentFraction VALUES(2000,'inter','day',0.166699999999999987,'# I-D');
+INSERT INTO TimeSegmentFraction VALUES(2000,'inter','night',0.08329999999999999905,'# I-N');
+INSERT INTO TimeSegmentFraction VALUES(2000,'summer','day',0.166699999999999987,'# S-D');
+INSERT INTO TimeSegmentFraction VALUES(2000,'summer','night',0.08329999999999999905,'# S-N');
+INSERT INTO TimeSegmentFraction VALUES(2000,'winter','day',0.3332999999999999852,'# W-D');
+INSERT INTO TimeSegmentFraction VALUES(2000,'winter','night',0.166699999999999987,'# W-N');
+INSERT INTO TimeSegmentFraction VALUES(2010,'inter','day',0.166699999999999987,'# I-D');
+INSERT INTO TimeSegmentFraction VALUES(2010,'inter','night',0.08329999999999999905,'# I-N');
+INSERT INTO TimeSegmentFraction VALUES(2010,'summer','day',0.166699999999999987,'# S-D');
+INSERT INTO TimeSegmentFraction VALUES(2010,'summer','night',0.08329999999999999905,'# S-N');
+INSERT INTO TimeSegmentFraction VALUES(2010,'winter','day',0.3332999999999999852,'# W-D');
+INSERT INTO TimeSegmentFraction VALUES(2010,'winter','night',0.166699999999999987,'# W-N');
+CREATE TABLE StorageDuration
+(
+    region   TEXT,
+    tech     TEXT,
+    duration REAL,
+    notes    TEXT,
+    PRIMARY KEY (region, tech)
+);
+CREATE TABLE LifetimeSurvivalCurve
+(
+    region  TEXT    NOT NULL,
+    period  INTEGER NOT NULL,
+    tech    TEXT    NOT NULL
+        REFERENCES Technology (tech),
+    vintage INTEGER NOT NULL
+        REFERENCES TimePeriod (period),
+    fraction  REAL,
+    notes   TEXT,
+    PRIMARY KEY (region, period, tech, vintage)
+);
+CREATE TABLE TechnologyType
+(
+    label       TEXT
+        PRIMARY KEY,
+    description TEXT
+);
+INSERT INTO TechnologyType VALUES('p','production technology');
+INSERT INTO TechnologyType VALUES('pb','baseload production technology');
+INSERT INTO TechnologyType VALUES('ps','storage production technology');
+CREATE TABLE TimeOfDay
+(
+    sequence INTEGER UNIQUE,
+    tod      TEXT
+        PRIMARY KEY
+);
+INSERT INTO TimeOfDay VALUES(1,'day');
+INSERT INTO TimeOfDay VALUES(2,'night');
+CREATE TABLE TimePeriod
+(
+    sequence INTEGER UNIQUE,
+    period   INTEGER
+        PRIMARY KEY,
+    flag     TEXT
+        REFERENCES TimePeriodType (label)
+);
+INSERT INTO TimePeriod VALUES(1,1960,'e');
+INSERT INTO TimePeriod VALUES(2,1970,'e');
+INSERT INTO TimePeriod VALUES(3,1980,'e');
+INSERT INTO TimePeriod VALUES(4,1990,'f');
+INSERT INTO TimePeriod VALUES(5,2000,'f');
+INSERT INTO TimePeriod VALUES(6,2010,'f');
+INSERT INTO TimePeriod VALUES(7,2020,'f');
+CREATE TABLE TimeSeason
+(
+    period INTEGER
+        REFERENCES TimePeriod (period),
+    sequence INTEGER,
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    notes TEXT,
+    PRIMARY KEY (period, sequence, season)
+);
+INSERT INTO TimeSeason VALUES(1990,1,'inter',NULL);
+INSERT INTO TimeSeason VALUES(1990,2,'summer',NULL);
+INSERT INTO TimeSeason VALUES(1990,3,'winter',NULL);
+INSERT INTO TimeSeason VALUES(2000,1,'inter',NULL);
+INSERT INTO TimeSeason VALUES(2000,2,'summer',NULL);
+INSERT INTO TimeSeason VALUES(2000,3,'winter',NULL);
+INSERT INTO TimeSeason VALUES(2010,1,'inter',NULL);
+INSERT INTO TimeSeason VALUES(2010,2,'summer',NULL);
+INSERT INTO TimeSeason VALUES(2010,3,'winter',NULL);
+CREATE TABLE TimeSeasonSequential
+(
+    period INTEGER
+        REFERENCES TimePeriod (period),
+    sequence INTEGER,
+    seas_seq TEXT,
+    season TEXT
+        REFERENCES SeasonLabel (season),
+    num_days REAL NOT NULL,
+    notes TEXT,
+    PRIMARY KEY (period, sequence, seas_seq, season),
+    CHECK (num_days > 0)
+);
+CREATE TABLE TimePeriodType
+(
+    label       TEXT
+        PRIMARY KEY,
+    description TEXT
+);
+INSERT INTO TimePeriodType VALUES('e','existing vintages');
+INSERT INTO TimePeriodType VALUES('f','future');
+CREATE TABLE OutputEmission
+(
+    scenario  TEXT,
+    region    TEXT,
+    sector    TEXT
+        REFERENCES SectorLabel (sector),
+    period    INTEGER
+        REFERENCES TimePeriod (period),
+    emis_comm TEXT
+        REFERENCES Commodity (name),
+    tech      TEXT
+        REFERENCES Technology (tech),
+    vintage   INTEGER
+        REFERENCES TimePeriod (period),
+    emission  REAL,
+    PRIMARY KEY (region, scenario, period, emis_comm, tech, vintage)
+);
+CREATE TABLE RPSRequirement
+(
+    region      TEXT    NOT NULL
+        REFERENCES Region (region),
+    period      INTEGER NOT NULL
+        REFERENCES TimePeriod (period),
+    tech_group  TEXT    NOT NULL
+        REFERENCES TechGroup (group_name),
+    requirement REAL    NOT NULL,
+    notes       TEXT
+);
+CREATE TABLE TechGroupMember
+(
+    group_name TEXT
+        REFERENCES TechGroup (group_name),
+    tech       TEXT
+        REFERENCES Technology (tech),
+    PRIMARY KEY (group_name, tech)
+);
+CREATE TABLE Technology
+(
+    tech         TEXT    NOT NULL PRIMARY KEY,
+    flag         TEXT    NOT NULL,
+    sector       TEXT,
+    category     TEXT,
+    sub_category TEXT,
+    unlim_cap    INTEGER NOT NULL DEFAULT 0,
+    annual       INTEGER NOT NULL DEFAULT 0,
+    reserve      INTEGER NOT NULL DEFAULT 0,
+    curtail      INTEGER NOT NULL DEFAULT 0,
+    retire       INTEGER NOT NULL DEFAULT 0,
+    flex         INTEGER NOT NULL DEFAULT 0,
+    exchange     INTEGER NOT NULL DEFAULT 0,
+    seas_stor    INTEGER NOT NULL DEFAULT 0,
+    description  TEXT,
+    FOREIGN KEY (flag) REFERENCES TechnologyType (label)
+);
+INSERT INTO Technology VALUES('IMPDSL1','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported diesel');
+INSERT INTO Technology VALUES('IMPGSL1','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported gasoline');
+INSERT INTO Technology VALUES('IMPHCO1','p','supply','coal','',1,0,0,0,0,0,0,0,' imported coal');
+INSERT INTO Technology VALUES('IMPOIL1','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported crude oil');
+INSERT INTO Technology VALUES('IMPURN1','p','supply','nuclear','',1,0,0,0,0,0,0,0,' imported uranium');
+INSERT INTO Technology VALUES('IMPFEQ','p','supply','petroleum','',1,0,0,0,0,0,0,0,' imported fossil equivalent');
+INSERT INTO Technology VALUES('IMPHYD','p','supply','hydro','',1,0,0,0,0,0,0,0,' imported water -- doesnt exist in Utopia');
+INSERT INTO Technology VALUES('E01','pb','electric','coal','',0,0,0,0,0,0,0,0,' coal power plant');
+INSERT INTO Technology VALUES('E21','pb','electric','nuclear','',0,0,0,0,0,0,0,0,' nuclear power plant');
+INSERT INTO Technology VALUES('E31','pb','electric','hydro','',0,0,0,0,0,0,0,0,' hydro power');
+INSERT INTO Technology VALUES('E51','ps','electric','electric','',0,0,0,0,0,0,0,0,' electric storage');
+INSERT INTO Technology VALUES('E70','p','electric','petroleum','',0,0,0,0,0,0,0,0,' diesel power plant');
+INSERT INTO Technology VALUES('RHE','p','residential','electric','',0,0,0,0,0,0,0,0,' electric residential heating');
+INSERT INTO Technology VALUES('RHO','p','residential','petroleum','',0,0,0,0,0,0,0,0,' diesel residential heating');
+INSERT INTO Technology VALUES('RL1','p','residential','electric','',0,0,0,0,0,0,0,0,' residential lighting');
+INSERT INTO Technology VALUES('SRE','p','supply','petroleum','',0,0,0,0,0,0,0,0,' crude oil processor');
+INSERT INTO Technology VALUES('TXD','p','transport','petroleum','',0,0,0,0,0,0,0,0,' diesel powered vehicles');
+INSERT INTO Technology VALUES('TXE','p','transport','electric','',0,0,0,0,0,0,0,0,' electric powered vehicles');
+INSERT INTO Technology VALUES('TXG','p','transport','petroleum','',0,0,0,0,0,0,0,0,' gasoline powered vehicles');
+CREATE TABLE OutputCost
+(
+    scenario TEXT,
+    region   TEXT,
+    sector   TEXT REFERENCES SectorLabel (sector),
+    period   INTEGER REFERENCES TimePeriod (period),
+    tech     TEXT REFERENCES Technology (tech),
+    vintage  INTEGER REFERENCES TimePeriod (period),
+    d_invest REAL,
+    d_fixed  REAL,
+    d_var    REAL,
+    d_emiss  REAL,
+    invest   REAL,
+    fixed    REAL,
+    var      REAL,
+    emiss    REAL,
+    PRIMARY KEY (scenario, region, period, tech, vintage),
+    FOREIGN KEY (vintage) REFERENCES TimePeriod (period),
+    FOREIGN KEY (tech) REFERENCES Technology (tech)
+);
+COMMIT;

From 591d261a6886732d7ef3a03c17ef3b3006dee9a8 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Mon, 29 Jun 2026 16:07:14 -0400
Subject: [PATCH 11/56] Create a framework for extending model components

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 docs/source/computational_implementation.rst  |   5 +
 docs/source/extensions.rst                    | 232 ++++++++++++++++++
 docs/source/index.rst                         |   1 +
 temoa/_internal/run_actions.py                |   3 +-
 temoa/_internal/temoa_sequencer.py            |   8 +-
 temoa/core/config.py                          |   6 +
 temoa/core/model.py                           |  13 +-
 temoa/data_io/component_manifest.py           |   8 +-
 temoa/data_io/hybrid_loader.py                |  29 ++-
 temoa/extensions/framework.py                 | 218 ++++++++++++++++
 temoa/extensions/method_of_morris/morris.py   |   2 +-
 .../method_of_morris/morris_evaluate.py       |   6 +-
 .../mga_sequencer.py                          |   5 +-
 temoa/extensions/myopic/myopic_sequencer.py   |   1 +
 .../single_vector_mga/sv_mga_sequencer.py     |   1 +
 .../stochastics/scenario_creator.py           |   2 +-
 temoa/extensions/template/__init__.py         |  21 ++
 .../template/components/__init__.py           |   0
 .../template/components/example_limit.py      |  62 +++++
 temoa/extensions/template/core/__init__.py    |   0
 temoa/extensions/template/core/model.py       |  71 ++++++
 temoa/extensions/template/data_manifest.py    |  44 ++++
 temoa/extensions/template/extension.py        |  34 +++
 temoa/extensions/template/tables.sql          |  14 ++
 temoa/tutorial_assets/config_sample.toml      |   6 +
 tests/conftest.py                             |   8 +
 26 files changed, 785 insertions(+), 15 deletions(-)
 create mode 100644 docs/source/extensions.rst
 create mode 100644 temoa/extensions/framework.py
 create mode 100644 temoa/extensions/template/__init__.py
 create mode 100644 temoa/extensions/template/components/__init__.py
 create mode 100644 temoa/extensions/template/components/example_limit.py
 create mode 100644 temoa/extensions/template/core/__init__.py
 create mode 100644 temoa/extensions/template/core/model.py
 create mode 100644 temoa/extensions/template/data_manifest.py
 create mode 100644 temoa/extensions/template/extension.py
 create mode 100644 temoa/extensions/template/tables.sql

diff --git a/docs/source/computational_implementation.rst b/docs/source/computational_implementation.rst
index 023964f3c..943452766 100644
--- a/docs/source/computational_implementation.rst
+++ b/docs/source/computational_implementation.rst
@@ -320,6 +320,11 @@ dimensionality of 3, and (following the :ref:`naming scheme
 :code:`region`, the second an element of :code:`time_optimize`,
 and third a demand commodity.
 
+.. seealso::
+   The same component pattern (index set, parameter, and constraint declared in a
+   ``model.py`` and implemented in component modules) can be packaged as an
+   optional, self-contained add-on. See :ref:`extensions` for the extension
+   framework and a copy-from template.
 
 
 
diff --git a/docs/source/extensions.rst b/docs/source/extensions.rst
new file mode 100644
index 000000000..5e8e1a9c2
--- /dev/null
+++ b/docs/source/extensions.rst
@@ -0,0 +1,232 @@
+.. _extensions:
+
+Extension Framework
+===================
+
+Temoa includes a lightweight framework for adding **optional model components**
+without modifying the core model. An extension can contribute its own database
+tables, Pyomo components (sets, parameters, and constraints), and data-loading
+rules. Extensions are declared once and then enabled per run through
+configuration.
+
+This page describes how the framework works and how to author a new extension.
+A ready-to-copy scaffold lives at ``temoa/extensions/template``.
+
+Overview
+--------
+
+Use an extension when you want to add modeling capability that is:
+
+* **Optional** -- only active when explicitly enabled.
+* **Self-contained** -- owns its own tables and model components.
+* **Non-invasive** -- adds to the core model rather than editing it.
+
+If a feature is fundamental to every Temoa run, it belongs in
+``temoa/components`` (a core component) instead of an extension.
+
+Each extension is described by a single :class:`ExtensionSpec` (declarative
+metadata plus hook functions). The spec is registered with the framework, after
+which users can enable the extension by id.
+
+Lifecycle
+---------
+
+When a run is configured with ``extensions = ["..."]``, the framework threads the
+enabled specs through configuration, model construction, and data loading:
+
+.. code-block:: text
+
+   config: extensions = ["my_ext"]
+        |
+        v
+   resolve_extension_specs()          validate ids -> ExtensionSpec list
+        |
+        v
+   TemoaModel(extensions=[...])
+        |
+        +--> apply_model_extension_hooks()
+        |        calls spec.register_model_components(model)
+        |        -> attaches Params / Sets / Constraints to the model
+        |
+        v
+   HybridLoader
+        +--> ensure_enabled_extension_tables_exist()   (offer to append schema)
+        +--> assert_disabled_extension_tables_are_empty()
+        +--> merge_regional_group_tables()
+        +--> build_manifest() -> appends spec.build_manifest_items(model)
+                 -> loads each owned table into its component
+
+The relevant code lives in :mod:`temoa.extensions.framework`,
+:mod:`temoa.core.model`, and :mod:`temoa.data_io.hybrid_loader`.
+
+``ExtensionSpec`` reference
+---------------------------
+
+.. list-table::
+   :header-rows: 1
+   :widths: 30 70
+
+   * - Field
+     - Purpose
+   * - ``extension_id``
+     - Unique, lowercase id. This is what users put in ``extensions = [...]``.
+   * - ``owned_tables``
+     - Tuple of database tables owned exclusively by this extension. Used by the
+       disabled/enabled table guards.
+   * - ``regional_group_tables``
+     - Map of ``table -> column`` for tables whose region column may hold a
+       regional *group* name. Merged into the loader's regional-group handling.
+   * - ``register_model_components``
+     - Hook ``Callable[[TemoaModel], None]`` that attaches model components.
+   * - ``build_manifest_items``
+     - Hook ``Callable[[TemoaModel], list[LoadItem]]`` describing how to load the
+       extension's data.
+   * - ``schema_sql_path``
+     - Path to a ``.sql`` file applied (with consent) when the extension is
+       enabled but its tables are missing.
+   * - ``fail_if_tables_populated_when_disabled``
+     - When ``True``, loading fails if the extension is disabled but its owned
+       tables contain data, preventing silently-ignored inputs.
+
+Recommended package layout
+--------------------------
+
+Mirror the structure of the core model (``temoa/core`` + ``temoa/components``) so
+extension code is organized the same way as the rest of the codebase:
+
+.. code-block:: text
+
+   temoa/extensions/<your_extension>/
+       __init__.py             # re-export the ExtensionSpec
+       extension.py            # the ExtensionSpec definition
+       data_manifest.py        # build_manifest_items()
+       tables.sql              # CREATE TABLE IF NOT EXISTS for owned tables
+       core/
+           __init__.py
+           model.py            # typing subtype + register_model_components()
+       components/
+           __init__.py
+           <family>.py         # one module per constraint family
+
+Centralize the component *declarations* in ``core/model.py`` (just as
+``temoa/core/model.py`` does) and keep the index-set and constraint-rule logic in
+``components/`` modules (just as ``temoa/components`` does).
+
+.. _extensions-typing:
+
+The typing pattern
+------------------
+
+Core model components are declared as attribute assignments inside
+``TemoaModel.__init__`` (for example ``self.time_optimize = Set(...)``), which is
+why the type checker knows about them. An extension instead adds attributes from
+*outside* the class, so without help the type checker reports
+``"TemoaModel" has no attribute ...`` and provides no autocomplete.
+
+Three rules make typing carry over cleanly:
+
+1. **Declare a ``TYPE_CHECKING``-only subtype.** In ``core/model.py``, define a
+   subclass of ``TemoaModel`` that annotates every component the extension adds.
+   It inherits all core attributes, so component code sees both core and
+   extension members.
+
+   .. code-block:: python
+
+      if TYPE_CHECKING:
+          from temoa.core.model import TemoaModel
+
+          class ExampleModel(TemoaModel):
+              example_new_capacity_limit: Param
+              example_new_capacity_limit_constraint_rpt: Set
+              example_new_capacity_limit_constraint: Constraint
+
+2. **Annotate component functions with the subtype.** Index-set and
+   constraint-rule functions take ``model: ExampleModel``. This restores both
+   mypy coverage and editor autocomplete.
+
+3. **Keep spec hooks on the base type and ``cast`` internally.** Functions stored
+   on the ``ExtensionSpec`` (``register_model_components`` and
+   ``build_manifest_items``) must keep ``model: TemoaModel`` to match the hook
+   callable types. Narrowing the parameter is a contravariance error. ``cast``
+   once at the top:
+
+   .. code-block:: python
+
+      def register_model_components(model: TemoaModel) -> None:
+          m = cast('ExampleModel', model)
+          m.example_new_capacity_limit = Param(...)
+
+.. note::
+   Extension attribute names share the single ``TemoaModel`` namespace at
+   runtime. Keep them unique across extensions to avoid collisions.
+
+Adding a new extension
+----------------------
+
+#. **Copy the template.** Duplicate ``temoa/extensions/template`` to
+   ``temoa/extensions/<your_extension>/``.
+#. **Rename ids and tables.** Update ``extension_id``, ``owned_tables``,
+   ``regional_group_tables``, params, sets, and constraints to your domain.
+#. **Declare components.** Add annotations to the typing subtype in
+   ``core/model.py`` and create the components in ``register_model_components``.
+#. **Write the constraint logic.** Add index-set and rule functions under
+   ``components/`` and annotate them with your subtype.
+#. **Describe data loading.** Add one ``LoadItem`` per owned table in
+   ``data_manifest.py``.
+#. **Define the schema.** Add a ``CREATE TABLE IF NOT EXISTS`` per owned table to
+   ``tables.sql``.
+#. **Register the spec.** Import your spec in
+   :func:`temoa.extensions.framework.get_known_extension_specs` and add it to the
+   ``specs`` list. (Until you do this, the extension is inert -- enabling it
+   raises an "Unknown extension id" error.)
+#. **Enable it.** Add the id to your configuration TOML:
+
+   .. code-block:: toml
+
+      extensions = ["<your_extension>"]
+
+Data loading and ``LoadItem``
+-----------------------------
+
+``build_manifest_items`` returns one :class:`temoa.data_io.loader_manifest.LoadItem`
+per database table the extension reads. Common fields:
+
+.. list-table::
+   :header-rows: 1
+   :widths: 30 70
+
+   * - Field
+     - Purpose
+   * - ``component``
+     - The Pyomo ``Set`` or ``Param`` to populate.
+   * - ``table``
+     - Source table name in the database.
+   * - ``columns``
+     - Columns to select; for a ``Param`` the final column is the value.
+   * - ``index_length``
+     - Number of leading columns that form the index.
+   * - ``validator_name`` / ``validation_map``
+     - Source-trace validation: a viable-set name on the loader and which index
+       columns it applies to.
+   * - ``is_table_required``
+     - Set ``False`` for optional extension inputs so a missing table is not an
+       error.
+
+Verification
+------------
+
+After authoring an extension, confirm:
+
+#. **Types** -- ``mypy temoa/extensions/<your_extension>`` reports no issues.
+#. **Imports** -- ``python -c "import temoa.extensions.<your_extension>.extension"``.
+#. **Wiring** -- a model built with the extension enabled attaches the expected
+   components, and the test suite passes.
+
+The template extension
+-----------------------
+
+``temoa/extensions/template`` is a complete, type-checked, but deliberately
+**unregistered** scaffold. Because it is not listed in
+``get_known_extension_specs``, it cannot be enabled until you register it, so it
+never affects normal runs. Copy the folder as the starting point for a new
+extension; every file carries ``# TEMPLATE:`` comments explaining what to change.
diff --git a/docs/source/index.rst b/docs/source/index.rst
index f9043f39d..3d7f9e3b4 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -27,6 +27,7 @@ Temoa Project Documentation
    myopic
    stochastics
    unit_checking
+   extensions
 
 .. toctree::
    :maxdepth: 1
diff --git a/temoa/_internal/run_actions.py b/temoa/_internal/run_actions.py
index d0299a1bb..af2bc0ddd 100644
--- a/temoa/_internal/run_actions.py
+++ b/temoa/_internal/run_actions.py
@@ -124,6 +124,7 @@ def build_instance(
     silent: bool = False,
     keep_lp_file: bool = False,
     lp_path: Path | None = None,
+    extensions: Iterable[str] | None = None,
 ) -> TemoaModel:
     """
     Build a Temoa Instance from data
@@ -134,7 +135,7 @@ def build_instance(
     :param model_name: Optional name for this instance
     :return: a built TemoaModel
     """
-    model = TemoaModel()
+    model = TemoaModel(extensions=tuple(extensions or ()))
 
     model.dual = Suffix(direction=Suffix.IMPORT)
     # self.model.rc = Suffix(direction=Suffix.IMPORT)
diff --git a/temoa/_internal/temoa_sequencer.py b/temoa/_internal/temoa_sequencer.py
index 08ae1290b..bd44044e3 100644
--- a/temoa/_internal/temoa_sequencer.py
+++ b/temoa/_internal/temoa_sequencer.py
@@ -140,7 +140,11 @@ def build_model(self) -> TemoaModel:
                 tune_sqlite_connection(con, self.config)
                 hybrid_loader = HybridLoader(db_connection=con, config=self.config)
                 data_portal = hybrid_loader.load_data_portal(myopic_index=None)
-                instance = build_instance(data_portal, silent=self.config.silent)
+                instance = build_instance(
+                    data_portal,
+                    silent=self.config.silent,
+                    extensions=self.config.extensions,
+                )
 
             logger.info('Model build process complete.')
             return instance
@@ -220,6 +224,7 @@ def _run_check_mode(self) -> None:
                 silent=self.config.silent,
                 keep_lp_file=self.config.save_lp_file,
                 lp_path=self.config.output_path,
+                extensions=self.config.extensions,
             )
             if not self.config.price_check:
                 logger.warning('Price check is automatically enabled for CHECK mode.')
@@ -238,6 +243,7 @@ def _run_perfect_foresight(self) -> None:
                 silent=self.config.silent,
                 keep_lp_file=self.config.save_lp_file,
                 lp_path=self.config.output_path,
+                extensions=self.config.extensions,
             )
             if self.config.price_check:
                 price_checker(instance)
diff --git a/temoa/core/config.py b/temoa/core/config.py
index de3e34302..449024bd8 100644
--- a/temoa/core/config.py
+++ b/temoa/core/config.py
@@ -5,6 +5,7 @@
 from pathlib import Path
 
 from temoa.core.modes import TemoaMode
+from temoa.extensions.framework import normalize_extension_ids, resolve_extension_specs
 
 logger = getLogger(__name__)
 
@@ -71,6 +72,7 @@ def __init__(
         output_threshold_emission: float | None = None,
         output_threshold_cost: float | None = None,
         sqlite: dict[str, object] | None = None,
+        extensions: list[str] | tuple[str, ...] | None = None,
     ):
         if '-' in scenario:
             raise ValueError(
@@ -160,6 +162,9 @@ def __init__(
         self.output_threshold_emission = output_threshold_emission
         self.output_threshold_cost = output_threshold_cost
         self.sqlite_inputs = sqlite or {}
+        self.extensions = normalize_extension_ids(extensions)
+        # Validate extension ids eagerly so config failures happen before model build.
+        resolve_extension_specs(self.extensions)
 
         # SQLite performance settings
         # journal_mode: DELETE | TRUNCATE | PERSIST | MEMORY | WAL | OFF
@@ -326,6 +331,7 @@ def __repr__(self) -> str:
 
         msg += '{:>{}s}: {}\n'.format('Scenario', width, self.scenario)
         msg += '{:>{}s}: {}\n'.format('Scenario mode', width, self.scenario_mode.name)
+        msg += '{:>{}s}: {}\n'.format('Enabled extensions', width, ', '.join(self.extensions))
         msg += '{:>{}s}: {}\n'.format('Config file', width, self.config_file)
         msg += '{:>{}s}: {}\n'.format('Data source', width, self.input_database)
         msg += '{:>{}s}: {}\n'.format('Output database target', width, self.output_database)
diff --git a/temoa/core/model.py b/temoa/core/model.py
index 85f48ea3a..29a801de2 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -9,6 +9,7 @@
 """
 
 import logging
+from collections.abc import Sequence
 from typing import TYPE_CHECKING
 
 from pyomo.core import BuildCheck, Set, Var
@@ -39,6 +40,7 @@
     technology,
     time,
 )
+from temoa.extensions.framework import apply_model_extension_hooks, resolve_extension_specs
 from temoa.model_checking.validators import (
     no_slash_or_pipe,
     region_check,
@@ -100,8 +102,15 @@ class TemoaModel(AbstractModel):
     # this is used in several places outside this class, and this provides no-build access to it
     default_lifetime_tech = 40
 
-    def __init__(self, *args: object, **kwargs: object) -> None:
+    def __init__(
+        self,
+        *args: object,
+        extensions: Sequence[str] | None = None,
+        **kwargs: object,
+    ) -> None:
         AbstractModel.__init__(self, *args, **kwargs)
+        self.enabled_extensions = tuple(extensions or ())
+        self.extension_specs = resolve_extension_specs(self.enabled_extensions)
 
         ################################################
         #       Internally used Data Containers        #
@@ -1150,6 +1159,8 @@ def __init__(self, *args: object, **kwargs: object) -> None:
             rule=emissions.linked_emissions_tech_constraint,
         )
 
+        apply_model_extension_hooks(self, self.extension_specs)
+
         self.progress_marker_9 = BuildAction(['Finished Constraints'], rule=progress_check)
 
 
diff --git a/temoa/data_io/component_manifest.py b/temoa/data_io/component_manifest.py
index 7a97e2bad..4f7334c42 100644
--- a/temoa/data_io/component_manifest.py
+++ b/temoa/data_io/component_manifest.py
@@ -16,11 +16,14 @@
 to add a new `LoadItem` to this manifest.
 """
 
+from collections.abc import Sequence
+
 from temoa.core.model import TemoaModel
 from temoa.data_io.loader_manifest import LoadItem
+from temoa.extensions.framework import append_extension_manifest_items, resolve_extension_specs
 
 
-def build_manifest(model: TemoaModel) -> list[LoadItem]:
+def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None) -> list[LoadItem]:
     """
     Builds the manifest of all data components to be loaded into the Pyomo model.
 
@@ -794,4 +797,5 @@ def build_manifest(model: TemoaModel) -> list[LoadItem]:
             is_table_required=False,
         ),
     ]
-    return manifest
+    extension_specs = resolve_extension_specs(extension_ids)
+    return append_extension_manifest_items(model, manifest, extension_specs)
diff --git a/temoa/data_io/hybrid_loader.py b/temoa/data_io/hybrid_loader.py
index f657ed68d..1a70ccbaa 100644
--- a/temoa/data_io/hybrid_loader.py
+++ b/temoa/data_io/hybrid_loader.py
@@ -34,6 +34,12 @@
 from temoa.core.model import TemoaModel
 from temoa.core.modes import TemoaMode
 from temoa.data_io.component_manifest import build_manifest
+from temoa.extensions.framework import (
+    assert_disabled_extension_tables_are_empty,
+    ensure_enabled_extension_tables_exist,
+    merge_regional_group_tables,
+    resolve_extension_specs,
+)
 from temoa.extensions.myopic.myopic_index import MyopicIndex
 from temoa.model_checking import element_checker, network_model_data
 from temoa.model_checking.commodity_network_manager import CommodityNetworkManager
@@ -49,7 +55,7 @@
 logger = getLogger(__name__)
 
 # A manifest of tables that may contain region groups, used by a custom loader.
-tables_with_regional_groups = {
+BASE_REGIONAL_GROUP_TABLES = {
     'limit_annual_capacity_factor': 'region',
     'limit_emission': 'region',
     'limit_seasonal_capacity_factor': 'region',
@@ -90,10 +96,21 @@ def __init__(self, db_connection: Connection, config: TemoaConfig) -> None:
         self.con = db_connection
         self.config = config
         self.myopic_index: MyopicIndex | None = None
+        self.extension_specs = resolve_extension_specs(self.config.extensions)
+        self.model = TemoaModel(extensions=self.config.extensions)
+        self.tables_with_regional_groups = merge_regional_group_tables(
+            BASE_REGIONAL_GROUP_TABLES, self.extension_specs
+        )
+        ensure_enabled_extension_tables_exist(
+            self.con,
+            self.extension_specs,
+            input_database=str(self.config.input_database),
+            silent=self.config.silent,
+        )
+        assert_disabled_extension_tables_are_empty(self.con, self.extension_specs)
 
         # Build the data loading manifest and a name-based map for quick lookup
-        model = TemoaModel()
-        self.manifest = build_manifest(model)
+        self.manifest = build_manifest(self.model, extension_ids=self.config.extensions)
         self.manifest_map = {item.component.name: item for item in self.manifest}
 
         # --- Data containers and filters populated during loading ---
@@ -205,7 +222,7 @@ def create_data_dict(self, myopic_index: MyopicIndex | None = None) -> dict[str,
 
         data: dict[str, object] = {}
         cur = self.con.cursor()
-        model = TemoaModel()
+        model = self.model
 
         # Load critical time sets first, as they index other components
         if myopic_index:
@@ -525,7 +542,7 @@ def _load_regional_global_indices(
         """
         Aggregates region and group names from the Region table and all Limit tables.
         """
-        model = TemoaModel()
+        model = self.model
         cur = self.con.cursor()
         regions_and_groups: set[str] = set()
 
@@ -534,7 +551,7 @@ def _load_regional_global_indices(
                 t[0] for t in cur.execute('SELECT region FROM main.region').fetchall()
             )
 
-        for table, field_name in tables_with_regional_groups.items():
+        for table, field_name in self.tables_with_regional_groups.items():
             if self.table_exists(table):
                 regions_and_groups.update(
                     t[0] for t in cur.execute(f'SELECT {field_name} FROM main.{table}').fetchall()
diff --git a/temoa/extensions/framework.py b/temoa/extensions/framework.py
new file mode 100644
index 000000000..9a6551113
--- /dev/null
+++ b/temoa/extensions/framework.py
@@ -0,0 +1,218 @@
+from __future__ import annotations
+
+from pathlib import Path
+from dataclasses import dataclass, field
+from sqlite3 import Connection
+from typing import TYPE_CHECKING
+
+from collections.abc import Callable
+
+if TYPE_CHECKING:
+    from collections.abc import Mapping, Sequence
+
+    from temoa.core.model import TemoaModel
+    from temoa.data_io.loader_manifest import LoadItem
+
+ModelHook = Callable[['TemoaModel'], None]
+ManifestHook = Callable[['TemoaModel'], list['LoadItem']]
+
+
+@dataclass(frozen=True)
+class ExtensionSpec:
+    """Declarative metadata and hooks for an optional modeling extension."""
+
+    extension_id: str
+    owned_tables: tuple[str, ...] = ()
+    regional_group_tables: dict[str, str] = field(default_factory=dict)
+    register_model_components: ModelHook | None = None
+    build_manifest_items: ManifestHook | None = None
+    schema_sql_path: str | None = None
+    fail_if_tables_populated_when_disabled: bool = False
+
+
+def normalize_extension_ids(extension_ids: Sequence[str] | None) -> tuple[str, ...]:
+    """Normalize configured extension ids while preserving user-provided order."""
+    if not extension_ids:
+        return ()
+
+    normalized: list[str] = []
+    seen: set[str] = set()
+    for ext_id in extension_ids:
+        if not isinstance(ext_id, str):
+            raise ValueError(f'Extension ids must be strings. Received: {type(ext_id).__name__}')
+        cleaned = ext_id.strip().lower()
+        if not cleaned:
+            continue
+        if cleaned not in seen:
+            normalized.append(cleaned)
+            seen.add(cleaned)
+
+    return tuple(normalized)
+
+
+def get_known_extension_specs() -> dict[str, ExtensionSpec]:
+    """Return all extension specs known to this installation."""
+    from temoa.extensions.growth_rates.extension import GROWTH_RATES_EXTENSION
+
+    # TEMPLATE: To activate a new extension copied from ``temoa/extensions/template``,
+    # import its spec here and add it to ``specs`` below, e.g.:
+    #   from temoa.extensions.<your_extension>.extension import <YOUR_EXTENSION>
+    #   specs = [GROWTH_RATES_EXTENSION, <YOUR_EXTENSION>]
+    specs = [GROWTH_RATES_EXTENSION]
+    return {spec.extension_id: spec for spec in specs}
+
+
+def resolve_extension_specs(extension_ids: Sequence[str] | None) -> tuple[ExtensionSpec, ...]:
+    """Validate enabled extension ids and return corresponding specs in user order."""
+    normalized_ids = normalize_extension_ids(extension_ids)
+    known = get_known_extension_specs()
+    unknown = [ext_id for ext_id in normalized_ids if ext_id not in known]
+    if unknown:
+        known_ids = ', '.join(sorted(known))
+        unknown_ids = ', '.join(sorted(unknown))
+        raise ValueError(
+            f'Unknown extension id(s): {unknown_ids}. Known extension ids: {known_ids}.'
+        )
+
+    return tuple(known[ext_id] for ext_id in normalized_ids)
+
+
+def apply_model_extension_hooks(model: TemoaModel, specs: Sequence[ExtensionSpec]) -> None:
+    """Attach extension-owned model components to a model instance."""
+    for spec in specs:
+        if spec.register_model_components is not None:
+            spec.register_model_components(model)
+
+
+def append_extension_manifest_items(
+    model: TemoaModel, manifest: list[LoadItem], specs: Sequence[ExtensionSpec]
+) -> list[LoadItem]:
+    """Append extension-specific manifest items to the base manifest."""
+    merged = list(manifest)
+    for spec in specs:
+        if spec.build_manifest_items is not None:
+            merged.extend(spec.build_manifest_items(model))
+    return merged
+
+
+def merge_regional_group_tables(
+    base_tables: Mapping[str, str], specs: Sequence[ExtensionSpec]
+) -> dict[str, str]:
+    """Merge base regional-group table map with extension-contributed entries."""
+    merged = dict(base_tables)
+    for spec in specs:
+        for table_name, field_name in spec.regional_group_tables.items():
+            existing = merged.get(table_name)
+            if existing is not None and existing != field_name:
+                raise ValueError(
+                    f"Regional-group table '{table_name}' has conflicting field mappings: "
+                    f"'{existing}' vs '{field_name}' from extension '{spec.extension_id}'."
+                )
+            merged[table_name] = field_name
+    return merged
+
+
+def assert_disabled_extension_tables_are_empty(
+    con: Connection, enabled_specs: Sequence[ExtensionSpec]
+) -> None:
+    """Fail if disabled extensions with strict guards own tables populated with data."""
+    enabled_ids = {spec.extension_id for spec in enabled_specs}
+    for spec in get_known_extension_specs().values():
+        if spec.extension_id in enabled_ids:
+            continue
+        if not spec.fail_if_tables_populated_when_disabled:
+            continue
+
+        populated: list[str] = []
+        for table in spec.owned_tables:
+            if _table_has_rows(con, table):
+                populated.append(table)
+
+        if populated:
+            table_list = ', '.join(sorted(populated))
+            raise RuntimeError(
+                f"Extension '{spec.extension_id}' is not enabled, but extension-owned table(s) "
+                f'contain data: {table_list}. Enable the extension or remove those rows.'
+            )
+
+
+def ensure_enabled_extension_tables_exist(
+    con: Connection,
+    enabled_specs: Sequence[ExtensionSpec],
+    *,
+    input_database: str,
+    silent: bool,
+) -> None:
+    """Ensure enabled extensions have required tables, offering to append schema if missing."""
+    for spec in enabled_specs:
+        missing_tables = [table for table in spec.owned_tables if not _table_exists(con, table)]
+        if not missing_tables:
+            continue
+
+        missing_list = ', '.join(sorted(missing_tables))
+        if not spec.schema_sql_path:
+            raise RuntimeError(
+                f"Extension '{spec.extension_id}' is enabled, but required table(s) are missing: "
+                f'{missing_list}. No schema SQL path is registered for this extension.'
+            )
+
+        should_apply = False
+        if not silent:
+            prompt = (
+                f"Extension '{spec.extension_id}' is enabled but missing table(s): {missing_list}. "
+                f"Append schema from '{spec.schema_sql_path}' to input database '{input_database}' now? "
+                '[y/N]: '
+            )
+            response = input(prompt).strip().lower()
+            should_apply = response in {'y', 'yes'}
+
+        if not should_apply:
+            raise RuntimeError(
+                f"Extension '{spec.extension_id}' is enabled, but required table(s) are missing: "
+                f"{missing_list}. Re-run and accept the prompt, or append schema manually from "
+                f"'{spec.schema_sql_path}' to '{input_database}'."
+            )
+
+        _append_extension_schema(con, spec)
+        still_missing = [table for table in spec.owned_tables if not _table_exists(con, table)]
+        if still_missing:
+            still_missing_list = ', '.join(sorted(still_missing))
+            raise RuntimeError(
+                f"Schema append for extension '{spec.extension_id}' completed but table(s) are still "
+                f'missing: {still_missing_list}.'
+            )
+
+
+def _table_has_rows(con: Connection, table_name: str) -> bool:
+    cur = con.cursor()
+    table_exists = cur.execute(
+        "SELECT 1 FROM sqlite_master WHERE type='table' AND name = ?", (table_name,)
+    ).fetchone()
+    if not table_exists:
+        return False
+
+    query = f'SELECT 1 FROM main.{table_name} LIMIT 1'
+    return cur.execute(query).fetchone() is not None
+
+
+def _table_exists(con: Connection, table_name: str) -> bool:
+    cur = con.cursor()
+    exists = cur.execute(
+        "SELECT 1 FROM sqlite_master WHERE type='table' AND name = ?", (table_name,)
+    ).fetchone()
+    return bool(exists)
+
+
+def _append_extension_schema(con: Connection, spec: ExtensionSpec) -> None:
+    if spec.schema_sql_path is None:
+        raise RuntimeError(f"Extension '{spec.extension_id}' has no schema SQL path configured.")
+
+    schema_path = Path(spec.schema_sql_path)
+    if not schema_path.is_file():
+        raise FileNotFoundError(
+            f"Schema SQL file for extension '{spec.extension_id}' not found: {schema_path}"
+        )
+
+    sql = schema_path.read_text(encoding='utf-8')
+    con.executescript(sql)
+    con.commit()
diff --git a/temoa/extensions/method_of_morris/morris.py b/temoa/extensions/method_of_morris/morris.py
index 77d770f1c..4bb14ddcb 100644
--- a/temoa/extensions/method_of_morris/morris.py
+++ b/temoa/extensions/method_of_morris/morris.py
@@ -38,7 +38,7 @@ def evaluate(param_names: dict[int, list[Any]], param_values: Any,
                 raise ValueError(f'Unrecognized parameter: {names[0]}')
 
     dp = DataPortal(data_dict={None: data})
-    instance = run_actions.build_instance(loaded_portal=dp)
+    instance = run_actions.build_instance(loaded_portal=dp, extensions=config.extensions)
     mdl, res = run_actions.solve_instance(instance=instance, solver_name=config.solver_name)
     status = run_actions.check_solve_status(res)
     if not status:
diff --git a/temoa/extensions/method_of_morris/morris_evaluate.py b/temoa/extensions/method_of_morris/morris_evaluate.py
index 21b03febf..1460b7757 100644
--- a/temoa/extensions/method_of_morris/morris_evaluate.py
+++ b/temoa/extensions/method_of_morris/morris_evaluate.py
@@ -67,7 +67,11 @@ def evaluate(param_info: dict[int, list[Any]], mm_sample: Any, data: dict[str, A
     logger.debug('\n  '.join(log_entry))
 
     dp = DataPortal(data_dict={None: data})
-    instance = run_actions.build_instance(loaded_portal=dp, silent=True)
+    instance = run_actions.build_instance(
+        loaded_portal=dp,
+        silent=True,
+        extensions=config.extensions,
+    )
     mdl, res = run_actions.solve_instance(
         instance=instance, solver_name=config.solver_name, silent=True
     )
diff --git a/temoa/extensions/modeling_to_generate_alternatives/mga_sequencer.py b/temoa/extensions/modeling_to_generate_alternatives/mga_sequencer.py
index 83b228fec..080d06974 100644
--- a/temoa/extensions/modeling_to_generate_alternatives/mga_sequencer.py
+++ b/temoa/extensions/modeling_to_generate_alternatives/mga_sequencer.py
@@ -164,7 +164,10 @@ def start(self) -> None:
         hybrid_loader = HybridLoader(db_connection=self.con, config=self.config)
         data_portal: DataPortal = hybrid_loader.load_data_portal(myopic_index=None)
         instance: TemoaModel = build_instance(
-            loaded_portal=data_portal, model_name=self.config.scenario, silent=self.config.silent
+            loaded_portal=data_portal,
+            model_name=self.config.scenario,
+            silent=self.config.silent,
+            extensions=self.config.extensions,
         )
         if self.config.price_check:
             good_prices = price_checker(instance)
diff --git a/temoa/extensions/myopic/myopic_sequencer.py b/temoa/extensions/myopic/myopic_sequencer.py
index fbee15c45..e671c3759 100644
--- a/temoa/extensions/myopic/myopic_sequencer.py
+++ b/temoa/extensions/myopic/myopic_sequencer.py
@@ -252,6 +252,7 @@ def start(self) -> None:
                 keep_lp_file=self.config.save_lp_file,
                 lp_path=self.config.output_path
                 / ''.join(('LP', str(idx.base_year))),  # base year folder
+                extensions=self.config.extensions,
             )
 
             # 8.  Run checks...
diff --git a/temoa/extensions/single_vector_mga/sv_mga_sequencer.py b/temoa/extensions/single_vector_mga/sv_mga_sequencer.py
index 8498390bf..937aeb65c 100644
--- a/temoa/extensions/single_vector_mga/sv_mga_sequencer.py
+++ b/temoa/extensions/single_vector_mga/sv_mga_sequencer.py
@@ -79,6 +79,7 @@ def start(self) -> None:
             silent=self.config.silent,
             keep_lp_file=self.config.save_lp_file,
             lp_path=lp_path,
+            extensions=self.config.extensions,
         )
         if self.config.price_check:
             good_prices = price_checker(instance)
diff --git a/temoa/extensions/stochastics/scenario_creator.py b/temoa/extensions/stochastics/scenario_creator.py
index 757fa2a70..3dc0b6591 100644
--- a/temoa/extensions/stochastics/scenario_creator.py
+++ b/temoa/extensions/stochastics/scenario_creator.py
@@ -96,7 +96,7 @@ def scenario_creator(scenario_name: str, **kwargs: Any) -> Any:
 
     # 3. Build instance
     data_portal = HybridLoader.data_portal_from_data(data_dict)
-    instance = build_instance(data_portal, silent=True)
+    instance = build_instance(data_portal, silent=True, extensions=temoa_config.extensions)
 
     # 4. Attach root node (Stage 1)
     periods = sorted(instance.time_optimize)
diff --git a/temoa/extensions/template/__init__.py b/temoa/extensions/template/__init__.py
new file mode 100644
index 000000000..fb2119770
--- /dev/null
+++ b/temoa/extensions/template/__init__.py
@@ -0,0 +1,21 @@
+"""Template extension package.
+
+TEMPLATE: This is a copy-from scaffold for building a new optional Temoa
+modeling extension. It is intentionally NOT registered in
+``temoa.extensions.framework.get_known_extension_specs``, so it is inert:
+importing it works and it type-checks, but it cannot be enabled until you
+register it.
+
+To create a real extension:
+    1. Copy this whole folder to ``temoa/extensions/<your_extension>/``.
+    2. Rename the ``extension_id``, tables, params, and constraints.
+    3. Register the spec in ``get_known_extension_specs`` (see framework.py).
+    4. Add your tables to the database schema / ``tables.sql``.
+    5. Enable it via config: ``extensions = ["<your_extension>"]``.
+
+See ``docs/source/extensions.rst`` for the full guide.
+"""
+
+from temoa.extensions.template.extension import EXAMPLE_EXTENSION
+
+__all__ = ['EXAMPLE_EXTENSION']
diff --git a/temoa/extensions/template/components/__init__.py b/temoa/extensions/template/components/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/temoa/extensions/template/components/example_limit.py b/temoa/extensions/template/components/example_limit.py
new file mode 100644
index 000000000..a00570bce
--- /dev/null
+++ b/temoa/extensions/template/components/example_limit.py
@@ -0,0 +1,62 @@
+"""Example constraint family for the template extension.
+
+TEMPLATE: A component module holds the index-set function(s) and constraint
+rule(s) for a single family of constraints, mirroring the modules under
+``temoa/components``. Group related constraints together; create one module per
+family.
+
+This example caps the new capacity built in each period for a technology (or
+technology group) in a region. Replace it with your own logic.
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from pyomo.environ import Constraint, quicksum, value
+
+import temoa.components.geography as geography
+import temoa.components.technology as technology
+
+if TYPE_CHECKING:
+    from temoa.extensions.template.core.model import ExampleModel
+    from temoa.types import ExprLike, Period, Region, Technology
+
+
+def example_new_capacity_limit_indices(
+    model: ExampleModel,
+) -> set[tuple[Region, Period, Technology]]:
+    """Build the sparse (region, period, tech-or-group) index for the constraint.
+
+    TEMPLATE: Annotate ``model`` with the extension subtype (``ExampleModel``) so
+    the extension-owned param ``example_new_capacity_limit`` and its
+    ``sparse_keys()`` method are visible to the type checker.
+    """
+    return {
+        (r, p, t)
+        for r, t in model.example_new_capacity_limit.sparse_keys()
+        for p in model.time_optimize
+    }
+
+
+def example_new_capacity_limit_constraint_rule(
+    model: ExampleModel, r: Region, p: Period, t: Technology
+) -> ExprLike:
+    """Cap total new capacity built in period ``p`` for region/group ``r``/``t``."""
+    regions = geography.gather_group_regions(model, r)
+    techs = technology.gather_group_techs(model, t)
+
+    limit = value(model.example_new_capacity_limit[r, t])
+
+    new_cap_rtv = model.v_new_capacity
+    new_cap = quicksum(
+        new_cap_rtv[_r, _t, _v]
+        for _r, _t, _v in new_cap_rtv.keys()
+        if _r in regions and _t in techs and _v == p
+    )
+
+    if isinstance(new_cap, (int, float)):
+        # No decision variables in this period/region/group: nothing to constrain.
+        return Constraint.Skip
+
+    return new_cap <= limit
diff --git a/temoa/extensions/template/core/__init__.py b/temoa/extensions/template/core/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/temoa/extensions/template/core/model.py b/temoa/extensions/template/core/model.py
new file mode 100644
index 000000000..e66a92916
--- /dev/null
+++ b/temoa/extensions/template/core/model.py
@@ -0,0 +1,71 @@
+"""Type-checking model subtype and component registration for the template extension.
+
+TEMPLATE: This file plays the same role as ``temoa/core/model.py`` does for the
+core model: it declares the extension-owned model components (so the type
+checker knows about them) and attaches them to a live ``TemoaModel`` instance.
+
+Two things live here:
+    1. ``ExampleModel`` - a ``TYPE_CHECKING``-only subtype of ``TemoaModel`` that
+       declares every Param/Set/Constraint this extension adds. It exists purely
+       for static typing; nothing instantiates it.
+    2. ``register_model_components`` - the runtime hook that attaches those
+       components to the core model.
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, cast
+
+from pyomo.environ import Any, Constraint, Param, Set
+
+from temoa.extensions.template.components import example_limit
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+
+    class ExampleModel(TemoaModel):
+        """TemoaModel extended with template-extension components.
+
+        TEMPLATE: Declare one annotation per component you create in
+        ``register_model_components`` below. Inheriting from ``TemoaModel`` means
+        all core sets/params/vars (e.g. ``time_optimize``, ``v_new_capacity``)
+        are already visible to the type checker here and in your component
+        modules.
+        """
+
+        # Params (loaded from the database via data_manifest.py)
+        example_new_capacity_limit: Param
+
+        # Constraint index sets
+        example_new_capacity_limit_constraint_rpt: Set
+
+        # Constraints
+        example_new_capacity_limit_constraint: Constraint
+
+
+def register_model_components(model: TemoaModel) -> None:
+    """Attach template-extension components to the core Temoa model.
+
+    TEMPLATE: Keep the public signature as ``model: TemoaModel`` so this stays
+    assignable to ``ExtensionSpec.register_model_components`` (a
+    ``Callable[[TemoaModel], None]``). Narrowing the parameter to ``ExampleModel``
+    would be a contravariance error in mypy. Instead, ``cast`` once and operate on
+    the typed alias ``m`` below.
+    """
+    m = cast('ExampleModel', model)
+
+    # Param: a per-(region, tech-or-group) cap on cumulative new capacity.
+    m.example_new_capacity_limit = Param(
+        m.regional_global_indices, m.tech_or_group, within=Any
+    )
+
+    # Sparse index set for the constraint, built from the param's populated keys.
+    m.example_new_capacity_limit_constraint_rpt = Set(
+        dimen=3, initialize=example_limit.example_new_capacity_limit_indices
+    )
+
+    # The constraint itself.
+    m.example_new_capacity_limit_constraint = Constraint(
+        m.example_new_capacity_limit_constraint_rpt,
+        rule=example_limit.example_new_capacity_limit_constraint_rule,
+    )
diff --git a/temoa/extensions/template/data_manifest.py b/temoa/extensions/template/data_manifest.py
new file mode 100644
index 000000000..e9c8ac02a
--- /dev/null
+++ b/temoa/extensions/template/data_manifest.py
@@ -0,0 +1,44 @@
+"""Data-loading manifest for the template extension.
+
+TEMPLATE: ``build_manifest_items`` returns one ``LoadItem`` per database table
+this extension reads. The loader uses each item to query, validate, and populate
+the matching Pyomo component declared in core/model.py.
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, cast
+
+from temoa.data_io.loader_manifest import LoadItem
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+    from temoa.extensions.template.core.model import ExampleModel
+
+
+def build_manifest_items(model: TemoaModel) -> list[LoadItem]:
+    """Return the LoadItems for the template extension.
+
+    TEMPLATE: As with ``register_model_components``, keep the public parameter
+    typed as ``TemoaModel`` (to match ``ExtensionSpec.build_manifest_items``) and
+    ``cast`` to the extension subtype so the extension-owned components type-check.
+    """
+    m = cast('ExampleModel', model)
+    return [
+        LoadItem(
+            # The Pyomo component to populate.
+            component=m.example_new_capacity_limit,
+            # Source table name.
+            table='example_new_capacity_limit',
+            # Columns to select; for a Param the final column is the value.
+            columns=['region', 'tech_or_group', 'value'],
+            # Number of leading columns that form the index (here: region, tech).
+            index_length=2,
+            # Source-trace validator on the loader (filters to viable r/t pairs).
+            validator_name='viable_rt',
+            # Which index columns to validate (region=0, tech=1).
+            validation_map=(0, 1),
+            # Extension tables are optional inputs, so do not require the table.
+            is_table_required=False,
+        ),
+    ]
diff --git a/temoa/extensions/template/extension.py b/temoa/extensions/template/extension.py
new file mode 100644
index 000000000..9c8509d85
--- /dev/null
+++ b/temoa/extensions/template/extension.py
@@ -0,0 +1,34 @@
+"""Declarative spec that wires the template extension into Temoa.
+
+TEMPLATE: ``ExtensionSpec`` is pure metadata plus hook functions. Temoa reads it
+to know which tables the extension owns, how to guard them, which model
+components to attach, and how to load the extension's data.
+"""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+from temoa.extensions.framework import ExtensionSpec
+from temoa.extensions.template.core.model import register_model_components
+from temoa.extensions.template.data_manifest import build_manifest_items
+
+EXAMPLE_EXTENSION = ExtensionSpec(
+    # Unique, lowercase id. This is what users put in ``extensions = [...]``.
+    extension_id='template',
+    # Database tables owned exclusively by this extension.
+    owned_tables=('example_new_capacity_limit',),
+    # Tables whose ``region`` column may contain a regional group name. Maps
+    # table -> the column that holds the region/group. Merged into the loader's
+    # regional-group handling.
+    regional_group_tables={'example_new_capacity_limit': 'region'},
+    # Hook: attach model components to the core model (see core/model.py).
+    register_model_components=register_model_components,
+    # Hook: describe how to load this extension's data (see data_manifest.py).
+    build_manifest_items=build_manifest_items,
+    # Schema applied (with consent) when enabled but tables are missing.
+    schema_sql_path=str(Path(__file__).parents[0] / 'tables.sql'),
+    # If True, loading fails when this extension is DISABLED but its tables hold
+    # data, preventing silently-ignored inputs.
+    fail_if_tables_populated_when_disabled=True,
+)
diff --git a/temoa/extensions/template/tables.sql b/temoa/extensions/template/tables.sql
new file mode 100644
index 000000000..bc8e3a75d
--- /dev/null
+++ b/temoa/extensions/template/tables.sql
@@ -0,0 +1,14 @@
+-- TEMPLATE: Schema for the template extension's owned tables.
+-- One CREATE TABLE per entry in ``owned_tables`` (see extension.py). Use
+-- ``IF NOT EXISTS`` so the schema can be appended to an existing database when
+-- the extension is enabled but its tables are missing.
+
+CREATE TABLE IF NOT EXISTS example_new_capacity_limit
+(
+    region        TEXT,
+    tech_or_group TEXT,
+    value         REAL NOT NULL DEFAULT 0,
+    units         TEXT,
+    notes         TEXT,
+    PRIMARY KEY (region, tech_or_group)
+);
diff --git a/temoa/tutorial_assets/config_sample.toml b/temoa/tutorial_assets/config_sample.toml
index 6b522212d..df3d7b20a 100644
--- a/temoa/tutorial_assets/config_sample.toml
+++ b/temoa/tutorial_assets/config_sample.toml
@@ -18,6 +18,12 @@ scenario = "zulu"
 #     [perfect_foresight, MGA, myopic, method_of_morris, build_only, check, monte_carlo]
 scenario_mode = "perfect_foresight"
 
+# Optional extensions list
+# Use this to enable modular model features that are not part of the base core model.
+# Example: extensions = ["unit_commitment", "growth_rates"]
+# Leave empty for default core-only behavior.
+extensions = []
+
 # Input database (Mandatory)
 input_database = "utopia.sqlite"
 
diff --git a/tests/conftest.py b/tests/conftest.py
index 0e263b9c0..5714aa84e 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -10,6 +10,7 @@
 from temoa._internal.temoa_sequencer import TemoaSequencer
 from temoa.core.config import TemoaConfig
 from temoa.core.model import TemoaModel
+from temoa.extensions.framework import get_known_extension_specs
 
 logger = logging.getLogger(__name__)
 
@@ -57,6 +58,13 @@ def _build_test_db(
         # Force FK OFF again as schema file might turn it on at the end
         con.execute('PRAGMA foreign_keys = OFF')
 
+        # 1b. Load extension-owned tables so data scripts can populate them.
+        # Extension tables are not part of the central schema, so apply each
+        # known extension's schema (CREATE TABLE IF NOT EXISTS) here.
+        for spec in get_known_extension_specs().values():
+            if spec.schema_sql_path:
+                con.executescript(Path(spec.schema_sql_path).read_text(encoding='utf-8'))
+
         # 2. Load data scripts
         for script_path in data_scripts:
             with open(script_path) as f:

From 16fe576bca1944718b29f99abaa07c1ab0cec763 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Mon, 6 Jul 2026 10:37:03 -0400
Subject: [PATCH 12/56] Move growth rate constraints to an extension

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 docs/source/extensions.rst                    |  14 +
 docs/source/extensions/growth_rates.rst       |  99 ++++
 docs/source/mathematical_formulation.rst      |  64 ---
 docs/source/param_desc_and_tables.rst         |  14 -
 temoa/components/limits.py                    | 445 ------------------
 temoa/core/model.py                           |  65 ---
 temoa/data_io/component_manifest.py           |  60 ---
 temoa/data_io/hybrid_loader.py                |   6 -
 temoa/db_schema/temoa_schema_v4.sql           |  72 ---
 temoa/extensions/growth_rates/__init__.py     |   3 +
 .../growth_rates/components/__init__.py       |   0
 .../components/growth_capacity.py             | 123 +++++
 .../components/growth_new_capacity.py         | 121 +++++
 .../components/growth_new_capacity_delta.py   | 148 ++++++
 .../extensions/growth_rates/core/__init__.py  |   0
 temoa/extensions/growth_rates/core/model.py   | 115 +++++
 .../extensions/growth_rates/data_manifest.py  |  76 +++
 temoa/extensions/growth_rates/extension.py    |  32 ++
 temoa/extensions/growth_rates/tables.sql      |  72 +++
 .../config_myopic_capacities.toml             |   1 +
 tests/testing_data/mediumville_sets.json      |   6 -
 tests/testing_data/test_system_sets.json      |   6 -
 tests/testing_data/utopia_sets.json           |   6 -
 23 files changed, 804 insertions(+), 744 deletions(-)
 create mode 100644 docs/source/extensions/growth_rates.rst
 create mode 100644 temoa/extensions/growth_rates/__init__.py
 create mode 100644 temoa/extensions/growth_rates/components/__init__.py
 create mode 100644 temoa/extensions/growth_rates/components/growth_capacity.py
 create mode 100644 temoa/extensions/growth_rates/components/growth_new_capacity.py
 create mode 100644 temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
 create mode 100644 temoa/extensions/growth_rates/core/__init__.py
 create mode 100644 temoa/extensions/growth_rates/core/model.py
 create mode 100644 temoa/extensions/growth_rates/data_manifest.py
 create mode 100644 temoa/extensions/growth_rates/extension.py
 create mode 100644 temoa/extensions/growth_rates/tables.sql

diff --git a/docs/source/extensions.rst b/docs/source/extensions.rst
index 5e8e1a9c2..32f72454e 100644
--- a/docs/source/extensions.rst
+++ b/docs/source/extensions.rst
@@ -230,3 +230,17 @@ The template extension
 ``get_known_extension_specs``, it cannot be enabled until you register it, so it
 never affects normal runs. Copy the folder as the starting point for a new
 extension; every file carries ``# TEMPLATE:`` comments explaining what to change.
+
+.. _extension-catalog:
+
+Available extensions
+--------------------
+
+The extensions that ship with Temoa are documented on their own pages below.
+Each page describes the extension's parameters and constraints. This list grows
+as new extensions are added.
+
+.. toctree::
+   :maxdepth: 1
+
+   extensions/growth_rates
diff --git a/docs/source/extensions/growth_rates.rst b/docs/source/extensions/growth_rates.rst
new file mode 100644
index 000000000..261b1e742
--- /dev/null
+++ b/docs/source/extensions/growth_rates.rst
@@ -0,0 +1,99 @@
+.. _extension-growth-rates:
+
+Growth Rate Limits
+==================================
+
+The **growth_rates** extension adds optional constraints that bound how quickly
+the capacity (or new capacity) of a technology or technology group may change
+between consecutive model periods. It is disabled by default and enabled per
+run through configuration:
+
+.. code-block:: toml
+
+   extensions = ["growth_rates"]
+
+Its parameters live in the extension-owned tables of the same name and are loaded
+only when the extension is enabled. See :ref:`extensions` for how the extension
+framework wires these components into the model.
+
+Parameters
+----------
+
+.. csv-table::
+   :header: "Parameter", "Database Table", "Model Element", "Notes"
+   :widths: 15, 20, 25, 40
+
+   ":math:`\text{LGC}_{r,t}`", ":code:`limit_growth_capacity`", ":code:`limit_growth_capacity`", "capacity growth rate limits; :code:`tech_or_group` column accepts a technology name or group name"
+   ":math:`\text{LDGC}_{r,t}`", ":code:`limit_degrowth_capacity`", ":code:`limit_degrowth_capacity`", "capacity degrowth rate limits; :code:`tech_or_group` column accepts a technology name or group name"
+   ":math:`\text{LGNC}_{r,t}`", ":code:`limit_growth_new_capacity`", ":code:`limit_growth_new_capacity`", "new capacity growth rate limits; :code:`tech_or_group` column accepts a technology name or group name"
+   ":math:`\text{LDGNC}_{r,t}`", ":code:`limit_degrowth_new_capacity`", ":code:`limit_degrowth_new_capacity`", "new capacity degrowth rate limits; :code:`tech_or_group` column accepts a technology name or group name"
+   ":math:`\mathrm{LGNC}_{\Delta,r,t}`", ":code:`limit_growth_new_capacity_delta`", ":code:`limit_growth_new_capacity_delta`", "new capacity growth acceleration limits; :code:`tech_or_group` column accepts a technology name or group name"
+   ":math:`\mathrm{LDGNC}_{\Delta,r,t}`", ":code:`limit_degrowth_new_capacity_delta`", ":code:`limit_degrowth_new_capacity_delta`", "new capacity degrowth deceleration limits; :code:`tech_or_group` column accepts a technology name or group name"
+
+
+limit_growth_capacity
+~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{LGC}_{r \in R, t \in T}`
+
+The :code:`limit_growth_capacity` parameter defines the maximum annual rate at
+which the total capacity of a technology (or group) can grow between periods.
+The :code:`tech_or_group` column accepts a technology name or group name.
+
+
+limit_degrowth_capacity
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{LDGC}_{r \in R, t \in T}`
+
+The :code:`limit_degrowth_capacity` parameter defines the maximum annual rate
+at which the total capacity of a technology (or group) can shrink between
+periods.  The :code:`tech_or_group` column accepts a technology name or group name.
+
+
+limit_growth_new_capacity
+~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{LGNC}_{r \in R, t \in T}`
+
+The :code:`limit_growth_new_capacity` parameter constrains the rate of increase
+in new capacity deployment between consecutive periods.
+
+
+limit_degrowth_new_capacity
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{LDGNC}_{r \in R, t \in T}`
+
+The :code:`limit_degrowth_new_capacity` parameter constrains the rate of decrease
+in new capacity deployment between consecutive periods.
+
+
+limit_growth_new_capacity_delta
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`\mathrm{LGNC}_{\Delta,r \in R, t \in T}`
+
+The :code:`limit_growth_new_capacity_delta` parameter constrains the acceleration
+of new capacity growth between periods. This essentially adds "inertia" to the
+growth of new capacity deployment.
+
+
+limit_degrowth_new_capacity_delta
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`\mathrm{LDGNC}_{\Delta,r \in R, t \in T}`
+
+The :code:`limit_degrowth_new_capacity_delta` parameter constrains the
+deceleration of new capacity degrowth between periods, essentially adding
+"inertia" to the degrowth of new capacity deployment.
+
+
+Constraints
+-----------
+
+.. autofunction:: temoa.extensions.growth_rates.components.growth_capacity.limit_growth_capacity
+
+.. autofunction:: temoa.extensions.growth_rates.components.growth_new_capacity.limit_growth_new_capacity
+
+.. autofunction:: temoa.extensions.growth_rates.components.growth_new_capacity_delta.limit_growth_new_capacity_delta
diff --git a/docs/source/mathematical_formulation.rst b/docs/source/mathematical_formulation.rst
index cc4d3da10..86bd4b4fc 100644
--- a/docs/source/mathematical_formulation.rst
+++ b/docs/source/mathematical_formulation.rst
@@ -711,35 +711,6 @@ controls the bound direction. The group columns accept either
 a single technology name or a technology group name.
 
 
-limit_degrowth_capacity
-~~~~~~~~~~~~~~~~~~~~~~~
-
-:math:`{LDGC}_{r \in R, t \in T}`
-
-The :code:`limit_degrowth_capacity` parameter defines the maximum annual rate
-at which the total capacity of a technology (or group) can shrink between
-periods.  The :code:`tech_or_group` column accepts a technology name or group name.
-
-
-limit_degrowth_new_capacity
-~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-:math:`{LDGNC}_{r \in R, t \in T}`
-
-The :code:`limit_degrowth_new_capacity` parameter constrains the rate of decrease
-in new capacity deployment between consecutive periods.
-
-
-limit_degrowth_new_capacity_delta
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-:math:`\mathrm{LDGNC}_{\Delta,r \in R, t \in T}`
-
-The :code:`limit_degrowth_new_capacity_delta` parameter constrains the
-deceleration of new capacity degrowth between periods, essentially adding
-"intertia" to the degrowth of new capacity deployment.
-
-
 limit_emission
 ~~~~~~~~~~~~~~
 
@@ -751,35 +722,6 @@ fits within the modeler-specified limit on emission :math:`e` in time period
 bound, or equality.
 
 
-limit_growth_capacity
-~~~~~~~~~~~~~~~~~~~~~
-
-:math:`{LGC}_{r \in R, t \in T}`
-
-The :code:`limit_growth_capacity` parameter defines the maximum annual rate at
-which the total capacity of a technology (or group) can grow between periods.
-The :code:`tech_or_group` column accepts a technology name or group name.
-
-
-limit_growth_new_capacity
-~~~~~~~~~~~~~~~~~~~~~~~~~
-
-:math:`{LGNC}_{r \in R, t \in T}`
-
-The :code:`limit_growth_new_capacity` parameter constrains the rate of increase
-in new capacity deployment between consecutive periods.
-
-
-limit_growth_new_capacity_delta
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-:math:`\mathrm{LGNC}_{\Delta,r \in R, t \in T}`
-
-The :code:`limit_growth_new_capacity_delta` parameter constrains the acceleration
-of new capacity growth between periods. This essentially adds "inertia" to the
-growth of new capacity deployment.
-
-
 limit_new_capacity
 ~~~~~~~~~~~~~~~~~~
 
@@ -1437,12 +1379,6 @@ User-Specific Constraints
 
 .. autofunction:: temoa.components.storage.limit_storage_fraction_constraint
 
-.. autofunction:: temoa.components.limits.limit_growth_capacity
-
-.. autofunction:: temoa.components.limits.limit_growth_new_capacity
-
-.. autofunction:: temoa.components.limits.limit_growth_new_capacity_delta
-
 General Caveats
 ---------------
 
diff --git a/docs/source/param_desc_and_tables.rst b/docs/source/param_desc_and_tables.rst
index 40ff0737d..aef95320e 100644
--- a/docs/source/param_desc_and_tables.rst
+++ b/docs/source/param_desc_and_tables.rst
@@ -94,20 +94,6 @@ capacity, activity and emissions**.
    ":math:`\text{LE}_{r,p,e}`", ":code:`limit_emission`", ":code:`limit_emission`", "limit on emissions by region and period"
    ":math:`\text{LS}_{r,t}`", ":code:`limit_resource`", ":code:`limit_resource`", "cumulative activity limit across time periods (not supported in myopic); :code:`tech_or_group` column accepts a technology name or group name"
 
-Parameters in the table below relate to the specification of **growth and degrowth
-limits**.
-
-.. csv-table::
-   :header: "Parameter", "Database Table", "Model Element", "Notes"
-   :widths: 15, 20, 25, 40
-
-   ":math:`\text{LGC}_{r,t}`", ":code:`limit_growth_capacity`", ":code:`limit_growth_capacity`", "capacity growth rate limits; :code:`tech_or_group` column accepts a technology name or group name"
-   ":math:`\text{LDGC}_{r,t}`", ":code:`limit_degrowth_capacity`", ":code:`limit_degrowth_capacity`", "capacity degrowth rate limits; :code:`tech_or_group` column accepts a technology name or group name"
-   ":math:`\text{LGNC}_{r,t}`", ":code:`limit_growth_new_capacity`", ":code:`limit_growth_new_capacity`", "new capacity growth rate limits; :code:`tech_or_group` column accepts a technology name or group name"
-   ":math:`\text{LDGNC}_{r,t}`", ":code:`limit_degrowth_new_capacity`", ":code:`limit_degrowth_new_capacity`", "new capacity degrowth rate limits; :code:`tech_or_group` column accepts a technology name or group name"
-   ":math:`\mathrm{LGNC}_{\Delta,r,t}`", ":code:`limit_growth_new_capacity_delta`", ":code:`limit_growth_new_capacity_delta`", "new capacity growth acceleration limits; :code:`tech_or_group` column accepts a technology name or group name"
-   ":math:`\mathrm{LDGNC}_{\Delta,r,t}`", ":code:`limit_degrowth_new_capacity_delta`", ":code:`limit_degrowth_new_capacity_delta`", "new capacity degrowth deceleration limits; :code:`tech_or_group` column accepts a technology name or group name"
-
 Parameters in the table below relate to the specification of **operational and
 split limits**.
 
diff --git a/temoa/components/limits.py b/temoa/components/limits.py
index 857cb1489..0145073ea 100644
--- a/temoa/components/limits.py
+++ b/temoa/components/limits.py
@@ -22,7 +22,6 @@
 import temoa.components.technology as technology
 from temoa.components.utils import (
     Operator,
-    get_adjusted_existing_capacity,
     get_variable_efficiency,
     operator_expression,
 )
@@ -135,64 +134,6 @@ def limit_tech_output_split_average_constraint_indices(
     }
 
 
-def limit_growth_capacity_indices(model: TemoaModel) -> set[tuple[Region, Period, Technology, str]]:
-    return {
-        (r, p, t, op)
-        for r, t, op in model.limit_growth_capacity.sparse_keys()
-        for p in model.time_optimize
-    }
-
-
-def limit_degrowth_capacity_indices(
-    model: TemoaModel,
-) -> set[tuple[Region, Period, Technology, str]]:
-    return {
-        (r, p, t, op)
-        for r, t, op in model.limit_degrowth_capacity.sparse_keys()
-        for p in model.time_optimize
-    }
-
-
-def limit_growth_new_capacity_indices(
-    model: TemoaModel,
-) -> set[tuple[Region, Period, Technology, str]]:
-    return {
-        (r, p, t, op)
-        for r, t, op in model.limit_growth_new_capacity.sparse_keys()
-        for p in model.time_optimize
-    }
-
-
-def limit_degrowth_new_capacity_indices(
-    model: TemoaModel,
-) -> set[tuple[Region, Period, Technology, str]]:
-    return {
-        (r, p, t, op)
-        for r, t, op in model.limit_degrowth_new_capacity.sparse_keys()
-        for p in model.time_optimize
-    }
-
-
-def limit_growth_new_capacity_delta_indices(
-    model: TemoaModel,
-) -> set[tuple[Region, Period, Technology, str]]:
-    return {
-        (r, p, t, op)
-        for r, t, op in model.limit_growth_new_capacity_delta.sparse_keys()
-        for p in model.time_optimize
-    }
-
-
-def limit_degrowth_new_capacity_delta_indices(
-    model: TemoaModel,
-) -> set[tuple[Region, Period, Technology, str]]:
-    return {
-        (r, p, t, op)
-        for r, t, op in model.limit_degrowth_new_capacity_delta.sparse_keys()
-        for p in model.time_optimize
-    }
-
-
 def limit_seasonal_capacity_factor_constraint_indices(
     model: TemoaModel,
 ) -> set[tuple[Region, Period, Season, Technology, str]]:
@@ -953,392 +894,6 @@ def limit_emission_constraint(
     return expr
 
 
-def limit_growth_capacity_constraint_rule(
-    model: TemoaModel, r: Region, p: Period, t: Technology, op: str
-) -> ExprLike:
-    r"""Constrain ramp up rate of available capacity"""
-    return limit_growth_capacity(model, r, p, t, op, False)
-
-
-def limit_degrowth_capacity_constraint_rule(
-    model: TemoaModel, r: Region, p: Period, t: Technology, op: str
-) -> ExprLike:
-    r"""Constrain ramp down rate of available capacity"""
-    return limit_growth_capacity(model, r, p, t, op, True)
-
-
-def limit_growth_capacity(
-    model: TemoaModel, r: Region, p: Period, t: Technology, op: str, degrowth: bool = False
-) -> ExprLike:
-    r"""
-    Constrain the change of capacity available between periods.
-    Forces the model to ramp up and down the availability of new technologies
-    more smoothly. Has constant (seed, :math:`S_{r,t}`) and proportional
-    (rate, :math:`R_{r,t}`) terms. This can be defined for a technology group
-    instead of one technology, in which case, capacity available is summed over
-    all technologies in the group. In the first period, previous available
-    capacity :math:`\mathbf{CAPAVL}_{r,p,t}` is replaced by previous existing
-    capacity, if any can be found.
-
-    .. math::
-        :label: Limit (De)Growth Capacity
-
-            \begin{aligned}\text{Growth:}\\
-            &\mathbf{CAPAVL}_{r,p,t}
-            \quad \le, \ge, \text{or} = \quad
-            S_{r,t} + (1+R_{r,t}) \cdot \mathbf{CAPAVL}_{r,p_{prev},t}
-            \end{aligned}
-
-            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_growth\_capacity}}
-
-
-            \begin{aligned}\text{Degrowth:}\\
-            &\mathbf{CAPAVL}_{r,p_{prev},t}
-            \quad \le, \ge, \text{or} = \quad S_{r,t} + (1+R_{r,t}) \cdot \mathbf{CAPAVL}_{r,p,t}
-            \end{aligned}
-
-            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacity}}
-    """
-
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
-
-    growth = model.limit_degrowth_capacity if degrowth else model.limit_growth_capacity
-    rate = 1 + value(growth[r, t, op][0])
-    seed = value(growth[r, t, op][1])
-    cap_rpt = model.v_capacity_available_by_period_and_tech
-
-    # relevant r, p, t indices
-    cap_indices = {(_r, _p, _t) for _r, _p, _t in cap_rpt.keys() if _t in techs and _r in regions}
-    # periods the technology can have capacity in this region (sorted)
-    periods = sorted({_p for _r, _p, _t in cap_rpt})
-
-    if len(periods) == 0:
-        if p == model.time_optimize.first():
-            msg = (
-                'Tried to set {}rowthCapacity constraint {} but there are no periods where this '
-                'technology is available in this region. Constraint skipped.'
-            ).format('Deg' if degrowth else 'G', (r, t))
-            logger.warning(msg)
-        return Constraint.Skip
-
-    # Only warn in p0 so we dont dump multiple warnings
-    if p == periods[0]:
-        if seed == 0:
-            msg = (
-                'No constant term (seed) provided for {}rowthCapacity constraint {}. '
-                'No capacity will be built in any period following one with zero capacity.'
-            ).format('Deg' if degrowth else 'G', (r, t))
-            logger.info(msg)
-        gaps = [
-            _p
-            for _p in model.time_optimize
-            if _p not in periods and min(periods) < _p < max(periods)
-        ]
-        if gaps:
-            msg = (
-                'Constructing {}rowthCapacity constraint {} and there are period gaps in which'
-                'capacity cannot exist in this region ({}). Capacity in these periods '
-                'will be treated as zero which may cause infeasibility or other problems.'
-            ).format('Deg' if degrowth else 'G', (r, t), gaps)
-            logger.warning(msg)
-
-    # sum available capacity in this period
-    capacity = quicksum(cap_rpt[_r, _p, _t] for _r, _p, _t in cap_indices if _p == p)
-
-    if p == model.time_optimize.first():
-        # First future period. Grab available capacity in last existing period
-        p_prev = model.time_exist.last()
-        capacity_prev = sum(
-            get_adjusted_existing_capacity(model, _r, _t, _v)
-            * value(model.process_life_frac[_r, p_prev, _t, _v])
-            for _r, _t, _v in model.existing_capacity.sparse_keys()
-            if _r in regions
-            and _t in techs
-            and _v + value(model.lifetime_process[_r, _t, _v]) > p_prev
-        )
-    else:
-        # Otherwise, grab previous future period
-        p_prev = model.time_optimize.prev(p)
-        capacity_prev = quicksum(cap_rpt[_r, _p, _t] for _r, _p, _t in cap_indices if _p == p_prev)
-
-    if degrowth:
-        expr = operator_expression(capacity_prev, Operator(op), seed + capacity * rate)
-    else:
-        expr = operator_expression(capacity, Operator(op), seed + capacity_prev * rate)
-
-    # Check if any variables are actually included before returning
-    if isinstance(expr, bool):
-        return Constraint.Skip
-    return expr
-
-
-def limit_growth_new_capacity_constraint_rule(
-    model: TemoaModel, r: Region, p: Period, t: Technology, op: str
-) -> ExprLike:
-    r"""Constrain ramp up rate of new capacity deployment"""
-    return limit_growth_new_capacity(model, r, p, t, op, False)
-
-
-def limit_degrowth_new_capacity_constraint_rule(
-    model: TemoaModel, r: Region, p: Period, t: Technology, op: str
-) -> ExprLike:
-    r"""Constrain ramp down rate of new capacity deployment"""
-    return limit_growth_new_capacity(model, r, p, t, op, True)
-
-
-def limit_growth_new_capacity(
-    model: TemoaModel, r: Region, p: Period, t: Technology, op: str, degrowth: bool = False
-) -> ExprLike:
-    r"""
-    Constrain the change of new capacity deployed between periods.
-    Forces the model to ramp up and down the deployment of new technologies
-    more smoothly. Has constant (seed, :math:`S_{r,t}`) and proportional
-    (rate, :math:`R_{r,t}`) terms. This can be defined for a technology group
-    instead of one technology, in which case, new capacity is summed over
-    all technologies in the group. In the first period, previous new capacity
-    :math:`\mathbf{NCAP}_{r,t,v_prev}` is replaced by previous existing capacity,
-    if any can be found.
-
-    .. math::
-        :label: Limit (De)Growth New Capacity
-
-            \begin{aligned}\text{Growth:}\\
-            &\mathbf{NCAP}_{r,t,v}
-            \quad \le, \ge, \text{or} = \quad
-            S_{r,t} + (1+R_{r,t}) \cdot \mathbf{NCAP}_{r,t,v_{prev}}
-            \text{ where } v=p
-            \end{aligned}
-
-            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_growth\_capacity}}
-
-            \begin{aligned}\text{Degrowth:}\\
-            &\mathbf{NCAP}_{r,t,v_{prev}}
-            \quad \le, \ge, \text{or} = \quad S_{r,t} + (1+R_{r,t}) \cdot \mathbf{NCAP}_{r,t,v}
-            \text{ where } v=p
-            \end{aligned}
-
-            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacity}}
-    """
-
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
-
-    growth = model.limit_degrowth_new_capacity if degrowth else model.limit_growth_new_capacity
-    rate = 1 + value(growth[r, t, op][0])
-    seed = value(growth[r, t, op][1])
-    new_cap_rtv = model.v_new_capacity
-
-    # relevant r, t, v indices
-    cap_rtv = {(_r, _t, _v) for _r, _t, _v in new_cap_rtv.keys() if _t in techs and _r in regions}
-    # periods the technology can be built in this region (sorted)
-    periods = sorted({_v for _r, _t, _v in cap_rtv})
-
-    if len(periods) == 0:
-        if p == model.time_optimize.first():
-            msg = (
-                'Tried to set {}rowthNewCapacity constraint {} but there are no periods where this '
-                'technology can be built in this region. Constraint skipped.'
-            ).format('Deg' if degrowth else 'G', (r, t))
-            logger.warning(msg)
-        return Constraint.Skip
-
-    # Only warn in p0 so we dont dump multiple warnings
-    if p == periods[0]:
-        if seed == 0:
-            msg = (
-                'No constant term (seed) provided for {}rowthNewCapacity constraint {}. '
-                'No capacity will be built in any period following one with zero new capacity.'
-            ).format('Deg' if degrowth else 'G', (r, t))
-            logger.info(msg)
-        gaps = [
-            _p
-            for _p in model.time_optimize
-            if _p not in periods and min(periods) < _p < max(periods)
-        ]
-        if gaps:
-            msg = (
-                'Constructing {}rowthNewCapacity constraint {} and there are period gaps in which'
-                'new capacity cannot be built in this region ({}). New capacity in these periods '
-                'will be treated as zero which may cause infeasibility or other problems.'
-            ).format('Deg' if degrowth else 'G', (r, t), gaps)
-            logger.warning(msg)
-
-    # sum new capacity in this period
-    new_cap = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p)
-
-    if p == model.time_optimize.first():
-        # First future period. Grab last existing vintage
-        p_prev = model.time_exist.last()
-        new_cap_prev = sum(
-            value(model.existing_capacity[_r, _t, _v])
-            for _r, _t, _v in model.existing_capacity.sparse_keys()
-            if _r in regions and _t in techs and _v == p_prev
-        )
-    else:
-        # Otherwise, grab previous future vintage
-        p_prev = model.time_optimize.prev(p)
-        new_cap_prev = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev)
-
-    if degrowth:
-        expr = operator_expression(new_cap_prev, Operator(op), seed + new_cap * rate)
-    else:
-        expr = operator_expression(new_cap, Operator(op), seed + new_cap_prev * rate)
-
-    # Check if any variables are actually included before returning
-    if isinstance(expr, bool):
-        return Constraint.Skip
-    return expr
-
-
-def limit_growth_new_capacity_delta_constraint_rule(
-    model: TemoaModel, r: Region, p: Period, t: Technology, op: str
-) -> ExprLike:
-    r"""Constrain ramp up rate of change in new capacity deployment"""
-    return limit_growth_new_capacity_delta(model, r, p, t, op, False)
-
-
-def limit_degrowth_new_capacity_delta_constraint_rule(
-    model: TemoaModel, r: Region, p: Period, t: Technology, op: str
-) -> ExprLike:
-    r"""Constrain ramp down rate of change in new capacity deployment"""
-    return limit_growth_new_capacity_delta(model, r, p, t, op, True)
-
-
-def limit_growth_new_capacity_delta(
-    model: TemoaModel, r: Region, p: Period, t: Technology, op: str, degrowth: bool = False
-) -> ExprLike:
-    r"""
-    Constrain the acceleration of new capacity deployed between periods.
-    Forces the model to ramp up and down the change in deployment of new technologies
-    more smoothly. Has constant (seed, :math:`S_{r,t}`) and proportional
-    (rate, :math:`R_{r,t}`) terms. It is recommended to leave the rate term empty
-    as it would prevent the possibility of inflection in the rate of deployment.
-    This constraint can be defined for a technology group instead of one technology,
-    in which case, new capacity is summed over all technologies in the group. In the
-    first period, previous new capacities are replaced by previous existing capacities,
-    if any can be found.
-
-    .. math::
-        :label: Limit (De)Growth New Capacity Delta
-
-            \begin{aligned}\text{Growth:}\\
-            &\mathbf{NCAP}_{r,t,v_i} - \mathbf{NCAP}_{r,t,v_{i-1}}
-            \quad \le, \ge, \text{or} = \quad S_{r,t} + (1+R_{r,t}) \cdot
-            (\mathbf{NCAP}_{r,t,v_{i-1}} - \mathbf{NCAP}_{r,t,v_{i-2}})
-            \end{aligned}
-
-            \text{ where } v_i=p
-
-            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_growth\_capacityDelta}}
-
-            \begin{aligned}\text{Degrowth:}\\
-            &\mathbf{NCAP}_{r,t,v_{i-1}} - \mathbf{NCAP}_{r,t,v_{i-2}}
-            \quad \le, \ge, \text{or} = \quad
-            S_{r,t} + (1+R_{r,t}) \cdot (\mathbf{NCAP}_{r,t,v_i} - \mathbf{NCAP}_{r,t,v_{i-1}})
-            \end{aligned}
-
-            \text{ where } v_i=p
-
-            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacityDelta}}
-    """
-
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
-
-    growth = (
-        model.limit_degrowth_new_capacity_delta
-        if degrowth
-        else model.limit_growth_new_capacity_delta
-    )
-    rate = 1 + value(growth[r, t, op][0])
-    seed = value(growth[r, t, op][1])
-    new_cap_rtv = model.v_new_capacity
-
-    # relevant r, t, v indices
-    cap_rtv = {(_r, _t, _v) for _r, _t, _v in new_cap_rtv.keys() if _t in techs and _r in regions}
-    # periods the technology can be built in this region (sorted)
-    periods = sorted({_v for _r, _t, _v in cap_rtv})
-
-    if len(periods) == 0:
-        if p == model.time_optimize.first():
-            msg = (
-                'Tried to set {}rowthNewCapacityDelta constraint {} but there are no periods where '
-                'this technology can be built in this region. Constraint skipped.'
-            ).format('Deg' if degrowth else 'G', (r, t))
-            logger.warning(msg)
-        return Constraint.Skip
-
-    # Only warn in p0 so we dont dump multiple warnings
-    if p == periods[0]:
-        if seed == 0:
-            msg = (
-                'No constant term (seed) provided for {}rowthNewCapacityDelta constraint {}. '
-                'This is not recommended as deployment rates cannot inflect (change from '
-                'accelerating to decelerating or vice-versa).'
-            ).format('Deg' if degrowth else 'G', (r, t))
-            logger.warning(msg)
-        gaps = [
-            _p
-            for _p in model.time_optimize
-            if _p not in periods and min(periods) < _p < max(periods)
-        ]
-        if gaps:
-            msg = (
-                'Constructing {}rowthNewCapacityDelta constraint {} and there are period gaps in '
-                'which new capacity cannot be built in this region ({}). New capacity in these '
-                'periods will be treated as zero which may cause infeasibility or other problems.'
-            ).format('Deg' if degrowth else 'G', (r, t), gaps)
-            logger.warning(msg)
-
-    # sum new capacity in this period
-    new_cap = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p)
-
-    if p == model.time_optimize.first():
-        # First planning period, pull last two existing vintages
-        p_prev = model.time_exist.last()
-        new_cap_prev = sum(
-            value(model.existing_capacity[_r, _t, _v])
-            for _r, _t, _v in model.existing_capacity.sparse_keys()
-            if _r in regions and _t in techs and _v == p_prev
-        )
-        p_prev2 = model.time_exist.prev(p_prev)
-        new_cap_prev2 = sum(
-            value(model.existing_capacity[_r, _t, _v])
-            for _r, _t, _v in model.existing_capacity.sparse_keys()
-            if _r in regions and _t in techs and _v == p_prev2
-        )
-    else:
-        # Not the first future period. Grab previous future period
-        p_prev = model.time_optimize.prev(p)
-        new_cap_prev = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev)
-        if p == model.time_optimize.at(2):  # apparently pyomo sets are indexed 1-based
-            # Second future period, grab last existing vintage
-            p_prev2 = model.time_exist.last()
-            new_cap_prev2 = sum(
-                value(model.existing_capacity[_r, _t, _v])
-                for _r, _t, _v in model.existing_capacity.sparse_keys()
-                if _r in regions and _t in techs and _v == p_prev2
-            )
-        else:
-            # At least the third future period. Grab last two future vintages
-            p_prev2 = model.time_optimize.prev(p_prev)
-            new_cap_prev2 = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev2)
-
-    nc_delta_prev = new_cap_prev - new_cap_prev2
-    nc_delta = new_cap - new_cap_prev
-
-    if degrowth:
-        expr = operator_expression(nc_delta_prev, Operator(op), seed + nc_delta * rate)
-    else:
-        expr = operator_expression(nc_delta, Operator(op), seed + nc_delta_prev * rate)
-
-    # Check if any variables are actually included before returning
-    if isinstance(expr, bool):
-        return Constraint.Skip
-    return expr
-
-
 def limit_activity_constraint(
     model: TemoaModel, r: Region, p: Period, t: Technology, op: str
 ) -> ExprLike:
diff --git a/temoa/core/model.py b/temoa/core/model.py
index 29a801de2..10f0a77b5 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -15,7 +15,6 @@
 from pyomo.core import BuildCheck, Set, Var
 from pyomo.environ import (
     AbstractModel,
-    Any,
     BuildAction,
     Constraint,
     Integers,
@@ -635,25 +634,6 @@ def __init__(
             self.limit_annual_capacity_factor_constraint_rtvo, validate=validate_0to1
         )
 
-        self.limit_growth_capacity = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
-        )
-        self.limit_degrowth_capacity = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
-        )
-        self.limit_growth_new_capacity = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
-        )
-        self.limit_degrowth_new_capacity = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
-        )
-        self.limit_growth_new_capacity_delta = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
-        )
-        self.limit_degrowth_new_capacity_delta = Param(
-            self.regional_global_indices, self.tech_or_group, self.operator, within=Any
-        )
-
         self.limit_emission_constraint_rpe = Set(
             within=self.regional_global_indices
             * self.time_optimize
@@ -1002,51 +982,6 @@ def __init__(
             ['Starting LimitGrowth and Activity Constraints'], rule=progress_check
         )
 
-        self.limit_growth_capacity_constraint_rpt = Set(
-            dimen=4, initialize=limits.limit_growth_capacity_indices
-        )
-        self.limit_growth_capacity_constraint = Constraint(
-            self.limit_growth_capacity_constraint_rpt,
-            rule=limits.limit_growth_capacity_constraint_rule,
-        )
-        self.limit_degrowth_capacity_constraint_rpt = Set(
-            dimen=4, initialize=limits.limit_degrowth_capacity_indices
-        )
-        self.limit_degrowth_capacity_constraint = Constraint(
-            self.limit_degrowth_capacity_constraint_rpt,
-            rule=limits.limit_degrowth_capacity_constraint_rule,
-        )
-
-        self.limit_growth_new_capacity_constraint_rpt = Set(
-            dimen=4, initialize=limits.limit_growth_new_capacity_indices
-        )
-        self.limit_growth_new_capacity_constraint = Constraint(
-            self.limit_growth_new_capacity_constraint_rpt,
-            rule=limits.limit_growth_new_capacity_constraint_rule,
-        )
-        self.limit_degrowth_new_capacity_constraint_rpt = Set(
-            dimen=4, initialize=limits.limit_degrowth_new_capacity_indices
-        )
-        self.limit_degrowth_new_capacity_constraint = Constraint(
-            self.limit_degrowth_new_capacity_constraint_rpt,
-            rule=limits.limit_degrowth_new_capacity_constraint_rule,
-        )
-
-        self.limit_growth_new_capacity_delta_constraint_rpt = Set(
-            dimen=4, initialize=limits.limit_growth_new_capacity_delta_indices
-        )
-        self.limit_growth_new_capacity_delta_constraint = Constraint(
-            self.limit_growth_new_capacity_delta_constraint_rpt,
-            rule=limits.limit_growth_new_capacity_delta_constraint_rule,
-        )
-        self.limit_degrowth_new_capacity_delta_constraint_rpt = Set(
-            dimen=4, initialize=limits.limit_degrowth_new_capacity_delta_indices
-        )
-        self.limit_degrowth_new_capacity_delta_constraint = Constraint(
-            self.limit_degrowth_new_capacity_delta_constraint_rpt,
-            rule=limits.limit_degrowth_new_capacity_delta_constraint_rule,
-        )
-
         self.limit_activity_constraint = Constraint(
             self.limit_activity_constraint_rpt, rule=limits.limit_activity_constraint
         )
diff --git a/temoa/data_io/component_manifest.py b/temoa/data_io/component_manifest.py
index 4f7334c42..c02513f90 100644
--- a/temoa/data_io/component_manifest.py
+++ b/temoa/data_io/component_manifest.py
@@ -657,66 +657,6 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validation_map=(0, 1, 2),
             is_table_required=False,
         ),
-        LoadItem(
-            component=model.limit_growth_capacity,
-            table='limit_growth_capacity',
-            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
-            index_length=3,
-            validator_name='viable_rt',
-            validation_map=(0, 1),
-            is_period_filtered=False,
-            is_table_required=False,
-        ),
-        LoadItem(
-            component=model.limit_growth_new_capacity,
-            table='limit_growth_new_capacity',
-            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
-            index_length=3,
-            validator_name='viable_rt',
-            validation_map=(0, 1),
-            is_period_filtered=False,
-            is_table_required=False,
-        ),
-        LoadItem(
-            component=model.limit_growth_new_capacity_delta,
-            table='limit_growth_new_capacity_delta',
-            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
-            index_length=3,
-            validator_name='viable_rt',
-            validation_map=(0, 1),
-            is_period_filtered=False,
-            is_table_required=False,
-        ),
-        LoadItem(
-            component=model.limit_degrowth_capacity,
-            table='limit_degrowth_capacity',
-            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
-            index_length=3,
-            validator_name='viable_rt',
-            validation_map=(0, 1),
-            is_period_filtered=False,
-            is_table_required=False,
-        ),
-        LoadItem(
-            component=model.limit_degrowth_new_capacity,
-            table='limit_degrowth_new_capacity',
-            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
-            index_length=3,
-            validator_name='viable_rt',
-            validation_map=(0, 1),
-            is_period_filtered=False,
-            is_table_required=False,
-        ),
-        LoadItem(
-            component=model.limit_degrowth_new_capacity_delta,
-            table='limit_degrowth_new_capacity_delta',
-            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
-            index_length=3,
-            validator_name='viable_rt',
-            validation_map=(0, 1),
-            is_period_filtered=False,
-            is_table_required=False,
-        ),
         LoadItem(
             component=model.limit_resource,
             table='limit_resource',
diff --git a/temoa/data_io/hybrid_loader.py b/temoa/data_io/hybrid_loader.py
index 1a70ccbaa..8bb73ba20 100644
--- a/temoa/data_io/hybrid_loader.py
+++ b/temoa/data_io/hybrid_loader.py
@@ -66,12 +66,6 @@
     'limit_capacity_share': 'region',
     'limit_new_capacity_share': 'region',
     'limit_resource': 'region',
-    'limit_growth_capacity': 'region',
-    'limit_degrowth_capacity': 'region',
-    'limit_growth_new_capacity': 'region',
-    'limit_degrowth_new_capacity': 'region',
-    'limit_growth_new_capacity_delta': 'region',
-    'limit_degrowth_new_capacity_delta': 'region',
 }
 
 
diff --git a/temoa/db_schema/temoa_schema_v4.sql b/temoa/db_schema/temoa_schema_v4.sql
index 77b146356..69eef34a5 100644
--- a/temoa/db_schema/temoa_schema_v4.sql
+++ b/temoa/db_schema/temoa_schema_v4.sql
@@ -389,78 +389,6 @@ CREATE TABLE IF NOT EXISTS operator
 REPLACE INTO operator VALUES('e','equal to');
 REPLACE INTO operator VALUES('le','less than or equal to');
 REPLACE INTO operator VALUES('ge','greater than or equal to');
-CREATE TABLE IF NOT EXISTS limit_growth_capacity
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE IF NOT EXISTS limit_degrowth_capacity
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE IF NOT EXISTS limit_growth_new_capacity
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE IF NOT EXISTS limit_degrowth_new_capacity
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE IF NOT EXISTS limit_growth_new_capacity_delta
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
-CREATE TABLE IF NOT EXISTS limit_degrowth_new_capacity_delta
-(
-    region TEXT,
-    tech_or_group   TEXT,
-    operator TEXT NOT NULL DEFAULT "le"
-    	REFERENCES operator (operator),
-    rate   REAL NOT NULL DEFAULT 0,
-    seed   REAL NOT NULL DEFAULT 0,
-    seed_units TEXT,
-    notes  TEXT,
-    PRIMARY KEY (region, tech_or_group, operator)
-);
 CREATE TABLE IF NOT EXISTS limit_storage_level_fraction
 (
     region   TEXT,
diff --git a/temoa/extensions/growth_rates/__init__.py b/temoa/extensions/growth_rates/__init__.py
new file mode 100644
index 000000000..7156dc7f8
--- /dev/null
+++ b/temoa/extensions/growth_rates/__init__.py
@@ -0,0 +1,3 @@
+from temoa.extensions.growth_rates.extension import GROWTH_RATES_EXTENSION
+
+__all__ = ['GROWTH_RATES_EXTENSION']
diff --git a/temoa/extensions/growth_rates/components/__init__.py b/temoa/extensions/growth_rates/components/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/temoa/extensions/growth_rates/components/growth_capacity.py b/temoa/extensions/growth_rates/components/growth_capacity.py
new file mode 100644
index 000000000..14a15ca64
--- /dev/null
+++ b/temoa/extensions/growth_rates/components/growth_capacity.py
@@ -0,0 +1,123 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from pyomo.environ import Constraint, quicksum, value
+
+import temoa.components.geography as geography
+import temoa.components.technology as technology
+from temoa.components.utils import Operator, get_adjusted_existing_capacity, operator_expression
+
+if TYPE_CHECKING:
+    from temoa.extensions.growth_rates.core.model import GrowthRatesModel
+    from temoa.types import ExprLike, Period, Region, Technology
+
+
+def limit_growth_capacity_indices(
+    model: GrowthRatesModel,
+) -> set[tuple[Region, Period, Technology, str]]:
+    return {
+        (r, p, t, op)
+        for r, t, op in model.limit_growth_capacity.sparse_keys()
+        for p in model.time_optimize
+    }
+
+
+def limit_degrowth_capacity_indices(
+    model: GrowthRatesModel,
+) -> set[tuple[Region, Period, Technology, str]]:
+    return {
+        (r, p, t, op)
+        for r, t, op in model.limit_degrowth_capacity.sparse_keys()
+        for p in model.time_optimize
+    }
+
+
+def limit_growth_capacity_constraint_rule(
+    model: GrowthRatesModel, r: Region, p: Period, t: Technology, op: str
+) -> ExprLike:
+    return limit_growth_capacity(model, r, p, t, op, False)
+
+
+def limit_degrowth_capacity_constraint_rule(
+    model: GrowthRatesModel, r: Region, p: Period, t: Technology, op: str
+) -> ExprLike:
+    return limit_growth_capacity(model, r, p, t, op, True)
+
+
+def limit_growth_capacity(
+    model: GrowthRatesModel,
+    r: Region,
+    p: Period,
+    t: Technology,
+    op: str,
+    degrowth: bool = False,
+) -> ExprLike:
+    r"""
+    Constrain the change of capacity available between periods.
+    Forces the model to ramp up and down the availability of new technologies
+    more smoothly. Has constant (seed, :math:`S_{r,t}`) and proportional
+    (rate, :math:`R_{r,t}`) terms. This can be defined for a technology group
+    instead of one technology, in which case, capacity available is summed over
+    all technologies in the group. In the first period, previous available
+    capacity :math:`\mathbf{CAPAVL}_{r,p,t}` is replaced by previous existing
+    capacity, if any can be found.
+
+    .. math::
+        :label: Limit (De)Growth Capacity
+
+            \begin{aligned}\text{Growth:}\\
+            &\mathbf{CAPAVL}_{r,p,t}
+            \quad \le, \ge, \text{or} = \quad
+            S_{r,t} + (1+R_{r,t}) \cdot \mathbf{CAPAVL}_{r,p_{prev},t}
+            \end{aligned}
+
+            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_growth\_capacity}}
+
+
+            \begin{aligned}\text{Degrowth:}\\
+            &\mathbf{CAPAVL}_{r,p_{prev},t}
+            \quad \le, \ge, \text{or} = \quad S_{r,t} + (1+R_{r,t}) \cdot \mathbf{CAPAVL}_{r,p,t}
+            \end{aligned}
+
+            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacity}}
+    """
+
+    regions = geography.gather_group_regions(model, r)
+    techs = technology.gather_group_techs(model, t)
+
+    growth = model.limit_degrowth_capacity if degrowth else model.limit_growth_capacity
+    rate = 1 + value(growth[r, t, op][0])
+    seed = value(growth[r, t, op][1])
+    cap_rpt = model.v_capacity_available_by_period_and_tech
+
+    cap_indices = {(_r, _p, _t) for _r, _p, _t in cap_rpt.keys() if _t in techs and _r in regions}
+    periods = sorted({_p for _r, _p, _t in cap_rpt})
+
+    if len(periods) == 0:
+        return Constraint.Skip
+
+    capacity = quicksum(cap_rpt[_r, _p, _t] for _r, _p, _t in cap_indices if _p == p)
+
+    if p == model.time_optimize.first():
+        p_prev = model.time_exist.last()
+        capacity_prev = sum(
+            get_adjusted_existing_capacity(model, _r, _t, _v)
+            * value(model.process_life_frac[_r, p_prev, _t, _v])
+            for _r, _t, _v in model.existing_capacity.sparse_keys()
+            if _r in regions
+            and _t in techs
+            and _v + value(model.lifetime_process[_r, _t, _v]) > p_prev
+        )
+    else:
+        p_prev = model.time_optimize.prev(p)
+        capacity_prev = quicksum(cap_rpt[_r, _p, _t] for _r, _p, _t in cap_indices if _p == p_prev)
+
+    if degrowth:
+        expr = operator_expression(capacity_prev, Operator(op), seed + capacity * rate)
+    else:
+        expr = operator_expression(capacity, Operator(op), seed + capacity_prev * rate)
+
+    if isinstance(expr, bool):
+        return Constraint.Skip
+    return expr
diff --git a/temoa/extensions/growth_rates/components/growth_new_capacity.py b/temoa/extensions/growth_rates/components/growth_new_capacity.py
new file mode 100644
index 000000000..e0115be0b
--- /dev/null
+++ b/temoa/extensions/growth_rates/components/growth_new_capacity.py
@@ -0,0 +1,121 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from pyomo.environ import Constraint, quicksum, value
+
+import temoa.components.geography as geography
+import temoa.components.technology as technology
+from temoa.components.utils import Operator, operator_expression
+
+if TYPE_CHECKING:
+    from temoa.extensions.growth_rates.core.model import GrowthRatesModel
+    from temoa.types import ExprLike, Period, Region, Technology
+
+
+def limit_growth_new_capacity_indices(
+    model: GrowthRatesModel,
+) -> set[tuple[Region, Period, Technology, str]]:
+    return {
+        (r, p, t, op)
+        for r, t, op in model.limit_growth_new_capacity.sparse_keys()
+        for p in model.time_optimize
+    }
+
+
+def limit_degrowth_new_capacity_indices(
+    model: GrowthRatesModel,
+) -> set[tuple[Region, Period, Technology, str]]:
+    return {
+        (r, p, t, op)
+        for r, t, op in model.limit_degrowth_new_capacity.sparse_keys()
+        for p in model.time_optimize
+    }
+
+
+def limit_growth_new_capacity_constraint_rule(
+    model: GrowthRatesModel, r: Region, p: Period, t: Technology, op: str
+) -> ExprLike:
+    return limit_growth_new_capacity(model, r, p, t, op, False)
+
+
+def limit_degrowth_new_capacity_constraint_rule(
+    model: GrowthRatesModel, r: Region, p: Period, t: Technology, op: str
+) -> ExprLike:
+    return limit_growth_new_capacity(model, r, p, t, op, True)
+
+
+def limit_growth_new_capacity(
+    model: GrowthRatesModel,
+    r: Region,
+    p: Period,
+    t: Technology,
+    op: str,
+    degrowth: bool = False,
+) -> ExprLike:
+    r"""
+    Constrain the change of new capacity deployed between periods.
+    Forces the model to ramp up and down the deployment of new technologies
+    more smoothly. Has constant (seed, :math:`S_{r,t}`) and proportional
+    (rate, :math:`R_{r,t}`) terms. This can be defined for a technology group
+    instead of one technology, in which case, new capacity is summed over
+    all technologies in the group. In the first period, previous new capacity
+    :math:`\mathbf{NCAP}_{r,t,v_prev}` is replaced by previous existing capacity,
+    if any can be found.
+
+    .. math::
+        :label: Limit (De)Growth New Capacity
+
+            \begin{aligned}\text{Growth:}\\
+            &\mathbf{NCAP}_{r,t,v}
+            \quad \le, \ge, \text{or} = \quad
+            S_{r,t} + (1+R_{r,t}) \cdot \mathbf{NCAP}_{r,t,v_{prev}}
+            \text{ where } v=p
+            \end{aligned}
+
+            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_growth\_capacity}}
+
+            \begin{aligned}\text{Degrowth:}\\
+            &\mathbf{NCAP}_{r,t,v_{prev}}
+            \quad \le, \ge, \text{or} = \quad S_{r,t} + (1+R_{r,t}) \cdot \mathbf{NCAP}_{r,t,v}
+            \text{ where } v=p
+            \end{aligned}
+
+            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacity}}
+    """
+
+    regions = geography.gather_group_regions(model, r)
+    techs = technology.gather_group_techs(model, t)
+
+    growth = model.limit_degrowth_new_capacity if degrowth else model.limit_growth_new_capacity
+    rate = 1 + value(growth[r, t, op][0])
+    seed = value(growth[r, t, op][1])
+    new_cap_rtv = model.v_new_capacity
+
+    cap_rtv = {(_r, _t, _v) for _r, _t, _v in new_cap_rtv.keys() if _t in techs and _r in regions}
+    periods = sorted({_v for _r, _t, _v in cap_rtv})
+
+    if len(periods) == 0:
+        return Constraint.Skip
+
+    new_cap = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p)
+
+    if p == model.time_optimize.first():
+        p_prev = model.time_exist.last()
+        new_cap_prev = sum(
+            value(model.existing_capacity[_r, _t, _v])
+            for _r, _t, _v in model.existing_capacity.sparse_keys()
+            if _r in regions and _t in techs and _v == p_prev
+        )
+    else:
+        p_prev = model.time_optimize.prev(p)
+        new_cap_prev = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev)
+
+    if degrowth:
+        expr = operator_expression(new_cap_prev, Operator(op), seed + new_cap * rate)
+    else:
+        expr = operator_expression(new_cap, Operator(op), seed + new_cap_prev * rate)
+
+    if isinstance(expr, bool):
+        return Constraint.Skip
+    return expr
diff --git a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
new file mode 100644
index 000000000..c06b12901
--- /dev/null
+++ b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
@@ -0,0 +1,148 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from pyomo.environ import Constraint, value
+
+import temoa.components.geography as geography
+import temoa.components.technology as technology
+from temoa.components.utils import Operator, operator_expression
+
+if TYPE_CHECKING:
+    from temoa.extensions.growth_rates.core.model import GrowthRatesModel
+    from temoa.types import ExprLike, Period, Region, Technology
+
+
+def limit_growth_new_capacity_delta_indices(
+    model: GrowthRatesModel,
+) -> set[tuple[Region, Period, Technology, str]]:
+    return {
+        (r, p, t, op)
+        for r, t, op in model.limit_growth_new_capacity_delta.sparse_keys()
+        for p in model.time_optimize
+    }
+
+
+def limit_degrowth_new_capacity_delta_indices(
+    model: GrowthRatesModel,
+) -> set[tuple[Region, Period, Technology, str]]:
+    return {
+        (r, p, t, op)
+        for r, t, op in model.limit_degrowth_new_capacity_delta.sparse_keys()
+        for p in model.time_optimize
+    }
+
+
+def limit_growth_new_capacity_delta_constraint_rule(
+    model: GrowthRatesModel, r: Region, p: Period, t: Technology, op: str
+) -> ExprLike:
+    return limit_growth_new_capacity_delta(model, r, p, t, op, False)
+
+
+def limit_degrowth_new_capacity_delta_constraint_rule(
+    model: GrowthRatesModel, r: Region, p: Period, t: Technology, op: str
+) -> ExprLike:
+    return limit_growth_new_capacity_delta(model, r, p, t, op, True)
+
+
+def limit_growth_new_capacity_delta(
+    model: GrowthRatesModel,
+    r: Region,
+    p: Period,
+    t: Technology,
+    op: str,
+    degrowth: bool = False,
+) -> ExprLike:
+    r"""
+    Constrain the acceleration of new capacity deployed between periods.
+    Forces the model to ramp up and down the change in deployment of new technologies
+    more smoothly. Has constant (seed, :math:`S_{r,t}`) and proportional
+    (rate, :math:`R_{r,t}`) terms. It is recommended to leave the rate term empty
+    as it would prevent the possibility of inflection in the rate of deployment.
+    This constraint can be defined for a technology group instead of one technology,
+    in which case, new capacity is summed over all technologies in the group. In the
+    first period, previous new capacities are replaced by previous existing capacities,
+    if any can be found.
+
+    .. math::
+        :label: Limit (De)Growth New Capacity Delta
+
+            \begin{aligned}\text{Growth:}\\
+            &\mathbf{NCAP}_{r,t,v_i} - \mathbf{NCAP}_{r,t,v_{i-1}}
+            \quad \le, \ge, \text{or} = \quad S_{r,t} + (1+R_{r,t}) \cdot
+            (\mathbf{NCAP}_{r,t,v_{i-1}} - \mathbf{NCAP}_{r,t,v_{i-2}})
+            \end{aligned}
+
+            \text{ where } v_i=p
+
+            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_growth\_capacityDelta}}
+
+            \begin{aligned}\text{Degrowth:}\\
+            &\mathbf{NCAP}_{r,t,v_{i-1}} - \mathbf{NCAP}_{r,t,v_{i-2}}
+            \quad \le, \ge, \text{or} = \quad
+            S_{r,t} + (1+R_{r,t}) \cdot (\mathbf{NCAP}_{r,t,v_i} - \mathbf{NCAP}_{r,t,v_{i-1}})
+            \end{aligned}
+
+            \text{ where } v_i=p
+
+            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacityDelta}}
+    """
+
+    regions = geography.gather_group_regions(model, r)
+    techs = technology.gather_group_techs(model, t)
+
+    growth = (
+        model.limit_degrowth_new_capacity_delta
+        if degrowth
+        else model.limit_growth_new_capacity_delta
+    )
+    rate = 1 + value(growth[r, t, op][0])
+    seed = value(growth[r, t, op][1])
+    new_cap_rtv = model.v_new_capacity
+
+    cap_rtv = {(_r, _t, _v) for _r, _t, _v in new_cap_rtv.keys() if _t in techs and _r in regions}
+    periods = sorted({_v for _r, _t, _v in cap_rtv})
+
+    if len(periods) == 0:
+        return Constraint.Skip
+
+    new_cap = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p)
+
+    if p == model.time_optimize.first():
+        p_prev = model.time_exist.last()
+        new_cap_prev = sum(
+            value(model.existing_capacity[_r, _t, _v])
+            for _r, _t, _v in model.existing_capacity.sparse_keys()
+            if _r in regions and _t in techs and _v == p_prev
+        )
+        p_prev2 = model.time_exist.prev(p_prev)
+        new_cap_prev2 = sum(
+            value(model.existing_capacity[_r, _t, _v])
+            for _r, _t, _v in model.existing_capacity.sparse_keys()
+            if _r in regions and _t in techs and _v == p_prev2
+        )
+    else:
+        p_prev = model.time_optimize.prev(p)
+        new_cap_prev = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev)
+        if p == model.time_optimize.at(2):
+            p_prev2 = model.time_exist.last()
+            new_cap_prev2 = sum(
+                value(model.existing_capacity[_r, _t, _v])
+                for _r, _t, _v in model.existing_capacity.sparse_keys()
+                if _r in regions and _t in techs and _v == p_prev2
+            )
+        else:
+            p_prev2 = model.time_optimize.prev(p_prev)
+            new_cap_prev2 = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev2)
+
+    nc_delta_prev = new_cap_prev - new_cap_prev2
+    nc_delta = new_cap - new_cap_prev
+
+    if degrowth:
+        expr = operator_expression(nc_delta_prev, Operator(op), seed + nc_delta * rate)
+    else:
+        expr = operator_expression(nc_delta, Operator(op), seed + nc_delta_prev * rate)
+
+    if isinstance(expr, bool):
+        return Constraint.Skip
+    return expr
diff --git a/temoa/extensions/growth_rates/core/__init__.py b/temoa/extensions/growth_rates/core/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/temoa/extensions/growth_rates/core/model.py b/temoa/extensions/growth_rates/core/model.py
new file mode 100644
index 000000000..30d846d9f
--- /dev/null
+++ b/temoa/extensions/growth_rates/core/model.py
@@ -0,0 +1,115 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, cast
+
+from pyomo.environ import Any, Constraint, Param, Set
+
+from temoa.extensions.growth_rates.components import (
+    growth_capacity,
+    growth_new_capacity,
+    growth_new_capacity_delta,
+)
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+
+    class GrowthRatesModel(TemoaModel):
+        """TemoaModel extended with growth-rates components.
+
+        This subtype exists only for static type checking. At runtime the
+        growth-rates components are attached to the core ``TemoaModel``
+        instance by :func:`register_model_components`.
+        """
+
+        # Params
+        limit_growth_capacity: Param
+        limit_degrowth_capacity: Param
+        limit_growth_new_capacity: Param
+        limit_degrowth_new_capacity: Param
+        limit_growth_new_capacity_delta: Param
+        limit_degrowth_new_capacity_delta: Param
+
+        # Constraint index sets
+        limit_growth_capacity_constraint_rpt: Set
+        limit_degrowth_capacity_constraint_rpt: Set
+        limit_growth_new_capacity_constraint_rpt: Set
+        limit_degrowth_new_capacity_constraint_rpt: Set
+        limit_growth_new_capacity_delta_constraint_rpt: Set
+        limit_degrowth_new_capacity_delta_constraint_rpt: Set
+
+        # Constraints
+        limit_growth_capacity_constraint: Constraint
+        limit_degrowth_capacity_constraint: Constraint
+        limit_growth_new_capacity_constraint: Constraint
+        limit_degrowth_new_capacity_constraint: Constraint
+        limit_growth_new_capacity_delta_constraint: Constraint
+        limit_degrowth_new_capacity_delta_constraint: Constraint
+
+
+def register_model_components(model: TemoaModel) -> None:
+    """Register growth rates model components on the core Temoa model."""
+    m = cast('GrowthRatesModel', model)
+
+    m.limit_growth_capacity = Param(
+        m.regional_global_indices, m.tech_or_group, m.operator, within=Any
+    )
+    m.limit_degrowth_capacity = Param(
+        m.regional_global_indices, m.tech_or_group, m.operator, within=Any
+    )
+    m.limit_growth_new_capacity = Param(
+        m.regional_global_indices, m.tech_or_group, m.operator, within=Any
+    )
+    m.limit_degrowth_new_capacity = Param(
+        m.regional_global_indices, m.tech_or_group, m.operator, within=Any
+    )
+    m.limit_growth_new_capacity_delta = Param(
+        m.regional_global_indices, m.tech_or_group, m.operator, within=Any
+    )
+    m.limit_degrowth_new_capacity_delta = Param(
+        m.regional_global_indices, m.tech_or_group, m.operator, within=Any
+    )
+
+    m.limit_growth_capacity_constraint_rpt = Set(
+        dimen=4, initialize=growth_capacity.limit_growth_capacity_indices
+    )
+    m.limit_growth_capacity_constraint = Constraint(
+        m.limit_growth_capacity_constraint_rpt,
+        rule=growth_capacity.limit_growth_capacity_constraint_rule,
+    )
+    m.limit_degrowth_capacity_constraint_rpt = Set(
+        dimen=4, initialize=growth_capacity.limit_degrowth_capacity_indices
+    )
+    m.limit_degrowth_capacity_constraint = Constraint(
+        m.limit_degrowth_capacity_constraint_rpt,
+        rule=growth_capacity.limit_degrowth_capacity_constraint_rule,
+    )
+
+    m.limit_growth_new_capacity_constraint_rpt = Set(
+        dimen=4, initialize=growth_new_capacity.limit_growth_new_capacity_indices
+    )
+    m.limit_growth_new_capacity_constraint = Constraint(
+        m.limit_growth_new_capacity_constraint_rpt,
+        rule=growth_new_capacity.limit_growth_new_capacity_constraint_rule,
+    )
+    m.limit_degrowth_new_capacity_constraint_rpt = Set(
+        dimen=4, initialize=growth_new_capacity.limit_degrowth_new_capacity_indices
+    )
+    m.limit_degrowth_new_capacity_constraint = Constraint(
+        m.limit_degrowth_new_capacity_constraint_rpt,
+        rule=growth_new_capacity.limit_degrowth_new_capacity_constraint_rule,
+    )
+
+    m.limit_growth_new_capacity_delta_constraint_rpt = Set(
+        dimen=4, initialize=growth_new_capacity_delta.limit_growth_new_capacity_delta_indices
+    )
+    m.limit_growth_new_capacity_delta_constraint = Constraint(
+        m.limit_growth_new_capacity_delta_constraint_rpt,
+        rule=growth_new_capacity_delta.limit_growth_new_capacity_delta_constraint_rule,
+    )
+    m.limit_degrowth_new_capacity_delta_constraint_rpt = Set(
+        dimen=4, initialize=growth_new_capacity_delta.limit_degrowth_new_capacity_delta_indices
+    )
+    m.limit_degrowth_new_capacity_delta_constraint = Constraint(
+        m.limit_degrowth_new_capacity_delta_constraint_rpt,
+        rule=growth_new_capacity_delta.limit_degrowth_new_capacity_delta_constraint_rule,
+    )
diff --git a/temoa/extensions/growth_rates/data_manifest.py b/temoa/extensions/growth_rates/data_manifest.py
new file mode 100644
index 000000000..d81b1d355
--- /dev/null
+++ b/temoa/extensions/growth_rates/data_manifest.py
@@ -0,0 +1,76 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, cast
+
+from temoa.data_io.loader_manifest import LoadItem
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+    from temoa.extensions.growth_rates.core.model import GrowthRatesModel
+
+
+def build_manifest_items(model: TemoaModel) -> list[LoadItem]:
+    """Return LoadItems for growth/degrowth constraints."""
+    m = cast('GrowthRatesModel', model)
+    return [
+        LoadItem(
+            component=m.limit_growth_capacity,
+            table='limit_growth_capacity',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+        LoadItem(
+            component=m.limit_growth_new_capacity,
+            table='limit_growth_new_capacity',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+        LoadItem(
+            component=m.limit_growth_new_capacity_delta,
+            table='limit_growth_new_capacity_delta',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+        LoadItem(
+            component=m.limit_degrowth_capacity,
+            table='limit_degrowth_capacity',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+        LoadItem(
+            component=m.limit_degrowth_new_capacity,
+            table='limit_degrowth_new_capacity',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+        LoadItem(
+            component=m.limit_degrowth_new_capacity_delta,
+            table='limit_degrowth_new_capacity_delta',
+            columns=['region', 'tech_or_group', 'operator', 'rate', 'seed'],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_period_filtered=False,
+            is_table_required=False,
+        ),
+    ]
diff --git a/temoa/extensions/growth_rates/extension.py b/temoa/extensions/growth_rates/extension.py
new file mode 100644
index 000000000..5c148b612
--- /dev/null
+++ b/temoa/extensions/growth_rates/extension.py
@@ -0,0 +1,32 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+from temoa.extensions.framework import ExtensionSpec
+from temoa.extensions.growth_rates.core.model import register_model_components
+from temoa.extensions.growth_rates.data_manifest import build_manifest_items
+
+
+GROWTH_RATES_EXTENSION = ExtensionSpec(
+    extension_id='growth_rates',
+    owned_tables=(
+        'limit_growth_capacity',
+        'limit_degrowth_capacity',
+        'limit_growth_new_capacity',
+        'limit_degrowth_new_capacity',
+        'limit_growth_new_capacity_delta',
+        'limit_degrowth_new_capacity_delta',
+    ),
+    regional_group_tables={
+        'limit_growth_capacity': 'region',
+        'limit_degrowth_capacity': 'region',
+        'limit_growth_new_capacity': 'region',
+        'limit_degrowth_new_capacity': 'region',
+        'limit_growth_new_capacity_delta': 'region',
+        'limit_degrowth_new_capacity_delta': 'region',
+    },
+    register_model_components=register_model_components,
+    build_manifest_items=build_manifest_items,
+    schema_sql_path=str(Path(__file__).parents[0] / 'tables.sql'),
+    fail_if_tables_populated_when_disabled=True,
+)
diff --git a/temoa/extensions/growth_rates/tables.sql b/temoa/extensions/growth_rates/tables.sql
new file mode 100644
index 000000000..e2fece833
--- /dev/null
+++ b/temoa/extensions/growth_rates/tables.sql
@@ -0,0 +1,72 @@
+CREATE TABLE IF NOT EXISTS limit_growth_capacity
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE IF NOT EXISTS limit_degrowth_capacity
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE IF NOT EXISTS limit_growth_new_capacity
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE IF NOT EXISTS limit_degrowth_new_capacity
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE IF NOT EXISTS limit_growth_new_capacity_delta
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
+CREATE TABLE IF NOT EXISTS limit_degrowth_new_capacity_delta
+(
+    region TEXT,
+    tech_or_group   TEXT,
+    operator TEXT NOT NULL DEFAULT "le"
+    	REFERENCES operator (operator),
+    rate   REAL NOT NULL DEFAULT 0,
+    seed   REAL NOT NULL DEFAULT 0,
+    seed_units TEXT,
+    notes  TEXT,
+    PRIMARY KEY (region, tech_or_group, operator)
+);
diff --git a/tests/testing_configs/config_myopic_capacities.toml b/tests/testing_configs/config_myopic_capacities.toml
index 3ab763c44..db2d11539 100644
--- a/tests/testing_configs/config_myopic_capacities.toml
+++ b/tests/testing_configs/config_myopic_capacities.toml
@@ -1,5 +1,6 @@
 scenario = "test myopic capacities"
 scenario_mode = "myopic"
+extensions= ["growth_rates"]
 input_database = "tests/testing_outputs/myopic_capacities.sqlite"
 output_database = "tests/testing_outputs/myopic_capacities.sqlite"
 neos = false
diff --git a/tests/testing_data/mediumville_sets.json b/tests/testing_data/mediumville_sets.json
index c86baf5cc..acc5b16ea 100644
--- a/tests/testing_data/mediumville_sets.json
+++ b/tests/testing_data/mediumville_sets.json
@@ -39,13 +39,7 @@
   "limit_annual_capacity_factor_constraint_rtvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_capacity_constraint_rpt": "118826dabd14af75ae09adbd5bdbba750528b3d59907cbfba3690223ffc7def7",
   "limit_capacity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_degrowth_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_degrowth_new_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_degrowth_new_capacity_delta_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_emission_constraint_rpe": "9bf30514ecc261370f67cd0c2e18194f45ff14c15764d274cc342a5a27eaf2a0",
-  "limit_growth_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_growth_new_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_growth_new_capacity_delta_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_new_capacity_constraint_rtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_new_capacity_share_constraint_rggv": "296e4148565f752973655692bae04ebf50877bd13fe9cec8f9563f347a61d885",
   "limit_resource_constraint_rt": "b9b44ae8bc9642da0a81202877bd69f0b35ce193e31590dd3325ac0828edb5cf",
diff --git a/tests/testing_data/test_system_sets.json b/tests/testing_data/test_system_sets.json
index 6d73af97a..f5a33a549 100644
--- a/tests/testing_data/test_system_sets.json
+++ b/tests/testing_data/test_system_sets.json
@@ -39,13 +39,7 @@
   "limit_annual_capacity_factor_constraint_rtvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_capacity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_degrowth_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_degrowth_new_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_degrowth_new_capacity_delta_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_emission_constraint_rpe": "6f11e4ee041970584903d5afba7ee1147824b233260422564fdf0c701e9fabde",
-  "limit_growth_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_growth_new_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_growth_new_capacity_delta_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_new_capacity_constraint_rtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_new_capacity_share_constraint_rggv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_resource_constraint_rt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
diff --git a/tests/testing_data/utopia_sets.json b/tests/testing_data/utopia_sets.json
index 53d8b2a8d..6d9adc1a5 100644
--- a/tests/testing_data/utopia_sets.json
+++ b/tests/testing_data/utopia_sets.json
@@ -39,13 +39,7 @@
   "limit_annual_capacity_factor_constraint_rtvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_capacity_constraint_rpt": "5a43de033187da68c612c5bcef6a76edb6ab9806464b6d865e46d289ccbbd815",
   "limit_capacity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_degrowth_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_degrowth_new_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_degrowth_new_capacity_delta_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_emission_constraint_rpe": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_growth_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_growth_new_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_growth_new_capacity_delta_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_new_capacity_constraint_rtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_new_capacity_share_constraint_rggv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "limit_resource_constraint_rt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",

From 1fbc8c85c98c7f7d0fd7eeaaf786a6ec120db559 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Mon, 6 Jul 2026 13:52:29 -0400
Subject: [PATCH 13/56] Fix bugs for Bugs

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/cli.py                                  |  9 ++--
 temoa/components/limits.py                    |  6 +--
 temoa/components/utils.py                     | 10 ++--
 temoa/data_io/hybrid_loader.py                |  2 +-
 temoa/data_io/loader_manifest.py              |  2 +
 .../components/growth_capacity.py             | 21 ++++----
 .../components/growth_new_capacity.py         | 17 ++++---
 .../components/growth_new_capacity_delta.py   | 48 +++++++++++--------
 .../stochastics/scenario_creator.py           |  5 +-
 9 files changed, 71 insertions(+), 49 deletions(-)

diff --git a/temoa/cli.py b/temoa/cli.py
index cbcc234c1..9feee14d4 100644
--- a/temoa/cli.py
+++ b/temoa/cli.py
@@ -564,6 +564,7 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
         target_config: Path where configuration file should be copied
         target_database: Path where database file should be created
     """
+    import contextlib
     import sqlite3
 
     try:
@@ -587,7 +588,7 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
         schema_content = schema_resource.read_text(encoding='utf-8')
         sql_content = sql_resource.read_text(encoding='utf-8')
 
-        with sqlite3.connect(target_database) as conn:
+        with contextlib.closing(sqlite3.connect(target_database)) as conn:
             conn.executescript(schema_content)
             conn.execute('PRAGMA foreign_keys = OFF;')
             conn.executescript(sql_content)
@@ -597,6 +598,7 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
                 raise sqlite3.IntegrityError(
                     f'Foreign key check failed after tutorial data load: {fk_violations[:5]}'
                 )
+            conn.commit()
 
         # Copy Monte Carlo settings
         with mc_settings_resource.open('rb') as source:
@@ -640,7 +642,7 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
         # Generate database from canonical schema and tutorial data source
         sql_content = fallback_sql.read_text(encoding='utf-8')
 
-        with sqlite3.connect(target_database) as conn:
+        with contextlib.closing(sqlite3.connect(target_database)) as conn:
             conn.executescript(fallback_schema.read_text(encoding='utf-8'))
             conn.execute('PRAGMA foreign_keys = OFF;')
             conn.executescript(sql_content)
@@ -649,7 +651,8 @@ def _copy_tutorial_resources(target_config: Path, target_database: Path) -> None
             if fk_violations:
                 raise sqlite3.IntegrityError(
                     f'Foreign key check failed after tutorial data load: {fk_violations[:5]}'
-                ) from e
+                ) from None
+            conn.commit()
 
         # Copy mc_settings from fallback
         shutil.copy2(fallback_mc, target_config.parent / 'mc_settings.csv')
diff --git a/temoa/components/limits.py b/temoa/components/limits.py
index 0145073ea..702adb171 100644
--- a/temoa/components/limits.py
+++ b/temoa/components/limits.py
@@ -444,10 +444,8 @@ def limit_annual_capacity_factor_constraint(
     regions = geography.gather_group_regions(model, r)
     techs = technology.gather_group_techs(model, t)
 
-    if TYPE_CHECKING:
-        activity_rptvo = cast('Expression', 0)
-    else:
-        activity_rptvo = 0
+    activity_rptvo = 0
+
     for _t in techs:
         if _t not in model.tech_annual:
             activity_rptvo += quicksum(
diff --git a/temoa/components/utils.py b/temoa/components/utils.py
index daa2b421b..7a8c91fae 100644
--- a/temoa/components/utils.py
+++ b/temoa/components/utils.py
@@ -12,10 +12,10 @@
 from logging import getLogger
 from typing import TYPE_CHECKING
 
-from pyomo.environ import value
+from pyomo.environ import Expression, value
 
 if TYPE_CHECKING:
-    from pyomo.core import Expression
+    from pyomo.core.expr.numeric_expr import NumericValue
 
     from temoa.core.model import TemoaModel
     from temoa.types import (
@@ -39,7 +39,11 @@ class Operator(StrEnum):
     GREATER_EQUAL = 'ge'
 
 
-def operator_expression(lhs: Expression, operator: Operator, rhs: Expression) -> ExprLike:
+def operator_expression(
+    lhs: Expression | NumericValue | float,
+    operator: Operator,
+    rhs: Expression | NumericValue | float,
+) -> ExprLike:
     match operator:
         case Operator.EQUAL:
             return lhs == rhs
diff --git a/temoa/data_io/hybrid_loader.py b/temoa/data_io/hybrid_loader.py
index 8bb73ba20..6dad50308 100644
--- a/temoa/data_io/hybrid_loader.py
+++ b/temoa/data_io/hybrid_loader.py
@@ -246,7 +246,7 @@ def create_data_dict(self, myopic_index: MyopicIndex | None = None) -> dict[str,
         for item in self.manifest:
             # 1. Fetch data from the database
             raw_data = self._fetch_data(cur, item, myopic_index)
-            if item.index_length:
+            if item.index_length and len(item.columns) - item.index_length > 1:
                 raw_data = [
                     (*row[0 : item.index_length], row[item.index_length :]) for row in raw_data
                 ]
diff --git a/temoa/data_io/loader_manifest.py b/temoa/data_io/loader_manifest.py
index 5723d9e96..886aaa4e1 100644
--- a/temoa/data_io/loader_manifest.py
+++ b/temoa/data_io/loader_manifest.py
@@ -32,6 +32,8 @@ class LoadItem:
         table: The name of the source table in the SQLite database.
         columns: A list of column names to select from the table. The last
             column is assumed to be the value for a `Param`.
+        index_length: Optional. The number of columns that form the index for
+            a `Param`, for tables with multiple value columns.
         validator_name: Optional. The name of a `ViableSet` attribute on the
             `HybridLoader` instance, used for source-trace filtering.
         validation_map: A tuple indicating which column indices in the data
diff --git a/temoa/extensions/growth_rates/components/growth_capacity.py b/temoa/extensions/growth_rates/components/growth_capacity.py
index 14a15ca64..a091e2604 100644
--- a/temoa/extensions/growth_rates/components/growth_capacity.py
+++ b/temoa/extensions/growth_rates/components/growth_capacity.py
@@ -99,16 +99,19 @@ def limit_growth_capacity(
 
     capacity = quicksum(cap_rpt[_r, _p, _t] for _r, _p, _t in cap_indices if _p == p)
 
+    capacity_prev = 0.0
+
     if p == model.time_optimize.first():
-        p_prev = model.time_exist.last()
-        capacity_prev = sum(
-            get_adjusted_existing_capacity(model, _r, _t, _v)
-            * value(model.process_life_frac[_r, p_prev, _t, _v])
-            for _r, _t, _v in model.existing_capacity.sparse_keys()
-            if _r in regions
-            and _t in techs
-            and _v + value(model.lifetime_process[_r, _t, _v]) > p_prev
-        )
+        if model.time_exist:
+            p_prev = model.time_exist.last()
+            capacity_prev = quicksum(
+                get_adjusted_existing_capacity(model, _r, _t, _v)
+                * value(model.process_life_frac[_r, p_prev, _t, _v])
+                for _r, _t, _v in model.existing_capacity.sparse_keys()
+                if _r in regions
+                and _t in techs
+                and _v + value(model.lifetime_process[_r, _t, _v]) > p_prev
+            )
     else:
         p_prev = model.time_optimize.prev(p)
         capacity_prev = quicksum(cap_rpt[_r, _p, _t] for _r, _p, _t in cap_indices if _p == p_prev)
diff --git a/temoa/extensions/growth_rates/components/growth_new_capacity.py b/temoa/extensions/growth_rates/components/growth_new_capacity.py
index e0115be0b..51c279fd4 100644
--- a/temoa/extensions/growth_rates/components/growth_new_capacity.py
+++ b/temoa/extensions/growth_rates/components/growth_new_capacity.py
@@ -100,16 +100,19 @@ def limit_growth_new_capacity(
 
     new_cap = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p)
 
+    new_cap_prev = 0.0
+
     if p == model.time_optimize.first():
-        p_prev = model.time_exist.last()
-        new_cap_prev = sum(
-            value(model.existing_capacity[_r, _t, _v])
-            for _r, _t, _v in model.existing_capacity.sparse_keys()
-            if _r in regions and _t in techs and _v == p_prev
-        )
+        if model.time_exist:
+            p_prev = model.time_exist.last()
+            new_cap_prev = quicksum(
+                value(model.existing_capacity[_r, _t, _v])
+                for _r, _t, _v in model.existing_capacity.sparse_keys()
+                if _r in regions and _t in techs and _v == p_prev
+            )
     else:
         p_prev = model.time_optimize.prev(p)
-        new_cap_prev = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev)
+        new_cap_prev = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev)
 
     if degrowth:
         expr = operator_expression(new_cap_prev, Operator(op), seed + new_cap * rate)
diff --git a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
index c06b12901..d813d54c6 100644
--- a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
+++ b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
@@ -2,7 +2,7 @@
 
 from typing import TYPE_CHECKING
 
-from pyomo.environ import Constraint, value
+from pyomo.environ import Constraint, quicksum, value
 
 import temoa.components.geography as geography
 import temoa.components.technology as technology
@@ -106,34 +106,40 @@ def limit_growth_new_capacity_delta(
     if len(periods) == 0:
         return Constraint.Skip
 
-    new_cap = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p)
+    new_cap = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p)
+
+    new_cap_prev = 0.0
+    new_cap_prev2 = 0.0
 
     if p == model.time_optimize.first():
-        p_prev = model.time_exist.last()
-        new_cap_prev = sum(
-            value(model.existing_capacity[_r, _t, _v])
-            for _r, _t, _v in model.existing_capacity.sparse_keys()
-            if _r in regions and _t in techs and _v == p_prev
-        )
-        p_prev2 = model.time_exist.prev(p_prev)
-        new_cap_prev2 = sum(
-            value(model.existing_capacity[_r, _t, _v])
-            for _r, _t, _v in model.existing_capacity.sparse_keys()
-            if _r in regions and _t in techs and _v == p_prev2
-        )
-    else:
-        p_prev = model.time_optimize.prev(p)
-        new_cap_prev = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev)
-        if p == model.time_optimize.at(2):
-            p_prev2 = model.time_exist.last()
-            new_cap_prev2 = sum(
+        if model.time_exist:
+            p_prev = model.time_exist.last()
+            new_cap_prev = quicksum(
+                value(model.existing_capacity[_r, _t, _v])
+                for _r, _t, _v in model.existing_capacity.sparse_keys()
+                if _r in regions and _t in techs and _v == p_prev
+            )
+        if len(model.time_exist) >= 2:
+            p_prev2 = model.time_exist.prev(p_prev)
+            new_cap_prev2 = quicksum(
                 value(model.existing_capacity[_r, _t, _v])
                 for _r, _t, _v in model.existing_capacity.sparse_keys()
                 if _r in regions and _t in techs and _v == p_prev2
             )
+    else:
+        p_prev = model.time_optimize.prev(p)
+        new_cap_prev = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev)
+        if p == model.time_optimize.at(2):
+            if model.time_exist:
+                p_prev2 = model.time_exist.last()
+                new_cap_prev2 = quicksum(
+                    value(model.existing_capacity[_r, _t, _v])
+                    for _r, _t, _v in model.existing_capacity.sparse_keys()
+                    if _r in regions and _t in techs and _v == p_prev2
+                )
         else:
             p_prev2 = model.time_optimize.prev(p_prev)
-            new_cap_prev2 = sum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev2)
+            new_cap_prev2 = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev2)
 
     nc_delta_prev = new_cap_prev - new_cap_prev2
     nc_delta = new_cap - new_cap_prev
diff --git a/temoa/extensions/stochastics/scenario_creator.py b/temoa/extensions/stochastics/scenario_creator.py
index 3dc0b6591..a1ffcccc3 100644
--- a/temoa/extensions/stochastics/scenario_creator.py
+++ b/temoa/extensions/stochastics/scenario_creator.py
@@ -45,7 +45,10 @@ def scenario_creator(scenario_name: str, **kwargs: Any) -> Any:
             table_index_map: dict[str, list[str]] = {}
             for item in cast('Iterable[LoadItem]', hybrid_loader.manifest):
                 if item.table not in table_index_map and item.columns:
-                    table_index_map[item.table] = list(item.columns[:-1])
+                    if item.index_length:
+                        table_index_map[item.table] = list(item.columns[:item.index_length])
+                    else:
+                        table_index_map[item.table] = list(item.columns[:-1])
     except Exception as e:
         logger.exception('Failed to connect to database %s', temoa_config.input_database)
         raise RuntimeError(f'Failed to connect to database {temoa_config.input_database}') from e

From 71a970c66fdd027e634cdf6c1f0734d85710a4e0 Mon Sep 17 00:00:00 2001
From: Cameron Wade <cameron@sutubra.ca>
Date: Tue, 14 Jul 2026 10:37:00 -0300
Subject: [PATCH 14/56] Route v3 split-table rows to the annual v4 tables for
 annual techs

The v3->v4 migrator routed TechInputSplit and TechOutputSplit rows to the
seasonal v4 tables (limit_tech_input_split / limit_tech_output_split)
unconditionally. Temoa's seasonal split constraints only apply to
non-annual techs, so every annual tech's split constraint silently
disappeared from migrated models: the rows exist in the DB but no
constraint is built from them.

Fix: partition split rows by the tech's Technology.annual flag (with a
tech_annual table fallback for older v3 databases) and route annual
techs' rows to limit_tech_input_split_annual / limit_tech_output_split_annual.
The seasonal and annual targets are column-identical, so the existing row
transformation applies to both.

Found migrating the Open Energy Outlook 9-region US database: 13,313 of
15,369 TechInputSplit rows belonged to annual techs (transport fuel
blends, industrial fuel mixes) and were dropped from the model, letting
e.g. Fischer-Tropsch synfuel run without its mandated hydrogen input.

Adds regression coverage: both mock datasets now carry a seasonal-tech
and an annual-tech split row, asserting placement after migration. The
new v3-schema assertions fail without this fix.
---
 temoa/utilities/master_migration.py        | 42 ++++++++++++++++++++++
 tests/test_v4_migration.py                 | 23 ++++++++++++
 tests/testing_data/migration_v3_1_mock.sql |  8 +++++
 tests/testing_data/migration_v3_mock.sql   |  8 +++++
 4 files changed, 81 insertions(+)

diff --git a/temoa/utilities/master_migration.py b/temoa/utilities/master_migration.py
index 6fccac448..69d0e5f26 100644
--- a/temoa/utilities/master_migration.py
+++ b/temoa/utilities/master_migration.py
@@ -118,6 +118,29 @@ def get_table_info(conn: sqlite3.Connection, table: str) -> list[tuple[Any, ...]
         return []
 
 
+# v3-style split tables carry BOTH seasonal- and annual-tech rows; the v4 target depends
+# on the tech's `annual` flag. Temoa's seasonal split constraints skip annual techs, so an
+# annual tech's split row migrated into the seasonal table is silently dropped from the model.
+ANNUAL_SPLIT_TABLES = {
+    'TechInputSplit': 'limit_tech_input_split_annual',
+    'TechOutputSplit': 'limit_tech_output_split_annual',
+}
+
+
+def _get_annual_techs(con_old: sqlite3.Connection) -> set[str]:
+    """Techs flagged annual in the source DB (`Technology.annual`, with a `tech_annual`
+    table fallback for older v3 databases). Empty set if neither exists."""
+    for query in (
+        'SELECT tech FROM Technology WHERE annual = 1',
+        'SELECT tech FROM tech_annual',
+    ):
+        try:
+            return {r[0] for r in con_old.execute(query).fetchall()}
+        except sqlite3.OperationalError:
+            continue
+    return set()
+
+
 def _migrate_operator_tables(con_old: sqlite3.Connection, con_new: sqlite3.Connection) -> int:
     """Migrate max/min tables to operator constraints."""
     print('--- Migrating max/min tables to operator constraints ---')
@@ -156,6 +179,25 @@ def _migrate_operator_tables(con_old: sqlite3.Connection, con_new: sqlite3.Conne
                 ]
 
         placeholders = ','.join(['?'] * len(data[0]))
+
+        if old_name in ANNUAL_SPLIT_TABLES:
+            # Route by the tech's `annual` flag (see ANNUAL_SPLIT_TABLES note). The
+            # seasonal and annual targets are column-identical, so the transformed
+            # rows insert into either.
+            annual_techs = _get_annual_techs(con_old)
+            tech_index = new_cols.index('tech')
+            for target, rows in (
+                (new_name, [r for r in data if r[tech_index] not in annual_techs]),
+                (ANNUAL_SPLIT_TABLES[old_name], [r for r in data if r[tech_index] in annual_techs]),
+            ):
+                if rows:
+                    con_new.executemany(
+                        f'INSERT OR REPLACE INTO {target} VALUES ({placeholders})', rows
+                    )
+                    print(f'Migrated {len(rows)} rows: {old_name} -> {target}')
+            total += len(data)
+            continue
+
         query = f'INSERT OR REPLACE INTO {new_name} VALUES ({placeholders})'
         con_new.executemany(query, data)
         print(f'Migrated {len(data)} rows: {old_name} -> {new_name}')
diff --git a/tests/test_v4_migration.py b/tests/test_v4_migration.py
index 0cd82fa1b..714916b82 100644
--- a/tests/test_v4_migration.py
+++ b/tests/test_v4_migration.py
@@ -125,6 +125,29 @@ def _verify_migrated_data(conn: sqlite3.Connection) -> None:
     assert len(cap_rows) == 1
     assert cap_rows[0] == ('R1', 'T1', 2030, 10.0, 'ge')
 
+    # Split-table routing: an annual tech's split must land in the *_annual table —
+    # the seasonal split constraints silently skip annual techs, so a mis-routed row
+    # disappears from the model without error.
+    in_seasonal = conn.execute(
+        'SELECT region, period, input_comm, tech, operator, proportion FROM limit_tech_input_split'
+    ).fetchall()
+    assert in_seasonal == [('R1', 2030, 'In', 'T1', 'ge', pytest.approx(0.3))]
+    in_annual = conn.execute(
+        'SELECT region, period, input_comm, tech, operator, proportion '
+        'FROM limit_tech_input_split_annual'
+    ).fetchall()
+    assert in_annual == [('R1', 2030, 'In', 'T2', 'ge', pytest.approx(0.4))]
+    out_seasonal = conn.execute(
+        'SELECT region, period, tech, output_comm, operator, proportion '
+        'FROM limit_tech_output_split'
+    ).fetchall()
+    assert out_seasonal == [('R1', 2030, 'T1', 'Out', 'ge', pytest.approx(0.5))]
+    out_annual = conn.execute(
+        'SELECT region, period, tech, output_comm, operator, proportion '
+        'FROM limit_tech_output_split_annual'
+    ).fetchall()
+    assert out_annual == [('R1', 2030, 'T2', 'Out', 'ge', pytest.approx(0.6))]
+
     emis_rows = conn.execute(
         'SELECT region, period, value, operator FROM limit_emission'
     ).fetchall()
diff --git a/tests/testing_data/migration_v3_1_mock.sql b/tests/testing_data/migration_v3_1_mock.sql
index 9a282962f..94d8cb69d 100644
--- a/tests/testing_data/migration_v3_1_mock.sql
+++ b/tests/testing_data/migration_v3_1_mock.sql
@@ -30,3 +30,11 @@ INSERT INTO CapacityFactorProcess (region, period, season, tod, tech, vintage, f
 INSERT INTO Efficiency (region, input_comm, tech, vintage, output_comm, efficiency) VALUES ('R1', 'In', 'T1', 2030, 'Out', 0.9);
 INSERT INTO LimitCapacity (region, period, tech_or_group, operator, capacity, units, notes) VALUES ('R1', 2030, 'T1', 'ge', 10.0, 'GW', 'test op');
 INSERT INTO LimitEmission (region, period, emis_comm, operator, value, units, notes) VALUES ('R1', 2030, 'Out', 'le', 100.0, 'kt', 'test op');
+
+-- Split tables (explicit seasonal/annual in v3.1) — verify placement survives migration.
+INSERT INTO Technology (tech, flag, unlim_cap, annual, reserve, curtail, retire, flex, exchange, seas_stor) VALUES ('T2', 'p', 0, 1, 0, 0, 0, 0, 0, 0);
+INSERT INTO Efficiency (region, input_comm, tech, vintage, output_comm, efficiency) VALUES ('R1', 'In', 'T2', 2030, 'Out', 0.9);
+INSERT INTO LimitTechInputSplit (region, period, input_comm, tech, operator, proportion, notes) VALUES ('R1', 2030, 'In', 'T1', 'ge', 0.3, 'seasonal-tech split');
+INSERT INTO LimitTechInputSplitAnnual (region, period, input_comm, tech, operator, proportion, notes) VALUES ('R1', 2030, 'In', 'T2', 'ge', 0.4, 'annual-tech split');
+INSERT INTO LimitTechOutputSplit (region, period, tech, output_comm, operator, proportion, notes) VALUES ('R1', 2030, 'T1', 'Out', 'ge', 0.5, 'seasonal-tech split');
+INSERT INTO LimitTechOutputSplitAnnual (region, period, tech, output_comm, operator, proportion, notes) VALUES ('R1', 2030, 'T2', 'Out', 'ge', 0.6, 'annual-tech split');
diff --git a/tests/testing_data/migration_v3_mock.sql b/tests/testing_data/migration_v3_mock.sql
index 28973eb24..32d799453 100644
--- a/tests/testing_data/migration_v3_mock.sql
+++ b/tests/testing_data/migration_v3_mock.sql
@@ -30,3 +30,11 @@ INSERT INTO CapacityFactorProcess (region, season, tod, tech, vintage, factor) V
 INSERT INTO Efficiency (region, input_comm, tech, vintage, output_comm, efficiency) VALUES ('R1', 'In', 'T1', 2030, 'Out', 0.9);
 INSERT INTO MinCapacity (region, tech, period, min_cap, units, notes) VALUES ('R1', 'T1', 2030, 10.0, 'GW', 'test op');
 INSERT INTO EmissionLimit (region, period, emis_comm, value, units, notes) VALUES ('R1', 2030, 'Out', 100.0, 'kt', 'test op');
+
+-- Split-table routing: T2 is an annual tech; its split rows must land in the *_annual tables.
+INSERT INTO Technology (tech, flag, unlim_cap, annual, reserve, curtail, retire, flex, exchange) VALUES ('T2', 'p', 0, 1, 0, 0, 0, 0, 0);
+INSERT INTO Efficiency (region, input_comm, tech, vintage, output_comm, efficiency) VALUES ('R1', 'In', 'T2', 2030, 'Out', 0.9);
+INSERT INTO TechInputSplit (region, period, input_comm, tech, min_proportion, notes) VALUES ('R1', 2030, 'In', 'T1', 0.3, 'seasonal-tech split');
+INSERT INTO TechInputSplit (region, period, input_comm, tech, min_proportion, notes) VALUES ('R1', 2030, 'In', 'T2', 0.4, 'annual-tech split');
+INSERT INTO TechOutputSplit (region, period, tech, output_comm, min_proportion, notes) VALUES ('R1', 2030, 'T1', 'Out', 0.5, 'seasonal-tech split');
+INSERT INTO TechOutputSplit (region, period, tech, output_comm, min_proportion, notes) VALUES ('R1', 2030, 'T2', 'Out', 0.6, 'annual-tech split');

From 5ba582d8b1c1a2d9edc80297b1e192884bd218cf Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Tue, 7 Jul 2026 19:19:57 -0400
Subject: [PATCH 15/56] Add integer capacity extension

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 docs/source/extensions.rst                    |   1 +
 docs/source/extensions/discrete_capacity.rst  |  93 +++++++++++++++
 .../extensions/discrete_capacity/__init__.py  |   3 +
 .../discrete_capacity/components/__init__.py  |   0
 .../components/discrete_capacity.py           | 108 ++++++++++++++++++
 .../discrete_capacity/core/__init__.py        |   0
 .../discrete_capacity/core/model.py           |  55 +++++++++
 .../discrete_capacity/data_manifest.py        |  33 ++++++
 .../extensions/discrete_capacity/extension.py |  20 ++++
 temoa/extensions/discrete_capacity/tables.sql |  16 +++
 temoa/extensions/framework.py                 |   7 +-
 .../components/growth_capacity.py             |   2 +-
 tests/test_extensions.py                      |  95 +++++++++++++++
 13 files changed, 427 insertions(+), 6 deletions(-)
 create mode 100644 docs/source/extensions/discrete_capacity.rst
 create mode 100644 temoa/extensions/discrete_capacity/__init__.py
 create mode 100644 temoa/extensions/discrete_capacity/components/__init__.py
 create mode 100644 temoa/extensions/discrete_capacity/components/discrete_capacity.py
 create mode 100644 temoa/extensions/discrete_capacity/core/__init__.py
 create mode 100644 temoa/extensions/discrete_capacity/core/model.py
 create mode 100644 temoa/extensions/discrete_capacity/data_manifest.py
 create mode 100644 temoa/extensions/discrete_capacity/extension.py
 create mode 100644 temoa/extensions/discrete_capacity/tables.sql
 create mode 100644 tests/test_extensions.py

diff --git a/docs/source/extensions.rst b/docs/source/extensions.rst
index 32f72454e..06cc597c5 100644
--- a/docs/source/extensions.rst
+++ b/docs/source/extensions.rst
@@ -244,3 +244,4 @@ as new extensions are added.
    :maxdepth: 1
 
    extensions/growth_rates
+   extensions/discrete_capacity
diff --git a/docs/source/extensions/discrete_capacity.rst b/docs/source/extensions/discrete_capacity.rst
new file mode 100644
index 000000000..aa3d988bc
--- /dev/null
+++ b/docs/source/extensions/discrete_capacity.rst
@@ -0,0 +1,93 @@
+.. _extension-discrete-capacity:
+
+Discrete Capacity
+================================
+
+The **discrete_capacity** extension adds optional constraints that force the
+capacity of a technology or technology group to be deployed in discrete,
+indivisible units rather than as a continuous quantity. This is useful for
+modeling lumpy investments or retirements such as a power plant, reactor, or
+other facility that can only exist in whole units of a fixed size.
+
+Enabling the extension introduces integer decision variables, which turns the
+model into a mixed-integer program (MIP). It is disabled by default and enabled
+per run through configuration:
+
+.. code-block:: toml
+
+   extensions = ["discrete_capacity"]
+
+Its parameters live in the extension-owned tables of the same name and are loaded
+only when the extension is enabled. See :ref:`extensions` for how the extension
+framework wires these components into the model.
+
+Parameters
+----------
+
+.. csv-table::
+   :header: "Parameter", "Database Table", "Model Element", "Notes"
+   :widths: 15, 20, 25, 40
+
+   ":math:`\text{LDNC}_{r,t}`", ":code:`limit_discrete_new_capacity`", ":code:`limit_discrete_new_capacity`", "unit size for new capacity additions; new capacity is forced to an discrete multiple of this size; :code:`tech_or_group` column accepts a technology name or group name"
+   ":math:`\text{LDC}_{r,t}`", ":code:`limit_discrete_capacity`", ":code:`limit_discrete_capacity`", "unit size for total available (retirement-adjusted) capacity; net capacity is forced to an integer multiple of this size; :code:`tech_or_group` column accepts a technology name or group name"
+
+
+limit_discrete_new_capacity
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{LDNC}_{r \in R, t \in T}`
+
+The :code:`limit_discrete_new_capacity` parameter specifies the unit size for new
+capacity additions of a technology (or group). The new capacity built in each
+vintage is forced to be an integer multiple of this unit size. The
+:code:`tech_or_group` column accepts a technology name or group name, and the
+:code:`capacity` column gives the size of a single unit.
+
+
+limit_discrete_capacity
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{LDC}_{r \in R, t \in T}`
+
+The :code:`limit_discrete_capacity` parameter specifies the unit size for the
+total available (retirement-adjusted) capacity of a technology (or group). The
+net capacity available in each period is forced to be an integer multiple of this
+unit size. The :code:`tech_or_group` column accepts a technology name or group
+name, and the :code:`capacity` column gives the size of a single unit.
+
+
+Decision Variables
+------------------
+
+Enabling the extension adds two integer decision variables, one per constraint.
+Each counts the number of discrete units, which is multiplied by the
+corresponding unit size to recover the capacity quantity.
+
+v_discrete_new_capacity
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`DNCAP_{r, t, v}`
+
+The number of discrete units of new capacity built for technology (or group)
+:math:`t` in region :math:`r` and vintage :math:`v`.  It is restricted to
+non-negative integers, and the total new capacity equals this count multiplied by
+the unit size :math:`LDNC_{r, t}`.
+
+
+v_discrete_capacity
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`DCAP_{r, p, t}`
+
+The number of discrete units of total available (retirement-adjusted) capacity
+for technology (or group) :math:`t` in region :math:`r` and period :math:`p`.  It
+is restricted to non-negative integers, and the net available capacity equals this
+count multiplied by the unit size :math:`LDC_{r, t}`.
+
+
+Constraints
+-----------
+
+.. autofunction:: temoa.extensions.discrete_capacity.components.discrete_capacity.limit_discrete_new_capacity_constraint_rule
+
+.. autofunction:: temoa.extensions.discrete_capacity.components.discrete_capacity.limit_discrete_capacity_constraint_rule
diff --git a/temoa/extensions/discrete_capacity/__init__.py b/temoa/extensions/discrete_capacity/__init__.py
new file mode 100644
index 000000000..c1a499cd1
--- /dev/null
+++ b/temoa/extensions/discrete_capacity/__init__.py
@@ -0,0 +1,3 @@
+from temoa.extensions.discrete_capacity.extension import DISCRETE_CAPACITY_EXTENSION
+
+__all__ = ['DISCRETE_CAPACITY_EXTENSION']
diff --git a/temoa/extensions/discrete_capacity/components/__init__.py b/temoa/extensions/discrete_capacity/components/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/temoa/extensions/discrete_capacity/components/discrete_capacity.py b/temoa/extensions/discrete_capacity/components/discrete_capacity.py
new file mode 100644
index 000000000..6d0c6bbd9
--- /dev/null
+++ b/temoa/extensions/discrete_capacity/components/discrete_capacity.py
@@ -0,0 +1,108 @@
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING
+
+from pyomo.environ import Constraint, quicksum, value
+
+import temoa.components.geography as geography
+import temoa.components.technology as technology
+
+logger = logging.getLogger(__name__)
+
+if TYPE_CHECKING:
+    from temoa.extensions.discrete_capacity.core.model import DiscreteCapacityModel
+    from temoa.types import ExprLike, Period, Region, Technology, Vintage
+
+
+def limit_discrete_new_capacity_indices(
+    model: DiscreteCapacityModel,
+) -> set[tuple[Region, Technology, Vintage]]:
+
+    indices = {
+        (r, t, v)
+        for r, t in model.limit_discrete_new_capacity.sparse_keys()
+        for _r in geography.gather_group_regions(model, r)
+        for _t in technology.gather_group_techs(model, t)
+        for v in model.vintage_optimize
+        if (_r, _t, v) in model.process_periods
+    }
+    return indices
+
+
+def limit_discrete_new_capacity_constraint_rule(
+    model: DiscreteCapacityModel, r: Region, t: Technology, v: Vintage
+) -> ExprLike:
+    r"""
+    The limit_discrete_new_capacity constraint requires the total new capacity
+    for a technology (or technology group) in a region to be discrete, equal
+    to some integer multiple of the specified capacity.
+
+    .. math::
+       :label: limit_discrete_new_capacity
+
+       \textbf{NCAP}_{r, t, v} = LDNC_{r, t} \cdot \textbf{DNCAP}_{r, v, t}
+
+       \forall \{r, t, v\} \in \Theta_{\text{limit\_discrete\_new\_capacity}}
+    """
+
+    regions = geography.gather_group_regions(model, r)
+    techs = technology.gather_group_techs(model, t)
+    unit_cap = value(model.limit_discrete_new_capacity[r, t])
+
+    new_capacity = quicksum(
+        model.v_new_capacity[_r, _t, v]
+        for _r in regions
+        for _t in techs
+        if (_r, _t, v) in model.process_periods
+    )
+    expr = new_capacity == unit_cap * model.v_discrete_new_capacity[r, t, v]
+    if isinstance(expr, bool):
+        return Constraint.Skip
+    return expr
+
+
+def limit_discrete_capacity_indices(
+    model: DiscreteCapacityModel,
+) -> set[tuple[Region, Period, Technology]]:
+    indices = {
+        (r, p, t)
+        for r, t in model.limit_discrete_capacity.sparse_keys()
+        for _r in geography.gather_group_regions(model, r)
+        for _t in technology.gather_group_techs(model, t)
+        for p in model.time_optimize
+        if (_r, p, _t) in model.v_capacity_available_by_period_and_tech
+    }
+    return indices
+
+
+def limit_discrete_capacity_constraint_rule(
+    model: DiscreteCapacityModel, r: Region, p: Period, t: Technology
+) -> ExprLike:
+    r"""
+    The limit_discrete_capacity constraint requires the total available capacity
+    for a technology (or technology group) in a region to be discrete, equal
+    to some integer multiple of the specified capacity.
+
+    .. math::
+       :label: limit_discrete_capacity
+
+       \textbf{CAPAVL}_{r, p, t} = LDC_{r, t} \cdot \textbf{DCAP}_{r, p, t}
+
+       \forall \{r, p, t\} \in \Theta_{\text{limit\_discrete\_net\_capacity}}
+    """
+
+    regions = geography.gather_group_regions(model, r)
+    techs = technology.gather_group_techs(model, t)
+    capacity = value(model.limit_discrete_capacity[r, t])
+
+    net_capacity = quicksum(
+        model.v_capacity_available_by_period_and_tech[_r, p, _t]
+        for _r in regions
+        for _t in techs
+        if (_r, p, _t) in model.v_capacity_available_by_period_and_tech
+    )
+    expr = net_capacity == capacity * model.v_discrete_capacity[r, p, t]
+    if isinstance(expr, bool):
+        return Constraint.Skip
+    return expr
diff --git a/temoa/extensions/discrete_capacity/core/__init__.py b/temoa/extensions/discrete_capacity/core/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/temoa/extensions/discrete_capacity/core/model.py b/temoa/extensions/discrete_capacity/core/model.py
new file mode 100644
index 000000000..6cc127b80
--- /dev/null
+++ b/temoa/extensions/discrete_capacity/core/model.py
@@ -0,0 +1,55 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, cast
+
+from pyomo.environ import Constraint, Integers, NonNegativeReals, Param, Set, Var
+
+from temoa.extensions.discrete_capacity.components import discrete_capacity
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+
+    class DiscreteCapacityModel(TemoaModel):
+
+        limit_discrete_new_capacity: Param
+        limit_discrete_new_capacity_constraint_rtv: Set
+        limit_discrete_new_capacity_constraint: Constraint
+        v_discrete_new_capacity: Var
+
+        limit_discrete_capacity: Param
+        limit_discrete_capacity_constraint_rpt: Set
+        limit_discrete_capacity_constraint: Constraint
+        v_discrete_capacity: Var
+
+
+def register_model_components(model: TemoaModel) -> None:
+    m = cast('DiscreteCapacityModel', model)
+
+    m.limit_discrete_new_capacity = Param(
+        m.regional_global_indices, m.tech_or_group, within=NonNegativeReals
+    )
+    m.limit_discrete_new_capacity_constraint_rtv = Set(
+        dimen=3, initialize=discrete_capacity.limit_discrete_new_capacity_indices
+    )
+    m.v_discrete_new_capacity = Var(
+        m.limit_discrete_new_capacity_constraint_rtv, within=Integers, bounds=(0, None)
+    )
+    m.limit_discrete_new_capacity_constraint = Constraint(
+        m.limit_discrete_new_capacity_constraint_rtv,
+        rule=discrete_capacity.limit_discrete_new_capacity_constraint_rule,
+    )
+
+
+    m.limit_discrete_capacity = Param(
+        m.regional_global_indices, m.tech_or_group, within=NonNegativeReals
+    )
+    m.limit_discrete_capacity_constraint_rpt = Set(
+        dimen=3, initialize=discrete_capacity.limit_discrete_capacity_indices
+    )
+    m.v_discrete_capacity = Var(
+        m.limit_discrete_capacity_constraint_rpt, within=Integers, bounds=(0, None)
+    )
+    m.limit_discrete_capacity_constraint = Constraint(
+        m.limit_discrete_capacity_constraint_rpt,
+        rule=discrete_capacity.limit_discrete_capacity_constraint_rule,
+    )
diff --git a/temoa/extensions/discrete_capacity/data_manifest.py b/temoa/extensions/discrete_capacity/data_manifest.py
new file mode 100644
index 000000000..35702e203
--- /dev/null
+++ b/temoa/extensions/discrete_capacity/data_manifest.py
@@ -0,0 +1,33 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, cast
+
+from temoa.data_io.loader_manifest import LoadItem
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+    from temoa.extensions.discrete_capacity.core.model import DiscreteCapacityModel
+
+
+def build_manifest_items(model: TemoaModel) -> list[LoadItem]:
+    m = cast('DiscreteCapacityModel', model)
+    return [
+        LoadItem(
+            component=m.limit_discrete_new_capacity,
+            table='limit_discrete_new_capacity',
+            columns=['region', 'tech_or_group', 'capacity'],
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_table_required=False,
+            is_period_filtered=False,
+        ),
+        LoadItem(
+            component=m.limit_discrete_capacity,
+            table='limit_discrete_capacity',
+            columns=['region', 'tech_or_group', 'capacity'],
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_table_required=False,
+            is_period_filtered=False,
+        ),
+    ]
diff --git a/temoa/extensions/discrete_capacity/extension.py b/temoa/extensions/discrete_capacity/extension.py
new file mode 100644
index 000000000..2a0c141e0
--- /dev/null
+++ b/temoa/extensions/discrete_capacity/extension.py
@@ -0,0 +1,20 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+from temoa.extensions.discrete_capacity.core.model import register_model_components
+from temoa.extensions.discrete_capacity.data_manifest import build_manifest_items
+from temoa.extensions.framework import ExtensionSpec
+
+DISCRETE_CAPACITY_EXTENSION = ExtensionSpec(
+    extension_id='discrete_capacity',
+    owned_tables=('limit_discrete_new_capacity', 'limit_discrete_capacity'),
+    regional_group_tables={
+        'limit_discrete_new_capacity': 'region',
+        'limit_discrete_capacity': 'region'
+    },
+    register_model_components=register_model_components,
+    build_manifest_items=build_manifest_items,
+    schema_sql_path=str(Path(__file__).parents[0] / 'tables.sql'),
+    fail_if_tables_populated_when_disabled=True,
+)
diff --git a/temoa/extensions/discrete_capacity/tables.sql b/temoa/extensions/discrete_capacity/tables.sql
new file mode 100644
index 000000000..210308d98
--- /dev/null
+++ b/temoa/extensions/discrete_capacity/tables.sql
@@ -0,0 +1,16 @@
+CREATE TABLE IF NOT EXISTS limit_discrete_new_capacity(
+    region        TEXT NOT NULL,
+    tech_or_group TEXT NOT NULL,
+    capacity      REAL NOT NULL DEFAULT 0,
+    units         TEXT,
+    notes         TEXT,
+    PRIMARY KEY (region, tech_or_group)
+);
+CREATE TABLE IF NOT EXISTS limit_discrete_capacity(
+    region        TEXT NOT NULL,
+    tech_or_group TEXT NOT NULL,
+    capacity      REAL NOT NULL DEFAULT 0,
+    units         TEXT,
+    notes         TEXT,
+    PRIMARY KEY (region, tech_or_group)
+);
diff --git a/temoa/extensions/framework.py b/temoa/extensions/framework.py
index 9a6551113..4a1abd3a3 100644
--- a/temoa/extensions/framework.py
+++ b/temoa/extensions/framework.py
@@ -53,12 +53,9 @@ def normalize_extension_ids(extension_ids: Sequence[str] | None) -> tuple[str, .
 def get_known_extension_specs() -> dict[str, ExtensionSpec]:
     """Return all extension specs known to this installation."""
     from temoa.extensions.growth_rates.extension import GROWTH_RATES_EXTENSION
+    from temoa.extensions.discrete_capacity.extension import DISCRETE_CAPACITY_EXTENSION
 
-    # TEMPLATE: To activate a new extension copied from ``temoa/extensions/template``,
-    # import its spec here and add it to ``specs`` below, e.g.:
-    #   from temoa.extensions.<your_extension>.extension import <YOUR_EXTENSION>
-    #   specs = [GROWTH_RATES_EXTENSION, <YOUR_EXTENSION>]
-    specs = [GROWTH_RATES_EXTENSION]
+    specs = [GROWTH_RATES_EXTENSION, DISCRETE_CAPACITY_EXTENSION]
     return {spec.extension_id: spec for spec in specs}
 
 
diff --git a/temoa/extensions/growth_rates/components/growth_capacity.py b/temoa/extensions/growth_rates/components/growth_capacity.py
index a091e2604..434ba90e1 100644
--- a/temoa/extensions/growth_rates/components/growth_capacity.py
+++ b/temoa/extensions/growth_rates/components/growth_capacity.py
@@ -92,7 +92,7 @@ def limit_growth_capacity(
     cap_rpt = model.v_capacity_available_by_period_and_tech
 
     cap_indices = {(_r, _p, _t) for _r, _p, _t in cap_rpt.keys() if _t in techs and _r in regions}
-    periods = sorted({_p for _r, _p, _t in cap_rpt})
+    periods = sorted({_p for _r, _p, _t in cap_indices})
 
     if len(periods) == 0:
         return Constraint.Skip
diff --git a/tests/test_extensions.py b/tests/test_extensions.py
new file mode 100644
index 000000000..e283dd929
--- /dev/null
+++ b/tests/test_extensions.py
@@ -0,0 +1,95 @@
+"""Tests for the optional model extensions and their wiring into TemoaModel."""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+import pytest
+from pyomo.environ import Constraint
+
+from temoa.core.model import TemoaModel
+from temoa.extensions.framework import (
+    get_known_extension_specs,
+    resolve_extension_specs,
+)
+
+# Parametrize over every registered extension so new extensions are covered
+# automatically without listing their components here.
+EXTENSION_IDS = sorted(get_known_extension_specs())
+
+
+def _component_map(model: TemoaModel) -> dict[str, object]:
+    """Map of component name -> component object declared on a model."""
+    return {component.name: component for component in model.component_objects()}
+
+
+# Cache abstract models so each extension is only built once per test session.
+_abstract_models: dict[str | None, TemoaModel] = {}
+
+
+def _model_with(extension_id: str | None) -> TemoaModel:
+    if extension_id not in _abstract_models:
+        extensions = [extension_id] if extension_id else None
+        _abstract_models[extension_id] = TemoaModel(extensions=extensions)
+    return _abstract_models[extension_id]
+
+
+def _added_components(extension_id: str) -> dict[str, object]:
+    """Components present with the extension enabled but absent without it."""
+    base = _component_map(_model_with(None))
+    enabled = _component_map(_model_with(extension_id))
+    return {name: comp for name, comp in enabled.items() if name not in base}
+
+
+@pytest.mark.parametrize('extension_id', EXTENSION_IDS)
+def test_extension_registered(extension_id: str) -> None:
+    """The extension is discoverable by its id and resolves to its spec."""
+    spec = get_known_extension_specs()[extension_id]
+    assert spec.extension_id == extension_id
+    assert resolve_extension_specs([extension_id]) == (spec,)
+
+
+@pytest.mark.parametrize('extension_id', EXTENSION_IDS)
+def test_extension_spec_fields(extension_id: str) -> None:
+    """The spec declares consistent region-group columns and a registration hook."""
+    spec = get_known_extension_specs()[extension_id]
+    # Region-group tables must refer to declared owned tables via string columns.
+    assert set(spec.regional_group_tables) <= set(spec.owned_tables)
+    assert all(isinstance(column, str) and column for column in spec.regional_group_tables.values())
+    # Every extension attaches model components; data loading is optional.
+    assert spec.register_model_components is not None
+
+
+@pytest.mark.parametrize('extension_id', EXTENSION_IDS)
+def test_extension_schema_matches_owned_tables(extension_id: str) -> None:
+    """If the extension ships a schema, it defines every owned table.
+
+    Extensions that only add components feeding from existing tables own no
+    tables and need not provide a schema file.
+    """
+    spec = get_known_extension_specs()[extension_id]
+    if spec.schema_sql_path is None:
+        # No schema means the extension introduces no tables of its own.
+        assert not spec.owned_tables
+        return
+    schema_path = Path(spec.schema_sql_path)
+    assert schema_path.is_file()
+    schema_sql = schema_path.read_text(encoding='utf-8')
+    for table in spec.owned_tables:
+        assert table in schema_sql
+
+
+@pytest.mark.parametrize('extension_id', EXTENSION_IDS)
+def test_extension_adds_components(extension_id: str) -> None:
+    """Enabling the extension attaches new model components, including constraints."""
+    added = _added_components(extension_id)
+    assert added, f'{extension_id} should attach components to the model'
+    assert any(isinstance(component, Constraint) for component in added.values()), (
+        f'{extension_id} should contribute at least one constraint'
+    )
+
+
+def test_unknown_extension_id_rejected() -> None:
+    """Resolving an unregistered extension id raises a descriptive error."""
+    with pytest.raises(ValueError, match='Unknown extension id'):
+        resolve_extension_specs(['not_a_real_extension'])

From 0d1f4cfaf7499977e5772f0e735d4a53b6a8b82c Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 8 Jul 2026 09:56:59 -0400
Subject: [PATCH 16/56] Stop ignoring extensions in ruff

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 pyproject.toml                                |  4 +-
 temoa/extensions/framework.py                 | 63 +++++++++-------
 .../components/growth_new_capacity_delta.py   |  4 +-
 temoa/extensions/growth_rates/extension.py    |  1 -
 temoa/extensions/method_of_morris/morris.py   | 20 ++++--
 .../method_of_morris/morris_sequencer.py      |  9 +--
 .../modeling_to_generate_alternatives/hull.py |  5 +-
 .../mga_sequencer.py                          | 19 +++--
 .../example_builds/scenario_analyzer.py       |  8 +--
 .../example_builds/scenario_maker.py          |  4 +-
 temoa/extensions/monte_carlo/mc_run.py        | 15 ++--
 temoa/extensions/monte_carlo/mc_sequencer.py  | 17 +++--
 temoa/extensions/myopic/evolution_updater.py  | 16 +++--
 .../myopic/myopic_progress_mapper.py          |  8 +--
 temoa/extensions/myopic/myopic_sequencer.py   | 72 +++++++++----------
 .../single_vector_mga/sv_mga_sequencer.py     |  2 +-
 .../stochastics/scenario_creator.py           |  8 ++-
 .../stochastics/stochastic_sequencer.py       |  4 +-
 18 files changed, 151 insertions(+), 128 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 0e4b35570..602f9066b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -86,9 +86,7 @@ path = "temoa/__about__.py"
 [tool.ruff]
 line-length = 100
 indent-width = 4
-exclude = ["stubs",
-    "temoa/extensions/"
-]
+exclude = ["stubs"]
 
 [tool.ruff.format]
 quote-style = "single"
diff --git a/temoa/extensions/framework.py b/temoa/extensions/framework.py
index 4a1abd3a3..179ddf097 100644
--- a/temoa/extensions/framework.py
+++ b/temoa/extensions/framework.py
@@ -1,14 +1,14 @@
 from __future__ import annotations
 
-from pathlib import Path
+from collections.abc import Callable
 from dataclasses import dataclass, field
-from sqlite3 import Connection
+from logging import getLogger
+from pathlib import Path
 from typing import TYPE_CHECKING
 
-from collections.abc import Callable
-
 if TYPE_CHECKING:
     from collections.abc import Mapping, Sequence
+    from sqlite3 import Connection
 
     from temoa.core.model import TemoaModel
     from temoa.data_io.loader_manifest import LoadItem
@@ -16,6 +16,8 @@
 ModelHook = Callable[['TemoaModel'], None]
 ManifestHook = Callable[['TemoaModel'], list['LoadItem']]
 
+logger = getLogger(__name__)
+
 
 @dataclass(frozen=True)
 class ExtensionSpec:
@@ -30,7 +32,7 @@ class ExtensionSpec:
     fail_if_tables_populated_when_disabled: bool = False
 
 
-def normalize_extension_ids(extension_ids: Sequence[str] | None) -> tuple[str, ...]:
+def normalize_extension_ids(extension_ids: Sequence[str | object] | None) -> tuple[str, ...]:
     """Normalize configured extension ids while preserving user-provided order."""
     if not extension_ids:
         return ()
@@ -39,7 +41,9 @@ def normalize_extension_ids(extension_ids: Sequence[str] | None) -> tuple[str, .
     seen: set[str] = set()
     for ext_id in extension_ids:
         if not isinstance(ext_id, str):
-            raise ValueError(f'Extension ids must be strings. Received: {type(ext_id).__name__}')
+            msg = f'Extension ids must be strings. Received: {type(ext_id).__name__}'
+            logger.error(msg)
+            raise ValueError(msg)
         cleaned = ext_id.strip().lower()
         if not cleaned:
             continue
@@ -52,8 +56,8 @@ def normalize_extension_ids(extension_ids: Sequence[str] | None) -> tuple[str, .
 
 def get_known_extension_specs() -> dict[str, ExtensionSpec]:
     """Return all extension specs known to this installation."""
-    from temoa.extensions.growth_rates.extension import GROWTH_RATES_EXTENSION
     from temoa.extensions.discrete_capacity.extension import DISCRETE_CAPACITY_EXTENSION
+    from temoa.extensions.growth_rates.extension import GROWTH_RATES_EXTENSION
 
     specs = [GROWTH_RATES_EXTENSION, DISCRETE_CAPACITY_EXTENSION]
     return {spec.extension_id: spec for spec in specs}
@@ -67,9 +71,9 @@ def resolve_extension_specs(extension_ids: Sequence[str] | None) -> tuple[Extens
     if unknown:
         known_ids = ', '.join(sorted(known))
         unknown_ids = ', '.join(sorted(unknown))
-        raise ValueError(
-            f'Unknown extension id(s): {unknown_ids}. Known extension ids: {known_ids}.'
-        )
+        msg = f'Unknown extension id(s): {unknown_ids}. Known extension ids: {known_ids}.'
+        logger.error(msg)
+        raise ValueError(msg)
 
     return tuple(known[ext_id] for ext_id in normalized_ids)
 
@@ -101,10 +105,12 @@ def merge_regional_group_tables(
         for table_name, field_name in spec.regional_group_tables.items():
             existing = merged.get(table_name)
             if existing is not None and existing != field_name:
-                raise ValueError(
+                msg = (
                     f"Regional-group table '{table_name}' has conflicting field mappings: "
                     f"'{existing}' vs '{field_name}' from extension '{spec.extension_id}'."
                 )
+                logger.error(msg)
+                raise ValueError(msg)
             merged[table_name] = field_name
     return merged
 
@@ -127,10 +133,11 @@ def assert_disabled_extension_tables_are_empty(
 
         if populated:
             table_list = ', '.join(sorted(populated))
-            raise RuntimeError(
+            msg = (
                 f"Extension '{spec.extension_id}' is not enabled, but extension-owned table(s) "
                 f'contain data: {table_list}. Enable the extension or remove those rows.'
             )
+            logger.warning(msg)
 
 
 def ensure_enabled_extension_tables_exist(
@@ -148,36 +155,42 @@ def ensure_enabled_extension_tables_exist(
 
         missing_list = ', '.join(sorted(missing_tables))
         if not spec.schema_sql_path:
-            raise RuntimeError(
+            msg = (
                 f"Extension '{spec.extension_id}' is enabled, but required table(s) are missing: "
                 f'{missing_list}. No schema SQL path is registered for this extension.'
             )
+            logger.error(msg)
+            raise RuntimeError(msg)
 
         should_apply = False
         if not silent:
             prompt = (
                 f"Extension '{spec.extension_id}' is enabled but missing table(s): {missing_list}. "
-                f"Append schema from '{spec.schema_sql_path}' to input database '{input_database}' now? "
-                '[y/N]: '
+                f"Append schema from '{spec.schema_sql_path}' to input database '{input_database} "
+                'now? [y/N]: '
             )
             response = input(prompt).strip().lower()
             should_apply = response in {'y', 'yes'}
 
         if not should_apply:
-            raise RuntimeError(
+            msg = (
                 f"Extension '{spec.extension_id}' is enabled, but required table(s) are missing: "
-                f"{missing_list}. Re-run and accept the prompt, or append schema manually from "
+                f'{missing_list}. Re-run and accept the prompt, or append schema manually from '
                 f"'{spec.schema_sql_path}' to '{input_database}'."
             )
+            logger.error(msg)
+            raise RuntimeError(msg)
 
         _append_extension_schema(con, spec)
         still_missing = [table for table in spec.owned_tables if not _table_exists(con, table)]
         if still_missing:
             still_missing_list = ', '.join(sorted(still_missing))
-            raise RuntimeError(
-                f"Schema append for extension '{spec.extension_id}' completed but table(s) are still "
-                f'missing: {still_missing_list}.'
+            msg = (
+                f"Schema append for extension '{spec.extension_id}' completed "
+                f'but table(s) are still missing: {still_missing_list}.'
             )
+            logger.error(msg)
+            raise RuntimeError(msg)
 
 
 def _table_has_rows(con: Connection, table_name: str) -> bool:
@@ -202,13 +215,15 @@ def _table_exists(con: Connection, table_name: str) -> bool:
 
 def _append_extension_schema(con: Connection, spec: ExtensionSpec) -> None:
     if spec.schema_sql_path is None:
-        raise RuntimeError(f"Extension '{spec.extension_id}' has no schema SQL path configured.")
+        msg = f"Extension '{spec.extension_id}' has no schema SQL path configured."
+        logger.error(msg)
+        raise RuntimeError(msg)
 
     schema_path = Path(spec.schema_sql_path)
     if not schema_path.is_file():
-        raise FileNotFoundError(
-            f"Schema SQL file for extension '{spec.extension_id}' not found: {schema_path}"
-        )
+        msg = f"Schema SQL file for extension '{spec.extension_id}' not found: {schema_path}"
+        logger.error(msg)
+        raise FileNotFoundError(msg)
 
     sql = schema_path.read_text(encoding='utf-8')
     con.executescript(sql)
diff --git a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
index d813d54c6..a158ce6b7 100644
--- a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
+++ b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
@@ -139,7 +139,9 @@ def limit_growth_new_capacity_delta(
                 )
         else:
             p_prev2 = model.time_optimize.prev(p_prev)
-            new_cap_prev2 = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev2)
+            new_cap_prev2 = quicksum(
+                new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev2
+            )
 
     nc_delta_prev = new_cap_prev - new_cap_prev2
     nc_delta = new_cap - new_cap_prev
diff --git a/temoa/extensions/growth_rates/extension.py b/temoa/extensions/growth_rates/extension.py
index 5c148b612..19aec7008 100644
--- a/temoa/extensions/growth_rates/extension.py
+++ b/temoa/extensions/growth_rates/extension.py
@@ -6,7 +6,6 @@
 from temoa.extensions.growth_rates.core.model import register_model_components
 from temoa.extensions.growth_rates.data_manifest import build_manifest_items
 
-
 GROWTH_RATES_EXTENSION = ExtensionSpec(
     extension_id='growth_rates',
     owned_tables=(
diff --git a/temoa/extensions/method_of_morris/morris.py b/temoa/extensions/method_of_morris/morris.py
index 4bb14ddcb..dd981d79e 100644
--- a/temoa/extensions/method_of_morris/morris.py
+++ b/temoa/extensions/method_of_morris/morris.py
@@ -1,8 +1,8 @@
 from __future__ import annotations
 
+import contextlib
 import csv
 import sqlite3
-from importlib import resources
 from pathlib import Path
 from typing import Any
 
@@ -21,8 +21,9 @@
 seed = 42
 
 
-def evaluate(param_names: dict[int, list[Any]], param_values: Any,
-            data: dict[str, Any], k: int) -> list[Any]:
+def evaluate(
+    param_names: dict[int, list[Any]], param_values: Any, data: dict[str, Any], k: int
+) -> list[Any]:
     m = len(param_values)
     for j in range(0, m):
         names = param_names[j]
@@ -47,6 +48,7 @@ def evaluate(param_names: dict[int, list[Any]], param_values: Any,
         table_writer.write_results(model=mdl)
 
     import contextlib
+
     with contextlib.closing(sqlite3.connect(db_file)) as con:
         cur = con.cursor()
         cur.execute('SELECT * FROM output_objective')
@@ -73,12 +75,11 @@ def evaluate(param_names: dict[int, list[Any]], param_values: Any,
 
 if not db_file.exists() or not config_path.exists():
     raise FileNotFoundError(
-        "Example Morris data files not found in current directory. "
-        "Please see MM_README.md for instructions on how to generate "
+        'Example Morris data files not found in current directory. '
+        'Please see MM_README.md for instructions on how to generate '
         "or provide the required 'morris_utopia.sqlite' and 'morris_utopia.toml'."
     )
 
-import contextlib
 with contextlib.closing(sqlite3.connect(str(db_file))) as con:
     with open(param_file, 'w') as file:
         param_names = {}
@@ -152,7 +153,12 @@ def evaluate(param_names: dict[int, list[Any]], param_values: Any,
 
         problem = read_param_file(str(param_file), delimiter=' ')
         param_values = sample(
-            problem, N=10, num_levels=8, optimal_trajectories=False, local_optimization=False, seed=seed
+            problem,
+            N=10,
+            num_levels=8,
+            optimal_trajectories=False,
+            local_optimization=False,
+            seed=seed,
         )
         print(param_values)
         print(param_names)
diff --git a/temoa/extensions/method_of_morris/morris_sequencer.py b/temoa/extensions/method_of_morris/morris_sequencer.py
index 6ae6bdf35..6c3d1bc76 100644
--- a/temoa/extensions/method_of_morris/morris_sequencer.py
+++ b/temoa/extensions/method_of_morris/morris_sequencer.py
@@ -2,6 +2,7 @@
 An event sequencer to control the flow of a Method of Morris calculation.  This code uses
 multiprocessing via the joblib library
 """
+
 from __future__ import annotations
 
 import csv
@@ -30,7 +31,6 @@
     from temoa.core.config import TemoaConfig
 
 
-
 logger = logging.getLogger(__name__)
 
 solver_options_file = (
@@ -87,7 +87,7 @@ def __init__(self, config: TemoaConfig):
         # the amount to perturb the marked params
         pert = morris_inputs.get('perturbation')
         if pert:
-            self.mm_perturbation = float(cast(str | float, pert))
+            self.mm_perturbation = float(cast('str | float', pert))
             logger.info('Morris perturbation: %0.2f', self.mm_perturbation)
         else:
             self.mm_perturbation = 0.10
@@ -201,8 +201,9 @@ def start(self) -> Any:
         # 7.  Return the cost objective Mu_Star for testing purposes...
         return cost_mu_star
 
-    def process_results(self, problem: dict[str, Any], mm_samples: Any,
-                            morris_results: list[Any]) -> Any:
+    def process_results(
+        self, problem: dict[str, Any], mm_samples: Any, morris_results: list[Any]
+    ) -> Any:
         """
         Process the results of the runs on the mm_samples
         :param problem: the problem structure
diff --git a/temoa/extensions/modeling_to_generate_alternatives/hull.py b/temoa/extensions/modeling_to_generate_alternatives/hull.py
index d0f79c132..f03909ed0 100644
--- a/temoa/extensions/modeling_to_generate_alternatives/hull.py
+++ b/temoa/extensions/modeling_to_generate_alternatives/hull.py
@@ -1,6 +1,7 @@
 """
 A thin wrapper on Scipy's ConvexHull to make it more manageable
 """
+
 from __future__ import annotations
 
 from logging import getLogger
@@ -119,8 +120,8 @@ def update(self) -> None:
     def add_point(self, point: np.ndarray) -> None:
         if len(point) != self.dim:
             msg = (
-                f'Tried adding a point to hull (dim: {self.dim}) with wrong dimensions {len(point)}. '
-                f'Point: {point}'
+                f'Tried adding a point to hull (dim: {self.dim}) with '
+                f'wrong dimensions {len(point)}. Point: {point}'
             )
             logger.error(msg)
             raise ValueError(msg)
diff --git a/temoa/extensions/modeling_to_generate_alternatives/mga_sequencer.py b/temoa/extensions/modeling_to_generate_alternatives/mga_sequencer.py
index 080d06974..a261ba458 100644
--- a/temoa/extensions/modeling_to_generate_alternatives/mga_sequencer.py
+++ b/temoa/extensions/modeling_to_generate_alternatives/mga_sequencer.py
@@ -1,6 +1,7 @@
 """
 Performs top-level control over an MGA model run
 """
+
 from __future__ import annotations
 
 import logging
@@ -26,10 +27,6 @@
     from temoa.extensions.modeling_to_generate_alternatives.vector_manager import VectorManager
 
 
-
-
-
-
 import pyomo.environ as pyo
 from pyomo.opt import check_optimal_termination
 
@@ -124,13 +121,13 @@ def __init__(self, config: TemoaConfig):
         except KeyError:
             logger.warning('No/bad MGA Weighting specified.  Using default: Hull Expansion')
             self.mga_weighting = MgaWeighting.HULL_EXPANSION
-        self.num_workers = int(cast(str | int, all_options.get('num_workers', 1)))
+        self.num_workers = int(cast('str | int', all_options.get('num_workers', 1)))
         logger.info('MGA workers are set to %s', self.num_workers)
-        self.iteration_limit = int(cast(str | int, mga_inputs.get('iteration_limit', 20)))
+        self.iteration_limit = int(cast('str | int', mga_inputs.get('iteration_limit', 20)))
         logger.info('Set MGA iteration limit to: %d', self.iteration_limit)
-        self.time_limit_hrs = float(cast(str | float, mga_inputs.get('time_limit_hrs', 12)))
+        self.time_limit_hrs = float(cast('str | float', mga_inputs.get('time_limit_hrs', 12)))
         logger.info('Set MGA time limit hours to: %0.1f', self.time_limit_hrs)
-        self.cost_epsilon = float(cast(str | float, mga_inputs.get('cost_epsilon', 0.05)))
+        self.cost_epsilon = float(cast('str | float', mga_inputs.get('cost_epsilon', 0.05)))
         logger.info('Set MGA cost (relaxation) epsilon to: %0.3f', self.cost_epsilon)
 
         # internal records
@@ -358,8 +355,10 @@ def solve_instance(self, instance: TemoaModel) -> bool:
             elapsed.total_seconds(),
             status.name,
         )
-        return status == pyo.TerminationCondition.optimal or \
-            str(status) == 'convergenceCriteriaSatisfied'
+        return (
+            status == pyo.TerminationCondition.optimal
+            or str(status) == 'convergenceCriteriaSatisfied'
+        )
 
     def process_solve_results(self, instance: TemoaModel) -> None:
         """write the results as required"""
diff --git a/temoa/extensions/monte_carlo/example_builds/scenario_analyzer.py b/temoa/extensions/monte_carlo/example_builds/scenario_analyzer.py
index 08b688946..a025b1107 100644
--- a/temoa/extensions/monte_carlo/example_builds/scenario_analyzer.py
+++ b/temoa/extensions/monte_carlo/example_builds/scenario_analyzer.py
@@ -1,7 +1,7 @@
 """
 Simple analyzer--example only
 """
-from importlib import resources
+
 from math import sqrt
 from pathlib import Path
 from sqlite3 import Connection
@@ -25,15 +25,15 @@
     cur = conn.cursor()
     # Check if results exist before attempting to plot
     obj_values = cur.execute(
-        "SELECT total_system_cost FROM output_objective WHERE scenario LIKE ?",
-        (f"{scenario_name}-%",)
+        'SELECT total_system_cost FROM output_objective WHERE scenario LIKE ?',
+        (f'{scenario_name}-%',),
     ).fetchall()
 
     if len(obj_values) == 0:
         raise RuntimeError(
             f"No results found for scenario '{scenario_name}-*' in '{db_resource}'. "
             "Please run 'temoa run tutorial_config.toml' or run the tutorial model "
-            "to populate output_objective with results first."
+            'to populate output_objective with results first.'
         )
 
     obj_values_tuple = tuple(t[0] for t in obj_values)
diff --git a/temoa/extensions/monte_carlo/example_builds/scenario_maker.py b/temoa/extensions/monte_carlo/example_builds/scenario_maker.py
index 0e72dd483..8561f556a 100644
--- a/temoa/extensions/monte_carlo/example_builds/scenario_maker.py
+++ b/temoa/extensions/monte_carlo/example_builds/scenario_maker.py
@@ -21,10 +21,10 @@
 """
 
 from pathlib import Path
+from typing import cast
 
 import matplotlib.pyplot as plt
 import numpy as np
-from typing import cast
 
 # distro for the related cost vars
 
@@ -34,7 +34,7 @@
 num_runs = 1000
 cov = np.array([[0.4, -0.1], [-0.1, 0.1]])
 price_devs = np.random.multivariate_normal([0, 0], cov, size=num_runs)
-corr_matrix = cast(np.typing.NDArray[np.float64], np.corrcoef(price_devs.T))
+corr_matrix = cast('np.typing.NDArray[np.float64]', np.corrcoef(price_devs.T))
 print(f'correlation check: {corr_matrix[0, 1]}')
 
 # verify with a peek...
diff --git a/temoa/extensions/monte_carlo/mc_run.py b/temoa/extensions/monte_carlo/mc_run.py
index 7c2874a7a..cca3d8b53 100644
--- a/temoa/extensions/monte_carlo/mc_run.py
+++ b/temoa/extensions/monte_carlo/mc_run.py
@@ -1,6 +1,5 @@
-"""
+""" """
 
-"""
 from __future__ import annotations
 
 from collections import defaultdict, namedtuple
@@ -27,8 +26,6 @@
 """a record of a data element change, for an element acted on by a Tweak"""
 
 
-
-
 class Tweak:
     """
     objects of this class represent individual tweaks to single (or wildcard)
@@ -235,9 +232,11 @@ def __init__(self, config: TemoaConfig, data_store: dict[str, Any]):
                 "Monte Carlo mode requires 'run_settings' path in 'monte_carlo_inputs'."
             )
 
-        self.settings_file = Path(cast(str, settings_path))
+        self.settings_file = Path(cast('str', settings_path))
         if not self.settings_file.exists():
-            raise FileNotFoundError(f'Monte Carlo run settings file not found: {self.settings_file}')
+            raise FileNotFoundError(
+                f'Monte Carlo run settings file not found: {self.settings_file}'
+            )
 
     def prescreen_input_file(self) -> bool:
         """
@@ -330,9 +329,7 @@ def element_locator(
             )
         raw_indices = param_data.keys()
         matches = [
-            k
-            for k in raw_indices
-            if all(k[idx] == target_index[idx] for idx in non_wildcard_locs)
+            k for k in raw_indices if all(k[idx] == target_index[idx] for idx in non_wildcard_locs)
         ]
         return matches
 
diff --git a/temoa/extensions/monte_carlo/mc_sequencer.py b/temoa/extensions/monte_carlo/mc_sequencer.py
index 0df6fd25e..eb99da89a 100644
--- a/temoa/extensions/monte_carlo/mc_sequencer.py
+++ b/temoa/extensions/monte_carlo/mc_sequencer.py
@@ -3,6 +3,7 @@
 A sequencer for Monte Carlo Runs
 
 """
+
 from __future__ import annotations
 
 import logging
@@ -31,12 +32,9 @@
     from temoa.core.config import TemoaConfig
 
 
-
 logger = getLogger(__name__)
 
-solver_options_path = (
-    resources.files('temoa.extensions.monte_carlo') / 'MC_solver_options.toml'
-)
+solver_options_path = resources.files('temoa.extensions.monte_carlo') / 'MC_solver_options.toml'
 
 
 class MCSequencer:
@@ -117,7 +115,6 @@ def start(self) -> None:
         # 4. copy & modify the base data to make per-dataset runs
         # 5. farm out the runs to workers
 
-
         # 0. Set up database for scenario
         self.writer.clear_scenario()
         self.writer.make_mc_tweaks_table()  # add the output table for tweaks, if not exists
@@ -125,6 +122,7 @@ def start(self) -> None:
 
         # 1. Load data
         import contextlib
+
         with contextlib.closing(sqlite3.connect(self.config.input_database)) as con:
             hybrid_loader = HybridLoader(db_connection=con, config=self.config)
             data_store = hybrid_loader.create_data_dict(myopic_index=None)
@@ -138,6 +136,7 @@ def start(self) -> None:
 
         # 4. Set up the workers
         import multiprocessing
+
         ctx = multiprocessing.get_context('spawn')
 
         num_workers = self.num_workers
@@ -151,10 +150,10 @@ def start(self) -> None:
         log_queue: Queue[logging.LogRecord] = ctx.Queue()
         # make workers
         workers: list[BaseProcess] = []
-        kwargs = {
-            'solver_name': self.config.solver_name,
-            'solver_options': self.worker_solver_options,
-        }
+        # kwargs = {
+        #     'solver_name': self.config.solver_name,
+        #     'solver_options': self.worker_solver_options,
+        # }
         # construct path for the solver logs
         s_path = self.config.output_path / 'solver_logs'
         if not s_path.exists():
diff --git a/temoa/extensions/myopic/evolution_updater.py b/temoa/extensions/myopic/evolution_updater.py
index 20808e79a..efeb9946d 100644
--- a/temoa/extensions/myopic/evolution_updater.py
+++ b/temoa/extensions/myopic/evolution_updater.py
@@ -1,15 +1,17 @@
-import sqlite3
 import logging
+import sqlite3
+
 from temoa.extensions.myopic.myopic_index import MyopicIndex
 
 logger = logging.getLogger(__name__)
 
+
 def iterate(
-        idx: MyopicIndex | None = None,
-        prev_base_year: int | None = None,
-        last_instance_status: str | None = None,
-        db_con: sqlite3.Connection | None = None,
-    ) -> None:
+    idx: MyopicIndex | None = None,
+    prev_base_year: int | None = None,
+    last_instance_status: str | None = None,
+    db_con: sqlite3.Connection | None = None,
+) -> None:
     """
     This function is called at the end of each myopic iteration,
     after the results have been recorded to the myopic database.
@@ -29,7 +31,7 @@ def iterate(
     """
 
     assert idx is not None
-    logger.info(f"Running myopic iteration updater for base year {idx.base_year}")
+    logger.info('Running myopic iteration updater for base year %s', idx.base_year)
 
     # Update your myopic database here.
 
diff --git a/temoa/extensions/myopic/myopic_progress_mapper.py b/temoa/extensions/myopic/myopic_progress_mapper.py
index 3dc3c2955..e474702a5 100644
--- a/temoa/extensions/myopic/myopic_progress_mapper.py
+++ b/temoa/extensions/myopic/myopic_progress_mapper.py
@@ -3,7 +3,6 @@
 """
 
 from datetime import datetime, timedelta
-
 from typing import Literal
 
 from temoa.extensions.myopic.myopic_index import MyopicIndex
@@ -38,7 +37,7 @@ def draw_header(self) -> None:
         print(time_buffer, end='')
         print('*' * tot_length)
         print()
-        print(f"{'HH:MM:SS':10s}", end='')
+        print(f'{"HH:MM:SS":10s}', end='')
         print(' ', end='')
         for year in self.years:
             print(f'{self.leader}{year}{self.trailer}  ', end='')
@@ -47,8 +46,9 @@ def draw_header(self) -> None:
     def timestamp(self) -> str:
         delta = datetime.now() - self.hack
         return (
-            f'Elapsed: {int(delta.total_seconds()//3600):02d}:'
-            f'{int(delta.total_seconds()%3600//60):02d}:{int(delta.total_seconds())%60:02d}   '
+            f'Elapsed: {int(delta.total_seconds() // 3600):02d}:'
+            f'{int(delta.total_seconds() % 3600 // 60):02d}:'
+            f'{int(delta.total_seconds()) % 60:02d}   '
         )
 
     def report(
diff --git a/temoa/extensions/myopic/myopic_sequencer.py b/temoa/extensions/myopic/myopic_sequencer.py
index e671c3759..e32ed347f 100644
--- a/temoa/extensions/myopic/myopic_sequencer.py
+++ b/temoa/extensions/myopic/myopic_sequencer.py
@@ -9,7 +9,7 @@
 from collections import deque
 from importlib import resources, util
 from pathlib import Path
-from sqlite3 import Connection, Cursor
+from sqlite3 import Connection
 from typing import Any, cast
 
 from temoa._internal import run_actions
@@ -87,7 +87,7 @@ def __init__(self, config: TemoaConfig | None) -> None:
         default_cap_threshold = 1e-3
         if config and config.myopic_inputs:
             self.capacity_epsilon = float(
-                cast(Any, config.myopic_inputs.get('capacity_threshold', default_cap_threshold))
+                cast('Any', config.myopic_inputs.get('capacity_threshold', default_cap_threshold))
             )
         else:
             self.capacity_epsilon = default_cap_threshold
@@ -110,10 +110,10 @@ def __init__(self, config: TemoaConfig | None) -> None:
                 )
                 raise RuntimeError('No myopic options received.  See log file.')
             else:
-                self.view_depth = int(cast(Any, myopic_options.get('view_depth')))
+                self.view_depth = int(cast('Any', myopic_options.get('view_depth')))
                 if not isinstance(self.view_depth, int) or self.view_depth < 1:
                     raise ValueError(f'view_depth is not a positive integer {self.view_depth}')
-                self.step_size = int(cast(Any, myopic_options.get('step_size')))
+                self.step_size = int(cast('Any', myopic_options.get('step_size')))
                 if not isinstance(self.step_size, int) or self.step_size < 1:
                     raise ValueError(f'step_size is not a positive integer {self.step_size}')
                 if self.step_size > self.view_depth:
@@ -224,8 +224,9 @@ def start(self) -> None:
                 raise RuntimeError('Illegal state in myopic iteration.')
             logger.info('Processing Myopic Index: %s', idx)
 
-            # 4. If evolving, call the evolution script and pass it the myopic index and last instance status
-            if self.evolving and last_instance_status is not None: # don't evolve before first iteration (pointless)
+            # 4. If evolving, call the evolution script and pass it the myopic index
+            # and last instance status, unless is first iteration (pointless)
+            if self.evolving and last_instance_status is not None:
                 self.run_evolution_script(
                     idx=idx,
                     last_base_year=last_base_year,
@@ -298,7 +299,7 @@ def start(self) -> None:
                 self.table_writer.write_dual_variables(results=results, iteration=idx.base_year)
 
             # prep next loop
-            last_base_year = idx.base_year if idx else last_base_year # update
+            last_base_year = idx.base_year if idx else last_base_year  # update
 
             # delete anything in the output_objective table, it is nonsensical...
             assert self.output_con is not None
@@ -307,13 +308,15 @@ def start(self) -> None:
             )
             self.output_con.commit()
 
-
         # Total system cost is, theoretically, sum of discounted costs from output_cost table
-        total_cost = self.get_current_total_cost(last_base_year if last_base_year is not None else 0)
+        total_cost = self.get_current_total_cost(
+            last_base_year if last_base_year is not None else 0
+        )
 
         assert self.output_con is not None
         self.output_con.execute(
-            f"INSERT INTO output_objective(scenario, objective_name, total_system_cost) VALUES('{self.config.scenario}', 'total_cost', {total_cost})"
+            'INSERT INTO output_objective(scenario, objective_name, total_system_cost) '
+            f"VALUES('{self.config.scenario}', 'total_cost', {total_cost})"
         )
         self.output_con.commit()
 
@@ -385,12 +388,12 @@ def initialize_myopic_efficiency_table(self) -> None:
             print(list(res))
 
     def run_evolution_script(
-            self,
-            idx: MyopicIndex | None,
-            last_base_year: int | None,
-            last_instance_status: str | None,
-            con: sqlite3.Connection | None
-        ) -> None:
+        self,
+        idx: MyopicIndex | None,
+        last_base_year: int | None,
+        last_instance_status: str | None,
+        con: sqlite3.Connection | None,
+    ) -> None:
         """
         Run the evolution script to update the myopic database before the next iteration.
         """
@@ -402,21 +405,21 @@ def run_evolution_script(
         # import the script as a module and call the iterate function
         script_path = Path(self.evolution_script).expanduser()
         if not script_path.is_file():
-            msg = f"Myopic evolution script not found: {script_path}"
+            msg = f'Myopic evolution script not found: {script_path}'
             logger.error(msg)
             raise FileNotFoundError(msg)
 
-        spec = util.spec_from_file_location("evolution_script", script_path)
+        spec = util.spec_from_file_location('evolution_script', script_path)
         if spec is None or spec.loader is None:
-            msg = f"Could not load evolution script module spec from: {script_path}"
+            msg = f'Could not load evolution script module spec from: {script_path}'
             logger.error(msg)
             raise RuntimeError(msg)
 
         evolution_module = util.module_from_spec(spec)
         spec.loader.exec_module(evolution_module)
-        iterate = getattr(evolution_module, "iterate", None)
+        iterate = getattr(evolution_module, 'iterate', None)
         if not callable(iterate):
-            msg = f"Evolution script must define callable iterate(...): {script_path}"
+            msg = f'Evolution script must define callable iterate(...): {script_path}'
             logger.error(msg)
             raise AttributeError(msg)
 
@@ -571,21 +574,22 @@ def characterize_run(self, future_periods: list[int] | None = None) -> None:
             raise RuntimeError('view_depth not initialized')
         if len(future_periods) < self.view_depth + 1:
             msg = (
-                'Not enough future periods for view depth. Need {} including end period. Got {}.'
-            ).format(self.view_depth+1, len(future_periods))
+                'Not enough future periods for view depth. '
+                f'Need {self.view_depth + 1} including end period. Got {len(future_periods)}.'
+            )
             logger.error(msg)
             raise RuntimeError(msg)
         self.optimization_periods = future_periods.copy()
         if self.step_size is None:
             raise RuntimeError('step_size not initialized')
         last_base_year = ((len(future_periods) - 2) // self.step_size) * self.step_size
-        base_years = list(range(0, last_base_year+1, self.step_size))
+        base_years = list(range(0, last_base_year + 1, self.step_size))
         if not self.evolving:
             # Remove redundant iterations near end of horizon if not evolving
-            catch_Pe = [i for i in base_years if i + self.view_depth >= len(future_periods) - 1]
-            if len(catch_Pe) > 1:
+            catch_pe = [i for i in base_years if i + self.view_depth >= len(future_periods) - 1]
+            if len(catch_pe) > 1:
                 # keep only one iteration that captures the end of the horizon
-                base_years = base_years[:-len(catch_Pe) + 1]
+                base_years = base_years[: -len(catch_pe) + 1]
         for n, idx in enumerate(base_years):
             depth = min(self.view_depth, len(future_periods) - idx - 1)
             if idx == base_years[-1]:
@@ -593,13 +597,13 @@ def characterize_run(self, future_periods: list[int] | None = None) -> None:
                 step = depth
             else:
                 # record to next base year
-                step = base_years[n+1] - idx
+                step = base_years[n + 1] - idx
             if depth < 1:
                 msg = (
                     'Calculated MyopicIndex with non-positive depth. '
                     'This should never happen. Code error likely. '
-                    'idx: {}, step: {}, depth: {}, future_periods: {}'
-                ).format(idx, step, depth, future_periods)
+                    f'idx: {idx}, step: {step}, depth: {depth}, future_periods: {future_periods}'
+                )
                 logger.error(msg)
                 raise RuntimeError(msg)
             myopic_idx = MyopicIndex(
@@ -708,9 +712,7 @@ def clear_results_after(self, period: int) -> None:
     def report_total_demand(self, mi: MyopicIndex) -> None:
         assert self.output_con is not None
         assert self.cursor is not None
-        self.cursor.execute(
-            "SELECT SUM(demand) FROM output_demand WHERE scenario='original'"
-        )
+        self.cursor.execute("SELECT SUM(demand) FROM output_demand WHERE scenario='original'")
         self.output_con.commit()
 
     def write_myopic_efficiency(self, mi: MyopicIndex, status: str) -> None:
@@ -737,9 +739,7 @@ def write_myopic_efficiency(self, mi: MyopicIndex, status: str) -> None:
     def report_cumulative_capacity(self, mi: MyopicIndex) -> None:
         assert self.output_con is not None
         assert self.cursor is not None
-        self.cursor.execute(
-            "SELECT SUM(capacity) FROM output_capacity WHERE scenario='original'"
-        )
+        self.cursor.execute("SELECT SUM(capacity) FROM output_capacity WHERE scenario='original'")
         self.output_con.commit()
 
     def __del__(self) -> None:
diff --git a/temoa/extensions/single_vector_mga/sv_mga_sequencer.py b/temoa/extensions/single_vector_mga/sv_mga_sequencer.py
index 937aeb65c..543af6678 100644
--- a/temoa/extensions/single_vector_mga/sv_mga_sequencer.py
+++ b/temoa/extensions/single_vector_mga/sv_mga_sequencer.py
@@ -9,7 +9,7 @@
 import sqlite3
 import sys
 from collections.abc import Iterable
-from typing import Any, cast, TYPE_CHECKING
+from typing import TYPE_CHECKING, Any, cast
 
 from pyomo.core import Constraint, Expression, Objective, value
 from pyomo.opt import check_optimal_termination
diff --git a/temoa/extensions/stochastics/scenario_creator.py b/temoa/extensions/stochastics/scenario_creator.py
index a1ffcccc3..ac54bcb77 100644
--- a/temoa/extensions/stochastics/scenario_creator.py
+++ b/temoa/extensions/stochastics/scenario_creator.py
@@ -3,7 +3,6 @@
 import logging
 import sqlite3
 from typing import TYPE_CHECKING, Any, cast
-from collections.abc import Iterable
 
 from mpisppy.utils.sputils import attach_root_node  # type: ignore[import-untyped]
 
@@ -12,6 +11,8 @@
 from temoa.data_io.hybrid_loader import HybridLoader
 
 if TYPE_CHECKING:
+    from collections.abc import Iterable
+
     from temoa.core.config import TemoaConfig
     from temoa.data_io.hybrid_loader import LoadItem
     from temoa.extensions.stochastics.stochastic_config import StochasticConfig
@@ -36,6 +37,7 @@ def scenario_creator(scenario_name: str, **kwargs: Any) -> Any:
     # 1. Load base data
     try:
         import contextlib
+
         with contextlib.closing(sqlite3.connect(temoa_config.input_database)) as con:
             hybrid_loader = HybridLoader(db_connection=con, config=temoa_config)
             data_dict = hybrid_loader.create_data_dict(myopic_index=None)
@@ -46,7 +48,7 @@ def scenario_creator(scenario_name: str, **kwargs: Any) -> Any:
             for item in cast('Iterable[LoadItem]', hybrid_loader.manifest):
                 if item.table not in table_index_map and item.columns:
                     if item.index_length:
-                        table_index_map[item.table] = list(item.columns[:item.index_length])
+                        table_index_map[item.table] = list(item.columns[: item.index_length])
                     else:
                         table_index_map[item.table] = list(item.columns[:-1])
     except Exception as e:
@@ -58,7 +60,7 @@ def scenario_creator(scenario_name: str, **kwargs: Any) -> Any:
         if p.scenario != scenario_name:
             continue
 
-        target_param = cast(dict[Any, Any] | None, data_dict.get(p.table))
+        target_param = cast('dict[Any, Any] | None', data_dict.get(p.table))
         if target_param is None:
             logger.warning(
                 'Table %s not found in data_dict for scenario %s', p.table, scenario_name
diff --git a/temoa/extensions/stochastics/stochastic_sequencer.py b/temoa/extensions/stochastics/stochastic_sequencer.py
index 9950ee6cc..5c904ce30 100644
--- a/temoa/extensions/stochastics/stochastic_sequencer.py
+++ b/temoa/extensions/stochastics/stochastic_sequencer.py
@@ -34,7 +34,9 @@ def __init__(self, config: TemoaConfig) -> None:
             self.stoch_config = StochasticConfig.from_toml(sc_path)
         except Exception as e:
             logger.exception('Failed to load stochastic config from %s', sc_path)
-            raise ValueError(f'Error parsing stochastic config {sc_path}. Original error: {e}') from e
+            raise ValueError(
+                f'Error parsing stochastic config {sc_path}. Original error: {e}'
+            ) from e
 
     def start(self) -> None:
         """

From 45ff154099ede7207660d5356290bfac2f567681 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 8 Jul 2026 09:57:58 -0400
Subject: [PATCH 17/56] Bypass duals in highs because they dont work and raise
 errors for MILP models

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/_internal/run_actions.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/temoa/_internal/run_actions.py b/temoa/_internal/run_actions.py
index af2bc0ddd..6aecc7dcc 100644
--- a/temoa/_internal/run_actions.py
+++ b/temoa/_internal/run_actions.py
@@ -244,7 +244,10 @@ def solve_instance(
     with task_timer(f'Solving model {instance.name}', silent=silent):
         try:
             # currently, the highs solver call will puke if the suffixes are passed
+            # it also doesn't seem to support duals properly so disable those
             if solver_name == 'appsi_highs':
+                dual_suffix = instance.component('dual')
+                dual_suffix._direction = Suffix.LOCAL
                 result = optimizer.solve(instance)
             else:
                 result = optimizer.solve(instance, suffixes=solver_suffixes_list)

From a0d0b93fe5a958b9dcb32baf2b5af81361b22b2c Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 8 Jul 2026 09:59:25 -0400
Subject: [PATCH 18/56] Move index set loading to manifest

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/data_io/component_manifest.py | 15 +++++++++++++
 temoa/data_io/hybrid_loader.py      | 35 +++++------------------------
 temoa/data_io/loader_manifest.py    |  4 ++++
 3 files changed, 24 insertions(+), 30 deletions(-)

diff --git a/temoa/data_io/component_manifest.py b/temoa/data_io/component_manifest.py
index c02513f90..7521b34c8 100644
--- a/temoa/data_io/component_manifest.py
+++ b/temoa/data_io/component_manifest.py
@@ -307,6 +307,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validation_map=(0, 1, 2),
             is_period_filtered=False,
             is_table_required=False,
+            index_set=model.cost_invest_rtv,
         ),
         LoadItem(
             component=model.cost_fixed,
@@ -327,6 +328,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             table='cost_emission',
             columns=['region', 'period', 'emis_comm', 'cost'],
             is_table_required=False,
+            index_set=model.cost_emission_rpe,
         ),
         LoadItem(
             component=model.loan_rate,
@@ -391,6 +393,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             component=model.demand,
             table='demand',
             columns=['region', 'period', 'commodity', 'demand'],
+            index_set=model.demand_constraint_rpc,
         ),
         LoadItem(
             component=model.demand_specific_distribution,
@@ -501,6 +504,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             columns=['region', 'period', 'tech_group', 'requirement'],
             custom_loader_name='_load_rps_requirement',
             is_table_required=False,
+            index_set=model.renewable_portfolio_standard_constraint_rpg,
         ),
         LoadItem(
             component=model.capacity_credit,
@@ -550,6 +554,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validation_map=(0, 3),
             is_period_filtered=False,
             is_table_required=False,
+            index_set=model.limit_storage_fraction_param_rsdt,
         ),
         LoadItem(
             component=model.emission_activity,
@@ -614,6 +619,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validator_name='viable_rpt',
             validation_map=(0, 1, 2),
             is_table_required=False,
+            index_set=model.limit_capacity_constraint_rpt,
         ),
         LoadItem(
             component=model.limit_new_capacity,
@@ -623,6 +629,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validation_map=(0, 1, 2),
             is_period_filtered=False,
             is_table_required=False,
+            index_set=model.limit_new_capacity_constraint_rtv,
         ),
         LoadItem(
             component=model.limit_capacity_share,
@@ -631,6 +638,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validator_name='viable_rpt',
             validation_map=(0, 1, 2),
             is_table_required=False,
+            index_set=model.limit_capacity_share_constraint_rpgg,
         ),
         LoadItem(
             component=model.limit_new_capacity_share,
@@ -640,6 +648,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validation_map=(0, 1, 3),
             is_period_filtered=False,
             is_table_required=False,
+            index_set=model.limit_new_capacity_share_constraint_rggv,
         ),
         LoadItem(
             component=model.limit_activity,
@@ -648,6 +657,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validator_name='viable_rpt',
             validation_map=(0, 1, 2),
             is_table_required=False,
+            index_set=model.limit_activity_constraint_rpt,
         ),
         LoadItem(
             component=model.limit_activity_share,
@@ -656,6 +666,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validator_name='viable_rpt',
             validation_map=(0, 1, 2),
             is_table_required=False,
+            index_set=model.limit_activity_share_constraint_rpgg,
         ),
         LoadItem(
             component=model.limit_resource,
@@ -665,6 +676,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validation_map=(0, 1),
             is_period_filtered=False,
             is_table_required=False,
+            index_set=model.limit_resource_constraint_rt,
         ),
         LoadItem(
             component=model.limit_seasonal_capacity_factor,
@@ -674,6 +686,7 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validation_map=(0, 2),
             is_period_filtered=False,
             is_table_required=False,
+            index_set=model.limit_seasonal_capacity_factor_constraint_rst,
         ),
         LoadItem(
             component=model.limit_annual_capacity_factor,
@@ -683,12 +696,14 @@ def build_manifest(model: TemoaModel, extension_ids: Sequence[str] | None = None
             validation_map=(0, 1, 2, 3),
             is_period_filtered=False,
             is_table_required=False,
+            index_set=model.limit_annual_capacity_factor_constraint_rtvo,
         ),
         LoadItem(
             component=model.limit_emission,
             table='limit_emission',
             columns=['region', 'period', 'emis_comm', 'operator', 'value'],
             is_table_required=False,
+            index_set=model.limit_emission_constraint_rpe,
         ),
         LoadItem(
             component=model.limit_tech_input_split,
diff --git a/temoa/data_io/hybrid_loader.py b/temoa/data_io/hybrid_loader.py
index 6dad50308..42ad02e97 100644
--- a/temoa/data_io/hybrid_loader.py
+++ b/temoa/data_io/hybrid_loader.py
@@ -970,36 +970,11 @@ def load_param_idx_sets(self, data: dict[str, object]) -> dict[str, object]:
         :param data: The main data dictionary.
         :return: A dictionary of the new index sets to be added.
         """
-        model = TemoaModel()
-        param_idx_sets = {
-            model.cost_invest.name: model.cost_invest_rtv.name,
-            model.cost_emission.name: model.cost_emission_rpe.name,
-            model.demand.name: model.demand_constraint_rpc.name,
-            model.limit_emission.name: model.limit_emission_constraint_rpe.name,
-            model.limit_activity.name: model.limit_activity_constraint_rpt.name,
-            model.limit_seasonal_capacity_factor.name: (
-                model.limit_seasonal_capacity_factor_constraint_rst.name
-            ),
-            model.limit_activity_share.name: model.limit_activity_share_constraint_rpgg.name,
-            model.limit_annual_capacity_factor.name: (
-                model.limit_annual_capacity_factor_constraint_rtvo.name
-            ),
-            model.limit_capacity.name: model.limit_capacity_constraint_rpt.name,
-            model.limit_capacity_share.name: model.limit_capacity_share_constraint_rpgg.name,
-            model.limit_new_capacity.name: model.limit_new_capacity_constraint_rtv.name,
-            model.limit_new_capacity_share.name: (
-                model.limit_new_capacity_share_constraint_rggv.name
-            ),
-            model.limit_resource.name: model.limit_resource_constraint_rt.name,
-            model.limit_storage_fraction.name: model.limit_storage_fraction_param_rsdt.name,
-            model.renewable_portfolio_standard.name: (
-                model.renewable_portfolio_standard_constraint_rpg.name
-            ),
-        }
-
         res: dict[str, object] = {}
-        for p_name, s_name in param_idx_sets.items():
-            param_data = data.get(p_name)
+        for item in self.manifest:
+            if item.index_set is None:
+                continue
+            param_data = data.get(item.component.name)
             if isinstance(param_data, dict):
-                res[s_name] = list(param_data.keys())
+                res[item.index_set.name] = list(param_data.keys())
         return res
diff --git a/temoa/data_io/loader_manifest.py b/temoa/data_io/loader_manifest.py
index 886aaa4e1..a43d44cb6 100644
--- a/temoa/data_io/loader_manifest.py
+++ b/temoa/data_io/loader_manifest.py
@@ -47,6 +47,9 @@ class LoadItem:
             `HybridLoader` to handle non-standard loading logic for this component.
         fallback_data: Optional. A list of default data tuples to use if the
             table is missing or returns no data.
+        index_set: Optional. The Pyomo `Set` that is indexed by the keys of
+            this `Param`. When set, the loader will automatically derive the
+            set's data from the param's loaded keys during finalization.
     """
 
     component: ComponentType
@@ -61,3 +64,4 @@ class LoadItem:
     custom_loader_name: str | None = None
     fallback_data: list[tuple[object, ...]] | None = None
     order_by: list[str] | None = None
+    index_set: ComponentType | None = None

From dd9ba65b80f9b215e8622b837729971bdac3a6a1 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 8 Jul 2026 13:57:54 -0400
Subject: [PATCH 19/56] Tidy up for Bugs

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/extensions/discrete_capacity/extension.py | 4 ++--
 temoa/extensions/growth_rates/extension.py      | 2 +-
 2 files changed, 3 insertions(+), 3 deletions(-)

diff --git a/temoa/extensions/discrete_capacity/extension.py b/temoa/extensions/discrete_capacity/extension.py
index 2a0c141e0..d9a062c89 100644
--- a/temoa/extensions/discrete_capacity/extension.py
+++ b/temoa/extensions/discrete_capacity/extension.py
@@ -11,10 +11,10 @@
     owned_tables=('limit_discrete_new_capacity', 'limit_discrete_capacity'),
     regional_group_tables={
         'limit_discrete_new_capacity': 'region',
-        'limit_discrete_capacity': 'region'
+        'limit_discrete_capacity': 'region',
     },
     register_model_components=register_model_components,
     build_manifest_items=build_manifest_items,
-    schema_sql_path=str(Path(__file__).parents[0] / 'tables.sql'),
+    schema_sql_path=str(Path(__file__).parent / 'tables.sql'),
     fail_if_tables_populated_when_disabled=True,
 )
diff --git a/temoa/extensions/growth_rates/extension.py b/temoa/extensions/growth_rates/extension.py
index 19aec7008..15847fc0c 100644
--- a/temoa/extensions/growth_rates/extension.py
+++ b/temoa/extensions/growth_rates/extension.py
@@ -26,6 +26,6 @@
     },
     register_model_components=register_model_components,
     build_manifest_items=build_manifest_items,
-    schema_sql_path=str(Path(__file__).parents[0] / 'tables.sql'),
+    schema_sql_path=str(Path(__file__).parent / 'tables.sql'),
     fail_if_tables_populated_when_disabled=True,
 )

From a01531993d282d782a83e09b3a3d8863c5add37e Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 8 Jul 2026 13:59:02 -0400
Subject: [PATCH 20/56] Build main extension components for economies of scale

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/core/model.py                           |   6 +
 .../extensions/economies_of_scale/__init__.py |   3 +
 .../economies_of_scale/components/__init__.py |   0
 .../components/cost_fixed_eos.py              | 313 ++++++++++++
 .../components/cost_invest_eos.py             | 474 ++++++++++++++++++
 .../components/cost_variable_eos.py           | 334 ++++++++++++
 .../economies_of_scale/core/__init__.py       |   0
 .../economies_of_scale/core/model.py          | 208 ++++++++
 .../economies_of_scale/data_manifest.py       |  74 +++
 .../economies_of_scale/extension.py           |  21 +
 .../extensions/economies_of_scale/tables.sql  |  53 ++
 temoa/extensions/framework.py                 |   3 +-
 12 files changed, 1488 insertions(+), 1 deletion(-)
 create mode 100644 temoa/extensions/economies_of_scale/__init__.py
 create mode 100644 temoa/extensions/economies_of_scale/components/__init__.py
 create mode 100644 temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
 create mode 100644 temoa/extensions/economies_of_scale/components/cost_invest_eos.py
 create mode 100644 temoa/extensions/economies_of_scale/components/cost_variable_eos.py
 create mode 100644 temoa/extensions/economies_of_scale/core/__init__.py
 create mode 100644 temoa/extensions/economies_of_scale/core/model.py
 create mode 100644 temoa/extensions/economies_of_scale/data_manifest.py
 create mode 100644 temoa/extensions/economies_of_scale/extension.py
 create mode 100644 temoa/extensions/economies_of_scale/tables.sql

diff --git a/temoa/core/model.py b/temoa/core/model.py
index 10f0a77b5..24d4dbb08 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -39,6 +39,9 @@
     technology,
     time,
 )
+from temoa.extensions.economies_of_scale.core.model import (
+    register_early_eos_components,
+)
 from temoa.extensions.framework import apply_model_extension_hooks, resolve_extension_specs
 from temoa.model_checking.validators import (
     no_slash_or_pipe,
@@ -563,6 +566,9 @@ def __init__(
         )
         self.cost_invest = Param(self.cost_invest_rtv)
 
+        # Inject cost_invest_eos extension components prior to loan params, if active
+        register_early_eos_components(self)
+
         self.default_loan_rate = Param(domain=NonNegativeReals)
         self.loan_rate = Param(
             self.cost_invest_rtv, domain=NonNegativeReals, default=costs.get_default_loan_rate
diff --git a/temoa/extensions/economies_of_scale/__init__.py b/temoa/extensions/economies_of_scale/__init__.py
new file mode 100644
index 000000000..42728b346
--- /dev/null
+++ b/temoa/extensions/economies_of_scale/__init__.py
@@ -0,0 +1,3 @@
+from temoa.extensions.economies_of_scale.extension import EOS_EXTENSION
+
+__all__ = ['EOS_EXTENSION']
diff --git a/temoa/extensions/economies_of_scale/components/__init__.py b/temoa/extensions/economies_of_scale/components/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py b/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
new file mode 100644
index 000000000..9a902eb43
--- /dev/null
+++ b/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
@@ -0,0 +1,313 @@
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING, cast
+
+from pyomo.environ import quicksum, value
+
+import temoa.components.geography as geography
+import temoa.components.technology as technology
+from temoa.components.costs import fixed_or_variable_cost
+
+if TYPE_CHECKING:
+    from pyomo.core import Expression
+    from pyomo.core.base.objective import ObjectiveData
+    from pyomo.core.base.var import VarData
+
+    from temoa.extensions.economies_of_scale.core.model import EOSModel
+    from temoa.types import ExprLike, Period, Region, Technology
+
+logger = logging.getLogger(__name__)
+
+
+def period_cost_indices(model: EOSModel) -> set[tuple[Region, Period, Technology]]:
+    return {(r, p, t) for r, p, t, _ in model.cost_fixed_eos_rptn}
+
+
+def initialize_components(model: EOSModel) -> None:
+    """
+    Organise some data and put up some guard rails
+    """
+
+    # Collect segment indices n for each (r,p,t) cluster; order doesn't matter
+    for r, p, t, n in model.cost_fixed_eos_rptn:
+        model.cost_fixed_eos_segments.setdefault((r, p, t), set()).add(n)
+
+    # Check that costs and capacities are monotonically increasing
+    for (r, p, t), segs in model.cost_fixed_eos_segments.items():
+        sorted_segs = sorted(segs)
+        for i, n in enumerate(sorted_segs):
+            cap_lower, cap_upper, cost_lower, cost_upper = model.cost_fixed_eos[r, p, t, n]
+
+            # Check cost curve is nonnegative and monotonically increasing
+            # If someone wants to break this assumption they should have the
+            # skills to edit this code.
+            if not all(
+                (
+                    cap_lower >= 0,
+                    cap_upper >= 0,
+                    cost_lower >= 0,
+                    cost_upper >= 0,
+                    cap_upper > cap_lower,
+                    cost_upper > cost_lower,
+                )
+            ):
+                msg = (
+                    'Negative values or non-increasing segment bounds found '
+                    f'in cost_fixed_eos table for {r, p, t, n}'
+                )
+                logger.error(msg)
+                raise ValueError(msg)
+
+            # Backcheck for monotonic growth
+            if i == 0:
+                continue
+
+            _, prev_cap_upper, _, prev_cost_upper = model.cost_fixed_eos[
+                r, p, t, sorted_segs[i - 1]
+            ]
+
+            if not all(
+                (
+                    abs(cap_lower - prev_cap_upper) <= 0.001,
+                    abs(cost_lower - prev_cost_upper) <= 0.001,
+                )
+            ):
+                msg = (
+                    'Segments in cost_fixed_eos table do not align on their bounds. This would '
+                    'leave gaps in the cost curve and could lead to infeasibility. Check '
+                    f'({r, p, t, sorted_segs[i - 1]}) to ({r, p, t, n})'
+                )
+                logger.error(msg)
+                raise ValueError(msg)
+
+
+# --- Enforce the rules of cumulative capacity progression up the cost curve ---
+def cost_fixed_eos_segment_binary_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology
+) -> ExprLike:
+    r"""
+    Enforce exactly one active segment of the cost curve for each cluster
+    in each period.
+
+    Each technology cluster :math:`(r, p, t)` has a piecewise-linear cost curve
+    split into :math:`N_{r,p,t}` segments.  The binary variable
+    :math:`\textbf{CFEB}_{r,p,t,n}` selects which segment is currently active.
+    Exactly one segment must be active at all times:
+
+
+    .. math::
+        :label: Cost Fixed EOS Segment Binary Constraint
+
+        \sum_{n \in N_{r,p,t}} \textbf{CFEB}_{r,p,t,n} = 1
+
+        \qquad \forall \{r, p, t\} \in \Theta_{\text{cost\_fixed\_eos\_period\_rpt}}
+
+    where :math:`\textbf{CFEB}_{r,p,t,n}` is
+    :code:`v_cost_fixed_eos_segment_binary[r, p, t, n]` (:math:`\in \{0, 1\}`) and
+    :math:`N_{r,p,t}` is the set of segment indices declared for cluster
+    :math:`(r, p, t)` in the :code:`cost_fixed_eos` table.
+    """
+    count_active_segments = quicksum(
+        model.v_cost_fixed_eos_segment_binary[r, p, t, n]
+        for n in model.cost_fixed_eos_segments[r, p, t]
+    )
+    return count_active_segments == 1
+
+
+def cost_fixed_eos_capacity_lower_bound_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology, n: int
+) -> ExprLike:
+    r"""
+    Enforce the lower bound of the active EOS cost-curve segment on the
+    capacity variable for that segment.
+
+    When segment :math:`n` is inactive (:math:`\textbf{CFEB}_{r,p,t,n} = 0`), the
+    right-hand side collapses to zero so the constraint is non-binding.  When
+    segment :math:`n` is active (:math:`\textbf{CFEB}_{r,p,t,n} = 1`), it
+    enforces that the segment capacity is at least the lower boundary
+    :math:`\underline{K}_{r,p,t,n}` of that segment:
+
+    .. math::
+        :label: EOS Capacity Lower Bound
+
+        \textbf{CFECAP}_{r,p,t,n}
+            \ge \textbf{CFEB}_{r,p,t,n} \cdot \underline{K}_{r,p,t,n}
+
+        \qquad \forall \{r, p, t, n\} \in \Theta_{\text{cost\_fixed\_eos\_rptn}}
+
+    where :math:`\textbf{CFECAP}_{r,p,t,n}` is
+    :code:`v_cost_fixed_eos_capacity[r, p, t, n]`, :math:`\textbf{CFEB}_{r,p,t,n}`
+    is :code:`v_cost_fixed_eos_segment_binary[r, p, t, n]`, and
+    :math:`\underline{K}_{r,p,t,n}` is :code:`cost_fixed_eos[r, p, t, n][0]`
+    (the :code:`capacity_lower` column).
+    """
+    cap_lower = model.v_cost_fixed_eos_segment_binary[r, p, t, n] * value(
+        model.cost_fixed_eos[r, p, t, n][0]
+    )
+    return model.v_cost_fixed_eos_capacity[r, p, t, n] >= cap_lower
+
+
+def cost_fixed_eos_capacity_upper_bound_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology, n: int
+) -> ExprLike:
+    r"""
+    Enforce the upper bound of the active EOS cost-curve segment on the
+    capacity variable for that segment.
+
+    This is the mirror of the lower bound.  When segment :math:`n` is inactive
+    the right-hand side collapses to zero, driving
+    :math:`\textbf{CFECAP}_{r,p,t,n}` to zero.  When it is active,
+    the segment capacity cannot exceed the upper boundary
+    :math:`\overline{K}_{r,p,t,n}` of that segment:
+
+    .. math::
+        :label: EOS Capacity Upper Bound
+
+        \textbf{CFECAP}_{r,p,t,n}
+            \le \textbf{CFEB}_{r,p,t,n} \cdot \overline{K}_{r,p,t,n}
+
+        \qquad \forall \{r, p, t, n\} \in \Theta_{\text{cost\_fixed\_eos\_rptn}}
+
+    where :math:`\overline{K}_{r,p,t,n}` is :code:`cost_fixed_eos[r, p, t, n][1]`
+    (the :code:`capacity_upper` column).
+
+    Together the lower and upper bound constraints implement a "big-M"-style
+    activation: only the single active segment can carry non-zero capacity,
+    and that capacity is pinned within the segment's range.
+    """
+    cap_upper = model.v_cost_fixed_eos_segment_binary[r, p, t, n] * value(
+        model.cost_fixed_eos[r, p, t, n][1]
+    )
+    return model.v_cost_fixed_eos_capacity[r, p, t, n] <= cap_upper
+
+
+def cost_fixed_eos_capacity_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology
+) -> ExprLike:
+    r"""
+    Equate the EOS capacity expression to the actual capacity available
+    in the base model.
+
+    The EOS formulation tracks capacity internally through
+    :math:`\textbf{CFECAP}_{r,p,t,n}`.  This constraint ties those
+    internal variables to the real decision variables
+    :math:`\textbf{CAPAVL}_{r,p,t}` from the base Temoa model,
+    so the cost curve reflects actually-available capacity
+    rather than a free parameter:
+
+    .. math::
+        :label: Cost Fixed EOS Capacity
+
+        \sum_{n \in N_{r,p,t}} \textbf{CFECAP}_{r,p,t,n}
+        =
+        \sum_{\substack{r' \in R(r),\, t' \in T(t)}}
+            \textbf{CAPAVL}_{r',p,t'}
+
+        \qquad \forall \{r, p, t\} \in \Theta_{\text{cost\_fixed\_eos\_period\_rpt}}
+
+    where :math:`R(r)` and :math:`T(t)` expand any group labels to the
+    individual regions and technologies they contain, and
+    :math:`\textbf{CAPAVL}_{r',p,t'}` is
+    :code:`v_capacity_available_by_period_and_tech[r', p, t']`.
+    """
+
+    regions = geography.gather_group_regions(model, r)
+    techs = technology.gather_group_techs(model, t)
+
+    cap_eos = quicksum(
+        model.v_cost_fixed_eos_capacity[r, p, t, n] for n in model.cost_fixed_eos_segments[r, p, t]
+    )
+    capacity = quicksum(
+        model.v_capacity_available_by_period_and_tech[_r, p, _t]
+        for _t in techs
+        for _r in regions
+        if (_r, p, _t) in model.v_capacity_available_by_period_and_tech
+    )
+    return capacity == cap_eos
+
+
+# --- Calculating costs ---
+def cost_fixed_eos_segment_cost(
+    model: EOSModel,
+    r: Region,
+    p: Period,
+    t: Technology,
+    n: int,
+    capacity: ExprLike,
+    binary: VarData | bool = True,
+) -> ExprLike:
+    """Fixed cost within a segment, if capacity were in that segment"""
+    cap_lower, cap_upper, cost_lower, cost_upper = model.cost_fixed_eos[r, p, t, n]
+    m = (value(cost_upper) - value(cost_lower)) / (value(cap_upper) - value(cap_lower))
+    return m * capacity + binary * (value(cost_lower) - m * value(cap_lower))
+
+
+def period_cost(model: EOSModel, r: Region, p: Period, t: Technology) -> Expression:
+    r"""
+    EOS clusters do not contribute to the base-model
+    :math:`\text{CostFixed}` sum.  Instead, the extension adds a separate
+    discounted fixed-cost term to :code:`total_cost` via a
+    :code:`BuildAction` (``append_cost_fixed_eos_to_total_cost``).
+
+    The *period cost* for cluster :math:`(r, p, t)` is evaluated from the
+    piecewise-linear cost curve at the capacity available in period :math:`p`:
+
+    .. math::
+
+        \text{EOS\_PeriodCost}_{r,p,t} =
+            \sum_{n \in N_{r,p,t}}
+                \left[
+                    m_{r,p,t,n} \cdot \textbf{CFECAP}_{r,p,t,n}
+                    + \textbf{CFEB}_{r,p,t,n}
+                        \left(\underline{C}_{r,p,t,n} - m_{r,p,t,n}
+                        \cdot \underline{K}_{r,p,t,n}\right)
+                \right]
+
+        \text{with slope }m_{r,p,t,n} = \dfrac{\overline{C}_{r,p,t,n} -
+        \underline{C}_{r,p,t,n}}{\overline{K}_{r,p,t,n} - \underline{K}_{r,p,t,n}}
+
+    Note the terms in this summation are only non-zero for the active segment.
+
+    This cost is then discounted and amortised using the same
+    :func:`~temoa.components.costs.fixed_or_variable_cost` function as for
+    cost_fixed in the base model.  The result is added to :code:`total_cost`
+    once per cluster-period combination in
+    :math:`\Theta_{\text{cost\_fixed\_eos\_period\_rpt}}`.
+    """
+    return quicksum(
+        cost_fixed_eos_segment_cost(
+            model,
+            r,
+            p,
+            t,
+            n,
+            model.v_cost_fixed_eos_capacity[r, p, t, n],
+            model.v_cost_fixed_eos_segment_binary[r, p, t, n],
+        )
+        for n in model.cost_fixed_eos_segments[r, p, t]
+    )
+
+
+def total_cost(model: EOSModel) -> None:
+    """
+    Discounted fixed costs for all EOS clusters in the planning horizon
+    """
+
+    p_0 = min(model.time_optimize)
+    global_discount_rate = value(model.global_discount_rate)
+
+    total_cost = quicksum(
+        fixed_or_variable_cost(
+            1,
+            period_cost(model, r, p, t),
+            value(model.period_length[p]),
+            global_discount_rate,
+            p_0,
+            p=p,
+        )
+        for r, p, t in model.cost_fixed_eos_period_rpt
+    )
+
+    # Append to total cost objective
+    model.total_cost.set_value(cast('ObjectiveData', model.total_cost).expr + total_cost)
diff --git a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
new file mode 100644
index 000000000..a59c60e77
--- /dev/null
+++ b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
@@ -0,0 +1,474 @@
+from __future__ import annotations
+
+import logging
+from itertools import product as cross_product
+from typing import TYPE_CHECKING, cast
+
+from pyomo.environ import quicksum, value
+
+import temoa.components.geography as geography
+import temoa.components.technology as technology
+from temoa.components.costs import loan_cost, loan_cost_survival_curve
+
+if TYPE_CHECKING:
+    from pyomo.core import Expression
+    from pyomo.core.base.objective import ObjectiveData
+    from pyomo.core.base.var import VarData
+
+    from temoa.extensions.economies_of_scale.core.model import EOSModel
+    from temoa.types import ExprLike, Period, Region, Technology
+
+logger = logging.getLogger(__name__)
+
+
+# --- Initialise EOS invest model components ---
+def cost_invest_eos_cumulative_capacity_indices(
+    model: EOSModel,
+) -> set[tuple[Region, Period, Technology, int]]:
+    return {
+        (r, cast('Period', v), t, n)
+        for r, t, n in model.cost_invest_eos.sparse_keys()
+        for _r in geography.gather_group_regions(model, r)
+        for _t in technology.gather_group_techs(model, t)
+        for _p in model.time_optimize
+        for v in model.process_vintages.get((_r, _p, _t), set())
+        if v == _p
+    }
+
+
+def cost_invest_eos_period_cost_indices(model: EOSModel) -> set[tuple[Region, Period, Technology]]:
+    return {(r, p, t) for r, p, t, _ in model.cost_invest_eos_segment_rptn}
+
+
+def append_cost_invest_eos_rtv(model: EOSModel) -> None:
+    """
+    EOS invest processes most likely do not have a cost_invest parameter, as
+    that is handled by the EOS cost curve.  As a result they would not have
+    loan parameters either.  We add these rtv indices to the base
+    cost_invest param so EOS invest processes have loan parameters for
+    discounting in the objective function.
+    """
+    for r, p, t in model.cost_invest_eos_period_rpt:
+        regions = geography.gather_group_regions(model, r)
+        techs = technology.gather_group_techs(model, t)
+
+        valid_rtv = {
+            (_r, _t, p) for _r in regions for _t in techs if (_r, _t, p) in model.process_periods
+        }
+        for rtv in valid_rtv:
+            if rtv not in model.cost_invest_rtv:
+                model.cost_invest_rtv.add(rtv)
+
+
+def initialize_cost_invest_eos(model: EOSModel) -> None:
+    """
+    Gather segment data and validate guard rails for EOS invest clusters.
+    """
+
+    # Collect segment indices n for each (r,t) cluster; order doesn't matter
+    for r, t, n in model.cost_invest_eos.sparse_keys():
+        model.cost_invest_eos_segments.setdefault((r, t), set()).add(n)
+
+    # Check that costs and capacities are monotonically increasing
+    for (r, t), segs in model.cost_invest_eos_segments.items():
+        sorted_segs = sorted(segs)
+        for i, n in enumerate(sorted_segs):
+            cap_lower, cap_upper, cost_lower, cost_upper = model.cost_invest_eos[r, t, n]
+
+            # Check cost curve is nonnegative and monotonically increasing.
+            # If someone wants to break this assumption they should have the
+            # skills to edit this code.
+            if not all(
+                (
+                    cap_lower >= 0,
+                    cap_upper >= 0,
+                    cost_lower >= 0,
+                    cost_upper >= 0,
+                    cap_upper > cap_lower,
+                    cost_upper > cost_lower,
+                )
+            ):
+                msg = (
+                    'Negative values or non-increasing segment bounds found '
+                    f'in cost_invest_eos table for {r, t, n}'
+                )
+                logger.error(msg)
+                raise ValueError(msg)
+
+            # Backcheck for monotonic growth
+            if i == 0:
+                continue
+
+            _, prev_cap_upper, _, prev_cost_upper = model.cost_invest_eos[r, t, sorted_segs[i - 1]]
+
+            if not all(
+                (
+                    abs(cap_lower - prev_cap_upper) <= 0.001,
+                    abs(cost_lower - prev_cost_upper) <= 0.001,
+                )
+            ):
+                msg = (
+                    'Segments in cost_invest_eos table do not align on their bounds. This would '
+                    'leave gaps in the cost curve and could lead to infeasibility. Check '
+                    f'({r, t, sorted_segs[i - 1]}) to ({r, t, n})'
+                )
+                logger.error(msg)
+                raise ValueError(msg)
+
+    # Shortens some lines below in error checks
+    life = model.lifetime_process
+    loan_life = model.loan_lifetime_process
+    loan_rate = model.loan_rate
+
+    # Get a viable built process for each EOS invest period, for discounting
+    # parameters.  Check that all r, t combos in the cluster share the same
+    # lifetime and loan parameters.
+    for r, p, t in model.cost_invest_eos_period_rpt:
+        regions = geography.gather_group_regions(model, r)
+        techs = technology.gather_group_techs(model, t)
+
+        for _r, _t in cross_product(regions, techs):
+            if (_r, _t, p) in model.process_periods:
+                # Store first valid process as our reference for this period
+                if (r, p, t) not in model.cost_invest_eos_reference_process:
+                    model.cost_invest_eos_reference_process[r, p, t] = _r, _t
+
+                # Check that the assumptions hold
+                r0, t0 = model.cost_invest_eos_reference_process[r, p, t]
+                if any(
+                    (
+                        abs(life[r0, t0, p] - life[_r, _t, p]) >= 0.001,
+                        abs(loan_life[r0, t0, p] - loan_life[_r, _t, p]) >= 0.001,
+                        abs(loan_rate[r0, t0, p] - loan_rate[_r, _t, p]) >= 0.001,
+                    )
+                ):
+                    msg = (
+                        'Processes assigned to the same cost_invest_eos cost curve must all have '
+                        'the same process lifetime, loan lifetime, and loan rate. These two '
+                        'processes do not match:\n '
+                        f'({r0}, {t0}, {p}) : lifetime = {life[r0, t0, p]}, '
+                        f'loan life = {loan_life[r0, t0, p]}, loan rate = {loan_rate[r0, t0, p]}\n'
+                        f'({_r}, {_t}, {p}) : lifetime = {life[_r, _t, p]}, '
+                        f'loan life = {loan_life[_r, _t, p]}, loan rate = {loan_rate[_r, _t, p]}'
+                    )
+                    logger.error(msg)
+                    raise ValueError(msg)
+
+
+# --- Enforce the rules of cumulative capacity progression up the cost curve ---
+def cost_invest_eos_segment_binary_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology
+) -> ExprLike:
+    r"""
+    Enforce exactly one active segment of the EOS invest cost curve for each
+    cluster in each period.
+
+    Each technology cluster :math:`(r, t)` has a piecewise-linear investment
+    cost curve split into :math:`N_{r,t}` segments.  The binary variable
+    :math:`\textbf{CIEB}_{r,p,t,n}` selects which segment is currently active.
+    Exactly one segment must be active at all times:
+
+    .. math::
+        :label: Cost Invest EOS Segment Binary Constraint
+
+        \sum_{n \in N_{r,t}} \textbf{CIEB}_{r,p,t,n} = 1
+
+        \qquad \forall \{r, p, t\} \in \Theta_{\text{cost\_invest\_eos\_period\_rpt}}
+
+    where :math:`\textbf{CIEB}_{r,p,t,n}` is
+    :code:`v_cost_invest_eos_segment_binary[r, p, t, n]` (:math:`\in \{0, 1\}`) and
+    :math:`N_{r,t}` is the set of segment indices declared for cluster
+    :math:`(r, t)` in the :code:`cost_invest_eos` table.
+    """
+    count_active_segments = quicksum(
+        model.v_cost_invest_eos_segment_binary[r, p, t, n]
+        for n in model.cost_invest_eos_segments[r, t]
+    )
+    return count_active_segments == 1
+
+
+def cost_invest_eos_capacity_lower_bound_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology, n: int
+) -> ExprLike:
+    r"""
+    Enforce the lower bound of the active EOS invest cost-curve segment on
+    cumulative capacity.
+
+    When segment :math:`n` is inactive (:math:`\textbf{CIEB}_{r,p,t,n} = 0`), the
+    right-hand side collapses to zero so the constraint is non-binding.  When
+    segment :math:`n` is active (:math:`\textbf{CIEB}_{r,p,t,n} = 1`), it
+    enforces that cumulative capacity has reached at least the lower boundary
+    :math:`\underline{K}_{r,t,n}` of that segment:
+
+    .. math::
+        :label: Cost Invest EOS Capacity Lower Bound
+
+        \textbf{CIECAP}_{r,p,t,n}
+            \ge \textbf{CIEB}_{r,p,t,n} \cdot \underline{K}_{r,t,n}
+
+        \qquad \forall \{r, p, t, n\} \in \Theta_{\text{cost\_invest\_eos\_segment\_rptn}}
+
+    where :math:`\textbf{CIECAP}_{r,p,t,n}` is
+    :code:`v_cost_invest_eos_cumulative_capacity[r, p, t, n]`,
+    :math:`\textbf{CIEB}_{r,p,t,n}` is
+    :code:`v_cost_invest_eos_segment_binary[r, p, t, n]`, and
+    :math:`\underline{K}_{r,t,n}` is :code:`cost_invest_eos[r, t, n][0]`
+    (the :code:`capacity_lower` column).
+    """
+    cap_lower = model.v_cost_invest_eos_segment_binary[r, p, t, n] * value(
+        model.cost_invest_eos[r, t, n][0]
+    )
+    return model.v_cost_invest_eos_cumulative_capacity[r, p, t, n] >= cap_lower
+
+
+def cost_invest_eos_capacity_upper_bound_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology, n: int
+) -> ExprLike:
+    r"""
+    Enforce the upper bound of the active EOS invest cost-curve segment on
+    cumulative capacity.
+
+    This is the mirror of the lower bound.  When segment :math:`n` is inactive
+    the right-hand side collapses to zero, driving
+    :math:`\textbf{CIECAP}_{r,p,t,n}` to zero.  When it is active,
+    cumulative capacity cannot exceed the upper boundary
+    :math:`\overline{K}_{r,t,n}` of that segment:
+
+    .. math::
+        :label: Cost Invest EOS Capacity Upper Bound
+
+        \textbf{CIECAP}_{r,p,t,n}
+            \le \textbf{CIEB}_{r,p,t,n} \cdot \overline{K}_{r,t,n}
+
+        \qquad \forall \{r, p, t, n\} \in \Theta_{\text{cost\_invest\_eos\_segment\_rptn}}
+
+    where :math:`\overline{K}_{r,t,n}` is :code:`cost_invest_eos[r, t, n][1]`
+    (the :code:`capacity_upper` column).
+
+    Together the lower and upper bound constraints implement a "big-M"-style
+    activation: only the single active segment can carry non-zero capacity,
+    and that capacity is pinned within the segment's range.
+    """
+    cap_upper = model.v_cost_invest_eos_segment_binary[r, p, t, n] * value(
+        model.cost_invest_eos[r, t, n][1]
+    )
+    return model.v_cost_invest_eos_cumulative_capacity[r, p, t, n] <= cap_upper
+
+
+def cost_invest_eos_cumulative_capacity_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology
+) -> ExprLike:
+    r"""
+    Equate the EOS invest cumulative-capacity expression to the actual capacity
+    built in the base model.
+
+    The EOS invest formulation tracks cumulative capacity internally through
+    :math:`\textbf{CIECAP}_{r,p,t,n}`.  This constraint ties those internal
+    variables to the real decision variables :math:`\textbf{NCAP}_{r,t,v}` and
+    the parameter :math:`\textbf{ECAP}_{r,t,v}` from the base Temoa model, so
+    the cost curve reflects actually-built capacity rather than a free
+    parameter:
+
+    .. math::
+        :label: Cost Invest EOS Cumulative Capacity
+
+        \sum_{n \in N_{r,t}} \textbf{CIECAP}_{r,p,t,n}
+        =
+        \sum_{\substack{r' \in R(r),\, t' \in T(t),\\ v \in V}}
+            \textbf{ECAP}_{r',t',v}
+        +
+        \sum_{\substack{r' \in R(r),\, t' \in T(t),\\ v \le p,\, v \in \mathcal{V}(r',t')}}
+            \textbf{NCAP}_{r',t',v}
+
+        \qquad \forall \{r, p, t\} \in \Theta_{\text{cost\_invest\_eos\_period\_rpt}}
+
+    where :math:`R(r)` and :math:`T(t)` expand any group labels to the
+    individual regions and technologies they contain, and
+    :math:`\mathcal{V}(r', t')` is the set of all optimised vintages for that
+    process.
+    """
+
+    regions = geography.gather_group_regions(model, r)
+    techs = technology.gather_group_techs(model, t)
+
+    # What EOS invest thinks the cumulative capacity is for this cluster in this period
+    cap_eos = quicksum(
+        model.v_cost_invest_eos_cumulative_capacity[r, p, t, n]
+        for n in model.cost_invest_eos_segments[r, t]
+    )
+
+    # Sum all actually built capacity so far
+    cap_deployed = quicksum(
+        value(model.existing_capacity[_r, _t, _v])
+        for _r, _t, _v in model.existing_capacity.sparse_keys()
+        if _r in regions and _t in techs
+    )
+    cap_deployed += quicksum(
+        model.v_new_capacity[_r, _t, _v]
+        for _v in model.vintage_optimize
+        if _v <= p
+        for _r in regions
+        for _t in techs
+        if (_r, _t, _v) in model.v_new_capacity
+    )
+
+    return cap_deployed == cap_eos
+
+
+# --- Calculating investment costs ---
+def cost_invest_eos_segment_cost(
+    model: EOSModel,
+    r: Region,
+    t: Technology,
+    n: int,
+    cumulative_capacity: ExprLike,
+    binary: VarData | bool = True,
+) -> ExprLike:
+    """Cumulative investment cost within an EOS invest segment, if capacity were in that segment"""
+    cap_lower, cap_upper, cost_lower, cost_upper = model.cost_invest_eos[r, t, n]
+    m = (value(cost_upper) - value(cost_lower)) / (value(cap_upper) - value(cap_lower))
+    return m * cumulative_capacity + binary * (value(cost_lower) - m * value(cap_lower))
+
+
+def cost_invest_eos_cluster_cumulative_cost(
+    model: EOSModel, r: Region, p: Period, t: Technology
+) -> Expression:
+    """
+    Cumulative investment cost for an EOS invest cluster up to period p,
+    accounting for which segment of the cost curve is active.
+    """
+    return quicksum(
+        cost_invest_eos_segment_cost(
+            model,
+            r,
+            t,
+            n,
+            model.v_cost_invest_eos_cumulative_capacity[r, p, t, n],
+            model.v_cost_invest_eos_segment_binary[r, p, t, n],
+        )
+        for n in model.cost_invest_eos_segments[r, t]
+    )
+
+
+def period_cost(model: EOSModel, r: Region, p: Period, t: Technology) -> Expression:
+    r"""
+    EOS invest clusters do not contribute to the base-model
+    :math:`\text{CostInvest}` sum.  Instead, the extension adds a separate
+    discounted-investment term to :code:`total_cost` via a
+    :code:`BuildAction` (``append_cost_invest_eos_to_total_cost``).
+
+    The *period cost* for cluster :math:`(r, p, t)` is the *incremental*
+    cumulative cost: the cost of all capacity built up to period :math:`p`
+    minus the cost of all capacity built up to the preceding EOS invest period
+    (or the cost attributable to pre-existing capacity in the first period):
+
+    .. math::
+
+        \text{EOS\_Invest\_PeriodCost}_{r,p,t} =
+            \mathcal{C}_{r,p,t} - \mathcal{C}_{r,p_{\text{prev}},t}
+
+    where the cumulative cost for a cluster in a given period is:
+
+    .. math::
+
+        \mathcal{C}_{r,p,t} =
+            \sum_{n \in N_{r,t}}
+                \left[
+                    m_{r,t,n} \cdot \textbf{CIECAP}_{r,p,t,n}
+                    + \textbf{CIEB}_{r,p,t,n}
+                        \left(\underline{C}_{r,t,n} - m_{r,t,n} \cdot \underline{K}_{r,t,n}\right)
+                \right]
+
+        \text{with slope }m_{r,p,t,n} = \dfrac{\overline{C}_{r,p,t,n} -
+        \underline{C}_{r,p,t,n}}{\overline{K}_{r,p,t,n} - \underline{K}_{r,p,t,n}}
+
+    Note the terms in this summation are only non-zero for the active segment.
+
+    This incremental cost is then discounted and amortised using the same
+    :func:`~temoa.components.costs.loan_cost` function as for cost_invest in
+    the base model, using the reference process :math:`(r_0, t_0)` for loan
+    parameters.  The result is added to :code:`total_cost` once per
+    cluster-period combination in
+    :math:`\Theta_{\text{cost\_invest\_eos\_period\_rpt}}`.
+    """
+
+    cumulative_cost = cost_invest_eos_cluster_cumulative_cost(model, r, p, t)
+    prev_cum_cost: ExprLike = 0.0
+
+    # Subtract previously accumulated investment costs to get the incremental for discounting
+    prev_periods = {
+        _p for _r, _p, _t in model.cost_invest_eos_period_rpt if _r == r and _t == t and _p < p
+    }
+    if len(prev_periods) > 0:
+        # Endogenous previous cumulative investment costs to subtract
+        p_prev = max(prev_periods)
+        prev_cum_cost = cost_invest_eos_cluster_cumulative_cost(model, r, p_prev, t)
+    else:
+        # Existing capacity costs to subtract (needed for myopic)
+        regions = geography.gather_group_regions(model, r)
+        techs = technology.gather_group_techs(model, t)
+        existing_capacity = quicksum(
+            value(model.existing_capacity[_r, _t, _v])
+            for _r, _t, _v in model.existing_capacity
+            if _r in regions and _t in techs
+        )
+        if existing_capacity:
+            for n in model.cost_invest_eos_segments[r, t]:
+                cap_lower, cap_upper, _, _ = model.cost_invest_eos[r, t, n]
+                if value(cap_lower) <= existing_capacity <= value(cap_upper):
+                    prev_cum_cost = cost_invest_eos_segment_cost(model, r, t, n, existing_capacity)
+                    continue  # in case we're exactly on the boundary of two segments
+            if not prev_cum_cost:
+                msg = (
+                    'Existing capacity for a cost_invest_eos cluster is outside the bounds of '
+                    'the cost curve. Check the cost_invest_eos table and existing_capacity '
+                    f'for {r, t}: {existing_capacity}'
+                )
+                logger.error(msg)
+                raise ValueError(msg)
+
+    return cumulative_cost - prev_cum_cost
+
+
+def total_cost(model: EOSModel) -> None:
+    """
+    Discounted investment costs for all EOS invest clusters in the planning horizon
+    """
+
+    p_0 = min(model.time_optimize)
+    p_e = model.time_future.last()
+    global_discount_rate = value(model.global_discount_rate)
+
+    total_cost = 0.0
+
+    for _r, _p, _t in model.cost_invest_eos_period_rpt:
+        _r0, _t0 = model.cost_invest_eos_reference_process[_r, _p, _t]
+        if model.is_survival_curve_process[_r0, _t0, _p]:
+            total_cost += loan_cost_survival_curve(
+                model,
+                _r0,
+                _t0,
+                _p,
+                1,
+                period_cost(model, _r, _p, _t),
+                value(model.loan_annualize[_r0, _t0, _p]),
+                value(model.loan_lifetime_process[_r0, _t0, _p]),
+                p_0,
+                p_e,
+                global_discount_rate,
+            )
+        else:
+            total_cost += loan_cost(
+                1,
+                period_cost(model, _r, _p, _t),
+                value(model.loan_annualize[_r0, _t0, _p]),
+                value(model.loan_lifetime_process[_r0, _t0, _p]),
+                value(model.lifetime_process[_r0, _t0, _p]),
+                p_0,
+                p_e,
+                global_discount_rate,
+                vintage=_p,
+            )
+
+    # Append to total cost objective
+    model.total_cost.set_value(cast('ObjectiveData', model.total_cost).expr + total_cost)
diff --git a/temoa/extensions/economies_of_scale/components/cost_variable_eos.py b/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
new file mode 100644
index 000000000..e65868cc6
--- /dev/null
+++ b/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
@@ -0,0 +1,334 @@
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING, cast
+
+from pyomo.environ import quicksum, value
+
+import temoa.components.geography as geography
+import temoa.components.technology as technology
+from temoa.components.costs import fixed_or_variable_cost
+
+if TYPE_CHECKING:
+    from pyomo.core import Expression
+    from pyomo.core.base.objective import ObjectiveData
+    from pyomo.core.base.var import VarData
+
+    from temoa.extensions.economies_of_scale.core.model import EOSModel
+    from temoa.types import ExprLike, Period, Region, Technology
+
+logger = logging.getLogger(__name__)
+
+
+def period_cost_indices(model: EOSModel) -> set[tuple[Region, Period, Technology]]:
+    return {(r, p, t) for r, p, t, _ in model.cost_variable_eos_rptn}
+
+
+def initialize_components(model: EOSModel) -> None:
+    """
+    Organise some data and put up some guard rails
+    """
+
+    # Collect segment indices n for each (r,p,t) cluster; order doesn't matter
+    for r, p, t, n in model.cost_variable_eos_rptn:
+        model.cost_variable_eos_segments.setdefault((r, p, t), set()).add(n)
+
+    # Check that costs and activities are monotonically increasing
+    for (r, p, t), segs in model.cost_variable_eos_segments.items():
+        sorted_segs = sorted(segs)
+        for i, n in enumerate(sorted_segs):
+            act_lower, act_upper, cost_lower, cost_upper = model.cost_variable_eos[r, p, t, n]
+
+            # Check cost curve is nonnegative and monotonically increasing
+            # If someone wants to break this assumption they should have the
+            # skills to edit this code.
+            if not all(
+                (
+                    act_lower >= 0,
+                    act_upper >= 0,
+                    cost_lower >= 0,
+                    cost_upper >= 0,
+                    act_upper > act_lower,
+                    cost_upper > cost_lower,
+                )
+            ):
+                msg = (
+                    'Negative values or non-increasing segment bounds found '
+                    f'in cost_variable_eos table for {r, p, t, n}'
+                )
+                logger.error(msg)
+                raise ValueError(msg)
+
+            # Backcheck for monotonic growth
+            if i == 0:
+                continue
+
+            _, prev_act_upper, _, prev_cost_upper = model.cost_variable_eos[
+                r, p, t, sorted_segs[i - 1]
+            ]
+
+            if not all(
+                (
+                    abs(act_lower - prev_act_upper) <= 0.001,
+                    abs(cost_lower - prev_cost_upper) <= 0.001,
+                )
+            ):
+                msg = (
+                    'Segments in cost_variable_eos table do not align on their bounds. This would '
+                    'leave gaps in the cost curve and could lead to infeasibility. Check '
+                    f'({r, p, t, sorted_segs[i - 1]}) to ({r, p, t, n})'
+                )
+                logger.error(msg)
+                raise ValueError(msg)
+
+
+# --- Enforce the rules of activity progression up the cost curve ---
+def cost_variable_eos_segment_binary_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology
+) -> ExprLike:
+    r"""
+    Enforce exactly one active segment of the cost curve for each cluster
+    in each period.
+
+    Each technology cluster :math:`(r, p, t)` has a piecewise-linear cost curve
+    split into :math:`N_{r,p,t}` segments.  The binary variable
+    :math:`\textbf{CVEB}_{r,p,t,n}` selects which segment is currently active.
+    Exactly one segment must be active at all times:
+
+    .. math::
+        :label: Cost Variable EOS Segment Binary Constraint
+
+        \sum_{n \in N_{r,p,t}} \textbf{CVEB}_{r,p,t,n} = 1
+
+        \qquad \forall \{r, p, t\} \in \Theta_{\text{cost\_variable\_eos\_period\_rpt}}
+
+    where :math:`\textbf{CVEB}_{r,p,t,n}` is
+    :code:`v_cost_variable_eos_segment_binary[r, p, t, n]` (:math:`\in \{0, 1\}`) and
+    :math:`N_{r,p,t}` is the set of segment indices declared for cluster
+    :math:`(r, p, t)` in the :code:`cost_variable_eos` table.
+    """
+    count_active_segments = quicksum(
+        model.v_cost_variable_eos_segment_binary[r, p, t, n]
+        for n in model.cost_variable_eos_segments[r, p, t]
+    )
+    return count_active_segments == 1
+
+
+def cost_variable_eos_activity_lower_bound_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology, n: int
+) -> ExprLike:
+    r"""
+    Enforce the lower bound of the active EOS cost-curve segment on the
+    activity variable for that segment.
+
+    When segment :math:`n` is inactive (:math:`\textbf{CVEB}_{r,p,t,n} = 0`), the
+    right-hand side collapses to zero so the constraint is non-binding.  When
+    segment :math:`n` is active (:math:`\textbf{CVEB}_{r,p,t,n} = 1`), it
+    enforces that the segment activity is at least the lower boundary
+    :math:`\underline{A}_{r,p,t,n}` of that segment:
+
+    .. math::
+        :label: Cost Variable EOS Activity Lower Bound
+
+        \textbf{CVEACT}_{r,p,t,n}
+            \ge \textbf{CVEB}_{r,p,t,n} \cdot \underline{A}_{r,p,t,n}
+
+        \qquad \forall \{r, p, t, n\} \in \Theta_{\text{cost\_variable\_eos\_rptn}}
+
+    where :math:`\textbf{CVEACT}_{r,p,t,n}` is
+    :code:`v_cost_variable_eos_activity[r, p, t, n]`, :math:`\textbf{CVEB}_{r,p,t,n}`
+    is :code:`v_cost_variable_eos_segment_binary[r, p, t, n]`, and
+    :math:`\underline{A}_{r,p,t,n}` is :code:`cost_variable_eos[r, p, t, n][0]`
+    (the :code:`activity_lower` column).
+    """
+    act_lower = model.v_cost_variable_eos_segment_binary[r, p, t, n] * value(
+        model.cost_variable_eos[r, p, t, n][0]
+    )
+    return model.v_cost_variable_eos_activity[r, p, t, n] >= act_lower
+
+
+def cost_variable_eos_activity_upper_bound_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology, n: int
+) -> ExprLike:
+    r"""
+    Enforce the upper bound of the active EOS cost-curve segment on the
+    activity variable for that segment.
+
+    This is the mirror of the lower bound.  When segment :math:`n` is inactive
+    the right-hand side collapses to zero, driving
+    :math:`\textbf{CVEACT}_{r,p,t,n}` to zero.  When it is active,
+    the segment activity cannot exceed the upper boundary
+    :math:`\overline{A}_{r,p,t,n}` of that segment:
+
+    .. math::
+        :label: Cost Variable EOS Activity Upper Bound
+
+        \textbf{CVEACT}_{r,p,t,n}
+            \le \textbf{CVEB}_{r,p,t,n} \cdot \overline{A}_{r,p,t,n}
+
+        \qquad \forall \{r, p, t, n\} \in \Theta_{\text{cost\_variable\_eos\_rptn}}
+
+    where :math:`\overline{A}_{r,p,t,n}` is :code:`cost_variable_eos[r, p, t, n][1]`
+    (the :code:`activity_upper` column).
+
+    Together the lower and upper bound constraints implement a "big-M"-style
+    activation: only the single active segment can carry non-zero activity,
+    and that activity is pinned within the segment's range.
+    """
+    act_upper = model.v_cost_variable_eos_segment_binary[r, p, t, n] * value(
+        model.cost_variable_eos[r, p, t, n][1]
+    )
+    return model.v_cost_variable_eos_activity[r, p, t, n] <= act_upper
+
+
+def cost_variable_eos_activity_constraint(
+    model: EOSModel, r: Region, p: Period, t: Technology
+) -> ExprLike:
+    r"""
+    Equate the EOS activity expression to the actual total activity in the
+    base model.
+
+    The EOS formulation tracks activity internally through
+    :math:`\textbf{CVEACT}_{r,p,t,n}`.  This constraint ties those
+    internal variables to the real flow decision variables from the base
+    Temoa model, so the cost curve reflects actual activity rather than
+    a free parameter:
+
+    .. math::
+        :label: Cost Variable EOS Activity
+
+        \sum_{n \in N_{r,p,t}} \textbf{CVEACT}_{r,p,t,n}
+        =
+        \sum_{\substack{r' \in R(r),\, t' \in T(t) \setminus T_a,\\
+                         v,\, s,\, d,\, i,\, o}}
+            \textbf{FO}_{r',p,s,d,i,t',v,o}
+        +
+        \sum_{\substack{r' \in R(r),\, t' \in T(t) \cap T_a,\\
+                         v,\, i,\, o}}
+            \textbf{FOA}_{r',p,i,t',v,o}
+
+        \qquad \forall \{r, p, t\} \in \Theta_{\text{cost\_variable\_eos\_period\_rpt}}
+
+    where :math:`R(r)` and :math:`T(t)` expand any group labels to the
+    individual regions and technologies they contain, :math:`T_a` is the set
+    of annual technologies (:code:`tech_annual`),
+    :math:`\textbf{FO}` is :code:`v_flow_out` summed over all vintages,
+    seasons :math:`s`, times of day :math:`d`, inputs :math:`i`, and outputs
+    :math:`o` active in period :math:`p`, and :math:`\textbf{FOA}` is
+    :code:`v_flow_out_annual` for annual technologies (no :math:`s,d` indices).
+    """
+
+    regions = geography.gather_group_regions(model, r)
+    techs = technology.gather_group_techs(model, t)
+
+    activity_eos = quicksum(
+        model.v_cost_variable_eos_activity[r, p, t, n]
+        for n in model.cost_variable_eos_segments[r, p, t]
+    )
+    activity = quicksum(
+        model.v_flow_out[_r, p, s, d, S_i, _t, S_v, S_o]
+        for _t in techs
+        if _t not in model.tech_annual
+        for _r in regions
+        for S_v in model.process_vintages.get((_r, p, _t), [])
+        for S_i in model.process_inputs[_r, p, _t, S_v]
+        for S_o in model.process_outputs_by_input[_r, p, _t, S_v, S_i]
+        for s in model.time_season
+        for d in model.time_of_day
+    )
+    activity += quicksum(
+        model.v_flow_out_annual[_r, p, S_i, _t, S_v, S_o]
+        for _t in techs
+        if _t in model.tech_annual
+        for _r in regions
+        for S_v in model.process_vintages.get((_r, p, _t), [])
+        for S_i in model.process_inputs[_r, p, _t, S_v]
+        for S_o in model.process_outputs_by_input[_r, p, _t, S_v, S_i]
+    )
+    return activity == activity_eos
+
+
+# --- Calculating costs ---
+def cost_variable_eos_segment_cost(
+    model: EOSModel,
+    r: Region,
+    p: Period,
+    t: Technology,
+    n: int,
+    activity: ExprLike,
+    binary: VarData | bool = True,
+) -> ExprLike:
+    """Variable cost within a segment, if activity were in that segment"""
+    act_lower, act_upper, cost_lower, cost_upper = model.cost_variable_eos[r, p, t, n]
+    m = (value(cost_upper) - value(cost_lower)) / (value(act_upper) - value(act_lower))
+    return m * activity + binary * (value(cost_lower) - m * value(act_lower))
+
+
+def period_cost(model: EOSModel, r: Region, p: Period, t: Technology) -> Expression:
+    r"""
+    EOS clusters do not contribute to the base-model
+    :math:`\text{CostVariable}` sum.  Instead, the extension adds a separate
+    discounted variable-cost term to :code:`total_cost` via a
+    :code:`BuildAction` (``append_cost_variable_eos_to_total_cost``).
+
+    The *period cost* for cluster :math:`(r, p, t)` is evaluated from the
+    piecewise-linear cost curve at the total activity in period :math:`p`:
+
+    .. math::
+
+        \text{EOS\_PeriodCost}_{r,p,t} =
+            \sum_{n \in N_{r,p,t}}
+                \left[
+                    m_{r,p,t,n} \cdot \textbf{CVEACT}_{r,p,t,n}
+                    + \textbf{CVEB}_{r,p,t,n}
+                        \left(\underline{C}_{r,p,t,n} - m_{r,p,t,n}
+                        \cdot \underline{A}_{r,p,t,n}\right)
+                \right]
+
+        \text{with slope }m_{r,p,t,n} = \dfrac{\overline{C}_{r,p,t,n} -
+        \underline{C}_{r,p,t,n}}{\overline{A}_{r,p,t,n} - \underline{A}_{r,p,t,n}}
+
+    Note the terms in this summation are only non-zero for the active segment.
+
+    This cost is then discounted and amortised using the same
+    :func:`~temoa.components.costs.fixed_or_variable_cost` function as for
+    cost_variable in the base model.  The result is added to :code:`total_cost`
+    once per cluster-period combination in
+    :math:`\Theta_{\text{cost\_variable\_eos\_period\_rpt}}`.
+    """
+    return quicksum(
+        cost_variable_eos_segment_cost(
+            model,
+            r,
+            p,
+            t,
+            n,
+            model.v_cost_variable_eos_activity[r, p, t, n],
+            model.v_cost_variable_eos_segment_binary[r, p, t, n],
+        )
+        for n in model.cost_variable_eos_segments[r, p, t]
+    )
+
+
+def total_cost(model: EOSModel) -> None:
+    """
+    Discounted fixed costs for all EOS clusters in the planning horizon
+    """
+
+    p_0 = min(model.time_optimize)
+    global_discount_rate = value(model.global_discount_rate)
+
+    total_cost = quicksum(
+        fixed_or_variable_cost(
+            1,
+            period_cost(model, r, p, t),
+            value(model.period_length[p]),
+            global_discount_rate,
+            p_0,
+            p=p,
+        )
+        for r, p, t in model.cost_variable_eos_period_rpt
+    )
+
+    # Append to total cost objective
+    model.total_cost.set_value(cast('ObjectiveData', model.total_cost).expr + total_cost)
diff --git a/temoa/extensions/economies_of_scale/core/__init__.py b/temoa/extensions/economies_of_scale/core/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/temoa/extensions/economies_of_scale/core/model.py b/temoa/extensions/economies_of_scale/core/model.py
new file mode 100644
index 000000000..82c0d0e27
--- /dev/null
+++ b/temoa/extensions/economies_of_scale/core/model.py
@@ -0,0 +1,208 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, cast
+
+from pyomo.environ import (
+    Any,
+    Binary,
+    BuildAction,
+    Constraint,
+    Integers,
+    NonNegativeReals,
+    Param,
+    Set,
+    Var,
+)
+
+import temoa.extensions.economies_of_scale.components.cost_fixed_eos as cost_fixed_eos
+import temoa.extensions.economies_of_scale.components.cost_invest_eos as cost_invest_eos
+import temoa.extensions.economies_of_scale.components.cost_variable_eos as cost_variable_eos
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+    from temoa.types.core_types import Period, Region, Technology
+
+    class EOSModel(TemoaModel):
+        """Inherits the base TemoaModel class and declares EOS extension
+        components for type checking/hinting purposes"""
+
+        # Param (data from database table)
+        cost_invest_eos: Param
+        cost_fixed_eos: Param
+        cost_variable_eos: Param
+
+        # Primitive components (instantiation helpers)
+        cost_invest_eos_segments: dict[tuple[Region, Technology], set[int]]
+        cost_invest_eos_reference_process: dict[
+            tuple[Region, Period, Technology], tuple[Region, Technology]
+        ]
+        cost_fixed_eos_segments: dict[tuple[Region, Period, Technology], set[int]]
+        cost_variable_eos_segments: dict[tuple[Region, Period, Technology], set[int]]
+
+        # Sets (indexing sets for variables and constraints)
+        cost_invest_eos_rtn: Set
+        cost_invest_eos_segment_rptn: Set
+        cost_invest_eos_period_rpt: Set
+        cost_fixed_eos_rptn: Set
+        cost_variable_eos_rptn: Set
+        cost_fixed_eos_period_rpt: Set
+        cost_variable_eos_period_rpt: Set
+
+        # Instantiation build actions
+        append_cost_invest_eos_to_cost_invest_rtv: BuildAction
+        initialize_cost_invest_eos: BuildAction
+        append_cost_invest_eos_to_total_cost: BuildAction
+        initialize_cost_fixed_eos: BuildAction
+        append_cost_fixed_eos_to_total_cost: BuildAction
+        initialize_cost_variable_eos: BuildAction
+        append_cost_variable_eos_to_total_cost: BuildAction
+
+        # Decision variables
+        v_cost_invest_eos_cumulative_capacity: Var
+        v_cost_invest_eos_segment_binary: Var
+        v_cost_fixed_eos_capacity: Var
+        v_cost_fixed_eos_segment_binary: Var
+        v_cost_variable_eos_activity: Var
+        v_cost_variable_eos_segment_binary: Var
+
+        # Constraints
+        cost_invest_eos_segment_binary_constraint: Constraint
+        cost_invest_eos_capacity_lower_bound_constraint: Constraint
+        cost_invest_eos_capacity_upper_bound_constraint: Constraint
+        cost_invest_eos_cumulative_capacity_constraint: Constraint
+        cost_fixed_eos_segment_binary_constraint: Constraint
+        cost_fixed_eos_capacity_lower_bound_constraint: Constraint
+        cost_fixed_eos_capacity_upper_bound_constraint: Constraint
+        cost_fixed_eos_capacity_constraint: Constraint
+        cost_variable_eos_segment_binary_constraint: Constraint
+        cost_variable_eos_activity_lower_bound_constraint: Constraint
+        cost_variable_eos_activity_upper_bound_constraint: Constraint
+        cost_variable_eos_activity_constraint: Constraint
+
+
+def register_early_eos_components(model: TemoaModel) -> None:
+    """Build cost_invest_eos components that must be instantiated before loan parameters."""
+    if 'eos' not in model.enabled_extensions:
+        return
+    m = cast('EOSModel', model)
+
+    m.cost_invest_eos_rtn = Set(
+        within=model.regional_global_indices * model.tech_or_group * Integers
+    )
+    m.cost_invest_eos = Param(m.cost_invest_eos_rtn, domain=Any)
+
+    m.cost_invest_eos_segments = {}
+    m.cost_invest_eos_reference_process = {}
+
+    m.cost_invest_eos_segment_rptn = Set(
+        dimen=4, initialize=cost_invest_eos.cost_invest_eos_cumulative_capacity_indices
+    )
+    m.cost_invest_eos_period_rpt = Set(
+        dimen=3, initialize=cost_invest_eos.cost_invest_eos_period_cost_indices
+    )
+
+    m.append_cost_invest_eos_to_cost_invest_rtv = BuildAction(
+        rule=cost_invest_eos.append_cost_invest_eos_rtv
+    )
+
+
+def register_model_components(model: TemoaModel) -> None:
+    """Build remaining components that can be instantiated at the end of model instantiation"""
+    m = cast('EOSModel', model)
+
+    # --- cost_invest_eos ---
+    m.initialize_cost_invest_eos = BuildAction(rule=cost_invest_eos.initialize_cost_invest_eos)
+
+    m.v_cost_invest_eos_cumulative_capacity = Var(
+        m.cost_invest_eos_segment_rptn, domain=NonNegativeReals, initialize=0
+    )
+    m.v_cost_invest_eos_segment_binary = Var(
+        m.cost_invest_eos_segment_rptn, domain=Binary, initialize=0
+    )
+
+    m.cost_invest_eos_segment_binary_constraint = Constraint(
+        m.cost_invest_eos_period_rpt,
+        rule=cost_invest_eos.cost_invest_eos_segment_binary_constraint,
+    )
+    m.cost_invest_eos_cumulative_capacity_constraint = Constraint(
+        m.cost_invest_eos_period_rpt,
+        rule=cost_invest_eos.cost_invest_eos_cumulative_capacity_constraint,
+    )
+    m.cost_invest_eos_capacity_lower_bound_constraint = Constraint(
+        m.cost_invest_eos_segment_rptn,
+        rule=cost_invest_eos.cost_invest_eos_capacity_lower_bound_constraint,
+    )
+    m.cost_invest_eos_capacity_upper_bound_constraint = Constraint(
+        m.cost_invest_eos_segment_rptn,
+        rule=cost_invest_eos.cost_invest_eos_capacity_upper_bound_constraint,
+    )
+
+    m.append_cost_invest_eos_to_total_cost = BuildAction(rule=cost_invest_eos.total_cost)
+
+    # --- cost_fixed_eos ---
+    m.cost_fixed_eos_rptn = Set(
+        within=model.regional_global_indices * model.time_optimize * model.tech_or_group * Integers
+    )
+    m.cost_fixed_eos = Param(m.cost_fixed_eos_rptn, domain=Any)
+
+    m.cost_fixed_eos_segments = {}
+
+    m.cost_fixed_eos_period_rpt = Set(dimen=3, initialize=cost_fixed_eos.period_cost_indices)
+
+    m.initialize_cost_fixed_eos = BuildAction(rule=cost_fixed_eos.initialize_components)
+
+    m.v_cost_fixed_eos_capacity = Var(m.cost_fixed_eos_rptn, domain=NonNegativeReals, initialize=0)
+    m.v_cost_fixed_eos_segment_binary = Var(m.cost_fixed_eos_rptn, domain=Binary, initialize=0)
+
+    m.cost_fixed_eos_segment_binary_constraint = Constraint(
+        m.cost_fixed_eos_period_rpt, rule=cost_fixed_eos.cost_fixed_eos_segment_binary_constraint
+    )
+    m.cost_fixed_eos_capacity_constraint = Constraint(
+        m.cost_fixed_eos_period_rpt, rule=cost_fixed_eos.cost_fixed_eos_capacity_constraint
+    )
+    m.cost_fixed_eos_capacity_lower_bound_constraint = Constraint(
+        m.cost_fixed_eos_rptn,
+        rule=cost_fixed_eos.cost_fixed_eos_capacity_lower_bound_constraint,
+    )
+    m.cost_fixed_eos_capacity_upper_bound_constraint = Constraint(
+        m.cost_fixed_eos_rptn,
+        rule=cost_fixed_eos.cost_fixed_eos_capacity_upper_bound_constraint,
+    )
+
+    # -- cost_variable_eos ---
+    m.cost_variable_eos_segments = {}
+
+    m.cost_variable_eos_rptn = Set(
+        within=model.regional_global_indices * model.time_optimize * model.tech_or_group * Integers
+    )
+    m.cost_variable_eos = Param(m.cost_variable_eos_rptn, domain=Any)
+
+    m.cost_variable_eos_period_rpt = Set(dimen=3, initialize=cost_variable_eos.period_cost_indices)
+
+    m.initialize_cost_variable_eos = BuildAction(rule=cost_variable_eos.initialize_components)
+
+    m.v_cost_variable_eos_activity = Var(
+        m.cost_variable_eos_rptn, domain=NonNegativeReals, initialize=0
+    )
+    m.v_cost_variable_eos_segment_binary = Var(
+        m.cost_variable_eos_rptn, domain=Binary, initialize=0
+    )
+
+    m.cost_variable_eos_segment_binary_constraint = Constraint(
+        m.cost_variable_eos_period_rpt,
+        rule=cost_variable_eos.cost_variable_eos_segment_binary_constraint,
+    )
+    m.cost_variable_eos_activity_constraint = Constraint(
+        m.cost_variable_eos_period_rpt,
+        rule=cost_variable_eos.cost_variable_eos_activity_constraint,
+    )
+    m.cost_variable_eos_activity_lower_bound_constraint = Constraint(
+        m.cost_variable_eos_rptn,
+        rule=cost_variable_eos.cost_variable_eos_activity_lower_bound_constraint,
+    )
+    m.cost_variable_eos_activity_upper_bound_constraint = Constraint(
+        m.cost_variable_eos_rptn,
+        rule=cost_variable_eos.cost_variable_eos_activity_upper_bound_constraint,
+    )
+
+    m.append_cost_variable_eos_to_total_cost = BuildAction(rule=cost_variable_eos.total_cost)
diff --git a/temoa/extensions/economies_of_scale/data_manifest.py b/temoa/extensions/economies_of_scale/data_manifest.py
new file mode 100644
index 000000000..a74bd11d3
--- /dev/null
+++ b/temoa/extensions/economies_of_scale/data_manifest.py
@@ -0,0 +1,74 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, cast
+
+from temoa.data_io.loader_manifest import LoadItem
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+    from temoa.extensions.economies_of_scale.core.model import EOSModel
+
+
+def build_manifest_items(model: TemoaModel) -> list[LoadItem]:
+    m = cast('EOSModel', model)
+    return [
+        LoadItem(
+            component=m.cost_invest_eos,
+            table='cost_invest_eos',
+            columns=[
+                'region',
+                'tech_or_group',
+                'segment',
+                'capacity_lower',
+                'capacity_upper',
+                'cost_lower',
+                'cost_upper',
+            ],
+            index_length=3,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+            is_table_required=False,
+            is_period_filtered=False,
+            index_set=m.cost_invest_eos_rtn,
+        ),
+        LoadItem(
+            component=m.cost_fixed_eos,
+            table='cost_fixed_eos',
+            columns=[
+                'region',
+                'period',
+                'tech_or_group',
+                'segment',
+                'capacity_lower',
+                'capacity_upper',
+                'cost_lower',
+                'cost_upper',
+            ],
+            index_length=4,
+            validator_name='viable_rpt',
+            validation_map=(0, 1, 2),
+            is_table_required=False,
+            is_period_filtered=True,
+            index_set=m.cost_fixed_eos_rptn,
+        ),
+        LoadItem(
+            component=m.cost_variable_eos,
+            table='cost_variable_eos',
+            columns=[
+                'region',
+                'period',
+                'tech_or_group',
+                'segment',
+                'activity_lower',
+                'activity_upper',
+                'cost_lower',
+                'cost_upper',
+            ],
+            index_length=4,
+            validator_name='viable_rpt',
+            validation_map=(0, 1, 2),
+            is_table_required=False,
+            is_period_filtered=True,
+            index_set=m.cost_variable_eos_rptn,
+        ),
+    ]
diff --git a/temoa/extensions/economies_of_scale/extension.py b/temoa/extensions/economies_of_scale/extension.py
new file mode 100644
index 000000000..c0b5d8cf5
--- /dev/null
+++ b/temoa/extensions/economies_of_scale/extension.py
@@ -0,0 +1,21 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+from temoa.extensions.economies_of_scale.core.model import register_model_components
+from temoa.extensions.economies_of_scale.data_manifest import build_manifest_items
+from temoa.extensions.framework import ExtensionSpec
+
+EOS_EXTENSION = ExtensionSpec(
+    extension_id='eos',
+    owned_tables=('cost_invest_eos', 'cost_fixed_eos', 'cost_variable_eos'),
+    regional_group_tables={
+        'cost_invest_eos': 'region',
+        'cost_fixed_eos': 'region',
+        'cost_variable_eos': 'region',
+    },
+    register_model_components=register_model_components,
+    build_manifest_items=build_manifest_items,
+    schema_sql_path=str(Path(__file__).parent / 'tables.sql'),
+    fail_if_tables_populated_when_disabled=True,
+)
diff --git a/temoa/extensions/economies_of_scale/tables.sql b/temoa/extensions/economies_of_scale/tables.sql
new file mode 100644
index 000000000..2efd7fa18
--- /dev/null
+++ b/temoa/extensions/economies_of_scale/tables.sql
@@ -0,0 +1,53 @@
+CREATE TABLE IF NOT EXISTS cost_invest_eos
+(
+	region TEXT NOT NULL,
+	tech_or_group TEXT NOT NULL,
+	segment INTEGER NOT NULL,
+	capacity_lower REAL NOT NULL,
+	capacity_upper REAL NOT NULL,
+	cost_lower REAL NOT NULL,
+	cost_upper REAL NOT NULL,
+	units TEXT,
+	notes TEXT,
+	CHECK (capacity_lower >= 0),
+	CHECK (capacity_upper >= 0),
+	CHECK (cost_lower >= 0),
+	CHECK (cost_upper >= 0),
+	PRIMARY KEY (region, tech_or_group, segment)
+);
+CREATE TABLE IF NOT EXISTS cost_fixed_eos
+(
+	region TEXT NOT NULL,
+	period INTEGER NOT NULL,
+	tech_or_group TEXT NOT NULL,
+	segment INTEGER NOT NULL,
+	capacity_lower REAL NOT NULL,
+	capacity_upper REAL NOT NULL,
+	cost_lower REAL NOT NULL,
+	cost_upper REAL NOT NULL,
+	units TEXT,
+	notes TEXT,
+	CHECK (capacity_lower >= 0),
+	CHECK (capacity_upper >= 0),
+	CHECK (cost_lower >= 0),
+	CHECK (cost_upper >= 0),
+	PRIMARY KEY (region, period, tech_or_group, segment)
+);
+CREATE TABLE IF NOT EXISTS cost_variable_eos
+(
+	region TEXT NOT NULL,
+	period INTEGER NOT NULL,
+	tech_or_group TEXT NOT NULL,
+	segment INTEGER NOT NULL,
+	activity_lower REAL NOT NULL,
+	activity_upper REAL NOT NULL,
+	cost_lower REAL NOT NULL,
+	cost_upper REAL NOT NULL,
+	units TEXT,
+	notes TEXT,
+	CHECK (activity_lower >= 0),
+	CHECK (activity_upper >= 0),
+	CHECK (cost_lower >= 0),
+	CHECK (cost_upper >= 0),
+	PRIMARY KEY (region, period, tech_or_group, segment)
+);
diff --git a/temoa/extensions/framework.py b/temoa/extensions/framework.py
index 179ddf097..7927e3bf3 100644
--- a/temoa/extensions/framework.py
+++ b/temoa/extensions/framework.py
@@ -57,9 +57,10 @@ def normalize_extension_ids(extension_ids: Sequence[str | object] | None) -> tup
 def get_known_extension_specs() -> dict[str, ExtensionSpec]:
     """Return all extension specs known to this installation."""
     from temoa.extensions.discrete_capacity.extension import DISCRETE_CAPACITY_EXTENSION
+    from temoa.extensions.economies_of_scale.extension import EOS_EXTENSION
     from temoa.extensions.growth_rates.extension import GROWTH_RATES_EXTENSION
 
-    specs = [GROWTH_RATES_EXTENSION, DISCRETE_CAPACITY_EXTENSION]
+    specs = [GROWTH_RATES_EXTENSION, DISCRETE_CAPACITY_EXTENSION, EOS_EXTENSION]
     return {spec.extension_id: spec for spec in specs}
 
 

From feaa99e4cac249dea46cb4092e5e296b6150d8cd Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 8 Jul 2026 14:44:44 -0400
Subject: [PATCH 21/56] Enable output cost results for economies of scale
 extension

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/__init__.py                             |   4 +-
 temoa/_internal/exchange_tech_cost_ledger.py  |   6 +-
 temoa/_internal/table_data_puller.py          | 130 ++----------
 temoa/components/costs.py                     | 105 +++++++++-
 temoa/db_schema/temoa_schema_v4.sql           |   5 +-
 .../economies_of_scale/core/data_puller.py    | 187 ++++++++++++++++++
 tests/test_table_writer.py                    |  12 +-
 7 files changed, 325 insertions(+), 124 deletions(-)
 create mode 100644 temoa/extensions/economies_of_scale/core/data_puller.py

diff --git a/temoa/__init__.py b/temoa/__init__.py
index 67ef283bd..75a8d2419 100644
--- a/temoa/__init__.py
+++ b/temoa/__init__.py
@@ -19,7 +19,6 @@
     solve_instance,
 )
 from temoa._internal.table_data_puller import (
-    loan_costs,
     poll_capacity_results,
     poll_cost_results,
     poll_emissions,
@@ -27,6 +26,7 @@
 )
 from temoa._internal.table_writer import TableWriter
 from temoa._internal.temoa_sequencer import TemoaSequencer
+from temoa.components.costs import poll_loan_costs
 from temoa.core.config import TemoaConfig
 from temoa.core.model import TemoaModel
 from temoa.core.modes import TemoaMode
@@ -48,7 +48,7 @@
     'solve_instance',
     'handle_results',
     'save_lp',
-    'loan_costs',
+    'poll_loan_costs',
     'poll_capacity_results',
     'poll_emissions',
     'poll_flow_results',
diff --git a/temoa/_internal/exchange_tech_cost_ledger.py b/temoa/_internal/exchange_tech_cost_ledger.py
index 12b170f5f..361ad8dd1 100644
--- a/temoa/_internal/exchange_tech_cost_ledger.py
+++ b/temoa/_internal/exchange_tech_cost_ledger.py
@@ -57,7 +57,11 @@ def add_cost_record(
         if not r1 and r2:
             raise ValueError(f'problem splitting region-region: {link}')
         # add to the "seen" records for appropriate cost type
-        self.cost_records[cost_type][r1, r2, tech, vintage, period] = cost
+        key = (r1, r2, tech, vintage, period)
+        if key in self.cost_records[cost_type]:
+            self.cost_records[cost_type][key] += cost
+        else:
+            self.cost_records[cost_type][key] = cost
 
     def get_use_ratio(
         self, exporter: Region, importer: Region, period: Period, tech: Technology, vintage: Vintage
diff --git a/temoa/_internal/table_data_puller.py b/temoa/_internal/table_data_puller.py
index 832d3557c..3973832a7 100644
--- a/temoa/_internal/table_data_puller.py
+++ b/temoa/_internal/table_data_puller.py
@@ -20,6 +20,7 @@
 from temoa._internal.exchange_tech_cost_ledger import CostType, ExchangeTechCostLedger
 from temoa.components import costs
 from temoa.components.utils import get_variable_efficiency
+from temoa.extensions.economies_of_scale.core import data_puller as eos
 from temoa.types.model_types import EI, FI, SLI, CapData, FlowType
 
 if TYPE_CHECKING:
@@ -340,30 +341,30 @@ def poll_cost_results(
         cap = value(model.v_new_capacity[r, t, v])
         if abs(cap) < epsilon:
             continue
+        cost_invest = value(model.cost_invest[r, t, v])
         loan_life = value(loan_lifetime_process[r, t, v])
-        loan_rate = value(model.loan_rate[r, t, v])
+        loan_annualize = value(model.loan_annualize[r, t, v])
 
         if model.is_survival_curve_process[r, t, v]:
-            model_loan_cost, undiscounted_cost = loan_costs_survival_curve(
+            discounted_cost, undiscounted_cost = costs.poll_loan_costs_survival_curve(
                 model=model,
                 r=r,
                 t=t,
                 v=v,
-                loan_rate=loan_rate,
                 loan_life=loan_life,
+                loan_annualize=loan_annualize,
                 capacity=cap,
-                invest_cost=value(model.cost_invest[r, t, v]),
+                invest_cost=cost_invest,
                 p_0=p_0_true,
                 p_e=p_e,
                 global_discount_rate=global_discount_rate,
-                vintage=v,
             )
         else:
-            model_loan_cost, undiscounted_cost = loan_costs(
-                loan_rate=loan_rate,
+            discounted_cost, undiscounted_cost = costs.poll_loan_costs(
                 loan_life=loan_life,
+                loan_annualize=loan_annualize,
                 capacity=cap,
-                invest_cost=value(model.cost_invest[r, t, v]),
+                invest_cost=cost_invest,
                 process_life=value(model.lifetime_process[r, t, v]),
                 p_0=p_0_true,
                 p_e=p_e,
@@ -377,7 +378,7 @@ def poll_cost_results(
                 period=v,
                 tech=t,
                 vintage=v,
-                cost=model_loan_cost,
+                cost=discounted_cost,
                 cost_type=CostType.D_INVEST,
             )
             exchange_costs.add_cost_record(
@@ -392,7 +393,7 @@ def poll_cost_results(
             # The period `p` for an investment cost is its vintage `v`.
             key = (cast('Region', r), cast('Period', v), cast('Technology', t), cast('Vintage', v))
             entries[key].update(
-                {CostType.D_INVEST: model_loan_cost, CostType.INVEST: undiscounted_cost}
+                {CostType.D_INVEST: discounted_cost, CostType.INVEST: undiscounted_cost}
             )
 
     for r, p, t, v in model.cost_fixed.sparse_keys():
@@ -489,107 +490,18 @@ def poll_cost_results(
                     CostType.VARIABLE: float(value(undiscounted_var_cost)),
                 }
             )
-    exchange_entries = exchange_costs.get_entries()
-    return entries, exchange_entries
-
 
-def loan_costs(
-    loan_rate: float,  # this is referred to as loan_rate in parameters
-    loan_life: float,
-    capacity: float,
-    invest_cost: float,
-    process_life: int,
-    p_0: int,
-    p_e: int,
-    global_discount_rate: float,
-    vintage: int,
-    **kwargs: object,
-) -> tuple[float, float]:
-    """
-    Calculate Loan costs by calling the loan annualize and loan cost functions in temoa_rules
-    :return: tuple of [model-view discounted cost, un-discounted annuity]
-    """
-    # dev note:  this is a passthrough function.  Sole intent is to use the EXACT formula the
-    #            model uses for these costs
-    loan_ar = costs.pv_to_annuity(rate=loan_rate, periods=int(loan_life))
-    model_ic = costs.loan_cost(
-        capacity,
-        invest_cost,
-        loan_annualize=float(value(loan_ar)),
-        lifetime_loan_process=loan_life,
-        lifetime_process=process_life,
-        p_0=p_0,
-        p_e=p_e,
-        global_discount_rate=global_discount_rate,
-        vintage=vintage,
-    )
-    # Override the GDR to get the undiscounted value
-    global_discount_rate = 0
-    undiscounted_cost = costs.loan_cost(
-        capacity,
-        invest_cost,
-        loan_annualize=float(value(loan_ar)),
-        lifetime_loan_process=loan_life,
-        lifetime_process=process_life,
-        p_0=p_0,
-        p_e=p_e,
-        global_discount_rate=global_discount_rate,
-        vintage=vintage,
+    # Get nonlinear costs from the EOS extension, if active
+    eos.poll_costs(
+        model=model,
+        exchange_costs=exchange_costs,
+        entries=entries,
+        p_0=p_0_true,
+        epsilon=epsilon,
     )
-    return float(value(model_ic)), float(value(undiscounted_cost))
-
-
-def loan_costs_survival_curve(
-    model: TemoaModel,
-    r: Region,
-    t: Technology,
-    v: Vintage,
-    loan_rate: float,  # this is referred to as loan_rate in parameters
-    loan_life: float,
-    capacity: float,
-    invest_cost: float,
-    p_0: Period,
-    p_e: Period,
-    global_discount_rate: float,
-    vintage: Vintage,
-    **kwargs: object,
-) -> tuple[float, float]:
-    """
-    Calculate Loan costs by calling the loan annualize and loan cost functions in temoa_rules
-    :return: tuple of [model-view discounted cost, un-discounted annuity]
-    """
-    # dev note:  this is a passthrough function.  Sole intent is to use the EXACT formula the
-    #            model uses for these costs
-    loan_ar = costs.pv_to_annuity(rate=loan_rate, periods=int(loan_life))
-    model_ic = costs.loan_cost_survival_curve(
-        model,
-        r,
-        t,
-        v,
-        capacity,
-        invest_cost,
-        loan_annualize=float(value(loan_ar)),
-        lifetime_loan_process=loan_life,
-        p_0=p_0,
-        p_e=p_e,
-        global_discount_rate=global_discount_rate,
-    )
-    # Override the GDR to get the undiscounted value
-    global_discount_rate = 0
-    undiscounted_cost = costs.loan_cost_survival_curve(
-        model,
-        r,
-        t,
-        v,
-        capacity,
-        invest_cost,
-        loan_annualize=float(value(loan_ar)),
-        lifetime_loan_process=loan_life,
-        p_0=p_0,
-        p_e=p_e,
-        global_discount_rate=global_discount_rate,
-    )
-    return float(value(model_ic)), float(value(undiscounted_cost))
+
+    exchange_entries = exchange_costs.get_entries()
+    return entries, exchange_entries
 
 
 def poll_emissions(
diff --git a/temoa/components/costs.py b/temoa/components/costs.py
index 7814c2c4e..9edaf1a23 100644
--- a/temoa/components/costs.py
+++ b/temoa/components/costs.py
@@ -124,7 +124,7 @@ def lifetime_loan_process_indices(model: TemoaModel) -> set[tuple[Region, Techno
 
 def loan_cost(
     capacity: float | Var | ComponentData,
-    invest_cost: float,
+    invest_cost: float | Expression,
     loan_annualize: float,
     lifetime_loan_process: float | int,
     lifetime_process: float,
@@ -190,7 +190,7 @@ def loan_cost_survival_curve(
     t: Technology,
     v: Vintage,
     capacity: float | Var | ComponentData,
-    invest_cost: float,
+    invest_cost: float | Expression,
     loan_annualize: float,
     lifetime_loan_process: float | int,
     p_0: Period,
@@ -266,7 +266,7 @@ def loan_cost_survival_curve(
 
 def fixed_or_variable_cost(
     cap_or_flow: float | Var | ComponentData,
-    cost_factor: float,
+    cost_factor: float | Expression,
     cost_years: float | ComponentData,
     global_discount_rate: float | None,
     p_0: float,
@@ -715,3 +715,102 @@ def param_loan_annualize_rule(
     lln = value(model.loan_lifetime_process[r, t, v])
     annualized_rate = pv_to_annuity(dr, lln)
     return annualized_rate
+
+
+# ============================================================================
+# DATA PULLING UTILITIES
+# ============================================================================
+
+
+def poll_loan_costs(
+    loan_life: float,
+    loan_annualize: float,
+    capacity: float,
+    invest_cost: float,
+    process_life: int,
+    p_0: int,
+    p_e: int,
+    global_discount_rate: float,
+    vintage: int,
+    **kwargs: object,
+) -> tuple[float, float]:
+    """
+    Calculate Loan costs by calling the loan annualize and loan cost functions in temoa_rules
+    :return: tuple of [model-view discounted cost, un-discounted annuity]
+    """
+    # dev note:  this is a passthrough function.  Sole intent is to use the EXACT formula the
+    #            model uses for these costs
+    discounted_cost = loan_cost(
+        capacity,
+        invest_cost,
+        loan_annualize=loan_annualize,
+        lifetime_loan_process=loan_life,
+        lifetime_process=process_life,
+        p_0=p_0,
+        p_e=p_e,
+        global_discount_rate=global_discount_rate,
+        vintage=vintage,
+    )
+    # Override the GDR to get the undiscounted value
+    undiscounted_cost = loan_cost(
+        capacity,
+        invest_cost,
+        loan_annualize=loan_annualize,
+        lifetime_loan_process=loan_life,
+        lifetime_process=process_life,
+        p_0=p_0,
+        p_e=p_e,
+        global_discount_rate=0,
+        vintage=vintage,
+    )
+    return float(value(discounted_cost)), float(value(undiscounted_cost))
+
+
+def poll_loan_costs_survival_curve(
+    model: TemoaModel,
+    r: Region,
+    t: Technology,
+    v: Vintage,
+    loan_life: float,
+    loan_annualize: float,
+    capacity: float,
+    invest_cost: float,
+    p_0: Period,
+    p_e: Period,
+    global_discount_rate: float,
+    **kwargs: object,
+) -> tuple[float, float]:
+    """
+    Calculate Loan costs by calling the loan annualize and loan cost functions in temoa_rules
+    :return: tuple of [model-view discounted cost, un-discounted annuity]
+    """
+    # dev note:  this is a passthrough function.  Sole intent is to use the EXACT formula the
+    #            model uses for these costs
+    discounted_cost = loan_cost_survival_curve(
+        model,
+        r,
+        t,
+        v,
+        capacity,
+        invest_cost,
+        loan_annualize,
+        lifetime_loan_process=loan_life,
+        p_0=p_0,
+        p_e=p_e,
+        global_discount_rate=global_discount_rate,
+    )
+    # Override the GDR to get the undiscounted value
+    undiscounted_cost = loan_cost_survival_curve(
+        model,
+        r,
+        t,
+        v,
+        capacity,
+        invest_cost,
+        loan_annualize,
+        lifetime_loan_process=loan_life,
+        p_0=p_0,
+        p_e=p_e,
+        global_discount_rate=0,
+    )
+    return float(value(discounted_cost)), float(value(undiscounted_cost))
diff --git a/temoa/db_schema/temoa_schema_v4.sql b/temoa/db_schema/temoa_schema_v4.sql
index 69eef34a5..c97f741b6 100644
--- a/temoa/db_schema/temoa_schema_v4.sql
+++ b/temoa/db_schema/temoa_schema_v4.sql
@@ -922,7 +922,7 @@ CREATE TABLE IF NOT EXISTS output_cost
     region   TEXT,
     sector   TEXT REFERENCES sector_label (sector),
     period   INTEGER REFERENCES time_period (period),
-    tech     TEXT REFERENCES technology (tech),
+    tech     TEXT,
     vintage  INTEGER REFERENCES time_period (period),
     d_invest REAL,
     d_fixed  REAL,
@@ -934,8 +934,7 @@ CREATE TABLE IF NOT EXISTS output_cost
     emiss    REAL,
     units    TEXT,
     PRIMARY KEY (scenario, region, period, tech, vintage),
-    FOREIGN KEY (vintage) REFERENCES time_period (period),
-    FOREIGN KEY (tech) REFERENCES technology (tech)
+    FOREIGN KEY (vintage) REFERENCES time_period (period)
 );
 
 CREATE TABLE IF NOT EXISTS time_season
diff --git a/temoa/extensions/economies_of_scale/core/data_puller.py b/temoa/extensions/economies_of_scale/core/data_puller.py
new file mode 100644
index 000000000..2713483e8
--- /dev/null
+++ b/temoa/extensions/economies_of_scale/core/data_puller.py
@@ -0,0 +1,187 @@
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING, cast
+
+from pyomo.environ import value
+
+from temoa._internal.exchange_tech_cost_ledger import CostType, ExchangeTechCostLedger
+from temoa.components import costs
+from temoa.extensions.economies_of_scale.components import (
+    cost_fixed_eos,
+    cost_invest_eos,
+    cost_variable_eos,
+)
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+    from temoa.extensions.economies_of_scale.core.model import EOSModel
+    from temoa.types import Period, Region, Technology, Vintage
+
+logger = logging.getLogger(__name__)
+
+
+# --- Poll cost results ---
+def poll_costs(
+    model: TemoaModel,
+    exchange_costs: ExchangeTechCostLedger,
+    entries: dict[tuple[Region, Period, Technology, Vintage], dict[CostType, float]],
+    p_0: Period,
+    epsilon: float,
+) -> None:
+    """
+    Poll the fixed and variable costs for all EOS clusters in the planning horizon
+    and add them to the cost entries for the model.
+    """
+    if 'eos' not in model.enabled_extensions:
+        return
+    model = cast('EOSModel', model)
+
+    global_discount_rate = value(model.global_discount_rate)
+
+    for r, p, t in model.cost_invest_eos_period_rpt:
+        cost = value(cost_invest_eos.period_cost(model, r, p, t))
+        if cost < epsilon:
+            continue
+
+        # gather details...
+        r0, t0 = model.cost_invest_eos_reference_process[r, p, t]
+        loan_life = value(model.loan_lifetime_process[r0, t0, p])
+        loan_annualize = value(model.loan_annualize[r0, t0, p])
+        life = value(model.lifetime_process[r0, t0, p])
+
+        if model.is_survival_curve_process[r0, t0, p]:
+            discounted_cost, undiscounted_cost = costs.poll_loan_costs_survival_curve(
+                model=model,
+                r=r0,
+                t=t0,
+                v=p,
+                loan_life=loan_life,
+                loan_annualize=loan_annualize,
+                capacity=1,
+                invest_cost=cost,
+                p_0=p_0,
+                p_e=model.time_future.last(),
+                global_discount_rate=global_discount_rate,
+            )
+        else:
+            discounted_cost, undiscounted_cost = costs.poll_loan_costs(
+                loan_life=loan_life,
+                loan_annualize=loan_annualize,
+                capacity=1,
+                invest_cost=cost,
+                process_life=life,
+                p_0=p_0,
+                p_e=model.time_future.last(),
+                global_discount_rate=global_discount_rate,
+                vintage=p,
+            )
+
+        # screen for linked region...
+        if '-' in r:
+            exchange_costs.add_cost_record(
+                r,
+                period=p,
+                tech=t,
+                vintage=p,
+                cost=discounted_cost,
+                cost_type=CostType.D_INVEST,
+            )
+            exchange_costs.add_cost_record(
+                r,
+                period=p,
+                tech=t,
+                vintage=p,
+                cost=undiscounted_cost,
+                cost_type=CostType.INVEST,
+            )
+        else:
+            # The period `p` for an investment cost is its vintage `v`.
+            key = (cast('Region', r), cast('Period', p), cast('Technology', t), cast('Vintage', p))
+            if CostType.INVEST in entries.get(key, {}):
+                entries[key][CostType.D_INVEST] += discounted_cost
+                entries[key][CostType.INVEST] += undiscounted_cost
+            else:
+                entries[key].update(
+                    {CostType.D_INVEST: discounted_cost, CostType.INVEST: undiscounted_cost}
+                )
+
+    for r, p, t in model.cost_fixed_eos_period_rpt:
+        fixed_cost = value(cost_fixed_eos.period_cost(model, r, p, t))
+        if fixed_cost < epsilon:
+            continue
+
+        undiscounted_fixed_cost = fixed_cost * value(model.period_length[p])
+        discounted_fixed_cost = costs.fixed_or_variable_cost(
+            1,
+            fixed_cost,
+            value(model.period_length[p]),
+            global_discount_rate=global_discount_rate,
+            p_0=p_0,
+            p=p,
+        )
+
+        if '-' in r:
+            exchange_costs.add_cost_record(
+                r,
+                period=p,
+                tech=t,
+                vintage=p,
+                cost=float(value(discounted_fixed_cost)),
+                cost_type=CostType.D_FIXED,
+            )
+            exchange_costs.add_cost_record(
+                r,
+                period=p,
+                tech=t,
+                vintage=p,
+                cost=float(undiscounted_fixed_cost),
+                cost_type=CostType.FIXED,
+            )
+        else:
+            entries[r, p, t, p].update(
+                {
+                    CostType.D_FIXED: float(value(discounted_fixed_cost)),
+                    CostType.FIXED: float(undiscounted_fixed_cost),
+                }
+            )
+
+    for r, p, t in model.cost_fixed_eos_period_rpt:
+        variable_cost = value(cost_variable_eos.period_cost(model, r, p, t))
+        if variable_cost < epsilon:
+            continue
+
+        undiscounted_variable_cost = variable_cost * value(model.period_length[p])
+        discounted_variable_cost = costs.fixed_or_variable_cost(
+            1,
+            variable_cost,
+            value(model.period_length[p]),
+            global_discount_rate=global_discount_rate,
+            p_0=p_0,
+            p=p,
+        )
+
+        if '-' in r:
+            exchange_costs.add_cost_record(
+                r,
+                period=p,
+                tech=t,
+                vintage=p,
+                cost=float(value(discounted_variable_cost)),
+                cost_type=CostType.D_VARIABLE,
+            )
+            exchange_costs.add_cost_record(
+                r,
+                period=p,
+                tech=t,
+                vintage=p,
+                cost=float(undiscounted_variable_cost),
+                cost_type=CostType.VARIABLE,
+            )
+        else:
+            entries[r, p, t, p].update(
+                {
+                    CostType.D_VARIABLE: float(value(discounted_variable_cost)),
+                    CostType.VARIABLE: float(undiscounted_variable_cost),
+                }
+            )
diff --git a/tests/test_table_writer.py b/tests/test_table_writer.py
index 3f30d2e1f..646c0a47d 100644
--- a/tests/test_table_writer.py
+++ b/tests/test_table_writer.py
@@ -2,7 +2,7 @@
 
 import pytest
 
-from temoa._internal.table_data_puller import loan_costs
+from temoa.components.costs import poll_loan_costs
 
 
 class LoanCostInput(TypedDict):
@@ -31,7 +31,7 @@ class LoanCostTestCase(TypedDict):
             'capacity': 100_000.0,  # units
             'invest_cost': 1.0,  # $/unit of capacity
             'loan_life': 40.0,
-            'loan_rate': 0.10,
+            'loan_annualize': 0.102259414,
             'global_discount_rate': 0.000000000001,
             'process_life': 40,
             'p_0': 2020,  # the "myopic base year" to which all prices are discounted
@@ -47,7 +47,7 @@ class LoanCostTestCase(TypedDict):
             'capacity': 100_000.0,
             'invest_cost': 1.0,
             'loan_life': 40.0,
-            'loan_rate': 0.08,
+            'loan_annualize': 0.083860162,
             'global_discount_rate': 0.05,
             'process_life': 50,
             'p_0': 2020,
@@ -65,7 +65,7 @@ class LoanCostTestCase(TypedDict):
             'capacity': 100_000.0,  # units
             'invest_cost': 1.0,  # $/unit of capacity
             'loan_life': 40.0,
-            'loan_rate': 0.10,
+            'loan_annualize': 0.102259414,
             'global_discount_rate': 0,
             'process_life': 40,
             'p_0': 2020,  # the "myopic base year" to which all prices are discounted
@@ -84,7 +84,7 @@ def test_loan_costs(test_case: LoanCostTestCase) -> None:
     Test the loan cost calculations
     """
     # we will test with a 1% error to accommodate the approximation of GDR=0
-    model_cost, undiscounted_cost = loan_costs(**test_case['input'])
+    model_cost, undiscounted_cost = poll_loan_costs(**test_case['input'])
     assert model_cost == pytest.approx(test_case['expected_model_cost'], rel=0.01)
     assert undiscounted_cost == pytest.approx(test_case['expected_undiscounted_cost'], rel=0.01)
 
@@ -99,6 +99,6 @@ def test_loan_costs_with_zero_gdr(test_case: LoanCostTestCase) -> None:
     Test the formula with zero for GDR to make sure it is handled correctly.  The formula
     risks division by zero if this is not correct.
     """
-    model_cost, undiscounted_cost = loan_costs(**test_case['input'])
+    model_cost, undiscounted_cost = poll_loan_costs(**test_case['input'])
     assert model_cost == pytest.approx(test_case['expected_model_cost'], abs=0.01)
     assert undiscounted_cost == pytest.approx(test_case['expected_undiscounted_cost'], abs=0.01)

From f9c02f65538d500d4e75f3cb37c44c07943b5ae1 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 8 Jul 2026 14:44:57 -0400
Subject: [PATCH 22/56] Create documentation for economies of scale extension

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 docs/source/extensions.rst            |   1 +
 docs/source/extensions/eos.rst        | 306 +++++++++++
 docs/source/images/eos_cost_curve.png | Bin 0 -> 75291 bytes
 docs/source/images/eos_cost_curve.svg | 702 ++++++++++++++++++++++++++
 docs/source/images/etl_cost_curve.png | Bin 0 -> 75182 bytes
 docs/source/images/etl_cost_curve.svg | 683 +++++++++++++++++++++++++
 scripts/generate_etl_figure.py        | 223 ++++++++
 7 files changed, 1915 insertions(+)
 create mode 100644 docs/source/extensions/eos.rst
 create mode 100644 docs/source/images/eos_cost_curve.png
 create mode 100644 docs/source/images/eos_cost_curve.svg
 create mode 100644 docs/source/images/etl_cost_curve.png
 create mode 100644 docs/source/images/etl_cost_curve.svg
 create mode 100644 scripts/generate_etl_figure.py

diff --git a/docs/source/extensions.rst b/docs/source/extensions.rst
index 06cc597c5..47c0fd7d8 100644
--- a/docs/source/extensions.rst
+++ b/docs/source/extensions.rst
@@ -245,3 +245,4 @@ as new extensions are added.
 
    extensions/growth_rates
    extensions/discrete_capacity
+   extensions/eos
diff --git a/docs/source/extensions/eos.rst b/docs/source/extensions/eos.rst
new file mode 100644
index 000000000..d71d34e59
--- /dev/null
+++ b/docs/source/extensions/eos.rst
@@ -0,0 +1,306 @@
+.. _extension-eos:
+
+Economies of Scale (EOS)
+========================
+
+The **eos** extension adds piecewise-linear cost curves to three cost
+types: investment (:code:`cost_invest_eos`), fixed O&M
+(:code:`cost_fixed_eos`), and variable O&M (:code:`cost_variable_eos`).
+It is disabled by default and enabled per run through configuration:
+
+.. code-block:: toml
+
+   extensions = ["eos"]
+
+All three features share the same binary-integer formulation: a set of
+contiguous segments, exactly one of which is active per cluster per period.
+They differ in what quantity drives the cost curve (cumulative capacity,
+available capacity, or activity) and in how the resulting cost is
+discounted and added to the objective.
+
+.. figure:: ../images/eos_cost_curve.png
+   :align: center
+   :width: 90%
+   :alt: EOS piecewise-linear cost curve
+
+   **EOS piecewise-linear cost curve.** The curve is composed of contiguous
+   segments :math:`n=0,1,2` (three shown here), each with its own quantity
+   bounds :math:`[\underline{Q}_{n}, \overline{Q}_{n}]` and corresponding
+   total-cost bounds :math:`[\underline{C}_{n}, \overline{C}_{n}]`.  The
+   slope :math:`m_n` is the marginal cost within segment :math:`n`.  In this
+   period, segment :math:`n=1` is **active** (red shading): the binary
+   variable is 1, and the quantity variable :math:`\textbf{Q}_p` lies within
+   its bounds.
+
+Overview
+--------
+
+.. list-table::
+   :header-rows: 1
+   :widths: 22 20 20 38
+
+   * - Feature
+     - Table
+     - Cost type
+     - Curve driven by
+   * - :ref:`cost_invest_eos <eos-invest>`
+     - :code:`cost_invest_eos`
+     - Investment (:code:`cost_invest`)
+     - **Cumulative capacity** built up to period :math:`p` (learning curve)
+   * - :ref:`cost_fixed_eos <eos-fixed>`
+     - :code:`cost_fixed_eos`
+     - Fixed O&M (:code:`cost_fixed`)
+     - **Available capacity** in period :math:`p`
+   * - :ref:`cost_variable_eos <eos-variable>`
+     - :code:`cost_variable_eos`
+     - Variable O&M (:code:`cost_variable`)
+     - **Total activity** (output flow) in period :math:`p`
+
+Technologies subject to EOS are specified as *clusters* identified by a
+region/group label :math:`r` and a technology/group label :math:`t`.
+Each cluster has a piecewise-linear cost curve defined by contiguous
+segments :math:`n \in N_{r,t}` (for invest) or
+:math:`n \in N_{r,p,t}` (for fixed/variable, which are
+period-specific).
+
+.. note::
+
+   The :code:`tech_or_group` column accepts either an individual technology
+   name or a technology-group name.  When a group is used, all member
+   technologies share the same cost curve and their contributions to the
+   driving quantity (capacity or activity) are summed.  For
+   :code:`cost_invest_eos`, all technologies in a cluster must share the
+   same :code:`lifetime_process`, :code:`lifetime_survival_curve`,
+   :code:`loan_lifetime_process`, and :code:`loan_rate` in every period
+   they appear together.
+
+.. _eos-invest:
+
+cost_invest_eos — Investment Cost Curve
+----------------------------------------
+
+Concept
+~~~~~~~
+
+:code:`cost_invest_eos` replaces (or supplements) the flat per-unit
+investment cost for a cluster with a piecewise-linear curve whose marginal
+cost changes with *cumulative* installed capacity — a learning-curve
+effect.  The curve is global across time: each successive period inherits
+the capacity built in all previous periods.  The incremental investment cost
+charged in period :math:`p` is the difference between the curve evaluated at
+cumulative capacity up to :math:`p` and the curve evaluated at the end of
+the previous period, so that each unit of new capacity is charged at the
+marginal cost appropriate to the total deployment level at the time of
+construction.
+
+.. note::
+
+   The cumulative capacity **includes pre-existing capacity** (from the
+   :code:`existing_capacity` table), but pre-existing capacity does not
+   incur an investment cost — it is subtracted out when computing the
+   incremental period cost.  The first segment's lower bound can almost
+   always be set to 0 regardless of how much capacity already exists.
+
+.. note::
+
+   EOS invest processes can carry a flat investment cost via
+   :code:`cost_invest` in addition to the piecewise curve.
+
+Table: cost_invest_eos
+~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{CIEOS}_{r \in R,\, t \in T,\, n \in \mathbb{Z}^+}`
+
+The segment index :math:`n` is an integer; segments must be numbered
+consecutively and their capacity bounds must be contiguous.  All four bound
+columns must be non-negative and strictly increasing within a segment.
+
+.. csv-table::
+   :header: "Column", "Symbol", "Description"
+   :widths: 22, 18, 60
+
+   ":code:`region`", ":math:`r`", "region or region-group label"
+   ":code:`tech_or_group`", ":math:`t`", "technology or technology-group label"
+   ":code:`segment`", ":math:`n`", "integer segment index (contiguous)"
+   ":code:`capacity_lower`", ":math:`\underline{K}_{r,t,n}`", "lower cumulative-capacity bound of the segment"
+   ":code:`capacity_upper`", ":math:`\overline{K}_{r,t,n}`", "upper cumulative-capacity bound of the segment"
+   ":code:`cost_lower`", ":math:`\underline{C}_{r,t,n}`", "investment cost at :math:`\underline{K}_{r,t,n}` (same units as :code:`cost_invest`)"
+   ":code:`cost_upper`", ":math:`\overline{C}_{r,t,n}`", "investment cost at :math:`\overline{K}_{r,t,n}`"
+
+Sets
+~~~~
+
+.. csv-table::
+   :header: "Set", "Indices", "Description"
+   :widths: 38, 18, 44
+
+   ":code:`cost_invest_eos_rtn`", ":math:`(r, t, n)`", "valid cluster–segment combinations; populated directly from the table"
+   ":code:`cost_invest_eos_segment_rptn`", ":math:`(r, p, t, n)`", "valid cluster–period–segment combinations; derived from :code:`cost_invest_eos_rtn` and :code:`process_vintages`"
+   ":code:`cost_invest_eos_period_rpt`", ":math:`(r, p, t)`", "projection of :code:`cost_invest_eos_segment_rptn` onto :math:`(r, p, t)`"
+
+Variables
+~~~~~~~~~
+
+.. csv-table::
+   :header: "Variable", "Domain", "Indices", "Description"
+   :widths: 36, 12, 24, 28
+
+   ":math:`\textbf{CIECAP}_{r,p,t,n}` (:code:`v_cost_invest_eos_cumulative_capacity`)", ":math:`\mathbb{R}_{\ge 0}`", ":math:`(r, p, t, n) \in \Theta_{\text{cost\_invest\_eos\_segment\_rptn}}`", "cumulative capacity assigned to segment :math:`n` of cluster :math:`(r,t)` in period :math:`p`"
+   ":math:`\textbf{CIEB}_{r,p,t,n}` (:code:`v_cost_invest_eos_segment_binary`)", ":math:`\{0, 1\}`", ":math:`(r, p, t, n) \in \Theta_{\text{cost\_invest\_eos\_segment\_rptn}}`", "1 if segment :math:`n` is the active segment for cluster :math:`(r,t)` in period :math:`p`"
+
+Constraints
+~~~~~~~~~~~
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_invest_eos.cost_invest_eos_segment_binary_constraint
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_invest_eos.cost_invest_eos_capacity_lower_bound_constraint
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_invest_eos.cost_invest_eos_capacity_upper_bound_constraint
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_invest_eos.cost_invest_eos_cumulative_capacity_constraint
+
+Objective Contribution
+~~~~~~~~~~~~~~~~~~~~~~
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_invest_eos.period_cost
+
+
+.. _eos-fixed:
+
+cost_fixed_eos — Fixed O&M Cost Curve
+--------------------------------------
+
+Concept
+~~~~~~~
+
+:code:`cost_fixed_eos` replaces (or supplements) the flat per-unit fixed
+O&M cost for a cluster with a piecewise-linear curve whose unit cost
+changes with *available capacity* in each period independently.  Unlike
+:code:`cost_invest_eos`, the cost curve is period-specific: segments can
+differ from one period to the next, allowing the modeller to represent
+O&M cost trends over time separately from capacity-scale effects.
+
+Table: cost_fixed_eos
+~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{CFEOS}_{r \in R,\, p \in P,\, t \in T,\, n \in \mathbb{Z}^+}`
+
+.. csv-table::
+   :header: "Column", "Symbol", "Description"
+   :widths: 22, 18, 60
+
+   ":code:`region`", ":math:`r`", "region or region-group label"
+   ":code:`period`", ":math:`p`", "model period"
+   ":code:`tech_or_group`", ":math:`t`", "technology or technology-group label"
+   ":code:`segment`", ":math:`n`", "integer segment index (contiguous)"
+   ":code:`capacity_lower`", ":math:`\underline{K}_{r,p,t,n}`", "lower capacity bound of the segment"
+   ":code:`capacity_upper`", ":math:`\overline{K}_{r,p,t,n}`", "upper capacity bound of the segment"
+   ":code:`cost_lower`", ":math:`\underline{C}_{r,p,t,n}`", "fixed O&M cost at :math:`\underline{K}_{r,p,t,n}` (same units as :code:`cost_fixed`)"
+   ":code:`cost_upper`", ":math:`\overline{C}_{r,p,t,n}`", "fixed O&M cost at :math:`\overline{K}_{r,p,t,n}`"
+
+Sets
+~~~~
+
+.. csv-table::
+   :header: "Set", "Indices", "Description"
+   :widths: 36, 20, 44
+
+   ":code:`cost_fixed_eos_rptn`", ":math:`(r, p, t, n)`", "valid cluster–period–segment combinations"
+   ":code:`cost_fixed_eos_period_rpt`", ":math:`(r, p, t)`", "projection of :code:`cost_fixed_eos_rptn` onto :math:`(r, p, t)`"
+
+Variables
+~~~~~~~~~
+
+.. csv-table::
+   :header: "Variable", "Domain", "Indices", "Description"
+   :widths: 36, 12, 24, 28
+
+   ":math:`\textbf{CFECAP}_{r,p,t,n}` (:code:`v_cost_fixed_eos_capacity`)", ":math:`\mathbb{R}_{\ge 0}`", ":math:`(r, p, t, n) \in \Theta_{\text{cost\_fixed\_eos\_rptn}}`", "capacity assigned to segment :math:`n` of cluster :math:`(r,p,t)`"
+   ":math:`\textbf{CFEB}_{r,p,t,n}` (:code:`v_cost_fixed_eos_segment_binary`)", ":math:`\{0, 1\}`", ":math:`(r, p, t, n) \in \Theta_{\text{cost\_fixed\_eos\_rptn}}`", "1 if segment :math:`n` is active for cluster :math:`(r,p,t)`"
+
+Constraints
+~~~~~~~~~~~
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_fixed_eos.cost_fixed_eos_segment_binary_constraint
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_fixed_eos.cost_fixed_eos_capacity_lower_bound_constraint
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_fixed_eos.cost_fixed_eos_capacity_upper_bound_constraint
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_fixed_eos.cost_fixed_eos_capacity_constraint
+
+Objective Contribution
+~~~~~~~~~~~~~~~~~~~~~~
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_fixed_eos.period_cost
+
+
+.. _eos-variable:
+
+cost_variable_eos — Variable O&M Cost Curve
+--------------------------------------------
+
+Concept
+~~~~~~~
+
+:code:`cost_variable_eos` replaces (or supplements) the flat per-unit
+variable O&M cost for a cluster with a piecewise-linear curve whose unit
+cost changes with *total activity* (output flow) in each period
+independently.  Like :code:`cost_fixed_eos`, the cost curve is
+period-specific.  This allows the modeller to represent dispatch-scale
+economies (e.g. fuel-handling efficiency at high utilisation rates) that
+vary over time.
+
+Table: cost_variable_eos
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{CVEOS}_{r \in R,\, p \in P,\, t \in T,\, n \in \mathbb{Z}^+}`
+
+.. csv-table::
+   :header: "Column", "Symbol", "Description"
+   :widths: 22, 18, 60
+
+   ":code:`region`", ":math:`r`", "region or region-group label"
+   ":code:`period`", ":math:`p`", "model period"
+   ":code:`tech_or_group`", ":math:`t`", "technology or technology-group label"
+   ":code:`segment`", ":math:`n`", "integer segment index (contiguous)"
+   ":code:`activity_lower`", ":math:`\underline{A}_{r,p,t,n}`", "lower activity bound of the segment"
+   ":code:`activity_upper`", ":math:`\overline{A}_{r,p,t,n}`", "upper activity bound of the segment"
+   ":code:`cost_lower`", ":math:`\underline{C}_{r,p,t,n}`", "variable O&M cost at :math:`\underline{A}_{r,p,t,n}` (same units as :code:`cost_variable`)"
+   ":code:`cost_upper`", ":math:`\overline{C}_{r,p,t,n}`", "variable O&M cost at :math:`\overline{A}_{r,p,t,n}`"
+
+Sets
+~~~~
+
+.. csv-table::
+   :header: "Set", "Indices", "Description"
+   :widths: 36, 20, 44
+
+   ":code:`cost_variable_eos_rptn`", ":math:`(r, p, t, n)`", "valid cluster–period–segment combinations"
+   ":code:`cost_variable_eos_period_rpt`", ":math:`(r, p, t)`", "projection of :code:`cost_variable_eos_rptn` onto :math:`(r, p, t)`"
+
+Variables
+~~~~~~~~~
+
+.. csv-table::
+   :header: "Variable", "Domain", "Indices", "Description"
+   :widths: 36, 12, 24, 28
+
+   ":math:`\textbf{CVEACT}_{r,p,t,n}` (:code:`v_cost_variable_eos_activity`)", ":math:`\mathbb{R}_{\ge 0}`", ":math:`(r, p, t, n) \in \Theta_{\text{cost\_variable\_eos\_rptn}}`", "activity assigned to segment :math:`n` of cluster :math:`(r,p,t)`"
+   ":math:`\textbf{CVEB}_{r,p,t,n}` (:code:`v_cost_variable_eos_segment_binary`)", ":math:`\{0, 1\}`", ":math:`(r, p, t, n) \in \Theta_{\text{cost\_variable\_eos\_rptn}}`", "1 if segment :math:`n` is active for cluster :math:`(r,p,t)`"
+
+Constraints
+~~~~~~~~~~~
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_variable_eos.cost_variable_eos_segment_binary_constraint
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_variable_eos.cost_variable_eos_activity_lower_bound_constraint
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_variable_eos.cost_variable_eos_activity_upper_bound_constraint
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_variable_eos.cost_variable_eos_activity_constraint
+
+Objective Contribution
+~~~~~~~~~~~~~~~~~~~~~~
+
+.. autofunction:: temoa.extensions.economies_of_scale.components.cost_variable_eos.period_cost
diff --git a/docs/source/images/eos_cost_curve.png b/docs/source/images/eos_cost_curve.png
new file mode 100644
index 0000000000000000000000000000000000000000..9772ea4e97bf69ba4ecb5d13fe6b15c2ec5e9912
GIT binary patch
literal 75291
zcmce;cTiJp*f$taL_x(zK@_B^NK;U0(oqBir4x{@B1rEY0)h{sNK=~BNDT>1kPabM
zP>PWnA%uWPhlG{{2qAmNXZM|*-JSXNukXw_o`H~@bMA8e+Lae3MtVm%`8gpF$Wi^<
zx6B}r18@k0jd187_(^Qvr%T{Jl|Y?)f#yCgfgun4ogsz~0)0Jw0zKUxiUd3R2e|oo
z%gJ25Ds$zMh-+Y=Z-9!dtk?g%LdM7cv1~?HsSkLU!@jqz10WE-6Rdyx9>WLBAp0N?
z{aZIILi3gh9HD8>_|CP8%Ms+vqp>0)bu`_~-v?<E5o8Lg=C?!5$*)z-eCN7Pq>Fw#
zo{CmVM=RA6{U+A`+`*RwmKf&lMt8kB@3nrRWkXH!!sBXstJCYWw6vq(W5MxlU#+qq
z;=gmq)XD!&{CP5r|2zA3_22&uXYBr@>U|I`iDi5fHhB5ht3t1yELk6Ru2X8W!SUR}
zjrpn}HrdylFDWW+5OoBV{l6q3Z@oBSS#BcA6_1Xfwa%GT-n%LdMWyRhw08){Cdt;M
zsE)0SzV8ZN8T-1n5AyE;*8TkPbA(Ycpw)KD+6c_vj`Td^l4HlXH=1IpN@||AyZ?tB
zn#8YA#~~c~Q_*WIopk+}pvt2fG&QHeb95kqNAkCK&BoSNsOt8gw3V4G$42L#Ol$A3
zrK+a!fR3f=wo5rP6vlDS$S~M=KPkh?!LMtsgHGb2nLr@_Jn0sPK-LdKC7|F!30|>K
z(S@gb`5_Z-9Na>In69s1Tij1VW&3iKu=(|UkKr&E1UxD{2VZfs)T+io@>5lj&P$uS
zcN4wFoBKNx&rBOlcP70Tj^4eB$MS-4diC_bw`Vtg@#4ioflZTl{%kO3hIhxd3!hqp
z2kwV%ijWtbMsBLIZE8g-Xzs2)&G-FuSmwS8efj+g&N13BK$u31#&8vI@<`m@fAGjV
z$`Y>4&AgS7dD+%(J`k%;yGLjZ0@L{oudKs3)ILMTeyqqkiom@cG!B7?Y?Mc`K}2FN
z+cp1Gs?z^B0N!zh?LtafUw+VtwfC4^ijcZzce-To_DmKY+=-p0gua16-N&aKZEz-?
z$ZVAi-|Nnhew?oo<d5hbLq{~JN<Npct}AJ~q^vyJ=tCske6hJ>>XsL7w0I`)QY+?D
z99NrrRj-K%0>6-M+7*5Ynu|=ylERv$5SE@^IDGi9n|E8-h6}Ey;$|FY$Ml<5jJK1f
z^cK(2x@w!t7FaRW*d$dn?%(i4=Msc<F#Kuq)192K6ydvXYr|8Jcn^1X7iX$MR>q!J
zSGc;ww-HJa4i!b44?^G^Ezd5sxM3tu<A_mjr%UHhm>4am>m#*4^_iIq#EQ+GA-A2{
zM)i?k<?W_@kXO%H!*cEymu&lej$>zic`ph_Z9Pbs{0`Tsgzat5k)EP8BGDT^R6CX|
zMoT(B4}hUcO(r7|1^zJSg3#ZGZQtFG$q$>&CVkG+*pf`YP8$!fuR&=g56iiJ`uDIm
zXQ4*oqIM(6IKw*pF6_fm-6nGpgzs(P*r2u?1&`LQ!-|=`Y9n`K(SJG_-_EC$w7}cQ
z9e5n(&c3&rf?bQl6}A~t(8ztzaQY45x5LFtUrrj|?Jur~V(gG=!L$<`U}Rc<>|9~y
z+-vbKwGW+&lL;K~xLI>Fu7tU}Vcbf~ADw&q^Y?U$W}~^W`mhuf^~W1AUGro*LAv@K
zue9ZX$g|8^8He^?Xa@yLbr%|mAlEK?jh<tEn)Z=H_}<G?mm?YYK+m?IC71KMiHEjM
zXNRfJE31Q>B+VIXY+ulEY)KYWb=eAYrncAz^eK?8w!c$t$d-HDx`c1^%3W~sTPV$H
zT>@)*_^p%udzU0GSOv6VR!aLb1w8zJB+q~q@5XxKb$dO@DJj^YmE^O^uk9K=twZqf
z!co_?o0Q4z8{^c=HubCajgPSfe}4VC7qa~!W`COY!XBL*LW}5@L|n*{f_5|P>RtQ)
zoDef;h6kbU)jnJYGjMR68pr40i(`HMzM7XWUaS$~NwP9BKWGtj>Pi}I1)nt=4A#=^
z0M(=}I%8+421|8HIwRL<KT+>CC{Kf8qF}@oGxAccQ&($GuDsjpLWXaj0&a_RXIk34
z?5=+d8+&9HA&R~tiuYMKtk`isE28Gbppok3mdNdO(&MB;a3LLj=`!{zVcY97H-u&1
zW2bU`I@auK(i~pyH6cw3Z+^hNRT^OpPLjSRpQPCrMitl)6}0K%?`v90N=p8`l<oKx
zg6>3O0+{qrFe3-mj9eVJ`7t!5^4j?j@({SRBkDDkYE58HwDfQs<>y)5D>KSptgbOf
z7?q`b1-sOujOyB#lTVXrqmSW1_|1huajQK=h)9mf_5p~NMxo^S1xkbg+9qG>MWYvf
zHfp54HF34kJT9gT|Ga}hD;q-Aq@j?p(AY;AJ9phUd$5|!Wt549TdCB3DDQljeekGr
zc56)p8I6O6x#hg2CXtM>b6Jj2wPOt)czE=lTZ+bxYXTl=y7QS^a~WkI(>i~yi5aL$
zX|QQ<&#>(?mS%UM)eeQ+!3K>~T1%p&hxG0YUO;zPJ9Q-+uHBm;pFwJv^Y(xbnB(uk
ztaS=_-wnT9uHv*XP)hBU!!|FbnJhQu72#r0&hj#X`_VF+IVRAAGMVrU<-*Wo;duhy
z%^&R%sA~j_RNrPB%2R&$j<n9fV!EYR;ttZSGJJffOE$H#eRd*>?qzkRWWhg0bFVq#
z=t8|WLB)zNO>rIU=w4j9F^z*g-=pp_^Ur8T?OugjS;B244yc~W`Hf5{RSuYK#-O#@
z6Qq4KXNNIIA>Xn-<wxy<JV}IV2rgMPxDWF*2`IRylUp;Stz2A{z-~Jhk_#5#mJD+a
z9vumln9%2CM;U>Q<nimdANjeZpXZ^{^YWg*-pS*Z{Lt=CHTSm8YiG#y<tPMXVHi~W
zKH<SOW2nqowa}j-VV|EJC9GILUz=LPDrM|joAEFvgVxb=kXvY3CW6#5_gdPjI<IV?
z3d{)74yZ|MZ|EN@Uc2L}?UOaL@=%ddcFn%)yW1Os<3w?I<nL<mVbcLK%3w483LTga
z1{G^x7iy{OZuaXu>ugvbauKPU#7|Ph*@xJFU@i2eYBIjbr_q5M><N#4x?>W*bra1c
zq~HUpr?MQvk@(qy2$FsPp*LF&#%qY8_9lTR^!%cQ#y&`@ae4N;a3ywCq*an8Y>C{j
zw0C9-laKSg$FJnQjAHk0UASlk6%kPM^c|LT*P19dJ+C^QC^znG-T&@^HqJ*}LERg!
z0UO5_>n5qpGRlh{g4$cno$Sq5e)Dd{!4VX+M;$Zz{&5=~x#Kj^9!7c$ReW^IQuxkL
zuHJ5iQ#*VZu8Z?<40ke%i?b9M@^~9C_oM5qEx;J#E#bs+A2TD3th^$|Tj*(X^O-j#
zBx~O8xwn}7Bmt#Xe7SPd&IM$w_`R=p!ERCot+31vkFpNyLtZn&nwu%@@j<o2vQofq
z0x(K?DNZ}sd8Q@KAiV2Sg{xV#D)jXZsO;GBFiaG~O#UPGWwZb!Rk(Ic5CYl$S7UOk
zMkVM{j=`UPi=xEJ_R<AiA)f|S<6#tZrB8_%X!ug$vd`iWQZa1(k$|#)N$xepz<CqC
zoV#!h^+9PZ$wvlc6~l;rjyb1n)sSjctNU+}SGs;1LWj~tOtpU}8nJgTI&B;0-x1V6
ziUz!Q=^Kw4;&^0VcHjH=mlq_zz<j>FQa$XA!NjPoDGr=TE2uQ2tEz$XlQ|X$Z#DSv
z-0!L@nKp~OU3H&wqu%5+bz3hU#EvQp6}h?Ra4LF_U&lStJZ^~LDse!EXIg_t5*EFG
z2XFc7pWB0FhOn5@vfpkh_AZXxqZt`<r=%7HxeTQ(KS!<b#Ra%K$Z{5SZ2f-u#GF(|
zZ)Jn*zFa*Fd2(om_*n;f=*;%yAE>k|Z{<*ig%BmFpTjbLNL+82*JeeZ_t?f9Hl)JI
zKAJ(vJ~omZlpif-b!9@zcjrp}t9OQ2opy-Ml(DWerS=x=U!I=}PpdR4!_gu2uQMAr
zY7$$wXLDhq86jc1<<Wibu^LO^42jc2`tp`lQdBr|x65kk)$rW<@0YTz!(Z8|#t=(&
z=h4n2ZJ63-&M+z%<-J}#=y9V$vzxktx965%KOW;M*3sMD?eT*yaGOm2$|R3yp6=~k
z5^bwnAHOMvb}H<?L4gl=Yz!J}QsRtv=r(P^Rb0Q!nMuxbLF|yNXcnNqB>_DfN?i8{
zw<C7IQo?c{e16ul0YLATMyT-1Msr9ZiqlZpbehon%y?%qq;l!n`i&91ZiXnTb3nc%
zaTV2m&AcIXxa)+%Su02>HyXp-YpZE#E6dRb7;fA`(jK98L9VY;owF&>F3?OY0W}n;
zNsMNqJx0)vzMr5|@jmY<cJ=A#vdA*4pe)<EowGbrtV-vt=@_~8wOYRs^_0gVbhD|r
zbD%IiAD6dR_H+%NJkL~0%f@M6FUSq;>gC#Jj&BR`Y3wTNz8Gg5KH)x5{lV}?`urAM
zn6|u^zaO$EtPaT9^ZOG#Ct%GgBb-4wW2Hz5e}F+B@6^_FW{1LDu4$W7jtOg=T~(o|
zoS<Z=obu^@Wy$0mfs3Q@Zmk)eue0%wsI_W)!-g?Zxts4h<=h4?D19~M<vp`N<9Qw~
zj;xyl=qDI!Ec^~bC#e$Ue^hGlRYjdH=SW7m`rBH<pIT~~JEyUoglZ|c{uD8U6ee`!
z@%y+q1mwg@a!M;u6pqJXisp(93M$)$E>JYSEzDhXn1Q~V@SEUiUcSCik~XeCY;E((
zm~M6>-Om5Jm?%?~<Nunq!CitO&2ADo)y2B4I}qM)b<REGfjrQ&^PiifAZo3bf&wOn
zK*^i7jkRyWUQ(biRzGtO+Erhi=5+j14`9SB<HCgtTd1e)k})680!l@Dj|yqWyLI1t
zw*cLvi&muYUWyz@7lKI`!O&%LQg6&Lh(seN&dpFE3g<w*0h2RlStF}mqyqa<wJbcJ
zgHsC(FwC|iGVEJdZUzoi1Vy)jFO0Jiljf<{?tg&L-k14?Lshb2>RYlJ@4WDhc46Lo
zu#RWk!a}Pp=*@vUr#KzHm0X<Ges-kRzAd<g!Cy|ZyRhp8(Q?q*`U@qv-D6O9ca4#V
z()p)pr~-Kf5*fn`9@gH0AW(-5v8FnGU@%CrN7=PdnOln$HD;T5Q{Pe{IZy*Tj`GWY
z1M^D>Cty(Ff|SySJpv?YMe49ci|?p&mh-|kA$+OoZ^7q94>9MfnkMQ1F2~v<T)r<T
zh|v&b{X18xYTev(!wHvc>c1sf-N@t*lXktM9=EbR2M@v0L0R{ec7bj5DaoV{hRS=H
zW}FKl1X<k{x>Jv>$H=oA;5`JGlIjyY?f;zDeH7lEuVK*ySf!u<duaF(c8OxWltwwM
z+92A9=g~Gt+-R6gn2u$^Q_DK@fItO2Zt1Ql3Uz>@@^iBv5KWn`G8^X^g}EvrM1kR4
zK}2<g!w!DfZ^T2_@VmlSQenJM_sG&mx-}Q4>!t7`41trC3*iz4xt6_~s4IZZ+T<#F
z<)}vG94qHt4y2o`mf_qScgfLAu3xU>j(?x{FR}fQCu%DIQCaLyKa%edHk0v$b~Su+
z{*U`Gsx$%*3bYtDTTZ;si?%$Pc2+<jqPI&1K-P7D-tv%h!2lq%;T-^U`yRA7bXcX@
zFjuj(Wd+cn$!g5bV#T1H(!(#$|M<^zm#R*jx@=R@LICU&ZdZA)_H9$kLRs!j>b-$t
zJ#M0+Py3o~&Ju(6{oRAlY!iBK8LJBjc$sPepmk!=^pz%2n9Romszx7WXbvYsh_H|k
zbQUx4xfJtgM!6jTnHx<jBUQHke~b8zZEx>AxpUGrE&KK#JV5BU{puV^gW)_w@m-z#
z_#`?FP+n~RTyW3jrUT=RuKh(Fb5(w&nWIiq%qBiQzN~g{LTg|X_QhXxA%B(wB9dax
ztNpg@M@*=>Gu!2>)d`27TII;*s1Ye6APfWzo1miRiJ0gQ895gD#qJ!Gr)I-x9cxz8
z_5_Ec2nDFF`4@{di^7|6m(=y3mPn;Ul$garvF_K_yVGVtx8BZ`_S8GF8R`t0t-HUi
z%s^YT6dIf|d||pjSmB}7{spbUEsO0U*v4$GPwQO898&jlYf{<e@Qizfp_h~?L+18r
z!At}3=p2<&u}NrYKhhlWg!YfCrmM}X<cjdoyV=*iLS4&SbuxSfRRZ4$__SZ0e7y-K
z-G2|$iubh)_ei}R{Tvz-U#Z4nh#1&>uQU<*nZi5Z<Z8<>bQQavzxn2W9;h-@!L3wL
zq1Td9w0DZqgebW0UQiJ3+ygc>i_1t<DPRd>&~pn!h~b^PKBZ_AwI-ZHM4w^I#?H_J
z@eN=kqc9p_u54mqN6YEka&7Y>sv<HvLQplh9;gC{Hkc7>7m$Bp%En8&0f9W3-~6zj
zyE&tAh)-AA1gK;p>pwRR|EE?dKLZ8*@A3aU``1u{UvWQpu}|^T_5WVtf8>9!$o0Px
z(!Sw-T%SG?!uI#-!pviQxgp<@OYdaW?T<N|S^r=^{j^r~^Q4r=#`_`1V_1p{>(ELT
z{r`FPph5Lk#-BfrLfBIM^!4?ZtB*W?@xl)X6cC8yKN_M^EbYy*#=#3H6(W&r*Ce;U
z{X?}rC=n`kT)?9=fv46$>`p5jJZ{Kw4N-$w1eoKa|7d9Kw?3i${PlzQv^1}t33MZj
zs8L~EoyRL{@!Sf4O-PYYhVk=IRH)giMZK$Og=z6KUI~*Y$g5fxO}5ixVCi|wW#S|}
zhIm5B^WA<rb+psItulCfy?uoBIg~^2<7>i)6o!p>)Ocm=u8(W8tqbmyIN!Ci%j3Ot
z?<Xg()T5VtvW@C`i0uImmP*^7{EX*$&cSI^DBF`f%hh>|!cJEF<T3CYk;t1og*y-k
zll9J!mK2sU!#e(){v-}Lb1i7mqHQMA))SDO<=V*KwOvB*0p0krUU7qrer&9{arZWP
zBf19dB8%SjzfESTq*^<!u}{kz7N_D@CdV2w`FKz^!|q2;r&iJ5Ty=VeX716eYj?oB
z&YGczO~!C6m!uihy_9K{_&USICsVIPj2vV)SzB8h<(ICTjb_r}f*O&(NI)+<;>BF+
z61MG17F?<8k?F~5+hws`u{&8~+T0qa>*%}Sw_eOWMlj7jByJh790;T&W%aP>osVfo
z>?corQc2c+@j|o(&gU4}ufg06c$t*cz$MfCA<o2l4G6}g){pZuE=IZ&S{u-NJ4>0z
zXBoVG0Ex#(KTSLG%$Ug_M^}N3In&WTqEDgGY3_$FH&`_gEk!UzP?Djjjo&XH2!0-j
zAbqF8Jn@Zv9n8ImHc*p1CqKkcfvocj)L`#Iiy8;@kehq29Hk4?5C!4x&GFzpAR-42
z!JiyrZQ*0D&g(6Mt7!m>ym@s&lewKz5o_QD0DN_<%i8a+mO!Ij8hwvo39rY5)aE}`
zs7FwLmFTC9Z>oU3ESV5CmtQ@XR_3R^GhggIMgTk513)CHL*~Y%VTnK%7}ZTY{lHk0
zQJ-<idcYn?h#GvUj18<Ni3ULKuk6PKZhn4#U6E0DGB4G_qjtWJ)HwP;Q5LmA>f!f*
zwrcKKEVe><6TP>MSRu6G*qu=jpe|b^tklCh_I5nzbTXz2h%mw5#j=`f-3;)6HhBVw
z;fr4gTL^Oif)I73i8uztkSfb6o8Yg!R`>dgbS_IuepiP}nwQ-xHOLqb1`EhgjtUf(
zF+iFhv<0u!O((1VNYYPP>c1Y?E)=<XgLYPfzAT5YbAH+2g&+B$Ja?8Tm9$7KaVlGj
z=qdy14|R6~%R%sIO-hFI-E<=Y4B8gV(rTwZ#SxZVz<pGss-l^D`y6HWqL_>jI+add
z$=<i$ld?EW?Q0^o!f<F?rKRBttDF@|&W_)=<4R%{)7}&9Efm$cv(oq8z4gh(Vzxdd
zEsZ`ds0E67&ojpQOJ1NO88(<>#nBGt#%+T<KSebee;lI6Xb5<4j)MD;MBlWmed|!i
z&W;C7slVD@Rdpj#?ou(R!(buNEA3%386*XipX8t6X}idN9m}^6CXBV0ozeO1C&K26
z8V5qsO4%1lEz>JkBDYrM@shWY_HB(U1PA+I^|NFJ4x?K0`R4%voAfjo=rjbZ%5bH%
zoDNnT2H|5D1CpEX$D8il>YJ%t744I500YY$8IZpMbCtCyPbK(u363Dm#qsEfkXEeW
zgT&6lRNV)uY!d8RIWF^~tw9xSH2|pmj8o%`8DbjT7y!xz3@<6MFjAGvqJPyPugl)$
zgNfnoxX@B%*K+Oa^f3X&UiHkISwJ5A1u&cwP&w)Zuls(8yA4oXFxK=&-Y0niT#rso
zH#e#Uq>P~GGvUcAW#L<xMSV(5dJLupsa7wEe<t<{q3M%c(w(l(;^X=c(qd)Fzs>?Z
zWr3s`7k6GSd6UuMIeLwD4=6Ob0vI8^eXoRQIUd!uPT9&HnP|$0txRC+!fY<V!+9g~
z@(68na3yD{`c7?C0q%u({v+<QN0a5Lddv-BkHPAEE}WWEXL18gbL)dc^z_k)btJ;>
z$_%<}Xk+1}Eat8sre=>EJyP!HlzZhtEFJ+C=KHi9MZ>{2yNE(<!nAa%1qA6}j3b5?
zI}d%)WCmg>uk?f)mZ~um4A?TE3CkF#)el~a)MPDtP^#9|p)Y$2)bSLj*DifIEh4vK
z(wX&Qae82rs?7%?k~h12O}7rO1}Eocp(C$CPBjh)FpfcnS2!;X{jw8H`NWqJ%bTRf
zt5|eJhu3IPT^`5)eBs{#OkZS62U_kgs33dshq?BR9{~?i^*&~GF1L_cmpp&uDa-s>
z|5OK-E3q|r#hs-WaY@_~&ArLB@*b?rmYyL^eLQ;+suZY*-`FDtntU8R`itW7{W{Oc
zRQ7l9sADb~<}@1=dDNgsLNJ_Fo4*{O$vG_^w(OexnCRgw?~3EScumeRo)Kh@VN4+^
z%R;pD$<n>9*?XILJlzt<Ujw|{QtJjEu5o0(X%bcmEKd?r=(b`EcG#=7&5n6g8IvbQ
zFpip5Gl53TJ(2>2R_`X$oTf@{{>-iyLJUZOZBE5^(9I#p&fl8cf{RgBPfkBaVFPXB
z{A<uVDDrx|aM+i)TY_UvO)P270MS#^{3$#yvhL{injX=E(SUOd*?0fxNu%qt0h?@B
zpq57&3*toBP&KrNgeGgyY)IoR8&}C3tYOM9*6Kh=U5pdh`MJUZ;dWYY-SmaxZlU~5
zA!*^^P|I*-Wb5t1#GE|3)$Y7s0-r32?UWB^fmDLU(HVB>iTH4+)B<(EG_}wz1PFFC
z`!XpW*$e#vLz_x*Hyl<kaO(1yNxZuUER8l#fVgE`*JH&^XUrC77loiBp&!#+$L@Vi
z;I&VkV>d1u-p5-lIdlTbBROeGdCd&Gl4M($E0rqW&`$)$Tfsx7#N<GL)mN)>$<&Ql
zadIuse3&Sq)($odl`PA*_uHPSUNkB!lL*XJ@+lxhVAVS&^({<8ww<$Dx{=!P$F^mx
zw8H3BO*>IEsaZ3+=jwf>AMxgfpCcys==MJ;YY2ENF@A6NJ=fd%qI{+Y1E|8+XNPVw
zSM|G?6r95yzudI8kdQep#;3pD=t8j@duj^u;h&0{4*$WL-HHdB4;%)&d7hLP>BuuG
z0otza7PH{l0@4Owb$oj41w#+|dXKFAm1*`vsM{yJicM}##TZR+L>lUwm)?2z;f6V#
zr?(uJ#-^ArpV7w^H2WieiDV2l&gq^bH2na=>Qa<LM`R1vFP@!pM+^6lpPIA=$9QhL
zUW$>yrE8h`Tol|N=Ys4ik&K;qqY}J)I`9bRT>FG}VJ4x=>}!r@oE#-tbK;b&_3tRS
z9816p$|zgh7T!<>N+#~b&CkFXYU`0dYCde=Rm4DQIHNc>5V&NL$M@e~I~c;Qd7R}#
zA=2kvdh-^-y|?2Z7h$B=xXG*;#KIxpx_EZW{WhUi_8GG((2a6VeRHIRU$Laa1jn3-
zDf0sC4Q^T@(#%*AnpeKv*yZu2sz8VHm|46CKO%bn;?NFdX^suy7|j?q%#N7L53%FT
zFv__$Pr$GhwgxSgwL~YGivHVZe*1*0@BzH+UdC-9g5J9xDDn?84|+5`{BDuU@0^aT
z38%1O#R=FmvtZ#KjQe-yH6Q*$+V1dMG+2(3;IB(fx-kE=e>zWAT+k;gRH8J<Yv_&p
z)0aXMU8XpvhMuFX2g}^5bFcUnsruj=SFUz(fxDY@{MT4Z1MZK2cCt|*W=@_IZ?lG1
zY^M#+2wZ#gJoi{>&(nU6kQ#%TdpxHlwgxyur7bIc)nCX9{=gLJr7Rg5sxDQ&uiI3E
zLQ9YjRopU^0qf&SXOp1V47^bgB;7-&ZnmR`sk=x$sDzua>tZ3wr4A35tmwKZ&X9{}
z^nq%bW@MEWQq*jqBkk65#HgR??IxxTx%@9GV*4<$ZUDN<Tp8HBp$zO8rr?|=a|>0`
zZg8XO32tki(zQrSS4lMYE$uK3FE~^6mQ`@Iu;L=b0S*rZ8fg$={9%drSUJaQHYwBd
zo)kATY$5R6cN)#3i-2DLnbs!t{F>bGor;f0|Jhf1LVmQgR?a)p9mvD2Qt!-&H9Oal
zO3?73liipxos?448EE9f-1<yU+wfBTHS0wU15PgaqdzfMTd3KV8XK<8A6Ss<roNN;
zXFtjt1N7qCPw&Yc^dHd0N14e<N)57kLuc)Iy$c@0BYqf)x077o2gRk>tAsRm2}O?^
z%5EYc^If9ab(_t=V~@i(acgX*k`)RWNFv3inKYjO1O913u7k?t0)l{gT7Wos<d6z_
zkVw?~EFRa;8f`j{=<0V*sVN;45oSFF8(<Y|r{5HV3Q<S|)p<qED2?4!ZN4MrqK#$M
z$bXup%<9duq*Psg<Sj^LwLhETMDm!pxu<_RW|-9mG@_>(&&r^Z5c8i!7l#(H>8&=8
zf4zH9?XIt$ZV^{nppHs6;}(vSUjVYBqg`B@6e3Vnf!k`eY$0S~v)0NX>}%Zqa3J9a
z`a&g9&rC5$5}}Qr1F!g}jX#w}CK92E$bF5Sen9GI8~$@`EK%jWP{i_8+;jU1JPRAI
zY+SZ&Y_44b(@tEjx_#Y1Y1j-_(Y}ZRn%9JXE`LbK!bqQy`}nUFjDDIpesKT6W~ZfX
zYOc>Rs-mXxnRtOKp)KhBzug&L6cn`4b?qUaS$@!Lc6OAV;e*}C)%$HbIUbd68?z&I
zI$St&gMC?+*g=n5o2^^36*bGf@3D=YhB@~T$%6L6<v>yFGb(q~)OotAwW(D2!2<ow
zrpapwwKSAy|6t)=p|)K8IT7%@pD_8-^7v+bA=ZD0fhxzLmqU-%DDZY^+THX2${Xyv
zVk7+~_4o)QTH<OyC$!2vNOMQRyoqII*oCI6EUzIhPP6b&e)uA?!|f*OAiri*dv0sV
zf+wekyz^yByiZkKS?5pADxO=w*8QfNeAX??&i{pn9mzN*A+x}0dJznn?0l&Fj4`bO
zC7gr^S{gayK3*x}2J#8j+$o*Klb3?dyP7%=e|d4z{`T8$J_>X_#|=?nS$f<6>$opp
zs*uOTut05etln+9(ezE3!POPjXwGPhu;C^jB2QMuT3f-(oI*Oj-YsnjS{e`+mh)_$
z_|C5IIe);?nt~8BLEg}5c?g-trKy&qNCm^xx~QPAXnF5+q9uHAZxL`Fy1i&ptd^ne
zrq5W_^cty+Yy%7+*x&_*m~eg+b&<LEID`NLNsjlOP?4j;S3j{U=c@+!i#m&hN0}oG
z18PcbfcNi2a)ikTFW<9mjBK&JA#1YQ>@;W8w(1%>-ya|h=u5R*OR`T>wf$iGMV+bs
zZ>Gg|8J4*tRRj#5=I&N8y={S5<M@*iY)5F7nT*(=;Jh~H`y0di_$wT$a=5Nh+Ea9x
zq~3fb?CZ4Gm8Lgu-qto08TeXe1EMaFTL(Xh-}2h32h7-hE1gdw5_R>yR&)G64J=9%
zF%`#W7xyOmyypRK_|RST6OzrBtO{cp<YB9okxSI2bCGOy$t+Xm+n0LPTbDl-%$FQo
z26C{Wsi30oq*fD3=;KL?Z1EhkL*SD{<PX6iw|EU@+g2L!cE)fJpJ{V*%o(9}3i$jR
z;reYqt494m@0o(vLh3+q(z57Z3_}H*IZ9KYX77V2VP+e_CC2EC`T^SuR?m?ywpI6Y
zv_?6yUVigwf${UP0%OQE+{WQE+F+|(nrAuMkAA29k9_n$X{jUs?=x^^e~(lq%Lr#3
zPtIxs9s7UIL_Qm-uE?uy^vaDo9YPLbuYdjl(l|~ItZ11?G<Xi@z5pWe5b%U|AcW(x
z6b0nh2aFvGS117(L0&)~7;TMy<QU#1Av-@>kwwv@jUVw5o)7x!!3uUgKg<3}9Rev_
z16GSI2o4#-H3*$a0*}F_{$qeKuN{2_l#8CuL;nDSthoJt#38nBc>J-W-|w-m?_Xhn
z1rNNDdz{Rg>3cK`(|TpB!RzPS8_Mg~fglwuE`nIIVaWpLIHpb>-^Zi)wW|x?GFRXM
zf<I^&*sN|;IPsXVSdwLvw|xa5>~!m?jG-DwB0&E$QV97tV?>&fili$RaYv@*3%|VU
zeZAzf`Wx4qh*538hU@`%IM?PmP@+GAiH>H4vns<Wi@`e!h_<z}J&9-J#;+S+pE?j?
zo8<K6`9E%rJ@bqTgUYatS#JS#cpMksSP;&BPG$oKcwQT@`@8_IBt>})l~2jgfd)XJ
z^kiNRptpl-87b1?q5}bcf3oKJ>2)Cw5ON9zGqkm9pd%Vc`R1M>l}<c&!@CF@gb?EB
zcX7BUxViwmz28^f#z)^@%Xj^b<&v#Gn8a_LKb;bS&fZP=dibcoo@&S1bk)Pic2xzp
zk=|?4CRoG|`_^A#Sq_WTejPqXPX!NLFpV*5>%&eU&lQ9e2s}=*X;@B_!}k7MVvU}b
z>(!NGrfz+5*k3Uj(wA!_?cSF`BUV4&CCq|!3KbCK(Ilk_SCEgZ2at1&RT4r*FE@?9
zerRi7rZpAICF84Ug|hf=IB0INiTA;@a4!)6V1<fvp1S}7Dj^Z<Htd|cOiclhG;2I6
zr1lHAFy1gam15r!LUy3f7pK@c7J;BvYfs1S`W-$?x5!rV!><XWAU?EI#<55ZAJ-bG
zwr4%9fS5rbWleV~M(;&BW>}%aDc6FStcZg;5TU7m(u`XtZ_}bdM6OlxrEQb9;o2`C
z&<9{0aYP`ESvI&sL+Bc?oo2}54^?tKD|lBBHhU%{dQ2FkgZ!u09|hWlUs|yh)Dvt1
zqJ1;091g+;o^yEt$#~MeE{Rkp!H_U8Uduo?d(R;h`e7n`=`u?%Ap~I6tK)ycPhM<J
zHKn5>QiOtSh#gc)mg7$HSC1MDN%hni^-qC%RUp!gx}rpU<Qf@M5>?d#3*4;B_3jw;
z?pU}OvG`qlr5J>pY<=2Rh_F9=may$%tKbFatWkh&orzHl3Wg5*DY7(BmCI1^y!R6)
z0EX_#&zJf}Mn*qk=<NPFAU80+J>C+q-vOSU{-=U;9YC|oid5o5OsUfNeL9~^Z-5^1
zHe<)~@#F_EwqR~H^~kjKLZ`}Yba{eVgc<sFEBXzN!l`a%H9rsE7bjcvt`P7EMX(vj
zrwrFR>CvW`z&i=S0B-pW`aN*|=SP+zM+^p<QZ1M2#k+4NtMLsUSruER&o_aeQ_^hA
zt_+ki#emt~Cs^`Q4JH_>!WondK;Dz-AM*?!5HJMhRw@dvhVmSMN!txzh0rdiF5R0n
zLLFGYc@CQGCY&U!IRQQQg5PDyKhA<P`GOo4AHiCD+iVJCe?kr43Bje)rJ1j$JKP2@
zDjCH+29~Z)0v?5`2tXK72UA6<6eVIa3K6$4$Dw{|0A(m3ZQfd+#IHPXt;l@t2PsG)
zxc5z<tjBoC3%p*yW2{kaN?=%IsexknkOVQxs?;2mtrdFlzWlj#bK{0DM+H1PHy1L^
zH_1Q7!!|A{OMd4UyRfxK*yrn6ySBD`5o}V&$<JdBz41q&&dY|r&h>8n4w6p7x!0T%
z$aPnpI-9v?PzUt;xQ<@ClVSN+AyD914xIpICSSKi=(>>YRAO01Y49Qv(VFVHG26FK
zSi3N#GlYz$jSV5q2^{nx)`OFlH@}}5UV7b-d#Juei)RlI+Vsn|BkcE3LM)!ko0|Ob
z_t%%OEN5!iQthrbuNwdmIY^)ESFfh48AY5bhO`aDlRMLA6~gOtZLFJ&1VeJ^B#h>K
z?Kii5G}E+;jgJ=0h-9GI1ko8qFJ%k@=;lVsVub&5&YcGm%hk9OKrD){c(S&`oDb|g
z^SF757(rGiHZI|6Lgw~Fp%Qi=L?`oedvnm3K<0F`_@`v?TuPb8iyc$33m2LVgyNJ`
z)YreAC#gV*2Z}WA3P-NSRNM!Pyn!ov2(bWE=<l11h<({*uBE5uuOZD!4RU%6GNgDn
z{h=WF5XRAJ%&vt*?03=CO>S#)wAjwbkukqgdPT46H-k3uUO8aSCO3Gc(k_m(S~iUd
zZVSqG7BPUNzG@=+G_UDa*fjtH4Eb;^L%MCSn7M7-TB8J(6QocND}GCiVwv!-pQN4H
zNpA(Xk=M6WQI`4rt49{&DQ1xV4(Qb_Jqp9p>6=?C_@<Cyqa6RTx3>pN<#~T<YW?F?
zjEsnpu;A1+-wL#0(dNd@(<tgdx*El+8`KT#s{^R;!>4o)<X+=l_Gf1IX2T}Vv|xL?
zzxmNR&$tRpyfMR;y$0R~v8H*~Kg7T5;im(1V5P6r%l&v))3H17V}(fcw{fA;Bc2|#
z?kXM*$qqxaRQW@f0S+qdRiylQ2{H!D{AL~oS*Uz777HBb^mY%eTD(9Jlme2ZhgsDu
z;bZxYW~uCJ+O!%s`^B|QP->d#Rv9T>5uQ*tH#_UnvJn-eU*o6a3d@#T>HTyoNXfzj
z6wlH?=}WS|0&Yag8|1y}O*n@)e*Cx!E*-adJ5B{CwiQb{Gp1kD!VN)MZp5(mNa&>>
znnZ&PNvF?xiK}tOIxl&?Z+b|i4=sIfA~Gx=v+&7rp}TGS*O7(V@ng@93Yh)NzSo^4
zOD;o(nUm#LmiqOCgQimXAA0a-pmgN(4Mj7e#nLRVn2V&D0=izn^;CWs7^Oini3aMW
zD=)+g-m$E{g6O?4+&3F}9mAw%U_g((rB$uDiz!3LT-z7rN<?NRKRyLvs*1Y=Ot>mC
zc5&FsF(~7~qEiX1T*z8HKk#*&O>jX-__ct<YyRU6j`Eoy6JcG3a0}lOH&2y<F-<1y
z_u(djI6TVTSc78G?X<?AF@;`cUWTPuJ5Jla6EUwTG$GTvgd=+YYMpy=d}bt?aCAK=
z1R9s7SyZ@)cj{znia?Ubc4*bZQ;9j!K<07uo>4W0iyH15OmN8wF8Od<dK!tWp9Ai?
zKO=_6M&d*FZ3*-CP(Q1r65fTOCJ7S}D$AFYs`SAyMxgF)Qg8Y7JT4(WOGWeN-YhCm
zk7&iu*9t}N`hmpr-dwn(Gj$JGZLWX=mR6h|gt;*ZzMqeJkE1dVH&kknHy=??JO63M
zfb0+z%r-oOMkIHZOI;Dfg8aZepaBsSSu|Jm6nbZ~_I2qU+ZSe~%P*LFI0x7aZ`*|I
zhsgODj`6J_ALPwagOL(zxgIa>@n{TeZF^3pyz;a#xziSN<7u??zWwr!Ecq`r;Nk1{
zgLe-cdJoL~mW`Hxxr6Nv8D~(dtCrsrO2n|x?4r48O4H$6yppORq`(K-z+*7CYl>z@
zDY0Ls%<SRFAZ@Sy3@5Aym7D1HM!F?rT0+gA6nEmga;}xH@a{c&)>#r|rs7Q7qm2D(
z@`3w+6v9|D(m6+E-t=o?LG<F>$z}f);g!MrSWUDadz-P~es!O?yJwVjyZkGsWmJ+|
zC%C3xr=0yhQ2T9uiw#}PW}le>1K}WB%Y_DokO{RrMh11dhY$ZlAs<T}e8?#C1Q~{J
zHvn*luk-68^rmjSjWRJSx&128r(((6=cGj7x<ut|*`KRfuOO1Y-rNjgavo^Ea<ifs
zq#%0~TxoolesKkdh12KmO>+jr`JLYVyzuj?N@k)bS%D8rVmu0rjG@}T?WwCvsoMx=
zVd3Nak%C+zs6;{45f%)wQofjDQzrS8^9P9G&-!w6gO@<g9h*A&q<jFNPF!Uh$Xt03
zUpFLdTIyDSEL(H@Um5nF_^?BeqJ$lGmOV!*akzmBeQ0os^~ZnC0;|$gx{2T9uOlb#
z#ESE=4*&lT{_(&5*^{$Mz^q}pp37kUEqnb-4GO}0Njg}?$o#z>2bSEW_~6q4zQs#+
z%~!^?YaOGuzb4JBPJIU2m<FsB4d&(nwy>?!Gudl|VB2S1N(?e)1!(dHYptAtAbkya
zvI=<2dMzu!YVsJEPE$e&h9G*7Bxd6Kv%*R?f<eJm`A&U$a7G{*mbe}(X^v=}lu(^s
z8h(#JQ!&i{IL3M^+msL(N?dzbKnPoC6>D$pk6)EcU<GkNV?+M$I+pX|oMnHi@v7)%
z)Xsu9E47FQSzg5mswXRKM&Ky{DDz&HjJ=sB9dMLUR&F^e8Q9-7@qiWKfhXz=IKrI(
z;@BRbAn!psX%yJ3KCB%rL(;sHWy2{s8<5&Jj9$Kc8K9}THTjeUUUBh{K`o*JE!P$V
zIU+Hdz>Pd5EDZmB^^~lGC#$t#nU#eH{B1`D4g%g0jKx}yk;(<3Hc+y<#)W~c641oL
zt1QmLqJtsyp=<t3R;LC?(u~jc<<1pk?FF;=9}CZ^@2-CCSYf2Zl$`|`+7!!o_ir?z
zJ4IUU@T`^?^$~sXd>-H3E`BTB6k2VvY52IGu-q&&h2ApPI!$7AT)^Xx2H+QJLEzPO
zj!Gsw7`r8Z1-liqb{>xlxuhYW_6vYoTy$3mjlk6Gpp!Lcw{}}_BR>nN>mZ$o%fah`
zq5#B#<s_T~JwzBlcnrNfge)I@Qj$vV$F<@Co5?Nw50lit3Fgzuykz|l;D{Rug8)99
zAw3ZNvIjZ`lo|{~zo2OoOJ%~Bfm6tGW`O+Xo#1sROU6q)&o@?8(&BiW1V|0B{Nb&}
zL5`p}Ayym&5T1J=>b?SUUyZ;|Y@?6FuY(XkvloCk<ThiU9Q(xrR*W?O6TSXj+^v%d
z#vcFn#?wlWF(J`_@IMN;o)3$*3~~WK_tEEg?j}GiTSP9YGq<tPl_0|0=s#m{=k{&i
zean)Fyoan#8K2z52@G2ru!}~uxz+!~z5+4>9yrJgv7+jH_VAt4M*x9JDg=okV6S3q
z(=Hm?`BFgpKpUfyAqOI~As7`}R==O~W~lJeY4+cOG$Y{DbUY+AW8XaR8fyqh5e?4|
zTpS;j!Tja~z6qS`G8{%y_V`);D)-c)>ZufUm;AQihKveJM#QC4vY^#M75MdQUC~`x
zsjJNC3M;J9&(k2fw7J=$r4Fx83CzBU0LYO@K-~Q74G1gw7=OA8#?f~wZUn8zZHsnE
z!jnO}#k-xO{AV{Pf7OO7Qt+bZ8ub&P{z%H)vClq!+2UiJ`><4xhx<_Z1Dyn(!{1>^
zU|WN}E-%t&+0cCd+JQ(|HK$%X<P(d?&3$_DxFD>v02s3&*;45|-hiTa#_<cW%Y6U-
zJs1oHers)-FukA<Tsa3+g#8}G4m8&To;RU9r^`>=$*|&7`NM(=EDabe$2srw+-j>&
zDiT{)KXI|R`@V{Lo^xuT=S1exzy>usQNd$mD+)W$@W4p;vLeW`r}52x#SMUN%x_qT
z{RCODNcu2cU}z7TdV$r}q<Ro!IZAx+m1<-sL2|FqdFJ#UzT9+QN?U{jx7vN6n!R^3
zFWW*jky<y5Jo-@?_MvNEso37^>i9t}*$!83jnyZNxqiL<LR?B6hfgl!rarGcTdLt6
zCB|TCF-&jF5rJ8}UOb)F#1g2h+kbNsi9myA)WB#A8nx?JEfYfo4rF!vqEy@b>pPy?
z1Eu>MeONnp?D@!qb3lR&67RPVHq2Pl@YNAuH+GNB$GPsLvn7}`gBk!6uA51e`{B#0
z8BPLmx;6U_&^n+LbmwEjP31Vwoaz#HF>*r@XAWrdP|$&hI%uWyS~<cRR1Nd4_p5+d
zwanmk3)7Mwotpj_pl(S%ayUNO0-|w*K&2JAI4E)<Y@UkhQ1+dCQWL9-U1^?9?ipfu
zpeDe3I5X%p8gS!Kr`4%IXW(B|c8FMM=zw#9CNcH!O<$;ej^(^5FBDs#z5<ve6%^#T
z{Ql{D(=*B>&I}N==2C+Fh#q?@wdmcl?b5bHYV!iI^6J+{SpARo@0?x<RAZ=PJoI@$
zNJ28KCNu_46T@isN`kVKD9p-;?aH*VhTkCVhss8;oq!xrMWV{Ed^@qw_w2!>aW{~m
z@F%|j(rE5^N5ymGbKpVd$dq#bM0Nh;h=g621x*PRpMG*cVIM&H{MNG}(ahKrvYzXo
z4#l11vk!cgOC1IY08n>Zzjk)ofXIn`je!2$yY+xTaIEO3Lvzgj=4%(=4qGK~D5I2_
z`Ur?`)!n*tV<Q!f{o51h2m%%~DRPH0ITbC?rS77J8v`4I9(Lw4o2Ro|qU|xDq3FrS
z`{54?l`{IL4W+pPTRIEfFSCEL4x2cmJn@(Kc?FXvR-{JFJciyCsyenmdXZbOz4>Gx
zbyAz#dIklpifHn##tmdY&YMy_)gs!bfx36~tH$~Y?aQsU>FTy?6c+B#GT_X!U|_%`
z0_yXL=nqf!d1uDbI)q=Pl!zLX6Tj;T!~S%P(omNz_Pyn{S&T1A+sQ6}xbKxHMd>hS
zMtj03EXzd)29AEfV#gh!nzi@Q-1#OZA4(wxur7<kB@;JLvtfT;=|wtGP!>{_mGc#2
z8#K_&gg~0CfjSY=R-ofvuMS{>Qo{=9#PEaa<RoYI(`nQgDVP~o;Am~~jqonrDRaw$
z5Z&Yumq&k^5lxQm_%Qr93};{MMw7+tEusho{8v7(9O($)%8u7Jjr&%@{@}^HQuhdu
z7=j0gM>Y81WUM+t#w(Th6an%^KWN)>3hZXB4jI$~CjBw1lAPsd)<6<qUg}2uSf;_*
zhVb+~Q4=hG)gF)6$28Psp1?l}E!ONsCw_q@yD^qM`P(0TaVXEBV&Vnr8455@kYClO
z?X{<VtT^@kxkq(NC&(wME6v=6iiaCY@vQs2u1b?y_imXv)x!x5a5Km;%2^+7^s=Rc
z<m{4=crlF(J-i1L9JlI0qH%fL@36--7J&B<F#MRS9N?0(<Z>3h{6#m(Oz7oOb%40w
z%V0s3UunkbGhFbxb^h*JM$|^%gEOoFjY440ph7uMsf7ii8_h)zn6I7_o-+S;a9|eX
z=rX>mlH1dYTIxF}xcEEy;WUz0|1D;79IDAIYJy|YakEP}x|y4f+A(2&&i@2KnkngF
z!4^Iq$t&ySa5K<EJH8kcF6bPbla&($5B>du6vZ39V9R~kgWUgyrO^M?(tSh~#;C5n
zQlnnD>imq$wu*f)pRxMyRo~{AW0sH#m;N2@tM6$wdxo+dTSd8ziwb9O-9he~g6^YX
z6ARy$udWNyXv8LuWa^XwY@GLkI-^(4Tj#ouW5t;r0iO;xmSNGQG+!%WGZb>E?pjCQ
zFS5H#6dh1{KF26G&{TKhHdPfo33<~L#E|()Y=3Z0>D#aV$4B?_1D-sm0C~Te+i*uD
zHyrwYx5Ttqcc1ZuKe@$F_{}i9s~C=UAvh$|5E+Q`Zv3xN>S~<f^-0Wn345|;pMDcg
zaiZy9D|0Aih0xR`@RaGa6vgnFCe)O*A!|c{y0bEHM>dE73v~bWu8>?CSlyv*qd+Rl
z_4a2(SSSot*(zD-&#5<tOS<K}*@;JX-{w_CRSr1OHM@qe`WaTB`1^Maa5c6w77UL@
z0?Ekk<T^latz9G0Mmfo4xF+V1ER#MwQ`5eluvAl`JJm`C0h3>>=)SxK`MRXVK%g2R
z!H)J(Aj0sf$$QQVK_Bk+;WQpnGQgTT{S2_!@9WdM*Y&-vm#OeO`Ysz<x4xzw_q?Eq
z*}MyHLY+a+t*qdOYSfu95}MlXR1%<01}%Z3g2nf1)T<H@(@`6jo9^L*SC;(+X=%od
z($%fq><aNIXKU%gp&w*A=Fh24SH7<#FCg$?e0GzTtrgbA&yMab%c+KLy%W?oYQ#B2
z6BhG*V}adZ*R}}ELF<j#M$c{kh@~W@<tNm>SLdra(gld4kMTi3;cOZY&J}<c<Tfh*
zrmc*M5^9J6LmMNCdr)%@Zb5&1Sn`2ioo(X*(@9FL83$`xs5Tyi#wyzxQf0soKd0yj
z;P((IdB+Ym6E9%s!^Yu81>4eAW8d5c$KO1nb-+lp(xs8@#_UGlLI%l7C$l-I0<SwK
zWM8wQ){1WIXM|y`F-vP|?=xkBvceik;|o!a4SvPsI?cIWKk=06LB+9=Vq%b^ns~B#
zatGD2%Kt$lGyW8V<oEzN>6jJ9bV1VcqO69i^`N;ng~K#j`kVR2{uVtP-6~{}I;KmT
zD;WIvloX;~pf~-~xnr(AsDe(2X16!o7<n=G#qW1R7ty?aPoR)DSMGce*YR5yrQqk@
zX!KUxyiuXAW9w{QKM!m`Tem(;!kv%L%d|_&R!z~dySerroU=eF1fAY~B+YzQw#f_e
zMEhtXL-LU6{i`fIna_7H4CX&1Z(EV=rc#Wn9Jd|5%WIf3vcMo2KS-I^M&Ep;#Zw?v
zGT>B^a8W~JLZQVn!{RNS$1sh~%8mja=G~fSiTkgcxCC&gl3$jF-+8|z0$rEYFp?7_
zz1q)^o;2|-F}MnQSsbMUnz;O-nq$!u1|c>rpNr@InLq71bDdy>9oB^O&x}PQt>8n=
z^>C<HY4;U%A3<S;VFZ3LG=f)quRhvL*hl@@DWRXytKsL1ocKJM+rl(kpuu(;zqxPQ
z<n_Lyx_v+;Xn9^roVU6>c45$1qc&bR{M$t)C2K{~carGva0TB+x4K>Ibai<SZm%;m
z<TmI@PZq4ssqg@5ahOE&TBnj@O<{jAVIxVslcfyQ```cmT8!X4A!J!z$|%UWIRe;+
zvZ3SUjOYlg_27*jtMdDOxeD*6ldA*gh1CF|{9wl%VYQ=6T{JB2If6FU`}0!&m{q{h
zKi8`~X`i@cn->$M{gGfpnBQMB5CFSA6dwWe?K=k5d~q{H%i?Gu#7Lge<#FZ6zX?*E
zoA64@)XmuD+i7`U%Vzow{_jR98<PadJ}w}P-D7(adDD@TTUcWp%{P)&+O@dG(+e2K
z>xUoD|D7qnfc6$?7`4Gh$uq<9Kn2QMZ{6_#(muUoW-g}vE;AdI*9_VTJ9;*&l5aXd
zcW$|_vc$Vki~Q;j`f_aYak4xOmr!<ke*nU~KcRVGf~P$3=a6(C`-r@Vq2B=6zBRBG
zI6N*9YACY-o^w?fN^6nuUKUFm7;b-(SLC|@GSC6$$0#<I=AMkI&BfuKssffkam(HG
zX~H3kDS3cJ1NS4!40BsEWu?@9b-?IX$+jzJHb+msN?DbRMam|YbENR|a^(8YRs~+n
zDJqMWNO$qj5vT0uzxL?%?QRj(;N^L`bqYd5A%aHgqcYf9Zq!&;c_Q43cT`QaNuaUi
z2ZMu^yt#FPg5G2kzig83Fj?~TC69>PjvZim1m{K7a6%BSRF&5lZmb}ni-!KQeF!Wv
z%kzWojyAvTDl+Ur&y;1c?ok?de7D$eY9w&6y~W;vj71xsr5-3)MS(cA{h+g9ih0`X
zP+)`t@|f<hnN5S#X~G`MR#8Vj*}e7PWDG0teJ)9g&a1dkf=ylM|D^3OY0=_8^Mvbj
zI|$u+i}Eouc6X%<c+}ifZ*hD=94g~QA3Sn;a&K}t_u?<qew(S@VgvE2q0&ix`LE?5
zIqc?LoFK*y{aBtIdL^ej1T?$0xL;xvvxCope1l0Tn#84rUq^n@L|a345)mJe#&C^&
zR>4MwA75)cmFgXE@39#+lD<{Zl}3tBK+NCV;+X>d&@87VP8DhA5ByD;bTgHz_1lck
zQyIG5K)xP7YoEe)ky$#X4hYqIKzi9>cJ{*0KV4FIY&qx$+U3CEj|I^$7_Sjn?gmP}
ztcW;e1&@PyZ*uZn)83bsa13N5rlV*s<03o9HFRP?m}(TT_=w(>q0cVhU4uUz7T=Pw
zZT5ZeAyra3!x&)mfI%jBl{2@-*8Q@Azn>xE0kYi-TzM|of_!h`GL{C|eSuf(k(e*%
zE%xKjz5g{{wFV-+^wUbvzMinU020o|@3VMB)Hi=>XOBgssI5P*vT5k9Iz|PKY)g+t
z%y6MLNAllZh<~>>^7*d!<*O>q2ZMCCcW2^`lBDlCQ|+`A>g~<I^O3PBmgky5r<wWk
ztCPlR{YEMaC8^6|hD39w1SMm=q{;p7+lWlpm#5=CyY206FB~*t84A2cQpXMr&G8*7
zee+0zab6fW$*)woGyh1N<N}Xe_O|&M$tS(~8vg&<XCB@Oc}!{#%gjrElyu_6RtU$p
ze}8R-Qu!c{Uhh!Dd5ySET{_fi4?6qDD^JS$O4&AgRwtV-f^4xz%8T|m(3Fr(9S^{^
zOx(9Q^Uu@<P!aGT5l2WLF$n`j(k@!D#&|qk(tNo>7E}Ki9@dF|05&hJEhMv=?|Lcj
zWz+qSu_M3~R4O%!NyBZap5?U$Qv<zqVc)Gou%4?fy{B<jclxG>&zb~O02TM_K=(`5
zmk+#SH7}o9V989fnB6);=yXztR9pKkv0>CQm-E&pi1d#EM;<nnW?8no36ePQCR^_g
z<wq%CM4u!M{wo%DH^&I^;d{je&Jr+ctavrwb;|PSph1?5Al2Rw?syzTtn3~>EV2ju
zkqSUE$4UbQ!0VRdQanPTllzv47)%@Sb`v1B5x{mQ4Ag~PjclFG@$dvQS$XHQP4=G=
zTkl#XVDa`K<7o-LjNvRy4b0fx=*be<H@u3HfdhQS3+zVWm>S6-7B%J4pAoAJ=J+Ho
zB5c0;_L@yiVgt~C{^s?g$DzC%K&fdvNZ#Rg1^EG>BsF=ePq559`AQ~;JBWrK{B|tv
zVawFO9T~6-Mvt?y>}|i-dje*zg6CbN;5%?+zmGw_W#t`N-^H<p3a&gO(3>s|zOiHm
z3ck=~GwDqK3sw|Tp3oh=w+Y$+U_}3M(4Y4A3s6|8j`(AO{==p_vlmoh5iD_$&r`CO
z^G^+CuZ|c+?_+&Yf>beZ#MOxH>j2)4riyAWgYTNSZK_`E77LWY_KM%YKScf?RDE?o
zl-u?;q8Olv3UU+?#GnKe0ckK0K|&aY4h88{x<e5}5tLBrjsb=qIz$mf>1G(ZW9Vk!
zTd$sb@9(?++<Wd}YQKB$wbrwq=UHXH@e?2ba~NEfgIXV9QGC*I_~NPy%%>dNCZW1Y
z(z@0T{8F8?lzlrxNN)d}nHKqtR`AT>i^l^O-EzDkEFWt30R%R6+&@1FA2UTR%46a>
z9;VjceDDZ$!SFY~ve;(v9gB@vS7yo`z7z!NL4-nsZYzPau}L>g-n+-`zbaH*y}*ag
zgFY}8BWJrJ2DTVsBG^9Z^X)Cb829WGUjOPMK3!tI9fi$M&rOJi55x|8m~F4iZDfxk
zh15nrdAde^iim*l-XEn@{K=>Sua5&8GgM=UnFs*~NHMV@E2U#v%+w>DO?j4j8b}Sr
zem*yzPV+FwDy!dgT6{9NKxwG_saqT@dMZ5>fvT7H%&#U4p?W84p#0b<BY>3W_2^L{
z$77{tcAg6;uLO1r=)ydFjz?7Yzetl=oHR;KFCeOvkV!xNLp8AnSPDy(M;nUdM}dax
zbG<}ic`;ESrOd&>aInRLv5C2Hw0*b^@Oz08_RT=*BH}6#2K8prkW4%@Z{;nZTVlmP
z(2ai!$`}H_dN+H8p@}gt3S-{>$P`yPA6avQ!ho`ScY2G1M%nsmV3yO;$a;@KkOu63
zL>0rnm)K?NfjAAVQKl5|NLee;9!<9T2OFnQhXE}lQ83D`O~w?{xjONH6lI5<#E^nr
z-tEyUkc3Q?BSs-?d;M<TsRBMuox5po@*{eY`GWR2kf>1qBZ|m5Dq`IL_a(TBxZlM1
zdM-a&9IJ@!I@bEO0h%Yu_P?+?Wo}iRQ!-i58d5EJVW<Uy@*SN6@AqtfHQnX~pvXRA
z_M-c$68%8haEYuZDV1W|Py9<f2NU`L($gY3?oVQDq&wwxDZ;TRicY{_7iz9i@ZP+6
zlPFA~Nco$O8|~?gP!;xGsuhOxJK!y?JkvR3htWVM(Y6o6#BQ(8&koQ$3-!5x_HsrW
zA$RhQeEZmH)W?q>``yjoQ8tyIo<_WF*1}6cM5BD@EoJLObL@g_Hfn*&6T(>@kYEUC
zJNC?Fwt_a9;W$i=-46KTbhw+R&@@q<v1eeclO&bTbY~a?_U;(S&2ZZ)YS<mlx|ip)
zd+tECGinAh<1=>MPISAJ(W^08Aimjhxjpkp@&0Y-@)lZt^TV$vwx|2BD;HtWmE&gz
z7j{5d^!@gL;Dmd($66<C6;IXZ`#5~~bbDQcQJ!aWQ?v+b7t8TUl5f6&Di&}cON~PN
zSyho2WB!rY3B^z8ywdwOw~r`()D3INg&g-}>F#6>LTIY(kkCm*Pt&%E0+|GO?R;VK
z@o#G`05`o;99Z_-6A$;lW~8DW(tYYZT}J8Dw4a`o*v+9Tq!mxse-z&iXt=T{56KOV
zcOQ^sjFB!sXU19i$Z`;n93)bCQW9t_rgL}GITSXwpxIk8nP$cca-W`Yz1kGnTNH1+
zo$A`EIFPh#y502_x{lLAxwCYmQj~^5&LumAM|`a^!dI6@2BdqP)K{<d4QS-^+D9f4
z%5J$c$Serd2CWM>yz96WtXh!)1})Wecu~+*Es-*(pHR}SG9{!eI^U7Lq5CjChkb3-
zYOs<ZKTmm8K6YineJmS1XiT}0h#RS&W@<ce`;l&E*pD;}qo+5<6)_)5SvCBWGP%`W
ztRj<a#&4a;`(o_jM*hC~T3HHiy4abNTChM@%=nh5hvGq1QS&7$qK;P7Z8V{RP~Kl$
z{F23gBy{^1A@nPs_8s#^!9_^GP8#2EiA@=hAD}OZ(5HVxTm7bcl&;lJ@sz(AXzeo9
zL$1|jx-HXdC49eWedeJ{QL7;Dqo=Ph(X=c-p<y$8{`n5dKG223xqOyi3cM-yR$}*y
zCk7z#&C#+dsqKCuLbE2NESXH1CK(@E<RjHG>BRSN`R;MW9QJ1zIm&A-_85mY12$0^
z`L98H1{?HK5)Quiy?s9YR!&xq`&I5fjy6I%NAhcr#Gr!Xglr-JliA^pBX1Q*-^iA(
zt1COXAlf5XA^voa&$o?g3dt3wNs$B6(_;5#HiV8U4kcAaQAQO!4y@cg{zI!;+8YQs
z(U%2mmW!Y{X>;<x(+8Wc(o_Yg+6e)WqZrBRJa{%PFs%g25ak)AD+u^wzO9p`$-hyC
zG3Lu^XovmT{TNS`47g#ORC3h}Yf_BTOg3#AroJ5%THPBz_3qyF$w(9Kvg5bb#!M~6
zvZOgL#K%qB&rl>+%6gNhWiH;0_`RN`yz<c3^&%q`KQFYEQ>`;~TS9e17Je%qT!Gfl
zz?xy3yDRNuOsZE=sejRO^p9z@+M5(E%&F3SOEFBnG8!Eha1)S15tRy2msOLEN^?M{
zD|rf62c+G(r!zvzR&`x~epAVAzo)mIl7c(t!jo1lv+yg3f0nr|r-4y@p1Qv7qVw1(
z^Y)a$9gXpFGgbGm6!gWqGL#?6*`I-Ga~=2@n^vhUcLwuBAu%ONh=)~isHlVaL1|E`
z&=kid1u<WFPF#9WD;NuXx|Xwep4|bcSy`Hs64VrWW;TqJGm}Y}3t3M-l}5-Kw9Ht4
z8J9<`#+H6Q<??=8plt={&ZPl2`N=m_-?vw)oLK~|U~+NRz{5SD0)*4ea3xzeAy}Or
zMX1jo-dnV5P_~x>of={{)p|tkj!}-a0;_zCg-)5>&&L$dJ+42eX(PosJVWxSq;31;
zwS8APK2%jG=C<|4GI4tHRGE-#CE{OP6jLdzJGyT@UQ99ovZh4$FVv+lmr%?Id!G-h
zBqHOw$$zPXfrkIHYP&W6rG3O>!NL}pMm?a9nsC{3QrSvE5AU)+X=V6q;LD&%4Zk_w
z0W5;Hxw~g9Fj%F<#A|)qUGl%an~7>}HD<WA3DOl$EumSk)1FA5209iu@jG`(8ML@*
zEeUxU0KK+f%Y=z?xO#xo7q5G4pYir<*-L{U4;hb;gl<!>m9B?N0TV4T{bcz1%YitP
zD%0fCL3eNS(|1?4jnA|vk#e7WC8tlCe$M*{EeGxE<TAaihpA=)=y0U*i17T?O0H2J
zSerm|Zl+Vp8gzOHkB6ePz0xo0?%9>Al&sC&YJTP-2aH@hmFUd<!L{+k4c`xyi!P9*
z>L@azy=N=V-hHGulinwXngPk_u(|80OtJgfx)s3n-x%lI(<x_rJg9j;=<`@6_9gY$
zf$g~K>8U<j&0s1hGJDS<PFLW=T~rEfFkAIw!;ngiQ}VOQH^!^TqkN8`IT7zGqNA@&
z5y2sniv4|I5Uu)@#FIutMfpoX9C5V5>B|`4Y?=b-Q;+1X9U{Jrx=&JKD^mJkfeLpX
zOo4xu+{!<cMJmZ*E{0-3dot~$*+>a79Ii8xZ$BU!j&F_ondGqhyO8@d`AS4IO${D2
z{r&kS_x-kJO(7oj#P1N>I}!L;%{OJqoGD#aZdf7b^)RLTs?mcw#bKok)vW#=QA|%;
z(U(2WHD|m1ncAf4##oLjT3NFTn)8o`!#z*32Vr7X56fC>t`)oJ96!hVUH(i5twOU7
zcppkopVNPP_Ilhh`@#Ri-eV*^I4}9*`;WT(j9}JjQh>N<MufKBUi!8aXEnw#NMSgI
z=l$xQ)c#-<Q2B>1D%@|`A^Z$sEvuG!``wAe^K$J$X8|vi0{aXWtx+Z^8&Nf@Wm8g{
zuiOF`*^8n1PoR)Zko`ygO}pO{3byT&%7!&Awh4=)m<()Q(SQr5JiiJv<qB=(E~F{k
z9e0Knr`6HVwtQvl3zvtEEL2%T<D7{&JVpiVh%V4XXSaoJBYI<KeF&+Y$fPu)P;LXw
z>qZP`Pluha>HzLsJkNVxyreeOTWy!=Wa2OGY$i5d#f1=bF7~1V<s-=T&)R9B7oEIA
z2Gq_7CM)U%Kbom^pb`7*aO8fPmUTs^?_pggRy2P)<-;(s2!#|=TaII0x1BKWl%-G)
z(tPB?WYTxUFY&Uwxr~p0Iu=7lrqt*vk=&q<zG!Y1<|03{FXKz+;yK23{bR&k&S>5l
zXo)+v7xLbduSb)zVm{``9dX=NMtg^FL@5_BJtR!r@eaXE@~`De9uQYBrj0+dX?}o3
zea6&qk2BZQP$W8UB+9nw*w?9Grm04|%T-}Jz%>`3v@ekK*Zjvssu$6nK*c{EnYWLi
z^gLTWzKWROrG*OT>tC{5l&^LH)kMcoco_BLAnV$N&QRgC<7;|s*Z2zqTJ*UvHp)Za
zM>r+Bpj=dX(3l7u?^iY_FSDc<eM}MA-mrl3d@C}g9qhoG(ITeFPxkjGE5w7R*EUf0
z&JQ?$-vSBzS$?I#hw`M<<|j5Yrb5t_(i;kOu^;O|F?9y1c!zB3pB6NXU9U*<<VZLJ
z)OACsW9C(>?@jT8S4}j8$FawqA$HSkR~zZ&fT;0&5|Wc+E;~^(TS-#dy1-*q^G$v%
z7ufRQW8Zy~n-}EM+dIAkGF6zcNS+EtCNzQvE<M;hbpKqKA(Y0<27Jj1<XH|GrcMc!
z5nspdH?yv>wb@CC5nrAZH-WbL&qb2-y`euHo9b!co!DmV98RRrrxi>`OF^}ke&N?0
z6;bcMjuvg{Zf$lr(7+vzT2D!7k61q|m*y&-4!jH4lP4Gi3gEwEhkpK+f2%T-#BOi!
z<6SOD<_{4(G0H0(QD6u8VCc};X~<R4`47p42G5g8KDc`IYHt7?r?wMqTB!+iK&|=^
z7R!s|$q<e-D4@<{XqV(6u8-lLKYuo2$Uf(i1cpo5BmgD2ZQ3|qZHs*d&R%Jb3@bV(
z-C6WSH~dq-P{x214}1#1p$Q>AsX(x}<;WoUUc_#55j>(UkZvC(3-*M1y9wRd0Surg
zmtU;C5bmNai8ATStn+|2Be@l*P4u*ql%+y^uEF}2yqCX$Fgn_&X$7O9$k~m(V1$@)
zO}<iW1^2E~@=Uvw^xSh39-Nll5)K@J69+E^KmUo?TNunIjy>C$->f9<a6SKaSm#MC
z75xPK@cK#6U(aD;$hp|^o_;&*80{0-pTKSa0)$+Xgc$h<+0<&8Fa;MqrgsCgklaq$
zjl5x9-nY4!fIfJNp#Sm9+gEOxP?QthKs$S<sP#5WL<W=PzS6-<-$Fa(h}dVGG-nL>
zp{gF4mitB)tZLyVT1Mfe6$Xe5m>qs<hbFuakxu^BDipH$2lRLkI-fx-GBh35q4k~*
zTKuy8;(9Ib-|@@r2CGIzk`|d^9GV>*Vb`ZUfUI#Yk^P-!w1Rhg@$*rHwsohd)72Gy
zJN>!S%fly*MtQk;ffd9VNmFd44=aElwjcQdkDnvngbI+?2qYuG8#lR~Y_+?&1kjeI
zWlM$)Mz2bIe{$j$P(o}b0T!U%cuaHcm7+g~o8X~5FUpI+Ypba?9jpJqZKHf}4Jb4e
z1XaC@8Kp941@DN;%lrPun)V$)KZdlKZ0s{aoJvzl><=w{bB47Po%T{__|+LVxKW~M
z&P51Vo+n;n{{62q<`Pows0}Aon}W;(zRe7NOg<f?BGl64{*r&KQoJk>Zq)32BD+0h
zRGXHiCTBalg>qQPdH>6Kf2?wETl4@g?apVoFObjAdj_R)Wwq(@*w66LP+B`YkV(pN
zWa3eP81{@R-RBIV8b+-GB@OxGXFc$5b&#`yG=2f@Y)g8>V}nsjJnSkY3*B_C{(F+2
zPyK!4wnEq_4B~FZR8io5X$GX0X@O7cDIMr+-Doi?PL(to*Gmom`P+xUBKRX<O$Uaf
zW~ny{j<UNq3N~?X<in=`77)w9yLj#ko77)9kPYBZlkmohu`xtl)84#fsz^JGax$eW
z%^ifo5e=`1te{Q)yKKw>SsM92;1Plo;hiEd9nA%7V~afX)vH(9jI7Jx>o@bt_2|)C
zz!Zf4_}6sSsUS-X#Vaf^oI3~9%=YTE0i>`c!V33a!+rAl|NJ>Q1oRi}({|f%jr&;9
zGccH2_7yybjVlB9AiG-KG3MpJOD*|IGgsf2$0p*Iu>$-;Ft6yh6Q)oAoaT4ubCx`W
z<QJV0K#iba$oF7D%*otPGeBsgw<{|y7DNa@0DtOLx?$g+X)WqwOrZZOp&GLVM~)?m
z|KX(C$P)q_AP*RG<1>P%qDvhYF8*&DF*9kFJLOu-5)eby6H%aco+3{LuB~Qoo}sOM
z6x2I^Bv)IKFJ9yUELKl1$nHj&g21FussKz%rvQ4Urp{dQz0+sT5S;JcB^S9S`}avo
zUZjpv=}gLzLCu77>zud41JI%Y<&n-%2Y6GFvyPoZ+G79SL&&dORv+R+WH7$4K~w1k
z?Wfyn<<k+f=q#0V<q~04=F1U$rZw*aUi{tN!AHnbfo8i+p88*StE<pljb1SQgDteL
zZ0$28jg*!S{e6;0QA2#jO&4xQD{yuqt`k!@h#$GYv@Su;hHNO?hYSM>uQ@R8fiL2v
zeLSjT|G`s;=@8$dt%j1~WatzqV?eUs^!#omAK<`_*zQ|M1Vp~~n9UHM!H?s5Lj?el
z#^E83b+}7Hkj;+NR0Fr__a~OcIM)7M$V+gr#>iQH<td|K+tNek!sqNA65+?`Mb08K
z+m-cA?9i)of8X{Mn@t3;M0spv<>cgwPA5qRUBvo@kh99?9`t(n@7~w28>>Hs*pb1W
z?*q$+7Ry2o9Vpgdjp6x_v)&K9`Y613<<B-{J9_5tTGT%q;xlZZh3{+Ho&qf>;Let$
z3?uwN*aZ36r|jWz%`_d0{m-7d@C_i$KPMgG`@zL=gn)w>Us;V<0U#dY>pTe&d(<?9
ze~;M1AwFoc(hCOubF&6#(R<oX0^xuH(_%iQqtJRVrux|8H#5h7mpT#g2uIrfNPw~=
zl=4qivTNZo*8u0CPyp3jz7GXe9+Nj2;$qX3PW}#9waA)Z?>m?ZS0p@qgm6T_K}!f*
z13Rq`XK7ABx%h!nFdRYVZAtUY!b?0?;T2wKncp8HhXI^G3gE{AAPO52UgV8}bw3v6
zC5O?i5Z<}|?>*#C39x3)F%Upin|7or;h<L-hgZ#1Z<SANhnHw;Yh&Nj`Coy|;rIp(
zjnUt4#nQD$+OdS_U?m$(o(i%{3IYyv9@tWN1t5{fqR5!<|6Qc}+W+P)rid^U`gd{o
zYak*)E?ZD;fls@DS{>#6mxx*O3bY7cyZ-m-ojN6mq!3oJ1Yn*TxvtM0E44&ysJ&5e
zoFIZ-z`<R+{yg+=ObO<J^=ZyZNUlZ-6P)A10Q`z9%}zMFo%AY#2TJ_V#J^jUdGK*H
z>~qwN9hQvaGvuHe;A{!|C`slFT$4ZHh?DL8-F3{0?X<!a@{nyNhotmSprAhpaR>!=
zIk1YNPhd5P<=Q1LhA&dqy!vy0Nya2z8=fH~Rm)UFQC|?GvBLv&1(z<sp{E27IR8ef
zFQN8@fA^c0=u@EQbK9I3u=uQ%Mf?+_#Q-gK6N`fX>mj6JPr=LP=>Jx|28qm-l&Q~0
ze<U*qcBZ51y1z}oI-|gBL%w`W-cJfTSIDUjp7m~r*s49m=dtSqeyNXJEJ0}JG#FY6
z-8}dnlH&LOTz1TLmVldq@_CvZ*<va1mLR-@9HBu5$mhG3;2cgY2lwOu^ZVZSfNLIA
zRL8ezXf71MDLFz=ZJ#QqOofB@;yyUL|Go8(egU=lCPx&lAn=W^OySIEi4+QE%+$=h
z|GlSrp#fmTa8v&kRn#@bm?*0uBzr1F?kF$>Zj3qN#rE&hY6mCRDXJ*oH}X7^m8C45
z2lDb5Rg_s*=Ffq{3BUhOE{PnMbJS5FQ6#zuB9R4#7reB>!*hk74h_qEKW{cfe(0zG
zt**bj^HA95&nAfaMMOSYn4eG$eFY<K$Q)4MmE4m-76m&fmo?$SpL@!S7QCMpQrg*V
zAVJYAbxoCedzRaxEgg2yoD7+1D5u){iqqqN-?s;vtU5hOEz^KPQI|^V>+5F%GJ~x_
z+Or5SzJ8I6S?AADk_^?Xa4CcU3DmDr2%wFt&`G6G_#1bjiaE;~3=BfQ{~inG269&Z
z<7!iUP<6!N5lSL#L%6d}zJs&T(D|I)|H7fJzgG@RKe*z#d$-T^=0n7T3u88=gWU#k
zC5Kol`OFNEtzti~8-F(qOAFXA5bT7b!9#@MZ|DU^7gZE&8AFg3*TXxL0lN%|12mVA
zdy^^(fb&?Zp^i#-S2$$eXE>D()XP8$V>=0V#WQJX_CJ>}Gm}={vo{cT;d=A2Qj3#3
zFxwLU65e-x&J>oU5&6bMU0bC4_-E<7+>F5HsIpo{;s^?8>$5$%iIK|C*9I*kBqC(N
z5Xo{c|NBIO>#nl0;^8iLN6o0r)5<|nf-tkWZDv{%{b2HdFkCHU-g`PoOBXp9%O(J0
z%44jQ!`dOuXd^x8F0nPfolFGvDRO&_&!`_@7AtdHaF_(K*b`}~e}BPA3I)wCkd<>p
z73k}@c%$IZ!gT?pQ0U`5gUgYO*9<W%E{8j3uHfHf?UfLc^1O%N4bR}E71HbO7Lh{D
z&<ZL^kugi8!PorX+SkwsB9>#w#%qWD>|>>s^zaltAG-~h;gvfrX)|(?JyQcRdhZ)0
zMDh+G9o%vgzrO%33A+HUMOZP^AqD8HkN$IjY#HQa@HfnUSD<VIel;XU?XVqRT4i|2
zG}h1wrhf_{XCw1J1ljEKNyzm6P2}MvlKux%q4>f>)(8|<s2FHV!RD+7*d`<YMq{0M
zYNVKgzdd?qh|jW*k6!QuFjF8Ug11Lcmsh7l_&B6M#uAfq>T>Dd^hm=73Ejf>7+4I*
zq+u(<v!71s09we;EX^Zik_CUaD=*ylP|?9E_(FCb39A69BzTT}qKX1`vgFVqW;5r`
zIGEY+zx(K6-G2f$LR9~6!0rOOUt~+7U_<m2ktGadYUKBeGrI-+jj57ee@Y3sctQPP
z*_(HDN*wy@nLIXTkZgioU@++znFo@A?fL)Bz`VYI??(L}K?0Hpf-sq?R1co(B&<rh
zIUdL5eTFRQWdQ4+%a7TN5!}$PDMU??v!Vszh83H_!2w#NP=FLUmz=_h^8}RCixQwW
zB}?G8i2&OySQzN?z{2oFE3i^103`vEKzKq>n?Ij~*5%2+r53!v-w6rUOQUsVe}lDo
zHx|Mi2)OA5;l>K6K1P;@%sZL;#wLwi@m~G~pu0kPR8&!5YFh+35R4_E7ciC8fhf)O
zH~5l$$b>3p_#%1Db&i@;a4E+_wD>%d2PdKzI)4{&NGqG!m^>A1dkOS{^S$}3Q#de?
zU#C!j6=$`9fgXPMr8Wy(*37`)=3&GOGi3jH?OH=v{Ttk7IrIKcJjTKu3tJ?Z3N#-h
zO>let+Iz38bV?j4+Sifk6UCX}xcZdgB>dhy=>zROxduAEkPcEjhQ2-EnD%rE@)3Nw
zpFjWOAVD^k0BL!tZB6PF9o;Z;Yxhq>7a4~%$lNw_BD<Lyt-ApCtq$YSi@E&-euu^S
ze4pXqiSy3@L^dgd#r#+spb=z6$lND5YPEj6in7RHx1)@p6=Zj6qb+-aQOhRQT=P``
z;B$gRP4-F&8uC5+O5E3kVBiQ#RCpT+?6@tUQsQ<x&Ho`2?B|d%91tiZIJJv&q<AT;
zk@hyHv>p^63(H7h09nr**pKBaL<?(pK%BnpDDFt?w>e4SuP(zN05usIOGnE|iGuy(
z=bwpy*MY6hbg`i8%zKece3)A4fIJedsG<tYbZ&sUVHM!ZAW2`im7VY1_ftfm31AJh
zdF*W&Z@7Z_B@B^i)u}Z6brwSB3v1cc2iHD+@&LkMBH_g^E=XB<!LKI<q@_;~sUE9R
zNF#6$x|bOM5SWC+Tc18O{oeZ^SH<mwhzn{}CQ4etO`*c>U!Vt)3aqo!kV;&%TO7Kh
zw{$Q8bziZJ;l>j$su<vMSc23)AIWS1HJZpcq+Ix}Qs(X0kSSEC4sgcHQf3kH4pn@?
z@8lx49Bi!M^Mv`H+{^v<fYzkM*Qr3KShsyxr8`^9rn=%OsmOt(2P)pEY`>6!!N<dg
z$ebf7#gkx1As0cC<dv#oPv9hUw@(3DW)pagggAaeh@Me!cINkb*J8`5SzuB<tLw34
zNG}R$`GBs=^wo`W61&qVV(SweSxLp)$sMdCBhwXU^HgN4`&&8`3djx(N;}DvpmqPX
zVuZ{lprK{4Os;ded|y$zsg)}9+BSDy7cmLi#DTpIZ{s*+bjPSnm>xJu+C>bpODJSh
z6`0*c=G3^0g77683C_s1=dlk|07M+lU5|=`-r3=9^Gwi2gGqu&QD8(OMzIz#HS~y;
z@T^3D3;9zfEpgsubHMJjA=Rx;XaWiN8625>n0HcoZ40A<WKfX;NT<H25y4YdW!AVu
z#(#an!(p9Ixnv@o%;q0<t4Z)%^sI|z>TDrn^PADo0rTtx%#{sdp;CLQ)|PT|rftYI
ztH{>&R6MrAb$%|9G@_cRXMGF$(wfJPb<J&#5)362BgUE(MYbJp7%b^)efVtBIMY?A
z8OFK4Q_3W<H+c9PmuB%`U1NlymIJXMhD%fZjef1gH=O1AWR#F<iJP-IJ|`Y;v<ahq
zhFUI(teC7cAPij}bjIAP^Zc228Y75#m(H+i4*O7KDb98gH-4^6^lo!$Ws=^oYP$92
z0rmDwcEyc7vGfurqtJ}UUk`(vFC7mdo!Wikj@{e(MH!}<&cTP?z8oIQ3}NpxqC^vY
z&|>U!k3BQMr13^V>REC!FSlpi-1uB~*A%O~1(R$Vc=i%f&%P}|D%&rA8?k7bhr>+0
zVT0HKBJ%^l=sfs^x!i4nT?mp+B7O;oF|8EK`S%Bff?ki3-MwQi<oKS+`VEt(g(8rm
z&Hz1e(Xy-~)0Am{>BtdsvgPzYg-v<i`e7j+7S32;v5hrxGDWwYvN9uPVfVoKD+e4-
zjo92M!Id)W#ivi}fCu|4_~EPyzk?W_08i1w8kMP@Qj;1(D4QID&a9BUr3?*$h1V_M
z?b}DEDxZA^#+8n53mBbFlC!LJDJ`5?>pE7us~U|sd8$!_X^F+|Zrt;jb%n#llGtYo
zy#JopK%Tu)m6MJF_Q*h27VZ}N^ydvFVeY1Fup*}pq9qFsQ6Hl`bxyo9ORGEjB%^Q#
z|5NHN6W9Gck}BjT8~JzRtt+>F$fHmzlK@ThO|>S@hroO8_N`2V;L!0z2^|J8O26}x
zoBc5}iyp`^nB}M~2P|ffoX8W)H%czSKDNjtD5ZZC`|{ajdd<`SW_~KM_*+2u^)HDA
z@I{3<S<d(YokTNPHVom!Al9hGukka^p#UqSjIjr|Qa&x}fAJO~S0e$*7`eTi!8A|D
zmiYbq{XxvLJ%pdEC3HRbR<r0WJo*7feH)}GTxHuE3k#|bP+m9>k_(bs;CV1J%KROW
zAZYVoF5P=QCc6pXh9=^=M_9ebRp^Wuw{{LeZuAT-V###thk(cWm#g!5dYecVP|8yP
zcYVC>UGBe^^)dCOq@n3mX1zE_!-62UDqR6I$`_LN5dY(`Dve1rGAHWjB*j3KX^Lz8
zIHH?xrU8M0>U}wS7;fVcpNJ=<NT1d<XWxjDKh7jur75RpLN%e{bnny?GKKQ*kDr0i
zWYnlCbB8*%a@&kPFKi4CjYpQ6c=<>RQrSXZOmF@{T_#kV7ka9@xgpl0bZ2XoGrQm-
zX$QXnCdK#a-aXIg3**%3TXSkt5#fj-W9F5M7VeC`MdEgmdbW9GCO7HHDD0Ag>GssJ
z8!}%%Mpze_wAP?So$rKn5A9^;H!YK}vT0BmB$w!+6&dA>OZ0SNKScp+2+I_Ti3Agn
zCs3~ELP4Pg5jhi5LPWGri#NxNKo<+KIkf7F|2U1eD&xW*vxkO)CD=Sx4q*Wl?n+f;
zQga8tk~#|l*g71|9!t7{7k4SJ+}*W()K?`jBp@}@k;?(g?wg^e_`HNX<?TXw`}r7$
zh+0}sBjn0VRys)b;;km0xm3zx^9p1KIB<XHk8ZOasy+Z;Ck&}^L3@}&?yI<!zWfss
zamF&vmx02paI=DPFern(Y%1aH9Pm~1fsI;?erzZ`V+v`<d_KS&8h{q&+gHJEE~mEY
z8Nx)bL$$QH{TZ&Uk&;Qxl1g{3i79<HZ$6Pdr?-JY&0jx|lhsIB+Q4}gc56t3f~N#M
zuQETX6xITB-@X`Wt+65OMP9<}!!T*eVnnWHU9lD(*_Ik3=N!mU-H}9aC4!TUU8hWX
zx?{+;5k-Qj8=O3&(x8<F&g^1S?>!U~%){HmIP?iXGP^rM^+?=?8CEGsVt^x~?+x1V
z0GYqpD@EyVA3@$BRQrA!N+TrGy43qqw=h(7ctv%D3P-LdXeu0ElY%&fNWENxCQwQ*
z4ps&s>OM=~o`v~y&%L{VH^txstLxS8aN}lcSJle<`Dh6Vr^0p$di4@;to?jk)puXi
z^y9$&o^!@gr$$=gxBmeVqQW_$YWVpZD*Jhby@JzPX=%+WMj6R@kKAK;XJOEZZKodO
z_3Rwg1)5LHM(cu_mB&L;7Lm&0@QL%G32ny#dkiv5&8pfni>%yk`1o?Q`nqOSCAxCY
zh4Xg+4lEbhYFLxhmzt}Z!@^~$yPU*;RZLmLM|vEl7%>43V9P-VXS;g0y$@OrCP*E~
z4q{iS=g@JA51S{5eCt%$Q!wv-4-Q^5@o7%vAfQ6(`xNUHxC2s6O0n#Y%KVbChjq?Q
zEw66tR=`*SY->L<L#k{SBtV65Ng26h!j7QNh<<${UtZ7C@+UMu`cu?j9>(^i2kWiz
zK{m{KO=FzP>kH7qY5;>B&XDbc;dNATK4?M19{{BhXe&G5h=gZxuw_5p>SyMhBdf1W
zI>FErC>bi8V-%RhAlS0bqj4IxT8(d3TP?j-??tgZmH9F2A0xGAQJJ6ltp`N4HV%^2
zyB2JQ=gjD=CM+Klhr=hEdz<#YFN@Riwxp>&D5Ziot}+SfYrUo}Y#j73{|NvNe9^=Q
z`>G;n4DH7{ZHVk=&mi_=r%d)*DL9V)2OD);2Oj6_pa*`PN9(Lj_V=?~GnnWG@Q<zi
z{{59jGk=Cwx4!JBiHBs8hX4;j|F^dF%CPAZedceux96IFS(=>qVFVn8!?MeoC?~3G
zE){a9rGUx){j@)~<iFhrFSa7jaapa6b-crq+JLxDg{4nAM#*IkCrk?=&-JJN1DmvJ
z&x1=5ZmW*zrJ4x8xlvel$q&kKp4dc#t*5(A-7D#ORUSgyg0NR%g2YkB0jLNaJVXC<
zbo}q`g!4F7L{neT@n$RR8L8#kTmF@0m#R>rJg<_ce)BE6`i(lKBV@rlBcr3e^M7-F
zq5hX-dC>Fu+s&K157o70Pjw{)%fq(#d)Vyu@Jsi8fBZ;pg#yQhN5$J_oS%P*3F~h`
zaU^*k9tCU<**UG!)j_jVesgkNCbfiDwR+Ee!)98%2Nd96KKp}xuxPh^eTmz`TU-8W
zi8s0vFz^UxWqAxNq$nCfb8Y^)Z601r%WVOIjAOq>;gV}AcV6j7rf&5%Dg_`#IkV5a
zPC<Rw$qOb&y0fU9+_isx<hJAJ#aXInMC0cAry*@2V?n6<1fl=5xBOeoQsqIwtL3?M
z)u|AL$H7hr<1ifV%9o;go27oU{~H`VF9dYaOVq}FL;AF3);~u^M(*BXf#mtwuK^0G
zy(|Y=x#RG0({1o^ohkA$z3o>)JJ56bYK_=&GD&JS=zHz(H`E$!P$TVPPMy*MNNh;)
z=T5;}<Xth{_jt6sX`r?B{mh-0to&yrh`#j8DvMVbaF+QeGO@?VP9cQ@@zqq=d_yYm
z&f9=lYXAVF=mZYN6JTXIqDV;ZhNU&ec}2UhJwA{D!k=2oJ9Op5dCo818y3ThkcDC=
zQ844GMvN9<j{mmH+!>Pd7{%p3-}oB6G1WTy8GjM%xM6`NRc~$qwJL9?1>RUmu~UHo
zaztF<g>!a#p~U{)5uUQ&Bg=~gxCRJuavxZRFCHdiJ_6{jAL;zK{>PA)c5%PGAew1_
z@*@)%y63p#5h5+jQF|)jNYoZ4T*ja0HydkOb0H7D_3`uJgJT-5M$Ndjg-UZj0ZU3J
zcketyu3>O}ezr0Z&IAk>KPU^yn6ua1`s`K%74F`>``UUG{qO{%FrUatAR^KfzMmtQ
zgNswM>WP17_?$Qhg&B++BX75^IRWnVfm5rUD9fl5e*0G7H@Iacnm}<J9qk8QVt?5(
z<Hi@A3VuZv$KX@p+b-L8YrIL3=aM)lZWy4U9fkO3LY+m%{5@rA(CHSqJn`=c$Qp9G
z0gjlU#S2h$pcSPqghiMQwV62H0R{`rP4^&)y{}W){#sF@kkO#-Fd^mlPgbquw>-FF
z{o3nQLN-&uy~E%Bu3AnTV;-G&EetlD7zP`(JR}=Oj8F^)9y|?W%Y^S=ojV_M^IO-+
z^UwT>tWG$&f2E|$Twd$eTKW;VGEWrEzjwq%{D9=E8Nf;5-r4P6k>M_z<8|BvT68aj
zviBt<L^kORiq^l+^VEDjk$@v+6<Ms=HdCC4X;_~zEYx$lq;~{5F3fp`B5tMN1(*fl
z9tV{(GF<=~f^39&uoKmC9N>#xy9Aq}UcL;h&J8yP%td|#!dd$&8<zPaF-Wrpt)`*f
zny|Gu^joi_4Iok`;!_aJNP?z8<dTb_d0+JR@85f%%tjm*afnX^v{L6_9zp>O2)rb3
z-wuu=W>CCU>}-LerJ49=DWkrXIrP2;hq>r8*A5X<EC58F_My6tdwA+CEtP6k8^a@W
za7!rmBPTnW3+PJ8%Bxq0)-6K=5Q91DT1H4jo6vWVW(siw&{8evqh$j8a2DFO;OATP
zXHaGV0WAK`2KY&Z{t>Ojia1)q``yokAXFm;(A!)TZ|&(p&%yU|J*O78eU2Sd9p9eK
zQa^N<591cVrSTE&AC_RXwflhM-aRWWqpbYV9cD$WgJOTjMI`x;o&og8qc!ZzWiZ<z
z3gD@+@^2!JeXjxPhz_|%F~EH7M?<s=1}(ZE`ZjQA<8iLEniTBN4_A|hL!=$kWs$B&
z$+a=SU-IC9;$ilw8EcG_ei{?C(mRk)I0Mb9sZYo`@2bb5H)C(ft)VqvjLLJ)Ub+lD
ziII~O2y*>_T^f*$B7o_H5CiISenr-f@$Fc46uC7}F~-3!gCoinTYHv+cFFH)JwUob
zFhQXA@9sy2={5m2+*BE;+-oHWlR`kyvf&}JzuPY0w)%mww~%v4z!&%@7103~J>5Fy
z`f4bsB5G@WUH<_?&&LV(kFA@BCN3Y_IuDkaP4GXCM&HBZN?wnYrOH#4-vRQ5#OU#i
zmh9MCj(2Z(!B`8jawWtNG?<}NVYE(b1V(+d#fTj!V%M%HMOQ98-~`u}3xJW)DE)~Y
zFIwWWw78zPFyqAx9t@or8Of~CFxKz|=iSfbtvg*7%OKpzxA+2@cJBUrFz2`jk$O2J
zpmLEChs)qFZ0RwZ!glcY%Q*qM6B*Zy!~H2XjS;HjKNzweW@##UUhlH*9r+tV+L9mr
zFN7S;y$3!g+jm}CG-qmj&4>m)2}hK(k&2qgmbvH1o3lVRF7`VB<D&sYeNy#6XkZ>b
z>s3ylDa=2?E#)^~Hyy0>!qcYf;MW{DloJo{5EP-}hrvl+M{ED>o*wmn38ISu1-K-s
zohkr_5760aS4{0=_aeA%XwDG{ZjuMQjv`Q$qi)*ccmUI$-bL`w;1fXb!MU%R;5WA>
z!wWn;t1SaM(hblsiZjc^ulj*}EYU?A#yJJ)K*D1**OU7P#Q!h8%={LT{3o-6&UNce
zk@Ww6ntzS^Jt^w_a<Z(3+;Gj@Wio%s&aLIEGYI7EC8{P<V7;U-Qf?VZcU^A)_Cxu2
z?M*8Np*8`JCEu$|f;2V^fn|A^XpCy(+S0gmbR=K=<QYhV095-g%OaQ+5{3@k2_~yD
z<EDbkFzD=;ETjXS#L{2OA79RP<4YX}a^0!U9?Eto9U|v+Y+yfoh9Pnm5(Bb&b7V_M
z#^jjy@!@ZJl+W&<(lq%+ij4xt3;$0R9VDP2pJhVY#ulOC8^Ube-L?o*)9pGo-TB7N
zu!LkZ`nQam>?Xlo$8hjLdhlySWP}bfmIBV7u>@%q6%NyL$y!rQqJ>qrQX(_&x2HHb
z&8lkcRUaI___5jBe%68nsM)lacbb|~G8K1DUWF@aK2)k~ooN5{GE8HFczCJ*p5zr@
zMFiCbJ6285yX6%^K&uyvm`FKEx*EavylO$KvL9}pr@k5Jd>=ZFu|7droW(Tw#G+!-
z9nK5<7H}sOUS$%dwTaX}!Js)li_O1#>{y9-<-->asS2xZ<gkr69P8H(nE)P5EC<=y
zoI4p=&GoItr&=p*k5mh+bU4+qQCaSzCq%#?uuAPmt;Q}C{R2{8=OTnV5hJk{gIZd)
zV3sEhv(%Xy2D1Z57OZo=yl)z!ghkLr6%km5v9QJI`VW^8&01M(M&2^$9-bC?c49m^
zT}DPM#?L6KTYO+q)ovdUuyz>!_2cWyEW1zKXMr|Rjpxjy#Pw;J<pK~*Iw_u0uJE)k
zJpP{L3d~)x;SSbkjoGv=L?z22KdDfk<np$+tQ#sRMq)ge4_nN(224QqoNJw^0_oY-
z%A^*=lm2E%j4FRYrEw}}<|jS{lHp!=6F3j@JD<30CtW8S^BcN#%^|5S{G90S*j2up
zHy^=UOMUH{X6xvCDyN-~S(+4<mC+GCS-UhpvX}&0iu9D<0^NghW7e4Ix~>HY@Tria
zv3HGre7tJ4%?g+6{TLXxQ)-(sD3u+oBJNCzEPn!a`knwq7C{fZ_v$BYeb5X$vt2w7
zS>sFkJe9e@!3Mk8@R8EH(ix!!RP@v?JD8&W)2DXy=oBLTj^{QGdS)xn!^L3T_MO5m
zzbm`Q_ws|DLEDKQ8P=%aS%W~8!qca(Uwi1w2rkHf!=KmgMe%8=0{0z<jg=@N+f0ZU
zL|zgUkIOjHuTPP+KQzBw6l>E?9Z<YUL8TeLx#>^bD)6kO)VggG$EcpmGG+I5^AQhe
z9|Kd(ZQb9s#(}q2yUhhM78RJp3Q_RBGR(4xgWQAxQdm2-1)$51k)d}ks8{q+cBeh1
zkPVZyB~{kGMea*(KFVtn8*Y$WN$fs}gaPa(g{U`1jn^To)48>7f^!@ccb!~m&XR9W
z>8g}^>xIwMEo$1^-Lb}lJwO<jPM>D1-A6{neP|QW%q*q@F$f%v_v5;=b;`Pco?~U$
z5c+fy=6f0K06K6$F4twPP22GaL0BZu{1e@L2RmV>K3gnyol9%NMTAkkkYi{qxAv{p
z?)WFIX@zJvv7Ch7F=!1I7kG^R@EUFpR!X#(nriLJf?h72(t!>UJ-4TyV%%~3KZjJ_
z#<I%4Ksy;nJ%14JD^)(y2yqieaA>pNh`~DI=nS4rCeG=@*ce3!&;73YWd3K*T$8hz
z1op{s=v}dA5Yl@$|HD7c04oU{B(vIhFapV*T}51s+p>%+jJ~={f^?giiWC!Y_-L%k
z8tq&u@M-OwCKb9jwW%%pRu>F`HQ4ksgwTu>MEbpRxuJGb!IpbO5&UwyqM7PBo5<5#
zTADSTYFb|br&&|~Fct(#Nh+|+7KZ{<tJ0;g6RS&bB*X&L9duc`59K&$i9U1M?Ne-T
zq90?2Y(Q@u54Rq)2M{p$mOCB+fS^krl3K&+t|aoTo<^(6LyV+&fK2J?*l;^Qiv}>C
zARX~VcI*XQ-ztPv(V-#^!N1^@aY*Xy&?dv`yFCmL%{7c?k~#>Jvb758qv^pPq<cLz
zg$xTLph8F0%X=KZocHK<TKsx_aKG~EBW>%{m*!oE%EhtIWZr_^7iVXsSf_%AfW?4C
zMt62m$_a+P1UgO&koZ>qy>_;OFLmvQqLdFQCh%N1$R&B^x9NOe^7Pg!v=cM{2XN!$
zoOJACLTsF=ekcfy(`I}(dqb9Rh)&V}#2WV|n8yPZ=g;J*4Od{mxx*9!L{``fCFUIP
zv+X{4LN@p3;!KmAZc{C_HRc2!LB#BcZ0P1jDJ9(tYf%V=KfAJC#^h<Ph1xB~SzZwB
zQ5D@bX&I8)@a(7JQJ<z}JQ|~XZlhbTEAP3%?X@fzN{DTfi4VE1QPPI97_`#q!xcV8
z*|$LUYYAP?pfrPolTV--DgeWska*;^tFaXdd<`HG*$39Wy)ZwUV>5ggU+$cbOa>x4
zy5m>6w5&@g+2F{ChjAA(Z`#xAnv`VOtj(y-W6SQk#JbXRy@0|Wt3_YXCxe=k9hY=s
zi7c`zJhw7YBK~lRj-%&vR%X%jM8;IW^75?9vhYQCpX5hbCLdV3Hea2|l+=zIr`SII
ze77Urq0@P?WDvciQf{IYDP$c}Xwu))W!W<n@%9s&>UDe&KlDl7YLs<F+_omp_FkC@
zqBYS*;wNw;)S)fi@7mnpv2#m|vT1eC4r(YO4$_b!KulA69xUk4xuwhMxhHn0-o-<N
zXhkp2zU_L_e&`dAo|WH8CI<syU<tKZByQ9r0$yb71`IP#kVE?&kn|{=F$t1Vt$3?@
zi8KhZICo<Iz66|fBlVkER<;F6RsF4<`T~se<B)^Vn8_TW?n%k6!ev$MCM2;82_ypz
zZId(mcyXIvnp~t9UVM99t8D)@!(7NhRnc_5@y-Az!S3hPu3R+d&Q{UjTt=)X?j9fl
zvjuni&p7s<;u{hSKZZ)}t2~aC?8&hr@U@TcHtOYlC#V@zrGJ@^xb28qpcQAozJiI%
zGndj&(2#q_;|9!^6m+_B?V5}%<M9*!+^D7y+p{YxgFJ^q_70OlEhVBb)<%a(?`X_3
zbC-;r9u(KhHwr`y1sp(r+Y5@#`5IP5=(TAtDDQVhJ3@mO#(}<e9h}XE2!Pc?zd3zX
zSsP3CsNyjgJI=TU9Vh$nd&e<!k=@0Y&#jH&P-~<&6l0~gset@Y=6Y+0WK1L(#|Aes
zfNiE%W}k>>WtJ=4Wl1+Kdlk1O?`Juf5rpd;mje>pcRkLF^_{+L`QmG1lTMihain&=
z7L-hji%%Ur^ebFc6P%v!xHetTDt9X(i8*2;XTs_9U|di}afAOXcliy%qRb^!<Td$z
zzMDa+Wv)XdlNK8T6{`EiqZa$#2dy|__BovLCz^}SqcO#pw0CBzMcCR41l_RJ47F_P
zp3C>$<5qQ13s<2bXbu4%aU@hrhmQYV+;9jHRUuP^$iqJ)*%}lsIHa==_pJpGCGF_8
z)A2GU3>BX`Nf_T(<cWy)E+Wh=3cR=v_Wb!kZ7Si>u&=@xDI10pwdnT2ze_J*r?a@?
zqygY>33rlKiT5rZiv>o#1uT3XFcR=!#%l@u+ZTa#Odgw02L-l+G!*J5%=lra?R{Kd
zC<+9}Cj5hUM|I~rauaLyJWA-;G<ek<V(7)gxX=w3!P=SAjqe|4(-!8)?Pdw9uwrAd
z!ox5{^QOqA(?eUj%ew#bc->r2Uh@1vKI=Vv3cV<!pi|49@|sez?E3P~LTWKLyHGEM
zLIr#w2A-1d13Sx)7zB*oQMGi$X+MqdEL3^Wfzj^mwsC_6vog~GK%mVcHQfQ7p;`#@
z#coQmr7W^nU|8jCQHvdUhL6Cn_o8ZoDvhG((kl`avR3v+`#UP1*Pt%nNm*t0Z@Vi@
z8KxoyFX!4QcJag`o=@!Kpxy2OsC{~Xe)gBzzNz=XN?Sk+8O@3EbC3OXFU3B??gzsK
zW(o5BERpm~BFOUBb+UgY!BdO(fE0};dHr{^`7C;#_DTW!V_as20|$UB*gzR~&jMNP
ztvo{=$x&ZM<!O_kc+Nkjd&)~wkt;sEQwQz7PN!<IT@baa$5u@xcy*^Q6~}xku<ZIB
z0eb(8t}NT4bd5qxm@I$e_5Ae<Cz?A-FBJkYu@|OLT7W`<Xv{OWlrl?^D6aSdCLJdW
zp549+snk0673IP(@~etKwne>q5Fwr_We;-;(e#?8ctj?ylWNA1tr#ZVsghvEzQ4n+
zTVBlb8z>>?Ux~W41zd?pL>k_uC5!aBPVv^*%7$q06rHMkZWehjPz<7CC|bmQuf&o;
zh<8drvyf*m?^i#iM~TeWknKzCX-g+Xo^@`osg^#Iq3=to3{?5`z}4sRnj42kc`;Qu
z@7;=6J_;TYkAEZv*4$>gvt#KXLsfGQ?V|uks=MhR6dXi9oPMjoe^~8t=)mpSnO{i)
zG-k{(5gh5|mb(;Y`ozNbi#S51dzr{SGzWvur6dzWX2cZ9{OvBQgjq~bqG_UEJaazb
zPL+%@b4k1bt@tRXhwz9D*MG;5tP9)0;ys(^F*XWaxvt6i;VaqIj&P>v7iv`s(X^k;
zg?sbDIJ1VA>QYTPu$_xQ0h}v7&+qn043f<?i8U1l3Bv%(o`Rp6w=K;GeTBc4Vif87
zT{3)YK4n+M#Lvr~<utk}eXlf6Is>EZcPGI^79-w<GyoCS27{POL8R;k46)Pzlcs|M
zRjOawRRjsw*6hT6)xB$&<=Y=MQbm?qR;)mG;;>E$7E*9_4>fC*r{^iXOir<FO56Qx
zE!2U&?$`j$6#ilu%MsUGa884jq}PdsfiI8X*HutayJ5tx#t{&|kC4mZ8@M=CvmGXZ
za3=SBs}#KSn=9Q-xj!XmsA`M{&}H?sN*c_9Y{Y=5O&?)r+WrH5zha|P4I8WM%ZwI}
zpV<m+ZDCV!DKHtH-AbA^!w4(uC3l2FJOe<&K_a7}5+PppD@7hzvv0%LdtY$ue=Y!{
zRvBOro(`zt*nJR&YUxZt#{!x^kO=b;mnh_fsSz&B!ruK8-(X#4e<WF=+Ev7@l`ig2
zGMgz-leNYH?HhPaEH~YdBo2X`*Wr>XNq4vyCN&6pTVkVkWhYWEza!)u^=>;37Jj>P
zo}ZpgZ-7J3F*?ko?aG{pYU2;iP%d-B_c*4->pCTE(cNpaTvs9zie5CHSL+>XU5IFN
zSV{h*nVv{`>2ZO-!GSoy$md3hZe|TS??1S*+Kw&ROiovQx$;A7H%MX*$w#>W_tAZf
z`8`7@v5jcJ{x<0^&ZY9?TT?(kx`@7wPJ8?nap(ZX$cqJj=t_=ZR|dKH(bv+sUe!SN
zpsSd}9j(eP*hZhM$tL}FaucO^ElVX8y+Nx0m3kvWs=CV|RykD)xA0f-?WxO-72Ilt
zRd=~8Gw7BPy9?UD-<@&VjjhK3BWPtA1FsflSf@a(W!2RbNmjHZ;+kVsv8EcyZ+^CY
z0dR!ZjNsTU;I^GUze(DN!-r0{e&f)wQ-Y>~C?;5=#375{vgbyl{UcSZ+^s@|^4Ekt
zI;B!M_xSQ5nQm)*?zht%ss;VLRt>b~eR1BiSM8NBokJZeBxiYdQMVqf_`aK(OrcvR
zhwChi8?aB^nEJ3(_l5tLJ|#Vl8w_v<3tjr5u(kwCp)R0n4mw~2+gxR`UFs7j2B+6f
zv+GrsyD}loeLOPm<)<ysh!1CeR^Dev3xnaTW96@oU#mdg*>L}Wp_xW-R=A12X8ELs
zNVsoBxWpoqL+npym#62zJ&Ix};bM!w!lje3D$vN6Nv_)tmmWOqJQx60^ybLG)E?M1
z#>gP`o!3aeMXYRZ4}Th9cj_b41}ZuFQfl)m<<Cb&^Dl1@2d$$u3-gRvV?IxmZc@_C
z!H^CesSt?@wVBrVmyyboOyZqOROzbOTE^qDpVsAn{W6_V<oAH-!t=|&=0_JQ^S`W2
zXi!y=cGq&A;>?>bx-MhO+(_@w$J+Qr+cvNZJR7T*^HtR9IPx=_w-V4?2Qa9@1Kl`=
z#mxnBb%JXn;-+opnkAWP$)EhKDsK;HuIuv6D+N}Bz6vIEa%klZbaDtsnDStkM2-tg
zx<H)daL-2{bU(OjuynS4$wZR?))&v<*c5T;miGXmeaI?f$(&!zv+n_&n)~+Z&&A3E
zUb_mYU|&e3=#JV4r6P{@BvG(eF`w){jvCxdJC!s+oRx6bQAFT4AE7+gBFoLOGx(cU
z+AWrVyN_d{^;gs>WPmL+7eU2+)JbQMNI0mAHFZi)9m&!x>ng>Wh9tak&QfX2ux*1>
z+}*&uJHeN9(=dR?tuNm(JJQOro4-5Bv_L0W`6@ooy)1+5*HlMY3|u&vgjt~T;DE@`
zFOOP@O;F7@l6RDC21if2#TWdyBw+3gS7L`J26&2f{R+(}PT|?m7{oQ8LVDfh!2wCW
z$NZcLT3xIoM`UjC8|x0PZXQwG`{TV`2?jHd#i6b1&x|wyk~jL#K+i=z{bQ%os?sBv
zN-jz->Kl+^oP{rLHQV-;pSg_AH|x}9c)2ZDC{n5!*JRujZC)0%z7kbsm!5I9t)RMt
zk3Yxm=f^J~AFWnE%k8b6*pi~x`NQ;j7$?i+t3cUF#vEZ1kf-3UOL12xg3GM_pLZKR
z?YEyI*%kFdpCJRxC3R4U`p2p6`*-zTarex&tx0K%sj>aanGfKIr0n7SF2ZAHKPH6w
zf~bjSW0Yyo;B&v73XADBEcs0HbUQ)Nf!Jp_{wwsDppIpO#J>8s(V*szQOh1&qdRAW
zix4rtN%$9wZ_2!mBf%c&+>8lx4Kb%zJ(FBLYC4XH)(HJuz`fA|(ss3FL4v=Dl{jS2
z#*?A!xVactpTmm2r%z{2fKyG)_$O(%#WD9U-Emd~+E1Nn%2yj_oP`W$GBw}^`9d3}
zIv;u4@kD*He#r}*B^3V-m)6WYZcQ}VyJzu^HVfHWfG{DP-h{sb$jR!^3q$%Ir=B7d
z>{nBCZHqFT4o<dHh58R?&<_!_BB%`~-7@@Op)L%Rw0D(nW3t@03`Oz`r28081MI)O
zUf2izCbi1^)(@JLJVCOw*T-jW^h+%pXU`zebIg9Gm{~5czH?uOb4eZ=Q8Cbq$BHkM
z%PF4B)UGTy?~kTe$xv-Xvn?62lf8PqCpJFVF?BX%t}%@210qTayN}p3Vd9__H6i=1
zaM@4ogna{hD)a)sk%yZe{L=a_2UOePLh!wh0v1mOS)`}9>ajmVxRzd?oU6y`0O+rh
z9DuGIKFm4MZ6VyB(imgO171UGARNO^4GyxjhFjw2!oh}5EK(m;p$8(`oM<37>DX*f
zhZmcMxG$47us635eQUhFRN2zUN13`9^aL-5KxZg$0%*?N?OTzV>B^c7&ql2Jf%NN<
z4?_7JEYQ<FBPL%0PpZj$fYh7NGYnj_se;)lS}Y%E8g?P$^xY$Ig&$5XQ6NQ&gZn~U
zw`<^cIst+sX{~Z%Oplr|A|qo7FmbjMu}R>|g6K*CM5$=}a;t8gNSMXMs!*W8rRz^(
z6|9Jf?r4{huMN6jDITF258R=K6Svh{RY>oHU1_=L8otZgx1~ev`F!jl!%eHGXpiNe
zUp#&fQ?iVXxN%*829H5QD^DcfBg$5!)1wHMRfJ>yb}~m!_N~Kcbl%jMhTE%TG~eSb
z@z<9sHY_$)r@e3c2No{Fly5p{Tj;lI2+=#=&T(0a_q(1!x<H-wd~5jIrHgcA%sg2R
zep7VIi>APv764gIk?cdrIZ)b;z$)5-5Tdh&S{SIfM{1Gmxtl5v3Dj_7WY+O)bF!oA
z^92UGPWZ*8y6^&H#cDB?;s+<X@##~~>vE5*<Q5kfUmslmP0fhRj5~#a$^c1NxZGS|
zgxNeyg2cg`A$IxAq{Cw~8wlS%5`=R6iiJLu!Fu;t$t0g3M8UO}hkIkr-GU|-y)hk}
zQjREhTrF*VtB(cj`ByUagX8XtUyl%X!MK3ZiNxQnJzA3r$#LxBu`OP^J`f*S?(N#%
zWhE0-Eo@(?!Xr)Fqzc!AR;XfCF8HPZW^S43{rJRV{X91p+beL_c&{PsY?*xqze$T1
zfs*XhwVO9vqgk(9dF9IH|7ua@#19y7XoVD2yoL>j`cuFlhUoUyha%q1gjxEO@Bzsm
zjD6)>z=Y7q|NE79*7BE)qdxFtL}S#_^%uakjE-Gfu>am0Ht21>$hdGCy1Qdv>{rDO
z0BeDAT0}g{jMcB*^z5`w5m3wEA`ZTMG@6Xrwo?J`xzi{>ebGW@XB`MQ_0Q`{1{9>s
zI_kU2!iU&b71ETx=|2kp?d^J)>=k0a{|D0DR7sYl<9r<FW!aPSH5w=%?G}LH?-#EC
zkHvR6-upuCTG@idx3UEzr=40bNm{GgZXjh|{Z6lAbEkTq@<*K(VPnuyf~h~}Yq+kv
zealJHLOs_;Qn_a@ua*bi@<0)1S8;Bq+r+tz6(HtWcD_7$xF7ork5irhAl=_wc1=Ey
z|KQ<6{aBdfqZKByU?*YCB-YnewQW{C-w^GbQmf~hwc|V+d<ploCC&?vE}mk^aB7tz
zPRfIMSPIwSgq=3`0OF&Ka}UQwh&jAsF2%9k70UthoAX8R*RGpSIeW3uJI;+L#a_5k
z4qB;=elgB;0$_YH47>$gjhm^9qu=|!e>0^%_4$zUBxxh7rPXskT-&{nu`lP+ki!}b
zE&`CxMq;+`v_<dMVTt{@9p^pMREquw8;Lu=K6DSjJkaH(I(X+y5BCh<oDwH1sLuAx
zOvaup)&ayja|UL*#X6EmMOm(+fnIpvynN+gVr+kZ?9BD0DHUQz11N#QxXW8e<(6X)
z@lLBHsS~OSBHIyvctgjQBQSPfDO7Q4JR2)Ncq(%&6CY6Ya}Q%OGFMwYUe7{}heSP_
zGLE8t{i{Li{MtL)vpA85Rf#hj1mju-!LOw9ZGcr4YJ3kAWo&JZR^}Mh0<P)ZnQ_p{
zv45pm3)lqx&A*6c&1hx{<&D7G*Rkq1H&#Zptd0qDVJips^!|A!>~4{(@36~Y-Sah&
z!4i5}_<^mJc8mN{$pevE1!;6bdrr4&xgY%EV$yjbRK=#5<R9HtQAQ_GI!NPk!mKL^
zp*XQ|#Lz%&%IHC4FF)Qhn!_ORw2H`?du5ntU8iA+jawOn18^00DrnJx2Gru`5$Z$z
zMzXa50@7j4l#M=zjJLin6`E<RoKZZ!aRUzaa`fkC73Rm|0WBpUrh>rm&x4ISh#+K~
zkQC2C28&ozssh0=Qp^=cmEkpKg7{G)t^FAFPV85nD)sBx=J!7*F^6eYe}&M!Pb|YZ
z4wQR|Tuym%C&OvLSvAdEO{+lP*LU@VG&iRz{I18T??H10D$P^o{v5{)^yh#j0|Fv4
zvP%MpSQsc6jzB!1bpF%~m1iH!Ae;w)1D6e?z3AOetPUPgCit+9QRRXXq9ng55ANiM
zbQ(%B7L6CmA1xVf*2p^^SDpWVguQn>)&2iJeoBi5iL{J{WYyK6VWcgRO?DwN4pH_@
zgEYvh$kDR1IaWqRk|Y_&CXviU_WIqQx~|XX`y030@BQC(yWSVh>pWkN=i_mI+y{rw
z>#Q2*q0_>;k-k%T#g(xMGXLCMzV>SQ&jpkR(M6RSYXGGrxekdCZ=UfsCgNR41wfHF
z7bx_6XTh{Benr^F=ua9)l_ze<9`9T;&8=I|QoC}~r75pJ(Y}IeKU;aUk@K=b{pg36
zb(EQ-ghKhy2tFUTzg49i1)1>pmbU_q_%1wVYQ$q3pegZ`i2TVca4vYGRWjC#efx}=
z|1t_Xss=nS6<(F3RCW|LWYG0%&fei#`dT{b@`cRFry48NG6FTEIjs2)^KIQ;5oWr(
zEJQ2!MSKvnbS3{S;NMAc+`tcGi(~6y7<8*I;CsG}Q1raPC2VzFlim;uexAlePVX!K
z)~m5K6^DO)?)4Zvl6a4Eq7@8z-FG%HBT?4j**q_Al8HGQ11BPbg+A++VqVV+ALVsR
zd!$Wvk7Qd38ctOs^XAG~#0%0bwMMs7jz5Ji`G1@M{GT_Nl_?&s|AG0V<DECtz~go}
zBbY~faSEq)vF-T{)!Z<M9vtz_^KK&t$npulW0wKXWj}BN&4YL5Rb#7XvipqRQJ?;n
zT!x{;uOCb-_$}9$vgQm!|3b*n^YZNHPlTR`v#vJ`L&x3s;lbZUpAf1Y=PRYnj1upk
z|Cmo+{Y&Kgmw|y9|1&PgaxgFm2k>~xjIc&sPG&2eNmz5qYiT;Ddj)-agqtIm*PQ*J
z+$kSyD=dHqtq6$Zf7Irc+Wmjf47CfM!#eIqx#%}Ilb_GFeVp@)y*%{hr68Z}|Bq$-
zhoo;+P_6Z6F!alYm`bqhLJC4?XCr8^uj(_e#`gBV<m_K~TU5V^Ju&O8oL%3eNb~5p
z={XQYD2I2$0HQQxF(MRG@H2EY#BdiiFZJhk<}O9pWBmh}Ri_)0ueoj99I%S#YJ44a
z{h?|RLBTe0eoT%xU^C<;;^e0*?mT%FoWw7XkCf(v6tVZpk24M}khEhbGLbNJ`ieMq
z@l_&+FB5{3s}4|{gHwoqv13}=@Fv58P~lQv78^K42Af0ukQZ)`N-VLf{`Em`=Jg)U
zea*dpDIH7lKizfKN`!USLLtJ>=~SIfvTyiPzMnqQ6;bXr{m>v)VWWK3keo2v^If;r
z>e~fNB+b29x;gvsalg9paah2SWhnVsY|ln_>i)#mQMW+4ZNvtPYeD<S2738O3jQyA
z&O{`~b|C-@|G&J$88K`|V@LZ%XMKfV$-w_WTAI(FvzMXs2}pRZJ=LC#a{Lh(OrX*~
z);+=nwZz+KkpJoc`%{T|4Q37r44k1<f^!!jh4ic>3}2Nkeoar%2f`itlnf0Ed%w#)
zq~Ac0wF(?GChI)^d^(p}G~x<6sON{hfSCwC^cNoI19oY6CVYk5@Vv$Kefvf@1XZ?G
zgJ369E!R-cDh^vP>PBhFpW=~+?9<1~c4aQ)m;cdI=Xp0K*#G?QV&9ZB3g1F>MSLJN
zJSx65x$4(z1S&{|+tq4`!(z}u3tUa&sy-SqH(kPlY!u?|j|c&Nw66YAE<ZkJTpVlW
z!YB#cS3P%3Ki;`abdlnRv`}u3*J7qOk5hbPae^)j98dDskmd$c5qyy!A(z~7I4#kQ
z4%p7<!(z_`2#6&V5%xeobbxdx0K|Rf>WJ?B;{&%T%kNzgjibshysT7n<hkw?{870h
zth|NsUOn!Zx2}r_PVI56@pO~&4UE=U@Cr2Yob4L3uSDlc3JR8HmXo2BxT8Ur?gPe`
zr$_?==MyxoqszmX^bMZs9*lSG&(L@dHAQPla8mvu2Jf1Q){4OGkBi?o5Kj1C&cc7f
z^1j9$nAc)qvN7<wu5w}$TL-%?ScD8wL3iME$j85!AG4LeeQ3!eR3S@HhK^(kR^{cY
z=X9{&dEr6cGIYyds}C(!>iP8&Z=QO*Hgs<Z1_dpU#dN*hF(U$A$*NA!=-7VSS3EK6
z#U^1DuU_JTjD?&+(>ndtFK^$hy8oipD&$9_g7I5yO|@XeGqnO?pqz@!%-;R3t2@^V
z|NSuM{jk2^`UiOB=lh!u8p1&D^1Tmu78f&#BE6_(DTR;eK8UHkOID@VR7h{c*I0$6
z^4Rq71y<TNOma;`Hv8d0%>apCcbLV!m@{0$<MQdI3QL6AdNE{h3j;hSvX4!8QSM)0
z{OKl>vt`Mzf~BwXL50@%{@~QBAu+~3<*Ozd?iSzCTDcxtL44vS=1Sq0RRbLX@;hw=
z6#aOlEXN1GjS_vptqureGLY;NbaCwhifqY)=3MH#65hu9zrSC%Ql&ds$6x(+bFI$H
zWmD`EExtv^MITr~Ljk=hxzLGJULT$Z^B4L!hb%7GW_*TCjft_U)EPKVKj?47xBibb
z;8Kq~PU|}V=G#7%udMX$2<jdBOB^Qpc@T$X-_5_W-n{OYNKCbGV%C;2h_~48t@_nu
zHjiAOEofVbiBcET#^2M!vGzxcV%4+vtSni;cNAJvaMlP-NV{|ZX3%77v3O<3o>UNp
zDowiJ;RC$O-nitxCxc5)Hu)n0kBfU474!9m;^f{CUhwkeHU}Oqu7{1}U8Y@eELp{M
zs6SNlAQ;cB`5M1p4~x*1HkYw}+*8A&HF$k8thneLxWaWFC{)C&kK8(-+wf_>jmF=S
zGmN>WV-zRK-*g-F=ZU8S!GLb~%l}h@Hl^hfQC|$L5j(PUPrPx8;ab&XK8aP7ElRGg
zu7se<Bh9~kdjn(-y}ex>dPLCkvfdsHXK|Pmja|VTn?`8I9rB<jW)@+#xL3^NdpiXq
z(gn`Rk+S_YXJzb1E>(KX3l<<%nD<ID3>c}g5dVa!dIQwHv5my$m(-lEipF8i-t)Ij
z*nhXpmdRZXT}8JOW5;nE$e5=shA|H;t_k}BYmn5!ANJP>!!1dAP1*kMs0S}CHKl7X
zI}zf`*f7d0mgxiYBupr4o|w$r-2gP!J;%9bO<*%<#eA&?Kw^ovZ;*0x#<yyeF#Xt6
z`{tF;DRr*WBbUBEG=N}N!1#TZR+<R<Bt(-gCy(dTe{^;<L>-L(C@&rchXusgRSP@x
zmOv@4Dbc@f|7UU6q1*iZ^=mGNy%jUZJFJ##pXkT>L6~sdqn_Z(_hV7NLAJZ;-y9Lr
zNX6Um?6o{v=7eLoIOds(pB`iKzmvvd8bKu^vmr~z<OV(&+E-Pn2qBI62K(Ss#8CG!
zc04rtb(I0y7t!(dGG~}p@DNvOyS}<g(TMnN2Rxsv8PF)xzf~!U{$(;Is+T1gYrZro
z*X8B)=L+7T@ySp=Xc=kR4|=Yk9AuaNA2b=!sVcg&AT5yC^nM_fR~1U2*V*SSZaq&1
zcbT0K7+hjwqmg28I5U*H=4|0yV=^_YICay0%JFRpuDkfh12&uAlysd0fuoNY_8pG@
z+6~{m6lhB8k=oD)<xUDXSUM5XZcRPL&>yWFd52O+H;)FL*<|D4sZUtVvSukf_<o--
zSJjeeU=R-FkmM7o2sM6IijT+|fwNctGyD?#Rs}=+Z=Z<-3Dewu6<r5JA8JF>Y>6%9
zP9Nua7SA9~Zw?rn4U_oodGi6GoM$;dOEEr1K&Mqyto5=g&P~QdeWyW-p)bdUk_9r0
z;{G*6xO2KzGh=fq^xI^H0V}*7N>@UmH=|D=ZM+XfEuGl-1poebn$hIv_I&an{Q^_2
zxDU~aiJJ$_YsLPmpn7WU^1@j(6F#~xy1!Xmn&!3$0u>gsPGT_7<V1F7OBBDt>6oK&
zA;q7U`^=f?%mxfio{SO>kxQHv5)~gu`Ym>+^cZ7HL^&P}4kSsn??NuNJxmQW7jRzU
zl$@i2+=?t=I6J?G+kVIOrFf^(F$=>gTO&)3^Ug`o*=)KvAGv#<SqD<R#Rm`M{iL>1
z_}-qWEck6w3-1)td$36(UHKfCW+Xa(6xTxoHM2RSeG<jXWu!*4xdQ$H%;X~T|Gw&#
zP8YOiqPpuqN`>jgS17Q6`99BSFkAj@O=_E`#%XESM{Y|gt6#%0OOyUKnzY|fV}V;+
z#f3A}bfbv}HgWOL$R($l!24tfWpw5vozNa%?5&=I=t;hl3235N97mtOm&uk=ykXzv
znzI0M4{VTG`=tIElT-wS@2K6c7Ae$c_f-*agffOw-d-W1>ynf1-dv=|^~3Wr1;)}}
zkO(K{FhqQ!rm#RyFewkM--zFl-A2YH_cocvOh=o-UL$OM<j`bXbQ!(dV-CoX!lxP4
zjJ&nG1jDkgJi!G*lbZ<`s&shJ<@7}3cr*ZiQ$(oAhhdO4Q$#^=2rHNoM{WOC*A#>!
zy`_9QSXk7)SEIFkA0k4Z<$uwS=fM~1tw;lkoCR|DMEPt@JTwclk@D!7bzb_A7DM>T
zQ0ag?7o|S)e2tLXozvK2tiA+k>A(||m(FweM;Z4(7!8olUEFOdq5i>EfVC}IDeCzH
zhX_Lob;-wA0O5!!{PMTvso-DWM*}K2aU_vJG>2xx-w8%zQ4?><i96cU*d=ybHOJT=
zT9Pon)L7$ssF)ep=Bs^u1#WD^M%^Jg++I7%>cy?^cn7zi!X-Lt9$kKT_EMO~_-1_O
zswj;K2uIFO41q5?9b=iK4?yv6mjn}#hoB#csAg8OH~|@~n(ZtDnMEb(F~#r>SLS%x
z&a|&E8}DD#kqj+%4owkHT6}5)Dl;eoO-{I>NM-ICB#t+u*gaqD5hn$um>fy7)5y&H
z0hW;Hv0IP$`GLM2zq2;v@<@$FvhKmr%iD=E(Lula?ecnu56OR-@hK(fmV<XFZy|U4
z4Mh+dQ%GaL;jow@bH4$jRf1+lRj3%$dcw+Y+mpy}^;0H8buD$H*vIfS(wp~Ardugg
z2vB^KFdeKSE=k~wQ;y$!d3`B$7?B?}eO~Gk!Im{2)g?H0sBUMJEG6%-5X>oLig4Ic
zh^B5;q8{X%Spoc_-#!W_80Xr9%X?vuQ;XysE&3-suaeyq&t+-GrR)y+$eh4iI?pTj
z`AI}m9#ox-9VcyV3#oFj*71s77%AU1IZl}_7}23;K^*S+A?<3n%DmYS1TKV|Ks-g3
z!`HH_PcQ3BZG3~-%p@ue<W@xE_3wxz8&4$fBFn!*IMxFz3(_!bk|thHCZC_I&#A;)
zsc?FZ(c<R0U!Cr;si5)bwNz8VjSC*Lcr9OGv)SszAG=)~WBOSoy)7=wcXEuVD|2w3
zSZ%!HgUW&<{;^8Nsw@}x&Gn958d7XXPv6&FI_{n*tl73tfkt~7eXyXZVy2_Bz7;wo
zi~Q--59ZMumTqbb_0^0~zCN?E$On&v97bl}nt{S}35v|y58-=DM(i6x!nsF#&BQFU
zYhix<zTJmMJ!nB>aA254?7@Rio>F8MHssjF=blwm9CO|=xD3Dv-$18zy`eBLj*J&4
zIi12n^PIJQ9PBy=o<ip#y0KcCsbZ41=Yc;XNP+B9h3Y(yNRZwV5k?}UxMleY1Oo8P
zqIWY4s1s$o8evHC&OPsFe?zTO&DrLh;Hf%FkZ$t^F%hf<?blPbJw?HHmRjTpsR)Jb
zp*?t%!Vojo-s92hpqles^}k573yD-u&`vaxw=Y}DYR}L@_P~e|+o@H3O^?xO`9CEI
znImj%yUF=!DxH`x)$C7qtBFfCNCGBy5n@txG%`&kOVU=tO0D^?dDUjT<VE+mv$N^8
zKb3UG`ZG_oMAdHgK6ia@MSA+(ySCgLJyX|9*~LYwy}E>b>IKb(GG32&8{Ntsc)Rra
zX=1d)#$_9&n28uT!$!s{=BW{uk)9dV{`4+dr?fcbV&?As3^5$~ZM42E8e2{d5hI<V
zbnb%(LuP7q=<a=WTdY;%6?rYl9!LX&`2CeK9e;Xj?#zFnbDcy=>G>$brbkWZcTYUs
zt-k@Ertayri-^5cham?(4PKe2^WwzaTK(zmBMj=h@!$9mqpMGyyRNF3QT;Kv%+8YX
z+^BM>GbA9)0)x3R7n6*a*06Qs4OmP%N^v+6Ycw`h@w1N&%U}|1|H^=Ow3l=5-h@i1
zSWixk;)4X8c~Q2@RP$MN6rvcMrJ<paX$P3$n`<(uH$*g>MK}6Eo218uZ$G=j<9ZNB
z{FROe8lbz1WT-?A@$kq!b7my=?F!Pqb8DsOO?9CKe48`6j=g(HJa7h^Zt=P&a~``@
zcOOb7cPT01GU#Tj>C|k$l`<1`@d_J(S;%<7PV6z`m}dzQPSEP}-Sd`*i_eZ5Ro0v>
z*<>`LC|$2oRaNHVSa-rhdiZXxm1{9)-!VKJ0%m-SsOU;t8Ms|*)FP?={=JRwTDIre
z7@?z<3lr~@mJU+*{HMF`Xi$SG#^A`P2AdM@k`^Y<MSEvkPZ$$RkP)S})k65So#s<H
zc68Ul^JNp6zl}G?#%he!871h?&Ccr!D9kWyr6{=*F;Jr~!yt27A?$5SluA_;<QvE>
zan$hKcIC|201-SaI#Ilad=TYKYWW88)rRb)YL9Px8L5@`-7hm|W>U+%*jI8Z{(hN-
z<cJ>6Kq;zAA&2G!)U?(E&JyZY^#P^}Weux<F00H=S0Q@2X9QE>YC0)~<#7(B^QV&&
z9($>sN%`hsCZBfXG;|lO(JNM!TRgjIL8(=xFQ?T_dAu&Nk^sPL7&jD4?>J1slSoq{
zVdLKS8gUI~!#|QUm4gGxuWNad7vUM&;`oAbOlDI<yq$%7tX5So*4xj|LxgpqVEe)O
z!fiP<Wvv6fF1`Dq!CQAd&a>LZXXERY`-8IfG-M1rFY`Gjnwolv)TlUcBJ^1o@Q{l(
z=<%+@t+j5$_Yz#EsAa9G{C!lRO!H1>39}Q}e^Mx=TLs@nV`D|=&PVBy(b0_<GyCfw
zQTUWC!TAX(_!H3iIh1p>SCCU!dj@V{hfeWQ1<lOJ*IN*YtmnkARU3*1PTgJ!ix6Oz
zAoKN!QDpytp3#;8_+<oTPZkvm{BXL&K-N}c9hmU;0j(diJVWtcR&&+@OC^m}8%^?G
zzfR7K{Tg+zw_h#R=DRH~@9RJbhn=~+ks4B4-`%XCcoqdde%y^Zl=5;}1UPTj#2%_%
z0~ExH_e_-ER=vKQb7~SZxwfb4%%kyw9y-NiCKwxwKa}#j3yfT{W@L^-d^UMB@%|#=
zBi)It6#j>~7p^Nf{#ai&^ZS&1V`{NI3etL){)^2O2TSO8d98(knz-s@-kNC<qBd&R
zp5W4oJbAB<kccS(Tj$wT_jsfl+{eEy)ycMvB({QZFua5&GnX5dIS`2MIY+mA>;|%p
zIM7QS(0A1nb?f_=F1~`YXEV3d^B3&Eg<g-*#8?u~0V}k8yJ+fS(*YfD^D<zH`sKdd
zX~oPX(cvZ;Q=^d$%rdd}!VXrc2&t!H;gB{);d=viO{1Ozk`sEL6>eqbm3Et(8MBA+
zPIlDyH)u64k_e)_>7lYw>{PWeY>6sQxJtXgF{HnIe``AR&@~a6yd*dWS{=K!;<vFY
z#ZcHW4%yrx+C^&F8_di!M8#@;{OG*7NNGJn2F;`Y+*(;?lTKkT?OC~T9)WMy%DEbw
zyWLezpP5@43j@q_B$7NUxc|QN<Ry!i*V$8ZV0ZUJ1Cs);&23i)w~aMj@gvTmh|0Z0
z?2Wh`+pZ-xSO6m&g{y8u(d{)PMn|7@jm(NO8LGvq%5MS<%;kJ9s>hty86Hkhfoo9P
z-Mz0yFL*2WFM4`rGNwy)X0q=DMOJ1huWK?XW-6{icTRsX9ziHHF-L1u*x#(yk(%e^
z<fI|^>Cc1Xzmf9T2p+Ws0g0k%&L2sKs5JEqo{!h$aJ>wVxQ%JOsC*&sI+d*+SEtM>
zW!!ywkKKCy%!?=jdf8fg?KjHt2iN#hD6+E5Iun2HZs`2+gKT~7te|aM%fzK_5^mpM
z#-BffF?9X13tobbRqjfh?~MGUG>iv1;-@yB%ZgAWatXi(LSw&Of#W1<pUF!#h7`}r
z+!XY6{0sAt@Ng<jAu<W<qoG~>=j2US*wbB^iy#RvQ?I^O0qM)7hR()xwa2`;Z#x&U
z&n$q@x@yryWJ;QyJ$oNR)kokKTt9C=lh%(j94`3GwNv*JhQKsLnQ6n%uUT9@|F%%;
zaRWyGAG_xJ5x2WeC*>s=m1vu3--wQU$tJm3<fuTOZ(oLmg55)rl9iO(r@D4Ozrw#Q
z`o@ZgYPD&cbQq75#Pd7*g-%X^@+#-*a`Vi$n1|r6_Vy!;BNOH5#N`_lc4cG~Mdr9^
zKjN{aB*$+DgRyr)t;zcq#dG|n{r=~yy$_zS+cq>488B4BnagR3S?w%$IKlX~Us;gx
zw(0Yyh{FX%V+b-giibtpv;O@knr<+68%4^7HVEz_t9SRW@_C|oU*fa2b<?@_#)^s$
z$wpc+lnWwAEq7>cAIPmgyd#Adg7ct{!AzX*P*lDhE`TL%2IJVZQ$pKp1!lll(H22c
zV{S8S<E%D>gt`+480d6L4Z~bdwLi4Qw7)xpmr_K(J2P4(x01hLM&IRxourR})7&ig
z5;>!}zl;WE-!II}>!o9p?pxx=t1WnNRCuJIQcX<ZqVVaPDyLmB(-A@Z6o^`{fHvEc
zup#(0okw}}HLoC`;iA!FSs!;$mW}EJ3u)MutcrgeLa*XZ+kCin)qycxdp=Yk&yE!l
zsi~<=BP8(dk<op@%CTwi0e2QD$ByAGYUapZgFUcS*0)=G{7$L1UNxBgVUEX}6Snr8
z+BionO|gL$UeY#G-;&?0YAmi~l3k+xq%9>ng6<ZtmeRO)uc#P*<cG!|Q?B&>M@FyY
zMtV9Aouu6EFDnf!|N3>|9V-fjy~LRNd$}d*&3vUldP{LBkK@y@T7tk?Ab%~~=KcC>
zA0wuxU3JngJ<!>F#?61UYTuf@Q!`_&{h*xDudh1v!78VFJJ(5)4R-Ubz+x$ot4(7k
zcf~%B)B0jtH93ZNQ?F$1a`P-)#LpvX%<8s>zLd!UZyx8E8CWij;*8}^Rrg#HoTDkl
z9YO-C$NbtgF{dZaR?F@@;r78hxKOR|c>l4*MPcN1r#ZGWkNqk|WthR;7i`z7eNQbx
zLOrYf^c&TRw2IO5FDdL=w6(i;biQ4R<Eh=hs#JLMI{{H^58{fXID{0*6GWWx3dEko
z=a&FmSZRl?z=Sy{#S%g4UL&}J&2u=q15qDtS_BaWWso_`lc>DKt(qrKo;<IutNcuH
z+m9k1(0z9rt9Dl5t+gh^*Qp}~;{ZahWLDa~N7hDsuy<ddCD$}eT5E2)-%#`%<2WSf
zI#gxT9?%t$`B^WguE;bZLjg)VGXQ+|eL3~~5JmN(ompnzrq&lr2}*H<+xEj|a_Py#
zD=hu19?4q!;J+CT|B^Z>h9}yJ<Raa*+f&d4Y<?CH^=`4Z^0$S2)Li7K%B$ae$!B5o
zg+--DFp^~()o;7HgcLSzpoAvX4}N>6cky8Xvl9V8Z$4TWcb;hC2$iHi3|To^5J&WR
zGOhCY;7E4#4tlzdOP{*#xT}faoEs7M{Q%3*X;LmZbG-Itq63ExON2$k{EAYzQ@(Dn
z^l<+fF7?S6@4&db98u%Zw8arO;7P8}d3NPnRE9AhHEFVpP_XH(iuRkDBTk=2SHgdu
z2-9HX4!&L9d_vs-LjP3QG-=_RdDo)9xd!5YJ*H8Zt2e?_k=j;xEz;a`6(1emUpPUz
zJxYhwO@$m`o_gv7wd>Pkqlu0CwWofRORW=Zud#yR%?KNt_YbH)V=ZdWVG8>@lT8=%
zJ<zUR{#)SLJAuPD&lZpDQ(+ZYtP&T*vMOTL;pxGnna!y8eK_g6YQ9GRmbNb!V`Q<#
z;a0ZV@bvA|p{OsXAGXJ|%P(j?h6~2b%uF1X#avG~S440;HRI*vbPPxM_-bwm&ku_g
z328zK7w2XqwI6?{e(*C*N~iVs_zjiVtiS>>nF9r)T81G3MElKr2?nVHp@V`>{3piM
z0`!kVn!*z6qtZzvid$^wK;+GYdPr|)y2@NMb}sw3zgr(3wDVkY;fS}&;I_D+IKaQp
z8sh@a%!Iu?t*GcXd2T^p!>_Ehd<eSWTG*H_<K-og@Mrz~``6>pa$mAwym}m&>bsq?
z?IpZCUFJv4(ocZ)e(Zch!@C@FX2IQyaTL{`8kZ-ZX_N}fUQ+{V>if!dA)CvaDw6ZD
zEANlWhxVmC%v}Z}dp9X~KoTz3>j&)}<4nOZvrEp_<|f-ER#Mopm*R7kQ;MSti7FI>
zxvlWDr<7OvX4n?l&NXZXZ>pGBCC|ep#a4Fk52|49;&q;~jdXKP2~HfW1veC#dr<p?
zM#f^e)Gr5);O5WX-iau8o#R5;({9hJzv$K||H>PqS$uARpjX9@Q>OHKG?Hs8Ao{2&
z6c;`4w9O0+d42bo#p;D4u3y=IQrHwC5XtvfNYA~J!u$iPSv!XJCR-nJpCI4OKREaz
z@;o)$=0IXQUx;A#%PNl|rIlyR+$J3$esfylxnqf<cDSlk_;mXC+l|(*l`qBFC^yAD
zk+2`!w7@4vE|kuz=C+a|yQx@|a;w9?y{ev>En4j$Kb*jaoOj5asYI}M?k{`Jv$-22
zCn|@TBgGsFDGtrzJH{8ukwpn*+jfjtd<(7%BqYZ^Elt8pF)#;%kCCf{BS#5PjAH=d
zJudD@QUO^OE5d}UcIRS66p2*alRpF(ve_M~{rQLqvkb`;;o7!~{J0|>U0u0tX2`C>
zd7N#95uRR71vCj|n91c{jKDwUosv0tr1n^2QEr=p12=#JQLE3o7;FuUY0NaM+<tKv
zAm|Gl&8uU+c}0`6{qR>N{8>T@?5Q_S-Zp*^^57eJ?^gY+E>*E$j5@Cam-6SEkEN$!
zVL@T%bId^;AL`A8YgA|h(m~y9#N4eGHTC(^r}XJ%cUM#FonOc5g#nQAe~P>^G9Mmb
zr4fe}|F&4{=T<Y*u*E8|wY^g2dRTU60fbq(l*ngB_wFA=V~_?U-r)!t!aWbHqQQ;J
z7>7e&%}Zdtn0b(!l%4tUf#s!J5ASE_d4Bzpa<XI-MW!8U!@IeBPUu1??O%Y;>JI(^
z?|u=T@P8I7!Ue*o?mIGFDqNkMR_7k3?2!8pr(yfQ<23F6IOcqV`0$0FG>atyKkhH5
zHDp@zR+jWM=Vo@Anx6V2y@2ltlY~PQ%oDc7$hsf!9VgD_HftsIJZ46SY_yOB;pC_f
z5cBKqI`UQXZ6andPe^Y=GG_6`MHR=^JEnU@Cl$;#oU9sVmO1#}2bqUr_?(ChhYg1$
zdiCc@gVg|%Vx$JJdH>{^AJcr8GEP+soDAZyUxq*4vf;qCJdOyzG?t<y;?UU(Rg04p
z2VdNqDx!|Vd!vQ75+{|IcE8B)>YiBi^z};<lhiaUXJuge;kgc-mw0YZT>Me5XmpMb
zb>_pmDHn+${caw~dz%jKNrtQ9lFkj1qPkgM)`}YF@AO;Dm)(8th0!Vs-)|ThzSr}A
zO~$<48zl8?iaE)|vxI)p#3YADk-X>G_l%&10jhTA)hk<<Gerg2OiQwQ>BnvXt0{WW
zJ=~Q`gOw%ykMj;dpJ4=r8EDMhH6?zUz%qC10pu;Gp%dq<t3?b0mt^qR>Bl@3(c23l
zixS-+o*r~}#pqr<3iRZEiy$+_P{c8(FSYDw$i|9~A8p?d-~W$pl6d<fza8+jP0<V!
zCuSduY7qRF<W2Fz>q{{_uCGrc!k^7=fa2fN^%L0TMV0|DMFtGu^Q?`e30$L+UBep^
zn<BN5;j?;cU)t$FNf%d2>9LXx+*c@g<&aP?;MGwKta7jpt$rUi<SDz2-gB_fh(YY%
z6Y=yFu#&>>ZQw`kqNB0enVf)|JF!GnWRW7~vQ1JEO6IZq?!Di6Aj-vo93HP8SOWbE
z78Sm01E{?#9YWK^bYj^3lEUJnNu{~f_HHJp?ba838c7z~l2x15u}hk9vMFTTiEJ~&
zHz1B1F^^}7=eDQ+y=nwm`TMHb(qWFD+vc^r55zWBOI1~y#fm*69P(>1wcOEoHR!y~
zXRn0qmFC4eR&rZh{j>l8AQ5{k58$dApcGzjGXulo8WrN;%c}k8j132}e<FN%qBd!a
z{FlS<L)6RU-c!{3jPHJ5O-@E+^{eg?tS6O|k=~nZ5J>#)g94kHbm49@OhxJrewGgX
z>Kj$erba_fU&e>h(&qp4FI$A~%omoP>e%o9f}=a4+sq0*7mUIoZxOwp-e|Sc@#CjY
z9a!}Mx=zNU=KBa2RAUr9ngUJo;5J7Uzi8BzqCc~9Xkp7;rF$9i4;jZ6__y7PXVsVU
z9r@MT+WQPN4@;y|4CGk1=Jz#jBd<f}CP@g}KdMU>I}dIHFXo?CI#r*QNrpX!_TU15
z8fW4?#-Y^BN={6`lP8<FB;n%9pPT@h)F?8OA;us1ZdfqZUFD4%;$!iJ<{WbL*wrvY
zz2;dciF__R5$ItgP?V|ogx9D9(8$A5%Vv$_g4{R=eEUE(qAYqj?ke3nH^=3(3nTwk
z#=n=6?BG=lgmoZlEo>z9$1B>|#$H7lJdfed&Uz@0UEoE=Y}NGXafnK6z{o&z<KK@-
za)WaaI6^*VCyX_|pw{RP?gLO#NJs8Uc3Uj$*laSBG!wKt33i#D(31S-FA7Y&ur1z3
zci_KkhtH4?Kis%7K{RM2y90K~*b-IrqaylK8lBMesF!^hbl%~!wUI-6&&;aGAOhEq
z^b*I;ItPmXdAe0|PhwS76}mjhqvY>^A+~@-oMRkb+@=Ae@I^nY8#+e*VKbeDa@V2R
z{sUW*x7UH^{u04$c!=!J)~M7krYMcJb;B=|g_))n%=PO{ps}f`&S*o%{MYnfl~oqY
z+bOHBCcQwGh2Ud?s!>@cZ9RD;^=m(W;wz-bm?B6zY6i{BH7fr8RBX+)(Qb>h+(XVX
zQGWh=Ubgof2n{ftfhzWI?SixV|53YSFKK@n#_})&^Om&n6mhJDrZ*F#dj6R=RfL?B
z+R)D9(uZ3ZN)7ETgeyBixBQI@H$X<CIVVIVJC*ScO~Mfvtkfl)h7-Tc(JAcQ^#+3;
zJoqN9U=0}`GUXYBF|y&Bg|jYdyu4chEZXhf1bWn;>u$<UBk~I7HIk>XOB0PS`-k%J
z%`Eq!b7<_aW@G=7_`3C^A=*CA8>16l5xKqbN%;-;rAE*7;^iekN@CAxb>-Qlhwt$R
zHjN25|GgU?$aJppj6shqpqqjHs9uNAz5J;G3C5#b@Tu%S?JmhmIuUl1_@rxVXoMha
zh`+-EhbaX!1jFRhBjva$T_jM%J5ECPv9R%KD+>+1$c5YQZ(fnGuUkDe&`Z`JLSob&
z(uU+ek*pUHEx&)LXGfCvLW<APIraL7V?ktBAyY)g9%2kadh0w)PNU@7&mV<lP&UtL
z{5ppRt#gG;taZ2><o}#QQd9~8#ijcgsLUG1kF6osNI*Y33LZpOivqvds(kYrAudV5
zGsCL<HE0SiAoDEqc+kU#T{!lUmCqlwT0i~p9U<r@{F1OuZeK1;SgA5af?pmK-{ESU
zo*3@OmNJ8Enu(<Z>1v7WL?cnxjO40J&1fIA3OjpL?rGMSlDSifG3QGQ^fDW@NEWwh
zKS`jf!`a*K0w`&XxMKijT$Bfy>;w6ySm$qnLmmFd{;d;y=HFC{eL4G|dGn+a*}%RY
zIQ;tQ*{Lais{+1gIWaN8@BE5|(^vZLM11tuuV3G~Hy5~>s%x;6b4U_jwrf<_5D#)p
zr!5#S34t+}U8hNT9Y481FdsNAUn_E%(e>oY*=LtcaM=yypa7h3_lQ0lzGcrUg@iy9
z=NmIQ9=UV&-(rp;+fXQLdY`5nrrXo2C1d48J-(l`Xnmc{ICf-{mMcSVAgA9Slkj32
z<InBIAvq@Zh$s5r(u2=1kORHO-_qk5qb7}&SWN;&)Boru1)F%h`PDAc_!cVkb{XVL
z_AxS~`1y-b8C8u3Uk3l4z7TrY(HUgKrizCvnta`*5f|baGo`?JMNkl%CVx*<q3%TH
zhyX-*dHQ_ywbx#4m6SJ{T3uc3p9J`+2K0fB(5qYmDpC<xl^PNtK)4Es;;mQ7(e7$J
z->Y9cU6EH*-1R4~zP^5^<B;O!AY7uY>XN}Fa&9TlQ8N=^wfQ_jFU=$*v{32~h41mr
zDWwgiH*qSCPsHCKfN-)wV~UY?2F_XCl#g14z)d-G7HOOI<6Il`Y)knQD*~ftiJwbz
z6jG=zlzDNIHtV0{1Teq`Tml3g*%drWD?XDhJis$*EXu^>-&<xrert7S5{Eg`A)Y0n
z4rG2fFSJ1_q61px6c{N3ulr6w8GDa$@Gi{BWd7;X8HskEtt<+~s)H|CL<^W!9VlF^
z7}`$u)RZ0JUk>i3uw5HGUDdChX{Gnm0^j_V;8O%C&766HiHg`?6GAZ#X;)O6prgu(
z3KG}w)p8o0Y^tiFl-M>$bSkDQOBG3+mE!g@=o|27-xoXd1CUh(MupzLh1Vwrhr1q&
zDK7iP^H`aig4?5yfpN*im<RT4kD&~$Oh{*dDC3XUsw*O~-K?}gzDOSNwSDk07PJ?8
zeY}en&n@wqXG!~+laD^0I&UhZ{_0Xl$ou=4bAndHAAjK}C>>Fe8Q4hK9S?kYz!@wG
zatO~n3-S_BC>fR*EMy{rr?Wk6rGDf-UJlfTf{46aCjV-V17>l0mj|oi;`(nJ$c9Tj
zqz^|uVtSSI_<0w^{>C^?GG3kz?DMWq%X9W+i?)Rr=>M2X9>Y=}Qwe#8@kDw?IvhT1
z_O1iis5BrIYxp=cd1G3dvYb4xdmZVGZn$}~6TcuWITn`{D9uQ(X|l^Yaoc|rI+$(T
zVw{?T9bUm6-1c=BMw_lwtd`__S~EMuNEH1Qy-bGv&{I_b`2@Yj`Tf;XoTNU+HY_9g
zVnsl-S*%$0a2Km3L2Z`PzE)L9aqEbnLrQl|TDpKw(6}~H0hE4OrC0XE)>3u@y5&^j
z%e>9;(DdLtW}5GVz(Ave+1Z`H|4?KRiTQUb1z2H+sT5D;^aa?Z?{q}$-ih;#t50n@
zGMK)G_-ZCapS?F)#Y7qScTxaeL?#8K$MOko*hIti0{@VYh4ig{l3!`=lV*e$6m4|J
z4kW3)2KqEyeg2DjYGW=4ii}ez%&~ZZ{@t$me@TDY+Z`Rj!!F6~_NQ_bGGlhhU>V5a
zL=Q_ygetCPSIWp69U{BArS=17z}S#g!Voy<ylikC3c-z4G_~J<phsIu=f3i3_fE$+
zrEBka*+lOpWqF0eMa`2!9)oNFtXXtwb{=p%1YaU%np`)o4tgb~S*2B1UsWQv(%%u6
z**6?$*FUU$-#(G>gbXw@>gOA=<*@dX8ePY!7@3a5g}o8GzT%H+dT&<MWH*wihX$wp
z!^wnKj|1B0n_z#1jovRGwh!BATpNcG`6&k}i&_!%HtTi+spgVQKzLd*_{Hv{;G=14
zYlq??Y5s9NYF5tuPvQL03HMexUH-|~ZvjdkdAt{<(IsG>xI9QQuGl5P?xlEolXG+f
zuO|Qma1^hBP&<}+ipS}OZ}gsXS(l%QYUfL`E3T$+$p1UbocdLHy)}C41O^J3rmFNZ
zxKC9fHezF){ZOeuBLF1XLA8@r)wv~IX=}B#F6IeScGUiv7}l$Z#`T&SjU5?$*NgSW
z5HCe`WGKk(4JZ^nUeSOg7SqFRKMIcGaz1A+R2+UWGEgQWl)@wvlyRx<i^`robrtw5
z7`}h~+vMADOA<^QF8Y&&bd;K!fr2@Aujpmnpuqy{2)dKkkp2v^r)@E~eVzXDE@X5k
z@qX(L;ybuiC_dtvgIQ}CjpA4Hv+~`)!xGl%J`yk;Oo!N57?S~;9S~zS$rE)L?mi6-
z_dgnF-s;AXJwH#*KsO>Cwy#t~tmeMNz=8R0WIh?E7l3N2bs)z|WlB*nu!t-k#W!yP
zy<*UnJVa}X{~0RzR&)(JNi93C2_EO}<c9U^t$(_!`k`f_W29U{55MyHpglv+K}$}~
zH`++vc%r^upLO&0iJ@U?<Hun7v6b}`svEYLzF*;>mmtq&O?z@KIKa?s{d$d*BTVua
zj@(FA*}J!FN(*0fr>B_%rTs0gNWCvXfq`r4NXmHw)?udyZ`fwo!Fz6aqKp2mgqM0s
zDb0n0-s3T6lzHQUMtlgmaD#Zf5Fss37fdY!f+dNU+h)Ba{#z%)8OCF&$87QGVOX!m
zGcT<c1CROumw}Xi3x>8c1Vd@3SmopOn@3_7*b5zQwYRKm6M9$cJ`zlw?iR3cFX0Yp
zN!~1>Sd&mNXC>${+pST*h_VfxM@W{1MxH#$Niu9emPv;f4By0YI)Gr>H&QcKO9o#D
zpFT(M;tj=ymC`zsUyjk;W}GctJA*YK{nEc)$G`Hkbffs0N9R4H#-50}jbCW&PbqN}
zeOwQ}vZm_e_zeFC9RT<8r%*|!)G+Ob@w7v88<3_#f@z+_1g{BSH2FyThvnnLt@Mkg
zI^i$;=%6Ag=_@W^_jj(Y>8r02uZXa=fEhGhME8=qePek*vwnh(j$C;th6@VY;;Ftg
z)+w>l-HH^MGn1$Q%NHwh>0Mp@M)jZtl2bE2d=&cSeeZPW7JjiD2h0nyY_klN&(*Q|
zto+-5{#zmOrInyUBF>)e3R!J4sz6vMzea^uPzn)1_zF0hOofUK<fsI0mt5}SBL}He
zFLf>-e)JS}&R{&kk61t97ZVNdo4`{fMSkP#%$UBE>zUuw)`3LTuVlJnzcH85(MT`v
zeO9#SziA#u<Jp+z$<GjS+<;ge5>u57XNX;yy@|Q^eFgk53}0XKeO<7GL!!m!Cn-|{
zxJ-R~de*NGQAye2vWCL0WMUHaFGx{zgCs_&_YDmVEo>y}gIr_|ETc(QBW$4z-Hh$B
z)1qUUts?xQ<#Fj|sy{7+Z>_K~uyC52q1|1XJKMDR^}8IqG_|v5DSVqrSZVL(LL=PE
zZP`FQI9X^|F$v{j8^TQUuMR1gPECMfJlUY^Qe$nL(g?@H3b<&=q&^#B_KYUFN2aB#
z(m~i;Le~SJJm6L5=nfpv{(RSGe1OIKHvQx2=5=F_)sHjsv1+9xN^_odBJMJ3>CpV_
z*wRsI0I<k5Aan2QFzaw&sBJ)p#I_Mg=EWa)r|)Jx4=y7|Mh@bYY%^8)Sfyum+kfbU
z>=bJa5e=aQU*t5enKX5A&!<jKn3m0D&S`zVyZ+j*(w}veD#98f)x&005JsAJe!LLv
z)a|}+<txMMOEhAYUwlcTHkvr$1!;U~YNB22JR&zT+%rW_Ja=ItY`@M4H;>h2J0AY9
zp_`aC($(Wd@{TaYpDW0x8f1Q^i)b4MJ2aLHRmc3UsE}}>M@B{K1lJ}syIE<yu2T_K
zPn9bV^Hw|a0|_#X`z@0{mWOI#?R{cy6aPAc4@Q{7-@h!0tA2jd<*eK!zKoiU;#rJ+
z0Q-piQE!bjKe_gIubBru6W<&#JcYfv=-jV@Jf4%fbq6l`&dhxC4#~Wvd|pTU-iE}Z
zvF~T6yqjvfhU<G)Z?zl|h&bnNWp&;q!>U=tqD@A={6lgitMs}$p6Oq;utkWq>s{M3
zk^ZA>mma0&M=_VE=+><rzia)#3DI|}3Dxy*<8x)X`wi31<qpk^E2b7#>n~pOk3JB8
zc&1tdj$$9iG|d`oH_$xtm%GSK9bmDXg%rB%@gcF~gp(CC4HS6l1XQ?HVOFW;bE9{^
z%yFKnIXHP~s&}G`X-fGU{)IJt`nBZL@b41p@UMd0{<xUR@2HKfgB2&3-*<U@0-dSe
zphDV0f+OUo6R7v0`VQePmWzEQTn5<mc}HC13?iDDD9k_GuCtDkmIG~NP%gN$QA&eX
z->uxwCRzLxBb!#n!Xr!G>PR@JcZ%xw#ogJ{km(S7hDCrQDn>}4?jv~Y1>P&KT)S;$
z5UD2-uarw)t~V62Gb5;4jmv$<Kgw*89#gwcBrMSwE@Udtw2P-sfAc<SpaT-h&Sk?(
z_YaM^{F>Q&>$Rk2_KV%oHLuLVOg^Vy^pk8q`nWwNz`PSKxrH$*m|9>BqaLHf5U&XD
z9Wc`5=}O|#zdR*#*r-z@;T5P}bmY|Q>@_@Ix7$)Duc6;S^LI^Rc)X=b-OHKWzLXNn
zvH<>_Y;xAs9~5}?b~`4=pJUNzm}%p|vny9oopWkIbP6{XJ~lBuW|}mK>HlC-0V%2G
zzlBaI@uVLQ^`WlqZ7O2zlBsYNx7ui^Xm3yNOwzM}d$fyG&?A`n&Aj^N)TQP8?$$Nx
z!M&ypU%h$l->B72bb*F(mTuA^%XMa7_NaDzL#%4s=*H-?cB;SjsVCK!?{D<7NV3bU
zDsYH$&a~R;s{BQ**Z<hjsANI5IJctJ*91L7H^jv8-#i(2>+2tJ<(jjjV8J&e<=d*3
z#Bo;j%By}p-kMZ0syd$by_MzpSIM(2Aj-T)QjIU1f72k@ZW4EZ+ul$i(}j{`YNuSh
zL;G!wUoQi7f2M5}D4AWi?*ka0)L<QYdaa@q=cA8V?NHA3$0#Qr`gFKOub$QUQ%(tw
z#R&Qtby_!_C5Lb?MPW+}ex2M*(>LCF3r3FO39b7ZDeQ`%mE`_FU=Xl2PupR@`>2H2
zs+f31uOkK#VdK3?`m9@b?if_Ac<~wonL?V$OjR$svp<s~)G}U=MOF`ohbv4bCNz>f
z=KR}EbNI$Im}>4g7uS-P8!y|CV|(%Z)TGV#CcE;d+ds3YS%UgNXXw*Mk_wv6+1396
z7{>XB;~eLynTN)>gc93J6oXIJj5eiJ`vp!}Z~Zzc5YDme+VNo7Hy5=3QNJ^BT|jyK
z2Wv=AgsmK(qwV3jYfE!_sYj}09WEZe<f}JRb@mECsshHegV2#dw-<l@>#4V6v-fvM
z+`&bJe_<M#;IkFdb*%Gh60UmJ)yP%_&r+Y<ZKvXb)D(U3PZZxx757G9UW_>Z+v(a%
zc`o(l&o+qP<^3h(H9bQU5;HSY*QT#{d}w>m!ASW7aa)A$ZwNQlv%Q@#Ie1KGVjx%J
zVrFyGzVr>vxl1SIf>BTrx|;azruFQs^0(3W!;VApfF$%R8jO<DJu;V$)ingqJpD-b
z^6M_JHc(2w|FtYmhauKOII$Yaj;+_nu?#K@Z0iOPowj^umS-OCcLal5&3ANLf8g?v
z@=&YnFv!^1*_yvZ2S7`Wn7g*9Li$3TmlIPP&3eM$3MBYM2aj!d;_m#Rf7<9vznGZF
zrsj&z)jiFPdg%?}QQu+%E`7VVU;BsW0*xvEV{#)0X5D4K9Zlj66Tdmr(x%@3*3~BZ
zdu#BFQlHWDGo!!0yivLCrHwt=rFq89Jm>Uy4WI!lO<kLt{mTwb<YNhG2@Ji@Y1@kZ
z7xB$oT%G9DfaamlUMxi)r25U7>btfm&pqpL`Nger;yXOH-26N;4!J2P6v-c}Dw}m5
z(_^@lDrC!_wh?}RbK|iZsnO)gxe3K*Q(xA3MSs2dLN1a;%wkF0wX2nJ?mfFRdakqT
zj;n>1{MOtbs}gTsa(}KsacH=ie#xiEeaFW{NvNDCw-GTSQ+;>S!LR5bKKi$H6A>5|
z=MVFEPJMfJG<YkEh@zj;ESpI)e5<7uV_{kOzPc9)mcf#<Nq01ER#m4qX{A|KQZuvl
z&-Cb}Q_=fEp_*ux{g%z4Aj2YeR@owdyglON4?)3@%9Iz8YtziN%k}e`Sgb4xCf<WT
z+&&O*7=CDTW~JK>N3D^{Qz4m_kJbCX7UN$17MC&v3Qw?Vxm8Z7`XbJYBR;FGPGt2=
z{rVMmy?W|W8Ey`mYEIHu>HF_vVMg(2x7EcQbA+OsSvGj<V9OD)^xowf<!z(Kl<hmS
z<?Rj5(kw$lOippz1z{CIIbJu<?=fgm-7bo|R{1x^-3Gk!-0YGwV+C^=fY`&Ncut|e
z(tYIBuHN4?5g}tX+9&hfGB&?LIz%HaYI%s4u;B&+w+x*(3im!-4|~vCB;h!zIWjYP
zB|hz9!S9pjb$a2uS)F5dXOnz!j-B3z6!*S!V@(qqsa#JE)sBZ+Sax4$ZFmp!WB!ib
zV4-YE!huljn8NM9uCubVWFu3ip+wm+l1HVC$EisC%#)uxpU)^yeb`DZkB(Rp_2Y!x
z|9mv3p2wW~q&8w+j&I)Vgr%NOmZJ1TQDXLw4P~sMiMGV$Ov^O9xaIy{EJ$8-sWQhn
zC=JieG87_Je{EfSCayzSJuuFnMT1A(ys1uGYBDBaqeN{&)Q`se<`LgGyDvvJ-%GXN
zwSN?;k=Unk{z{&|YrYI6u#%pjb?rUF-R{2R*M#>`Hfp=t*PKk)!5DhxZTary>7D;H
zrr5k#9wa1YZ6)UNXW72WopRufWSHya=A7)+c__MkA4Rh>*gap*X;VS~W9Zsa%l@C0
zR-FgjtoxDPy*OZ8IIgLp70JS*EHk=VT02+#8N0%=Dj;1dYr@5>M6=q+JXoqZGcH_i
z2p!aSmp@PEcgDwj&t<PI-CErBeJd3!+qu!jkHsuPfRyfjQ$>i8SUhZ>+Htn>@-(l9
z^hnV19SwQIXP?!4W?PT-8`DhU(Mc0MmxNC12IE{-p1z|Q#~&2f#g|J>Suz6Se|J7~
zk$Un-251h2eGOXqEhZ2m63g0~ixh!(6ol)aj}$HP!{+YX?E8DQ`A%1WGHiQVGo;}$
z`ncw2OS4dIl69kILTUyAdKzIzrR~iVs`O?JOIVs?N@Svz5faZ$$0%Ui|F&N4b*tyP
z&r7Vo`L>WbBNutuqFIlIh~XXP^I)k>B_{D64=PTL->`iqXoW(TEIQofZK-J8REIl(
zrQ)d96t$F{v6l!W*ef6;Z5I2cO7{LrCcLhL*P1WCTY0VRw1O+I^UuvwijN}8RvQpS
z1iS)<o=R(pf*>M(Hq=-rElqFDkWlU~tBh6Bq_u57Eql2?R4lE!rv@8C3LncMhk;M-
z3M5zeV+X+7Ozg5(OY-kf=L4?M8T-*H7juta)EKduU|&O+E(?>(K*pBJ?T!k=P8<kH
z(b-9d$980nr<_Y%TDWt)xaGNLzR{3U-)$3I5ca`i&jl~WI~nE)x^?C>wXx2?NB%#Q
zjF_$h1H?lAX?2TJ7k6%Fh|a<}MFj=BHzXXWE{r)UV6v~T?%T*eN=KJl=aw&4O5kzZ
z7d!UYx@47uaz#v#nzZR1E-(@I8J#!=(kqBnAf3<SSSst`RoRRodGi~hk-UH{hNR1$
z1>APk%70va*RX`scj}nbjJ7leRF1CPDAE-jVfh{2Xb`ZJXHvt&^18Rj*GAr996QF$
zo$@Pxp2nX6gydh*ip*^=QgrM=^YmV%i1+m+Hz;#`Ckl<6FuX5}ky8jgw@3Tn)tCg{
z{htZyNa0&yUb!IX1J)+1*(D<*BkOSrP7DUMk^Ri!Pqcn~!i73(cV1<@`4(6pptDCd
zUilpn!iZ&mTM}RLe5uXp|90r`kiia}v^n7f-0vI6{k4jjMj%3o$)7LkU6=;|BdK_i
zXNI4+%bwAFZ(}1FEy}qJ>h3?;6#u%>s`hdrCBEsk)0u%&48FV@Nh$5l2QJc_OxjwV
z%0f<9y6!j(noMmEXP+&25cBH}jEJLu#X_Ej1ds=8LYq5$3EamD$>F=)P8|>WvbTK!
z!?(;Jx3>4f(?vsTMQzJN8TU6_>^<o>+qJEwD-BWP4FOZXGBxmZ0G-*LxvPtI<-V4?
z`)w<E*61R8ndq}2+PU<<TRq6;|J~|6ApW+wu$P{j^HhH3B?TzKzG(HSWJbVo%+$dm
zYh_-kNq36snUhm5lxb<!2p7m%=YfNblGZdT7G&n!SN)4aIT9{wyd5k(m%a1Z#s34;
z#r<(1Z|I{iSw^4`pxizg>2G`}6>{9x)>Z^enz-Wg#Vcl8Yx^w6B-LLTw1zg@-ig$R
z>!3$t?j*{gVuz*+jT(t}CwDgHxMp{L4)2`}hh2G1oyT0byJGJC7N5y1HeL{VM8yQW
z*Kpv85_Fi+-QA55n=p@*J`i6=R>?t`wmD8=jjL~}zIpS0ZjswV^a`q(lVG@xC@I|)
z4Yf5j8JQc7kQwZFsF4wudp1FZzh~+)WGW$;VySrW3Hh1<gM!%Cu+8Pu4%H}d^|uxj
z{Jk-WW>AdRSbz+tn~Av8<>xc+qh113iN54_b*iUhAmjZ}RyORsZpVf3pvn}ZXGzr1
zgH?L*zq2~JI_pVSzd_1Hd*I1Ix=|J0jqEGWzL;wor(6Hpd2p{u-OxjWot0xK8t!%$
z)yYB2Uawj}Ns0bnRGRH+PZWy9wn2~JVj;&vf4&^6mp>hc(BP1WaB}zqOun;(h*S5(
zs|qB$P2E~aHy^(ouaud1G2NnzPM!G9TISxxt#jDsd2eR=NX21lKbOI|VToUVj1Pk%
z<i1pB5fEN)=x3nOyZ$fCa=?7sEHL3)ixflM9l&f(gM#gnI4yu?C9Ln!ykXV4^MD>~
z72c<Lugc&Cwekhh1B24jJ*;w#Z%-iW>{b`eq8rZs^qP3;Z0EzUU55`F%QcR|Z`O43
z&lcXa9-51G@zbXknkVAA0^k2?%%6#v>#O@+LFbkbnQP@)!;-C%zK{>^{zq;QI9!N>
z9DpxYW*Uh;me{dG^Zn5YVw9?<WOEME_Q`dTJyHFjayGlqSoUig)bld*xQ0d=+@`e4
znOIj$AGR)KAM;qOIBVu;2JU=M<jW;LdRo;u6u#d<%9CJk$-T7BUHR)$sai_>re(Ni
zK8k8P{<9~j`X|6n**aiL_8TbM9uWk#7e=oCO2K4pN%hKIv{X^M`)pN$Cj_ZMS?l+`
ze)i94fj)KZOnMJ){2qaXLl0@eonFz}N8SV$$i)q$l+4bJ?b5dl4iyu=S`Z7EOZm)g
zSD++o<vD2Cg03f8JmaFzK@az^i%>Yksha|LzOC_p=_(x|^}A?IVozxj$nrZK4<#3t
z3I#mW2!Gy%r0<5<zzmn(gu*$U76*frf-xuT$UA?OGc^KKTsJi5nBb}+rg`}$SG%7^
z%}dfSY}d$U!jHY-3q}tskEN8$=pQf$pPTB~)8pCV)>T()33t}47<NheC^+IP)X!1)
z#H>oUFtXdVH-GB0x~w`}hkfqy;w$<snEr;z^W`!c7zZgJ;$ih7j(iC(0ghB;8tA0E
z9(37$WCvRu0N~B{GKIyc=IRafd!J_JbVMV!ch%(DU72fneg4StfsMBn|0~p3Bm6DY
z{>E>ru*NZjjh*YWwr=o`2d`TCAZbM5id2NQ@kLP5j(bKiIG-3kbgI=_-I!@^sNY~N
zSZF;tJpp1EEDq}h!2pRm^SC|nvHQc<2<+O%LgT^B@3Q-nSd0)_`?gqYL}~X|rpOCi
zlNMV50;fe~^0P=|<K&11d<*6`$^Z$G$rZ3jkz`@y{rM_?jk<pQ`gztgL<L>lb!?4L
zmC2z!>NHFer~VafX*~+Id!S2x;W8T8DP;O$??-s7jo>tZ!snUQ{wpvj!a78*?D%m{
zeffdNkvXX>JW%%4zi8JMvC;<6w&8gai8694*d(7F2Or}?ghFUh%U9k{9??hu&3Z6%
z&8O}`;F_TZIs5-w0|-nAtrPiR*RDs;&5jj_I}WxL((!ZZ;pT3JJHRj6h^bu}P(ag2
z)Z@JbxIGT!aC4F<wmHXx+pE?Ku|*%U@B5i(S{{n}Y3S>oKxq2=GqAK$DOQDkSdx2V
zyP~^2opH?Pu~4uRWbVPC;u$|s&dt=~pNb>_Yq$K}?9f;XxIlbY!KdDCgV@K9UngP@
zDg%BD^E%09q&$NXhn<{W@tQYll6$|#si)<XaGN^aSvwE^j{xYE@vXS56#6|aikgUS
zVC~#kK}e?Y?HZ|BM=x;b{0C!PkLtb{5>#_{&u_-k7j)|{80TPXm5SFiXlnTS_<lG|
z4tM^@QI8o^bQ}bDRo|m1UFk7f&u_j~fyp)~{Y}=KU0|sB2y_)a;jXZ0nG-`ZC(6I|
zT|z1|MOK99DHyMuAHD|TRQ73GHx^)-*f&d%olXs0oE1xMjc4GXJEWc&H@>D`y5Wg)
zT+P8D*+#&XRNDRu2z00Ct}T4>1je*>*d7}CaX8MzWIF~oJ7o4u^%-%RSD&9-qy=lb
z<yYWi&G(x)pUgv{LJ@3?7}v?Uws{E_R!xgX6(Ik?+6lJJ&ZE<O5b(B6j?``uE+h1}
zj@i+$+|QR7pUFRnXy-SnnAfIbVdhM7B5x!RHYFog)!Qu$ayvH0vWQu5cC$Ozx?pl;
znu^47D{&#QuAoUDmR$iBqmn*3#t8ds;AZQ3Qw715G3Z9_=XHoYfP7;(sT97o*mK!n
z%H|e_SJV`MNnDHSk`uyjJyR#afzvzu!adJ9Wv{ZKJg@Tyz5U$#eDZFwlg$BMPH3U)
zE%0)Jg4s!=&|v4Zt;VT6dp#Px-tUO>Z3e_r{f#PU?l^DkcbvU(x8Rob*$aL$y2+wv
zf0qQ$|F%6Q;2w#UVhpsw=|Yn~T6v0hF+J8M!Yi6kI1h<$qe;6>lBHwzfmb^F|MDNd
zl17yP7oG>8Ps$xQGzGc~QzI;7Ens<dKZDv>TSeTyAdo$4UY9^I{EVN~552@nW*V{S
z0*`R3<I(E7+!D3#%b%3;Ecsu0HBb)wd3v?y0cIK*N~gfm!VU%I7r(Ds%36YaWlLOv
z8Z@ly+Q0+CutL)4#AeI_K`UWf`lbp7&lk6zy1#;%*5Wp%hrr5=Xrp88RleIM5T=d|
z@3w2wJrimL`SYLu4F;sY^N7p}FgL=;QUWg+Cg1rN?Bg-e;Y2*Dw%d!#MNa5Bq?9O4
zepfhoD^er=Jq;q>AR2Ap?@E;K*7a!Nq}N{oVcaRCgV2Z)2{8#uWa(B3<P$LxGoYR)
zyJlH%d%zoNR{{|(alK%f4U<eeY~q+*lW%t%e`mwDgiv8%VmJg)(E2^Ln{CXUW+1YP
z|7IA}cT=99{jc5=8?E`qobAP%Doq2ozm#0f-z2*NFIY!ajPllDYCX2vY^H0QouYHC
zY{r@i=VDvDm7aX8Zv8wx!ISmNk?}=E=LWBWLqUSvnHoVE)g7!xk}dfu)!6HiB@sD6
zPIHNun1bH_%UPQjBg~k;NtfU|+0oev{8P>Dd93{+(CtwY9l_Bo0tXUOp&N@7|Cg!D
zy)mGXfL(xC`pCDj;J=+09EWrNGFbhv?J8cZ2zNI@4oNX;Lp2T)%gORCqf->0oY&OG
zPjqWjMJAbrN%r0y_$`i`B=xRVo)EY1t1F~qzQMwGk)qGydGrF<tc|N5&-^%L2f~Nr
z-(B?JKaOPCNK~TNs4P!7Bn3T*Nd|>)HD1l#?2@3;e*zW9c4?9Cf8#l=#c0RPW*+xP
zGdI8TTEk$kTFl}Vu+Tm!2z_Cce3^k(2CQk~Z=m!Ux}rX>Xsq3q(qm(@pcJuMS`<LG
z{WQfJiaYN4j`XBJ8}R=nSHY_YW-D2^ircgo71BY9%4!o77QWN9aCh|ojpC%8cSr)X
zL8Y$G;d$VzhO`f-++E$SiMrA}0v@<XEvQpDZD#+=-(7=B83N)wh}lJt4_m#i)Y}W<
zXK?7_(z8quM_?=tQXRaC!MNV<@a(!eK&H9bZGwUO8z}6bu+ze!#UnD5C0YsgX7J$q
zz<d$qkj#TT1P|Ql|A%FyjQ#g_AsV_0_PW|QbzvOTr$?AZr402W<$^!i_sz4DWFmbz
zp{fIq2v`BE&EC&r1u`7hQ6NbM%QY$rK?+vjB@jPXxS!HJ&=d0lZ1<<SoBm%@vzdbo
zhb5RxVBtRTZ!<&579erBSfz8LV7`Uj)_IbL1yLE6QP_9jGstU)|0evQzr1XPLEmI(
zAa)ZYv?D{Lrr&Hcg9pVmDip+NL~4PGSC)UWX#!-FPp;BQ-q#LPP1c*@+i3qXR1;sW
zqVo5HK;qh#h#{<emiSi4+;|0hy2XkhI-p2Ze~*PUw9m9C61)ZN*?DrT&34hP;6(7P
z;{FmF7+IT0$`(cW%ZpR2qZZIxFWka0Zz@Q_2A9(9pn6u9tod<oU;8=Cr=2cR%P6Ne
zr`b~pIoQiELjqw~!#$?vGU3qCHo{X3eBzw#)!6GR_-eL8@oqT@r#YjNRSc$BkX1th
zD4ioLw9k^mXQsf{SlEc3=Kreg%cG(G|9_=aMy17464i%nrHvFHOO`?nS;m&F-BKu|
z#xfEWiV7{t&WxGCWZ#LBv=D=lC3_kBHujmh&sX2y@7{mzx%ZrV&YizL=Tzfk=KXrU
zp3lejbb{wj`i{1?c;U3CXQo)p{`LP5Ml5nys;354MzTB^nUcO4lPYOM8yCFl^0tsj
zmEz(Tu~8rRF<=D9#5XuzWtOeew+S{LbcBVYb0D*5hY$X@HYrG``d`2hEFfg=j4sH-
zP{+4Z!|zVg;4w+x(Zk?x4Xe2i>c%#-00I>MS%p#YG$fOQU*T%*eX%1x5T?s#3^jV%
zt4vGkG1z?n>VZYoghDbv1N&9tNa|<xqoCgwxZ!%-F|b8r#ba(CX3<8#J2lk`U8QPp
zmHv0C$bYU<k}UWELy!#<ZCW{V=1lH*SLt~m{_R)|;NZ4%N(y`Zcuki4kLII%#!%t&
z;d-<J>FOA`p7NoFb%5~wIy|7H8dW|c<jsX9V&COu5DjdZ=Bm%Nec&^O>azdO7T!h^
zn!P$`!Lxn0SY+N8ENGD=T<;JN-x+S2WVDNVcd}{}8;mQ2kA`d>S`HMZto7C9L?=0o
zn6%w4X(29JnbOh#BN9r1Eyw^EZBL=edgUu$gyvbg(FqCeF#M*ziA7Ct5%V_3<=xTx
z;~zMjWp|Xm)WtuZ^<(xJ!aDVi-YG$D!3NW}P-)s^68y9$gM*{cki2>GhgLrpF1y9J
zDji>4k9;ao|7k__8sUK-4<dmM^=Fi^hO@A|(627agRq(&gVzH+RrkR#4yK)UxJRnz
z?%II57@02tK2(w(ON}zhfljO*2`bcnzq+*Fg49m#bG}v;CF@B2C{w`m{Hy^rAsr6~
zRUc$1CL0c*TU=BT8IdpCCs`50GLZh_W8nl``)!lX5Og_?2M}fdtTML%tq{!sKS7Y$
zSXj>OF&oPoZ%|yF^0(Exy9hG`0@`-90$jc8LK>Lvy^W7wAhj5yCbmmN_6v-y2huL;
zspv`aJhcKX*_Pw(y0^k;x>6BNI5p)o3!QwpTdc|qu-N=ntJg*^%=HGz{4BbeQVL1O
zx07g#h0dBWUU<8c0AIZWHG;JgsWWCyH*S(Y^dmdqh}zC883D<|{L<O~o!KIhxezgM
zYC%XELd?AxXuzoXCj@CloIj2ql>YXn&ZFZZ)*vW5r&HpQw~cpLys@kai#}C*9&$!P
z*d_8Q=u2_JVNpwV@nQ@dbG^_du09-wzG<8Y*qTA8>%-_JW;w^&Ox_4HGuN3)mQUUb
z!3|<2<?1|A<}A8Qf)FLZv?Zzna$W-ADixCEXbnQ`e|HDjqHR_g1%UWj+X2-9ZMSXV
zo76@RA*(ic+n3CF^exCt=7s<Iu6TOQqMbt20E>OK3%=S5t3?P$$EP<q6u5Vf2c^Yj
zenJ03P`YoH$AJiBXH$Yfd7=g+H><GRz%ZL@l@^u-w+KxaTMJ>Emw<OMFMce*)0eaq
zN`aY$r)WN8^uZ7^u?XM-R;Es?4Mv+~Skml4M0!*u?gkt`#YafsNmZ1OoHU4BMym_K
zntMP~vl}8-oS^_jLg2&+ih4p`dpD3bZU}a>^QhvxJ@D*wNv-)m6A+Sz)RGrozkV%3
zRceK($~MI^Ft2upC9~5yg!465?cVWUziVLXLbTy-d4TI|-_L-&J9y(2AtQCruUdfI
zun^n(K+J+c!F|QaFrUZAOFYYd3?UEpuvC&!Yv7-b(y2RKY2~Ak#-HOvZ@39EGvU~Z
z0yq=xAe6TwR#<W3jrCZ;VL~BSpnP0v!^q<P1@DEB`tB`_9^z^E^6OnLNchAqoqKk=
z$w@p-`#%gruh|K!vOC$xBW*#m9}5z}nwUjOg`BNw7G<IkZgAnY{vvSwRg{tQH|t`0
z23nIYdTeoG1eGob32oNku6QaO9G(KRiI?c9F&Md9q5HEuY%Ve=tWgJJQ77jwfTW-P
zyKi_Zm3-U$-#yQuVUaxucs`&b#IBh8Ae=A#TE7CKb{L-JUBMIqEw$ybyVI8~Z<rnO
zGwt4o!wKuHvJAlpV^}X$VIk3KuH}R@mfHc+qr_?XcF=bU`h;3yUK#y6rR(!|ir|sf
zSrF2Jcm6|kBiH3CK~Hn;k(4HPB^Qk>dcPv^YUCV>V~Y_;#(BB(>x|y0xGNR{lkxYq
zm#ijjPhL9!0!zU~E;ueNhHekX%mU;oa#yn#FDvKRq@<zAt^C^LE+?|zI_D!;@I+n(
ztlN!&HnWgdR`P;|7nnn{b#l|2%}VkX1SF+FO6Ws&<050jJ2G?*_imswT>fmY$s#a#
zu5XTBGfI>zz)L~zsx<B^EN4z{u9{Ab!LTd6w37Q-o9tD3?yTnNQJ4M_HYsN)v@hlp
zx>@*)!8yd+0fkOw1Y%v1I>7CtJc_~BoahbSHVTfVJn-GtLQ;`4<f*%8&nhB~Z?Wdp
zyT?wfEBiFEtIX~F)LNeRzJ}4ly=EISA2DFihWkt4`q%n;<Q&o);2_MmurJP{r~`a_
z06R0_n*a8wQ|0dmr3IVBFMfnCZbGpNn!vb68lNE9c0lp(AMy-J=XXl{=M&{Ic=%tR
zEsu!~xTMf4Fx_Bk(XV2tOZ`88{rL`Hy#Br(i2(xq_ocfLaLK=~<OlzoH$YKD=%v+c
z{^*z8>Sy_|$afhI>vb^BqP;}O0y+lp4(dy#Te4s-E&2ZH@CRu7F8~u(h^}cD`4hMH
zi=DWYdI0<hm(QbQ557k}5O^|fH49d{^B~%QI`9+R1$_};QQLsOV{m19pbm9X53jpI
z2o$Pb@lW{C70?iW1F|nS{3Om~1EJHHdw5U9W{o|H5P~6tG~YkLg@f_WG)~Y!w9NTa
zryfY-7r@3}*an^9&K$dwpWteIJ*i13t8fEkM<fRwyI|u-zTD+*?kJSh0vOaqmTZu5
zBzT+AJ1XqO<uiSx5w~H(E>)$==OJzvt?1e^11YO*;RtEP>hZwvAXhE(Q7NI}8hn?5
zptn9f&V>y(B(zq5Vots&AgY*`eW|vc;XoJ*dX4C^tv}&Lwwp{13qp5tTn{>qik)}h
zUygxrb`t+cwg+NU5cU&%J!P1G3b0m*Tm+nOx<PO6+EI{+GO;TlS-T_WO1J<CK#xIQ
zdEWG)4zTnbP*+#Kd>%PEd!Mc1sY?cFKP-z0)P^PZ25Adkw*^0@TiV~PLFLc2?OjqA
z{1ZU(|2(CQ4EzS)q!(Rtmh29Z&-=H)G5YQwl<68bizdDsAh3q4auB8CSuW_#Sy;U}
zWqM}jwOCz+{(7`rSQr~n*me62_0}|9s0?%nj9pQK$ZA%so*aH@<1#N#@{>yCHk`S}
zo~wW3ErHXa+LxESxy68%_Z>fM%aU{lY^H+B6P7<|AZ&dQs(q+C0rvG;TUb~mjbVN^
z{~3lf5&kvCpv=Nr4pX*Tu~v?QVPh{$n#jlf6Ux9f6hRKws&;T;AYZPV*f;P;OmO1%
z&#Fzrvs>a}UKMO#i(<QlFCfn&s9`1S1-GP40wlJM(*>it&&tMDB6g=5)V(o~aeHtX
zthAT*!}7{o?k;I*$5bIwhP@dexdD!1`oxQX%8O&}7xQ4Cu1ClwTG3wH3vsX30Qih*
zau*|!C&6A&kf-n1^(EBnT|vtoKTN<dRgxSCN`(&g_f>{Lll+Iz#GG}ZWKP$6K(G*a
z)w)>FRqt<gS^*g8RH%D5#CE*vr9+5pXFgF}WT2b)Zqu)wngL}9gB%ykbpUPjm21~J
zP^dFXS9%i`z2V99OVBXFqgVbt0muu7As?JfC?&bk%LMz6p5K~KmqQYMWlb~IPl>&Y
zA0RVarF3l?AJxL-HeqGzA^5R!E*m($i5J}E>-DyA;uSGd((A`b{>oBMPtP$FsPxyl
z=ir1%*Lc-5h(e8Avx+~_Z}MuDEyCgM>K60gEaB(Z@^II%%5mo=sZubH+kO@t-O#)3
z;`6Kbho9t{dgE3LpO#Tc#*nSdlC=3sArT6CRrmm$q~-VvgQ5v<<PCcc#4QX7zB6iy
z1X=kA@L5nNzW9T+CLmWP{!TS}ssbdqqj2w^9U{5H;dL|2SmGgnL9x3x87_}$=Z0Zd
z0DR8N-_SS%S1UUMs4jcK9coEG&f)w5^l+2l#umZ%hkb5Zw{?ka>Kz$CP%1Z()J?B^
zQ7wzLwB+%IS+&$Sm5QUjcxQZ%cxQMb!(y545>8PZYfO2#+))HKD}vnY8gy}E&ZSG2
zR`J|65>R(e5-)c*6DAW|M%=^d8}edvBdEhu>Gn_8iF*X9tzBKS$4~ogQ(f57cJhhb
z*l^Knuv2fm1TYK{SMa2D-YfYxn5w0<*k}-;EsZPfg2y|As3m{rF2vQ2f~(_p%x=}Y
zkMkeA$N1m>5E9oI{UUk%v@jME4@UKCD&2mb`V9)WBQ6e1AKQdi<YyWQuWAy4HfFIg
z1<%dbM}9Ub%9NMnGseXI)erSoQsi+{u-ZkmNb6M6!n4y7J3Ni=RUWi5aB9Cgd06Td
zad6~MCp1c(Uuddwm`(b^P0sjaUUw{48nOtU0~_oM7*(OW!~BI)lii+tScnX|MF`JZ
zh$0dcR@Q}mP}BY>MM!I?H?mQRJ8kAOYv8-zXaqUFSf97VWjtIq-)o^z`8<?p=~5DI
zv^IRWJk7X|75a>$PgUL1T1|3*%^$2#IXRpR<+)sEvkum?k#t$5%ggMU%o7xCApijB
z#yz*mFQ4+BCO9Q}WT#UK9c>QrK1;zFwRr06F|6vTGp_WEbt9eICqk&4Ei}RDOQ%&l
z=*5Q(<rCv0mv)kc-S6KgIidg`frMA_n|P#CoadG%wb_vKoSg1?WS0Yb!u4Jp`pzhJ
zr3IxHt8wK98-3o>`JY<6r;|pPE}P*_g~H~pbpf!g+hG)pX8en>Mv6i1t0!VzMm}D<
z7UR}SH2Q>z`zV6@ZrVKdVTXoaQ7Hl_!`bDt-1vVqhKkL->jX7ddN`m}#7792O20`U
znk_9)lXba}CROlNvGm(6QSS|wDW;hNq0i|`M;a>*X7wq*AXFOqX2{9EZ*8{QMF5|`
z?8V5;?6QLZZ7+6zC5IIh^?UEHr0I?Rec*QL#l1_<F-W-MlAqe6k^s>RFVFM}e-elE
zr>sh&{bBH(VCBqP?imf|8L!BA#tx^&M0lAN!3om6-YFaRca5QXobJe7`3P>*JS@_9
z34($V-Ezm<t@C>7mxN@aTaZ=Z*JCFR;pWPd*{_}siPuqMqqUIAOi|@H)qL+6K7qY4
zP4_b7K3oT*d@i((^j)>hW#$Uc$&Vd`|1G<FU<cprc6S?=7fc3^UxOu|09eSzv(GxL
z^WSi;>h)Qr;Owtl3m3U_vy(6I4zXY#<+jBYvy5F1%5<%JZS^*}yXT-exXPqY!86-x
zPhfkil%ICbV-YRZ6+@6p31#nrxRq`$N9F4BF2vs&{mL_KfUaZWx7mo`y-g)>kKCk>
zE7?UxsZ1=8c8rY*(tdv*$%kEO>|54jMl$zdPKcxKHgDJ#k{6rc&^&QQ3a`Q3c+Vof
z{b#iHfetF=)a7fZczC3J4RlYM^Chi2vjTbmwq5@7$_o`@pQxP`0Qk6x{es}1E?2CO
z2BonqA;=TwMCpF1X>Q3E9l;c@H2fuKLRc14b}=6vn-!N`)BNz*VD_2<&M8-6;{!a&
zQL6~v7J0rf?wj1`wr*q9$s`oHDqma2BV;U`w&a^4sCv7V_sYjdTLy3Y;TrG7zBvf`
zboNGOYv!AgT*HxP3nv$XU!}=8xp<K@Hrbfkh-${QQ8whI|59xvu8uc~|9bQ$!{F_v
zg4kb!nm@vqt~$vJl=TaGR<i~$#Hgcj$0=eTx#}2~JljlOIprJ81{Nm%XAIAL_rZmx
z;b=m-a!Tj=XOaWl_cqSdaXlA(p9v4b=j#(=Olg~;t$(zTsG)-~X5lS_DH^+22Um9E
zH&W+c2Tk`lzl5-=6Te?QU2YoDG^Nd7KG)Pu1J3e2-%-kjxphZXU!OadwJ*DUVo6Pe
z%ydGUz*0Xb(BnmB_UZ|`gmCZC{lnK9N8A9QvH+*%{5@fw#5))kYyRrB30LoL4EcJ1
z3k8_v)EQy_-Bdv(mV{+(xBj_7nmh?drY*NDZ(;lYFr+^cgyzs$)xd&oj_o&Td8Dz2
z@jQNMwlf@PfLlm*CCWoK)OC-KDRMP5%VSCznQb&y8&mR`#63#-a?k2|Ui|eH+}YSu
z$xNAEVj(%m_+EIB8B1o0o+lkwG$L3|oFL!QkJ)2moti<z;XWZ+eB4YS<h<&XWsIRo
zrP{Nh#nexg!!s#Sw#roVHrx+ni2{1WE5?lSO?#!$)j%QLS-uM{VK>;}{0?0BC35lj
zjm~1`RbP&W@Kn)UajS;gtR--Pq1xfDvKjP;hubG8#})L$JrHy|e!EKY?9iHCL<RmT
z_bt`3S@nVwZ|mKHyV)^gK-+~KY?eO*sbnrmGzD=SUp~iv*vd?TKwY)_7xNW0CKM9;
zhD4q*0Ygvf7*eMa>qk~}ajXD5m()KMxN3E$udV;_#7Z?vbi~JIf+qV3-0zbQ9Ul3^
zhk6&EyWQ^xy{??NEj@z^y|%2EZ+TrazaOLtbdsngy2Beuo05lplD7un)SX>=fXBIr
zw74-Zp<nH?+pOlr+l-8Ww@94Jc)Ot!O|HgNQ)lIUd}f$H320rOM%{{gIwCa<=>p#K
zDckOpS706(s}?gxN@OWl*KfLSt_YhL-*7Uu<lEH~kfFaYC;HdpAs-!KfhGS&nF~u@
zINXCzl%Ce^$_-Pe-H!_gj_k!NviwHq`s(u-TXwCz{}TC+L)9aVbLVgoL4F5BOw8W}
zRtrf{tMw(TZ9Ts$yAc$6S`O>Q1OxHqMc64kD%-O$9+T1kI6{DO%zSf-hgG-3A-{I$
z-%IUGyu=kox|{VOyvh7x=BL?jM;nUd2sS6p2+ORcCZQjYxAwLC+Bso~Cu6G;y(R`{
zPd?CCXkE6!mNFhvF)R7Q!w`cpQeTX+i#h;Q(B`x{4Hrh#EWJq;Tos|oxl;-u2Rg)B
zrh1OZUb(Oe!nK&jCADO-&m&3rF4T~1S*@-ydKFGmIHTf+pCc{;9<<tWeulv^Bu92B
zmFJkY=tJ4-eB<8OycK&`wqcS#+aQ5s3mi`te=bK~G_~RssNYT}{gR@HH}V%%F6o$^
zuEwnyief{PR{FV?QI}3s6CNc2k7I5&U`W4q#ggfRZMh2q2!Yvoe&V)^ILGMI2gRZ#
z%Masl3HBrmPFRtNr4G@}LJ}~?gf<Utq-qF*lu6UrM9z7O0QOl6sUAKS*Cd*&=E%I!
zg<FT>Hp>>N0_3yWee}aFSD{zS356a)Vxnd4G$)%RyoCIZ01&KoO20CS1|@x{AW!1J
z?7Xe;m!%)Fwk@X6s&t;PuA<16({NmwxPyz_)*;&i3+j|~(~_bY87!H;9FpubTuGrc
zoAOTGpX9%JT83VQy)MwS^Sb{q`O7xx8BNYY%9##<2gZhj;Z!M;)ty1ux!Jl~9(5$%
z)iE!JgTrod28i1#V2mp^Zf8BTp`9#O^m?8t{}g7@;ve%vW|HN^pf^gxsp__ZQaEkq
zK!q%y1C?X^QmA5S`3SRnurb;Mx7{UzwoRM8$)zNNa$$BxUZ{2ND!%Su-8V+9?DD2O
z&7mlfaz|adBCAA{C1#d5?0zguBLJV9&bZ*ADI5J(gFgU9O*_3b{0?&R*-D4@Klof)
zKelLX_EN|8f0eOZL7xm~7%!<(@?qQ$FRg9@Uta8@h<hx59Nh9L)I9n_bIRGd<Sm)@
z6E-a-4Jb9^gOTRiKr3S9Ka^I6uM95JwWN^KI<#US5SA|EUKDc8Yeiw9!Xo^#(7(n_
zz9D^_R@prHu&ey(6vNs(7G>dpQ|TYa>txzXsn!YOVuRHhaaT?i89!m?#cEd>`v~t7
z%8;6Jm+=eYoO8j16U4&pFHu~Yys-Y$_V2!EB|WxRv9`9pcSH3qW?s(USs}rznr56P
zRI)(LM2qcwE?V2W+ju39X#T`aruA5uT{h1t&uy99i!DzV(mx2$66^Xueqoykxl=*2
zzv<k!xjA+}nHwwTatRJ2+b(B5q8u_b`-ZWwq8M6H?bmWSBUanS?`$@XF%Ga<)mkZD
zwA96<d-+eM8jmS|&;6I&XH$C#_sY3)Wa8eZ6wCphM>0!K^(9>vsIQdDtz%9>n#yhA
z?=DIb<NuC+gtdVyTsR&A9g3GN6%vr7R%H<08J`di7Kz~Cl>70&g4ZR?2D>^@Pj%JA
zeS4^O(v-h)>GT4#TVDD=QJ-iJ;R#caN(r1jZHn6i4+|*6!c_N|51JPZllz<uqlihe
zk4&Xs@b1sV^znsgB6#9&q{7l5jI;9QaY@}WPb}%8xSB-F4wm>MU7cY-5{kn`4*nor
zk#$hrMCCt`tdp=?LC7?n!rWr4&NBZT?ZxUmw>kMr?)^yRUJC;K=9yK7&I`-B%*)!s
z5tL7+ZCPuXgIM*Cc?Z3MW<fboYA@AmVbdftu9{@3pC-tw<gH6j`D#cHZ3+L<{q^k0
zM5Ac1U4K;b=b_25VzJ5cw^{QWvI0z9*X`oo|FDmp$uFwGY_n>wRK~lf&o|>W$zM#>
zUuewAFWeKj2=ao9O<8k6jbZD0HM%zX{OE}JB9pm4mDt2FHf?b*G&3;FbrF0XPVo;S
zxvZscEvS03l|{fA%SnX>&(y0m;8qRgXJ8aUH0&+*r^_uv9z@tmNq{8~{bwxWQk|7B
z--Lc`5vkE+shRPF4mD0ZCaye4A!fxE?Ck8cqsy#(@B3$qB88bDYu-AMNi0_f;_Npc
z-#Eo%f0)RnI{-v?b$en%>7-@Kxu#I8wWa~1PmnL<&02n*DSgTHE;cuhFD2?s90ibT
zM;r0WyoaRMD2BDQWy(%+{{mAzS1jcpjnsu%lkHD;1JL`M5)bHa>3dRzd`Gjqij7!V
zMjk#wtav!;3hpGiF<#<e=hg-u!_zIRhF_;WcVP!G*O-`D=6!RY%(Gxw?>ur@|Ji&B
z=6<q8u=!vVzR!t#m#5Ca>}meyI<<+iZ9~3kh9-PYC=>AWjqvjlWe}0z#y^!T+e3dS
zh);k(8=l=ir%X0%4U^vo8ZogWU0QUW>hA`>gz-`2m~SYzl;L4~uT_rpcI&g{wa?>-
zdn9gt+@g5rIoi);_%4XuY~E*QUL?htSQqG#Cl*C9Vpm0JJZ$j|>EZYW)a-Iq>dKal
z4Y&pLMyc~-q*#FFy~>HjXBWhb`mW#fM*o*SZzF$#67EouK^n2-ff|`!cgX}`KiC(-
zQ)9HPS;<k8wXw0e$irVJOs!QYe>%aU17bYLL^xw=4S<OPA|7Zp#306)<vn&cSjq=>
z-O(~qITlY%T+X8#37lvR7AWyan>N_UP|ml+dQ6l~XfTX1JUr(hyY12LxVAA&=CQOW
zwCpP6?Piz!(xB$+Ie9G)UF<br-Cg0{mlnTGB}K8!Qkds_oXdFnW~};Yewg?O2lJS;
z=sBwySe4TT{^KzK_b^H|I9$sUm0v|)`}siR0CFClo)awZY1)fH(%_f;AWNwQYMPfx
zlw*>L&{IDpX(NGWN^YIU-(hQC_bsW!Jg^Yne|%SD%Qz2@WB%X7bjU$6aZ#Fp#dYXa
z_vHTw=c1H+^xEwLr|<7;voazK(ChyJ9sa++-RAk<uwfmfM4(zZTuwl_GOR-vt3ede
z$<bQ0hIj>(CRG5)$C0jvoGV{D+1G!S{Y++pVA6}W4fbiGAMrF1Xp|dhT0{$!KrAPX
z(#8>{d?0@4gf)=FD7gm#>*?zC3se1>Km*PJs(5<raGwEaGRA)B2(s|o4G=1sgNWbq
zUtjy+$NJ2p4UXaa*!5n3*#aZOPS@DPBlUMF=GM;uDvu(z2F@T5r>qQsMO#6~Lp@)Z
z6$jhQZ!S7lP^8VrCc$1Hba!Wn0wj)Y_*nocjr0E57E?!Enq}3Xu?M-C%L~YeL4jpx
zcL+o`xWkN`2TL9PxfnS(vp8A;ynUo6<VER?2K2wy<}0@kB0oPxivcVXe=O?`k@5kV
zB|g(80Bs+i&%Ia^b_M?yG#@3)b)P@4|Cwc2pfAyZGHvINtG*aM&dVcPDwOam28e(n
z6=07LwL1#FfLq-8hdWUU89JCZR2O|AJarUM$-+BH<YTJLPC&;-0YQ|VnrB|Nx)(vQ
zMgCL!uXT0V2+~DPmU(V8EPQaNtblw#`iuS67Xi(8^976Z4VW}v#K+tJu3Z6P$XHQ-
zL@rdU29W2yIMVHq+%$r=X}4Aq2uNX9CSlY`wk^(4`;}pn|0Sx{9l&Vc(Hx@@0VKQi
zdFuz_r%?c;AGfi2wQ`anMksJiBH0^}=#V;@=X?p)7!`vjp&kq5R{iZ5ez2RM@8&xM
z`#C|=J&XTrptq{$!oyv^gGewz0|BXi6~5X+U$<FtW-%V6a~)6rl3qGqqOdoTnrO0z
zfg;DAEw6rFgGd(bd|<U3N0NB7w9|W7a4xidk|}y89}qjRu}XE=Tmd2`5!tkiVB!N@
zZXWU!6+MNI3Co+WpM7W=m}W>0>Q)FBJ&5uvN*qxzct}N-whNyF<yWJUW?Y`IaJ7?5
zlzhOEqer`rg&e{-pnxSv;NmYXmoHfPp2RjwSusDH8YbI#L&+`^<R0T(j=f<H=;@zM
zK<-n)vOTsI!RN}5mpp34${o^}&CPS`YX72ruNw&CA&C)C$z}uX9pYyfc@x^cQaKH1
zb92Bz^@;D?6>>mRfW_0au=wPFPdywnJco5u1w;^&CF@TwTempj>vyWS*$$Y?tNWA;
z9fLk`L-{FlkZ2z`a3HhoF!SaLy=S&v*6nQ7tZyQNQX$hha*m$s<q-Q^UMz}W_y=%n
zZF_~-5(*>rlL@Rs@JZ+$QYI4HDIAaogv30UEB({~Qlt6pdRS7+aa?c8;n2BEihtfg
zmZ~EEn3*!Y)zhTY)AFgrnaWZ=!fAG81OC8J#r^p>w?Bk9*KQ|C=aQ7U@&Nl?W<no_
zSt1bu-J&4qA+|ZU#}9dvE`^L+&QDZI5+KH@f5hi>tpeW!#*tn7AekcNEvag><nU6g
z!{qd?E0X@R&j5ruFpmGSO6yxAgi`Wst~}<}IfSBih>gn{5E^#Ty%exr2OyJ5#~}2C
zw?p#oz?Q<XP?`Ak%l=TWydAiRj4vPneN%z>980pP^t`v7lE{rWu-7>WR)uF4cHRK}
z;Q+$wX|U<x-UMW3%_D_e1t9M0+z3EJtgW!0Y^o%1-;bdOV*3hcI7{|cP5^{G1!W9Y
zu({wI0JQKgE-t=6_>I2AE)D>Kb1^j_5a}Byfn2=;Laju7JAemSG&M8p8iP5w_K5oU
z(>*%8%O$c1<Z}nUs{#rU-<&a!y?(Xgo{!xDalY39Rp>)k_q}xzLlxtdH-NMCyY}|x
z19!mEL&iI}oyZ+i!LaxJj^do&&$ncrXUsz_h4hsfor-Iqd947kV+#Yy`_tM+*EuM!
z)4)(28EwdRrtj;9rD?xiAswT~*VNS1512WJ&m*<~Z~MW?*t7yx&xV83`L|kdmWxnK
z`aU&5rdXk5^%OS)3_moQl$R#pp&p+#8t;@sb~6&og!>)PfJtxsk2941o@ETjkIz}M
za_ZC03SeuFd%T^jlrTOqDAWxVV#nMvh=%%>CkWgT$bENCI?RFp6j=1%<OAt{o;?-#
z*`eNo19l}!lO=SG?~sPtaQ8SI>&rbSCh2$bQPk!*Hvybg&mw7m&TKl~!!ys73|QDR
z+K&S5$468}gl7TvFQs)sX{i~%#Phx$*ms`Ie~=p3=qUvh5d)#N?@-)*m;EZN^#_@d
z^_=%W;fRb6bW6q$xpJbgn%uhKJrBkEs`qvkKs;>)qy?`r5<6Hrn)7}v!FT+G1IS=k
zpF9mJ!qqQ<Um<>;WP&7^1&L{&{1dc^Jrkv1MC-bN){M`ys_w6Q$bPK`M!-+=a3d{z
zxd^T%??_LW<YI=vxx(-%lss|k@@t9tvYC3%`INvz;vx6j-8t+mHmFp;YH1~%t24e3
z$GzR&09O`f(O&)Zi4!L-tbVN{sNQVn>L9;){U-VQ2|9@1(W%~|ZUi+2(ljB6D2V6?
z*UCYmi{t2mVkL7&P8?M9L-Ea>W8NK5frHB|B>W~%`n-XO_ou(z$%`l97xSd~s>gqF
z*ou~@eQqGL`?%#M?^E6>+AgGa@9Z)vY@By`4ENrR?8vl3g*_F{a7&a5-k@{y1@Ajc
z0`kS#b1%n!C#R=fa#VJual4m8JFRM2@wm9+c8xla(pwH_#6W~|?vKMH#|0%w`kc4o
zBpz9qLXVWs8+gDP{IR`Pj&u40c}s$jwZ4MbFUga59koS|JR!6@N9`n%#u<9~;vNmn
zaTgm1U&J*~4sKSE-0@kP3cq4dxLD<%duQ4Qu+4@O)(rka&Cd0kwtH1m#wZu%467y$
zAoqORdd=!ahIdmZFwEKxbpG;+c^Cj^V`|`0;H~-!pS<C$I(Qd7yHmD}<V-$Xr-wVg
zsB@UTg7|KJGa>o(>5uLp($12<0q?e_#Sk=2lPo}Kx*~a>J67Rb(e~T<-bzCGue=Fw
zeu)Ha#gJ8ise69z|CXTH&3CW_f-COq8MygZLSrYaifLbIF<1(~m3I2ge6M+6oP0=U
zevA04HFQ^7hxv74RY;dIulyuM3RbX4+=;71ZjmX<@OQ3n%2SyIpAV86i#pLDn_DoH
zKX|ag2Uw#8=tV?Ki_;iHc_Hrvyhad8b9O7$rXc1zpfcYW(h<eB+J*;+gnZY7v2Kz2
z0+6>h?ZSkA@7`+bUJU9ro1CbOXL!uw>8?7L_HW-btW54!VZUuR<|AvLi6jMz^PEG$
z#5}v}$tqz&wgF|boQ}mx+WvSrBqKn>jqFL0FdQbOXefbZi<}1c4Yd9{=a!oZgFpZZ
z%+j`Gt|^2R%+d-Sv;f@6jJtzXZmKEDx`dg7vQj#NPS@GU!)~2L?;EHRYHBIJbZmr;
zkuUIwdI4cD8%}1h-Hw|ePspl#i9bg^7@dHhc53+uLIL@ASoM(RJ9mMs@M?(sME;|y
zqQX$DSh(o(COLit0_Zyc!`wP_CUqI&$VbKyHCZ0?3zQ}AZ?w$lF9$#z+WNcV<rW{*
zBMK@3uFE1dz+-n6B-5TWwZ>zaPw#*-`n)w$xdI;A4j^=Q4N3ndO$}!U&0F4luxZzD
z77bMYg<-LTvSA%?$~YoPQ)d8+7G^c6OvSY|>rhjhm-Uw&=Ba$^nh6HW=IrNCF`jEL
zo0mr_Z9+s;9DbO5PeXs{L<?lGo|eqdY2xKyiu=*Ge%M#|8+Sp}*5l-B$<s6yRuO%q
zj!+qZ9~+v-ItYSYwwr6@&*b5`f}|%}Z)a5G6q!f<aJG>>l60Nr-Xn%S18h54KkvdL
zVC#_>6~Jfeva-tv0_i>+dpf5wXYo(}bdTT$q2xt!_6$_5(dq{vy?w#tv~*e<wg)dE
z5}wf>>7r;S;xcJ#E=zuo6*?l^GElNRWDR0ceY097e{yZ-A(+^|JpIoSbe;lh_E#b3
z(}xXWjo|B+k5Uh1^z^U%(d5d_9(UPSe&wr(Xc%+r7$dCuNapS#($iV!%suy9y}2>-
z{vzQQ$V;++FodRMwG`U^?J!o@_abi!e<<WC3;?&5&A*qjm(3dpRsNKH-AinGh2?hf
z154HoY7_r5(pO+(hTwI}Nf0w1VwBlcSxTk%Rt5;pb~1|wNL;F1xn|pb{d>`$$PBB=
z`BglIC^SCsI0F<S@58XbaCI@q^2Oq#S(n+c6(9#z2mHuPC%W)wMw7m5cyd~lZ<9^=
z0r5;J;fTuW<T9gKAu*?KPzD2bNBaWj*wtXxN+I<me5e#-)K@1%YtY1AP7YU;pSiS5
zJyu=5Z>7q-C}!h_#xMtr{A{}kE8IeTMw7w8^@riJ?o&I0oV`^DZ9SwvCoi-h7SdkR
zrY^InR&K1pL<CbgD`r^}Px!|9k)uQt=FYp+)b`DVbFT?lJRdF&Iu#+#<n2TH`tc8y
z#`z_0UM|nVq4J^0;5_BpqPXk{f?G=!<R;eeoqLv;$cAd^rO@w8c%-d^3q%Xq^(sy&
zZwk4Dar(fQ&J*~&Uls$;65T5nZqnkY)E-Q{2NJ3u&(;L(6>kUoOxC(}tE!-5Fm>vH
z<h_1kj?-|&3r)+Kr}8JwvrRn2&Sx}*PCypsj#tl9p6Z)Ldj$o6PUz(#hb?Rz`<wXZ
z+O?J)u>q-1_2}7O<c}Vu+d+0_$!D6}yZxasN_-1}kA5=nO;)}av+2F(7_C+Q3*^^^
zcS(p>FG&6Yt=jF#6h<8PCWv9X_7WoQ&iv-94tFvUe$371fHJIzX#*<@UQqvLM4s`}
z<RldK%&Kd$_g57vP~j2p3`z9q@_s2`24kg28|j}@k7aKq3_}Qt>#?nsl8A!#&46d(
zl;0P-o45!LIUhPK?`Pfp+^(sKZ9MO@&=R%X^>X?skH52WqWF)5N)0hx&Jp!(%Y{p0
zPD@V`xC1VIA44xJi=gn+AGi57bL8WKV$M=7KQd=MuY^_eqNb^p6CnP+9kX%RIaNaq
z(}-LyTDvVpV)x;ojYTpwP+068y`hwL`a%>@%-N<HW*yN2?pfzC5L8?s<?|W)nzytE
z^KT0ix2*cJ6sC~%4%~>rokkbzZVLSn8hxE|uAfYb$IO~x0>t@(+PSft@^foV9QNZb
z$ep_jGv4hb&uCVDGNUBkm~Z=1vC!}60_}S4jK=ime?oY3(UAH@UT!41A*dm4&bdnN
zRqq@*$dWG+Kr^{H<?|lg5NfkLe@NCeG{YrY<It7(;H=YLPm^jHu9TubHhV6>qUBM@
zZN62j#L8{|>1Dv3h~WCb;=Z+4u3K#a_e7vYc9Ws)5<Lr-P_I63+YL>AC&m(Le%$%H
z8DIpsC!CtMf`5kyYX1a6NC`x&6;B{Dde`&}hsH;{t>V%1{yp27j|P2WoeC@%>PCX2
z7grgESK)%(P}<%FF|E}caZXD`1=Rkh37Jp~-D--URVz&}=(hrmO*XX)Ic%Qjh^l8<
z;OO%q=e@@fFcEnk1nGrMZD7&zf0o?R8f3XZ*Jx@u1fW7Uv^D*%FikDT&c)2#O$B+p
z=y(9jFWB?vm6ydd5{Xp$$CeuD9CP>pmUeSkc>o!pOFJYW{Q&-&?Z}A<2F;--zY#|0
zchoNCU3$ZDn7a#?I$>8?k6KUQ>Q06WBWnx=cJ}zfb`D{yRbx;}y&_YDN1?DTyzdvX
zT{Q;hi+|K1^8s<0(SVkhEoXrcvT(S&-lCMgeU^=nb7rY>UG)@HL{iy(gv=q+NgwBH
zd0&#}iV4!E*naH?K{!b{kHdC!<hzRI1f>%4OJPyddrKRb^DjH5!D8+_W6i~ZZQVd^
zi?@*wwz4RZ>G7wVB=goIs6(cmq)O}r#c2iHun#-YE$UI&GNnCF^Ct;o!q1P@8&khI
zYeK;E&&+hIPRbj-%-eqmU7cQZYz2xnuT4NB+5{KQ0B=KF7E4T_{y<@8pBw4VTIe+p
zA||yyZjC~j$xy%M%?%Ypx-;;APeRtH#^}7lX3V_5>f$J!WSlhV{HyFPnyf<D5^=%9
zx*A)1%{+bx`!TyK3E90-Z$UN}Qehlv@}sXNe6>s;it{@7Txjo*#)mN(uHJ>O&;{=0
z;Lr7>YyG3CsX1!E1q8x;;FV%gPtf}t!eNW6qk7Jui4A@~D|o+Z3}JGIpGjNdZiP0G
z`Se#;dqmD4qx;5$0cgGzroAiS`J7Pl!)$U6I*1v>#2&tMs%HdoaqgB#%Q)IVJ_D;%
z{6OA{DfYLnCWXR!;qE6vktydU;ae2ksSzr1rjTFdRLG?&a2Y3Q7xHgP4--fjh;_~4
z_e=OBCa(WN$`88Wml*W`0OSPx;fjMk$!DGgzQTv>^7TYUL_7(i41|2uU?z$QDBb|G
zb(9j;fO?AjFm$Q^EQq2r14(iY!_uk3S<PmobmnDbOD=svBrxY({4!#`H47~?ojK@j
zb|HwQjfS1fW5g?re0=PZo^!rxrehlOY67GoC&d&im1F14nho7zwbN*#*Of9jrX}uJ
zxn?0n)>Y8vTK9~&BxXpQ<a3sf9CwG!$>YmP%BLeuo{pa}b8V)6>E5}|v{~1VeI-v4
z4H^utfmv)G<rPt$d7>D+(FdAlZJiC1Vqdw+N5y^+eM?FGT_5`(l@Y$g!@O^Rt^F5N
zf;xD6=h%4SZs!b_rVMsEBg}%|tXl$`J4-X)?&k6~;3`YPwBfM2&#)Ph>B8C97l8Ci
zY`7iA3-C9bhlvuW%U?7z&YCslVa}h7b)&TO&n_`8G4tDC6jpH?n|Ca!^w>zu7o4?e
zt!SD_Nif;?NnjYl>j9~WG^`XY)uubJ@O1N&W81Lv^ochC0oXArOp>3+T2{`}`t6vj
z(_&V$-ZG2no<*?CM5X0yWQr@xs%hfZNzhM4xgMeYv8dfzZo%?RW(M*tA9ikc2dJS-
z{#k4RrFMOQ`jB#(y|vyhUnQ0iO{Y;qmh!V$?1!tS&|8gkXKL&w3L}^3NV$hE`aK%k
zL}r9Wc&i!>bM;In4jiB)cCSWmh@WY)_rl(@0gK$8_5%P-#qrd0dmb8Tn=I&>$>h5P
ztN?`a;_JA{WRIY`P@d3enh^hRQi|~RyyTaaFVEdIxjzEkSqDov%xlK!AS|i)37Q2>
z(cK$&sWy-FCJG4|%K0@PHmUv47w`v}ff<et>?EjJH34e_k0e9tEf2p@%T~(pIlc(7
z^@O>f*X#x5_NBM$Dg>Y<nMSHiDa&W5Y{qo-Q`=LZ2`g}F+*??3UMW3UuPRdeIk;F(
z4IX}81+uy>SEOMnq#LPyztPb`k%>O&U!V2Ii0T)A_xEeXr@Ib0YGqf^(P}ueySRWY
z|E|)y{1>`j<HeiSlCSjrlv#K+*5u4Fv_26*(3yd0O#Rpw#HjDnwrS_+{J5LSaD(_%
z@7zeyFwK9+t3MhGFmZFa1=`+*))<Z=WimLf0=sssgLtb>PZINC><f~dKMdmXbG~_7
z<B8i(DG03%ysQhs&OFb9@uShVtrv7H%JJT!E9MZ@29U=EC<VUR>W;}LS3RH{Nj6}+
zG_NC<ksm&rb4U9qel7aOw4|GS*rYnN8-WYu5?c+oOb-{ERmx#cwoDY;zo{{~60L~V
zwnGNP-&gVjh}Hf3`d|FP|D**th(STG!1VtmDgU2;`u~fAaBQ3=Y~B|3a<bDZ5&duj
MJtN&LZO5Sh0Z6il`2YX_

literal 0
HcmV?d00001

diff --git a/docs/source/images/eos_cost_curve.svg b/docs/source/images/eos_cost_curve.svg
new file mode 100644
index 000000000..75ad57d2c
--- /dev/null
+++ b/docs/source/images/eos_cost_curve.svg
@@ -0,0 +1,702 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="567.9pt" height="351.590859pt" viewBox="0 0 567.9 351.590859" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:date>2026-07-08T13:23:55.421448</dc:date>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.11.0, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 351.590859
+L 567.9 351.590859
+L 567.9 0
+L 0 0
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 84.902344 307.318516
+L 560.7 307.318516
+L 560.7 25.558281
+L 84.902344 25.558281
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 189.124687 307.318516
+L 325.066875 307.318516
+L 325.066875 25.558281
+L 189.124687 25.558281
+z
+" clip-path="url(#p97761c9a1f)" style="fill: #fde8e8"/>
+   </g>
+   <g id="line2d_1">
+    <path d="M 98.496563 302.822342
+L 98.496563 302.822342
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_2">
+    <path d="M 189.124687 302.822342
+L 189.124687 212.898863
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_3">
+    <path d="M 98.496563 302.822342
+L 98.496563 302.822342
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_4">
+    <path d="M 98.496563 212.898863
+L 189.124687 212.898863
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_5">
+    <path d="M 189.124687 302.822342
+L 189.124687 212.898863
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_6">
+    <path d="M 325.066875 302.822342
+L 325.066875 122.975384
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_7">
+    <path d="M 98.496563 212.898863
+L 189.124687 212.898863
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_8">
+    <path d="M 98.496563 122.975384
+L 325.066875 122.975384
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_9">
+    <path d="M 325.066875 302.822342
+L 325.066875 122.975384
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_10">
+    <path d="M 506.323125 302.822342
+L 506.323125 63.026398
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_11">
+    <path d="M 98.496563 122.975384
+L 325.066875 122.975384
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_12">
+    <path d="M 98.496563 63.026398
+L 506.323125 63.026398
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_13">
+      <defs>
+       <path id="m282f4a73d8" d="M 0 0
+L 0 3.5
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m282f4a73d8" x="98.496563" y="307.318516" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <!-- $\underline{Q}_{n=0} = 0$ -->
+      <g style="fill: #333333" transform="translate(79.626563 320.776523)">
+       <text>
+        <tspan x="0" y="-0.6875" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">Q</tspan>
+        <tspan x="6.771777" y="3.36" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="11.702026" y="3.36" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="17.84668" y="3.36" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">0</tspan>
+        <tspan x="23.520679" y="-0.6875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="32.298755" y="-0.6875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">0</tspan>
+       </text>
+       <rect x="0" y="1.53125" width="6.69043" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#m282f4a73d8" x="189.124687" y="307.318516" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- $\bar{Q}_{n=0} = \underline{Q}_{n=1}$ -->
+      <g style="fill: #333333" transform="translate(162.009687 322.308516)">
+       <text>
+        <tspan x="6.016357" y="-1.671875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">̄</tspan>
+        <tspan x="23.520679" y="-0.015625" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="0" y="-0.015625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">Q</tspan>
+        <tspan x="32.298755" y="-0.015625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">Q</tspan>
+        <tspan x="6.771777" y="1.375625" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="39.070532" y="4.031875" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="11.702026" y="1.375625" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="17.84668" y="1.375625" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">0</tspan>
+        <tspan x="44.000781" y="4.031875" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="50.145435" y="4.031875" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">1</tspan>
+       </text>
+       <rect x="32.298755" y="2.203125" width="6.69043" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#m282f4a73d8" x="325.066875" y="307.318516" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- $\bar{Q}_{n=1} = \underline{Q}_{n=2}$ -->
+      <g style="fill: #333333" transform="translate(297.951875 322.308516)">
+       <text>
+        <tspan x="6.016357" y="-1.671875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">̄</tspan>
+        <tspan x="23.520679" y="-0.015625" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="0" y="-0.015625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">Q</tspan>
+        <tspan x="32.298755" y="-0.015625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">Q</tspan>
+        <tspan x="6.771777" y="1.375625" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="39.070532" y="4.031875" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="11.702026" y="1.375625" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="17.84668" y="1.375625" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">1</tspan>
+        <tspan x="44.000781" y="4.031875" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="50.145435" y="4.031875" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">2</tspan>
+       </text>
+       <rect x="32.298755" y="2.203125" width="6.69043" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#m282f4a73d8" x="506.323125" y="307.318516" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- $\bar{Q}_{n=2}$ -->
+      <g style="fill: #333333" transform="translate(495.358125 322.308516)">
+       <text>
+        <tspan x="6.016357" y="-1.671875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">̄</tspan>
+        <tspan x="0" y="-0.015625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">Q</tspan>
+        <tspan x="6.771777" y="1.375625" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="11.702026" y="1.375625" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="17.84668" y="1.375625" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">2</tspan>
+       </text>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_17">
+      <g>
+       <use xlink:href="#m282f4a73d8" x="257.095781" y="307.318516" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- $\mathbf{Q}_p$ -->
+      <g style="fill: #333333" transform="translate(251.400781 320.776523)">
+       <text>
+        <tspan x="0" y="-0.6875" style="font-weight: 700; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">Q</tspan>
+        <tspan x="7.307178" y="0.587496" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">p</tspan>
+       </text>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- Quantity  $Q$  (capacity or activity) -->
+     <g transform="translate(239.151172 341.988516)">
+      <text>
+       <tspan x="0" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">Q</tspan>
+       <tspan x="7.871094" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">u</tspan>
+       <tspan x="14.208984" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">a</tspan>
+       <tspan x="20.336914" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">n</tspan>
+       <tspan x="26.674805" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="30.595703" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="33.374023" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="37.294922" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">y</tspan>
+       <tspan x="43.212891" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="46.391602" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="57.441406" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="60.620117" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="63.798828" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">(</tspan>
+       <tspan x="67.700195" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="73.198242" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">a</tspan>
+       <tspan x="79.326172" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">p</tspan>
+       <tspan x="85.673828" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">a</tspan>
+       <tspan x="91.801758" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="97.299805" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="100.078125" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="103.999023" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">y</tspan>
+       <tspan x="109.916992" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="113.095703" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">o</tspan>
+       <tspan x="119.213867" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">r</tspan>
+       <tspan x="123.325195" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="126.503906" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">a</tspan>
+       <tspan x="132.631836" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="138.129883" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="142.050781" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="144.829102" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">v</tspan>
+       <tspan x="150.74707" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="153.525391" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="157.446289" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">y</tspan>
+       <tspan x="163.364258" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">)</tspan>
+       <tspan x="49.570312" y="-0.40625" style="font-style: oblique; font-size: 10px; font-family: 'DejaVu Sans'">Q</tspan>
+      </text>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_18">
+      <defs>
+       <path id="me2913cb3b1" d="M 0 0
+L -3.5 0
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#me2913cb3b1" x="84.902344" y="302.822342" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <!-- $\underline{C}_{n=0} = 0$ -->
+      <g style="fill: #333333" transform="translate(40.927344 306.051346)">
+       <text>
+        <tspan x="0" y="-0.6875" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">C</tspan>
+        <tspan x="6.016406" y="2.39125" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="10.946655" y="2.39125" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="17.091309" y="2.39125" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">0</tspan>
+        <tspan x="22.765308" y="-0.6875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="31.543384" y="-0.6875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">0</tspan>
+       </text>
+       <rect x="0" y="0.5625" width="5.935059" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_19">
+      <g>
+       <use xlink:href="#me2913cb3b1" x="84.902344" y="212.898863" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- $\bar{C}_{n=0} = \underline{C}_{n=1}$ -->
+      <g style="fill: #333333" transform="translate(25.202344 216.893863)">
+       <text>
+        <tspan x="5.827515" y="-1.671875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">̄</tspan>
+        <tspan x="22.765308" y="-0.015625" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="0" y="-0.015625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">C</tspan>
+        <tspan x="31.543384" y="-0.015625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">C</tspan>
+        <tspan x="6.016406" y="1.259371" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="37.55979" y="3.063125" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="10.946655" y="1.259371" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="17.091309" y="1.259371" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">0</tspan>
+        <tspan x="42.490039" y="3.063125" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="48.634692" y="3.063125" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">1</tspan>
+       </text>
+       <rect x="31.543384" y="1.234375" width="5.935059" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_20">
+      <g>
+       <use xlink:href="#me2913cb3b1" x="84.902344" y="122.975384" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- $\bar{C}_{n=1} = \underline{C}_{n=2}$ -->
+      <g style="fill: #333333" transform="translate(25.202344 126.970384)">
+       <text>
+        <tspan x="5.827515" y="-1.671875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">̄</tspan>
+        <tspan x="22.765308" y="-0.015625" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="0" y="-0.015625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">C</tspan>
+        <tspan x="31.543384" y="-0.015625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">C</tspan>
+        <tspan x="6.016406" y="1.259371" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="37.55979" y="3.063125" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="10.946655" y="1.259371" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="17.091309" y="1.259371" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">1</tspan>
+        <tspan x="42.490039" y="3.063125" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="48.634692" y="3.063125" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">2</tspan>
+       </text>
+       <rect x="31.543384" y="1.234375" width="5.935059" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_21">
+      <g>
+       <use xlink:href="#me2913cb3b1" x="84.902344" y="63.026398" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- $\bar{C}_{n=2}$ -->
+      <g style="fill: #333333" transform="translate(56.737344 67.021398)">
+       <text>
+        <tspan x="5.827515" y="-1.671875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">̄</tspan>
+        <tspan x="0" y="-0.015625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">C</tspan>
+        <tspan x="6.016406" y="1.259371" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">n</tspan>
+        <tspan x="10.946655" y="1.259371" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="17.091309" y="1.259371" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">2</tspan>
+       </text>
+      </g>
+     </g>
+    </g>
+    <g id="text_11">
+     <!-- Total cost  $C$ -->
+     <g transform="translate(14.8 196.788398) rotate(-90)">
+      <text>
+       <tspan x="0" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">T</tspan>
+       <tspan x="5.108398" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">o</tspan>
+       <tspan x="11.226562" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="15.147461" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">a</tspan>
+       <tspan x="21.275391" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">l</tspan>
+       <tspan x="24.053711" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="27.232422" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="32.730469" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">o</tspan>
+       <tspan x="38.848633" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">s</tspan>
+       <tspan x="44.058594" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="47.979492" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="51.158203" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="54.336914" y="-0.40625" style="font-style: oblique; font-size: 10px; font-family: 'DejaVu Sans'">C</tspan>
+      </text>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_22">
+    <path d="M 257.095781 302.822342
+L 257.095781 167.937123
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 3.33,1.44; stroke-dashoffset: 0; stroke: #d44040; stroke-width: 0.9"/>
+   </g>
+   <g id="line2d_23">
+    <path d="M 98.496563 167.937123
+L 257.095781 167.937123
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke-dasharray: 3.33,1.44; stroke-dashoffset: 0; stroke: #d44040; stroke-width: 0.9"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 84.902344 307.318516
+L 84.902344 25.558281
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 84.902344 307.318516
+L 560.7 307.318516
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_24">
+    <path d="M 98.496563 302.822342
+L 189.124687 212.898863
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke: #1f1f1f; stroke-width: 1.6; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_25">
+    <path d="M 189.124687 212.898863
+L 325.066875 122.975384
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke: #d44040; stroke-width: 2.2; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_26">
+    <path d="M 325.066875 122.975384
+L 506.323125 63.026398
+" clip-path="url(#p97761c9a1f)" style="fill: none; stroke: #1f1f1f; stroke-width: 1.6; stroke-linecap: round"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 284.284219 165.939311
+Q 284.284219 158.947001 284.284219 151.954691
+" style="fill: none; stroke: #555555; stroke-width: 0.9; stroke-linecap: round"/>
+   </g>
+   <g id="patch_7">
+    <path d="M 259.097079 167.937123
+Q 270.689866 167.937123 282.282653 167.937123
+" style="fill: none; stroke: #555555; stroke-width: 0.9; stroke-linecap: round"/>
+   </g>
+   <g id="text_12">
+    <!-- $m_n = \frac{\Delta C}{\Delta Q}$  (slope) -->
+    <g style="fill: #555555" transform="translate(287.909344 160.729775)">
+     <text>
+      <tspan x="0" y="-0.571875" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">m</tspan>
+      <tspan x="8.280029" y="0.703121" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">n</tspan>
+      <tspan x="27.319116" y="-3.58125" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">C</tspan>
+      <tspan x="27.319116" y="2.51875" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">Q</tspan>
+      <tspan x="13.939502" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">=</tspan>
+      <tspan x="32.533667" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555"> </tspan>
+      <tspan x="35.235571" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555"> </tspan>
+      <tspan x="37.937476" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">(</tspan>
+      <tspan x="41.253638" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">s</tspan>
+      <tspan x="45.682104" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">l</tspan>
+      <tspan x="48.043677" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">o</tspan>
+      <tspan x="53.244116" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">p</tspan>
+      <tspan x="58.639624" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">e</tspan>
+      <tspan x="63.869116" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">)</tspan>
+      <tspan x="23.248828" y="-3.58125" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">Δ</tspan>
+      <tspan x="23.248828" y="2.51875" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">Δ</tspan>
+     </text>
+     <rect x="23.248828" y="-3.43125" width="8.753589" height="0.53125"/>
+    </g>
+   </g>
+   <g id="text_13">
+    <!-- $n=0$ -->
+    <g style="fill: #555555" transform="translate(132.560625 245.20742)">
+     <text>
+      <tspan x="0" y="-0.3125" style="font-style: oblique; font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">n</tspan>
+      <tspan x="7.45752" y="-0.3125" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">=</tspan>
+      <tspan x="16.751953" y="-0.3125" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">0</tspan>
+     </text>
+    </g>
+   </g>
+   <g id="text_14">
+    <!-- $n=1$ -->
+    <g style="fill: #d44040" transform="translate(245.845781 155.283941)">
+     <text>
+      <tspan x="0" y="-0.4375" style="font-style: oblique; font-size: 9px; font-family: 'DejaVu Sans'; fill: #d44040">n</tspan>
+      <tspan x="7.45752" y="-0.4375" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #d44040">=</tspan>
+      <tspan x="16.751953" y="-0.4375" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #d44040">1</tspan>
+     </text>
+    </g>
+   </g>
+   <g id="text_15">
+    <!-- $n=2$ -->
+    <g style="fill: #555555" transform="translate(404.445 80.347709)">
+     <text>
+      <tspan x="0" y="-0.3125" style="font-style: oblique; font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">n</tspan>
+      <tspan x="7.45752" y="-0.3125" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">=</tspan>
+      <tspan x="16.751953" y="-0.3125" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">2</tspan>
+     </text>
+    </g>
+   </g>
+   <g id="text_16">
+    <g id="patch_8">
+     <path d="M 224.184844 282.891472
+L 290.006719 282.891472
+Q 292.556719 282.891472 292.556719 280.341472
+L 292.556719 259.935495
+Q 292.556719 257.385495 290.006719 257.385495
+L 224.184844 257.385495
+Q 221.634844 257.385495 221.634844 259.935495
+L 221.634844 280.341472
+Q 221.634844 282.891472 224.184844 282.891472
+z
+" style="fill: #fde8e8; stroke: #d44040; stroke-width: 0.8; stroke-linejoin: miter"/>
+    </g>
+    <text style="font-size: 8.5px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; fill: #d44040" transform="translate(224.184844 267.244997)">active segment</text>
+    <!-- $b_{n=1} = 1$ -->
+    <g style="fill: #d44040" transform="translate(238.905781 277.44865)">
+     <text>
+      <tspan x="0" y="-0.546875" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #d44040">b</tspan>
+      <tspan x="5.395508" y="0.728121" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #d44040">n</tspan>
+      <tspan x="10.325757" y="0.728121" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #d44040">=</tspan>
+      <tspan x="16.47041" y="0.728121" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #d44040">1</tspan>
+      <tspan x="22.144409" y="-0.546875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #d44040">=</tspan>
+      <tspan x="30.922485" y="-0.546875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #d44040">1</tspan>
+     </text>
+    </g>
+   </g>
+   <g id="text_17">
+    <text style="font-size: 11px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="322.801172" y="15.558281" transform="rotate(-0 322.801172 15.558281)">EOS piecewise-linear cost curve</text>
+   </g>
+   <g id="line2d_27">
+    <defs>
+     <path id="m4ce23f3e31" d="M 0 2.5
+C 0.663008 2.5 1.29895 2.236584 1.767767 1.767767
+C 2.236584 1.29895 2.5 0.663008 2.5 0
+C 2.5 -0.663008 2.236584 -1.29895 1.767767 -1.767767
+C 1.29895 -2.236584 0.663008 -2.5 0 -2.5
+C -0.663008 -2.5 -1.29895 -2.236584 -1.767767 -1.767767
+C -2.236584 -1.29895 -2.5 -0.663008 -2.5 0
+C -2.5 0.663008 -2.236584 1.29895 -1.767767 1.767767
+C -1.29895 2.236584 -0.663008 2.5 0 2.5
+z
+" style="stroke: #1f1f1f"/>
+    </defs>
+    <g clip-path="url(#p97761c9a1f)">
+     <use xlink:href="#m4ce23f3e31" x="98.496563" y="302.822342" style="fill: #1f1f1f; stroke: #1f1f1f"/>
+    </g>
+   </g>
+   <g id="line2d_28">
+    <g clip-path="url(#p97761c9a1f)">
+     <use xlink:href="#m4ce23f3e31" x="189.124687" y="212.898863" style="fill: #1f1f1f; stroke: #1f1f1f"/>
+    </g>
+   </g>
+   <g id="line2d_29">
+    <defs>
+     <path id="m99e68fe95e" d="M 0 2.5
+C 0.663008 2.5 1.29895 2.236584 1.767767 1.767767
+C 2.236584 1.29895 2.5 0.663008 2.5 0
+C 2.5 -0.663008 2.236584 -1.29895 1.767767 -1.767767
+C 1.29895 -2.236584 0.663008 -2.5 0 -2.5
+C -0.663008 -2.5 -1.29895 -2.236584 -1.767767 -1.767767
+C -2.236584 -1.29895 -2.5 -0.663008 -2.5 0
+C -2.5 0.663008 -2.236584 1.29895 -1.767767 1.767767
+C -1.29895 2.236584 -0.663008 2.5 0 2.5
+z
+" style="stroke: #d44040"/>
+    </defs>
+    <g clip-path="url(#p97761c9a1f)">
+     <use xlink:href="#m99e68fe95e" x="189.124687" y="212.898863" style="fill: #d44040; stroke: #d44040"/>
+    </g>
+   </g>
+   <g id="line2d_30">
+    <g clip-path="url(#p97761c9a1f)">
+     <use xlink:href="#m99e68fe95e" x="325.066875" y="122.975384" style="fill: #d44040; stroke: #d44040"/>
+    </g>
+   </g>
+   <g id="line2d_31">
+    <g clip-path="url(#p97761c9a1f)">
+     <use xlink:href="#m4ce23f3e31" x="325.066875" y="122.975384" style="fill: #1f1f1f; stroke: #1f1f1f"/>
+    </g>
+   </g>
+   <g id="line2d_32">
+    <g clip-path="url(#p97761c9a1f)">
+     <use xlink:href="#m4ce23f3e31" x="506.323125" y="63.026398" style="fill: #1f1f1f; stroke: #1f1f1f"/>
+    </g>
+   </g>
+   <g id="line2d_33">
+    <defs>
+     <path id="m4da866310f" d="M -2.5 -0
+L 2.5 2.5
+L 2.5 -2.5
+z
+" style="stroke: #d44040; stroke-linejoin: miter"/>
+    </defs>
+    <g>
+     <use xlink:href="#m4da866310f" x="98.496563" y="167.937123" style="fill: #d44040; stroke: #d44040; stroke-linejoin: miter"/>
+    </g>
+   </g>
+   <g id="line2d_34">
+    <defs>
+     <path id="ma4cb4c4b62" d="M -0 2.5
+L 2.5 -2.5
+L -2.5 -2.5
+z
+" style="stroke: #d44040; stroke-linejoin: miter"/>
+    </defs>
+    <g>
+     <use xlink:href="#ma4cb4c4b62" x="257.095781" y="302.822342" style="fill: #d44040; stroke: #d44040; stroke-linejoin: miter"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_9">
+     <path d="M 90.502344 80.441406
+L 224.022344 80.441406
+Q 225.622344 80.441406 225.622344 78.841406
+L 225.622344 31.158281
+Q 225.622344 29.558281 224.022344 29.558281
+L 90.502344 29.558281
+Q 88.902344 29.558281 88.902344 31.158281
+L 88.902344 78.841406
+Q 88.902344 80.441406 90.502344 80.441406
+z
+" style="fill: #ffffff; opacity: 0.9; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="patch_10">
+     <path d="M 92.102344 38.838281
+L 108.102344 38.838281
+L 108.102344 33.238281
+L 92.102344 33.238281
+z
+" style="fill: #fde8e8; stroke: #d44040; stroke-width: 0.8; stroke-linejoin: miter"/>
+    </g>
+    <g id="text_18">
+     <!-- Active segment in period $p$ -->
+     <g transform="translate(114.502344 38.838281)">
+      <text>
+       <tspan x="0" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">A</tspan>
+       <tspan x="5.472656" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="9.871094" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="13.007812" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="15.230469" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">v</tspan>
+       <tspan x="19.964844" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="24.886719" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="27.429688" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">s</tspan>
+       <tspan x="31.597656" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="36.519531" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">g</tspan>
+       <tspan x="41.597656" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">m</tspan>
+       <tspan x="49.390625" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="54.3125" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">n</tspan>
+       <tspan x="59.382812" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="62.519531" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="65.0625" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="67.285156" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">n</tspan>
+       <tspan x="72.355469" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="74.898438" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">p</tspan>
+       <tspan x="79.976562" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="84.898438" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">r</tspan>
+       <tspan x="88.1875" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="90.410156" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">o</tspan>
+       <tspan x="95.304688" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">d</tspan>
+       <tspan x="100.382812" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="102.925781" y="-0.921875" style="font-style: oblique; font-size: 8px; font-family: 'DejaVu Sans'">p</tspan>
+      </text>
+     </g>
+    </g>
+    <g id="line2d_35">
+     <path d="M 92.102344 48.038906
+L 100.102344 48.038906
+L 108.102344 48.038906
+" style="fill: none; stroke: #d44040; stroke-width: 2.2; stroke-linecap: square"/>
+    </g>
+    <g id="text_19">
+     <text style="font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start" x="114.502344" y="50.838906" transform="rotate(-0 114.502344 50.838906)">Active segment cost line</text>
+    </g>
+    <g id="line2d_36">
+     <path d="M 92.102344 60.039531
+L 100.102344 60.039531
+L 108.102344 60.039531
+" style="fill: none; stroke: #1f1f1f; stroke-width: 1.6; stroke-linecap: square"/>
+    </g>
+    <g id="text_20">
+     <text style="font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start" x="114.502344" y="62.839531" transform="rotate(-0 114.502344 62.839531)">Inactive segment cost line</text>
+    </g>
+    <g id="line2d_37">
+     <path d="M 92.102344 72.041406
+L 100.102344 72.041406
+L 108.102344 72.041406
+" style="fill: none; stroke-dasharray: 4.44,1.92; stroke-dashoffset: 0; stroke: #d44040; stroke-width: 1.2"/>
+    </g>
+    <g id="text_21">
+     <!-- $\mathbf{Q}_p$ (current period) -->
+     <g transform="translate(114.502344 74.841406)">
+      <text>
+       <tspan x="0" y="-0.921875" style="font-weight: 700; font-size: 8px; font-family: 'DejaVu Sans'">Q</tspan>
+       <tspan x="6.877344" y="0.278121" style="font-style: oblique; font-size: 5.6px; font-family: 'DejaVu Sans'">p</tspan>
+       <tspan x="10.650781" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="13.19375" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">(</tspan>
+       <tspan x="16.314844" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="20.713281" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">u</tspan>
+       <tspan x="25.783594" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">r</tspan>
+       <tspan x="29.072656" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">r</tspan>
+       <tspan x="32.361719" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="37.283594" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">n</tspan>
+       <tspan x="42.353906" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="45.490625" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="48.033594" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">p</tspan>
+       <tspan x="53.111719" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="58.033594" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">r</tspan>
+       <tspan x="61.322656" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="63.545313" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">o</tspan>
+       <tspan x="68.439844" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">d</tspan>
+       <tspan x="73.517969" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">)</tspan>
+      </text>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p97761c9a1f">
+   <rect x="84.902344" y="25.558281" width="475.797656" height="281.760234"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/docs/source/images/etl_cost_curve.png b/docs/source/images/etl_cost_curve.png
new file mode 100644
index 0000000000000000000000000000000000000000..af24dd9142ab064933af49ca07afb1bb9e3ef9c7
GIT binary patch
literal 75182
zcmbrm2T)UO7%mtqiURs0Djh6T0hK19i}WhJBT_>zp#=gc3jP*AdN0zX1eD%UQRyY2
zgpNoFAp{T-S}6O)|K8o%nL9f>_nsNY04e93ue?ut^RJ$cDjh8gEd&CgQ&)SW4}qM{
zfj~}9pF0bF!z#|23jTw_l}+IWo{sPUTOS9Awk_Pt%@ghhd&=eS;NuJP^bi%kcTf24
z9WG}$+{+g#BI5pkKSS8l$4Mlyqrelq%Xu#~GhYbg+CS8PC!De|`j8V4i25T%!@!Ky
zX_`O-2TI4ECLxC_-H}Nxib-zvT~{x?=N5RNaN5wa;?xyy&nsS(#@O5&zfM|mb?R-;
z1bdoqyFDvE_LCRkJ+9WqB#w|M4dp2kQc}2u48u5^HC*WPIB=W>pAC+U*eANE>;FCG
z3P1VxL3qdG6KDSWRm_e5`8(Ci3gEoJ@g?tE&ff=+Uyo1g{r6~t?<C)Uj{>ipxboj4
znb#2N?E?pgGUWg3?R<j#$q<OWZcma>yl3kkk5!M{R<Edjfd<pw?>8d$hx=sa8RHlZ
z*@dNa&sz5?z1)YJYfbB~Mfx(OO+t_MoM0m*iBrMrEpY~W6mPHEu%p&lsp&Gass*e~
zSmG$kqGvi_mPnXB0r?_GJ#()o9ntKYi^(>Hgt29s5W1YBeS*kV?)|*(Bq7(6e6H!2
zFJG2p$PrT;LjD^QGk`u3*~UrZM8U07GKWxRRX?|nuYrqI&`|^z6@KB&g{xYk7fZ}*
zN*Y3U=b{QUlZA`dj+gUd>?zws%x61Q{B%=52_;>^y;}<03I&Cm;D&yA8M3$870a!J
z@p}smSX<rjXQwSVVc3EoV_Jl5n(&3`3tI#7$!X%Q8ahc<F-rc^V5VHEr=I;eJyFNr
zyX_~%-wt+{*0^HRX7lp$3hcY$FfG9W#TIqt?HySUyuV$X7tqTI@3DQfwbU1%ry8S?
zB@@)!2+uSZUwU00aCETev%6u-xB)w3R_8ID|LEU;%w|T1iwzdD!;U_aM=EzFJ=?l^
zQ$_m*)?0S676!8AjYKLgTodkO^=!7Cyk^qDEg@libg-rCd%U-W>l^IqP894Bs+;<~
zdEI`y-r+^nq0U~~Sgm{d!4YNMXQA^lzh(WW1}ln6!EMn2+r{q0N(9+O%IjA+GmGix
zr^@(=no{Q06}4{UbaPM@J~N+Eg2TPMX05jKr*qj=SXj8<&0=S7s=?P$iijO9)MhQ3
zR9hz~Dmfoo7{0kGq;XY4RYj${w4ya_4VU;Hw>@HFlS<qsV0F!F-BMj-X&5*X>SjYH
z58CF)Set>t1~oOcyA>~=ouYxFmWLg(LN?WX-E2bsD2tNDu7$BeAe<UtArxz++~rn3
zPJR38Rp%xeKbRX~h8@gRYN^#0583sqYAwnRh2o#laNL!jw0Zvgd0ZqN>(a(&aIYnL
zF0zR6jUd4^(_9(*Y*#|Y7dWFos1Frt`_}j0RE>Usv;@NuCwH_vf5+2xs@{94)w%^y
zU~ZBuY~>b{DI4rxN!ebX_4E+Y&sWob`0!y`hwXT!gF2X8{`EGtwzldvNOIz2bh=>w
z_P{uC)b*jw8^jt}Jl4nN?8WP`2`MSdUcsqB^n%7^Y9*$hKeTtec<~|y`B{D`+PaNF
z{=loUV+3U(Y1P3iTG3!sYJA(MSpUbIoq4sh?P#jLiZw%Y(r00Dmti&RR(G#2VY;cV
z!E<%&Gd;Fwz+xSX%R>A9=@lJF$zE^3aTHOceV4SVw7~fpWP0izxI-WZ3`}5KI9-39
zk*70N)Je<XVTE<eEt7J~`@!38q6QNw_w4cm|NOomvbzCCX_hK_H2+Z<Zwaou!ms~m
zpM<v)Fs=S=*PkI(`Sb^E!+f-~{nzJb9Hn}S4T`izejFWAZU?MQ`AoXksn7p>r!D@y
z+^R{7sXs}`qOuv~Pn<|4gdHE6{KLq2`@w^;gK{RxH`hcY2CTwHJK!tBUA01oR<Oi3
z<m*oG>>AofrDE0Jl*5D#3g1fo4BlBwlt0>S7aI5x&!dy!+^=5c*q5&qMgI>6hle!-
z0!<-30HZQ1G@vNxO3x0pj}9PC)D&1Y_&8cY33+llrD%<0VIf`l!|EPvg|Q>-M}kKa
znB6eBj^5@a(gFU@ATB>qVP`rZyLcGQT@6)Q#1v@ueMW2CD19!RS3$$hQaqw${=TTA
ztMz<?Tpg*i*VmWE3HQ5^P#%xYQ|%$)hZcYTctbCEmRCE?z8u{BEc-CKqwTsAkPR*y
z-X{>q?#)sbew)@1bp}~d>`;&IfGlo@Nw2@e+&Xm6!PjP{IVfHyOD46PHm!prxYzi+
z&)Sq!(WKi%HLP+HMOzkkTa(9qqMCnXUf8BJquQb8YMoo@!<V#6+kS-6aSw||cyR;D
zrY%&x!DmsUaW0ZIPPQ=Y_-N?}%&EJ5^PfWYe0(iZ?>ofxXUk{1v^{<LG_KZTdL;?>
zyO@@*rFr-Fn__E5>h(8NxKGv=*CvkRyp{*Kql}bRDC=!?EyBNl|ISz|H6F7!bhP%Z
zoAysf(ego|&~YTIq=y!DLu)v$!CLoV2y^cwXYR(JkE85W9JA7;1#&Di-w-O=W~Ppb
zb+d(y>)<x2gN;dYr)bJX_wetWq?RS&Z#mV%`?*82r})@U!Vh-6qd4{bj{Q<a+79mb
zL6nlQet4p^|EgDg-|p^i{_`^z(j3YL73ISTv0N?gE5pV3iJe}L9=S(B$A>%abuHvk
zi=|r5u!DQWL0e0X%gIPny>d$_-{XBUVMvDF_*d)<!*{bF;Vjym5|av#+EfhKCEeSz
zn#pV~*m8G{Du1GR6orME8D_1-{5}<%5y`pV=tWMsd{ZTbB4|>cfyXKtpZeG<BN=c;
zue|>yIgMHw^rwq*6J|`>LXj0M<q*hG6n7v5QlHc3Ig8w}D%xps!4O5@W3TfZdnOi4
z(wV~c7LzMoMg)R3zS3Bgt46W^`2IbGTYkOmxOHfe6k4G44DOsLakbTF@%2JqI`-lT
zt(aa9P5dQ(cHx3|so97Xe&6&Xwkua|fe{nePWRizetUUAJHnZLKTqj9oDU5))a<3!
zkz#|6JEe3bHP5O!>cHhovo|Iu;(qf>PI*Ouy(ho1g*uJ)SI4V7!sx+Zigj3~$J#W)
zyDq*rgxYHoC+l=s#GGSYGND>}>8?(X9Bq6j_$&tU=wZH(qN3ihNntLchHSm|p`FVF
z?$Y~PQ&T@i8U}M;Kod-kN2A%Lc?vWVHN+2eSaT?p*|U%@zJCk7qP*MqfPNx7-p#Jx
z^jSoITGCabcV4-5i_62(YSXU|4Gj|-MrY(lY1DPyds-P1BH3B^mX(8dob_@PEkXJ2
zbF-N+P&vg{dK};HRmg2*UcD1@)^egpWk*}&B`s6jQeS$yoa#Qe1;xdI+~B;<)sk=D
z_b7>JVz%=#;lOk*R=U5VE1p;T!JnPkup-L6XzRSc<4l&!k<EUnq{J?4P^@2I-{ZQG
zfCfYDu+-4-rqnn0YwY#_W=qDQ`-+9G$h1x7xXvkEN~nn$(&_}Hl9LLwPG*GGYZByC
zNAB{Q&Akmx37vl@iLtaU(yOznJFAFK9Ct6?T<l5DQ4n;g{&qt`V$`ziNs02CtA+bL
zv{_}YsAvrly7KB1q!{@lX92k+5gU)fVr);3NZTFxgN+CnCL<9?EznV%-8C!1r6&wk
z92P@N=L}3uQ;O?{R2C-OCTN3NcYj|P|75FFGT8Is-MpxPXoVEv9)2(QvyEI{MN}Cm
z9GWr5+JiWAbKJvr30W+do|!`7X)-~T<JkU8X-#|k{7GvQNcd_LfQjLdqV|^==vb8k
zC(}2^kspVObkkiJGNpuMtM%K{=!js>;SrXObq?rH>e=a$nk;f=b!JBH(9_yZKZclF
zj`ncb_B%x;bKhR}c?r5MfACn(448Re(YoIqatXUaPuF;#VkuUpzW2-uzai||v+6tO
zTmJ0DSvo{BJKg7@@Nd)ix6-PP&VI<t>${}rnj{?@yuEr4yC0&Tl}>8q2>COWz_g2x
zl~jdacQM8f{)plX9lPi|Vzw*h2A4SKXAi@H>-ZrWF?0eFK0C;8G=by0P29>GDzq?C
zgu%u><rZ6_HJA?dGObxst_YbM{+^$A0A(MK&;pnAxg=FA9P?&-9?k84l|8bEFiLxq
zXp+Ztecx6}uzE$KG^qNay1d@{RD-DIK!NxCPsd%S?l;?We`<T>qS~Vv(h2t+x*uH3
zCXKnS-wNpIb=Bd_Gcq?nFBW<b7}aAsU={qbfGO!guq>bJa>iP=WLA1*<cW#(C|T5K
zw*Vcntkux`OpW`b1VDnBQfFm@x8amoDF|0EHvp<!U+^2rQ5=X)L(MUU+Xxa`b@5<t
zYbl~Qk0B~La@JJ4#U^m>4A^39*o2EXz1j}9C+%Z`5B_xY4GhR1H*2L!^w~OeWk~r}
zHVeHm>Z^7}-w<Wfkgq1tOegHbFpK`YYFbcq9FMU@PNa9C^@NDh4&>s`CtsJzT?>mH
z$2}4MAm_92N=kxXaI5;M3ad--(=gHfw4uV8L&}b%d>cUSg|9ni-ZG224fM5&SgP1C
z2;8{w&C+wGd0cQn8#a=S!R7Qd6Y=iM=c_C~3uIPT_Cc)?S?op$XTE`bg6r`5a~c5R
zSqAe*UL5pGuZuB>&rB`RaE8RLrG70jDs|k)7?xX_LH$>q<w*EXqNUKqAzgXxoko?n
z*KGw#NbN*WZ-fDaO61W_OUYG+epicP$45;f$SdP=y%wAaew<>LFh|NYE+cU&?^x6=
zEi=rlOK))m{yH&KEmb;M8M(c@X}oCCJ?A&-W(|!`&7)YM$EViXjzdM2K1fJlxgR&`
z?&sP#VGXPr;p(FYvVsFYZ0wh$oS9<#zkS46#e6=CL^Q*BWa!S;Z2nlmE_$Q}^-&8`
z;Xi5=DZKAcn=5K&;<H^8%)WvYv^-zAiEy57tT``ZQf6u^FkSsYqx1vZbQVD8mG`(p
z?$|7)!zQePady;N)mj^Ua;aHWVX<kqfcvBJuX*%%%0@dwCVkt5{5Cp>0`xYR?S?#B
zDLL#xLw<X|A{Z<=z5-m7vKUFvzEbO+CFRT0S0w?k@}$4~-a>pn;5@f2Q~{Wy!mH)~
z7gYB4_ExWG**4b)E0}%FqAyLHog;p1Y%HHQJLEpUZk9|jhXJ^U`S_utCU*;$jbC4D
z7XkekFx&}P9Ygyc1N4VMvPpPMr3|+O@8mZJZ52*r17vm^P(P&lHDOCHg0J__@gN`n
zrbE|nmyuRxlzBDBtabpa;?pEOvs?gt?co6*D_E==!?6^AJan?R8M+DJF@Wp0{D>3c
zBb(gZ-0BQ+yHE7Bw6rQ0MJb3t3bC#aN=&YJoENE@JvmY18ZTf}lHfL;larGV0F68h
z{XuzY2mCG{VW~3kQrHRA2FGL6&!0apoV@d$TBnXr<HInl#wQ@L2F^bs#HG#60b{}Y
z`17!5*%`6dugu23cc*82aJP?tEIW8jDhPllhvmUs$B(JT#`svSOu1G--3nQhgR35V
zsEUJ;BaM~Ec62I>l%kDM<_;yw@RV!`?@<B4miiA$Cu-6jQI4I@L<(1o(3MAiad5PN
zHmeH?meIaVPzopQ;kSm5^o-}1-?GuLo7cdGcntdT-euMxl%u4W1dV$aw+2?ddpeJ#
znydsps-Zu}T_5lCt%NO<(29r-C_0gcG+1S48Z$g>oZ#uQ!L`Lc=+_x6;x75YHljB`
zZIG?lXG7VROz`%t<SnQ<S~E1t@5_LJg(0B$yJ$J&ejup<mY8s4wcIe&c1*3TuN4oE
zpVL1RH2fGl<%hNE;)qB4=F(xD`ZHjqUxrIQlDu$#Z{a1NOI*s)KTDM&!Yc+}uz~-<
z@xK%u7B^Q{z^ttxt&H?&9hSd~ph_AxAI?*$IXGlqQ^6GV_&*XfsNjQo{BP+an>T@A
zAbIWY8-y#w^<bsLkL#QUIOu6&>29g0QV`c5T$;~s-gxjFNHL`!|M%q?fn+BW23-ve
zjr-RiGl?lF*EgbM`1m?4sh|9X{aj9E?%0^A6nr@rtfQ9@+Kp%VFJ6Spud&E2($XhA
z58Be`+VI*Er9RvK>Ip-Mi`m<2(}L%vex17etKzwj+I7b4gj+>VpDwt$l^ODx8*bwI
zi3BUEz!a-}S;0Znd@p~_pfzNVx-G;Bng~aBL9DMXGwDIAO`@28TDRVLj7Iz1mN1UC
zspm?3&9p@>r;b%;Avm$|sE6$SMPeb{@w_n=0p~m4`#fB)iH*H<o{laNhy*==5iVeA
zxZ6lC|9%{^lpUKoM1mdL%?sJ69&|mfQ19mc3TQqAGQbtyUHI`KSctCFAMLN5*6Vx^
z=bHzp4Yri^4iqjGVe4kT@sXDot}Rf}s}-)n7uWk&%{pK|apgciB&7NLD=Ob9AZN%S
zCv2VnfC8cZ??1P-JXv>DRNCXu(y?>`rRP@DO4uyY$1YvM!^&yEx+TA-PqN7`llrN@
z&Wrs+dx^#-P_djt>c$aQK<a({BUD{wbu_?dreHG_0K`8jf`%b2vNQE@3&IaSUR4xw
zNXB+~45Uj|ToE*WYi%w!oTtjr5VBW!$EH=rs^=O&8Q<F5Z#M~;e#*JRZ#jl-`m5f_
zDMFaI#6mEd&i47bJ2!;|x`hbnFCWcoTnZoJLCH>7n{Ij|JsnCRE<Inh1N=5F6DjKb
zp(5b#t3x6o0^!cPh7P^gv)9_QY}+fFqkp`))>G>~X+K(KwmIcH&;<mKp^G`fR*m*0
zX{&+-@N?Py6At8HeJCm<_u<Q4_lfu-wf8rc?oFhtvNjQr{IJAm`uVD)nrp1AuH{>c
zJ;`&pVoHX5SZH$3_a8q}kwSVo3TXrk@*F+AL<~CDeczI_Cx8rXTsJ=RSWD~ei<d78
z%wuNCJ04@_T>|svJXJ^3Oe(C!+j&rSU{X6LY46F@WXG=+i4W`JC2G36n2~SgI0>ev
zlLA1JDz+bT#~&5>mFZ`hpk565R!}}r5=I+_J8pmfAte*qC^s!a2wL7JO)bl<5QMn7
zzaC`7wd#;VrvpqntT`(xXjCWtm1Ew~tB&|4@#=CE;r`AHnU@@T8`9>7hCsr^Pc>A@
z9Bj1nyn_CI5||rF2N0WNJBg&!63J0FgD7>IZJiETZd+?4XgTK|W|5p)z)h5;4_1&R
z4;$#$x|u~Ce&9eXa~A`J@%+`YPrtzQ5@#~se`Xz#MP<B(E(MD~xWlxCg>BWpdUdX9
z!2I7DUtGU^PhXa-1yB$jzvTcntO;oOLd(vKW=$)QWHjEfi1+S`sReD1J2_B`R6}37
z<Unmkc`0D`mG)i#6k9dbj+cAb#6(~^z`J*x=0(hcQvCbwb+@6ycjuiolJ3BS0lapp
zR9OSEmguB)TWHJpwQ1hzx<)@jH<jo1_$?29J!rLUKRej~!{n<+A{6kxSa&?a8X!jB
z40sB)%J*$)^<1+FvE^tBShsH2nF;Q5Rg1{HDrDaI^Bt>!kUW5}#YUw`=iOgl5#$kf
z#U^Ek9!ZVg*Ofc09{y-%KxKY)a01WE*H=E1kv_wx1fWp!ee$}<nG4sFUg;OyYS!b%
z2V<>@t=IPv90$K5mX4m@)=-O3d1ntkJkA;+qXBfo7ymLYMoX_J{B!xTV|rq#u{M@)
zmAWn~fq)&VEEphm1)ZZ<sxNkZkl}!lM@y|X!?@I0LEQWIBgR|HG^F{CnDh<+d_9-$
znVaQ3dtI&+HrfMJfjO@xux2IZhJZQ}yXuenv<FzqVtLbArO{7kQ*pPkyUh2Vz8EhT
z_61cvT>#Z~d^EYZ6%2T~13)8{9@EgO7Am~gTLn6HjnLM7jC^;W<gDBCOLS#o&J=)t
zw8yq4Tr0+tsKU&+BT#y^{oX_}Pi(mie|$_|hsu3**6G64J9jBaAXlWjyN;2+(r|Wy
z4YE&87D$hq-x+l~3$@eTVn%Qy<yO*+-|+}|cA-wD%jnKRyl&ydC=h{#$ONn;?v{W+
zH(OIHl9IONNLS=KURfaKGTiC!vAsHeGxZ*V<h<4FC(WyqaTjM<SCIG+|5qMdB-aE0
zb;m%vV1T@g&Z~7GjS(7x0fp$h*XXsDA+x=l$8%?YFWDvzrCa)j<9Hx!Au-uTqNnB0
zK7qcjwBwUi6n!Op{Jz;;&#dp3&3rw{!ijXOk{X0s_jqyVHo{ty!_T+On*<Wx2mkF%
z>h{*aCXj%;Q{nw3bsmQZU)jyffc&twP#^t)9(105Asp5~$O`WLe2O}@x;Mg~+w1{x
zx{qcT=)h^S;%b=Jxqw`ycHg8dR^Px?4akXdYpqQ+Xx9t^Vf(3o=Y5U#OQ>&Xfos7m
zmCky1od>zLnv6|g5%B5AwLE$!3~@zI5k-#xWXQ_H>Bnm(M=3g=G90$lM1=7<ADy$<
zAZ)T0)qH$JDHKqRvd8-l|I%!~&0bP46F5(2@R9^LRN5lxx^rw{qIR?!ATWj!csnus
zAbde`ZzBcBq9@BcJJo!fj2ZF1`@sJI!=|7iSOkBNZ_EOFFxH9;-U=aq-nM;LVptq^
zei7c8;h~#6S?8I3$Fg2;O1rcjyhd*8pys!R5|nOxRq%@?`cj!iorhy*j`3IRG_fu=
zJJ}<R()Tk6f>6-HdsQt+fo+-x0j<jMK1&wS*;COR=Y}-*EBa~;7JMJnk6E>KZ`)!E
zvA@ontp=3XzI!7YpS|rm((K4TsFzaxjSvIsNwRgwV~<8Wk8eL|H=0>?B4da&_*$&0
z?>wVcVvdJqX`6K@{x;)BA@k-3Rs?F13GW3%GfUStbXP%%uk`*BU}Xt_?WNPQ_keP&
zW%@z1xZzEtmbp=WZn$!U2)lLBiDwuWZn|$`T$ol3771taduy@I!A}a5qX&5-8Z2Hi
z#|K+HZ#5dq=+%d4^T3udG3x2Aw4>C17nM~R*#}E0;7*aH<7Y#6xCYvzH%bkQ^&R<g
zk<JAt-b6xKo_{<=L!Xjm33bycZCTw>KgG!YJlTh*DS?vH{yQN{HK1puwh@kxTiu~5
zF1h~3riB&KfQ$(UEJ|T*pY0>i*+jp!Vg5ei%HB|Txxs6PnoaE}Me|9UdS~?Uc9k#A
zz6bWCM9~l-m@`rB;ci{GO_C8r>QE=?FLg2QsM*0R3G-s_jbDmea}!zHOXw9=K{v1y
znG-*7Cp0-1B%W1bf#N@v3t7~rD5wi&-7#)om0qiFH+-L;|Ml6(r>V<Ub@aMJxuJl`
zh#kI%*Jm1!IU6O^90kk-br?Uh)6K4m)MI(Id>2Yl==zW-6#by&E#^}9IMKKuu|}6_
zG=yyRNz(6hx%^ynvoNl5rTa7`R66P7e-Q=gK^(E@L0vAD57^W>h;v}Gp5S5sl-nlB
zjiRA7E?Vm*qk1w?6tm{Q%5DW!INxtz#`VR1Nhpi`tpDRRY)yoEk@jbp^fp*o?!pS*
z8|~SLfjadXAD=H9nqa)<9LAmbzSoMR)JCt1$#r7ca5l{!Q8u3UDQF)~pkMc?&PI4&
zmE(7hL(Ro)OJi(ZIgzCIU|*Ck%uYPq7ti;p4MmNie`(j{jp*}BH3|uqAz7gCk3+~x
zd6n^ZdGiIhpR~1QxC**a6fXD%(3uN9ScS*W=o#90?j!sS?-fmADa2FCQIynZUsO8@
z&N{mFNz!4(a0}`(-RRf2%}hQ2`)@#%P%K4=*=tC#b$@7Y8wOUBYdH{*U;^^`61*nc
zOx)(S3GZVyg85*g>wv+g=lV=!ca^w3hRWzgX^-!y`qUDu*RYqgS)aK&yzBq&NLMw)
z4B^$ya*O0{L^K;m;5R-cB+9WQ)W_2gVVGB{r9u#_!9}Vn1MiBQ<M$Gty`z_^j{FIG
z@R3P7RTkI3yf-xWrY--04OB4GINL1OzR1-mj6Xe-a7hPsRm<~~5Axmk5YLuD*sh{=
z;L)C8`vdB_`!anl=hrp3TH0Cu{*!#{#(qFkOyhX0k?!LfPXJ!m#Kq*HFA5Q-*lQid
zNyc=n5@LPbk{(me0w$|YSA8GJlU#4QxJ#f$_>H%`HGw)xMH`}tniF?I$SWg`OJYP^
zo_330wk29+X5xXB)3c$aQFHZz0V~Rp^I$>yKHO2Bj;5N0FdKF(PQVhE-}+AYc5dzy
zD$+NU+8?kB)Z2B?Gs}h4_t2L0V&=<53-Eu?%zwmo2dxdwYYKBy>1lfTWF;r$)nhU_
z2noo9W@QQ|o}f~SA%&3ErYA|pn4g5vK}lIB=)p#A6vzDz^MNklcP#YP&BSrY20OYm
zA=jFRNDc_n=MJsgar99`cU^w{`iiMmXKV=j0;$RX7>{{(hFx6ah%)ZPqXy2bt@lo#
zq?mhJIYcAsOsKejS??~{q-wn}vwXU-i`Wv}V?ghC@2|}skVj((`S;E1INA2dy%0_x
z8&|iC%jVwsoco^jb7zZsoCh~oK<NU4la_L{F(3Y}6zVlbK`r7W${cMrb%*6DOfMhY
z$|5!FaR+BuirEYsITjNtqZE1ZJy0aRoE9`*Ol$#vv0TAccseE!ChICJTM$M9CgpD5
zMCk-9Q}5YDo{xjK`JKx(R>WWQXpBh$`ar6+Y2!L{D{cEEMo)`1<@l+|8G}3(I>z!A
z;M7nJwp3gNrLeD(oU-g&?aWuueyop~6wgp2_{&~p`TdSrR0UX`jwkbgi<Q2Wljv$Z
zdmEMS?Qco;clYu@b0b;o>8{`X@*<`&jOC<M-ib_OZL>0Wm~vX4dqELHym)%fS(sIm
zzc`Z_;sAaw|8NWIo8Q+*_VWjpa~f9v2Q5=C!EUNX&+z3nz9+TBS8{DPUS60C#oCF1
z74ASvxwrJ;L^gd>@WwM5``xMmo>C1=>ZX86$t{~ua^hPS*@@G-c5V9_RA7NA)39js
z$UNUjl3LyvP>N#EY^Zct+`D{pA(w^|KGt)Qx{#-Y`1q^lRe$-Lv*%Us)!c;M>Pho&
z(aD5%rCs9;nLE>fSa@ZV!9<tS-9}ET2)NmSahx+R1{=7JXgfO_RT^6?F3P&!lE_9@
z^|{T@&27PEd>E#Zdqa8Q-{S+-nUMK+S`~IZqo}xq6uz39H`yh$X<`pgOQ%pN{FnHT
z;k1`d%SpvAb?^(CR)-nxZ7%keAv(w5riJt|!?Y6AQ{1?Hl8=j(fX<6z{#MwMTiuaJ
zf5NifE0;N|b5OvPuCt=TBKfbR@uldx<_UYdissGN2fOnzg~tio&oFcL&^PAheS_SE
zoQd16v<uu0O#$l?EsfV-p9k;#1-pELiAy#I5~%BsKe0$p3O{+05&Q@VuY3Ol{2d(s
zhslqJ(c<nCVySY-#)^PbCmbh8`1{D8Z^b;RfGj-YR&qrE#LNEp=x`IvWHn%n<Oi(J
zq{^uQPd0C%D_#{rT7JLM3Y-)hpT+LmAS?0v)^2R6Zvy+ydIVSnvxE{S-DKc}LO?d-
zA>>S(7{H}_t5pNNG{=CSYJ7hB<9<!n<2)60s>T>e!{T;^#^Cg_YkB|UoYh(Py6K;;
zbkx^ItAN)sva$+-ov4LGoctRx*#q#NI=Vg-f0@rZU*=qiUA$6v!P6l=Vkh}_GqXeY
z)qw~g;@SKs60p`TfY^!m?@WLI1jwPNfV53MfR_4Ij@rJIdhhv#@BcFT{Q0fCM;g-Y
zb3a3SCHBOrvttN_GiT0>NB+Y5&(F_Od4fjGJ3xnfRz^x426GhSL~P_HiRqG_Nz~NG
zVVO-^D*)kqRs-IIQB<Y(yh;OtTryl@)U#T56K~db)*sm5bwTA|qfVeo5CA&?6tA(r
zv+il((Vf7r|LKWh!(x(!JwS6*f3R3D_c<KE_3>@eHsFguotSlteCOcUwpv$!a{`2<
z@byPPE8_q$pY(xc-ZaU`4A6Y~^uryq%18dIW8A<2O$5A64P-k+;ldfjS>)lqx{5Oc
z-<Ek5>vL+=<iE~wbll;*w|UH-r;{1So@dyBoNhd3-vOzYL&RTHZgUerKW1tFvMKnG
zwtkI^(O)2{PzlHDGjfed`>iCLH(eUY76B&pd$4(@&FQmzqoR{aSFA8&zw@QfNQ(bf
z$_?e$4~QpfLJtu^I6wh_I<H@D*<e43p!yO~M^x+kAatphnaVe*ftU9H6KVi&O9rHl
zmOdL4>4>*Uf3W>GQn2k{^UZlXS|)*8;8_jKS!5vUY67|}S{;hC273HG$|&GXsba9W
z^EuHRvMvurDUcNuC@8O)1k=LtU;-sl_eS@XQ0MGCTz1$Dn-g+vBCOP7y3vsW<m6hv
z{D8JHclYtiA8vUd@5FO!h&z!*1?DM|I4b3H3$^7zzC-|851W+F_thdfl^6;Tk`@3D
zl<1I_#oZ94;9li%=y}Gl@iPe;#tK=~rOmrXqo*2{t_xW;kNLkXo1du&3){oZh85UF
z(Jwuamkz0~b{W?%)XG{Vk*P^G$kB6%0ECT0O23@#0oM_a?n_#I|L?CZ%BsjOh*&q9
zI$EaRD??JYeWv}esd@qqkOCzV0C7$y6QO=9V;<S!u1O7}cVU1g6_$K2vG!IjO;?F#
z<7ed60l**8<=<p{0Y;8Ldo8JHy>)V`Fj3T~#PD7nyG-EV3;6-r9m`4wBFrmKi5AzF
z?v$1809aF8Y;0^U*)`k;3|-pmJE+r@`}Rmc8aLY+<kg&=olA&>KbRaB;36yq$jY&7
z!v>2+^jNgaD8)UnyAC#&liuS{&t^b8fDZ(N?zeHug_u&!_x?9)c8>jz5&caZ*NE$W
z`y^NugF|=1XCnvvk?Wu+nECL`3r>_|`+)Mwr-zYrJk1t?#CpQLlE+nr&7v*|A*8P~
zwTo*FJJx0`j_=$|>x9R>J;&-l%j_I%ZT^YkY;*{t-p(%u=W<SlN9raAti~$jv=ggO
z76FP?J6Y|bT<R-UJ!osC5fuizy8*Zu&js!TdiI`+>{$i5Jul8PF8sJ=Bc@bXW@~Dm
z_#shVqdgheTRn!;rncb%Hm%JvyT2lMUIc;K$aYqN<uxD5v@)QbPI4?%XMJBh9POpG
zGtjEuWDJ8b2B?ae2L1k**R9RfFILVt*c~>Kpv>B)`sh)Lz)ivM?&Ymf+(*Tj0=MzX
z!n8ixw);0_aaMwD@CKk$3<5Zf<UpjKRd2MxOI^!yj7AUX^2)0aC)2%ppGH$w$2Zrc
z*Ylxk3>P`>WQXh*H%lU_+p&MO)ZGhUC!`~O&12%9h*FJuXjXl!0|Yv)ESd2ak2Ox6
z9jS&H)U8DrD^3G}i{}=)<oYx(`)FZRikVV{*zRL!GvSR$>s=;E#OD%yxD5k4bm7yi
zUXf0wR>cjvF_P1Cq;>W4&bS$}t2|eM(&8#UR!TNfI$%w!28rU)9LMtCzmGB8&A)h;
z<Ubwtb}gCQOb#lXN}{I>wQ8j%W^H+}U!&N$pluP2>-%XM0}UJ1Y4rW7{IV*V$rGVA
zHHex9IUmx;kUxvbUC~V(o+cHN)B)W9itq+2bX7-Q%hln{h-b%#mQeWhEG7k5l~<y4
zfCsoBCb4&%@-r_kgW)R0bLM|d_)(G~<-eNZE`Mi#OqCNUW|rp@JU2JT^9cR=Ch=d=
z?D3JwU*MED8%pUjWG@If9KCx_HBqF$#J2jGzXnVAgC?s}^}RsKBn%%`+Bm5c;F>Ku
zexUD<x;MVv4$&Z32AU(H-}_DFv9axZQ+}N?7vFD9jgmrsiBPBCwmI#KL(E(N^ij`a
z5iV3K`iVmDvGdE<#=EBN@%r15l}>bdnj)D(+JZT78@N0?FkND(cKxz_U#&j@RW}j2
z=m2Nke?a&Qwab+FIy&bHZ5C=FV0nldf|+n0Xz+y0<aFhJ^R#y~#&-ra|3S1z+;#NM
z$lHM18VPsj3=sXwDmw!PM*13pHES(6j_kDy)KjB+1dvYWJkPNFsw9{vC+eX$wI=dB
z7!>$8AV=vH^B4sT@1H54JnJ_HdQVn@98N6ok5aPzBE={(D)@VW8&4SJVA<TLw?X6)
zllYgHCQO?^Y;F^jX3d?oX?JAt9b>hnP9R`wJG?V~Xhv#qcIXGn`Tgop;!wV9boEYL
z|ALc|ER3uJhr<gUU43s04ooJ#&B!BV1fY_Jj?^YZwOErZMieJ3Em@=Gktm%0e;318
zHZMmNlPIXVMq>S6xFUI3;j4)AkN4X(cuc{Yc8WLz(|v__O5Cycx+w9W8a9;giY@1f
z1$8^(WG3Ajz%R8t{lHsK0A{)xHE=le#jHINl>PdtYloj^KR&+6sDSr35awiKy92@x
z$sDqX6tn5-hMH{&40A91suc1-ayDe%Yufx-o{=>R2TY!aopu`}Hd45hckbOJV87r&
zaZ0xEX!voO*E}^}vFl$(-d=BD-4xUt7-!W9GE1p8GQcteWQCy@a*Qv+l)ULm;MWU`
ztMJ}oz)BcG{*RjdZ(RxwP-x6n?PTx8AS8vfH|s6$^XRIuB_FxG&6-Ci<yXz&e>x2p
zkkC4_<=fs~zxNQBoC|Pfx)bo_VIULcgB+gY$3%&Y(bt@GT-9L-^aYp|ww_ZAGF%|2
zbN^k1-^VnG$yzEg3#kuS09YddpuBcN%yL->KR(oDu?u)D+75kx<~s_2HQ^}nU|P}%
zJ_|3DB?=Xsc(rYY0K&EQnRt4dp5^_T3Du}H*xjNNZ_hpknnuxiXZ`JKjg++}YUr|f
zTU{w5!AQJBH(Rb4aiJifEyG=N$HeJMHExAXDlTiQTxlJC{Wl2h*$d>6OsQbmu~4Qo
zO{fKTBac#q{I1_x&Nl6DGTRy*^O!Ii$E$oSAiL&jQgJlvZPTzB*3kk$ir2=I<o~%{
zD5{UbH8!LO5evYRW}C?d7DW1-Caa(H1>M*xe0KFV$_11EFYFT?1KYgoyMEu3hsXU%
zD2v<t_a3{bssL=nrEogf_5;;N2)=b)L84F;W7QfWHSP{J3ltkDoQ8L)cOUYL0Yn$<
zL0M<N-`-g*pR|2u;*)KJRwmR4#IJY*ro5vn0vM=IghbE+&fq#xU7R|uo$l<)z?XSO
zhxNHD(|<ATqvzny>4G2uNp&e&XQ&t$0?GJr^8a6U`+se9az#9~vs(m{o=r0F!0*R@
zz&Z!am)UyYQ0+lDu3f_stlk69v50#JY>~IX))5PGnh0cDZ0lb{pBE#a6!-ppm$gZ>
z$KM6F`U=P_cE7*>%QLnIH~_Lm@IFAlRU#~}3$9$f$^(!?d`=Em_9`nzPW9-?@G_c5
zrn~#-k2&?lm-x=*gkRhr2s^S9u-L>641A7IJ;eR#SbPK*s}QGN?>GnW^31z!wV*Ns
zX3AZOf+oF{2r0i6!$tvJ5GADsHM=~9=5!jZ3J9M^Q)6R)eG-Y0vks%$r!}F-w=+dC
z-tbwFIAoU-7UJI-e@`m6$*!n*>vs`_TUlnKl5vpvF+iyfypxj?q$JL4WsXX9_Xg>z
zXKNy&tMVKw8^g*G3JwdN->m+dNu4F(7jsx7Ju-4H9AJUg;1Owtr@;ZA9GGXyy`QKn
ztZS}4Dqct$xespu_E9f&r4+j4gXqb90LTpqfLo*B#EFrzQV_P)Z-m2w08-XozWen1
zxxd822k0_YDBsCici=YlrQB;jkOR3H!^u<-(Q5D<DKYA*oo?`Tsv-hcNi@TA?2|3e
zn70GA+zJD-!(GWD*^g9IG=PTU0PM|w*x55z8VZ~asVT1n5gTjTYr<~ZkE5y&0mWHz
zA~Z~7M}Tcj6QuZiHyb@rr-!&y+b;njVF`dszw7k{PHmXr)*+~Be?4?PiRw_bN7D7(
zZ#)FxyA!0XQts5FeZ5_G*8VZh2~Q9(P`ROz7{?tW^HloUP3u5KswA_7+oxmI=$okN
zyNx>3?0U@b5jz{$K2_N9aos9F9sT>q?XbZ5>h(eHk=YmIjHaoODl?u+IE>%AGXG-m
zQmUBEe-%`x;T8mC-D2+Z4=VIQ;6~0aE1l%#QXe77PZnIuCJ6R-14FDYY8Q}(?wc_(
zH$dho-JO|Ej`S3LX#s4=V%*w5!_?Zy0kJw^5SmO(_h?iHF<1dGsggc^<oioW8$lq3
zkukb?d%|_;6w-Vk7f{_zu=n%;cGw#_J~SzI(G|pW_N*fK4$UI+!A(kqJles5QkM*5
z+|C4kgA9)%r-3XUIHm&z@dIRrn!#ECsm>(O2qCFNz;=+=XKk{O+h$Y);nuBN-%q<v
zMD?WRDn+IJQax1%+7{G6+B_ey4yxZ*#nFNUv=~!tzzbs5(bTAJZHFT%sK~EX6hW=?
z1Z;&!*wJ3m6oP=dPqjYS{8|w7;%?HR2ldUs{BpEvLF^>O-PY)wnQl5hw$w`J2^+{1
z+?nx>3E4!e>X$h`X1vM{_4?u-M$;9I{$#t^+0M|D&=uczG&>9&()}^JO~PB|uIS)&
ze`5ZmP+bbLCYr*I-0uVt9f!@G*(PKgb)j-~oYs?i7YQ;^v$LQ-p~H}?A>u5J@hgK;
zV<AQrXRi<K>0+<E#O`QBNYOchY!X*Ik9Or5JzZIH!g-(Si4NMcVvhz_(t8K}rjR?+
zn;^ZK&h@a=aX3phSc}W<<yGTPA0{z}!2XYE0KFcLh5O4{!E5(&wSg1PF2_lyO-*KP
z1r|&)%LIB=E@GOFOl*)NhV(6<+|+i+?M(Ud^!lhouv#U%%(k`!_2KQRzm+-kBrR=A
zxKDI~I(G+b<L;FZfxH3fJe;&FxU+y-1~F<O|NOYdlVH&3PUk)oye?Zsk9v#oz4vQ6
zAU^wzV#N3KiCS3v>UCKe`&Z2e-Gbl_4%)W&%7yL_>$;*TP3z4!ceV+<A~MI#{{xKI
zTPV<f^;Kzq#xCvO2`W)<lo%q{o|7eXj2h``kOQq3#9GkMkpg0gU#vdraT^5L)AdX=
z1yq=+L<ylxKYx4ic&$tW&7~IQjr25md>=Tmj8CUPnyU722)HdK)lf~F7zFU+jnC!m
zNPke8tS(swnag{*XkaPow}cKg9aT9Ebb}y|0lUHCvV<n6RB?yp9VSuUQjJyvZ)(C)
zgJ$qjv&`>74eoFN29je+4wIZ&wU1^t0fe#KaKEP?=k@+TH*7?v>l;oM$fzvUi&(il
zFEQ+BF&3(NJ43B*_DP}miabG%&|TZDAC=aG^&_Z(c!=OH!5mUVE`2GQTaHC;e2C*N
zh}0wln-5|C>f)4Y@Y(Sy$DE-jUq6f}Zs7(bnS{;%jTgioThEwh+L3qB48Qi%J_(pi
zDMxw2X1UnQ$zyggsgVP-AzSax%V;DDI3%GNjv9%;;(Z(noK-`@U<s3ncJnc4BQikc
z9lomGRI_P=9;^cr`ibnUF|aT0{CIyi0WQldOB3yZ{iIS?5N7iKTzx1A;rpVD^!Y)g
zwZmgHJFJ`F*$P95y$d`F^1b8PM3e}cufbY!C<SQvz5Vtrj{WAO_c5M#?=VLG{=r|}
z#4=Snpd9uicU_tYY;8@dgC{z{?eONG1-BFI3iv3&!<<%-yxa;746MhW$)Ef3*{(xt
z%bpmN_f^@yuq6pzpDw?aT(_+CWFkUMFh}2b!I>PN6;Lo2e%2ssIkmt@4{8avBflkb
zLCd@9wpe8)T2vVtn?9l-eUl{RtSi{Eydg)7%2)acF!%f_sC}&FG&D5nNUbikyIJB0
zj!2J}T5rroSXN8wYaoP)5q!SFa>rAay$!pE0YP&=t}PCJjo2)T_|$O?K<y`AAbX_w
z7-Wky7~ylDHt@i<7K{H!>I2BVAA{DO%MZDoPU}sGs<iW>t_+^-o)Gy_^7`?_MKdSi
zA+sNqqNw}cCKUy%8W9nLgM)_0rw)K(qLl{|496VFLYp<)OYYhIR0A?jyif(xO+`gT
zo-#voXxhxm1LCQI3Q^Q^43}!Dds(Z2F;mR8_CDAmv~50uUVuXLsG7rSj|%;Q*Lc<Z
ziggftadJKc>fK#rxY!p=tIBqJADl-qpr?Dw|MpEBA7IrxRUmZjC||?fbO^0sZuHPy
z*Oi*;&v?U|ErzrGJgxVww>feubjq`_D+5<I8#3hH!4582D!sLBq?^}iE?#*ZyO<<w
z)&1(`X@3Sjka=qV4Bw5Hcr;qrwLKS)VQ$u!@K)K*=YCE94AZK~@?mwh&4vf~Mkg6c
z6>Ar%LXoXelRr@_=;L-T6*UzA6zn*9x1b$A3|6w!$vc4dbW533uP5}c6uztV`<S{N
zs<D?gM9X!^`8nysimPEA3K>Nb2Mr<y)FfED-}*$2CJ0P=Y^zcv@x7kVT5~6tA+yQ*
zjiEwOBPAS};$EO#&oPrhW+NQtNIaj4oGG^_u>k_>%2lK^26rx>sRbGxBMBB;+)^j@
z9qo($;GntZfyqCXzcy6Z^*rq8UdsnJ3O48K@wO)>AKn%@MU1BkUWXu<5XZT*-Wt!E
zCf+mbO#`Ib{=#)Z1NtUkmE<8bi^7+)di&2botE?`M0u;K9D`m<So_1#xiYOfm41Bb
z%3-6EWv>}z%lCspWXqko6dR)~|AcUVo3ol6YSsTC2J2Av-4a{T=K3H9CjdH(YTaF#
zqGpnOCL7<*c-XxAz#T;|iLr&TJm}AooqVAOJt*;-`&NrH1Q8uGfVA+8)I<lP9-goe
zExmTv_7&)3X>|6yok>RoR*__1uejT%5*U1PyQ3SS!{Y3+oNt>TF{c?M0~!Y1Pja&J
zd}KnH|2qs~JRl_!Ms5F-96@Y%44G4rn6^=LWC;rkUd~m7Z+cx<ZtuH)7W}Lvp#k6P
z!(tA*R2VbVVbOlWuW6s**|tg}Rn`T}v+!XjEus2p$3!hT1hr)^%S)IVTd&CCCCHd3
ziX+;LbIb-Tb~NiMC=Rlo>=T8An$gtFnxc;3&`gaTa-xZ~x_>mBwck1zaZ%h5(}52H
zXObw@A&Vfzp2dE<A$x4zm0yu8z1}=@+7U4$zB&}H1FM-^zGr8@)*R%s)3T#cI*M9s
zkCD5N+p0P~!qyV60?%puY}>(#U@<o5*>IVag@oILeUnZ0WMcgT_4@6AC&5<Zhe(*8
zV>dQv#<gzzXz3ruKE%U{L+#~1*x7l;e|ibF(`n+ES}W-we4<IO9NqN?gKPoQxcd%0
zN5`{1A<Yf>mYyG`YjNdPf~>1Y@-@USCsL~rHI^;gY4z7xT|;N>B;R_ILI3B#KDl-_
zPbXWVXSs&D%<k+5TB%^2wuOZI56UO2mP41_lZJ2u>9Y(R@*Yj@_@%z3r)UbC*=qDd
z+g8Q{U8z4cMO8uOq~pwe&qAV9rks0d9cQguiA;sjR2mMxkz@Ar=+vvDazf>@1WAH$
z+zvf$88!>L+}u+E5KIfpa~t3n=)RMOz1m`vT(vy!$841yq+?Q%HXEdq!D}6SAp7U|
z+`w_0CGRh^h`Z>w5v|Eivy(pOvWyaQnEn~1(cG1%dn$JBv2kZE=L$Klvf1DiPpL@E
zVJt6d744-FwZKnz54c#Ne04>NvBuw*5#+E!7O(s=V@%E?5f<m=BU8eloB_2@tUXtg
z#l^Yc&G~B?Vu7OyZVR373-8%<yEnPeqUK&%lcZojl56A}J-2h;l-oowO-I&PPwRB&
z+Od3JmggD0Br{!m)*P|An(jxq7YI<Ofo$maSC@G@)y+oo+Al>haAvIpnuCd^-HuAY
zbsdFF(gcj|jke(v2*b$1SXDDz7nAHdwH?WQGP>UYR2glDByqQX#Je$9K$II6T5IK5
zMxB2#rae8*;=K3JI`oh7R@IE>OYP_bK;inzxVJm@{&aA}b2G@_$@Oo)<(COyP)JEf
zohMdD=aFi9w)lfe`8Cg$y+SEqhqO3~8CEhhf?XD(N|LQTd%Uk)9?JcsPdMvxYNpz`
zXS{q}*S4a9Q|P<UE)0iWWg|E61?}$DC-Z=kg5OsfHY1ZFij5yRlOGzJ8DKntazA&t
zuQ*on4GsH+VptECUM7?}_N5idV*rME@KN|yP!L~ch0QgKT93s1?~jVvnY)ey!XcM4
zp7LlzAa_20{#=MHGZuy|gXYBIJM0<ho~`3=5s;IWC%gAgd5dK>3Ys(LwtvFV=7^mb
zeH|+kw3))-1a%z+fvSSg!+o;}&o35Y3Pfti5YQ8z-C^t}V_v)@%fUSL5*O}JLs_=*
zkvc4L4J@g-H~H>kCJil+kQ1y5W=ip^6q<Yo;4>CBd^(zgg<YYGFKbogr#6V?T2E-I
zA;D-CGQ{+Up0%ghkNJ5)r1^=!nVJ%vsPA}JYY+=K7Nma0Gwln4VqTaYko(iGnfg=|
z|7Y1=j)iC1tDSDCXO$#&1B+(b7LB;+bfFXY<d=(KLxriSXg2L<<^Q52Dux}=F2IfA
zF*UDpeAnQtWam^p_qheIzLfFK@YP4hC(u;&F#JnV_A|e4H|R2!`ZLoV<#{vJ)J_3u
z7@B%iw2kzu;hF~!L2INGn^pT3y~u{-Q0)hv+AsiM&XH*1Y}>5X=koRy__oO5{2(oF
zrn}Cmo9^XhJtco#iR78+BNk))+dFCdD_X9=Q~$G3Ma>O^?hul1DN??ux+Dqykb^E0
zF5xV+>LvCk4nt|%UlF8+C)vvl1hYY$b}>AhK1VEdBvc1%&iSeQ+C`<h>VnxWBP9+L
zE7sRopzlpj4z3gfOK4iluA<8Wkoc+EW9p|s>?5xl_k#H43mu?<_>T{$%S%go&P-i}
zCJGn{Oi!X00Z$VUb?O(J#Eh@OKW3F{MomB7d%<>Dp%{SCE}+^!DNMz3`%R=YD?B^7
z#83h}&ZU^%P>r2T>43D<MT{nEhQ)~feg~>+9k_sQ1`||G1o8_u(WI`rw~TvC_k6U%
zCfiZIXdB4<IUhl<C+K+1!n?b6=DT~6PA-f=y7%qCgo|p(FFIi{kR=;GU1;}I1SEXB
zFA>eU%8?9ws8<-3{{Qi10J=NAn1>fivxk5XXenI5=nVUnpPX=*F{K!_!%tTm&c>|Z
z@CZ0Y4j?hiqlTg7*M8>rY8ntz``(m$T}gnjl$}o(OTjFL?c;f=>MGEYI-Dqf#jJCy
zp*n!IRFi!%{&&ll7tD;8^NEfbWM3Z|cK6fyFCi;wRG;nQ_|TwwQJx9FK5^8}YN#_1
z_^J;;Wu^8MGeYTD#9l4AQ11ey4hon}WhmHrt^LdlZD$9lK7y-L9+;-qlUFN6PJVO+
zRxC7VG0`NBoh?&p;PLrfo(`~0iC+6Mi(id_iYf!*98Z>w@a&HWm0l>1d~1$C&4$2!
z6dFA%o;-KqLLUAmz$y~?E$P*=Z;|r6CU74iN~n(Ejj!2%V8dtJ@6fL&C9M2l%Ir5t
z1_5rL#?j(uZ_bL~`ZMF}>mT@9IG%*CyA*S746z8hx3L=maXhLgQzi&A*XrVVFVhH}
z2}cZ5Stv>D0tvDLI^`S#%jEktf=J7c`E5Rb2-%)J?v9P(@acipXjB<zLhpx8Jz(~l
zMK0CyW`$t18t($EF<nX3{Q{F(!)o@W@QYubof1wK0UfCB&Q^e#P0tMQi;9UE04J49
zF8>m9X1nOIy`X2?VQn+$G!jlmXIZiozGamZwjz|7RAlXqDzKuDfgHV53w(J6s@k0#
zGlUtX_JilE$J+zliDv`TEtz?!*JgHICh!y3`}mF2j0&}whw5i4pL{(Dl9KKv<Yd0b
z-{$<q7ciS6w(XJXK;yq%T5Wp-G#0nW6c;0{oF)*a?Axn7Izi%vDk=hl{}$+d=9up9
z5oxi1SWLCgNQGdohaaN{E>hjVM4kOqZd9nwe#1}NOyCNxp+j|2bE`J^Px94M69f74
z$?V!RC7i#>{)b$i|Gs-yW26Jy_mo$%bri6TW|MjvX)=-Av~uL^pbv*v!=M$Dn#>9?
zhI^C^b*cqq3vtjDtR@A)$iq|tQT`EP4=CwWd5n4HIAIc7!bRu!%K`}Cag1m*$E*&u
zp-G9decy%T{P){4<O#TZ(NS395U{o}tGMA0$`>r;i-7v}#|eb{NMvCyR<Cta&M(>?
zEo5U+Eulqa`R}f0;t$<#s=WOqtE0qCp^zqDyiIDG@#zt&-B6eBCCL9{+*!b6N~Nx;
zkH0-0%Og#mEB%H~wh6swq*e|>?X50)!xc92lf=Jn>|97H@V{)*?27H$Gtn!;s>i!9
z5pL9qhPr3faimI2>RQ`j>&hXb>8uMPdt0FLXEgyqp2(W1=-^)@YG7U4LalzHLt)`X
z14_X{<85ax(TBtH9%#s8&g`qxCIqR1{K;xgjS>RZ&W)H{HJ67d(?6RMz1*1TKIsEO
z&^_|UM}i=-s_TmcvvK1ha<&nqYxdT|j$Kvkm(^(4Q*+jj*;|fBMGC33cuScCdafLR
zChP;weiylGUn7-!d<6rBa%>MctoA@dTyi2NlR%DH9mo$_z=_rbVoW0V4uSN!=iAiS
z0zlv5@~%II@?zv%E?fW{Bdy%73|UO#yhTw^4nD9S1)G=_1PwY$40mAHH$h-H{hx8r
z0-650lA54O6~9Am?E{g5J0o^A0#s+eb~YLG)1H)M-z5KJ^#t}6lI1s01b-Z~f`0lc
zVU*esh19@rwFJJ*M56r^nbVl~r=Uv9<+>d@H@=a+Wt8k{BSbeW#x~5Xcn9>dC5=}(
zrQh3v7Ki(JGmVPDFy9TM@Qr?E)2-zc5J=HrI>JjDgNUlwj%t#y&>7mR36tv}{Ml<J
z1{Y*z=BI`O<c~=4hUMl)uM_#WZDLrRKoB3v*tW+rjsU$>{O{7l-XF}(=~oAO7n?Rz
zhU}tMi@()_+myNpZ)%*1P>Q@It+PF0Roa*?<q9A%Js6sup`D2RBh%Ts72L_g=OLtJ
zbnU=(e*AY6XlY}p<KQUgK8MvTr&HZs)l=doOjhC4ur=m5sGuyg^5F&D{llGEcX`*_
z36cNcZH?sl4{07L(Uqpw1LTj^5DYeh@qKh?DFI8qcx{Mlu^`zx4hY@pE*z-Szz<9~
z0CXyKW(Fh@T_ROEWCHbovX<a>ZV{Nr&L_)3@*pM7j@{?u?22=7`Sv5sS^WN#xWYa)
zdJlv(?V2OdQ!_^T1vq}Xo5@E##r<ufYbgsxLmagYg46ny*moX1i6D0015{@|syg&6
z*SH=wzYTsItL+7Y(bu|?e)90=3g+d7O4knhDo!F4u4dGb?+INxIIJr(tI>#Nm%8Cc
z81}9w${!yXco5O;8F>c0I-Pq}PK)DCS?`^)kjB=5f0QSE_WQ=QK`V4|r&^VqRV}i~
zfAhDdh?Kil@v|&s&N*<S2L@LTfDD-`qF=*b->N#2RnwpLud95KQ&!MVQW!?$AsHD2
zzNMm){6cY`Ln<#%H+IW@*5rY{)E3spXS<@!k|VX*s8oZ$sU&G^y6N`HknWJo|3%eX
zhef$|?ZZQ;8x&ANH;5q8t<oW&h;&Fw8+1!ISRe*DbPOP!N;e_~jm!v0gHl76k^{eW
z>wdrY{ruxOo_!p{%pKQtt+mc|p65!6l{vUPv<iagb%D|Bm$dEoHy=<u))rl80!N3g
z6MmY*%|Xq}b08hbS-fI&?@g@EZ_9Fqg84g+1Vx0QQRcCzuXB6)dB}MN^i2hYcJM@T
ztcD!L2qB*1=Q3N5>2*Y#jxkdhj{9$_`%FGM;ZVK!uUn%<oW6@;_Zaj=9SetV8x?0A
zo#wqJpn@sX7eWLIRi8(V;-sN}3JlqZ-8iMAhgCKnSouM#2%Ob&-4O^>#8`R&VNApm
z29|BstS)d~3z9t9-WJ8Gu3!YLqZx#6`kL;Sv>jI>I`VG8R1;zLyv|IPo_d7L#&gG1
zDbE$Op^)`3@kdxN3F*Aq=YXJ6bo8=Uru>*?g!I8%3B}c*wMWvwrekJTCsS{~Q9G9A
zq#5yKVI()A$f#1~Fhv44wTYc`YikjO4qT+i@cDs-xhz%|Ec~yzm7Of-1=FYtA>S;~
zfkfnxiSPt}R8UZU6@%5VrWQ2oT6=&l{4!l?ZZ6&T)TH%-W_dxJuJ67e{&c~EFX4$8
zk6Fp$kiM6cWH?ku!DH;*PiGY6r?*C^F6=ut%hFr^5>+v5vR{r_!AR96J>;JWFtW{h
zJ+NB0C?NEzYvE;9YfsUd3UAF42^ZnSNE+Sg;n0x8+s%OlU1#EoCBsldyJJzuZ%Q_3
zwY~=p0nNW0pT8sr^k+O_xQS1u+()S-2j}WF<}41?JbaU1p<<Yw-S0J_p2XG}Cm6p{
zJ#H7S7xVeG<5Y~JY`uFFmG;xtxHaNq(>q}_iQ<=Fk-7}@DwA+Fil5iEJ{rn~UWL^^
z2m!}t*o^e5wRsiEZy+Tof!^%tP{3U;eIiT28o5Wp%s-zOewh!nh=ta0#+`9}AfD<F
zGO>G#pYF?kT!9l?BpzLHV*y_H!#n!+-H&s(Z51NpCJyIhkCX@IO-N2(c$}wqJLq6N
zl-??*U$rD8-cSg&@YB8VtRr!Wu-d~<L*GhzlHBc|cw1|a=gJ>exFR+uIVKY9%QUfN
z&9^%u+x8Tti#b+p-^q%eE!^v|t16+h8(wT5swm@*P&WFaZz!*#nv=Ix-mEUqV?T79
z^6?m2@A2=RG$~F6p(`iZ;KmP|F){in_LEut8pC!U=p4^vm?te{L;5}Bt8`(K>_CAu
z@>1fzdvT?9{kpA-SXQBkcFL8SpOi?4ZP)N9s;`5F@cBcZ*hPk~HV^DB5L;24R5f%2
zI4_)Ra7I{s0Zy9&5Bwe5;tvlMl6~xtSSaM&xia<VY+}{{z8eI2NR~E3%6F=n@(&jY
zC%)<FB_6*MzUL&tpps)kAW7bkp-8B>p=3?i2OF)A@kI+Fe#6!sGFw<VWs*|ZPstM=
z|D^HaeabUh;`M7Tc)TUB4puoIyUie6JFKa=)g+KAm0QaUq$Z)Qfb`!eY=+TZlj213
zu^(Rx<=(80fvVc(2IumbBz<P10A}ZB8pEC+hT>};^&}}s7x#*^4FR8gP`ynDOW#(8
zO)$o<i7PG+Xx${a#2-@`l8<-KAGSvrg*n4Yp?>%-`(bnCT!sD)4*R@u-qMCkkkcqt
zX<SIk{@GZp!mUW8>uaOqyzI4wbZjO>p8Eo4!SuM6zDv#os3yjSJ?klHz7f8CevU{0
zTJNgkWz&t0Sp_A_tU@X#S;Wv`)68`tF1N9%;%e9J(^k!6TiAQa11?Rk4j$waQkUfG
z0L|}f=y9K=?gzn+TUUjoMsv68mnOUP{!AY?A>0o|X8*h4VKWd0F86*~XwP=GaaYP=
z3ff=)B}>?N+3K-a^vbAlhD#b6_i5Ry3R?k~-va8pO*c825DsJ3-Im8G$7M5FGDIpg
z{1S5ddzCo{-$AO)Cb2Vdg%taN&wEW(pJoGnE|s0X(EXOE;$l_P*w>681}qohG-4-~
z^j@*K5*w(_pkzoi0CX{j#r~jRZEVi4z98=fyPVgbg;YWdpxxNLR2^_Sx4J%a;;n5Z
zTHh6z{=*D$_#zKThJ=W^Ad%^EtA%crV<$eDwYUr@)9!I~(AoR4#p}8yEhKMU3Fxn*
zN=g5{J&Fv7pIVxsEDKdaDihyqvm=@8izVG?g>$l4Vq^r1Z;k+*MfUM?_yv20NMm_?
zn)eSfn%ViUS^@I;L=j9v0jc99dTu&777PEr0_D#smZiS(Tr%=%=LrGLYfz4@&tW!t
z+M=q&a(l1s7m+FXZ7o<9Y`Bj&H|*xHNzhYDc#TWbBzV@(#HlTV9=dHfK6S52xj6-!
z7R#Xjt=M=_^yC_pr4kJ?Ip$0Y`y~i2+ORsf-L+?CY@OvsD}!%CEn^B|_kkcQw0fd4
zo_h*+gcDr)MO<^^80|rb{?qwT2ZOEiq3DV;6~DwOtQh-7a7NYrYsMt3sdVb9P9EZE
z$4MA0=G7d5DtM*;<{nkJ{t4Ukti}EeuW+6R?p*rN4R>Vu3dT(8-|saG+ENT+-(HW;
z2g|KxQG(UyzTetdN2oR1mU08kGa>07LVpPa)PO^`Z?4EW91I~Wjc)<O@q(8SY8W98
ztx7eUEa#*m`rl}Ma{T5)cc+R1#Z|X0#$UVhvXcl#M)pxy9Q(EC`jg`vjJVkemBB?D
z!d{MsbG7q4@B^um-fH;S*dDP3xMfUyu33o9?l*95{1ul-Zm_LbSidE)_^y0@O@(kv
zZNh#2)MMX+t(3ur6-oR=bF(e&iUWqPj>;D!@)JX+C175sd#h<Pe5-a*Ku6u6&`N#R
z@$)JCKyk98#5FI~v;5KLK-aahJTc+m_dZ~|eG@E;-gY$ks^GgGS9>m6F=RpAwOVF%
zd|+GSckKS2nW8);;gYH`!`f=a_P&HIdvkwp`yru-b<eDy!6?_<728YJR+r93czV3~
zZuem&q{_Lk!;6`OJ;1XId&;&=#$7x?pTqWf*3|RgPIjX;@9675Xjn2YCcam<00~3>
z=nYq+p`7a`x6Y5}_LFqPZ@t!gsb8%2HoG*Y2z#{ZFjUvCYuq3HYWhe@F8H4uDhlFA
zeY(YSp+=P@<`(!>qnS+e)A*Z0hnJU@foUqt&tMktOV5g8Q(Kl37&~8;3&%_WbQlbS
zoonoB;}?=L3^j34Sh#l2@Tu=_h{@O7hL4m(gTOc8v+fC7%K<>kBCU3^D(sYa<I=!I
zNoVS3(T!7&e*V;yxuWO1@(%_Uw1zv^5v&SZp3GmW#sunK2950gcB24`iOs%ogue9?
zr|NfAztrrS{C;k1&#<dpVP;<71|tEBBpv}ZCU8MKUWFJPuqvY0jz7k5$P+TvLWf8M
zNVOyx)tcLJVmgusysXaN73)4$$r#rC#H}%}rg1o<{BLm5-IjEF8=^eCtsOeNxOM=%
z=R`T4nWtCIE?>)^((}cKE>(<2*ph6ptHve7p@tdcjJf8QK1%veFc-WdF2=;rN#gyi
z4JvLZwsKIUZmF6%&OIu^1zO7)0VhZ{_vrb;(bq~Jc0K-;Y-c%dl7CQgcfTs@phMJ|
z{nsAh`SZaYtSjp(xNUgs-Erh7&baA|k8G-#KP|VfrRw(&1*7=aF49*;eRfxiYx)uk
zLBjp}o2x>o<?yzfYd<q>B3K9bP+q{^L>=4N<>MLN<bK0Gt`yV^VL6gu+xr1g4Bnj@
zvc`xAF&cx%Tj*qMfqP#F4&c3qi!%6+tPFPeCfik(Vr<_K&Ruq_u{dQCpp*7J3ETH`
zuYNmW2k7+YZ_0AMmj!!?K(#MLi(=N2GDvqW+}1+}EDiFV-cezS$hnr+v*b5Y)^7r>
z%JRF64VJ~{!RJ?32+|^qwUADWr`mo^B&qzM%$r&Pxq^(uo7H#^rPTgj?wLhYTBY~;
zeYfIkl_+cEk?ChCozW=(945FTbONu|#|@}1Zi}oyzc>l^#V_-Ot_s4jM+{cd?ZH}*
zREu)n2b*T9FUx6v+{Iv-b}IpzN-ZY{DX1fmFu;{wyhzNYm=Sqgt3wYp)5D}CdD0j#
zk}d}?ZlE@NHlaZu$imXD`Ufzy*TbfLVLn9}9!AQyWI2!IW@xZaP(0^@paXl*d>jyz
zV_FP5HsVpy`seX$MF7uwXP@{6)eS3RFNql2fSXgkKh|&!A&2u6SJ3+a-r~Ati#t^R
zO-QL|jwuY(kgUKqVQ7Mv!r+Vhj&>ImT61@Hys?1@8;tp=8Av1hL8l?9x|Qs2|MtyP
zOo$ZsDiUF8dyQkS0*_OakXA7mQ{JRir>3!l%O<1<yQ>spVnRHPZsUNrVmnxJfsj&0
zlq#-#<vf!KOK``ntyWB+-<zX!Jaf(A!$sLLe=gDnUhXSb(y3}gM)yLl{ob$)dl5cx
zo-HU%8oABM>hj~&4nx}D&X&5+1Zb=Z+}?%XAscA8Emb(45$MWFJW+p}mP<<xD35H2
zI(kY)BYl+<7(RCAjjG|`itk)}s{jC><jad?RLf)8kOrw}Q9r0X2>BI}Q+On?xWr_1
zKLsdcpRSQas!=i!7arZ5CMS>HP<W|wI9iLey+_%^FFk%h_I|mdz!oYl4i~Il?$&QN
ztO_T^-25CmAQhY@2L5Go2_esOxYbPd_2@P;6rmt;xFN{({seI&v5KvwWy$1S?gT*$
z`V^IzES$#T$eB?p?2cWmfJN@iN0ADyMoO}|s2gifw-6f)7Ie>AMl2caTcYv!yjHBM
zQZKlo1fwg;+M8hW<$Bx-Wdy16YoHt@9*1YsLv+lQi#X5W71i_L2rUZGxw)PuV2wwf
z-hmfh9mC6T)e!!V>^VXT@dU6ryFCEV1lHc#gTF9wum$+AB^6;}dhX8wjIF0OnRRYY
zVn+JR*4dkqh@}hsn+C0VRiFl-e5IX%8Z9j?$o9k-O`9-C65As7RB(Na3u{xY@FAo1
z=>kj)Wp?@MoNm#bE2S&E!Ar0I8qm7lk<FEGn@#wNz>2o;7|A(d-H6hi&@S714Bge2
zPe^iM1H!+H@4++4!9!m*7mBi4lP19L;V1DfQtxBI2Qm@dVG*1V`6SVB@1H%50~SCk
zSfuFyOzKETL1?i30Sdn%FOV`{B`zcS1MH#xiR7ULKpbolaDeO8dDsK4m#Og5*TekG
z9oIj;C~~55f4_LB0)qq6jQV6&tOf#wm1AN=DoTJxu;uo6<PM!D@C_#OJ^*5gTtyoP
zyz}THj1D;2b<PxmU)9M}kP9iwa(aIR5U~q+<`N%V{xjk|Xu#lr$DlTk9uI`xiN{sA
zUj3qZxZWPbsp9`!?^<i127@@fKWb{~6oK<+&sqUA*`1D`BX!0l(mbm8`+kC%x7?tn
zis480p$=ks@+?MQQp9;YB~Sx(0E|lH5_j@2IE2naNC9&-Qvq|ZFM*o}LStH>#@czK
z?A#<#$Av}HN6d&XF8mXe0FzL_;{i}`9qP?jj^U{Knh)lIDV#g(1_AA;lYhU~y9R@U
zW`^2)1-v8SeF-G)4)o>&IWpz^P9rojz$Yh?;=k)W&(6WYu{c)&64Ln2cs@hymK*kK
z7+fSV-QRDk$-v-%;;B9<3=By4w*I`^t)dkrfaYzv-KaWCM`u~W%F6nGR&Qi`paudC
zW#AxanErMnCnHmap9d=&MmN$|pt(x;KWhc=4&rUNX{apfm*&v2L5CKE6d*`;J-j6c
zD0CW_s|=z3yO8<03XpQahoN^<C#?@w#IOKo+G9c=ybM<Sb1MJg<t~{t`5OYQ%L**b
zFgTz|n=)Y*OX_>zqT$VMxe=pI{9V!0-hlDJrEzm`e72O$1#Z^xja<;r&FuUPO;JDc
z)P>yP|J;{r7NT~4|2JGwR=f50=0i;Z=a2oK1kq6`^p_YZv%>ytE4lD=qL`im%U^B)
z!Wtw6I2HwJ0Q=|-hGz1qKI#AL&(mKCDZpT{BhCfioDN885MUclYq&$8>y|F_qDZg)
zUCTr>kVeDJe){~mZfVXPv@LKQg{kv%q!y#V>F@S{ohsq~-&&Tdst!5|9Qj&@oMp|h
zgoYDTIG5*ifyf3s|FjJlQ#>dkOP?hF^H_r&6iIU6s2;h&SxDTP2%N_u__I$sV8Yu_
zRVtT`7+U=AO9*zr_1Xfj6%G~9V7u4)!(FLQBDp|$!Z9j5V*3m=ap}GU;+X<XI|y_`
zz1(1L3x9Ay(mfp>06XG9GYEG)o6!2-Rt>bAXbPyx@UR~!dI%qvmLC0Y5e7T+-Ff@o
z1Q;iYI;j87p&j&bH7HujDZm~VqXRv#m|t$03&d;uRuMOS|1N5P_jBRwN&c!F`aK(7
z6QI%X`ydUB`|r6bZ?4iP{kL06#evEUn~LE^?ZVu*B10h>aob8Aps9+hq9R}aHTGUh
z0JIr)2^x)_E`tOAAtb%~l5{+}&xJ@VNPzz-HVBV!8|nZ2{R5Zer%y>Y@416hFT?~C
z4>VQ=zShACLvr~L*zEz0C)<wyU4|CQkTMlxaDbe{37B;)rRb}&-<PlO!SMtF<$urg
zVymzP_ARVEVSiW1kc5SW4I%mVC5ATk-<W~5gytjMB|wPk<rp34?!mD_ewMH8_Hp8G
z02_9D0ITc&tmc&8Zbo2g_~(3z>Cv^OC<aOa86hQ@@jfi3*`y3_7cjPhw<!nD2Hs=Y
zFE^02p*!C|E_}gwUKjM5u<Ruw50^>)3pcJc2*CVSS)P*ugB-okG==?!G#6l<%5}sG
z_TH9D`g6;{j5g4)f)_5?)uSiNxjbR<%MDxuL?Asw(f`fQrXvG2hQ&=tkgbtZ59y(#
zE!?j^F-p;$Lk%vFm-2MVU;A}pUBq(^p0Ao-4^sF()qpN(7KR4(zWDEtp%&-h=#r+9
zwAH&|L`XpxS|?K>tj_cY96SAQp8t*iR?SetZ>QmM>j;E8`&0v7D#RD0e1OmeZc&YO
z%^<}6yS>{&2r1B@eE`R%^Mni>oBYNDq#C{%@S|Q*z>BW65|#ch7+S>qPg7RXZT3~?
zOlk9>FFZX!^vKA`H-?*t+YCW~YxTeTaWXfYSvIW*gM$+>RUjEeTyP*>Vr6ZtD@C~q
z6c>?7Gs)RvA!MsT7xuNV)2Mi1A!INpSH9)33b1L0Pn&SVUWX?F;cyLpAsEqmFrM<3
z2}UUM4Iu0UcWIYD2g}7Lz`Te1+j5<JPXzbDYXGODMl)(4aS7OkJ19E{VY7RP+}3Rf
z(wYu%Z{P*CZw%nyRvtKHaa4h6AG=|NO;o<S5vXR92q_R_txqByL=9O^RG=lCHnY&F
z>S-FM+j*DHX5dzl!y+J{u`%8L;E?Fs`aDQIZDn$Ro{yNWgQ@@xrd5`nIHG(Y@z45#
z?LGV<N&w8=-271%_AO`5G>t!F9O+fIF2eETLiv>ife<nPSovpCgiwK93<4%#|7*TV
zPFzXM1J*pRbOwV?<7i~^Az-xwLS=I}wG6areNm)mzQZ4YX#jofW|IMLs;I;FN!MM7
zStENAW01^2q=<ApE#2~y2(2%d|4LZu+s3`@iNilf%*C&J62OEXeyXt-C<dEb(y|uF
z5GJ(=Sq!Mt31wS?CJ^$we!&mn2>%xP??4~Ga7Y+_aq?V6Z$6}1Uu_Yed3ZR&&5_IB
z@?*$SE3Q4ODhI1n2RPhj>)^<O8z;3x(J?Uzz(I3)VhPO4OyI%C%|1XJrb;3%NX5mf
zBd=bD=E4O>Sc~u~kZA8PgeCp&uni7=K$mb@t|gXla0i&L#T)osOb1wuPXiG^!)-T)
zQ!~lF2@m<Coae$^1@seX#PRHnkeXtZ_a$a}F%$Ot<f!o+p)nFBs`L;rTZ2q4#yoKM
zlkmBqjdo5`fo8BmbTftBUgX38SF&a!n+uI_h#-iJb!J2I>U%g-f#3m0Mcb7MEX|rX
zN)J5k>7iF8jo2)G)6r~)05&t`HQ}+t9}yk_!tCwtUIeRK$U*YlYV3C5Us40i0x(Gu
zk~Perfn#EN`pC=5{qfal>FdfynoGxl_>Vqk=G}tkw12bS^5ldnBzMqE=Aj137(|sQ
zKoSf=k8Gb5Z?B~X>(t9Z^6s}1(-9Mdr8HPi{QlX;d7E&mU<dx4;jGI$M}LlM=<{X6
z>Vg}B)ukV#gKBHH>P>Sj5g|drCNvbR125FCmOidv)He+~BL-9tb@t^%Pf+A-OmOsA
zcu8Cf##T3jSnusK4KQ|wa0%2FHCavyByywjZ6AffYy_Ur6XRs*=)ecizhncp7IU|I
z#g!{pswS0jUqLEwx-d|@*rR^@6hIe#FoYs<Y~~|MWnZG$q!v5S+n)5UT`!r;-o_Ll
zOh`dd!Oh3CxS<3x0=w`mFjzlmO+Eg<e~Ct^_(dN8`+x)4t&gB^kd!Y6)W*65CraHl
zd<qrJEW)CR$hfaH{_#C{{^CU$MX_;{e=U60XJh&uz$z@Burq?Y`p9(<)hZ>6|G7UE
zNm}No14zoNpJ~862bImv+fe3#9e)ZV$_2;g9nAYDOttA(G`513hXn-291IS6myq@%
zKF@>{u=0n50~JYQ^Oh>>Z|DhJ{R=y!$_9<&%ZBUo0o$wklboV<{-)3eFh%0apVazK
zc!1ET9QqA%a}_k#6ddotDdRz!3b$_U`5H`q`4bH$#Rw_LfeYIO5ChmQh!fjWjbSw;
zFP}VrUew|8AgR`Wp-<+Gp1P!8G@axH5Sh<x09sx}0an|{{i7xd|9{zOgUY_x5RiKg
zHA*0T`so5Uk3t>Y`2Vs}CNH3z;Chwib0I66LCnPS7h&61*bjyypCm>7Igh=wFgPfu
z9px9R9EN_l?%x0Of*rCBa5v~7M_JGyS@obK8R_JyKdIa3jlv{-u&O2IEcR4!hVbZK
zVBRbPyW?Uq;s=jpZE|wQwO*eW>-o9?m;3vB6YMBbU)fv)(|)Sqn+nAo02GN|^P!|e
zUMi{&-Y8P*JOY8$KWO;0v?6cv(!Ru}FJB-%cSme*AgQvV6*NoHAwkJeqC3YXg1Zxi
z6an_I7`L$SL~MU{3?QaYK}^SvYn0fuA;Ep9j2*eI_siprBPIsLM*V~Jk5j1S;FQop
znm&l79@u(G;5xmHz&C;P#EE^25%{L2(|%Kr53YiHjB(jb0h8KGQ}^y+-<e9)2Fz=<
zpJPh1+lAYLyezBydo3~(1&*(0@HivOp{V|1LL=8w3YHOKHXX@Ck%w0fKyH<D^I&KF
zC+O%eLiM1H*hK<$Yu74V4l*6mf(cHw$oMbev2J8!?M_EtKW@@*j(Kg&#%OjFN5~4m
zky8H4Z4ap8P}E=nyM=QyLmYL{8r%CVc;c8A;7&q=Q<P1%n@=Ii8zIm?<kY*_A$Rxq
z)6BNi;{po}YFzG>E<xl8u5QicY~HzXxJ`H0jzNVm*SKx5_lmx34Z<)X1>CaYp>PF2
zO1f$SLc$ZnwaHi%kRWw7;Gj&zyvfXTs1AUMD*17Z-s_oa2!moY{W{5d1>)*$f>?k6
z(>w+QuL?Z6d3Qf>jSZ?Ni?&08Ne0lW+<VG;+<z2$^GavTZ*G_GP_U;!jWVpu2&hJD
zl^#&gBrdz~aJ4hg#48VfL4qf}uNnYZd}a;b-{`EC7*}f`&Wnf`$RAL9`f)|`uT6JU
zlKqL-%)|Qn5FAx0UU{`yQ1EC?zAi$)TiVBBB$hWPG!$4~Msz5YNg^2G*23=yoghyu
z3<huj{fg<@@IjHD0y0*GECIqzlAWQtJPhivu~KLUEv+{eAvPqvrec;EUH!nxYvcN@
zup=hJ#3*og<{US8c{+ODSSGk^Oe=57p5f1b6&^0yat{iGY}n~mi6EQ<jKLra%8%J?
z2r!9>51~9}2Yt41wK_&-jPwzR0!5kyjjOs&1vvnn8~-Ug_Tio^A0ea?o}Lx`^0f>h
z4)AduIcS2c&k%U+x&^w*45AJ;PGELC(d7X-ZFl8(X(ygg$JiUTIh{W^&J0wMMW?|-
z%7Nu!_Wd`RS=ajuwBPCGA2qI=<KHuXGI8s5*Xl_zhe(~d-cEJE3Lm|_946y-E6!=0
zFB@c=R+V;%mWM{Q+9e-9DM#2pn6JJdesKgwwk&qU$0q?3bR^KU?B>SP5S4f^o?Gp#
zc8YzFtD*c-(t|Bi=}hgvG^|0ThOD1}`7-cpA<=TS#E|ve{rg#iu#YFUnWZ=uJy+vi
zL`7lKjYQID=E4TeP)FCgVTqq=JjZpKN#G>V#D1>=oPxg%!y71RrJ3dM-;aQOl8Ax%
z9_&bm*>=ToZ1&{dqlXZHtZGt!wa@@m#2F?VWOm;~_>31D3)k~CGF0R}qhOS`|37K6
zSo+m*7{=g(*rfwwNOSwAd(JujE1J$8`cMYp1?d<Vcvjw@mcHnB_a7!yP#pLH%^mJ4
zhHIwrIfJ7j*s5R&-$g<BC`MnD1gMBo#NCHN-Q_Tp!@>TBRU-IRBU;_7AmkK6cg7T1
z&BI>m{rVFz)-*&C)J{N-b)fHf24PQDIF1aQ68px2h-sSKcPFn)tSuC}E)|xtP5n@)
zW#QwKk7&*h@QYYJkGkjr(>=ybP^HJUAOXrw%-nA0#8iysv~E<Ceg&IOmeq#MaC~!S
zzkFI|Bjy{FEm*?8%N|)Rh;6sJT-;T;@@n8$>KJAV&D$RROM$8ALm)&!HgNOpi{WT*
znoEoMo+{;7J&_>WOnXXWVx;i~3k!B1pL?w)9u+K?jmfxXYV&wW@H<U+b3cuy^u2m@
zdCt`9GZ4+i)T=-v$uDbh_g361?5#OF*j720c&{C&V&a1uEE<xNk*BIaH}|Y_0OAAi
z3^@S2x}W3*?Z$E8(;ydF;|RdG1<t4p3AyK`9R8#toD~=%)INDK1GPRo*Xv*N1ZUvx
zPM@UOo<Af;5yxnld^+X5W(SrhtM12zDJ;QN^IqW%Y+|li5Wxd!p>|&uL!1xR(U8U`
z2HXLuz4ZQ4c@FIwR975#hnoWG^V_iG{Ka?65S?d^TQi7k;$eU0`uXi0q;xyLHBFKk
zL@>v<!f=<U?TPpuom@tNn9^Gmcz7fmQ;{q=AKK3}5`JdL&kTHFp1TRj;!*0c-tj0_
z#V)aj*(K^%ii8jPSRP6)^)yK}2`qAhsuL|X?kx|RMF||P-O!wKKXDIeZud@hU%e0I
z2vP$1fC{+0q8C;JK8luEF!%64N8@ngC7XmT{b_0@0ru4<WAaK{*6S@Tu8V|i)h{49
zwKWgo4<hWBn$-E~k<)SA^_9WDmEwV8*6<-1skoU|*xaUMYoL*{U3*h8-1a|iLipk=
zcmrLPxttUA>z~heN6I#W8PaE6SzA3_IAy`SNXe;b*NWS?s>so2`3T*IvI9TQt4M|j
zW@rw*&}@0HBj7m3bNlC)PQ7!*#N?Is)*o_BxI=KZZSK7~n#y;6e!g`5I=0@+S%Vh!
zo`1`&`ToC54QJ(Ixo+QhLCbxg!B-HxFTqirTb8gDlgQmu28WuPX}&i5y72NbONw39
zm&dgv-FwFYNMV<e89$pgguCYtg3MamA}3}Gc-%F{5KvtGv1}66E*Ut>4Ky!j6lC6a
z7|iqZUcEx6pXv#R`2oDJ45m>n^+ad}ahG(Y`sCRCX7>hqP@O<ea@+>0^f&#CY0ZkD
z*pLU1YKvGt$;imKdhY}25C|^)!SS^{u77qG868E@+4|vwT6K`4k{J+vG0U=0qe?4>
zg}HjR5KGATl(CuBO}iwfOZ#MfT&`B_OLmS+H?eK5wAU(5B2~QUeb<=?C7}nDegu07
zBl-ru{yfO^E2yK}flZ>W^rrk{KCp^~_EW(-1xx~VVj#iSLgKiu<R2RoYec7c-l>MA
zzYMD3IJo^zW9LT8`eLZO5V@?MPbm>fF1^lwGWccyq4ML(@QiyRv3ioybilSUm-%CO
zXtL+f(-~H3!;8v=kC*T+Rfvf#ssJMRkJXS<^p_BZ214oP9VxfMj+9xxG^jdp(T)1e
z8wq!mGzW{QzQ*A}dCCC&6B?Qe0&gDae1ui#{pJ?E*%3sVFwzr<*~i%1YUoUrD#;th
zL=c(f2ZM$i)AiYP=4wD<*~#TqXhuv@?4?dVi{)kCOLk^E9Co;o|MaQSJD7FmU1~<1
zA|}WQ_D2@ynF@m?K?;l5CWtzZ^8x65m7+t00{Z(tKCRQI>9pj2%N?UddDZ(K)ZA20
zxEMcB>{h4N1Ou70pBzuL`e~>@1(D<QX`*j%L<z!;ipj5N7l4(P8b-zxCfZD{bX)n6
zBHw~K_TDu5$IqE>tIeJ5wm3F!fu5<WEWo?mNb}3mN*1N2rJasjriL;j*g=+b6|#V6
zM5~Q~mIW^|2?@<-sO`Bj%8jhf{8tMwFb(gPRo)Gcd-`U4l|xh>*orOmz0rv09&Ktw
z*DMOO(=n}7EtiZ`sy+^9i~_@%I>%H%chosA>2!shfFm9fxVqXy#1w(SdjvNEzzHAX
z2S<oa14XizGZO-Ge!@s`e&JM)c6)hN!jwaEcY|8OCh}>2-qi2q)rc3=WaJ1wRnraC
zMwbW?ZG$N3DkN}-e+w@70G1B**|TwWi7?ae7R)8P2rY+bScLWVIHE@^-g3Vo0-_S5
zAoy9&^~V3y$x-@|tx6eB))AwqGU}5{yNp$M%&0d1gK|IOLQMLNXNXpv$xs$`aZVz@
zapTl2i57c0EkJ062Z8<P_ODDn0)U%fVEA2XGQ8Y1<M{2>_y=%w#e1!K)~R{pa;W>7
zo1dN)T<HtQzf(Yqc-uKCtdW+U&;q;4tAj{xOVQ>wqtdts%^r4R@PNLk#s2YgM>}&6
z8W%)h|B*E>U2&5vtmY_?ESD2<fPe0`te6<WS(Z4n0_Qq{Jml2LUb%8xW@nOQ(+!%3
zW3{$$&^BjWpzHxR06$Eikw$OQjJQ8JS=9Y&ekwCp9yBn>sGC<PA?aPIBNgiOPDLXn
zzvtvHj%h@)Aie&P<|^n4hbryk6OWa`u!q?>P_MQ@_T0VJz#<<~<A*?0GF~D)Dw!N=
zk*eoK#Z5VitklC8rSEK@xmm~0GM(kPo{?cTApqfB;pWX9=!@WzB6&^6<f*Q)K~3c0
z9rTF!m<5P%5MKu`C((;ALZOYx<_6{asiX5heoSv6D;AGq|GQ$3omBY<(!Q4S&S=DM
z<3ihA8Q1~AO8^$Y6dq>83=N2O%Fx|cqth+aFP;Wv4jLLjzV~Agla0u0fGsKEv9sOO
zB7qGi*L=U>TewHxy+JRH7~B9XZ<mM-RuqbeMvmntn072ZLXiivA1)b&r3owd2%0Tz
zrBCN;U00!C;@d6I+k8n<?b3Q2Sup_O{aiF9LXkc%1{<_Rz}j|w4I*QFk+Pk%4wP3C
zAdzOoNa|5PxX&m+lOk4%uG!S!#@3dTK70DSS={5W;W<_45fO?wLS*C`EM*2cL`rSu
zi)TlM6E?u4nf8@>FfVam86D~h$-S^qNe{V=oF{d?GX^;bO~%W=;IB@Jjb1!M*jKfA
zcmId86GXVjs_3;}PB5`a3D9bP1Q35b*7yOed~^U@Wi^GFE*{8Owro(TlmQzcQT$<M
zy%+@?UsuSkT%i_un7IU-F?UMGrafBQX~%_o|C>%Ay-Yswy?a*L|AJ>FG7E2(*qc8X
zOP&i^peiy@0ZIXZm_En_YTS^;!IZIlwO7!X!!MLFRw#&&EtX}*#dh<>uLbtlFR!AA
zDHwKsB|e9I{10M(9u<s2tO?zSU^8oe30PRGgKZ~~YV<vc$QisDS4IKh3m!3j{o-o*
zi0N=mAO7mSN_*Am_m84;)e;>Z9*3;n!B_4Vln?+pq5e6o8pn5KaM<<4nhMG?){PlJ
z2GZLtE%_&lD4C>fN-9;LD1Fb&{`pgTKA=lFLRL!JCMm6!H(<KfbI9WEcE)Kmdv7Wt
zbwYZBPe3DbeMl7y1-z>fDmzv)Dk_Saj*cDlQD`XOvW=_|IJXX@aeuGW*aQ}1=I7T!
z{hE}=jww%tU&yw=$WTX9_;HIA>LGJ9{QrI@m<=M|d7owjQ3os{W~x=r6KP8_j?ywP
ziEDEc>>}n?5G>Nd=wPVa6>RusCXJmXC@>qkMO<_f-tsCG3~2sVPI%(xWGdL6B&V#`
zUjWPGFox3^hEv!AX^ECsUky<m_?2}3y9w5m9Uwqk?CC!K6k2G>_SZa72L_kA{T>A)
z4x!eEhsGLesXSrt-oc^R6R)WP;hGjdYWVoZ4K}HL`xzCSa3gd=5bRhk_)h*&)pI5A
za)kCr8@K#gk&G5VifHic$LdNUb`GBAkmk;SxFZhycD{`zLldj*?e|7M_JzgLnT_#A
zjd(KW0kune+wosB6-a*kW8RmhzrK$60m-569hct8BJLOme;Z5q30Hu_!=68n1jV1E
zgIf4e1~GtvFo>kA`Dwzx66>v0u2wyaXE>do-C(`cwd8qhp+81W9*L8Y%e?7JbbNP^
zlnmdl4o@m8IdIi8aOi5-;csJQale77tJiB?mEWz5W#8#dqfU_$Qv~AQdl=UTpACBW
z>-&{32HEj0*EzL2sggMh+?seSbzT*ei!I<S1N#+j9@fVh566vg;5h?8e(*1XBK>0%
zW>DIZZyqEP&&Jsp@qZQ<L|wK=4*M-nAdf`AyK0zd_N100`0*bo@8Vt4(YM!;bG62P
zqAQ1*mQ4Y?TvWF3tSq~msv0h)5DyudRu;$LjEVFm`Yw28MG@%^5^Id&ajpmTt7^@h
z)*Jc-Y)H=7#G}W?nQxdutlmZhap!+fGtyUZI0==f_PE6Vdw$U+angTR?UPQFMk?F$
zAs;xr8XhAZD$=Llulce4c~wmT5aYi$)S{OLHE+B;8=JB)2%Y|~t#E?Ckq1ZTeL&r3
z>wtz0D`OgsS^%?AWZEra)iVQ!ao5&Wc$oND7kqTSx8&yb#3f~ASYWST373!1)g10I
z2Ho9!8uH@l)9Ia`!0pBmA0u}WkIG5UV&h!>cJ&?vHSKCAQv}W0l_>9=*7a5U290Qc
zc=9Gnufk_{P=Rt2A5zTAZe}*`Yf$&3y49$`R7C9}MJhM4p45@W{rS>AyAE`n7em+g
zPB%ao(e1(qF=zPim=eZoNV>23>ZM@$#$d61L7Hnk&!>kF&f9E>zQNAy_5gUfp%J2L
zWH-B6BTueXSENoefkSzH9d3f#<PNN0F+v*5V{K@PICR<_D5kFPDuv$I=-=ZA$#4e$
z>ewzulH@_k-GP`Z1<F9@YPkvmYL*dVe~L^h-E>2g6?Mo@Juxw9Hbd5dxOMB@Cy%?j
zJSAIAmF^@|dkKz+doG|Q^r2Mf1P>V`3z8lt=~%#{&w!_X6yjvG{^L`589o?xz(v3G
z6SR}24`H!xRZnz0o9Rpyh^cn9{1dG8N|yQqI>R%2Q=%p>DX=}3f#oRHcb`T<$kn@o
zxBw^+8<1lrW2l&<xguot@(`D$!~Kb)93xSP0ou@U$cH7MF9y$**hKrr<CMf}#u^7(
zF>IedOPX+qo6B(bRhQD%;yK93DSz+DSSg-Sc!3N{n$#!Ngu@x>!GNl<{Fs*8Y}b_x
zw8wdfZnr+I46}cMehBZNucD;(TT9ij`9V!rI)N^tp5T`dp#0Y_F+-l@<o0Vp&$y3l
zGL~c7Xjk~b=TlxKFwc7WA{jK))?uvhQiIPWjXKil@K@-z>rcA)yxMA-2aB#;OZVMg
z>7F7%)qDbC%3r!l=2|zOH%O@B00{;p<bJ_EOiIiKm_Kb)8ezOtu+Qv%ddcpKWm6XS
zf*kt#-gt(!CO23YQg?|JCF&R5y$%Th=O&1gFFpg9@S)ly0i`k_7YGhJ(9glN0Xd|5
zwTHpUp2Q7atq0k=cdqyPd1@=1QcYgJi2lfHz*b?Q%>BJ0pVn?<pmd+rRKoRU=I4m`
z1b*Wbff#UkVRxOB(;+-9vNbJb`jbS$dg2e~YG9UY1Sg~oAloNl;P7=w3J-<Rmqy`u
zdLr0I0j;5`qw7E0o$7tJ@=T1H&3gC^FU_R+X*`yfCoDvA!eZtG<3D6EM@LS&B$`MX
z8y_7~j~6A99y{g}zzk=>WGIm?OptrUAkuLl4gF1|lxH^(hzQ?+urwHwOJ_G`ME<Q*
zFyqV_YFg?`@uE&>n&yN1JTH3=3DvY<1?C*y|H)&K&F;ff-Hb$atw>rtRsjhsPoF;X
z@!KXI9u=|gTAayAcG~z=0?X(lSjlyJ0L=QQr|zU43Zux7;-B^v!YXcsaZ0Gkz}SfZ
zgU8zb_?YVZ3S^WgWAaLy<5Z2Sb`(%_UJK}(L7T5l?$l!OSA7a~quN@Yu$yPAn2lAZ
z{J5d^ifjiCnE3g58%mCb^KwYXzyvg(j}a`5mGQjPfG&d`lh7@J)iK^&2=BZw#o7j(
z%o+>?$?8`mOP3To*4m>>jVh1ER)0=;!B{odz0&4s$eWda%yd%5_q{E$m}t_jd7#+5
zVi-I2t8V=kk`9i(7+RhD^`{=qnM1lW-KV_uFCK%M7Q3eGN1tl?_Py@!w#s%fWEj(x
zk!sag&=uW7vnt9EbngQpYrCqWdFOsevWxj}MY~C;m>pXab-jH&<Nls~t?Ohk&XT;!
zj{VH`IBzZax!(&-@Y*h(Kdv>*xCK&{C{Pn3F&_jD8!w~`s8GS?Va+bre}G6oR%%#D
z>i&BaS>bK@Xvn&EroolVF_|owyxM+lXWhD2WwbqpzTi^FbKX$O_I6BAoWF>jQcE2F
zrx9uaGc=S>Z9}`8jx8oCwJ<Cy!PqIvkW*9T=wP?8DMF&}@WB^0E{<C~S3aIWO>*RF
zVnhd_p*)lDL5c{0@zhv1z<9tAp*#-(p$j_xW<aY*uro|$DFy%96=dg`Wy`M=O*zt;
z`>EehMZX<0D6-b1kz<F`CBQ%N3zJa44xTRQk(h_Uo6PCSwkWH!wPl*uX8Ktim6erU
zo%$|G$k;}+rO2+j&|kCq<Xo@*!gG=1LC~J^Sw3TqZZN4H9t=74!EIo9+|gGKA()I>
z{>RZ+GeSWFiv>Seido)98nY&h5Pd`;up<Ol#}!9rnfx6X%H;t$vIg^N{*+Zb6(bmt
zDmD3QA7;llNER)3M6u@JYeSrSrb`VpFReCDh^A<f@VccY%vTb++Ihgo?zGTJV$^6J
zST`_gdW!{PXMaL5uQ^y2MZa_pO7iC8TF0DgTJBA-#=?1>8?k+pDlg%J)b!W9+tGzu
zEHpCD&T?NGkMy2-k&+^+u0dE2eIAqX*yuIg!-)Xuz*Y*Y?=t>xu2<R#vz$QHAoz?#
z=9&|V?#!8c$dZht0mTz1%QJF`Q_t>ut)NX5Ue+;+&aE(Mof|BUX$2u-tt$HRz1V6V
zj6jhoZyyauLf{=Fo$Uh$w;k|FF5t81ii4qNlToa$VCbh2FTrquUut_fX6GqszHU{K
zZobx|Rxr6I7K7sIV(xQ5u77Bzp^0Cg&#e<&->}4?q#KlJ;ul@4sq!{e<2$0jq86&h
z&E~cC>qiP+xHUEF!+MwE)hDbzh5E4oeJGnTm{|{t$sY0L_N0kqX#b-9vTkRR;xFM-
z<}lo3x-eM44s^|{ZY{+5x+N*nffE6ggWF%qEHAaRAam;DM_z}8MM3eY43#%b2H$G7
z1ZRsZ{7Iu)SIg!C_YqJa((>pkz3|TGIgN6SMu<*}Ko>x2IvSEZ@KJ38jCBUUH7lEO
z;2i*XXO@|n$tEoPO;;73=UC{(GriIk?;X?onbWFoGODC_(cyu=6Y2MI^z`;IK{EY>
zTF?P+z<lgDNA^!&I`Pei(KNCIHf4hnaR`<{f!scWrrI?Dex;&vRKoiJiGA;kpBbRM
zU@`TAE}uA0lS2ay@o!_QQ&2U*)MF^zzO=XKU)jJ0#G$hbhC3i;z+Eta3&w)7!3H}U
zbOn%N1nu*YVfY3M3iVGqQd`nXxMs1LoaafW_#zUlqNaw16Swo($#ZI_KZ$Amsj6q(
z&VpRmETym8ZnC(%hh3cP>F9MoHHFvbISnY8-0Rdbpc0SX9=G4qVzECoefOb@@_Xhz
zdHO596_D~&?_Sa@9&0cZbr|7bZiaDPYs&pDeSSs8o3pmRgRz3tFei?!S9<f6x!x5^
zh1K!KnJ~_@NW>fvU_gIhBA?dE^M9;K4CvD5b~qwzc~X!uLI}5ES%z@7$a$h^1MxEs
zJlwTLl%AuFK9I6zuBnSDx9AtMRd}zT8k^(Rlih0*O-^CGPXF(X8Kr|~CtdG%&`L-J
zHQ_8>VPbj|tf#}_%JK?+6RBA;vNHE>2A{(|#cYf9AJm4KPm6{c43k7`?yekJe<I&>
zyGM1Z`WsIU&}R{kNRnB11Q`RU?IL2tSTWeqfFc`!JV9X8ET||}(+*H?Y^iy(?l$77
zVFL5=ddC1AdT;OgEL3$Rn*9Q$pqmFK_h}s0y(;|DkAfgHFN0kwVUBrde+#G4nw$Pr
zi@Ps3LYGOTgLeuy{^Z2WPQK2pb#c|e@zHaFrYe=AiEeXjd(+DCEh)0b&6Y1||2Y}+
z!m=}IqLN&NH<NFl>OyouqK#;i)1Uy-PQ&d3g^d?*k*gC{QVaz-bjxrU$H7_C*?(&5
zaye6>-WmeHcE$@znaqL>gDYsOk7S!6O$CxC&SV=B%B}~MM`$5{IYa}B0kllXARI^4
z<j7b3BK9sOh5=}xhF<(CNwBg7Vo`ov->o>XA`JLb4Z8?AW(7KoiieFgjp48Eo)?a6
zBO+m|j`x*Hlkw9}W4>nOWIJKDpj#>c4K|T#TP;`T-ZX5bsg#7z>?{8(fb5Ld;-qt2
zYhADY=u>1LRc}3QDiO4vnIaw_Y1$bw+rd7g8t-}SpyW2|$m-rEdLk&k94wRyIEyFS
z)grP9w{Kfn-LURgNAy@NnviYkjBUfr!8Wk7RQvwsaY?aavpe7NkJ`LH&gbtjK#4dg
zdEE^|6>il637j3sx$R9|eBf0JPo-72+js=a-2}qDha-N<FGH0781!NI0E|Zi3F;2u
zoLYuJ<SXxm2D<0Y0Sc8^4r7i-jtYrNNwxM~C-MY3wmo`-wOULTE|i5baZOP2<pf}}
z)88;bNuOuKr+JKYFC9O1S%~1{#)WHY4R!2Sf6%n2LT*#O`Qy{fPJ7G-;T64hy{`v7
zq2Ivu@WU}~8hTr&3BUQs1BsxfEpTawSe;mSeSW5pTL)X|u%4+fgBvt+^PYI78gDT+
zP~85z)+XbIcJX}$!!qAWvPpOS29ab@<q@my=xe{%-aXK+(&f$_an!0TAg!J6wG4Qk
z2hc~^$gj>;cxt1%Xng!@#C|ST8KM7xHeLzVR%(e3XAS}*?HXEV;@&GW7ZMVHqR1}T
zv~#~~rt*Uwn5<YCGu%oAoYcP@rqCmHlic2p-!noqk*v<goE|CxID$kY`sdbQyj-Hk
zboEIl4~z(UxXz;x7jO(^VG<*3b$DzPNP4BHY-hHVcRU#FKvpPxKc4b>DfRHfseIni
zs^USa_GcpYY`z~z!=!w$>%=WB+FP^9**nm;P<rusaQy9&5vuaxh$#KudlKwhjSHLm
zR6z$UIP2axFPWp!Erq(p0b_NKuTgniKAzJ`Ldhv&w0v6cbxpDr&zxh43{k6<m$zJw
z;|E)=k+UTxw#0e$bzboXU^p_qv-2R|u(BYL!nyYm2{yx0HJ(WKlXkX=D9hlB-^di=
zlTP0doA8TUZLASWBle~01ejLwiyB;s-2)`m{($d**yyw%794K%l&v^=Jj@oh5df}I
z<MI{Bmu32j*S5aO&q^=2G=h1#8ZtrMs(cZ2XpT8Djva?U`AVdcWeBnR7a19m?0Fg}
zUtR@w)tb4+e2OJ0QIq3*C`fDcGH;UQo79#i{_q4?C8t7?eQ`uEKnGIBXsPYhW+eZ6
z+Fyk4N2!qH=E0D{9}E2&@qLDbODCw}8WQKFrUiz#l_+ZGn2dL_>_DVP%(WbrCG^R#
zg1kVh<#GF-oNaTS>^Z(jnX$UsfFlOD_*#qD5P{_+F|pR=CEK@I@d@AWaNn-TYdHGx
zvdop>i(6E2ULAk;hL+z%Ty<n%=!H&*rq#%x@9m-HX54$l^M3W2t0xiTpJAapQ!y}J
zC}nGPVnUZY`&9ae4<EWLL<UaF7bh@WwRld?l-CKZ)5eqvs@UJ>`1OkthQbv>2W?}~
z`jYVJty<Gs*H5Gm66rtu1C1PuvkhROp_Uf7XDhT~)|tgG8ECGW0b~?=l`M}2=z*;j
zXYF`PT(gf$+1a&Lu5<k~b+tvZYZ*MgUFto}9E(<phzq=<E@8P8j?(f#Ip;AqP#iNB
zxZ6P|WK#NWY{QR|3GHEA<;@oCYCx6udyvCXS#=zmXul}LENqx_1&u5Kv#dI~5WQ?*
zlSh`J4U^<ZVCU;80uwkExLh4DfS3~)5+1wV)s$g6keRA_U_6p5Unzu+4Q)RwyTM(Y
zULDte&j%SKJ^SN%zjH^LzP+u>?EFh@l-w+20waGI-tzzCjvflGLTj4^f#>LjtP-5-
zz5%IDt+u?!KlA9jX2RtbwP#Sn`*T`-p$yyGv&T7%Cf)$~QM=!2tjVD7%1$)p6`V`1
z2QDXnPh(le<^8Gkg4?yOWg{N*z;)7V8ld&qMrP<V_;4ibIqkWJ@!h`RWY^z;7p;ce
zIw{3~OXrrp!}q&Z**F&^c?Qkj!3+C4Kcn?@WOqMKEd%+;YW9Y8MMN}Zgd5^v53-1J
zI*wV6bQKJU!@O9(GI-Ir@BGU<5B@mn9_9!!*;0Fa#l~mxyKzL{0_QUC%=0&&=g$e6
z37dyVCQVVHA|=k4CA}gYN*)1wf-eWaQ;ZU9KG1I3`EgQ+RuKBGXmR^yRPkfGxJ*M1
zc-Lt=n{zWz|G2JTf}rBAcQE7@v5BN7pBF5e@*4J+VyB1`W>cX*Wvj`y|Ao!ee$7<$
zDz=L)e!!*D(tfZbywR`QRkA@dbj4O7wmf8ZWr1jhPuev!{53=E5|JKse}%rOht|ZF
zEwX0^BvkMyPb|WW5;J5-p%19aEn!xv1__t_{5U9RrsIsAl+Q8=VD0$oE%`vK7z<5Z
zRgh#kRs%;^RU=KB`*lh8sXQTmd|id%-rIYvj84YeLunyVk`ATd#4QkU26gcPOy%lj
zkx!D=_A7E$bN?sJ%-tUha<eAX@M19lZ;C}z)2K&qQ(&kWPrcK=UhAg1KHiv}aQs-H
z=*@OJIkSENwAQ<L!Op08o6uM_BYK#A*I{zf1Q`l|!M@Yu%{MR9Pa2VSnSM^sv2Am7
zIO|1Gyp;Uduiyl_u@r{94LFQ)Jph;NjnHT8_0F@8k8$|#_f`%Zmn2<_38PW>=uekg
z?fQ1P9JudoFu6c&@&Qm_9D(O37LZa=rqn9qs8-ThI~*=hcrR99A3Ug&zp6apqo}RO
zsF4|H5<_F}+Ja}GD-eW|r@R>$2;gJQAy>BdeBqU6u~Fq!mI3gHd=NNb$F;ngMHDw)
zQf)hL**8+jtXJ%w;s+3d8B>sTeypbZ#}lac)dI}YT(^IIR$dCf066E@w;4B~b687o
zPiTN5S`5Si+WHc<mow;8xbXq89kJyU)mVBgCCq`P)6pFjf73ZECNh{aIsBx<*gY>@
z{~rGI2g}6)<u9~)w~%`1`HxTCy(i!`UNH|~hpJPU&WJmd+vu#*_lwtkHk5$X$v9p*
z_3F3;uR#fV!1G$AurL;-BFHVV$Z6Tf;%juQ8Rpr#y_=T-B;+e-dxxA=c;}&Um<;n>
zGY4~i#sPaX(GVF6WG}#N``ywRmdb2pdJE7K0^G4D6y8%|j%f`~Ujfo~!;l-Tngl~U
zFy%%$p$3y!?-X?PomEpe2M$Q#ohxCCm*vQXotA_v)=q>$2`&HRcr>qqLS@Je$)#f7
z7l)b*<4@0VU3|S{)rnKdC*IviRLQAel=V>g@#AOAF*An8B6+694GPvZxB`BPv_OoQ
zpdKoF-%XydSLTc3*tOfRz)#dySJ;hypOMtGec*I%&X9zG!U@Ubbv~8E-dd;{af(6u
z5*hA_;fz<RZ8bG1%0SrJVHmaS$A@>3NL|+8O{<_*nP6Sme-B3(Ovo&W2$*_yPEGSR
zMMK4K0n`ln#O$zmTH;n>jw7R7u9lDD>ngQXLTQF^1zZ<C<Px2S2U9fu2!^acw3v`v
zSmHuh5bQ(4-lJy%NXmUSt^RbPP2BGNvI|QRzYS%pyT97wC)qZGCE7oJkFbk>diCIN
zUY6vzctfLJ499GAG-adTexh~sn5VF$(IpkMl4o+@ZPDH8i7fk(D($Y4I%VD$9q~M|
zMbF+tN|$Y&tMP;XsN@cdqf<@GsdERw^$;4th-y?5SIx(8TDDd>mOb3}q?fUH-g<b4
zdo1f(x;EnzG(udVIZFUnA#AQD^T@J@-M7o<4C=gAodme)xV3MtH0?Vn3l`Tbz%EMa
z#P9a0@bBC4D?$ltxo3n-cE*pNK*{YP)L8jrt0%O;zv?fnR}?@3bjHcI+cAMcfO<!F
zx)nD^d8E=m1lh?X{zsCCMtr+LW8F<k1~wnunLDJ>(Vt$lLs??E^esQ9EYGprilc4U
z?eIYNS{5bXS9D7u3wS<%>z=e&SF?gi8K1q1rQv4t5Sg`L7_!-z4T%%Cm)W9i79qca
zLCx83w&etlPKG<RU2w-pFGdJ}iWq36wIiy*%II>#qp}#tt`qL66~05ER<c=B5UQA@
z$O^QSECK_8)7T}Zc4*Q8xK?vm!)lY7tSGmPnFe7u7ePg$OH3Zts3|=n*4}`)tu<0b
zjV8&>7&KGqmED7wTVyydJl#jmT3FVW`AFkhy&<ZSvyb34&RyF```PAg)(91l+z!Sw
zZ?o?DF6h?2u{YQ}R0*B14dT7<SnTi%^GvaI+LiLPZ1%k_dNPeK=plSQPlrYY6&?7O
zxVKf6g*YMv{|e^d9_h@V3ox+F)~f{g{57W`%VIn)rcq*+%-wT_0>nohvEhe`kCy6q
z^twJ#r^z;NE%x*FyCR0mO}DxIF8fFZFW`!km$xPR3p-;A4J=1i#<UBKL?m2x-rD8_
zs_y?T+y2V3YXgSqCD|g2Yub*FPSc{Te!7_VE%+=$n%pK+aSpQpmYt<u$0XQ;%d9T<
zg+xLe*!<CpiT^nfBsh0S7zDtyBQ6#JOuI^M3m=;MhL-r?AhgYN)q=93<Wb#mRdo;_
zx1f(}84>lb55H|Wv0A5UwmV6(3qhaWWq(;<(6r#r6|#+=Y35+2vi3^=W|ii>7&|8w
zYyhyCz!2oNhE)!UjMse8hAU7pr*}eV`;e_l9WC2D?a_CF2S$?g9BxLWBuE=lm&7*a
z(xN#d(DP#>!VFX$GksysQ&tRD@u&PF8V?}*DE<5?k^aZtgl972ix*evw0JaEMmM(7
zuWx*SL5-rzjx%cIMwM*hucy4AgL)GZD2cmDI$F^h#&fqoHh_kmk=O}!VAj{lLvp3$
zo>O_i4*xJkd~oN!dj+t(iI(0&DKh1LPsCp3nSt5Enywj=6Kr-!EnADj`;rUWu|<&_
zSF#cPw`1$m_C%*F49<HQagD<Rn{bam_j%asSb)NEw}EJ)De&oY($tgR1kuWjx}Jr2
z+1GaN2r+%q(dkHX3(Uphn~x5Sp^MB4s^n<EV^pu7XykDBZ|;A~2n|dAKSwoA)75u?
zFY4pX(9UTdvr$sbsn_S-l*+FZuGjE}Glb7|$8dIkAym3%htI`;<%*T>5eoITTKmZH
zOcV&@T<=acqU=CRK1=ahly&f>2FxxTK5@vqzMv-|<(5OcGOYJFQJ)6of9qweV384f
z9}TC<0Uj5A4xx>h)~i5z!2UgAfB*e9P-gMyz`tGEp2sJ=MS>YF-wjRyZ3J+3xu7&D
z0x@*olmp)`cD<X)|GaeS&Y@qJtdBOiPz(`jr>p<x7j`JnYHOTQf!)@hcQ5JH9KS(N
z;eN<czG7$GsTOF>=z%`$4_ul3`b%ZdZ5x}sE?`E0J_p~^-`WXW*!R_Xnw-{MkukU&
zWo&;T^x?>;;-j}mS)UnI$E8o+Z7<m{E&Q%h=zInmk7a_@$F&Sf8?Or(lrT=|h@MRA
zIY7<_>BLDg)WOFY=tz6+d**JRvm4Y<84swQCZ~#DD)EXJ&~Db}A9>}pR^)hsQfUp3
zL#8QGiU92ofWIye3kx<yTF{tu#PRb&%oP%B`Uq`R^~(q6-~xBz0Uw_3=zBA3ZLO#2
z0}~2cmp>5ORMike8~56W)1^a!Yw1c_rvXxa?+6m9yNFb+5(V{*NzN(`^yQWxo{}L`
zFT6^aoNla<q7IR9Jv}`b!7sULQ6E*~qsMZKGq-1Y_{lOdwDS~BB6&+noxkA(UfJ`k
zVObWMSFdBRK8n@Ups9iMgxm}x>V43+LWADH`e28PT*}F6HSJ(<(6#jvnbBN6flOz|
zRyi62-}`QXCG^1rp_lk@Fo)!^h*0|PzKyIHAWLl-m}mR#ny{;?yarDqSx%UcE(Nnx
zYD{cyKGnS-)^p%5B5Cwnob2MJehFW!%;9&@j}{X_hd*6v-`06#e`t%Eol^zEe9IYD
zMuBtCWkLslvGV3K%g*UFpf#A3XoXU0@8#!q^;*yM#6DmSoOh|syymO)k%TG%qj|Jf
zcr)U{qD$=$uL*wkm8Ovc|N9#jLQnh7n8ugr;OpE|!_mGQ$_TS(cXuA9&e!^EG71>{
zes+$n!N+ZLa|$Lto$QR4GATJ|i;8Y`GTq#KbcU793da%JiLd?YmbqmzFYz#|qvm0>
z)TIvx4SruQhP@2;1k00r9ro$rZ<BjQeS@!9MUHk_e{X{I0;9m2#lBy=WA>}VN1`VI
z476kl8a?p8w`?S_htH)PG=SD6w}&I9hu@43`pfXUZ2(cW*RNca#elLS+}v-4n{KgB
z{snY5QV)I^NX$%&=#@E}b7S*kb`77r7799AcByT9M3Svls6RXR0MO7~c2&5ey?0;O
z8t%z&ZboU!JRGL2A1&`y`3|!ZF;tEFB_Ef*Pr1~R0|(QmGhR$~HE4#e))idzXLuqQ
z*fT!8OvY@(4*e*Bzisdfr^!BTM3rF*XI9viE0pnt_q-0gPBG2{BjD|25DNNpeEit9
z@`cH*CS@gl1%oAE32yq8y6csLUA^(Z@FXd1O5*ds+OH87M#)^yXD*ZIw(QIkIZa6s
zyZ%N|Rp10o?EB5frGz6m#4Z}^%Po&o3mR_kBjbZjQl9a{Tv5-tSt3-M=+-_at42J^
zyZHan_1^JV_wE1qX=X$+FG9%9C`2f`vUm1~jO@LYGbO9+k?gF9j7U~gWGg!>l)Y0%
z62If6`?^2h&*S_3U4Pt<?(1>IdA{GTaU9R%Iov1<aP)smuEkt};ZuF&Y(<WHo(h!|
zpc6AJ&Lvohz}>P-5O}g^q<1ROA&<J=94E1NWX&EdCExzq^z+QbuCVtiZPCRr?|oeR
zFA?*nT|sAxa<y3l`|jv*H*DR0(e)^x@Pg+SIWO#G2={b(u}Z3qi56qc1S*-NKJf{n
zo^<1g?G>JoI`3{x3b;NQnAjLDSOmii^~<lr98&6-OV*vE4{qYFC2@)9-p`JPxj8Qd
zb`^JOo<>tSlnBPBN@0;=qKk%{T$_3Xx>wIW1+t3vezzu0$issmQ2}-J!|$O`p{xeI
zUt=UXI=jA{g|kca@G5Qw7`vdm0f>Gn+nyw3WL_gU(w94%#Avhz-yE7LU;ci7rgmtB
z4hG4Hg$YC6&hXQBTp6TjoF~nA!Lf<jx&JEpn}b@%<uQG769*%5I0Nx<tI6MX61|z&
zl0M#zhuI024$ylFEXyB}bdvuk%M$4Cwi9@l?EYmjG>Yc%0_nOcV8_|R6bMV?ocmnZ
zT3;vS?Rt^x-ORF}?EV>!!5&vsR!w;MW3C-0?;PLzI6^z|XWP$ktkvs8crUWa@;t~f
z7xxVNMiwmr)CD^^atyZaUoBD2(SRA{jqZc1r`DL$@11p@f23}M{AF$)D2}#X{To*)
z26K+J(qsA-H{aZLUqSStDlv<w`(jSKi2BC;K7INO|Iz?rF<d+VN{t-|qpne9oXA4V
zCoq>*^B(I-m&^kwQ{c4NjVA1otg<od{TyN|r2SeJJjvw|0DwH}$(>2TX|hxPw+}G^
z|0OGQ1s?<S7MMuYdFdb_tZ<%?ASNY^CnRIY{Vx%s1{m1LhtO~W$ZAq~RPAO4<#JCO
ze_j3hG0m-BQ!$LXZcC5n%kyOX`Sx$Cruf=OMDmtSa1%y-Q=%ZAsk%LP>=LbvU0(lJ
z2Qodc2a+WZDjLZ^q2T%d!?XN0cpJ~;S3oyIKVA{Y6d1WNSmXc7`p=N8i?EiOHPkwe
zy;9rUAQQx}z})ozV!Y8NgaO18EcT_XxO77j^eiHeHh?&gj5rMErYA7UovX-+I&>%f
za)4eEpCKE7v`G-TyYYY#m{lgD^@hN6i+|o4C2q#Ttw`dtz{2r+J23{AK&XoBw#mC+
zKMcpTnnFM$(~Cy}tPk+5{TlWTIO|3bAdUEq=*IB_l0>%?P!)w5jbF|{=&Pxa-=>w1
z3lz%HVgIgDfd|R+|3kv;?0eNAeOS+KQp*mkC|kSBu)wj>z<?t!a`ps*LZ>-UX954L
z_FVbgJ3dtHV(wuK_9)iC^{0fCWw_mvK|fLB(LZ7akV^N~{~{C3P$2HR&6<h$d9Nb&
z56x&e=VHd=HlMDY>tRbwLi~MC3YY$ZPd5WG2^mV-3cq&@;~EJ@1*ywWx_Kx}>z2LN
z0=XR+tZTr7wC2q~42peF<)HXDoh=a%(RfJG0M{mn7MPqXL5m#W%+g=%cBx@%tNrWG
z4r(-=NzvTZK>%A|5*8l&<M<DJ%xf)hfUd!qoeK7uX*)@E@%jssk^7oMUA{=x>b$FW
zt_q|EK1eWJtq6aIO8S7?*5)Ivn>IV6QAMu87npC}`qZ>~?ax9%=96WHZ>@E=C$LLi
zpvZ;^?Q5EslW(~$XC*w)L}Aa$KzYgq{?FVFVAm<jAT;;01Y)OEM3iD<nPZAV&`x@D
zruaAC>=+83p@ur@^+A<jkNNGkSoK=}!Q+1-_vTJPHzpPBh=kN_LpWe_o2NR9s1Irv
zbio7y303>R6k<#WMo&V+s{KR|dkSNGcKdzbno75ve(QJk!%1-YacHCnF;CEuWwM{w
zda*LO-n+^&KN__17{8@i5tPV?1BS)?R}upBJ9lMF-gG}CBJ)D{o7gZIW+VfD-4G#v
zV?q+_8leCGh{)P3?<q^o5)t*K;Le}xaVteWt0C09>?a{Y8W;{7+}vR~4;@`5)+YX?
z=^0kpC)U_-GuKPtucP!x5XrXz9kDA9&KGx(SC6e_3Ry?gtN|jA=(IAmrvFbGsCE|S
z8ZAzarByC|NXRdLF<{T-0tEn+eKXA%Fy1n%fTPwB_6H23+jM0^Oj79;Q)8t!+s>dI
zY?Qh;j;LsT)IM_$84uSa#Tz{fp^gSZXddB-q`>RX-4#x{GUz_PO63j*LZYB~#u<`H
z5!MqYPN1Ytj=@zB4{t)cl%FNwfVm^ai(P5r?q5Ssv!53QDkNN^O5u|032fjn@u^Bs
zqn=;?Z7^lfcCp4QU<hNZo@10jHEee9XUDw%p~=~7_&5R@PQVsSw%l1c|9%ySGs~VS
z8#dkSPlJMpx7>bojpr#tZfVYe!7Ekviv|E!^u)sKumuQj-Ci)0yog8%7r<`84~ix=
zqCD`ya>C_i3N8@-1`aw<KVR$C1SZHO4pz>qh?<Hhs_Z=N(?UQvvhl9NRgHq;0OPA#
zR;RxU4zBG}(7m#<%C6PSXXwgrKz_SLFpx0+3?5Bj6_u6aJm9ru6l99Ry&Ix|n4bvv
z++66rLn8&s1Bi%}!7dNgiw|nRHtOr(D#`@n&Jq|x3k_2N8E-x#Kw$6>6f$DNz|?c!
z0Wp0Hkc2w2t0$9kG6UI&)%|%w1`E$5UVRit=`+syw#MW4pjM=$pLVdEd>&{n5Oo&%
zZt2h|kR~Xj3D1)l5SJK(oMEm~@=Z?yXnX3|5zFw-pFtB)Z!if^X+Mim__@qQVEhX4
z-y1LO8l~isR68v%o62I1svVN?!TcHge}4WYP=QRp`@+lVw+=W1AS3ODHYFE?zmkC-
znV@&}xINoJgU*PUd;jH`KI3jB#V1gTO?8f=gsexRKgVL<uMRiHX93j(c-ICkTmY59
z<OpPb9=Ch09Fm-+=hu3AUlJC1+ug6~nMn&SjftqTHsy4g?LcacndjOq&wmr{J|_et
zXw7W7zs;f@WUD}1EzW<WO08j(^i~C<hHquK_8`HXs|C+#G%;p5rUa#g@Jm}LYJw7)
zKN~<PG2dy+n-Sr;#4h{R*~M?+yv^<n?YK0Un1lD=8Qvsb4)CvFG=<Mf&2N;D6E0Ho
zhpDCqTL1!-B*(|5a1;lEs8<Lmg2ZHGi7-)^M5|#2Qx2St13I&q1(!E&P(3;J${kft
zt9=~CAsTv^L~1%N1dAXRC#bJ&2@?E4ZZHd;n4+@rX3xR82Ju_f;@!7;ubozc4sZfC
zrVK{qwWm^)2CUTio(nW`QTKuA15|bGDIoFHbzIL4Yc~JAL%DH(F_Ja~{P8S+BC~c5
zsGlAv_>!Evo(_@H^ikqGh>nXMGD+$QnAWmGXv>^7xSJsQ-7LW2K07uz7#v<69#AM4
zvh_~h=7N=Xe5uQ=#eX}&a-vSfb!|K@eOACQ4nx9B^H-0-Xbn$D;augZH$+**DQieB
zint()1YXnc2>LziA#Nt)Gb0oVrsDp(=wAQJK7>w5XDgvjm#1{?RE(*Y<3JcQVl5+0
zJhZ=LS(P7k%1lei{?vc~Vr?8BUZ7&V|8;fsOo0Npf`im*n1~QZ_V-Tm1~}WP`^TEL
zq>F=a0-h;myr(4Huo{9Y!E^I`_lJ@@u<NXvTeg<1*UK#2?e{!er*-~P28-$s-`I&V
zD^ABpNZtXK2^NE77{8J^ccApP#qq}h4PMCo`zUvC20ZHHgseLhfrDU;B%48?dVJBG
zF2x@zy(>fB@FS|90<Bc-?<Ljj?m&MdCjExRO>te?_Y?QqWN(F8sVKUY=$ahlH|&Rs
zd7x2ALSz&$K<1L(-?&$U1j>ZujNG7EZzRqKn1!8#y)9+r<!p1bv@#+Bo=|lKCfL^(
zb-9YIQIu9<1E*v@ARJdYVd@jm%<@4J&8U{k!`&`Fs|2+lO6692bFk;|3l^tZ5O+z;
z5~yg8GhZ@*3x>1C-7oi;|0_sUbArr1D<JG2;Zv+PKnVAjDf@dz(lj4*3zWU3nKQg5
z2JXSDKn8>|230KR9yVVm$JIUek_K2nGQ?Rcc06Ce&bQ0@u<8Uox*!1v@b~W@0p}{D
zm9aK`*AnR-xTGsC>5>r^AN0UePcnT%-L|Gv$@@6ttrrdtPp_k+CjtZ<!I9J!9geWB
zOzM4mP3X8au{k6K^+HkEu$VSCI|VzT>_+^abJfUf;uLJV-IITMzKy>NsjywpL;{)j
z8$8@1x)GCZp}Gtgcw0j>uws0`9-;;R^0#nNbR$nW0@s$aH>W@&e)d~ybTT-40lDs4
zmlJHcA0OZZzVj9SKjj7IwC2~3Svi6l{3-no|HMfOX}cF$UiJs|5yg};%~?)azaM*l
z?^|#%LHF$p>k;V}T%1ywHA!jt&Q1D<K6voti^eFPa)2yBzoIDpgDIR5JoybF-})D3
ziShjfogf*ZQc`q%tt!Ao?)jH!hY0=RBeQ>gb4>Sf5VvQVZ-T?!@`Nn*=`mn<v~AO9
z0@^5&-4FWU8K98Oy#gzrRKpFBr^z%z_bV&#!k9~oic=Aox>0mQBynt}wTj`;1ILt|
zb6L+Yk2ru@YUGvLJNuyolG6IG%M<9v+ZV(lZUjPf_S3{%%;3HYn7Mn5IR<>mUV8{5
zMI=yRiM0iaO%^@DkiST=5N<{nM1&O!qVw6zMF8iT;GeqV#Ib-Df|CcL@y}N61j5J}
z5?5FX@HNB3!#S})bBg)7Jgh-7AH(w!2Xh#o5W`Y%xTm5H2@fE$UfC$a4-G-EM%+6l
z2}KI|a;679ST57>NUHGYc@{j(xD+Wf09(od{~)1v`g43R+&B**L7d<8$r)X1RS{?F
z>z4oyI&)2oRDX`O$`N6<2wEvdEnr1<EIzu4!@{Nf+E*(|BZbX&z8l1lYkhf$5Z!KG
z5T(C^>Jk~OC~I}cI^dj~K=g@+ay2E}k0+7eSP$g^XgD%srU)eJ7HdLCXLoldRiH5e
z#1N|YuhkQrSL(dtr#@-+kWL-@zhxc&W5d^`gfjppiLg}!++p-661ohGQJHPe*$oTf
zadle<56+-Jdw&-m+dH`YnyOZhop?geO`HV>d<7cesbL6Ubb)d+rgdQHT0^?AHgwd)
z;Nw?i0(v-9*I`3B%xc)U3e@6tfSB@^lzk;au^Ed)`K6La{w0pI=l`hyp-6vt9Hv-a
zUz>?hc?$P@CpZ-5qLbL<GNvh100dtM$sG@;I$By!#SYB_c5r5Ot1h?(a_P`N#(5w_
zz4%Obk%j0fk>#}rQwd)1MtRD%ZM!p~RmjW67OasF8cakKT*-Caf8Cno{lJXzZ^cb(
z8==J1cJ?2KC5eeCsj1`f@$f(Cx3_Dwc_&@(-3Ls4yqlE40xti(6cO(xI)>pw`IAtN
z=CuXNl^@H35w_h6hryyNz`71r*z3)4zXi;ClXA9UFE(K1E<x~))kJN}=&Kt88>`iS
zCh*}6XIUM~LT52luW^uXKKmXQv)_~w%i0Qws8J9#b5Td9;l)isW4)p;?vc6+Lu!uR
z0p-;vWv080Dw?hM;Ot0U!^0T-6{-Ng_$PM+7lsB@Tw)WR@quu!S3nGs9R%nmo;ZQw
z=4=P6dbV$cM#UHDW(D6E6n*hdy`LobaoIBay-vXs2eK8MHx${z+Wv(fi7_%-THoji
zEIgJjjnYcEeZ3DvG5NT-I8_$pjjksZsM()_GYFmGp9yM=pDUvTb>*M<*vH(Vz(@E>
z$JgeSzQJ%Icl1-X_IB5K(xFkv+pUob+V`!cmAYx`tqfA%HhN8T1$7G4srL2tsmg9b
z^Qr{BU~_Zxj6pSc|8GK^l5ve6M&{(A%gOJgbRE-zZ(_Pk9%zlddzb4Dg!IKH4$ZXo
zzu1c|zK@M#`|8^EqWorF&*Sqyf%Sn24$iZsSX^8LrTQDb&PwKl>L;3DjaBB}kHNAj
zPrSTF9=M&72Fq{Qs{?rEgV1Jd6kT7mWohCcE0c8ux;jjw(U+5n`3y%=jq~TS?8emK
zK1wXSu#{gkOc;uPQbex-T7T1HF3ift-;_&4RPQSxS=@s6YO~Etnt)R{2I~+In@<Gt
zM!k_&PN_AVn2`E&4{$Nc+0D|23HM+Lf9TEmqF*+~vE6Yt&%N;urFOomo7f5L2`~F0
z)fJkveXSTwr-^6pm7koOS3tg`9Q!lpn%Wf4;zwx@(}J#=dF3jL_v{tw>6T8XuwPH=
zm$O{~O;nO4?WJ82OyZL#yht(!0xq8?=?;dnzL4}gW!&@dxVV&U6l2PH`Lx19v*Ge&
z{<GIz8m{x2_!oX&@iwEBCN9-e>)T#0IGh$%YHzpHQ2q)E{u}h^VX7gaq5aRxq%e7R
z^WoG`0j`xbkPi)$XztJd0aJ|ldb@bW{S{#y$4g?fb>4|Za1dpi+3;WaPQq`VfuRnx
z|I(3|PpAte%p#l$9JG7}H(ms6uP8;o+rxk}-$RqzTZ7uIH^UzM=hNP3cz7RQe1A5X
z@^HDd<^|QA9&v4O^9i>ff1Hfr=HP8<4&!HgH`xtHU@TIq))5n7M7jEh690KZlMh*J
z>+AWLwtL?`Wm8T_tB1bFPZ!xuNJ*ISVlwu9t-Cg+&ue<S>a!frF@rcqdMOhj^$Zc&
zw-Pr$?AD1BX>Y&27$gRlQi4#L7e<CcX{2H7c(r7MpT~>k1cwPD^rm6KL{>R*|8q?_
zqFp`w)WsM900v|}v4C_<ma_8VX17@Wr`H!5&4!6fbd`$87}#e=U(uv?>#aB`;Eb$3
zEmemD!IM7l>wMzb7Ft?P2n5Xvh1X|*68xM2?7JLcauSP+#U$^}XS%z-!*9Rn-SwNq
zyRO;nc9rhpnEpy^Y|F$Y42P<vdj$`IAFq=qZcx&2(-XlVj#ZWnG$04ow30;5b%Bnw
zpf|dwBy`!pz;5Uj4tI^e&!QX|bV7Mx8%ZDwYYX?G@EQ52KO6TL(_v-U*}<pg(N{0}
z;{QCMafY&dWVPkXRqFIN`9_KdQ@Kjok0hX8#t>2BXJJ^d>@MTn$AG@qx4qWw#Y84y
zx4|RAnQt&g=x}R8Y1ub#ZCok&9hW!rMV41HR)zYY_BoCzYX%~2x0j<M-@jioCN_p8
z6nu`pf}^WfdYDH~tUVl>V1L*$Dr#`{=~XhN?lVn9X(fXoOlHu8UyRW+EVm3n@WrMa
z+8w^4UG1Pve9P5Zr~?c8ih^R|oj>fbw_0dBEG~ZvQMmRSR*1XT^XpW`x(SV`I2a-}
zFudCKp`yTC)WN}0@>&lIi0>{IxPzCV$uQ6GtCB)0YP~$=@>gUsQ}$kKHPj$GFennG
z`qGq)^9-yb6+y`x>F-l$-uOl}<5ErA&N1wbSw*GTGf-50KOH1eg{>zpF)>8%zSn7t
zHsJS^apCXn-WK%eB(9LlpmrG$NbMQ2Oo%dR+abW-nDLb0aBCqE7jb)PmBuskSY9zq
zw|39IaJ(S;^O-Y|b>ZBEDN0H|g#(wQRgxn<uet-c*b69@3UXUI;>IzDY~efutFCs?
z(M9<C0IGX-^EM94=UgT!zEEiQa|fTp>7kl)Roe;nQt|cY@S@-YVeXL1ggkiAAwHkx
zF$5TGUl+QG4t|^#-&?Kzs;bgi#qBi+RF+NCx`=L@v)iJ$L;}N}D~d;}2<|{xO%TED
z&kXEsxx4QBDs|?}X@r1HL<fJhBDZi(B7+U5d_g}xBWx+`jp=@j?$xUg7^Ux+^wsYd
zmCA2`1zjK<_S~^T;O($MXRf&K(l}eIuCO|4^V)Ra*F2rWn5G=ACPQHT3}uiQfvi2?
zo0enM8sJO13cDN=+>E?!0V2r$jHhXo76|Oz3W(}1eanT6=b#-+7X%kaj=28mnD`&_
zozsOnEpAH*!(NVH?KS)06#I6>+3~wXn6kc}d&jOgisHiR?sOb~-D^UHl{4d$uKNX+
z9eKc8<NRF+z!vg9;Q{(I*cHkH$ic}9?mK|`+I`BpJD5s{r95jruP(kjV*BqxdXcVs
z>Z0a5UVYen*;a)Rgnr<R8*K9Y0a=UQoBF>i5kT7?K2(|vc$zs^9|^rJ0JA#fOsU&Q
zg{}=QmGP@0K?i}tv!#TY2=;ppKm~{T9LQrm_dLZ9zD4K1h!$gTjW~75;OST;&-Qlq
zjFP0UW?wYp`QhX5?+Ff+n5DDLz%l__;J%!;WK+HbFg62vyx3OyRk#hlZG-B&9kkh8
z$gv1~JO(?|@MOZj!fLb_5gIwzc<&zA!?^yoAcmrF;Cb>u&^NMR4cAEX*P2m1k1bvt
zy;Tc4!T|)-C?%6uM@B`_*8R!cO|nt&Bg{7Qo25ySx?MXCfqGv_C7Mgm9qj+m$gISZ
zSxoR=h+#}SC#zm!7{4r`_2?9oC@1IBbc&ti+mkD7qZ?DPEMgwLY&v*FaFri8lVDgB
zyV50xO?FmB`X|+7?TBTrKhu0`BFRYZQ6kHYs>U4&nzMQ$!vTT21gTg`Opt3X?8f!R
z<Q!q!2;s{U%Mz@;z1mybV|n{6bdg6(`RR-YJJ-?S(5t0oNlN;|2bvAp`}AvCD>%=9
zw)!M1o|budWWAEe4;;c7r2;>j{PfoM+V7wqA)ruDFEMwCcv!GHnYk=MQ|lF91UM}#
zKvE84V7#*<>huhU08^$5DuP8V>Y$UG4y6r41HOIKm;U?)e;(2ItElS++oigP^uiyC
z!R^?V#~Eq8U~VMLUIzD?c2qpro+PBju&8{wtsi%|D=(+5%`VKR`qZc@jvUaf{jQX_
zGGDhBJCA^>Rz!A+Q)@o`S`b31xfA(L$V|X%<;1fGcMnd?R-cL>q9M(IF^UkK7u1NI
z_fAN0x6C#k{wWRI8q~Mplp5ZU$*U^z)RQ862!4pP#sL`oq${TbS+aqb@JQHe^*EDd
zwN-fW;i{N;Of2jCHHDeinfz>WMdQ9X&1P;PpXKBts(Udpk&{C&F0>XvBi45f7M|nh
zvbQE;c76AmuY4!S5_!1@Byg|8$ubLhs$JxEu`*FNyf5v$aRV6{?Hc*}*Mi5J5gKG3
z2*Os=Ej634k^x_6#qIS;K@cmHkAq36lnW`giA?JH?w-R=F3CvC{rigIb*7>P`8LFI
zSE^kE-SCbn8{{dsd^W<gO_txs*MTz%^Zd2_CD_*Ggjw!q6}JI4R&on~!JOI#;Q7iz
z?!b}9Gxzm<{d*f=gicThI4<epV5=>Bp8QHM-e_-eeyOzeNmI$=Vy+{+8z=a{!$mYq
zBv}ee*%z{kbiW_1of&w}Td<u+aWz3IopkcdRYf@LXCSdpa8p9>)ASvqQ005(V1k^$
zYxd^WqNYp(1}kRtgQv5s?$RyJfmil}GetpvR94I$e8VB2=`W1WT^-{(>9yQvw-N3R
zYqWrz6VoJ@5zZ`Aj-LhgP&1&^h=EoyV^G3YW%&~FaooS`y<z|dU{J?ujSEc7khbRl
z0fx{5$1-2`e|(6Nry^dVjYRD@Y!L}QMWR(NA<f{{5XfVqa`W?*LCMs8DAAc6bvQWC
z`2jYkH8O~RD9xIsqUT+QDE0CEX|LD$ghW*r>j_D{Y!vh_N5F}dayt)p>)avSk!`Sl
zazRnu2X_509g)Sa(Xua3gXwVpnAhbDs?z?EwE!d6`g3W-#Q2%6L-t<+1RIDlB|N|0
zzjZ4eb?17$>w^*DZ(@>z|5UnUS5}I6FwxS^y>z;TQ4lUMs=UPt9m&>+HwM2tW?<l5
zNohzsPS*Y3w<jci+ym{jo?(Smcn!v{Ts&R9z(67L5z;SN?Ji7yxz)Rl@(_y|hKqgm
zenZ0OEI9KeA;pVx&1@3xqziQ2`I>%Uhw#H>9gLRNcn_6d-gTs<{^4nT75e^z;?tx}
zBdJ~!UVZ1zmp3iDfa=+yHM(HgP0u@u{^pD2C?*w+cU(zMpIKf(4K4~timl4WyhL>g
z!d*wA4DwSRWbw*MN^XM4Hhs9V9su~%Mj&*%f2Uy*<-DQ@R$*Ji-I^8qxSA5wP5>vn
zgGm?w%8&SrU#ZH;N9JWnVl5L43ZkwKk=Ea#4r#TxJ78L;5Ohj;q(+CW5Rc&W>oO&(
za=J}Pcnp558~1}RE<Xz=v;b0Vs&xwC(+WWkpq?j=IoGKnE!uaQ;SDJ=YMKEUPaomI
zRpxg<Z4v)S7ZPGhm+hxF0V>o-)=41ocv%c{RPydmfne1$)4w#B7pSQCW|`|EV;|gs
zmUgFtQ{_X8BpFc;T<F1h3T7#om_9Q+Wl}ZdTw(&#R;wi7dbTxm{h&O3S`d1z_@Kkz
zlTsx(vrk6UNhuueI=cKEw${%U*@Enu_ClQk<eDoyqSoHtF6D3<8@CFMTtY9sI136o
z$F4<%oym;t@DJF#FszueuwdzM217ll(V3j8qyRW(2Qv8~*svqiRa6X1k?o-I^@l+2
z?qZJ@)(5UIr%g>6^?aRaV~l*9wE>T$@<fyjdbV8%$ZfkBeR(e9m;J`nTX(ow;z#ha
zJo|1o15cCvaBsMAyfZ0NioX#y78B%>|5G>NFc(jlDRJT-&8`vx>{F#dVk#k_1t|>H
z`ck|kcHF?|wc<T>xZWv)NMUq^+-sP9r*MQ-*9P^?yUW!<^DuFxaS(c|3GlF2w%t&|
zTL2ej55bpXtDETHh7lcKyTqlPhMk##3Tw)^IJOiEi~PBG^13rWh-Fw7y?U<<z}(ZI
z=m-qhq*;1SRRc&MA_R6h`bt!)y?hGR$b10t1|>B`3r1$yow~C-eN1OkDf9sRF4bYH
zaypGx#sWI8sGy*bgwchtmcTCp7!D06*N}<Q+~aBbwmb9bJ~JI>OGOT^!NhWhD^ny$
zl0?fKQ8F-7_b|FPHu?0M+pwE#3}0Nx0wNd-I_RL@PtA6F11S(3V&ks&YN)M7+rVl{
zptAyy;}o`K35dgR?Ng%i)V>cVh;@6+fa<eIfm-g?J%AdiuUS478KU3BoDM5CH`ne_
zwLZT4?t^Jv^PT<Ih2MxVSehdroD0)<8-^!0S1P?D2s1_MZUJn8Z1j*|v@28E+#l#K
zc6N3`R&5l*-%OOARuxwYB=lhC85$u9p6}O8yoP&mYDR|hkTGntUqSFbHo?G#Iv^D%
zEgg7p^dh%3lco^PH4AIwCqtk%gW_amfSBot%<|u^apW?K=T)PvF&G1DDCXvHsT~Lh
z0@fSm-!O|hJ`O+!$!wg8z|qkw^AUb79|-auBv2dGDQif05ndYBywn|0JNLxFz4*DI
zR&B=8=kgrYRMBqyaS6`_&6QO`O%W(Sp}k?^TtRlU!kz}98*^8qPdtJ8;%<@F>Zqmd
zkU9n%0%xLZ&{JPLO&}b`12m@yvuV{N9dFUpZdIojIM1LuQdB~NY8}VVIxxleT>o;p
zwH5~MT}j9A&vkdKK#tkU=koUr#lTtS+|7NvS-%iNV=wbIS>0t){n+~gPonb60#Rm!
z7=s7dKHS@^zDADYG_QL{a_S2KxM@=De<n}l5x|VW?T5)lu6g4f!(a_M6W6;uG8yI@
z#N6bsVkpY5T~SIue{;bVmJB|bO3qni=Vz#n?n($VDqVj4ppJr-Kyw^YyPP;VTxpba
z;rbMM?{fBfk#1J&V{woCF2KM-OYkw1eK#L7cfvl87z!LB)pW#p2L8fGfzUkd+6Kzz
z?y3SL3-$PT+4f*tw2}-HXx;ntip@4qOEqefP2E~(kbxk|ow$4Y+H%7cO?CzuO#i<>
z^G>Efmydmdx@bZFBHvQFM%qPIVX#X1{Mi8ZRkY#uw`l1O*u4CEWgyW&8R<&EcI_%d
zc>a_4MwoPT93JdQhv#E#XaR%1Fbq)vK&hp{7M#AbE6W_XAuD_@uM=%+&=o#S!FgE*
z#iIFWVE%)zzd)zjyFqUcx^^s<L}t;o7S4s#rto=HZH8O5>u-M75Bc>Ooke2Jw1Bmm
zD=uC!Y#0KAb;$3HDai2ez;7{qaN@K8#Pq(V7c!y7&ze#>1vpRhbj-64kKlI5WIeLj
z@u$5+mp*DDoC$3W2i!Qx>|9)_e9vISk(%v8y-hgfz~H(Ek$5vz!)Bco`(XT$05X)9
zZP9g}i`s7axosh8PYgaOW4P~hiaJt^ZLfmM_O;s6m>c0o24XO-?91W)f=MWXFh61i
z92vL%Jr9ZcwU-~IJOuljc2GnmIBkA2yu1yrG#6^EWzXWQcZfK07aSg>uHF5}c+p!m
zH;g_D#^FeG3V1Wg9by?Atn{sPE+(@bIAdy)0ha1SW)L7}zqH&stg7A`PG$S&qKvcS
zm1io1)K?2^x|_|)+0qFyWnEY3Och+%%mF>Xf0U3wjTla|U~um(*gtX+>KiUtWffMZ
z+}zyaykKre#OFqHRvTzOH+XEC<jV=NV76_r!1Mx4Q4zFy7FtT=4-NY1PIr@DdI>JI
zCsv#)WfAHxrWDnapicWK5%~3I68}%WKwchk!xbf^G(HT5FFq-0j@b_bAYI;;9*9b>
zKl^>l!W~og4kkcWQ%!dfvc6LRo>v`EcI1H+CdqpfBAnF7o_#T`HQ0NNjqI0=VhVKl
zA2`kaUpTFV+wbm_wGw8j{zuR6`P^cPu!p#1?*IwN4LUri0N4H<A^tlT!H5e?Zfa-K
zVWMU2mY;8Q@EW6O@)u7FCI^foA2=I7IT4x+z!Y#ns=j7pvYL>!Bgpw;z}BxOx$0K0
z9H)BPEt{`DL!icwcz-hhLvc&Mxi^>rnr9Wea3&V%?Z9CSmhu*K9`0ZVZbK~P1x6`v
z_BT~B2{N%?Z=5(GHo^lXdfzmh0z?exrKABFs{`Ju!1wRp*R1u;Z&w8ZheG?6qhY3V
z02sV&z8uoP32bquGgb^!h%-EXy7xajwF4ek7s19a@IvGkcnRWHRLJ%9_fK@9ly^U9
zbU4`Aa}8|9`k@V`ct+{P_D^c}5p;O+qZTo&6?NO*kD&Fq#Em>fcz%MGFPd)4!u2Yk
zoZVZ1bT3jhk@E8$bP0b9o3~g7weJNS9^>;Fs#<s?GFdNMTL66oL_b0NIfl9zz}gM<
z6FRU-U)2AaOEpZA2B`}850+W31GKP_cQ2k(X{jfjQmgufZVowh;C&1X)wrF3Ca(EZ
zoRQoQm>%GbBp@+>3WG#2JE08-K&-!>UEf0E2LE!GQ+f9YGvmaZfBFbhH2)8<meH6B
zUU8JI(Wk|RVY&|8vhq2AGL-pBe*A<!ryVAB6P*xHG7Ei3GPD4@d1^>Pe<6!V=B<95
zm`lFLw9fNt=L_gx;9!a?z=YUi;-#&I1WgT`Em;Z@xA!W?;UpCTC}O7q3}?`lIrENG
z@TYOz&->kl1c5j#GJ_?0YK~f32hPAp3WLy*&y#907yw1Hn!}@`#j4Ux8grjPjhSlU
zi%M&UF@SK?07Swm8LXK<+G~ZNmg>)Gqr>6GaCAV4Zry~%setf^zgq%!Yme(mSTGnO
zP46I}8ku;5pE1;=os@wRV61Efgg6e)T@j!k{QB6Jhdu^%3iJD)1`xk@9VW1j0y1Xs
z?YK`Oo{CLXKTCoNJcAi<uSx=s?_X6;=tpB;zK4Z$X9s>+M+~bxJ1gtkh7~X*N&?3y
z#iz;!+2c^TL@{V?@T5)%sE6J&d+^buzx>RFEDR<I6e+@&BLV@sozjN^Yz!Pt#@gE2
z<DD;R<`|Bwh9I=4)Cq4td$i0V?#@iu{p*GA(98mx1wbrz5~%{1@9bK%x3#$n)`1g}
zHC)Ef;%T#)r@$>4E-XIM#YV6z7osANeG|Pe$CG1kZrkVq&7gRSH|MRRZyPCmklhwE
zn}z9V8)aZEsQza`WF=Vsma7WVyGHyrvKmwGvLvOXISOD)7yeVW7=FAiC}Y-!#nmiM
zQ!l7TCQLn&>sE$RkS0!l$=5YJ=z_@2Ci>Is>ozQ5P7OO|9=8v6zr!jE*8P7#Sri!b
zm_^A$<uh(?8=|b{fD{|a2Cy)8hsNeu^I0uO<cx@UUy$~MX2G)qpj+#U%z;mxx0a4z
zR$fujB<3q`{s}&oWssYf*A6hnV~$<wlP6g-12>hL@ZkU<kpXvRjyuzG642FSWbYm4
z#z-Znr8(Nv8ZWrXF)=am!)X1)YtIR!4_--t!*jQe2cyX@Ovew1b}n?NKUpwMlrUMn
zFbtPR?zPynuv-Fo!36~w?1FaDQ}8+H%G>YTgP65x>kiB)+SPHeGBivy9IwjG1&QHd
zC=>v?+@HXQR0jB~b6}z(bfXC~Qt$UNzz|A;8JJ=vgCG>&>f_Er?>#sgagF{rBs3EV
z|1!`LMB2z-gYWH8$^xt7U4}s12)q;?_+ms?;bb&$hFgYnx6<|_^G*fK!;!)?7Zxne
z#5beXrRpk&KNH9C%Z0X<k6<kS<3EbqfptYQdANl;6T<3?;j4lRi(bO>89OH@ls)e4
z9Glajr<I{J#C=m8&3xHDA_h+;OCl-e2K)hYgJ$@|$GZmKXj($yXzJVt)&sIhS5i~+
z5?mg9o{V^|l(g&wE?zb#T4T?^CJTOik8Nk8oY@GkNSS7j9&;l_MX({^ivoIqO_aa|
zDH->hPlrMf3etq?FaBq51#1++^`kAo+cDWKL!mNJqtoo199HWEQ#X8`%MTXIfkpKE
zerRYaX$+lE7M3Lm+8xAy%`GTUxkpHbn4D50JrL0_3p|0&3P+@!1<GP1f7=7Ug|0hM
zR9x&YEUzH2xC4~OdoKz_U18A&vv@5u6aOG(*RjFF6vrhbSiSgl7tarhA^dFM)Ln;=
zHQpm%4X!O@Y5*lP|3p;(VghQ`5W8qci0tAcATS{#-nU?*)dB;pbpg|T7!`8IO%9g`
zU&z|qUR61Pi{UG`YNzz6Az=~2hfgnZ8*p0pnJ{Rp6j1{KZh}cJXM}}yGW_P~f5Fi*
z-U<F}vyk_G&MPzc`Xh!5%_(tT*KIH|vDZs=l^kPZ(OMOf7{zTnfy2#0<h43_9ch!`
z42=g;mGZ%l%tM2{UFdE$Kgpl4_8W(}pK!lv8669p9yu4unKt37=wc*~H+@{;QJ|oG
zj6}-SBA(MSIx+{mu9JE_POwPBzT=BaOXEYLUC?LO-4ihiLhdJX>t9ivhcY~u+uB5$
zne(v9U*cyXZ(2^>vSY9lrxaDFZ0(B}pNND*`GAICcqC<QaE^CBbb)mn549kwWq`%_
zc3cl?4*JXfmB6y^U%ssY((f_wX5M%OJW*aCQ}b>QtA}oq0Z#~=UE}lk_e@S*uxHPE
z3mgE?{cIBpx6AxZEzBobqxuULDR#S{&5s0%)OCH+D}s3N%uS??75GZUBd1^_R2Fs?
z3)_TK=f1{0H5BOv5KAYpFRcMg$)|WN_Jn5(bZT_I#zx~BFJmJ50ldzGGKn*%GY_gV
zU|UiDxTF#}FrW*t;RX$pcXGYk8K&czN`vh@(AHaEu(L0xaM02*P{31D#uE{2_!(D6
zk!d4#d7}xh!uDf^$+~g29D%Uai>wIA-*$j<AaQpm+~?z+$R-+^Yax2gJS9Nc3ULTn
zvbJg$*igOCHwX^G{?xxvJ^xQ``G_OpwptTY*tw!)M8Bb%NB0~IA2>Fv3}CczobjS2
z2#4p)0NRoK1<@tlKX7mGAA89M96uH!xQO@|GQ5`tc<i8nidxBqx>p<!4in$$keV-z
zxkFg65ltC)Yh?lw!h)Iih;=e}Bs6eAR(EXQEx;eXDyk-Y@LGbilSrGV&Kr$c-B0<f
zQvUw_jWZsYpU-<jb>YP=XwF1nsBcVfNRr7|7Z9{Fk%zXscc>{9<3N<<CB)^a=$a~c
z{}H*PA*n$hjQ7a$38~?lziZzQoMh2c@JDPOl@JfEW*aFEcN6Z5l{`2<rCXhVDj+%x
zKf$?a0J}Gr>M{e_N6B4XsyjmIf7SqlqOF?{$TNiJsY*x<;Vf6H93n4EjQ*Vr1K6~S
zCc|)uMha!g$;pj}w7#?zv-_ag;J+17LI~MTbzNNn%AtpTue9upEpOgz_@eJ1*|71B
z)G+BX1Vp%lAomG_eqK7cp&O&b%+a2-BP@Uxm>C~h;4Us|d>rm6J^&bXuqO8;Mo1qm
zJ4u{1gV8vLNagMqXX%6896%qWJ1blo{|x=9CX5$=5e}o%?bWK`8MxM51^co6P*rik
zo)dhaho`ySrs!d6+x3qGB8kY}!%({>Rm%7PZj=l6zqqrCqT;y`wJ**;^59~b5zj3J
z*xK-5INMv}@>T*G-887ad<79+{51e31da~L2txv#4xVzs`D0ia5r=k4`1A4}%=8I{
zqbK20=E$RaugNeXJiOg&*964M{7gprn)+sbc{S7u_Vz^&8O62dx>CNG<qMDBhA@sk
z2&z2&O6VNeVBc!)L8o`*rnU-snf85kb~hVEQ9xa}L6yi99ypRFu|~)t_iqgiM|%P#
zN|~rzt5tzoERExqsKvYcax_;2(UgSc6BN@J47C^>_u5NvvfJ254kr}yLIzyEYKr9p
zGTe=5Qy7bFet1MV`1-t87Casb5#^o0B^e$sh-9dN+5*m{O3ghut>rg(P6IxjXnjg_
zcaKAk2Wp*_bxxMH|6(+7n$5x8c$_;c0nsy#|8q_TEG?6*cjw`3MuA{=oQzpMgM%8(
z)_0YcGA?@x1TOuT(UEcU8R~5d+h}mOv#5VT`G`6<o85HKEw9e@Ye-*c8HjC!HahZK
zGjT16Ow-apamwejdQh>$JDp*(3A>6zfyGr0pA0%QU9110uB5E&F1Y-qp$_F9P}0*c
z4!<IxEQz1p@HvB-;%mNMta!vWg6K>FSu*&QFsIJ6`jjOLS1Rzz5}_~+o6=#mJI$$;
zbL<Gfn4iZ1#Q7{gf42#?9)4BuI80plLBia&dG{Q6q5Hw|V;4zaZ+rIyD2rXjHGN<8
zi7^q;|E-mQo&mM;#ozeBpAlMxpy?#*=*!!W$6=sknS*hP)qP=N2rQDJdKt{ru|!MD
zX4;dolW+>_fRU#^6*|B0Squ7kP)9{9Q**0nv4ze&0b&paOPxqP0rjJ4&6Y>CgMng=
zdt6G)6sjvt$Da}$)zMIM5&x~DgH-{2MAIM`aLk#}g0B*6q*o?hgV*l>@nwJT&ZbiP
zB`;;Uj-<T0qa^`_rz|@M#}z<V@A6e$24$<&_-nU57_BwF;x|AVmbAsiz6P~Zs5;=S
za5e?1hwR$_@Gv%fbl@df!reMo3(0Q(>7!&~KG8oyuL|TWlM|i1dd1v8pP#zdBu6YE
z(y>^%$$FQMQolrKxVOZ(Uw9*2A-z3b0*k?rGCfrwAZeN#usqLw5;9ipUko2{Q&^f1
zT^t3k0Q7x0-U&H~0y_DsC}Uu+%IR$wv=@2Z@(&&_|A47N&a^O4QvB&)dz=mU?o5sy
zgvH7QK&m_-lF<Fkf~y?sE<Qest<jT<+S)Tf(m=yf3@~?aHDxekKw?6SNATiaGaCZ!
zC>qD28yMb%9;D92q#q;St)nNhR1cL0h-e^P@_&_KFsUDhRiueWLZk_1Hi>{qv;)L7
z-if9~BvIF{UHc86*fDWv-c2G8DtPp(soR%Ii~+L%`<C8&fCv<Wdp4Td#xq}e0WSy#
zY$iF}TbX<mD`?{`e}f7$8I1t`v+^Y`TX^{Yl*HgasU0i|=SMXnV)+0>gX&v2%dwar
z2z$djaft<Lo;7O#k#g#P_Nh=ZbQq5gqn;AB%io?7W_~yR?I|z7Ulf86*Q4tQKNCqk
zehoJs0BetkGW+~_7|WwaCf>(^#Y}lh%;rQ(3Ekz?fTK4K8qwb+rg^;}@l(6I;2`1s
z(?^FQ_uX^-<cINGN5%IcpDC|pbtj0u=KoR>j`Sc<*rQ|b2KvZEQi~h48dATS8@imU
zI{`!HLrgvMzx)dsS#%zhJ$!gPe)cCog0B&<m1_A--^4A%d`!>C?gRGQCsyb=WckiW
zeSxMrrvJElfJxe4`hb;GHVZse4qavCh;f+I2*I7ZQvrbiPgI{lF#~<A42!#sRa@cK
zGROC5X?Cx}I{^GBD<ybOHAxR&i)xDk!$Qhd=j2bDvw4n@w3PkX_wMUGn_8!ZQ-lTc
zIZfitvHx|D?;3&z;rJ<0RS;R9*r@<S6uG6DxV|NTbJMOG3OP4Uu2jQZ3IoF{b(ukC
z+B<6(4nq~LMP3%tZnlZ1Y~3n1p&aw(jIph#6cScD<uHD`IsqJEgTzQf%KSTN%dcEX
zF}#cesMvp)9jt;@@cp__{RYP#5-jdifLU7`!pI<I3XTE=z(_1`@$s{8uK_cnVi_<W
zr**UN2B6Qlj#yJ_<veIirTN6j!xL9&pUAkksWNgn9cmdFc5XzI=(ywwW|6n@(8OV$
z|CjiI9%$Q_h5%F*9^#Al+ya6JN>Ibko(l4RH<x==Lq=)uhXz$(5zupVYrbC%664~&
zwQZnUpiVhbmc8P;?<OwlK#TJX(^q66U!EukoilJ%P=>*OT1FY-a)`R83Y2)(sG145
zG-=8?i(vXYp>f%OB~!DWI7bYrV2;rdmjm|dcx1Wi?XQPBkLi7-<BzKZ$K6BjUrTzW
z>PHvDMRQr%&!m;Km`tMv|Eh7<_hbllH}#ASgc%oO*WH&1wGPP&123FNY~TB9bw8>3
zO%F@GjST9nk5D49qi~e8OMZO~D=^tX!y1(u_u2hX(HUezol<k_q$$;ntq8fNPxmJt
zX3=QBDy|!%#l83MWibaHV{lnOv$xxOLVBMC^w3$*sMRG;0Oey75F$lIMWRwQVrnX?
zGwRX9q&V+-*7>D$<ZPGa*PiA)ZKkEYN(Y566&>BRzwoT|FEo)wrCotThu2B^^OpB7
z?JeY3e!Kso8S+_<UC7dOj8e@M0A{H2pXx7^k~nw<xdEx7f9GFtX#eEiY|(fpa~^6d
zRLw$dq?<I=ztEdATi(iiW*0v}2$5A^eF-SN$P~p`ZOzH446I%MsSTAecrKXdF*pR&
zXF}hzB48fH)~#6s9G9qXcK%A6)+RsXA;HDx?iNXl;17kX%(D5sVqdt+hfUtQ@))3g
zyoL58D_n7Tw$NPxEBaoI^U-~VD18y(Lw^4I-&<!v+~p+*qd>6{O>pxPFO|n$R2C(P
z(1Po54%cAOKn}MGF0>?+G<?J!g##i&7Hx3&Mu;C<m%Mn~2jGx!(1gYgvtWO&jOZ|4
zi-LoEgNlhWxzfLiozIL9C}%0wv0%WF2YEYT3>VysONHO3?}Che;K_x!lcxnO5_y$8
z>%6t6D>|ELDcJ(d0@UIlr+V2rU<zmF&sX5aE{Hn04`3xOIXxNihOrHMvHL9J*yyij
zD(&rH(%jJ)R>QH4evP<Fn@3h3T2&N7NGSW?H0T1cpb{rf<3tJ0^}L9`$5gVJe<4tM
zKvG1qQ4Wsv^e`HOu-fs4V#K|G%qqK~V){R)Z-}@qT=arNADhYe`yfDE$jd&-y0Fei
z<?HDn#R-T%3p1)3?-W+gNI>=A=v}-uYdc7ZDr`K6>&j(EWH~FC)I=pvd!*7o@Og0N
z!k`1$Gj}=@mR6gdgx!|NJcwYjwY&DU!aB}-BTKhtYv|BLK5$>!>2u@Zp*|!{s=JJ`
z7YvmqdocUmul2~&ta-*=9&dOIQx+4og4vXZPoE7Q6Kz-=JS*ss)~u0PCNRPj;U-@E
zjqwDZWjFW$Fg<{6yAl65QXuYe6cfiKfgbz_O8w%Pn;-?72E@_mg!GEpdXsHt%2a%N
z%+g?|m7<-d@^G@SuxZARg&cR^O)DjXT3v?vKd-|6WY);a-L$NCt^@8KrCwE0v!GGJ
z84S(gn2XJ8GtcFrHS1$ss^{JofKO$vT(vVL!zl+`qt-XS)#LPDB-{rR(M>wjnVbwc
zC4_(olal?5fXp0}(;l4zq2IDVr!ELN(w>5nU`b#NrmtwyxOZ8GAJ~OfIX~C>S|-)*
zp4ROPo*H>jl4$oC7-mfIxzdLs@;@ED>v;HH9ER#Y=k&_Bt+!%(hi2e-VMTXpoozko
za|11aFb?-k^OWDne{~d1O<3={0@N|qf@-IDAu@)?vkbb*Un-S&w-;DneF~Bq71l@>
zN->;;Vf2%o$@M$O$?jhP7{K`2!*kVCSl-)r%&U9wWueqw{(IGeqGo)S7ds9+B=81g
zD{$_5?rvD@RKNhT17tzDY$?JxB|wV&dP&%dB(J~y*AF#Xozdy{Kx`DoY44h`5>8OR
zCzajX8<)S8ou(eX_USEC;AXCD(No@_?=9{>$6VBC6V77tf|j>`iY5<$HJ%WeDnOuL
z7^8Dmw-~oW`*QsAl-HWLp!d1uIwwgSLx-!0ZP5c?DESA+V_~MbQvp-;HpCo2S;38X
zX|#`gj=ISvjcxEZpnsKg%GQ5RdN?IzZj||?h2JU91@n|2J@NNBRM^+H$J9Q=6K1`0
z7&td#u=dKz>ajzKVUqEL5S5I4p~qhw=Pzk3H@nq`0zpm~Qgle65g<6@dJER=Ej^!w
zsv?2tbXpiLx71>5bn29j!bI&6{Soe!@^nA*(|_hp>D+6-&Sw(ZU#PP@lw$eq7uj>+
zp7Cmy4xd%tW37*bg~vjY1YMRcU9b5y$G7}?RP!KC#og(i!)wU7!b~|_IgN*5iG*~j
z)RDDI_cQ?Ld%h3FE$1$^0(6jPr2V>Xh4sDnv$3f~1m6lelN(FoA=h8<71ntxea#HA
zG1R}O!|+V`OPMS=nk_ZxME&$s0-3G4ec96SfE1xQiIyBQlRK6I^_q^;)0_*|4<_xL
zU|Q)>DNCB=@QKfFLW1g9pEai|ErY#Hx61Zo7M#4$e=jM|4=x`K8*yBA7pcmyJ@z|j
zmeYUc-t?Q_Yw@AX{$V^l_f(4rSxI6GgQrf?(%IT%sTkCMrd}VSpBE|1m7jPDNfa|%
z%P)(~o!Tfy{_Ov7|5}jQ#lbEyIuH@prCPY6wJ*M@+I>I$<E1m%5V*Og=>~x%o~fcW
zuQ=EtSZeImg{o&F6nSIAHw?T7*I&zfKVmw23`B`|kX1UGbyuY1Fc+yZLN4Ezi7k@9
z^6_{tKBlR|a06Qpw^14a*~Nw*J(8OM@YoVdEgr%>3%i|V0CM{lTPnBm;s_t~Kv-qC
z<L6HU{vF^;Yeh2{2=tQYCf+~@w6$r9v>(+4jI|3KeL785Tcd1<(p6ML$q%VdRFANK
z+jZ0VXWWf*j8|~)pHcFX^_gG38Engg@wI|)xMxSJgvWXwMvFx=85PFqE)A+!R#>ZL
zdw%-Q^i3J`j$H(8k==`aL&qEKi@12$Dx}6r7r0Xx$wQI5iICe@g`Em8gGF6uu7=bF
zbBfR0a?Az?%%ZAnU~(a$A?-AB)1EN)48Iy2a$ScKzthb`NZZGb`_#TTBW@^XY3ZJh
zqY*l9&B^{4cW&=BU?lMtd4@VhAKOjOE*&p;Kb_Gcz$Yp?>978zFcG9EtdNzJo>KaZ
z62Q!c(gx1KYY$^cm|t#WTjd~0#?iDbg5~mMQ|8-0wSEBuYP_?uZ5OnPf)jN<1seB0
zL$A>SKj+c%z;_>=scQ_3eUXubUO(fO_ok<R5#C<0u&^xE<>?e+nk%4l5sAs$N+VIm
z)3u;EOY3_Zzw}X^cle)OH<VWNcPIz(fg;1;*Y(3kM>80T01~Chhm-$nmIm)N4@Rp$
zZDYouUMR$YDWXi)Xk|b({iYHIX3&WMVLoyAi;ZPbeEs&#df`*{W<l#iec<jS!A!a)
zRFm!X1-rgxD3oQg>~-s2ea^{&)&%qmcD+wS{&VkgXCXcWy14+BS+fSZcNEeJp){Jk
z@`O(haR7oOvU>7X2{F495wrUoDX3!+H3Rq{*2Gfj5DATVguyUzf`4WJpwh%X?FSU%
zf-E;A`x$ov=*li25Or|Y+6HWFUMBG&Qe;-!&wuh;g<wkcbj$6s!wl}1bNDCP?hW}P
zpIdfz_SeY>)0W!bkPnZDc)G64n!c(jB#b^jcSTs)x!4#Ae+n2YxYu-zlKKL)Fk|^P
zn81B!!bb%vqJR<LC!9run)~y@=@P-i2oNUYP9OoYy!)+9D@5jRu5?*npKFrSuXNEk
zVy%z<FvTH&^t`4>nAEC6xO5cXTP}W?0~mTy1mbG)Uewm%IH;avw{9f|pa8zAEEYo@
z(+%(t3IIxgPHm^+7_+Yo#6F(&mUKz!bB3VU3di?^XfPC^8g1dvhlgq61v1tJIu=2g
z?)JD!q;DeQPd+XUWGZ%?K_u)>aCy+-oe9H*M=WuEO9{;&eYQJB9@cFWzX2yCsv2@t
zQ;L^4xK!S)H>xb95EG+K2^9rpT{3G;fzL`zbDl~ID4<Y<_p2wJ<IZ<WB{)Be;N%yr
zGyRuO?+G?kuk3WhYh1H)L33)6cvhvQQy@M@xQbdGu|7%+&-8SuhA)1SeaaxVeQ=57
z(;L1q$1nSt#|zRWyI*zqEV7-v;P7Ni+j})G$2LNjtHgwdzBMYP5ki*}imJygwLZQ#
zCtp~$d-)w&Xucz|#srXi{f|b+3z}4*zj?x`k+Fa167@+F8N|*4_FfP@H3X;()Jn3^
z_~8S$e_PGNnfz^_kgqcuj1j!d1GU}(G3byB6ea;Mff1sjdRgq_IK)@@XF!MZ){Ogp
z<6)va6{i)k?gv35b|_?1uo_!nN7cz#ppkkg-<h0zra!+1@0!gYP=<^RvwQ*~xR0Rp
zd7l>pjN(Gq)bfL0eQfB4dCWrfq;f}!U}XM;^!|;ZM-qpDO49zil*#<R3!=T(y{q}_
zuae<v%4X@jw6QET==}>v06nek?{qsvTace$4P^zRtm-;JwlinCRehk^wJTgdZAC*z
z$3-r|aqHHnEB7?4!SVo=qL$UEeC*xq?(AH3FCT2zAJn$nL@W*{bu0)5fXTm6b&u6C
zrhmlL?WKR^8j3-?E)FE=Uv<D)SFr*MQ@5YbkcYE)x{6UPVX+9&_1O=nTFmkvwkPy8
zeR=~CDR5Ec$?dFBYSq2U1=1!L9pAaPydN>T7Nhg@Z52SjntgMdgPn6OlkYjG(awO6
ztJjBzvEcrZXMcF$?%P4lGo1fOq1wTAtzbuXD)PBO?2&%pJSj6tFos&WY6fbi{)u-X
zq!XPm2(p5#bR>ajd_~5gqpclBteWsm;nFR*okcZQwQ?%>O8tLybN-X3-jnGPtb1Xt
zVfc8SM|i`gviJtbB;3DTia(!gc=fwKUwc==YZ$n1Z+1>BfAC!6ldK@PYXZn#qCYT&
zSZ%j?$V{B*&&#Qon4Z0G+MipctUWe~lQ@!2<*Hop{SVF5wYLQr7K#p+p08QlDZd=h
z(NmC_G}CxUYkT!U`%py9h8z{PZ%Q9#=i<w6uC~V}r15R%va3V(QqsY*(#QOaFwP0l
zUIt77kpz+cG{6usy3W;qs2MQ8L2d2>y{)yrkRBpjh856v%8}nbs8Il_d92q`*k!hN
zOpmpIx-@3uAhR%Vc#u4M!0=h?#i*K*hLW6Iu4T2e;ZT3;BVfK-iC7nmc@boq;1q5w
z4RZY1m}Zn;?HDLM)W9r#KJSAmI=AZK@=`vO?_=+!ZNK^UMSf#dexBi*XD)UFQft+|
zwK_IDsfL5W4~LYA$IHO*flh<_Es;#NF3<&I5Sk5iofR`ZV6?)JHv;lRTT4Mxfu?T&
z{Or}ymnlMJqP+v|4>Le?y$eW}>}e)Zx_}m%e2SVr?8E0#I?jx?+r&(S1$UW@Z}mj$
zGug~Ps=g8ZMVehgVt%vioJWbFvOtKPdB&J0%~_vwZ6cqqM}(g=R=EGS*MphRCel{H
zXBrr(@hAX~b8}>lVK($k>rDJF-7VF(7A#`_fq^|WDR}y`?$$i(>M!81fEh)Q(mhd$
zpI!J-E8c~op3gv4P%nM;&)%HTy{jofhx~A^iwiyUOuB5&t@@iJ#IP@TsD<AM07}66
zAS~olPTR0FfdE$95<0TKgLSTwEfJ?tkzfrOo?PK~)@hd(52SNd>BEQiT)gYp)9Eve
z^&;aX8Er16l8^LfB`iOcA4y9|q14NZFx0n=>1Ta{@Pahv6ouOK1SZMAO-7RbH}71n
zjs3Pyz}29sYXx7^;7wr7aV7~}%FFpY!-i`pzZB_&%*P%yod-b9Ex$korvET3HkkT+
zLi(}c*UC@c27^U&Rcc=<+wnc$J-;rzoUlH6UA-%n3tCkXg2oG}ijlqrr^VR{1Gd9p
z4jqwfI%l@?d1VA@<5QxKM>Q59{iS25gp(+Dr(ELYvvaFwAAVZ6B`lvo_)+NFH?^zD
zwBVrK$)EJ<bjvy*+-lfzV3B%C1MdOS4$cpQ3pwIF2xV#VqA9=4=XBeRMdaQI<`5?X
z<+9;oR{WasM3N}*$@$#(bK0+5lAEnN+3jYPg*z>NhR`X`O5N^~*amMs80jWBj1A#i
z#_5$NLAxnNP<KJ6$Z}`R(Ee=tkB#?~+HdM}!Ie53MBp&;RmubRO@Q7#`dlQ1>oTsR
zr&$#EXN&Wnf{_~xVST}?M1lUt`)>kDr8o3>5J&*2IzbFq!asqYYv<f~gLwc?5}}>a
z6%qzg6Zn=L<*$6^mpZAiC`0zFX>+H{f>Ns>YQS&LuC&@gc0IwgP8G*Jz$#Z^peWJ$
z!$l2=F164;yZi(j5xcpBo+ruaL($N9yrt%dF4q5OrSBB5z)BTpzcH7(=C8w$)i-uQ
zr$gs!(e-@O5!<&a6OEHy{`xPx97;o)e>j+%jSc*^lWqn(7jJ!8_YzaD-7?}&iynPl
zMJrCqCN<jIZ?>Q4o<1+fYZ6#Kd`G_hW^^Q|y<k$#14JYIDuCM%Lp9lYL>|&)p{B|F
z%w0x0)%DOLBc$!e)4PS^!8!tfM~LBMxP!y%;g(Ov&B@!gLQi>pkB9X8>lhWZr!EYY
zGzdgL(|T_bG5V(dm0hs**3zs2vsqP94Jy-Yp-c;o%h+fDLK+wcuh%BqH7VWGlAu1p
zUBvXnl=8Ho*K_>>s_E<RpoZDm8s@0DbDNmQSPyX9#L7RvugJ+Ek=(+C-H9H&W6eov
zd|UNM&Bq-99Glc-fPW<@fFu@@l_S6E={o@__tR#y3=H<T+QX(k>1YE~E8AZ6kRX;}
z)wfQ)AT0aLDtdZgyTUqe4}zDbZ(|!vzSIs<L+&Str8**nz1Wa4xPVO`KZ`;a6yjDu
z@7R2QLi#m=ynsBLZ4%d6MwN9AXlF_%-Dg<m-jQ~1)FnWza@<!Uzyu_N0VOm9yYdtE
zgUz%wSLR_V)&JV<=FwCtB+Ct^;q+30ulbBB+Zu{tsGd)*3zT7iJMp8TfQ5Pguf7}c
zgz4D0XNZ;de@+l^xbZ`P&fW&5Ox7?UTC;|kY$9y(wqI%ZxOu7Foa)hr=Pda3Cxyz9
z0t-n~an|8K&M(^qFk-xOX{f{@SflD$HEv`#1RKGy1!f7kE_nBc%sVdn^-XpY8NGNj
znEin0_@QAfv}*+dY{2_K+MMBZNuPZE*s}p^VmKU=F#bUr8vuDF4t)21F5+im{;^IK
ziT!!+7>C!Slz;OvfPF-S_Y=i;O!i=GgsEY}Bf)Wid9RS`l#ICd%HsgT|BNaVA3y#F
zF7CG~w%VRYkVF>6Q%TRiLP^2K1dppx)W+PWZ|f-;H5j2{F~O-f`1mu-Q~I<cl{6wj
zp*CTIpAiR43ax?Yc<%o(&BWn0>=1PkI1esdP|0@ooWGeX2j=7XT4&0yUDd9BMwCWR
zALqSW#x7ufgz74eRA_I_rIrLu!-uEPbyNom_WISS)Bp0Q3sg4G{fAh<4nxj{VvS6x
z%~B9eL4?MF<n9278JdCLW)mxSgQi33qD3(A<BR?Me<sqhPHH_*8hE{97GA8=3KBxr
z;x83ffU)?OLRSV>Wggv#L`Sbl#BDTY2Rw_o#q&9Xzym}sJd}0maW)$bplk}em=2?c
zhy3gcMJG;iUU#Yc|C&4Vc&OX=?T@uZq_o@=X|YRTkbO%cTT!yNFib)+WM7j~N!drX
z>}4rS)@XCfGIl0AWuGiDh_O89<^JB^-}8F@dj5MJe|g>9V&?i>*LfZ1alB8`u0t0f
zlL`%nOMAJKAfs3dc>})ZY}X-j_5AKh)AL_t$01xU7?=PQjqao1V+N0<^Urh0)r{&6
z|CHhcOK@d~HlRBxNZyQJ><n(h3g<kc|7=@UxP(obcc$K@7aCBN<)v~-&7%&Ksnl)3
z_w%Fwx#ry)qrpx|Zy@-a5IF%!L;fS)a{*p)B%I`@EJ*s0pahsS{EzRh4TgD8fjQ%f
zoP;IU%gQ_7pnTl5Y<QTr+$X_%bwhffV+HXW*ewz=LCv{<OpLHrFy5*ZBR;6gA+gEf
z4;4Sky$A0Vk&?O$aZ(|eed&DaacJlZu%BNoCrthzzfYkO#cw{yrt6INVOM%lV7uFg
zC5c#O_Z<EUunax9z%gECd+X|wXo{5RMG1C)wMPVaNXx)y3G=IJW^91o5WWM5GGNw(
z$28Ir<rQ8rCqen#{$(zE0`ysNdr`>5fp?oKfN%+XO|YxlKys(RZQ67hVj!>UK%yN1
z|LUTBuRpk7p;%B+p$ufO{?l&WO5B5OQ|(a!T*xLN1Oc4MlNVZTS(OsL5C&lpLI?6h
zMfD*}sa*?1zEP?H)?yR{0XV$X9=*FWthPcrF25T?|MXwM2{DkNEAkC~<{UKN>tGNS
zX-+<dja%*;<S&I=TU()PH8crL351DYe0_7rj{oo?TyT4%P#Lr3FZk0Bd@iwjFkn(h
zVaCLEy#L-{6xh4qZTO~VyL9KUtXeH*`&GpvW}_%!<agzLXzn=)&R2SRjQZS=vGO`K
z0&bdu7v{7=hJAn<#+YPq48?uwH8fUG&lf$C)<75nJ2EoJrPrQTj0Ss1)ZE-17rJ>h
z=6!2p$Q}#Xjz?dH!L6c`1@n+E-QLBjvI9*N{2!%z`z5K_4^Wn>gv&#IZ-wc_R(=om
z0txck#{eW^RsR8BHR`~CTNkxJb||HMHLG-gw^rqtfT~7~jDP=eKoQ1nIsg7Kqt4fh
z@MA`Al=O~nc?cZKf{hvYEdOhh<9#@NSn_XkGPiseJkjB=Ewf*I&w2-eZUe9iPUw$3
z#_S8#{oh>#89(n2dW>_I!O!*JV`qmxwqTfg$Qm+HLW)l3trA4IAEkjed+0O2?pL0J
znuFlzYeyGaj+GnRc|tW%8wQSSSOlQwM#0Ji$pEuEtOyI$b$yCf#01)N8CfNghg=|V
zc^4v6^)LhGKehpgLqX4NZYOUtSh6)wNE+tZ4MIzo&i~j7e&sGm9VlNpp$e}4Xo~IQ
zhehM^67$e9QF8tDT^v$K;cE~_pRob#V+@=;;TezoBZ<V<HI4A=gILl*C2$|qM-Id!
zrrpR$^`{XmXIlXPADY{80hrlA`h~M=(t|M#x|@bu&%ytZ9Ru;?&sR7K)Bh*Fqm!hR
zFa$LVe5CK96TIpODW|(%SY?1{xec5Eu2Uyab{sfjk9agydP|*CZ}$~9Y`KGStOmFG
z)&F|+QA(WY8;knfwd@)gNf`JOVtq3<V8M;NH{hWOcjrk5#!8_7#c~<^Bfqhyf!u~N
z^L-ip6_C&WudMd!1mopgQz<Am`Tl}mX$*`ikw}t(ilMJzYZMK1Kl!kc7ObD(J>dr{
z8#3S|f8*-RJGnGrhZH4FoQ$R_`+k4E47~(ln3{1Q<jb(7G#U#F>$3(|*xIn2izq&H
zhVTvjE%MVB<#*39k%o$DYg(bOY6xGs9|&7tAw=azp+1R(%z{+Iyg;J68ZsAvVPj_<
z^wi#G31&;;cKLuga?9pzyWblg(HOALD>-k)`=IIi4a}eCn~w>SUdpz2__yI3>3G=@
z>8Hbgs=uP-9~BWWuQFsf!~dfqsy(;1w*HoNF?9s&AI_+i7z4e3@;>fuftSyoy?-8;
zvGq_LNC}=%S3~Q`2Auc*bXX1SgoK3d4*D$DReCHG9KQ3P^vf&FJso-FQ^H6DwEG{W
z3<kD7J7%@CW=ywXrKT1Lj>FRz=7glByY?Lw_``^?Z3Y1<Y{a@-%1yK%au8d8Ba<6M
z*da=5HUg)>ol|d23Nv5{SrBEM^z>gD!Lg7n+WYnsC@KEO{>@v#MaJx(m0`f^1%)SM
zf*Qct2zE)Zx<X(p8XEpBj|HV51MUPq<*G{=*VSdgjYBx?J@#K~7IJgZ4(~xNtq}_B
zoY8a)%rF3ATYm#e3!^AvD6n;c1TUj3B-n(}Loa@)CS~|$0#S-XJ_)vZ7K^XDS_Ltn
zwL-Y{4LU^bLN82IU<d`zBTt$|52$BDuUY_fL3&J+nt4s=mS;WGWX^z{F**DVV&9?G
z3#@As9L9^1Te1-s$|D$z5J~|P5DbE@G5t%>y1zb`d>Q8rwz2l%(@b@RZ+mNacr49z
z&xUJj>mBgAv{wLv0S#%B%UpYQjC<{bJ>d2BONNGE%@jfzj0jF6XwOZ;>M(a9N$s_R
zn88*M9N@6sjdu=0uN}1PgW!!st}WD#CwJ11oT{7)ynkAOG5!00GeyYSc}D=;&umYR
zBvGa_0n9`SVzx240)38b_m$C_7CFX34-sSFu7JwB_>VgZ)Yq|cFuB5?f>I{Ik#TWC
z&=ZXuZHTFe;a2j#3T{-9f5Y#|Ey)qgabZW46Kz&tHN@WRhs>HL(#zgmEZUcD4iTZ6
zIN}r-z_uHeQZLCa_1}B(eEP4K@hvb}&2KVY$?0IAReJ1S@1EBIJH`N<^{}Zoj1eRf
z46mcWM55n@2b!g>0Ev__PmtNSKz(pD+rR{hOHl9#g@SpENCBep1!wU6fQ!r7opa-P
zzoEV&ANWugJmURThS4()hu4{n!OgKarqM^g1g_S>)*nKT@xNhnYJkL~#GRLc=8fWe
z-{%_TnqJN;{jn3x>(n`2>*}R-#4R&UpJ|5@KIJ!DPCs1jVZx+~vuI1k&#Nz?eUqM>
zE=#S&|0zxY-(?7%qJqAzRL$Lz3e)+}w|=1)WZfOoKRO0Vjf8E};iQrs+xI~yGa{+j
zcjq-audA^}<r}Ns<Tr3f##wya`S0BrCBh-!p2BQ&^d<Cs_VMP!thKP-SE;Fd($ZHT
z&~$Yu#jP7M@>>9a8u7Kf)6@&MfGpzO#lstJ_s;jE8rweOlY#|F*NV?3^hXoJ{&lSR
zV~mc5<Yi}>XIPO(>sHgn*!7ZqN|o3f30;Da2Avnpviva8a({=V6M2^q{O^1TH4!NL
zB_dAa2940@=-HQX;^zvJE440MaLJE|=?i@_9?fY}47ZJ>JOGlZ9RLHGY(X-XrsagL
zO7z@P$vacP*1wmFOBk*u3q)>L1i{eo(jo(xR4q4uF&8jXH^DDqV$l73oe}n#YpR&n
z?ASjYa4>fRU?7aQ13JMcBqb#^o#$UnAil=p>z!)k3OG)^2lz39(*?~BZCP0PXs}5k
zYpu~yymUCoD&jZ)hODS&V*yljTLW4*Ag0!kp7!|36SSjW{<TzT<%^&Ni*%Tpc&7cP
z*?WtV;771yx2x=L)0OEz0Vz2tL!DbV1AuZPnyJj?&Eh#zaL@CxPn@m<HD#2zBfVj9
z=`$Od0rS%0fDzJtW?OddpU{S%!^j#Me((j30oiNkyUd*GU`Yrgr!0imF97r0`p?|(
z-t*W}Dm17N4$m5_+_?AhC(q=WSaO*|`Wq9f%p#m~iBC(}`|9l#>ue~=F#-26Mtkg1
ze#2$_BJ|<VI1@D2BS1Sy$7hu)jtUg`uo@cgESyxRP)rW`r=f$X`83uM+9S9Jts!WT
z0XSj^y6oRBoMT>RNYYZid-ia4_Kjx`!`}*Dp1}V(C#W?C$u~PJP8_c6YJ<<5j_^Ii
z8RB(?{Jw8t&;BsYSqAt`>*-08SzjBEr~B*A#Q}<}kZD7OdEb+NAItXRDm?D_AIaZq
zKPoX}wqw2hR8^6jxAmcf@Mr%wpVf%E|MPuwLK4aUd^ThV&G4;{|NGBUs(joT1EImw
z{lTl`OoATTTJ8hdx<bp}8H~m&5S_V8{Ts&AO&r~40_UL)5i2yfh%gEW6f}z7yt$ht
zF#a2~SYC8yK!PdG2Bgj?7O~P~m1SiJ(&boGT!E1r!oYgDlxHrB23Qu|>V&alKPm@o
zAtF+6yIW#;6GYS(P<#(i%HbrdI&(NowBeUq1sp+F;9wFsXz88;iIRPPR*w0h4IwTQ
z4$ycwGx+);x+VrEyh*g{?0^M`4wMq<qj&cB3y(s#TiydCCK&cSuyzDOQuq2@WBR-o
zNE?n^yztmXfR$KKQ=i@cb9c)}Jyiw+nB!C74Z#H_-(PSe0R8-wJ(tcUkUdB;m~>@E
zWR60X%628EybnvJkhRhY8-;79YBX;gb2#;J3UhuzJfy#@ak#ObFgSYa!5w`P)}(Xd
zw8keWLoYzsG|Hx%`(7Uck+HM$>%<Nz853HEIOqiTG0|mRx($mRdB|d`n`Orj16%Sr
zypnbBs)${@co6}xRsf4NitMxCwSZP5`-tcA%t^51P(6EraxDy`i94J5aiWmizOy-4
z?dK<CRaHsb1Ucq_Ck-HhC^i(Y!{4kU%xapRkwH}X1!2+=2)W44R6scFFsG?!62!Qx
zVMbY!Ldl!vTzq@RUAUYsc)YzgYbgtOL<KNG@*4mlZ2Z7#8E@vBymH}MUsc%jc@6q}
zY11=DI?b{6T!K644bmgoO2ECf42-}yULzPZOS-#WyqOZhBk=`Gz2IUeSh0QWCRp(K
zgKmC(xJTBp{b(xJ_Ll4F@H$1Pq?oXCO*nu}FszrlGO^J1E9w=axB<a)4Mwu%l6#RE
zS4@m+`}{5ye7I&vWx`Xi2()l}x2^vijj@Ub!jp}OW??i0A7g)3C8`^_K1>ujznHYS
zCNPNUfMoOt&+B_ost~KC{z|8N2aDMB+%q1ZE6s0;+WixmcT2U5bEXk&Dktspz8nQE
zj(4^}N+2VBe>HZZJ6V-M5{soR?^OJI(&Y{C&;X8K<222PdHDep=5KHl*To2XJvu<@
z0#=oBV_Dk9wF8`-S~00Af@+r94g;0l-r`*x?8b9iKuxY&^MiYi%PXcol&`uB`f#hT
z3G2l*CptWMSOqo~e$0Ns7ZDLQuq9fC?7Nk4)JG5Iz8zK_ymW5)F}yWpo8;t+OG6PN
zr=t|Vzy9=C)@7`8({H{`ARWA$W3!v<vwr-k#mR(;1e|&q-0^c;nwd=S+;5>G5vYC3
zwC??ZHd8?o2OD#zY@i`uH|+m5iS5u~x%=|r#4}^L`&Q3v%a!Rc^zm#oKe$fo=APGI
z<-QIn)v;1Pa2*Be3+`((({?^<hX2(4ix9W*I*&3Ey&v<Z4feW5S2+0l8mPvu+&rt`
z$BBK_1oPV$O@C&b*yba3ZD{2sbrTMYxE^Iw>s7EDJ_j+T`h6jm2*?9bi*hXZ4Sd~d
z_8b54?&b1tIqD)7+zqg!a*0HcyKufLr6VscjKC#`V5^FMo1CohID&GDc!suI$y}!>
zIRcx504fFRu<bwNcpB)Zzvl=XgPUohS2xIsqt7*Y#A!bunlC~&cX?{nyB%}JOYV6n
z&tN<jf5Vs2Wd$Onq}>^-KOgz}Ev{LzK<*{$lD1!fYeJFxn~GHI=-#<)WP{`6kRCAU
z>RND-rb@xDqDwcZBCp!C@p3N*$0)*Bqag$6#Drq;1g%aVdTQ}EO(238%7=;ikQdSQ
zQ$&#UbeWymqN4L?lyNzO0g*dBPP*H#tTC6H>#+0hU8j@h2=95hUuS&5Tht0CP}L=6
ziU(p3gzf(NBbUp+&7UYjBW$d#@K2<1#6o;LOS~@)c0@L<v#Lg!Z6E^s$?U;gqf2;d
z?6=l={YT!BY-*wXkFSr~AU$O$#%u84S*rC>%w_FKIt`CEzeh~ROt;O|YK0{h;oqJM
z(&O@O`w@aBJQD!J{k<oJDGtK5v-G)ds@X=P#3$l9)3Y0h;>q|1Vx24Sw9LA2R}Jr1
zmWJBncBkFqP6%u{st>8)JDamRqhaV9^cE$QCF~5eD7z*loUrc6>e+<9lG)<#>b}cy
z{e~6XX)nQ3oY4hJ9u8;Nu}jLQ`QZ56bym?^e_vKbEj`L^!@QJMt}|pEc^^m93LX8k
zMaktjCy8Hdn81+n<tyCUdCJ6F@BcWI^yB#Tem92F?}Va9D7~;x$f@0@BD(C>Bh1F1
zmUe%CT*k!d{p&Rrlx!4;y4w2=R5K1i;q5-vAd(9<kEaPFaJ3*<yp{!9__2|yvHCNv
zt!mWn$MRmOg<WM2X7I!M#$6F@xAz%GzrksZ9`J9|5}^LjVu`aSg{U+(2|eO`#<i=X
z{5%(98`mB1xtv`3MM8Gaj{#J;v43p*6-%yr*tBy6U=u{2aTpjYzI^@jUd;BUW^q<5
z{)51}WeSJ!eoePCfrnt()l21;mZ%jH?`GePk3Kxdm%ys$hi}c<r90cnnFcB4{n(Rw
ztB-x*JYy-!!#y22CwZZWw<ytF2_QCUVqbJa>?W&nX%+V0U*aN1#-XZeF7SitV09Ev
zB44_)u=|^sjM<aM!_KT>Q;jxq>Nl6J1+x7_(bugmnR3^zzt$HEdDUs!F3gc_THC1K
zle^>PCPS3%ey;|yMSSC7Up(Ny3KnLPee)y8D{PK`2QY^nPAUQX-PzA}ygZ4H0=<}Q
zD_+0VNr8pOIrdXJ+-~E<uK4Vs;btpyEQ31BFr_LEcEphTC=$f~HsVOa<>vi_&YW;a
z4k$D)E?S${R+#-hng|y!5KFLhmWrRqqWe{ropfzCL0QnTg_}{sVXwl2ce{AoA>3*c
z7z4vaLo$SYoOW?aoY2&qdS|gL^&#oNt`Cssb;(Jk+vC)rI63zY&i1(5BBY_#=BFU~
z#eIzGs#BY(6=$8oKfl6VA8&Of9`_m_p2e&FWU-ih`vR+-6`0Irahi>Kwwgs#vXjzM
z9G4lMGu3r4U>JE6k95qk6Q3j}U6=bMSFLpytCBt_vh$MqrNTf2AX73V*p(lU)0~7#
zKC&(7VN+FVby&rvnZ>U^;DnbJSogfE2MXk;MUe_U+UrjSBx=jGNM>ypGb`J@BHME*
zsRF+|3o^+oOvyQ~=|(;EK<|^7Jw>|W0g2Vd+gAnS3WtPpgHS-R(02{)<)jW;eI95F
z8FmX$zcu=1Sp8kZ9C^UC>!vf@wsbM)3+bgMl2wnes(9d(CzUd3m)*EVQ29d|EUz9v
zXje}HL89^C*>$FlDDKoa!yZd|g8}?oJ(@1V_f;M;CPnXZ?kue@P@2nK^nCxx^}uTP
z-!~TctSCS5Zp5z9mg{L%d35Ok1a7u<@EOGp|79Al-)q>Xo=S(QN>}ch5_Kp3&M8b)
z2D5v{iC~d8<U^#e&e?4%t=%~&CPZu&C$)4PDIuh(tIj+g0zqJ3JI5Nl{og>@A=PNu
zU)gseo^g)J`0Y8{{uYii>**HCbJ*>!km|HCF_u&Vna5TyuPE<D;$aVY&U=#(4yO6m
zm@w2AhNm)rppF<Z?2;Qn>Nb<7_r6(CckN{v2nYJD{SGO!&ZHGFCu7~SHD1HbL>S~4
zY1aeP?>Pq#T4<8Vm?*Y(m)27u0}}_&#h~e?^lia$*PAsMGPtPohl%O4GUU^a?z564
z_l}#fIK?RgDaEh}+dQ890zVIkbuW{|)hO;|J1eK&eLAG*3v&X#uUF$tCSz7A=?$)c
z9L76=CVzxmvl>ipycS?JWzlA^w<gf5%soBV(k!lf^)E;Wa5^Lp7B5Pk^m-pDMxN(f
z^+?{qy4oGyJFXTZW>Mh1+<BxC$_QO}&0v2Ios2op{US|3F>m-Vkv>~PLuxzIpP-HU
zyzYB>yTwkb<yF78zizEKx%hI-EJ%rXAV=K*Yjz@km2V@5E?ppo=$sx$pVuQq+@B)g
z%!OUJa>7&+NA<bdVsefkcuXLGi38*pcy67lC>|_IlS*SAgMGIscEgivxV?*gF|O4u
zAA@k8CN^GGD^1zIE{-o+3S^7#A{z%`60Q2MuKkBty(bQ;7#}i^xG)iOo~+}Qx2o^a
zy3f1Wx8<l0IPfwN|8QlXq-cKE84+&&@zwdf>iJtL-y+!B+sRthk#8!M{0eRP?UO|S
zH!&`iT%atl?tBe^So~)Ck|`Td1dV5LX9Q?FBvlRWRHLaB)`q$~P{F9oEGC)Pdapa*
zgROIH+v#<29mx_4tf6*w(!_X#ue6|(tAL__{O_~?5!}U-7TZ;#?ylAt`_(XN(<ew<
z7Ah-9CJ;)q4$Qf--fZ2qNAc*r1Zzqi6)+|adh<CrP?Z%^+IBmzhL?p(+n=67hGbBW
ziJo$DPikDcP$HmgsmEUT++|-n!GxZ5s6`|NyyT3g;8DS<T94>e|1}yV6mxL>hfz3f
z04i$@PjAIXWPephS08M+LCbqD`=A+@;FN&3kfn`Z7ZDZJL2+Y_()#=v1N_+P==a5%
z{@$2-K1t;h&N+}`3+Ca^uGJ=`bzs8t?NvOy^h`5#mY;#B9(&DmsS&T}Hsz%ovSUnR
z`J{!h<VWoGbOG_zprG;h7)*`kvz67j{3Lxbxjr*{gQ=X3RoM(1M)N_uRJJO`_yE;K
zM_C@b;|H{U$4c|RtX=dx9n9*#_c$&8mzW&oLB=w4pgI^+uq^8Mr3kirt^0;wC><7{
zxwPFDQ;Z{zBM#*POL!Ym89`d(wwnfNC%HIMofj_zGAH}4FB%)hYZQtWjj>!~BKem?
z7eiOYh~bNzSyI)(=gZDIlE)N->hn&`66-RU#)~(C$5(?DAK=|yvc(`NBn>QyzVgz8
zpcQA_Sq1Ls2;lVYo+9fgDoW!?BJ0;xDVIlGkG-mOXKk8v)}aL2!NtsAjarfJd$04z
zIR!~GsopD^e0Eogcv2M`814Qxx~^19t=+MH^nx-+@!5|MI}`Qe5iEoJl%P2EghohZ
zF~sm|9ppOB+h^Gk^WSV=K%uTjmP>?z7iabNEy{XyjX2{wUq>mdQ``B!BUnPAPKeCp
zjw+mtU2cqRq6a^@w(FN5H}g+nuACzyrf0uPwI8`7jpfi^wjwEYsEu)9J)l^e*U3FK
zjXiD{Bu3<pRP?%7U1^^Y&U_WytI5!)vGODDi;(MIS-u`*UL)t0>jYDR677y0X{y62
zuh{(;)TP#dCZD+$&o)gSD&?tFpy=Q-Yfr++BHQ~Nwe9}I#BdBIG|6|fV-IG4pR4ug
z58|i%5`93lt=XAIHjA$h41g8eFi%B*(sD%qqUZOQc{kWG?AHix@AQ?|J9afJqzRlg
z)fez$4t&h)j<vbUV9NJAafG6kGyWGXutkSqU4^_crxVW{susj7w|3d~eZcI5ffo19
z{J67Xa_tFVOIp3x9R%FDHkCr=eAn*|T7<Pf&K&pKZxWVz3_Q52v85Sb<gqR3s-hT`
zy3B|*JFV@_a)GPWzT~POp&|u26#(>+EPM1A*F04&mv%UvK`I%;D0*@#SN(ob*o%$O
zyx`}>f8B62ByK|Gf{PYP*soK_0fzPBRKkO2FV6aD)jPNq_DvWl<$h{|rfs19+xt}|
zcUgXXmV>)e1P~g{5U;g>M0l^35MXGFA?f*fbPeC}{N+MAoA!zLqyD~dqqvUkya;f?
zpY;-j(ifA9q(=`qRSqvm(_?aIhufccE6$*!4@U^>5?{R1pkEzCv5jN<Ef467xb!G4
zgLLR;VdyUChZSS;y11NmS@ORqQDgQyajM7}={^pi)TF1e4z`zH@%&*GYlJ&V$m=#=
zT`Nl5ca16cRN7+FkQs3@HNZJHJ}pA5H0<U;=simK!(W95r&@|%WW4<%PH=zK<$p=;
ztEuE?f~h0!D}(=wS=7~m4F8w4*kpk3T}yXO!wN?AgIsaF$}9)wf9#qh4}0&LK4k&v
zH{Ps?xBGLCU%DhA)AQcJENihiHXo;oYDSZ2d-1#L{!P9G**|Bc{-hoGg96n7l5Chr
zb2O*LHA*}5^WoZ}u!KZ{UGgSC4w_!1XLIVAs-N&`>6cQ^qQqvn77(sJ*dVe2n9Q@%
z3Sxeo#BJ8KaXbB!FSY4irCR5_jbo7G%gs1pFMYo&@RBLZ81gBjYO&!_JX=M(TC3dt
ziUVOrTv^9lFx$=fg#H*s{)|oZwma&aaH9g0SN=O2AkM^j-T<teZnSGLE`hnlwSbvb
z3D3=*d;HaxU38cL*!LKd!Vlp-G5GI2n|Ykf8xfX5zA+*!E8D$q+yQ!1(XOs>dO>e$
zyrj}i?6W3nq%QDc{-^^gopkzhih2m~XxlB&JuGb*Iz@%JeY4c}Bzeuq8Yay`*!EaF
z2gaZGD}s0p7hU@a?$Qh9Dc3QAf~2;N;m=T(rniH2KOOd!EkW;NCcNbTXnRTE2><`}
zv(Vd6St6)g((*NE8|Rpn=pkkmUmY}Gbt^#1;A>fjCe~P)dwpXgwgHVzTbOo2^zm>R
zA4O_0J%+dCI}n-L2cJR~_b=JQY=|WDwYK&GU<yuv$`5%e#t39^fD%d9|62@@Q;tK6
z1n~&B20ZcAAfy@;>A`T9JCE940Xd)s6~Hur-)pzrL1YK?aVWU<&uwwJ9jjp}ym<cn
zC`gk^{d&pmHxazp8j{SHE&(32t}+^F27u-nFI5ER4fomhpEsZrzXljU73bqfvwge{
zfDXib19CRAT@%uZK;A^`8;HJ+AXy`5+wQhm9=(@mu1m<X9Z~vKYy~~7<H*}1Fu<n;
zzr0QbXw_ypy|AF(OrB!B`-;%IuKP?V5zC;zyp8m2L57w0)*-VZyX*A2-P7HLn&2`y
zhUPv&PJ5e$0S_iz9%Xs2A_VB&;oyVy)X8>TT=+(Lz6pk?@rsj<s4@SQLq9T0H1WkX
zK!%Oorvi#&&a)!%4rRv@AP$f7)xm>vyC=Qdqy`xxW!9s@!wqtJgEuEPr0>o2i8g?2
zX|ogpO{}wP4zU06pME{tjb>w(IUw;N-Vszhgbt|(+;$p-;C<~yFv;$a{J?xXhDb4G
zS?FQ#lm;w}r0WZ8p=Kc+^{g|vjb0Mywrc}}2TKNQPE!Hu^~b=k(r0~MH%>wWL5KjK
zvS27ehuL7CipizNuv-_oH9@Ilzu^m`)NH^hC))*6;iTdux(jWJJ}y8TEFJD~IBtES
zR<cIb@#Du)VA|x?!o+E%+=N#qS4>N6;qlC{qXPW@xSLnkAVdh|__nbfJ{@-z+Ih{b
z?}2{0aG3Btx#S7shkWLC!gg~4fe=8`=&c46e#H7^7$Tm(cn#<Rjy-u;gK?AXX0wLx
zZfF?Z)DB6g`TF%d8cFJ4%Al!_Lw9Hj`<edtY_si3tz7Eec;;4kAx;Pj*WZ5gmhdeC
zSKgU#HK_35@tasT$X1eytEzeqOjneamMR=Eq-oRCmzjJ{Duf75{+!r&K_pHMgi#i^
z@7Uq&bc$yGh8DV%%Eq+Fl<S(Yp3~dnBdUyGcn5uauk5nwSl6NH1XY&%S^FLFXj^_*
z<+z&IN>(W0eK_;j(|I~5&tZa+s(z}tdf`=X>o87xxw^7vL~B{oheTCct!maAJhH0P
z)~KCM>qIxeK~txuh4s|@5;m(&w~3AXXOmBPj!?z1H?`~oO!oM<=?J9HwnEpr0azqA
z2LuoSi!*T>MliSt#gER&0|p@Nilf_m5G-4kJ82U>yAPiU|M?!;)3Ln(i6Gjnpyd}`
z4O(Oq0G{eiGWEC@sx4vs%p~-GGE9)Cut~{h^^CfjTBC!f54`j8`U!GTqrVA0AJ!AS
zW`6gav&bu{;34ygi8XQV+4KD7I*7J?(9yVOd-ZB;g+;j~lsgH~p=~N~gxPR?6zghl
zP)TtK;46vW^aA&2)u3dv!p&&lT}hLx6d}e%l7p+-z35T&*G%4vCyfnUfnI9@%Cbnp
zPGDkyQsiZ`uQVPPh@JwGz3_H-K@$}9uwM*JK6&zl;FPKH_&^h^sd0ChJaI)fAM9kA
z{f^CTwyUeT0EoybBuuuM)3i&*3tTBz#=#9ck^@UO+7%1{6F{M;B#-~-2~psdy?cVZ
zE_eL+mzBQ{Ih{dk%H|MsJgQuvO>bF(v?~}@n9xso@Zf=*Q~4x+A-8eT{=Z?rO#tP|
z^$JW3SdT4lwt&`06F8yD$qlgaHq!vZCEZKNHOtW9T;Q6bov47eVCnKFF!!86ormRh
z;mfZ_)_@l=N;q>^c69_{UYc87<e?4G1Xcz4-LR1@dQ8xMgUne!?>SkOJ^K{0khUhq
zPVMA+8vw+V&2WGw|JI`#Z$?$>**#F2NMSiuIiz3)#CGXt#o!?u2a&jM(+aBDCUDj!
zE&gP{&?6KgMzjUUsxB`Ud+hV~+heqY6!Ib*Ss5pG6jQ!JNXgel8V2EVn<K6#?JE_|
zeJUPPUz`9P8(XlzC&1g}vds(5h*1S({p?2+7M~vw$KAhRZV>}bn-MO5;C039=o)dm
zkt^`gGYM2c;5XBW7}G#munm;xQO>jBs{F=tRZttFZN<|6ejsntUfv==h4q?UOO1vV
z4f?wG!VPFyaI(xSN}d0?bI7jRE{SqivFzR=4EmeydnV&awOd|5M?v>)Z0S$aCFpb}
zT*hcKoFrR%<<fowdr9}Lep04=H;84iqe_RQZ{JbYG*0d)MnWFR{$ebq0|X4x#*Y=#
zDX)+F|FnM8Sz3NBl9johLd&yl5fu`uvo{zkXb_Vm=lPI2mp#!iNb*M8V`gqw`9xZD
zm1TEOHK0YC;Ak0hZ!R5Z=pLkXGZ?IzRs{O@Bqh!!flaSJ#|2zXvAwn=VpQsp_V#uX
zO}}KkO#eXeQp!?96<Gk1sg_RbG=LK{N&R8M2r8m_<Qkn~To*?rvL;_;F!1D*x)r$q
zXAZ6`vG3O3Pbg<A0BX%|H#`pqeLTlmMOi%^9jXZik;VD#YZuZCCB^fqH#`^4pvFq{
zqEy4#7>ZW4%mBT?Yw%d$R=}&_(r1f$4DaD~S{hR(@sP^60aF{CqL&~{Wi_LsvNUcI
ziHQ{XE{*7%^I#U1L%O}A7d(7@4U5(mG57~zw$V>;H}Nehl20N2kW8U$3_n#G02lp;
z0?en5Rtds2K<7yEfjLd*B1~KPc(<7BvUv#^2zPkm4LT%yb0Iu1rUcc%UB|(y{txDZ
zl3d{pi8Ys7mUV&RmH_SUhIxhJW+X3E#NhdR;0d$onc_6>gHCXT1yOh6BqlxPC_rs$
z?<iI=6Q$n1I@m8`L0v3`Z7u=nTLrf@C1F$m1;;~yy1TJ}n-uOcEkcYN?-5wsSglNS
z|M5tH!9aUixmm@=4Y{IApglAy>qvtmn&i+ERycYq<c$;6CtNXz1!LfO5e<A`nZQoe
z7qS^RPXJyi?h)y-$hneDFz>}x7wffviar|1B6cU=k0eF@2JOOIw}kQ2d{&&W*%UeS
zc6Btg_DBG>S!NM`?#W-niL4Df!7n07P6DW9SdX5m%Q?yb6~Z_l)(|X)EXR@3^}Ch+
zx2dKU<u<-Q2bAT(J{T=LXx66W5VKVBxU0nzHrf8d;Ih)GyNJVRa!U~J^9p>fdOV&J
zDQXV)V4JuLrun$qPPubnN|%U%9RUSwb^3)*KD09GdDdfPO0c5r!5=AKy-3;B@7C+^
zA~8`6y-OA6I>61<xPiLR@#Pj`#ulzol|aP`?%9CGt4?kTbcyQW-f;{DY1|piD2^^_
zMosHwiQI^Ehpy$os#AnPvd^W#5{QU4yCijZY9P8qMOU;^Rg-k4PtNaTz+rs;kT>Hb
z7m?a@e!Pr3w|~?@zT6wO-Hax(AB+n^Zlns|c(L~JQR4TZ+h}~**m_nz%%3(Z=*yVy
zbU<)C+Yj8v>jJs)={~7GoxmwA^fkw*+(||!<AIiAHKzAXSX>VZG!H=$@bE3O1a>Gq
zfihzC_@EbaW=>lBn`Z!EL@3u#aobFdceyQZj8Adg{{w%C&Y=As*F|V{5{Cj0D0dxe
zOblQd-N`(1jy851|9lFzw6Uu*!u<JkvN6!lBPItka}<}Z+QeAkLOUsSUcNPXA6k!f
z^=yKHs!ZtCwC+VK2A|ukec8bAI+%6DBKTeL>Ee<bv#?3{r1T8!OtkQtF3vdZql#Rd
z;M`_ff##-;>hHj%5az;ygNyg3y^!6kdSg|j;V$cm4}X3<25$7ccS$OpJS($(c!Tk*
z#zEH8ix7-LxmU@Hfo;ivh1d{A%pbmhW5yV5f$J?~%aT;pSv1cy0W2>D<-j<=e5B`^
zXuZ8nv30(&^tY6gz+j%ghNHk(UhfB{2RU<q28rh|_3>78Ci@5Bo=vz(iKyw9yS|qY
zv3t-0$=}9(vvS3>Eu!l2`lzF$oC+7^eqOT-;3kF1nGvJL9J-XrZi+!1TqoK;ek*nU
zsk0P?o3%R-Q}qD(Mob)-93qz9;r8R_^e1oHot8Lu?6Y+_jN=G$)$n08_sQ~^B|bVS
zljol-qJFx><WJGlfmLA{Is5qWpW~XgmhdbkO&*%|Bek`04pN;+ZSDT1j_c3O;-%&$
zSNbAx_xiz$F!Sq3|FUazb>Dl#@8izWj+MX9dHi};YyJ8D4u1B`ZaZX#C?oaeB-qL`
zBvu`S7Mv4Dc*XF8L#X*FI;Z20@gG9hNQ~$mXu`$YbL*uB1bx1v%P{M4i~`fhXKr}-
z%->SK-uoMlAb@YMxwKcc2+c~hs}){@hNQ@q2BlrIz@ti9gP!NuiBj<Rnsm9cI<*g9
z?MdttlN)(mif7j@G{X94s*ez|B5~p{yUrMwm5!_5_Z8$XojI+{O7eAIBEA^v7|DG)
zN%6R}mrtRYdyieWB+6L1{K2QPz%#ICF096aZAQpQMHI?3bIRM#&>{5Y+Sj&Ak~Mj9
z$()wP*4g-Y$-=ThF+`{Q{Q_8;h|?3azl*tjxPh_Hm9>&t88K_;KMSj0nih@Q&d<je
zmz;}JvVd*TcKwg%uNF)^v#gYteo%8cH|bZq&nnc0??ybpZ}m@Ek-T^f+pB8d-$!WI
z9UBoll^DQ7)|!A9IPs<;>7fu?p0xX+#594P;Oy=+fn{y|Gg7oKhK>Q;#!DA`*T+Z*
zD{N6t5EoeCVy`<%)57y=;+Y@f(%e%6`~#W2a$YFTWeWV3Gtw_SPc6gy-+-F{)6^;B
zO?!i*UKqU)jY)%|Lej4`qMGSXEt<HDDMMY9P3Clqk7`iRz!D!h{B2;HsR<V&4J<c}
z_A^h%?I)%<SRZ<@)fufY9g;eqI%}`LS~&n#?uC-2;Bhx<aRrF({jS~fJz=<TymT}(
z9<-aE-btE{J6AVa%dZi4fJtw)6036i@=^q|e6dxN;<EX@rF5Lqt#e7tlhmtMzLPmI
z?B?HsnBXb%ESRh}YW>_G_mu(?bR=Ah;(qPU-Hm92F7!}+6Fk7M)$jVSNRXOiQrP$?
znfVyjONB*~vg3wtH|LesRY|#B=R<1yL90isvseyS?n|jA$Afo#vl}`~`C<2g^JJn0
zcsRQeXYgTObN?aZeqnCm^u=e`*m16^%*EpQ)K3{uGsgwib49icYpg01v@2}@DnR$#
zg9A2QPuP8Osb#m`BmB9}#Yqr!mvbb8cm9Mlyd=$^`4o)KxE;8cOQ+>kt7)pHM^{Vh
zMjMCkNdrZ@7TyJKDc;m&*Us3s+X}4ArGXl&rc(wrsOWU{LZ@3{{wBq0Q-W4h)n#g?
z6Xe<Rj2MtUyN&hb<VL>g?*2h3_4D=uia<8cuvk5u31e!3zd3JeD<o5HHDRBpdMLLr
z{ga;05j^kZkk3ttioKN?tEM8;9IR}Ur?ISRc$Kr8WTiIOg;%OXFdsCan?^w}_G((d
zzFhTmS_X5H1wnpQiA=uOo7QYWQ%_1_(`e8Ox_tBRC*rd*{RbC|yM}K85kY#EbKQ#J
zwp@|Ssl4T800ZK}I9JOl8_B)-a6ym09#qnI_i?sGdb1{cZK=0rXI{BE(PKi3W!C<w
zw2u$9G}EEI#{%Pj>DyrY936&T2MEAZw*mC!wYt<N22C!v!EvY&njnoaa#i5OiLWcD
zZC4EkGtovKj?w~h_RmhZVMFo3=0uS5{II^&OkM+L_wSxAm})A!jg`xKBT?1`7ft(G
zQzLu)*s%gp8f?)CaBYy~(af~*1Jh0Ad)>_U0D$%lquIqr>bd4`E&~pT;-U?<Im4=o
z8JRmnAI&X~X2$hY!K8+=D(Rjk<nlFP-@0)<(^H<+>P49R{AC!5s1Y_k4;#f;S@l*#
zfd^hQPT8*CeU@PRtW?q~#F1X28paRqi&70YyTC^vx=a}Pwx=)$1Q^-GkeM&wFs>^m
zm0N+O^jL%MK>CG)`IIo2W!<c_02@pV3{;slFHr`Q{Bk**Zf_(N6clRZQc_ZyfW!BN
z;&NCL_rzplBK4Wv&6_t}`eY;|+R)L6D{F>V?8h#UFUk{8rM=b<SO3G!$QB|&ODGv{
z1?@|eG9}@YTR;I1Nf-@|#V@j3<5*}*5Si)0@Aqk*yg9W%J-2-D!w29;XP{AqAwd4d
zh!Q~NA(mrTA6IwDx5+6HRa0DDupH+L<BQIh;h0M8mO^n)?5+gk6ztwV$Bo)C2Op3j
zr-%@xhU%ogB$WK9A!@xU!5`3Y>^|=4wRCKhc=1)7jGU1j=rjC3$I!SN&f`7OPRp%s
z<)N1<?3nL&9csG`&Dqu-rMxGnNpfvDk-r?;e|%l-lTtrNk-;ayRIh27^ls5|pJv~M
zv=RV)uJZ@gOLYj!$Q6I6I!C;o5obV5c_sC>=vzsZ67lGZUbljFnq5V~ZmABPxV{H}
zJiNq+oUhc!iXIl@p5d1s<H&aBp5hMT`4a?A>L>w$L$aYCN}9$yGX2lYvF$pAj@UQa
zl5Ryuyr>h`A3VTE$2uz0a;)VdFS5AU`dJVxjITrqIK<%I;4j+u`$^gBhnVA&Cf=%&
zr04q{yq^UGnK-TR{RNg3N;xqgmFY9I=VR@YJW@?AuX@`5or1eKY5)3n97JtncO3$7
zL93|Hv~hnmVXz|wp)w^+Oo)nD-!=FA=2j^ky+RUIF}YCi)*)Br*4uK^lKRBaR9a=;
zo9_GNyD4tiifo`UW#kw6bSpx$VN9yC@kD<#PHk!<WtvBhU>EJWxHu;rkz6&ln%GWO
zE9|4nPKgW1CphaTy_s1Ch$;IUJ5^T)vn8KS7r)k@p))_hRwY5pA6H_*Z1<IZs<u*r
zW(25cfo5I2y^`7bLnjA|5o)EWen&Yt#?ug86$4HRe3Pn<ty%}sn7BAXjBBa?1qdfZ
zIDjv(e<kqCanp|@Uj4Y75zIHT0@yQr!8%p)Z@lhtW9|Z#jN(#rsXno?k-dm%T^-K|
z3J;)c;hW$iseraL{Et*^(1Vme^x?1n|NOH*ZJTtFZK+rDJI!ySUr9?t?`)phwZQ)c
DeKmYt

literal 0
HcmV?d00001

diff --git a/docs/source/images/etl_cost_curve.svg b/docs/source/images/etl_cost_curve.svg
new file mode 100644
index 000000000..2d6cc457b
--- /dev/null
+++ b/docs/source/images/etl_cost_curve.svg
@@ -0,0 +1,683 @@
+<?xml version="1.0" encoding="utf-8" standalone="no"?>
+<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN"
+  "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
+<svg xmlns:xlink="http://www.w3.org/1999/xlink" width="568.11pt" height="351.800859pt" viewBox="0 0 568.11 351.800859" xmlns="http://www.w3.org/2000/svg" version="1.1">
+ <metadata>
+  <rdf:RDF xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:cc="http://creativecommons.org/ns#" xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#">
+   <cc:Work>
+    <dc:type rdf:resource="http://purl.org/dc/dcmitype/StillImage"/>
+    <dc:date>2026-07-07T18:07:34.827185</dc:date>
+    <dc:format>image/svg+xml</dc:format>
+    <dc:creator>
+     <cc:Agent>
+      <dc:title>Matplotlib v3.11.0, https://matplotlib.org/</dc:title>
+     </cc:Agent>
+    </dc:creator>
+   </cc:Work>
+  </rdf:RDF>
+ </metadata>
+ <defs>
+  <style type="text/css">*{stroke-linejoin: round; stroke-linecap: butt}</style>
+ </defs>
+ <g id="figure_1">
+  <g id="patch_1">
+   <path d="M 0 351.800859
+L 568.11 351.800859
+L 568.11 0
+L 0 0
+z
+" style="fill: #ffffff"/>
+  </g>
+  <g id="axes_1">
+   <g id="patch_2">
+    <path d="M 47.672344 308.038516
+L 560.91 308.038516
+L 560.91 25.558281
+L 47.672344 25.558281
+z
+" style="fill: #ffffff"/>
+   </g>
+   <g id="patch_3">
+    <path d="M 160.09583 308.038516
+L 306.735161 308.038516
+L 306.735161 25.558281
+L 160.09583 25.558281
+z
+" clip-path="url(#p0caca44041)" style="fill: #fde8e8"/>
+   </g>
+   <g id="line2d_1">
+    <path d="M 62.336277 303.530852
+L 62.336277 303.530852
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_2">
+    <path d="M 160.09583 303.530852
+L 160.09583 213.377586
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_3">
+    <path d="M 62.336277 303.530852
+L 62.336277 303.530852
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_4">
+    <path d="M 62.336277 213.377586
+L 160.09583 213.377586
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_5">
+    <path d="M 160.09583 303.530852
+L 160.09583 213.377586
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_6">
+    <path d="M 306.735161 303.530852
+L 306.735161 123.22432
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_7">
+    <path d="M 62.336277 213.377586
+L 160.09583 213.377586
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_8">
+    <path d="M 62.336277 123.22432
+L 306.735161 123.22432
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_9">
+    <path d="M 306.735161 303.530852
+L 306.735161 123.22432
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_10">
+    <path d="M 502.254268 303.530852
+L 502.254268 63.122142
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_11">
+    <path d="M 62.336277 123.22432
+L 306.735161 123.22432
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="line2d_12">
+    <path d="M 62.336277 63.122142
+L 502.254268 63.122142
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 0.8,1.32; stroke-dashoffset: 0; stroke: #aaaaaa; stroke-width: 0.8"/>
+   </g>
+   <g id="matplotlib.axis_1">
+    <g id="xtick_1">
+     <g id="line2d_13">
+      <defs>
+       <path id="mbc726928fb" d="M 0 0
+L 0 3.5
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#mbc726928fb" x="62.336277" y="308.038516" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_1">
+      <text style="font-size: 8.5px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle; fill: #333333" x="62.336277" y="321.496523" transform="rotate(-0 62.336277 321.496523)">0</text>
+     </g>
+    </g>
+    <g id="xtick_2">
+     <g id="line2d_14">
+      <g>
+       <use xlink:href="#mbc726928fb" x="160.09583" y="308.038516" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_2">
+      <!-- $\bar{K}_{t,1} = \underline{K}_{t,2}$ -->
+      <g style="fill: #333333" transform="translate(139.78083 322.943516)">
+       <text>
+        <tspan x="5.737244" y="-1.671875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">̄</tspan>
+        <tspan x="16.712793" y="-0.125" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="0" y="-0.125" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">K</tspan>
+        <tspan x="25.490869" y="-0.125" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">K</tspan>
+        <tspan x="5.655322" y="1.149996" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">t</tspan>
+        <tspan x="31.146191" y="2.82875" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">t</tspan>
+        <tspan x="7.988257" y="1.149996" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">,</tspan>
+        <tspan x="11.038794" y="1.149996" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">1</tspan>
+        <tspan x="33.479126" y="2.82875" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">,</tspan>
+        <tspan x="36.529663" y="2.82875" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">2</tspan>
+       </text>
+       <rect x="25.490869" y="1" width="5.573975" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_3">
+     <g id="line2d_15">
+      <g>
+       <use xlink:href="#mbc726928fb" x="306.735161" y="308.038516" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_3">
+      <!-- $\bar{K}_{t,2} = \underline{K}_{t,3}$ -->
+      <g style="fill: #333333" transform="translate(286.420161 322.943516)">
+       <text>
+        <tspan x="5.737244" y="-1.671875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">̄</tspan>
+        <tspan x="16.712793" y="-0.125" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">=</tspan>
+        <tspan x="0" y="-0.125" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">K</tspan>
+        <tspan x="25.490869" y="-0.125" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">K</tspan>
+        <tspan x="5.655322" y="1.149996" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">t</tspan>
+        <tspan x="31.146191" y="2.82875" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">t</tspan>
+        <tspan x="7.988257" y="1.149996" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">,</tspan>
+        <tspan x="11.038794" y="1.149996" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">2</tspan>
+        <tspan x="33.479126" y="2.82875" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">,</tspan>
+        <tspan x="36.529663" y="2.82875" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">3</tspan>
+       </text>
+       <rect x="25.490869" y="1" width="5.573975" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_4">
+     <g id="line2d_16">
+      <g>
+       <use xlink:href="#mbc726928fb" x="502.254268" y="308.038516" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_4">
+      <!-- $\bar{K}_{t,3}$ -->
+      <g style="fill: #333333" transform="translate(494.689268 322.943516)">
+       <text>
+        <tspan x="5.737244" y="-1.671875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">̄</tspan>
+        <tspan x="0" y="-0.125" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">K</tspan>
+        <tspan x="5.655322" y="1.149996" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">t</tspan>
+        <tspan x="7.988257" y="1.149996" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">,</tspan>
+        <tspan x="11.038794" y="1.149996" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">3</tspan>
+       </text>
+      </g>
+     </g>
+    </g>
+    <g id="xtick_5">
+     <g id="line2d_17">
+      <g>
+       <use xlink:href="#mbc726928fb" x="233.415496" y="308.038516" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_5">
+      <!-- $\mathbf{ETLCAP}_p$ -->
+      <g style="fill: #333333" transform="translate(213.312996 321.496523)">
+       <text>
+        <tspan x="0" y="-0.6875" style="font-weight: 700; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">E</tspan>
+        <tspan x="5.806396" y="-0.6875" style="font-weight: 700; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">T</tspan>
+        <tspan x="11.604492" y="-0.6875" style="font-weight: 700; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">L</tspan>
+        <tspan x="17.020752" y="-0.6875" style="font-weight: 700; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">C</tspan>
+        <tspan x="23.258789" y="-0.6875" style="font-weight: 700; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">A</tspan>
+        <tspan x="29.837158" y="-0.6875" style="font-weight: 700; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">P</tspan>
+        <tspan x="36.148242" y="0.587496" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">p</tspan>
+       </text>
+      </g>
+     </g>
+    </g>
+    <g id="text_6">
+     <!-- Cumulative installed capacity  $K$ -->
+     <g transform="translate(223.791172 342.198516)">
+      <text>
+       <tspan x="0" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">C</tspan>
+       <tspan x="6.982422" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">u</tspan>
+       <tspan x="13.320312" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">m</tspan>
+       <tspan x="23.061523" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">u</tspan>
+       <tspan x="29.399414" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">l</tspan>
+       <tspan x="32.177734" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">a</tspan>
+       <tspan x="38.305664" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="42.226562" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="45.004883" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">v</tspan>
+       <tspan x="50.922852" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="57.075195" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="60.253906" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="63.032227" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">n</tspan>
+       <tspan x="69.370117" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">s</tspan>
+       <tspan x="74.580078" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="78.500977" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">a</tspan>
+       <tspan x="84.628906" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">l</tspan>
+       <tspan x="87.407227" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">l</tspan>
+       <tspan x="90.185547" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="96.337891" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">d</tspan>
+       <tspan x="102.685547" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="105.864258" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="111.362305" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">a</tspan>
+       <tspan x="117.490234" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">p</tspan>
+       <tspan x="123.837891" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">a</tspan>
+       <tspan x="129.96582" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="135.463867" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="138.242188" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="142.163086" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">y</tspan>
+       <tspan x="148.081055" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="151.259766" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="154.438477" y="-0.40625" style="font-style: oblique; font-size: 10px; font-family: 'DejaVu Sans'">K</tspan>
+      </text>
+     </g>
+    </g>
+   </g>
+   <g id="matplotlib.axis_2">
+    <g id="ytick_1">
+     <g id="line2d_18">
+      <defs>
+       <path id="m23db1c91ff" d="M 0 0
+L -3.5 0
+" style="stroke: #000000; stroke-width: 0.8"/>
+      </defs>
+      <g>
+       <use xlink:href="#m23db1c91ff" x="47.672344" y="303.530852" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_7">
+      <text style="font-size: 8.5px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: end; fill: #333333" x="40.672344" y="306.759856" transform="rotate(-0 40.672344 306.759856)">0</text>
+     </g>
+    </g>
+    <g id="ytick_2">
+     <g id="line2d_19">
+      <g>
+       <use xlink:href="#m23db1c91ff" x="47.672344" y="213.377586" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_8">
+      <!-- $\overline{C}_{t,1}$ -->
+      <g style="fill: #333333" transform="translate(25.202344 217.585086)">
+       <text>
+        <tspan x="0" y="-0.15625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">C</tspan>
+        <tspan x="6.016406" y="0.691246" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">t</tspan>
+        <tspan x="8.349341" y="0.691246" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">,</tspan>
+        <tspan x="11.399878" y="0.691246" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">1</tspan>
+       </text>
+       <rect x="0" y="-9.46875" width="5.935059" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_3">
+     <g id="line2d_20">
+      <g>
+       <use xlink:href="#m23db1c91ff" x="47.672344" y="123.22432" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_9">
+      <!-- $\overline{C}_{t,2}$ -->
+      <g style="fill: #333333" transform="translate(25.202344 127.43182)">
+       <text>
+        <tspan x="0" y="-0.15625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">C</tspan>
+        <tspan x="6.016406" y="0.691246" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">t</tspan>
+        <tspan x="8.349341" y="0.691246" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">,</tspan>
+        <tspan x="11.399878" y="0.691246" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">2</tspan>
+       </text>
+       <rect x="0" y="-9.46875" width="5.935059" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="ytick_4">
+     <g id="line2d_21">
+      <g>
+       <use xlink:href="#m23db1c91ff" x="47.672344" y="63.122142" style="stroke: #000000; stroke-width: 0.8"/>
+      </g>
+     </g>
+     <g id="text_10">
+      <!-- $\overline{C}_{t,3}$ -->
+      <g style="fill: #333333" transform="translate(25.202344 67.329642)">
+       <text>
+        <tspan x="0" y="-0.15625" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #333333">C</tspan>
+        <tspan x="6.016406" y="0.691246" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">t</tspan>
+        <tspan x="8.349341" y="0.691246" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">,</tspan>
+        <tspan x="11.399878" y="0.691246" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #333333">3</tspan>
+       </text>
+       <rect x="0" y="-9.46875" width="5.935059" height="0.53125"/>
+      </g>
+     </g>
+    </g>
+    <g id="text_11">
+     <!-- Total investment cost  $C$ -->
+     <g transform="translate(14.8 226.948398) rotate(-90)">
+      <text>
+       <tspan x="0" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">T</tspan>
+       <tspan x="5.108398" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">o</tspan>
+       <tspan x="11.226562" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="15.147461" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">a</tspan>
+       <tspan x="21.275391" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">l</tspan>
+       <tspan x="24.053711" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="27.232422" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="30.010742" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">n</tspan>
+       <tspan x="36.348633" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">v</tspan>
+       <tspan x="42.266602" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="48.418945" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">s</tspan>
+       <tspan x="53.628906" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="57.549805" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">m</tspan>
+       <tspan x="67.291016" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="73.443359" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">n</tspan>
+       <tspan x="79.78125" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="83.702148" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="86.880859" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="92.378906" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">o</tspan>
+       <tspan x="98.49707" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">s</tspan>
+       <tspan x="103.707031" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="107.62793" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="110.806641" y="-0.40625" style="font-size: 10px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="113.985352" y="-0.40625" style="font-style: oblique; font-size: 10px; font-family: 'DejaVu Sans'">C</tspan>
+      </text>
+     </g>
+    </g>
+   </g>
+   <g id="line2d_22">
+    <path d="M 233.415496 308.038516
+L 233.415496 156.709819
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 4.44,1.92; stroke-dashoffset: 0; stroke: #d44040; stroke-width: 1.2"/>
+   </g>
+   <g id="line2d_23">
+    <path d="M 233.415496 303.530852
+L 233.415496 168.300953
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 3.33,1.44; stroke-dashoffset: 0; stroke: #d44040; stroke-width: 0.9"/>
+   </g>
+   <g id="line2d_24">
+    <path d="M 62.336277 168.300953
+L 233.415496 168.300953
+" clip-path="url(#p0caca44041)" style="fill: none; stroke-dasharray: 3.33,1.44; stroke-dashoffset: 0; stroke: #d44040; stroke-width: 0.9"/>
+   </g>
+   <g id="patch_4">
+    <path d="M 47.672344 308.038516
+L 47.672344 25.558281
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="patch_5">
+    <path d="M 47.672344 308.038516
+L 560.91 308.038516
+" style="fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square"/>
+   </g>
+   <g id="line2d_25">
+    <path d="M 62.336277 303.530852
+L 160.09583 213.377586
+" clip-path="url(#p0caca44041)" style="fill: none; stroke: #1f1f1f; stroke-width: 1.6; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_26">
+    <path d="M 160.09583 213.377586
+L 306.735161 123.22432
+" clip-path="url(#p0caca44041)" style="fill: none; stroke: #d44040; stroke-width: 2.2; stroke-linecap: round"/>
+   </g>
+   <g id="line2d_27">
+    <path d="M 306.735161 123.22432
+L 502.254268 63.122142
+" clip-path="url(#p0caca44041)" style="fill: none; stroke: #1f1f1f; stroke-width: 1.6; stroke-linecap: round"/>
+   </g>
+   <g id="patch_6">
+    <path d="M 262.743362 166.298036
+Q 262.743362 159.283945 262.743362 152.269854
+" style="fill: none; stroke: #555555; stroke-width: 0.9; stroke-linecap: round"/>
+   </g>
+   <g id="patch_7">
+    <path d="M 235.41675 168.300953
+Q 248.080993 168.300953 260.745237 168.300953
+" style="fill: none; stroke: #555555; stroke-width: 0.9; stroke-linecap: round"/>
+   </g>
+   <g id="text_12">
+    <!-- $m_{t,n} = \frac{\Delta C}{\Delta K}$  (slope) -->
+    <g style="fill: #555555" transform="translate(266.653744 161.495626)">
+     <text>
+      <tspan x="0" y="-0.571875" style="font-style: oblique; font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">m</tspan>
+      <tspan x="8.280029" y="0.703121" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">t</tspan>
+      <tspan x="13.663501" y="0.703121" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">n</tspan>
+      <tspan x="32.702588" y="-3.58125" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">C</tspan>
+      <tspan x="32.702588" y="2.442187" style="font-style: oblique; font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">K</tspan>
+      <tspan x="10.612964" y="0.703121" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">,</tspan>
+      <tspan x="28.6323" y="-3.58125" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">Δ</tspan>
+      <tspan x="28.6323" y="2.442187" style="font-size: 5.95px; font-family: 'DejaVu Sans'; fill: #555555">Δ</tspan>
+      <tspan x="19.322974" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">=</tspan>
+      <tspan x="37.388379" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555"> </tspan>
+      <tspan x="40.090283" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555"> </tspan>
+      <tspan x="42.792187" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">(</tspan>
+      <tspan x="46.10835" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">s</tspan>
+      <tspan x="50.536816" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">l</tspan>
+      <tspan x="52.898389" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">o</tspan>
+      <tspan x="58.098828" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">p</tspan>
+      <tspan x="63.494336" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">e</tspan>
+      <tspan x="68.723828" y="-0.571875" style="font-size: 8.5px; font-family: 'DejaVu Sans'; fill: #555555">)</tspan>
+     </text>
+     <rect x="28.6323" y="-3.43125" width="8.224829" height="0.53125"/>
+    </g>
+   </g>
+   <g id="text_13">
+    <!-- $n=1$ -->
+    <g style="fill: #555555" transform="translate(99.966054 245.774229)">
+     <text>
+      <tspan x="0" y="-0.4375" style="font-style: oblique; font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">n</tspan>
+      <tspan x="7.45752" y="-0.4375" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">=</tspan>
+      <tspan x="16.751953" y="-0.4375" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">1</tspan>
+     </text>
+    </g>
+   </g>
+   <g id="text_14">
+    <!-- $n=2$ -->
+    <g style="fill: #d44040" transform="translate(222.165496 155.620962)">
+     <text>
+      <tspan x="0" y="-0.3125" style="font-style: oblique; font-size: 9px; font-family: 'DejaVu Sans'; fill: #d44040">n</tspan>
+      <tspan x="7.45752" y="-0.3125" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #d44040">=</tspan>
+      <tspan x="16.751953" y="-0.3125" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #d44040">2</tspan>
+     </text>
+    </g>
+   </g>
+   <g id="text_15">
+    <!-- $n=3$ -->
+    <g style="fill: #555555" transform="translate(393.244714 80.493241)">
+     <text>
+      <tspan x="0" y="-0.3125" style="font-style: oblique; font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">n</tspan>
+      <tspan x="7.45752" y="-0.3125" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">=</tspan>
+      <tspan x="16.751953" y="-0.3125" style="font-size: 9px; font-family: 'DejaVu Sans'; fill: #555555">3</tspan>
+     </text>
+    </g>
+   </g>
+   <g id="text_16">
+    <g id="patch_8">
+     <path d="M 214.773933 283.542536
+L 252.057058 283.542536
+Q 254.607058 283.542536 254.607058 280.992536
+L 254.607058 260.588551
+Q 254.607058 258.038551 252.057058 258.038551
+L 214.773933 258.038551
+Q 212.223933 258.038551 212.223933 260.588551
+L 212.223933 280.992536
+Q 212.223933 283.542536 214.773933 283.542536
+z
+" style="fill: #fde8e8; stroke: #d44040; stroke-width: 0.8; stroke-linejoin: miter"/>
+    </g>
+    <text style="font-size: 8.5px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; fill: #d44040" transform="translate(220.496824 267.898053)">active</text>
+    <text style="font-size: 8.5px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; fill: #d44040" transform="translate(214.773933 278.099713)">segment</text>
+   </g>
+   <g id="text_17">
+    <text style="font-size: 11px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: middle" x="304.291172" y="15.558281" transform="rotate(-0 304.291172 15.558281)">ETL piecewise-linear cost curve</text>
+   </g>
+   <g id="line2d_28">
+    <defs>
+     <path id="mbc06620d03" d="M 0 2.5
+C 0.663008 2.5 1.29895 2.236584 1.767767 1.767767
+C 2.236584 1.29895 2.5 0.663008 2.5 0
+C 2.5 -0.663008 2.236584 -1.29895 1.767767 -1.767767
+C 1.29895 -2.236584 0.663008 -2.5 0 -2.5
+C -0.663008 -2.5 -1.29895 -2.236584 -1.767767 -1.767767
+C -2.236584 -1.29895 -2.5 -0.663008 -2.5 0
+C -2.5 0.663008 -2.236584 1.29895 -1.767767 1.767767
+C -1.29895 2.236584 -0.663008 2.5 0 2.5
+z
+" style="stroke: #1f1f1f"/>
+    </defs>
+    <g clip-path="url(#p0caca44041)">
+     <use xlink:href="#mbc06620d03" x="62.336277" y="303.530852" style="fill: #1f1f1f; stroke: #1f1f1f"/>
+    </g>
+   </g>
+   <g id="line2d_29">
+    <g clip-path="url(#p0caca44041)">
+     <use xlink:href="#mbc06620d03" x="160.09583" y="213.377586" style="fill: #1f1f1f; stroke: #1f1f1f"/>
+    </g>
+   </g>
+   <g id="line2d_30">
+    <defs>
+     <path id="mdb6f7fae67" d="M 0 2.5
+C 0.663008 2.5 1.29895 2.236584 1.767767 1.767767
+C 2.236584 1.29895 2.5 0.663008 2.5 0
+C 2.5 -0.663008 2.236584 -1.29895 1.767767 -1.767767
+C 1.29895 -2.236584 0.663008 -2.5 0 -2.5
+C -0.663008 -2.5 -1.29895 -2.236584 -1.767767 -1.767767
+C -2.236584 -1.29895 -2.5 -0.663008 -2.5 0
+C -2.5 0.663008 -2.236584 1.29895 -1.767767 1.767767
+C -1.29895 2.236584 -0.663008 2.5 0 2.5
+z
+" style="stroke: #d44040"/>
+    </defs>
+    <g clip-path="url(#p0caca44041)">
+     <use xlink:href="#mdb6f7fae67" x="160.09583" y="213.377586" style="fill: #d44040; stroke: #d44040"/>
+    </g>
+   </g>
+   <g id="line2d_31">
+    <g clip-path="url(#p0caca44041)">
+     <use xlink:href="#mdb6f7fae67" x="306.735161" y="123.22432" style="fill: #d44040; stroke: #d44040"/>
+    </g>
+   </g>
+   <g id="line2d_32">
+    <g clip-path="url(#p0caca44041)">
+     <use xlink:href="#mbc06620d03" x="306.735161" y="123.22432" style="fill: #1f1f1f; stroke: #1f1f1f"/>
+    </g>
+   </g>
+   <g id="line2d_33">
+    <g clip-path="url(#p0caca44041)">
+     <use xlink:href="#mbc06620d03" x="502.254268" y="63.122142" style="fill: #1f1f1f; stroke: #1f1f1f"/>
+    </g>
+   </g>
+   <g id="line2d_34">
+    <defs>
+     <path id="m1307d08cff" d="M -2.5 -0
+L 2.5 2.5
+L 2.5 -2.5
+z
+" style="stroke: #d44040; stroke-linejoin: miter"/>
+    </defs>
+    <g>
+     <use xlink:href="#m1307d08cff" x="62.336277" y="168.300953" style="fill: #d44040; stroke: #d44040; stroke-linejoin: miter"/>
+    </g>
+   </g>
+   <g id="line2d_35">
+    <defs>
+     <path id="m605823bdb7" d="M -0 2.5
+L 2.5 -2.5
+L -2.5 -2.5
+z
+" style="stroke: #d44040; stroke-linejoin: miter"/>
+    </defs>
+    <g>
+     <use xlink:href="#m605823bdb7" x="233.415496" y="303.530852" style="fill: #d44040; stroke: #d44040; stroke-linejoin: miter"/>
+    </g>
+   </g>
+   <g id="legend_1">
+    <g id="patch_9">
+     <path d="M 53.272344 80.441406
+L 186.792344 80.441406
+Q 188.392344 80.441406 188.392344 78.841406
+L 188.392344 31.158281
+Q 188.392344 29.558281 186.792344 29.558281
+L 53.272344 29.558281
+Q 51.672344 29.558281 51.672344 31.158281
+L 51.672344 78.841406
+Q 51.672344 80.441406 53.272344 80.441406
+z
+" style="fill: #ffffff; opacity: 0.9; stroke: #cccccc; stroke-linejoin: miter"/>
+    </g>
+    <g id="patch_10">
+     <path d="M 54.872344 38.838281
+L 70.872344 38.838281
+L 70.872344 33.238281
+L 54.872344 33.238281
+z
+" style="fill: #fde8e8; stroke: #d44040; stroke-width: 0.8; stroke-linejoin: miter"/>
+    </g>
+    <g id="text_18">
+     <!-- Active segment in period $p$ -->
+     <g transform="translate(77.272344 38.838281)">
+      <text>
+       <tspan x="0" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">A</tspan>
+       <tspan x="5.472656" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="9.871094" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="13.007812" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="15.230469" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">v</tspan>
+       <tspan x="19.964844" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="24.886719" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="27.429688" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">s</tspan>
+       <tspan x="31.597656" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="36.519531" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">g</tspan>
+       <tspan x="41.597656" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">m</tspan>
+       <tspan x="49.390625" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="54.3125" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">n</tspan>
+       <tspan x="59.382812" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="62.519531" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="65.0625" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="67.285156" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">n</tspan>
+       <tspan x="72.355469" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="74.898438" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">p</tspan>
+       <tspan x="79.976562" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="84.898438" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">r</tspan>
+       <tspan x="88.1875" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="90.410156" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">o</tspan>
+       <tspan x="95.304688" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">d</tspan>
+       <tspan x="100.382812" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="102.925781" y="-0.921875" style="font-style: oblique; font-size: 8px; font-family: 'DejaVu Sans'">p</tspan>
+      </text>
+     </g>
+    </g>
+    <g id="line2d_36">
+     <path d="M 54.872344 48.038906
+L 62.872344 48.038906
+L 70.872344 48.038906
+" style="fill: none; stroke: #d44040; stroke-width: 2.2; stroke-linecap: square"/>
+    </g>
+    <g id="text_19">
+     <text style="font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start" x="77.272344" y="50.838906" transform="rotate(-0 77.272344 50.838906)">Active segment cost line</text>
+    </g>
+    <g id="line2d_37">
+     <path d="M 54.872344 60.039531
+L 62.872344 60.039531
+L 70.872344 60.039531
+" style="fill: none; stroke: #1f1f1f; stroke-width: 1.6; stroke-linecap: square"/>
+    </g>
+    <g id="text_20">
+     <text style="font-size: 8px; font-family: 'DejaVu Sans', 'Bitstream Vera Sans', 'Computer Modern Sans Serif', 'Lucida Grande', 'Verdana', 'Geneva', 'Lucid', 'Arial', 'Helvetica', 'Avant Garde', sans-serif; text-anchor: start" x="77.272344" y="62.839531" transform="rotate(-0 77.272344 62.839531)">Inactive segment cost line</text>
+    </g>
+    <g id="line2d_38">
+     <path d="M 54.872344 72.041406
+L 62.872344 72.041406
+L 70.872344 72.041406
+" style="fill: none; stroke-dasharray: 4.44,1.92; stroke-dashoffset: 0; stroke: #d44040; stroke-width: 1.2"/>
+    </g>
+    <g id="text_21">
+     <!-- $\mathbf{ETLCAP}_p$ (current period) -->
+     <g transform="translate(77.272344 74.841406)">
+      <text>
+       <tspan x="0" y="-0.921875" style="font-weight: 700; font-size: 8px; font-family: 'DejaVu Sans'">E</tspan>
+       <tspan x="5.464844" y="-0.921875" style="font-weight: 700; font-size: 8px; font-family: 'DejaVu Sans'">T</tspan>
+       <tspan x="10.921875" y="-0.921875" style="font-weight: 700; font-size: 8px; font-family: 'DejaVu Sans'">L</tspan>
+       <tspan x="16.019531" y="-0.921875" style="font-weight: 700; font-size: 8px; font-family: 'DejaVu Sans'">C</tspan>
+       <tspan x="21.890625" y="-0.921875" style="font-weight: 700; font-size: 8px; font-family: 'DejaVu Sans'">A</tspan>
+       <tspan x="28.082031" y="-0.921875" style="font-weight: 700; font-size: 8px; font-family: 'DejaVu Sans'">P</tspan>
+       <tspan x="34.021875" y="0.278121" style="font-style: oblique; font-size: 5.6px; font-family: 'DejaVu Sans'">p</tspan>
+       <tspan x="37.795313" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="40.338281" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">(</tspan>
+       <tspan x="43.459375" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">c</tspan>
+       <tspan x="47.857813" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">u</tspan>
+       <tspan x="52.928125" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">r</tspan>
+       <tspan x="56.217188" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">r</tspan>
+       <tspan x="59.50625" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="64.428125" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">n</tspan>
+       <tspan x="69.498437" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">t</tspan>
+       <tspan x="72.635156" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'"> </tspan>
+       <tspan x="75.178125" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">p</tspan>
+       <tspan x="80.25625" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">e</tspan>
+       <tspan x="85.178125" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">r</tspan>
+       <tspan x="88.467187" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">i</tspan>
+       <tspan x="90.689844" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">o</tspan>
+       <tspan x="95.584375" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">d</tspan>
+       <tspan x="100.6625" y="-0.921875" style="font-size: 8px; font-family: 'DejaVu Sans'">)</tspan>
+      </text>
+     </g>
+    </g>
+   </g>
+  </g>
+ </g>
+ <defs>
+  <clipPath id="p0caca44041">
+   <rect x="47.672344" y="25.558281" width="513.237656" height="282.480234"/>
+  </clipPath>
+ </defs>
+</svg>
diff --git a/scripts/generate_etl_figure.py b/scripts/generate_etl_figure.py
new file mode 100644
index 000000000..20079f58d
--- /dev/null
+++ b/scripts/generate_etl_figure.py
@@ -0,0 +1,223 @@
+"""
+Generates docs/source/images/eos_cost_curve.{png,svg} — a labelled diagram
+of the piecewise-linear cost curve shared by all three features of the
+economies of scale (EOS) extension: cost_invest_eos, cost_fixed_eos, and
+cost_variable_eos.
+"""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+import matplotlib
+import matplotlib.patches as mpatches
+import matplotlib.pyplot as plt
+import matplotlib.ticker as ticker
+
+matplotlib.rcParams.update(
+    {
+        'font.family': 'sans-serif',
+        'font.size': 10,
+        'axes.spines.top': False,
+        'axes.spines.right': False,
+        'pdf.fonttype': 42,
+        'svg.fonttype': 'none',
+    }
+)
+
+OUT_DIR = Path(__file__).parent.parent / 'docs' / 'source' / 'images'
+
+# ——— Segment data (decreasing marginal cost — economies of scale) —————————————
+# Each entry: (q_lower, q_upper, cost_lower, cost_upper)
+segments = [
+    (0.0, 2.0, 0.0, 6.0),  # n=1  slope = 3.0
+    (2.0, 5.0, 6.0, 12.0),  # n=2  slope = 2.0
+    (5.0, 9.0, 12.0, 16.0),  # n=3  slope = 1.0
+]
+
+PALETTE = {
+    'curve': '#1f1f1f',
+    'active': '#d44040',
+    'inactive': '#aaaaaa',
+    'fill': '#fde8e8',
+    'grid': '#e8e8e8',
+    'annot': '#555555',
+    'tick': '#333333',
+}
+
+# Active segment (0-indexed) — the one the optimizer has selected in this period
+ACTIVE = 1
+# Quantity realised in this period (sits inside the active segment)
+Q_P = 3.5
+
+fig, ax = plt.subplots(figsize=(8.0, 5.0))
+fig.patch.set_facecolor('white')
+ax.set_facecolor('white')
+
+# ——— Shade the active segment background ——————————————————————————————————————
+ql_a, qu_a, cl_a, cu_a = segments[ACTIVE]
+ax.axvspan(ql_a, qu_a, color=PALETTE['fill'], zorder=0, linewidth=0)
+
+# ——— Draw all segment lines ————————————————————————————————————————————————————
+for i, (ql, qu, cl, cu) in enumerate(segments):
+    color = PALETTE['active'] if i == ACTIVE else PALETTE['curve']
+    lw = 2.2 if i == ACTIVE else 1.6
+    ax.plot([ql, qu], [cl, cu], color=color, linewidth=lw, solid_capstyle='round', zorder=3)
+    dot_color = PALETTE['active'] if i == ACTIVE else PALETTE['curve']
+    ax.plot(ql, cl, 'o', ms=5, color=dot_color, zorder=4)
+    ax.plot(qu, cu, 'o', ms=5, color=dot_color, zorder=4)
+
+# ——— Vertical line at current-period quantity —————————————————————————————————
+slope_a = (cu_a - cl_a) / (qu_a - ql_a)
+cost_p = cl_a + slope_a * (Q_P - ql_a)
+
+# ——— Capacity/activity bound tick labels on x-axis ———————————————————————————
+boundaries = []
+for i, (ql, _qu, _cl, _cu) in enumerate(segments):
+    n = i  # 0-based
+    if ql == 0:
+        boundaries.append((ql, r'$\underline{Q}_{n=0} = 0$'))
+    else:
+        boundaries.append((ql, rf'$\bar{{Q}}_{{n={n - 1}}} = \underline{{Q}}_{{n={n}}}$'))
+
+_, qu_last, _, _ = segments[-1]
+boundaries.append((qu_last, rf'$\bar{{Q}}_{{n={len(segments) - 1}}}$'))
+
+x_ticks = [b[0] for b in boundaries] + [Q_P]
+x_labels = [b[1] for b in boundaries] + [r'$\mathbf{Q}_p$']
+
+ax.set_xticks(x_ticks)
+ax.set_xticklabels(x_labels, fontsize=8.5, color=PALETTE['tick'])
+
+# ——— Cost bound tick labels on y-axis ————————————————————————————————————————
+y_boundaries = []
+for i, (_ql, _qu, cl, _cu) in enumerate(segments):
+    n = i  # 0-based
+    if cl == 0:
+        y_boundaries.append((cl, r'$\underline{C}_{n=0} = 0$'))
+    else:
+        # shared upper bound of prev segment / lower bound of this segment
+        y_boundaries.append((cl, rf'$\bar{{C}}_{{n={n - 1}}} = \underline{{C}}_{{n={n}}}$'))
+
+_, _, _, cu_last = segments[-1]
+y_boundaries.append((cu_last, rf'$\bar{{C}}_{{n={len(segments) - 1}}}$'))
+
+y_ticks = [b[0] for b in y_boundaries]
+y_labels = [b[1] for b in y_boundaries]
+
+ax.set_yticks(y_ticks)
+ax.set_yticklabels(y_labels, fontsize=8.5, color=PALETTE['tick'])
+
+# ——— Dashed reference lines to axes from segment endpoints ———————————————————
+dash_kw = {'color': PALETTE['inactive'], 'linewidth': 0.8, 'linestyle': ':', 'zorder': 1}
+for ql, qu, cl, cu in segments:
+    ax.plot([ql, ql], [0, cl], **dash_kw)
+    ax.plot([qu, qu], [0, cu], **dash_kw)
+    ax.plot([0, ql], [cl, cl], **dash_kw)
+    ax.plot([0, qu], [cu, cu], **dash_kw)
+
+# dashed lines from Q_P up to cost curve, then across to y-axis
+ax.plot([Q_P, Q_P], [0, cost_p], color=PALETTE['active'], linewidth=0.9, linestyle='--', zorder=2)
+ax.plot(
+    [0, Q_P], [cost_p, cost_p], color=PALETTE['active'], linewidth=0.9, linestyle='--', zorder=2
+)
+ax.plot(0, cost_p, '<', ms=5, color=PALETTE['active'], zorder=4, clip_on=False)
+ax.plot(Q_P, 0, 'v', ms=5, color=PALETTE['active'], zorder=4, clip_on=False)
+
+# ——— Slope annotation on active segment ——————————————————————————————————————
+mid_q = (ql_a + qu_a) / 2
+mid_c = cl_a + slope_a * (mid_q - ql_a)
+dq, dc = 0.6, slope_a * 0.6
+ax.annotate(
+    '',
+    xy=(mid_q + dq, mid_c + dc),
+    xytext=(mid_q + dq, mid_c),
+    arrowprops={'arrowstyle': '-', 'color': PALETTE['annot'], 'lw': 0.9},
+)
+ax.annotate(
+    '',
+    xy=(mid_q + dq, mid_c),
+    xytext=(mid_q, mid_c),
+    arrowprops={'arrowstyle': '-', 'color': PALETTE['annot'], 'lw': 0.9},
+)
+ax.text(
+    mid_q + dq + 0.08,
+    mid_c + dc / 2,
+    r'$m_n = \frac{\Delta C}{\Delta Q}$  (slope)',
+    va='center',
+    ha='left',
+    fontsize=8.5,
+    color=PALETTE['annot'],
+)
+
+# ——— Segment labels ———————————————————————————————————————————————————————————
+for i, (ql, qu, cl, cu) in enumerate(segments):
+    n = i  # 0-based
+    mid_q = (ql + qu) / 2
+    mid_c = (cl + cu) / 2
+    color = PALETTE['active'] if i == ACTIVE else PALETTE['annot']
+    weight = 'bold' if i == ACTIVE else 'normal'
+    ax.text(
+        mid_q,
+        mid_c + 0.7,
+        f'$n={n}$',
+        ha='center',
+        va='bottom',
+        fontsize=9,
+        color=color,
+        fontweight=weight,
+    )
+
+# ——— Active-segment label —————————————————————————————————————————————————————
+ax.text(
+    (ql_a + qu_a) / 2,
+    1.5,
+    'active segment\n' r'$b_{n=1} = 1$',
+    ha='center',
+    va='bottom',
+    fontsize=8.5,
+    color=PALETTE['active'],
+    bbox={'boxstyle': 'round,pad=0.3', 'fc': PALETTE['fill'], 'ec': PALETTE['active'], 'lw': 0.8},
+)
+
+# ——— Axes formatting ——————————————————————————————————————————————————————————
+ax.set_xlim(-0.3, 10.2)
+ax.set_ylim(-0.3, 18.5)
+ax.set_xlabel('Quantity  $Q$  (capacity or activity)', labelpad=8)
+ax.set_ylabel('Total cost  $C$', labelpad=8)
+ax.set_title('EOS piecewise-linear cost curve', pad=10, fontsize=11)
+
+ax.xaxis.set_minor_locator(ticker.NullLocator())
+ax.yaxis.set_minor_locator(ticker.NullLocator())
+
+# ——— Legend ———————————————————————————————————————————————————————————————————
+handles = [
+    mpatches.Patch(
+        facecolor=PALETTE['fill'],
+        edgecolor=PALETTE['active'],
+        lw=0.8,
+        label='Active segment in period $p$',
+    ),
+    plt.Line2D([0], [0], color=PALETTE['active'], lw=2.2, label='Active segment cost line'),
+    plt.Line2D([0], [0], color=PALETTE['curve'], lw=1.6, label='Inactive segment cost line'),
+    plt.Line2D(
+        [0],
+        [0],
+        color=PALETTE['active'],
+        lw=1.2,
+        linestyle='--',
+        label=r'$\mathbf{Q}_p$ (current period)',
+    ),
+]
+ax.legend(
+    handles=handles, fontsize=8, loc='upper left', frameon=True, framealpha=0.9, edgecolor='#cccccc'
+)
+
+fig.tight_layout()
+
+for ext in ('png', 'svg'):
+    out = OUT_DIR / f'eos_cost_curve.{ext}'
+    fig.savefig(out, dpi=150, bbox_inches='tight', facecolor='white')
+    print(f'Saved {out}')
+
+plt.close(fig)

From 82b73f45df47305a2c521dd65ce50298b39cd9ea Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 8 Jul 2026 17:48:24 -0400
Subject: [PATCH 23/56] Cleanup for Bugs

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 scripts/generate_etl_figure.py                |  8 ++-
 temoa/_internal/run_actions.py                |  3 +-
 .../economies_of_scale/core/data_puller.py    | 50 ++++++++-----------
 .../economies_of_scale/core/model.py          |  2 +
 temoa/extensions/method_of_morris/morris.py   |  2 -
 tests/test_table_writer.py                    |  2 +-
 6 files changed, 34 insertions(+), 33 deletions(-)

diff --git a/scripts/generate_etl_figure.py b/scripts/generate_etl_figure.py
index 20079f58d..4e42ee48c 100644
--- a/scripts/generate_etl_figure.py
+++ b/scripts/generate_etl_figure.py
@@ -8,6 +8,7 @@
 from __future__ import annotations
 
 from pathlib import Path
+from typing import Any
 
 import matplotlib
 import matplotlib.patches as mpatches
@@ -109,7 +110,12 @@
 ax.set_yticklabels(y_labels, fontsize=8.5, color=PALETTE['tick'])
 
 # ——— Dashed reference lines to axes from segment endpoints ———————————————————
-dash_kw = {'color': PALETTE['inactive'], 'linewidth': 0.8, 'linestyle': ':', 'zorder': 1}
+dash_kw: dict[str, Any] = {
+    'color': PALETTE['inactive'],
+    'linewidth': 0.8,
+    'linestyle': ':',
+    'zorder': 1,
+}
 for ql, qu, cl, cu in segments:
     ax.plot([ql, ql], [0, cl], **dash_kw)
     ax.plot([qu, qu], [0, cu], **dash_kw)
diff --git a/temoa/_internal/run_actions.py b/temoa/_internal/run_actions.py
index 6aecc7dcc..7e7b5ec5b 100644
--- a/temoa/_internal/run_actions.py
+++ b/temoa/_internal/run_actions.py
@@ -247,7 +247,8 @@ def solve_instance(
             # it also doesn't seem to support duals properly so disable those
             if solver_name == 'appsi_highs':
                 dual_suffix = instance.component('dual')
-                dual_suffix._direction = Suffix.LOCAL
+                if dual_suffix is not None:
+                    dual_suffix.direction = Suffix.LOCAL
                 result = optimizer.solve(instance)
             else:
                 result = optimizer.solve(instance, suffixes=solver_suffixes_list)
diff --git a/temoa/extensions/economies_of_scale/core/data_puller.py b/temoa/extensions/economies_of_scale/core/data_puller.py
index 2713483e8..d34a6279c 100644
--- a/temoa/extensions/economies_of_scale/core/data_puller.py
+++ b/temoa/extensions/economies_of_scale/core/data_puller.py
@@ -98,21 +98,17 @@ def poll_costs(
         else:
             # The period `p` for an investment cost is its vintage `v`.
             key = (cast('Region', r), cast('Period', p), cast('Technology', t), cast('Vintage', p))
-            if CostType.INVEST in entries.get(key, {}):
-                entries[key][CostType.D_INVEST] += discounted_cost
-                entries[key][CostType.INVEST] += undiscounted_cost
-            else:
-                entries[key].update(
-                    {CostType.D_INVEST: discounted_cost, CostType.INVEST: undiscounted_cost}
-                )
+            entry = entries[key]
+            entry[CostType.D_INVEST] = entry.get(CostType.D_INVEST, 0.0) + discounted_cost
+            entry[CostType.INVEST] = entry.get(CostType.INVEST, 0.0) + undiscounted_cost
 
     for r, p, t in model.cost_fixed_eos_period_rpt:
         fixed_cost = value(cost_fixed_eos.period_cost(model, r, p, t))
         if fixed_cost < epsilon:
             continue
 
-        undiscounted_fixed_cost = fixed_cost * value(model.period_length[p])
-        discounted_fixed_cost = costs.fixed_or_variable_cost(
+        ud_fixed = float(fixed_cost * value(model.period_length[p]))
+        d_fixed = costs.fixed_or_variable_cost(
             1,
             fixed_cost,
             value(model.period_length[p]),
@@ -120,6 +116,7 @@ def poll_costs(
             p_0=p_0,
             p=p,
         )
+        d_fixed = float(value(d_fixed))
 
         if '-' in r:
             exchange_costs.add_cost_record(
@@ -127,7 +124,7 @@ def poll_costs(
                 period=p,
                 tech=t,
                 vintage=p,
-                cost=float(value(discounted_fixed_cost)),
+                cost=d_fixed,
                 cost_type=CostType.D_FIXED,
             )
             exchange_costs.add_cost_record(
@@ -135,24 +132,22 @@ def poll_costs(
                 period=p,
                 tech=t,
                 vintage=p,
-                cost=float(undiscounted_fixed_cost),
+                cost=ud_fixed,
                 cost_type=CostType.FIXED,
             )
         else:
-            entries[r, p, t, p].update(
-                {
-                    CostType.D_FIXED: float(value(discounted_fixed_cost)),
-                    CostType.FIXED: float(undiscounted_fixed_cost),
-                }
-            )
+            key = (cast('Region', r), cast('Period', p), cast('Technology', t), cast('Vintage', p))
+            entry = entries[key]
+            entry[CostType.D_FIXED] = entry.get(CostType.D_FIXED, 0.0) + d_fixed
+            entry[CostType.FIXED] = entry.get(CostType.FIXED, 0.0) + ud_fixed
 
-    for r, p, t in model.cost_fixed_eos_period_rpt:
+    for r, p, t in model.cost_variable_eos_period_rpt:
         variable_cost = value(cost_variable_eos.period_cost(model, r, p, t))
         if variable_cost < epsilon:
             continue
 
-        undiscounted_variable_cost = variable_cost * value(model.period_length[p])
-        discounted_variable_cost = costs.fixed_or_variable_cost(
+        ud_variable = float(variable_cost * value(model.period_length[p]))
+        d_variable = costs.fixed_or_variable_cost(
             1,
             variable_cost,
             value(model.period_length[p]),
@@ -160,6 +155,7 @@ def poll_costs(
             p_0=p_0,
             p=p,
         )
+        d_variable = float(value(d_variable))
 
         if '-' in r:
             exchange_costs.add_cost_record(
@@ -167,7 +163,7 @@ def poll_costs(
                 period=p,
                 tech=t,
                 vintage=p,
-                cost=float(value(discounted_variable_cost)),
+                cost=d_variable,
                 cost_type=CostType.D_VARIABLE,
             )
             exchange_costs.add_cost_record(
@@ -175,13 +171,11 @@ def poll_costs(
                 period=p,
                 tech=t,
                 vintage=p,
-                cost=float(undiscounted_variable_cost),
+                cost=ud_variable,
                 cost_type=CostType.VARIABLE,
             )
         else:
-            entries[r, p, t, p].update(
-                {
-                    CostType.D_VARIABLE: float(value(discounted_variable_cost)),
-                    CostType.VARIABLE: float(undiscounted_variable_cost),
-                }
-            )
+            key = (cast('Region', r), cast('Period', p), cast('Technology', t), cast('Vintage', p))
+            entry = entries[key]
+            entry[CostType.D_VARIABLE] = entry.get(CostType.D_VARIABLE, 0.0) + d_variable
+            entry[CostType.VARIABLE] = entry.get(CostType.VARIABLE, 0.0) + ud_variable
diff --git a/temoa/extensions/economies_of_scale/core/model.py b/temoa/extensions/economies_of_scale/core/model.py
index 82c0d0e27..6b1298a41 100644
--- a/temoa/extensions/economies_of_scale/core/model.py
+++ b/temoa/extensions/economies_of_scale/core/model.py
@@ -169,6 +169,8 @@ def register_model_components(model: TemoaModel) -> None:
         rule=cost_fixed_eos.cost_fixed_eos_capacity_upper_bound_constraint,
     )
 
+    m.append_cost_fixed_eos_to_total_cost = BuildAction(rule=cost_fixed_eos.total_cost)
+
     # -- cost_variable_eos ---
     m.cost_variable_eos_segments = {}
 
diff --git a/temoa/extensions/method_of_morris/morris.py b/temoa/extensions/method_of_morris/morris.py
index dd981d79e..4ae1f308f 100644
--- a/temoa/extensions/method_of_morris/morris.py
+++ b/temoa/extensions/method_of_morris/morris.py
@@ -47,8 +47,6 @@ def evaluate(
     with TableWriter(config) as table_writer:
         table_writer.write_results(model=mdl)
 
-    import contextlib
-
     with contextlib.closing(sqlite3.connect(db_file)) as con:
         cur = con.cursor()
         cur.execute('SELECT * FROM output_objective')
diff --git a/tests/test_table_writer.py b/tests/test_table_writer.py
index 646c0a47d..fdfe741fb 100644
--- a/tests/test_table_writer.py
+++ b/tests/test_table_writer.py
@@ -9,7 +9,7 @@ class LoanCostInput(TypedDict):
     capacity: float
     invest_cost: float
     loan_life: float
-    loan_rate: float
+    loan_annualize: float
     global_discount_rate: float
     process_life: int
     p_0: int

From 0ce8cc00b235da281183368480cdc84ce9e35a77 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 8 Jul 2026 21:00:46 -0400
Subject: [PATCH 24/56] Add economies of scale and discrete capacities to
 myopic capacities test

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 tests/test_full_runs.py                       | 31 +++++-
 .../config_myopic_capacities.toml             |  2 +-
 tests/testing_data/myopic_capacities.sql      | 95 +++++++++++++++++++
 3 files changed, 123 insertions(+), 5 deletions(-)

diff --git a/tests/test_full_runs.py b/tests/test_full_runs.py
index c71f9b4c8..9956449e5 100644
--- a/tests/test_full_runs.py
+++ b/tests/test_full_runs.py
@@ -171,18 +171,41 @@ def test_myopic_stress_tests(
 ) -> None:
     """
     The idea of these is that they should be tightly constrained so that if anything
-    is wrong the model will fail to find a feasible solution. Use lots of equality constraints
+    is wrong the model will fail to find a feasible solution. Use lots of equality constraints.
+
+    Two new paths test limit_discrete_capacity and limit_discrete_new_capacity with EoS costs
+    and survival curves.
     """
     _, _, _, sequencer = system_test_run
     import contextlib
 
     with contextlib.closing(sqlite3.connect(sequencer.config.output_database)) as con:
         cur = con.cursor()
+        dc_fixed = cur.execute(
+            "SELECT SUM(fixed) FROM output_cost WHERE tech='tech_discrete_cap'"
+        ).fetchone()[0]
+        dc_variable = cur.execute(
+            "SELECT SUM(var) FROM output_cost WHERE tech='tech_discrete_cap'"
+        ).fetchone()[0]
+        dnc_invest = cur.execute(
+            "SELECT SUM(invest) FROM output_cost WHERE tech='tech_discrete_new_cap'"
+        ).fetchone()[0]
+
+        assert dc_fixed == pytest.approx(37, rel=1e-5), (
+            'tech_discrete_cap fixed cost did not match expected'
+        )
+        assert dc_variable == pytest.approx(24, rel=1e-5), (
+            'tech_discrete_cap variable cost did not match expected'
+        )
+        assert dnc_invest == pytest.approx(2.5, rel=1e-5), (
+            'tech_discrete_new_cap invest cost did not match expected'
+        )
+
+        # This part is just a very rough check on the objective function. Constraints inside the
+        # model are extremely tight so other changes will likely lead to infeasibility
         res = cur.execute('SELECT SUM(total_system_cost) FROM main.output_objective').fetchone()
         obj = res[0]
-        # This part is just a very rough check on the objective function. Constraints inside the
-        # model are extremely tight so any other changes will lead to infeasibility
-        assert obj == pytest.approx(32, abs=1), (
+        assert obj == pytest.approx(309, rel=0.01), (
             'objective function value did not match expected for myopic stress test'
         )
 
diff --git a/tests/testing_configs/config_myopic_capacities.toml b/tests/testing_configs/config_myopic_capacities.toml
index db2d11539..4ff76c5b3 100644
--- a/tests/testing_configs/config_myopic_capacities.toml
+++ b/tests/testing_configs/config_myopic_capacities.toml
@@ -1,6 +1,6 @@
 scenario = "test myopic capacities"
 scenario_mode = "myopic"
-extensions= ["growth_rates"]
+extensions= ["growth_rates", "discrete_capacity", "eos"]
 input_database = "tests/testing_outputs/myopic_capacities.sqlite"
 output_database = "tests/testing_outputs/myopic_capacities.sqlite"
 neos = false
diff --git a/tests/testing_data/myopic_capacities.sql b/tests/testing_data/myopic_capacities.sql
index f561e073f..ca11c4158 100644
--- a/tests/testing_data/myopic_capacities.sql
+++ b/tests/testing_data/myopic_capacities.sql
@@ -240,3 +240,98 @@ REPLACE INTO technology VALUES('tech_current','p','energy',NULL,NULL,0,0,0,0,1,0
 REPLACE INTO technology VALUES('tech_future','p','energy',NULL,NULL,0,0,0,0,1,0,0,0,NULL);
 REPLACE INTO technology VALUES('tech_retire','p','energy',NULL,NULL,0,0,0,0,1,0,0,0,NULL);
 REPLACE INTO time_season VALUES(0,'s',1.0,NULL);
+REPLACE INTO commodity VALUES('demand_dc','d',NULL,NULL);
+REPLACE INTO commodity VALUES('demand_dnc','d',NULL,NULL);
+REPLACE INTO technology VALUES('tech_discrete_cap','p','energy',NULL,NULL,0,0,0,0,1,0,0,0,NULL);
+REPLACE INTO technology VALUES('tech_dc_dummy','p','energy',NULL,NULL,1,0,0,0,0,0,0,0,NULL);
+REPLACE INTO technology VALUES('tech_discrete_new_cap','p','energy',NULL,NULL,0,0,0,0,1,0,0,0,NULL);
+REPLACE INTO technology VALUES('tech_dnc_dummy','p','energy',NULL,NULL,1,0,0,0,0,0,0,0,NULL);
+REPLACE INTO lifetime_tech VALUES('region','tech_discrete_cap',35.0,NULL,NULL);
+REPLACE INTO lifetime_tech VALUES('region','tech_dc_dummy',35.0,NULL,NULL);
+REPLACE INTO lifetime_tech VALUES('region','tech_discrete_new_cap',5.0,NULL,NULL);
+REPLACE INTO lifetime_tech VALUES('region','tech_dnc_dummy',35.0,NULL,NULL);
+REPLACE INTO loan_rate VALUES('region','tech_discrete_new_cap',2025,0.0,NULL);
+REPLACE INTO loan_rate VALUES('region','tech_discrete_new_cap',2030,0.0,NULL);
+REPLACE INTO loan_rate VALUES('region','tech_discrete_new_cap',2035,0.0,NULL);
+REPLACE INTO loan_rate VALUES('region','tech_discrete_new_cap',2040,0.0,NULL);
+REPLACE INTO loan_rate VALUES('region','tech_discrete_new_cap',2045,0.0,NULL);
+REPLACE INTO loan_rate VALUES('region','tech_discrete_new_cap',2050,0.0,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_discrete_cap',2025,'demand_dc',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_dc_dummy',2025,'demand_dc',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_discrete_new_cap',2025,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_discrete_new_cap',2030,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_discrete_new_cap',2035,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_discrete_new_cap',2040,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_discrete_new_cap',2045,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_discrete_new_cap',2050,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO efficiency VALUES('region','source','tech_dnc_dummy',2025,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2025,'demand_dc',2.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2030,'demand_dc',2.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2035,'demand_dc',2.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2040,'demand_dc',2.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2045,'demand_dc',2.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2050,'demand_dc',2.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2025,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2030,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2035,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2040,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2045,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO demand VALUES('region',2050,'demand_dnc',1.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2025,'tech_dc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2030,'tech_dc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2035,'tech_dc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2040,'tech_dc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2045,'tech_dc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2050,'tech_dc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2025,'tech_dnc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2030,'tech_dnc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2035,'tech_dnc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2040,'tech_dnc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2045,'tech_dnc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO cost_variable VALUES('region',2050,'tech_dnc_dummy',2025,10.0,NULL,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2025,'tech_discrete_cap',2025,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2030,'tech_discrete_cap',2025,0.8,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2035,'tech_discrete_cap',2025,0.6,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2040,'tech_discrete_cap',2025,0.4,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2045,'tech_discrete_cap',2025,0.2,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2060,'tech_discrete_cap',2025,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2025,'tech_discrete_new_cap',2025,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2030,'tech_discrete_new_cap',2025,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2030,'tech_discrete_new_cap',2030,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2035,'tech_discrete_new_cap',2030,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2035,'tech_discrete_new_cap',2035,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2040,'tech_discrete_new_cap',2035,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2040,'tech_discrete_new_cap',2040,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2045,'tech_discrete_new_cap',2040,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2045,'tech_discrete_new_cap',2045,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2050,'tech_discrete_new_cap',2045,0.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2050,'tech_discrete_new_cap',2050,1.0,NULL);
+REPLACE INTO lifetime_survival_curve VALUES('region',2055,'tech_discrete_new_cap',2050,0.0,NULL);
+REPLACE INTO limit_discrete_capacity VALUES('region','tech_discrete_cap',0.2,NULL,NULL);
+REPLACE INTO limit_discrete_new_capacity VALUES('region','tech_discrete_new_cap',0.2,NULL,NULL);
+REPLACE INTO cost_invest_eos VALUES('region','tech_discrete_new_cap',1,0.0,0.5,0.0,1.0,NULL,NULL);
+REPLACE INTO cost_invest_eos VALUES('region','tech_discrete_new_cap',2,0.5,2.0,1.0,2.5,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2025,'tech_discrete_cap',1,0.0,0.5,0.0,1.0,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2025,'tech_discrete_cap',2,0.5,2.0,1.0,2.5,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2030,'tech_discrete_cap',1,0.0,0.5,0.0,1.0,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2030,'tech_discrete_cap',2,0.5,2.0,1.0,2.5,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2035,'tech_discrete_cap',1,0.0,0.5,0.0,1.0,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2035,'tech_discrete_cap',2,0.5,2.0,1.0,2.5,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2040,'tech_discrete_cap',1,0.0,0.5,0.0,1.0,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2040,'tech_discrete_cap',2,0.5,2.0,1.0,2.5,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2045,'tech_discrete_cap',1,0.0,0.5,0.0,1.0,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2045,'tech_discrete_cap',2,0.5,2.0,1.0,2.5,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2050,'tech_discrete_cap',1,0.0,0.5,0.0,1.0,NULL,NULL);
+REPLACE INTO cost_fixed_eos VALUES('region',2050,'tech_discrete_cap',2,0.5,2.0,1.0,2.5,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2025,'tech_discrete_cap',1,0.0,0.5,0.0,0.75,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2025,'tech_discrete_cap',2,0.5,2.0,0.75,1.5,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2030,'tech_discrete_cap',1,0.0,0.5,0.0,0.75,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2030,'tech_discrete_cap',2,0.5,2.0,0.75,1.5,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2035,'tech_discrete_cap',1,0.0,0.5,0.0,0.75,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2035,'tech_discrete_cap',2,0.5,2.0,0.75,1.5,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2040,'tech_discrete_cap',1,0.0,0.5,0.0,0.75,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2040,'tech_discrete_cap',2,0.5,2.0,0.75,1.5,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2045,'tech_discrete_cap',1,0.0,0.5,0.0,0.75,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2045,'tech_discrete_cap',2,0.5,2.0,0.75,1.5,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2050,'tech_discrete_cap',1,0.0,0.5,0.0,0.75,NULL,NULL);
+REPLACE INTO cost_variable_eos VALUES('region',2050,'tech_discrete_cap',2,0.5,2.0,0.75,1.5,NULL,NULL);

From 55ace138268e73850656eb93815bb712adaa0a55 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Tue, 14 Jul 2026 14:55:00 +0000
Subject: [PATCH 25/56] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 temoa/extensions/discrete_capacity/core/model.py   |  2 --
 temoa/extensions/get_comm_tech.py                  |  4 +---
 .../extensions/method_of_morris/morris_evaluate.py | 14 +++++++++++---
 .../manager_factory.py                             |  2 --
 .../tech_activity_vector_manager.py                |  9 ++++++---
 .../vector_manager.py                              |  1 +
 .../modeling_to_generate_alternatives/worker.py    | 11 +++++++----
 temoa/extensions/monte_carlo/mc_worker.py          |  3 ++-
 .../extensions/single_vector_mga/output_summary.py |  1 +
 temoa/extensions/stochastics/stochastic_config.py  |  1 -
 temoa/extensions/template/core/model.py            |  4 +---
 11 files changed, 30 insertions(+), 22 deletions(-)

diff --git a/temoa/extensions/discrete_capacity/core/model.py b/temoa/extensions/discrete_capacity/core/model.py
index 6cc127b80..d968a2430 100644
--- a/temoa/extensions/discrete_capacity/core/model.py
+++ b/temoa/extensions/discrete_capacity/core/model.py
@@ -10,7 +10,6 @@
     from temoa.core.model import TemoaModel
 
     class DiscreteCapacityModel(TemoaModel):
-
         limit_discrete_new_capacity: Param
         limit_discrete_new_capacity_constraint_rtv: Set
         limit_discrete_new_capacity_constraint: Constraint
@@ -39,7 +38,6 @@ def register_model_components(model: TemoaModel) -> None:
         rule=discrete_capacity.limit_discrete_new_capacity_constraint_rule,
     )
 
-
     m.limit_discrete_capacity = Param(
         m.regional_global_indices, m.tech_or_group, within=NonNegativeReals
     )
diff --git a/temoa/extensions/get_comm_tech.py b/temoa/extensions/get_comm_tech.py
index 8c7167c28..717ee9e56 100644
--- a/temoa/extensions/get_comm_tech.py
+++ b/temoa/extensions/get_comm_tech.py
@@ -31,9 +31,7 @@ def get_tperiods(inp_f: str) -> dict[str, list[int]]:
     for row in cur:
         x.append(row[0])
     for y in x:
-        cur.execute(
-            'SELECT DISTINCT period FROM output_flow_out WHERE scenario = ?', (y,)
-        )
+        cur.execute('SELECT DISTINCT period FROM output_flow_out WHERE scenario = ?', (y,))
         periods_list[y] = []
         for per in cur:
             z = per[0]
diff --git a/temoa/extensions/method_of_morris/morris_evaluate.py b/temoa/extensions/method_of_morris/morris_evaluate.py
index 1460b7757..9695b1406 100644
--- a/temoa/extensions/method_of_morris/morris_evaluate.py
+++ b/temoa/extensions/method_of_morris/morris_evaluate.py
@@ -2,6 +2,7 @@
 This module contains the core "evaluation" function for Method Of Morris.  It needs to be isolated
 (outside of class) to enable parallelization.
 """
+
 from __future__ import annotations
 
 import logging
@@ -19,7 +20,6 @@
     from temoa.core.config import TemoaConfig
 
 
-
 def configure_worker_logger(log_queue: Any, log_level: int) -> logging.Logger:
     """configure the logger"""
     worker_logger = logging.getLogger('MM evaluate')
@@ -35,8 +35,15 @@ def configure_worker_logger(log_queue: Any, log_level: int) -> logging.Logger:
     return worker_logger
 
 
-def evaluate(param_info: dict[int, list[Any]], mm_sample: Any, data: dict[str, Any],
-            i: int, config: TemoaConfig, log_queue: Any, log_level: int) -> list[float]:
+def evaluate(
+    param_info: dict[int, list[Any]],
+    mm_sample: Any,
+    data: dict[str, Any],
+    i: int,
+    config: TemoaConfig,
+    log_queue: Any,
+    log_level: int,
+) -> list[float]:
     """
     Run model for params provided and return objective value and emission value
     Note:  This function needs to be a static instance to enable the parallel
@@ -81,6 +88,7 @@ def evaluate(param_info: dict[int, list[Any]], mm_sample: Any, data: dict[str, A
     with TableWriter(config) as table_writer:
         table_writer.write_mm_results(model=mdl, iteration=i)
     import contextlib
+
     with contextlib.closing(sqlite3.connect(config.input_database)) as con:
         cur = con.cursor()
         scenario_name = config.scenario + f'-{i}'
diff --git a/temoa/extensions/modeling_to_generate_alternatives/manager_factory.py b/temoa/extensions/modeling_to_generate_alternatives/manager_factory.py
index 3970c4e87..16b41cbcb 100644
--- a/temoa/extensions/modeling_to_generate_alternatives/manager_factory.py
+++ b/temoa/extensions/modeling_to_generate_alternatives/manager_factory.py
@@ -14,8 +14,6 @@
     from temoa.extensions.modeling_to_generate_alternatives.vector_manager import VectorManager
 
 
-
-
 def get_manager(
     axis: MgaAxis,
     weighting: MgaWeighting,
diff --git a/temoa/extensions/modeling_to_generate_alternatives/tech_activity_vector_manager.py b/temoa/extensions/modeling_to_generate_alternatives/tech_activity_vector_manager.py
index 62f9a99a4..5f6c19460 100644
--- a/temoa/extensions/modeling_to_generate_alternatives/tech_activity_vector_manager.py
+++ b/temoa/extensions/modeling_to_generate_alternatives/tech_activity_vector_manager.py
@@ -137,7 +137,9 @@ def initialize(self) -> None:
         for idx_annual in self.base_model.active_flow_rpitvo or set():
             tech = idx_annual[3]
             self.technology_size[tech] += 1
-            self.variable_index_mapping[tech][self.base_model.v_flow_out_annual.name].append(idx_annual)
+            self.variable_index_mapping[tech][self.base_model.v_flow_out_annual.name].append(
+                idx_annual
+            )
         logger.debug('Catalogued %d Technology Variables', sum(self.technology_size.values()))
 
     @property
@@ -364,8 +366,9 @@ def tracker(self) -> None:
         A little function to track the size of the hull, after it is built initially
         Note:  This hull is a "throw away" and only used for volume calc, but it is pretty quick
         """
-        if self.hull is not None and \
-           self.hull_points is not None:  # don't try until after first hull is built
+        if (
+            self.hull is not None and self.hull_points is not None
+        ):  # don't try until after first hull is built
             hull = Hull(self.hull_points)
             volume = hull.volume
             logger.info('Tracking hull at %0.2f', volume)
diff --git a/temoa/extensions/modeling_to_generate_alternatives/vector_manager.py b/temoa/extensions/modeling_to_generate_alternatives/vector_manager.py
index 3b0d1ea27..e3649e768 100644
--- a/temoa/extensions/modeling_to_generate_alternatives/vector_manager.py
+++ b/temoa/extensions/modeling_to_generate_alternatives/vector_manager.py
@@ -1,6 +1,7 @@
 """
 An ABC to serve as a framework for future Vector Managers
 """
+
 from __future__ import annotations
 
 from abc import ABC, abstractmethod
diff --git a/temoa/extensions/modeling_to_generate_alternatives/worker.py b/temoa/extensions/modeling_to_generate_alternatives/worker.py
index efb1c3ff6..d42dc95a0 100644
--- a/temoa/extensions/modeling_to_generate_alternatives/worker.py
+++ b/temoa/extensions/modeling_to_generate_alternatives/worker.py
@@ -1,6 +1,7 @@
 """
 Class to contain Workers that execute solves in separate processes
 """
+
 from __future__ import annotations
 
 import logging.handlers
@@ -52,15 +53,16 @@ def __init__(
         self.solver_name = solver_name
         self.solver_options = solver_options or {}
         self.solver_log_path = solver_log_path
-        self.opt = None # Initialize in run()
+        self.opt = None  # Initialize in run()
 
         self.log_root_name = log_root_name
         self.log_level = log_level
         self.solve_count = 0
 
     def run(self) -> None:
-        logger: logging.Logger = getLogger('.'.join(
-            (self.log_root_name, 'worker', str(self.worker_number))))
+        logger: logging.Logger = getLogger(
+            '.'.join((self.log_root_name, 'worker', str(self.worker_number)))
+        )
         logger.propagate = False  # prevent duplicate logs
         # add a handler that pushes to the queue
         handler = logging.handlers.QueueHandler(self.log_queue)
@@ -133,7 +135,8 @@ def run(self) -> None:
                         status = solve_res['Solver'].termination_condition
                         logger.info(
                             'Worker %d did not solve.  Results status: %s',
-                            self.worker_number, status
+                            self.worker_number,
+                            status,
                         )
             except AttributeError:
                 pass
diff --git a/temoa/extensions/monte_carlo/mc_worker.py b/temoa/extensions/monte_carlo/mc_worker.py
index 7bf987ea9..5ab992fa7 100644
--- a/temoa/extensions/monte_carlo/mc_worker.py
+++ b/temoa/extensions/monte_carlo/mc_worker.py
@@ -9,6 +9,7 @@
 new obj functions
 
 """
+
 from __future__ import annotations
 
 import logging.handlers
@@ -60,7 +61,7 @@ def __init__(
         self.results_queue = results_queue
         self.solver_name = solver_name
         self.solver_options = solver_options
-        self.opt = None # Initialize in run()
+        self.opt = None  # Initialize in run()
         self.log_queue = log_queue
         self.log_level = log_level
         self.root_logger_name = log_root_name
diff --git a/temoa/extensions/single_vector_mga/output_summary.py b/temoa/extensions/single_vector_mga/output_summary.py
index 54e387b15..80369ae7b 100644
--- a/temoa/extensions/single_vector_mga/output_summary.py
+++ b/temoa/extensions/single_vector_mga/output_summary.py
@@ -1,6 +1,7 @@
 """
 A tabular summation of the results from an SVMGA run
 """
+
 from __future__ import annotations
 
 import sqlite3
diff --git a/temoa/extensions/stochastics/stochastic_config.py b/temoa/extensions/stochastics/stochastic_config.py
index a46df1e32..3164be085 100644
--- a/temoa/extensions/stochastics/stochastic_config.py
+++ b/temoa/extensions/stochastics/stochastic_config.py
@@ -33,7 +33,6 @@ class StochasticConfig:
     perturbations: list[Perturbation] = field(default_factory=list)
     solver_options: dict[str, Any] = field(default_factory=dict)
 
-
     @classmethod
     def from_toml(cls, path: Path) -> Self:
         with open(path, 'rb') as f:
diff --git a/temoa/extensions/template/core/model.py b/temoa/extensions/template/core/model.py
index e66a92916..2e3e5a121 100644
--- a/temoa/extensions/template/core/model.py
+++ b/temoa/extensions/template/core/model.py
@@ -55,9 +55,7 @@ def register_model_components(model: TemoaModel) -> None:
     m = cast('ExampleModel', model)
 
     # Param: a per-(region, tech-or-group) cap on cumulative new capacity.
-    m.example_new_capacity_limit = Param(
-        m.regional_global_indices, m.tech_or_group, within=Any
-    )
+    m.example_new_capacity_limit = Param(m.regional_global_indices, m.tech_or_group, within=Any)
 
     # Sparse index set for the constraint, built from the param's populated keys.
     m.example_new_capacity_limit_constraint_rpt = Set(

From 18e287cbe1b56642786e3d7316c5b673ff7be42d Mon Sep 17 00:00:00 2001
From: Cameron Wade <cameron@sutubra.ca>
Date: Wed, 15 Jul 2026 09:28:19 -0300
Subject: [PATCH 26/56] Cover _get_annual_techs source variants
 (Technology.annual, tech_annual fallback, neither)

---
 tests/test_v4_migration.py | 18 ++++++++++++++++++
 1 file changed, 18 insertions(+)

diff --git a/tests/test_v4_migration.py b/tests/test_v4_migration.py
index 714916b82..7c105aeb7 100644
--- a/tests/test_v4_migration.py
+++ b/tests/test_v4_migration.py
@@ -90,6 +90,24 @@ def test_v4_migrations(tmp_path: Path, schema_file: Path, mock_data_file: Path)
         _verify_migrated_data(conn_db)
 
 
+def test_get_annual_techs_source_variants() -> None:
+    """_get_annual_techs must read Technology.annual, fall back to a tech_annual
+    table (older v3 databases), and return an empty set when neither exists."""
+    from temoa.utilities.master_migration import _get_annual_techs
+
+    con = sqlite3.connect(':memory:')
+    con.execute('CREATE TABLE Technology (tech TEXT, annual INTEGER)')
+    con.executemany('INSERT INTO Technology VALUES (?, ?)', [('T1', 0), ('T2', 1)])
+    assert _get_annual_techs(con) == {'T2'}
+
+    con_old = sqlite3.connect(':memory:')
+    con_old.execute('CREATE TABLE tech_annual (tech TEXT)')
+    con_old.execute("INSERT INTO tech_annual VALUES ('T9')")
+    assert _get_annual_techs(con_old) == {'T9'}
+
+    assert _get_annual_techs(sqlite3.connect(':memory:')) == set()
+
+
 def _verify_migrated_data(conn: sqlite3.Connection) -> None:
     # Check time_season restructuring (aggregated from TimeSegmentFraction)
     # Summer: 0.4 + 0.3 = 0.7

From 8af495ec772a65421eaeac405d3e1cf8ea20563a Mon Sep 17 00:00:00 2001
From: jdecarolis <2837947+jdecarolis@users.noreply.github.com>
Date: Sun, 19 Jul 2026 02:50:41 +0000
Subject: [PATCH 27/56] chore: upgrade dependencies (canary)

---
 requirements-dev.txt | 764 ++++++++++++++++++++--------------------
 requirements.txt     | 273 ++++++++-------
 uv.lock              | 804 ++++++++++++++++++++++---------------------
 3 files changed, 927 insertions(+), 914 deletions(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index 6301b086f..d71a37f03 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -67,73 +67,61 @@ cfgv==3.5.0 \
     --hash=sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0 \
     --hash=sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132
     # via pre-commit
-charset-normalizer==3.4.7 \
-    --hash=sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c \
-    --hash=sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0 \
-    --hash=sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c \
-    --hash=sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5 \
-    --hash=sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a \
-    --hash=sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb \
-    --hash=sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c \
-    --hash=sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1 \
-    --hash=sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab \
-    --hash=sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18 \
-    --hash=sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110 \
-    --hash=sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18 \
-    --hash=sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44 \
-    --hash=sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d \
-    --hash=sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48 \
-    --hash=sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e \
-    --hash=sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5 \
-    --hash=sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d \
-    --hash=sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b \
-    --hash=sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116 \
-    --hash=sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d \
-    --hash=sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10 \
-    --hash=sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6 \
-    --hash=sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2 \
-    --hash=sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a \
-    --hash=sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246 \
-    --hash=sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e \
-    --hash=sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15 \
-    --hash=sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41 \
-    --hash=sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960 \
-    --hash=sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e \
-    --hash=sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72 \
-    --hash=sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8 \
-    --hash=sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b \
-    --hash=sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb \
-    --hash=sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e \
-    --hash=sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f \
-    --hash=sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1 \
-    --hash=sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66 \
-    --hash=sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356 \
-    --hash=sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4 \
-    --hash=sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5 \
-    --hash=sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7 \
-    --hash=sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49 \
-    --hash=sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e \
-    --hash=sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0 \
-    --hash=sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d \
-    --hash=sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0 \
-    --hash=sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae \
-    --hash=sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe \
-    --hash=sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3 \
-    --hash=sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44 \
-    --hash=sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd \
-    --hash=sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b \
-    --hash=sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859 \
-    --hash=sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46 \
-    --hash=sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b \
-    --hash=sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46 \
-    --hash=sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a \
-    --hash=sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24 \
-    --hash=sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215 \
-    --hash=sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063 \
-    --hash=sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832 \
-    --hash=sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6 \
-    --hash=sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79 \
-    --hash=sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464
+charset-normalizer==3.4.9 \
+    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
+    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
+    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
+    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
+    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
+    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
+    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
+    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
+    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
+    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
+    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
+    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
+    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
+    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
+    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
+    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
+    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
+    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
+    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
+    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
+    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
+    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
+    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
+    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
+    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
+    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
+    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
+    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
+    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
+    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
+    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
+    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
+    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
+    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
+    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
+    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
+    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
+    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
+    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
+    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
+    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
+    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
+    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
+    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
+    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
+    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
+    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
+    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
+    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
+    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
+    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
+    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
+    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
+    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
     # via requests
 colorama==0.4.6 ; sys_platform == 'win32' \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
@@ -200,69 +188,69 @@ contourpy==1.3.3 \
     --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
     --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
     # via matplotlib
-coverage==7.14.3 \
-    --hash=sha256:02c41de2a88011b893050fc9830267d927a50a215f7ad5ec17349db7090ccf26 \
-    --hash=sha256:0423d64c013057a06e70f070f073cec4b0cbc7d2b27f3c7007292f2ff1d52965 \
-    --hash=sha256:0ee68f5c34812780f3a7063382c0a9fcbb99985b7ddcdcaa626e4f3fb2e0783a \
-    --hash=sha256:11a7ec9f97ab950f4c5af62229befc7faf208fdbc0116d3902d7e306cf2c5abd \
-    --hash=sha256:16b206e521feb8b7133a45754643dead0538489cf8b783b90cf5f4e3299625fd \
-    --hash=sha256:1a7563a443f3d53fdeb040ec8c9f7466aed7ca3dc5891aa09d3ca3625fa4387f \
-    --hash=sha256:1bb93c2aa61d2a5b38f1526546d95cf4132cb681e541a337bf8dfd092be816e5 \
-    --hash=sha256:1e3b91f9c4740aeb571ecf82e5e8d8e4ab62d34fcb5a5d4e5baa38c6f7d2857c \
-    --hash=sha256:2415902f385a23dcc4ccd26e0ba803249a169af6a930c003a4c715eeb9a5444e \
-    --hash=sha256:27d07a46500ba23515b838dbcf52512026af04090755cf6cc64166d88c9b9a1a \
-    --hash=sha256:2bfc4dd0a912329eccc7484a7d0b2a38032b38c40663b1e1ac595f10c457954b \
-    --hash=sha256:338b19131ab1a6b767b462bfcbaa692e7ae22f24463e39d49b02a83410ff6b37 \
-    --hash=sha256:39e1dbbb6ff2c338e0196a482558a792a1de3aa64261196f5cdb3da016ad9cda \
-    --hash=sha256:3c68df8e61f1e09633fefc7538297145623957a048534368c9d212782aa5e845 \
-    --hash=sha256:3d74ff26299c4879ce3a4d826f9d3d4d556fd285fde7bbce3c0ef5a8ab1cec24 \
-    --hash=sha256:3e5b550a128419373c2f6cec28a244207013ef15f5cbcff6a5ca09d1dfaaf027 \
-    --hash=sha256:41de778bd41780586e2b04912079c73089ab5d839624e28db3bdb26de638da92 \
-    --hash=sha256:47968988b367990ae4ab17523790c38cd125e02c6bfd379b6022be2d40bdc38c \
-    --hash=sha256:4b60ca6d8af70473491a15a343cbabab2e8f9ea66a4376e81c7aa24876a6f977 \
-    --hash=sha256:526ce9721116af23b1065089f0b75046fe521e7772ab94b641cd66b7a0421889 \
-    --hash=sha256:5d788e5fd55347eef06ca0732c77d04a264de67e8ff24631270cdff3767a60cf \
-    --hash=sha256:605ab2b566a22bd94834529d66d295c364aba84afd3e5498285c7a524017b1fc \
-    --hash=sha256:611e62cb9386096d81b63e0a05330750268617231e7bd598e1fe77482a2c58a5 \
-    --hash=sha256:621e13c6108234d7960aaf5762ab5c3c00f33c30c15af06dcbff0c73bf112727 \
-    --hash=sha256:62c7f79db2851c95ef020e5d28b97afde3daf9f7febcd35b53e05638f729063f \
-    --hash=sha256:68520c90babfa2d560eca6d497921ed3a4f469623bd709733124491b2aa8ef3f \
-    --hash=sha256:69918344541ed9c8368566c2adc03c0e33d4550d7faa87d1b35e49b6a3286ea9 \
-    --hash=sha256:6a3693b4153394d265f44fb855fdc80e72403024d4d6f91c4871b334d028e4e0 \
-    --hash=sha256:7b27c822a8161afbe48e99f1adfb098d270ae7e0f7d7b0555ce110529bdb69cc \
-    --hash=sha256:7ea52fc08f007bcc494d4bb3df3851e95843d881860ba38fe2c64dc100db5e7d \
-    --hash=sha256:8427f370ca67db4c975d2a26acfc0e5783ca0b52444dbc50278ace0f35445949 \
-    --hash=sha256:878832eaac515b62decfa76965aed558775f86bf1fc8cca76993c0c84ae31aed \
-    --hash=sha256:8cec0ad652ec57790970d817490105bd917d783c2f7b38d6b58a0ca312e1a336 \
-    --hash=sha256:90f7608aeb5d9b60b523b9fb2a4ee1973867cc4865a3f26fe6c7577073b70205 \
-    --hash=sha256:92c22e19ce64ca3f2ad751f16f14df1468b4c231bd6af97185063a9c292a0cb3 \
-    --hash=sha256:96150a9cf3468ea20f0bc5d0e21b3df8972c31480ef90fa7614b773cc6429665 \
-    --hash=sha256:98a0859b0e98e43e1178a9402e19c8127766b14f7109a374d976e5a62c0e5c73 \
-    --hash=sha256:9973ef2463f8e6cfb61a6324126bb3e17d67a85f22f58d856e583ea2e3ca6501 \
-    --hash=sha256:9be4e7d4c5ca0427889f8f9d614bd630c2be741b1de7699bca3b2b6c0e41003e \
-    --hash=sha256:a3c2134809e80fac091bfed18a6991b5a5eb5df5ae32b17ac4f4f99864b73dd7 \
-    --hash=sha256:a571bd889cd36c5922ce8e42e059f9d37d02301531d11374afa4c87a578625d5 \
-    --hash=sha256:a574912f3bde4b0619f6e97d01aa590b70998859244793769eb3a6df78ee56d3 \
-    --hash=sha256:b3d77f7f196abdef7e01415de1bce09f216189e83e58159cfeef2b92d0464994 \
-    --hash=sha256:b3ff255799f5a1676c71c1c32ec01fd043aa09d57b3d95764b24992757184784 \
-    --hash=sha256:b488bd4b23397db62e7a9459129d01ff06a846582a732efd24834b24a6ada498 \
-    --hash=sha256:b75ee850fc2d7c831e883220c445b035f2224de2ba6103f1e56dbd237ab913f7 \
-    --hash=sha256:b7f300ac92cd4b570724c8ffbbd0c130fee298d2447f41d5a3abf58976fae1de \
-    --hash=sha256:beaab199b9e5ceaf5a225e16a9d4df136f2a1eae0a5c20de1e277c8a5225f388 \
-    --hash=sha256:c02efd507227bde9969cab0db8f48890eb3b5dcad6afac57a4792df4133543ce \
-    --hash=sha256:c90a7cdd5e380e1ce02f19792e2ac2fbfbf177e35a27e69fd3e873b30d895c0c \
-    --hash=sha256:c946099774a7699de03cbd0ff0a64e21aed4525eed9d959adde4afe6d15758ef \
-    --hash=sha256:d20a15c622194234161535459affa8f7905830391c9ccfa060d495dbfe3a1c7f \
-    --hash=sha256:d8e88f335544a47e22ae2e45b344772925ec65166555c958720d5ed971880891 \
-    --hash=sha256:dc9b4e35e7c3920e925ba7f14886fd5fbe481232754624e832ddba66c7535635 \
-    --hash=sha256:de76caefc8deabb0dd1678b6a980be97d14c8d87e213ac194dbf8b09e96d63fb \
-    --hash=sha256:e343fb086c9cd780b38622fea7c369acd64c1a0724312149b5d769c387a2b1f5 \
-    --hash=sha256:e4ed44705ca4bead6fc977a8b741f2145608289b33c8a9b42a95d0f15aedbf4d \
-    --hash=sha256:e6230e688c7c3e65cedd41a774eb4ec221adc6bfee13768231015b702d5e4150 \
-    --hash=sha256:ea3169c7116eb6cdf7608c6c7da9ecfcb3da40688e3a510fac2d1d2bafd6dc35 \
-    --hash=sha256:f502e948e03e866538048bba081c075caaa62e5bda6ea5b7432e45f587eb462a \
-    --hash=sha256:fa9e5c6857a7e80fa22ace5cf3550ae392bbfc322f1d8dd2d2d5a8be38cec027 \
-    --hash=sha256:fb7e18afb6e903c1a92401a2f0501ac277dca527bb9ca6fe1f691a8a0026a0e8
+coverage==7.15.2 \
+    --hash=sha256:075560438765b7a2ef43bf7aa7758661b53d889df47f062a31bda6c1ade553a2 \
+    --hash=sha256:0901cfe6c13bcd2302da4f83e884555d2a22bda6e4c476f09ef204ba20ca536e \
+    --hash=sha256:0e55510bc98ae943cece9e667a6c0fe94c6a92913720dea34243657a17993d0c \
+    --hash=sha256:1121caa19159a38b5463eaae4b1e1fde81e525b15ecc5e000cd5b1a108f743a8 \
+    --hash=sha256:1473b3ba8e7ee0f076117b1a72c23f579a2b9e2bb742f48a8d86ea27ca93f91a \
+    --hash=sha256:17c432b5f73ad52ef46fb06019f6fa7c66ce381961cf0f7dfd1d3a4bd3a98145 \
+    --hash=sha256:1adac78e5abc7c5438f7a209c9ca69d06542f0bf481d728b6989ea80b813fdf9 \
+    --hash=sha256:1cd7a5beb7af3e864a13b1f0fb26efd3695da43ef0daf71e586adfffaf34d5b2 \
+    --hash=sha256:25fd15dd40a0a2c51a500d664ca29053c09c3259d998407bf982b6e114696138 \
+    --hash=sha256:2617f8799d268fabdeef42a7e89ac3a23e1deee9025427db2df970f99a89a578 \
+    --hash=sha256:26c3b04a6377fd7c09800921fa934e3a17c0020439cd59df73e73ae1d4b6a78c \
+    --hash=sha256:2fbeeeecea279727f8ac16c8e1133ddfeee793e985c86ae343d6a5ce744eef8c \
+    --hash=sha256:2ff08701be2d1556fc78b326c80a3e8042da09352ecb3819105f8e386c8a3071 \
+    --hash=sha256:38c9518b7103826c403a461544e3c2e77151e8676d06eaed85911a97e962584a \
+    --hash=sha256:3df60dc267f0a2ca23cb7a9ab1109c62b9335ffbf519fcfe167157c28c09b81d \
+    --hash=sha256:3ed010aa1b69cda8e827aabfca9866216c980e2dca82ab9a78c5f83689964c8b \
+    --hash=sha256:40f633c5c5fc783732f6312280122e859538fa24461235597c13d803ea9a108a \
+    --hash=sha256:42ec3d989421b174a2ab607c1539f24127ad362757b7f1c0c0d7a2993f7eb37b \
+    --hash=sha256:434e68d531858205895eb0d74b73d20b84260de426387d53c422a5acda2cf050 \
+    --hash=sha256:4510fb9cdf6bb02dfa6af0be4a534b8102d086e22e4a33f8836df663da3d660d \
+    --hash=sha256:582edc45c2040543fef83341be23c43024a3ab3ae0c2d8bc498a06282905ad40 \
+    --hash=sha256:63022c4c8dec1d0342f05c3ede99842fe3d007689acc45e86f123a1746e4a026 \
+    --hash=sha256:68af907f595ab01a78f794932ff3bdf929c316d3000810d38dbc247129e26f8b \
+    --hash=sha256:6aa28cfb6488e5453b5b762d65f73aa586380f6693a04d58078ce228a29b06c0 \
+    --hash=sha256:6c0be82b4d4aa5b2704e08518e2252f3e3d110164bcca826816801052e48a7aa \
+    --hash=sha256:6f6966fc30e6f06ca8f98fb0ce51eda6b111b3ee8d066a8b1ec9e77fa06ab55d \
+    --hash=sha256:6fc448c377d6eeb00a47c673494bd9bae29280ca53987e1869e67ebedfe20658 \
+    --hash=sha256:7466cc7ab6dc0db871d264bf99e8779f0917ee63d40730af0552f71535a6e072 \
+    --hash=sha256:77f091ea3a9cc611cd29f433565476bc1936c084ac8eee00ea0e7e70c27e4199 \
+    --hash=sha256:77f0ef5011df53a4bd1b35211ab122287f8d9b8d7aa1c4553e5c2deb24b1d446 \
+    --hash=sha256:7c63387e21ab21f512c69c9756a8c7dadd322c7275edb064064433c9a09c3743 \
+    --hash=sha256:7d29ca7bd67af6e12e74632d65f026eabc1364da5c254494cd914446a28a3ef7 \
+    --hash=sha256:7dc2950a2992cd676d35c20ae63522836deeb034f08874699d14068710af3dc1 \
+    --hash=sha256:835ec4e20b45f0a7f63ed78f94065aca00de033403df8377bfe8b9c6abc0a7be \
+    --hash=sha256:913b6c56e110da40e035bbd168353bf7aaa2544a5eaccea5d98a4629aac156c7 \
+    --hash=sha256:97a5c5457a9fb1d6c4e06cfb5dc835871fbfb6a6a51addc9e925bdeff5ef7440 \
+    --hash=sha256:9854ca62c152874b2060772503535be2e8f53f70b8aaa7686b094888d872f984 \
+    --hash=sha256:9911f31aad8906abe337c271343485cf20df5e70df5d2f57f9f136e7b55f26bc \
+    --hash=sha256:9deddf09eecb717b7f980414b43d90a5b22ff3967d2949ab29cb0aa83d9e9098 \
+    --hash=sha256:9e36686f7a442185db2400b3df171aac520869faf9deb59df687d28659eda2a6 \
+    --hash=sha256:a0f47002c6eeb7c280228467a4cb0cc15ca2103a8421b986b2d3ec04a0f9bd8b \
+    --hash=sha256:a164b50081fc7357331c4024ef4d17b78ba325f8380d05f5a69599a7e05257ee \
+    --hash=sha256:a300c6934e0989c327b9e8a1e110329da4641149f872bbe9f70168be66da76c1 \
+    --hash=sha256:a638db90c61cd219aeee65e83a24fdaa57269a741ae0cf773309208ac862cee3 \
+    --hash=sha256:aaccad4129d735a8a4d526f26929894c9a4e8ef7034566f210b176749d6906e3 \
+    --hash=sha256:ae901f7e55ba405c84ee1cab3d3e962e4e871e4a2bcb9c90911adbd69b42ac5a \
+    --hash=sha256:afa29e2eff3d5729267e2cb2fd4ce9d61c952932fb2694e34ccb5d9540c6a296 \
+    --hash=sha256:b171bdd71cb7ff792bf32e376173b0ace7e7963e7e57c58dfc42063a6a7174cd \
+    --hash=sha256:b868acc62aa5de3be7a9d05c2333bf8359ca987e43f9cb30ff8fbda6a024ab73 \
+    --hash=sha256:b9a6367e4aff723e8ee8190836836124284e8fcd4265e307c844010cfa074f3f \
+    --hash=sha256:bbf44513ceb1589e31948e20eafbde9deaface90e1a1afa5f5f77b4423d17ce6 \
+    --hash=sha256:bcc0aae933921d03096f53b0b03eeb702129fd406dee59f08d2efacc68681fa5 \
+    --hash=sha256:bfd341ccf78128e72c094bc70cc25b3ef309c33c7c2c66ba3ed4309549e02de1 \
+    --hash=sha256:cb0fddaa6884be6aae36ced9544b5e90f7d5f03845a2853bf47a14953a4e8688 \
+    --hash=sha256:db9c8438057e5b0f6a22a0af99c0c1d26b57fbbdbd1be5861ddb8f897fcc3a2d \
+    --hash=sha256:dee88b1ed88587abd8c0269a1fc1f4cc77f7750d1dfde2869e2a123af420e67d \
+    --hash=sha256:e370c12133095ff18432de8c044962be85a5a96d90c6fcbce8e17e76236d2328 \
+    --hash=sha256:e38def96ad59853824c97953fdcd2c320a84ba3ce99b417db78af8bb6c3db635 \
+    --hash=sha256:e8f91bce78e32343af184c3b7fa28fcf5a9e2641f4b6623d392038f804939188 \
+    --hash=sha256:eb6bcae8d1a9d305351ecb108232441d11c5cfe9de840a04388ba5d2db8d735c \
+    --hash=sha256:f653e5d7248c1191ec988a85c72edeab46c3ff44f90639a4ed4874ec0be90243 \
+    --hash=sha256:fe41909c9515c3bfdb5f02c4d1f857dba322d9a9a1178069b91eea77889df63a
     # via pytest-cov
 cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
@@ -293,9 +281,9 @@ et-xmlfile==2.0.0 \
     --hash=sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa \
     --hash=sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54
     # via openpyxl
-filelock==3.29.4 \
-    --hash=sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a \
-    --hash=sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767
+filelock==3.31.0 \
+    --hash=sha256:739b73e580fe88bb78d830aeddbc492519ece3d97ac8368de13a2032c61010c1 \
+    --hash=sha256:c188cbc4307c18894c5424fa73f97ea7fa127ddf62192487546da3a214d0a381
     # via
     #   python-discovery
     #   virtualenv
@@ -365,38 +353,38 @@ gurobipy==13.0.2 \
     --hash=sha256:f7714d69d778af882d756e222340920e8dbfc004a509998604cb9b4cb1d43242 \
     --hash=sha256:f82340708955c24ab20f5d41b4d7fbd0e94cf4e7740841360e2024c9d222961f
     # via temoa
-highspy==1.15.0 \
-    --hash=sha256:00502850652d543803193acbad6579c0d89f0ecc3b4263883a6eaffe043bccc7 \
-    --hash=sha256:02424d013726255cb944cc85293f8fb36702ebd859b0d4889d9862558e073667 \
-    --hash=sha256:0a9d77beac4d3aae98338563e5a647329858a34fb95e06f7ea52a7e8944b538c \
-    --hash=sha256:0bcd82346f7ac12eb7959813bbfcd3c62d61e0de39c3bff84ada66f312c3a1a1 \
-    --hash=sha256:0c0c95922f6207a7fbfd20b26be6fd6df0e09c9e64f29a95f9c636e31542cb88 \
-    --hash=sha256:234f95862f6f9c8058cec3f743ac33314f5cfceaa4ddcfec5dc80029fd7e132a \
-    --hash=sha256:2708ccae08b477050e7c423cb02342b86e585ec13bc82777f11f22168ac6b595 \
-    --hash=sha256:28e02fa61144c1f872f2f9f347fd2c33f25c0b70a73aa9440fe52760bb2f4b05 \
-    --hash=sha256:2dd38d53ed57ce2812f4cc2f8af674ec88c4e021be2fb97ecc95f09a851d44ff \
-    --hash=sha256:44bc6553e97d57b7e8ff835b991f73c70c56ba55954f17343052f51e041aa68a \
-    --hash=sha256:51fb287ecf45776dad4011bb957bdf1a78377b3f27600cf42456bb2a822e07f7 \
-    --hash=sha256:56d19388470c52e798fffde15e42b930b49d03a56aa51fc2620330354fbef0d8 \
-    --hash=sha256:6ba5b3770b456d2dbb28e8dda65e437d6e5b98a3988b991b65a81a6850e78f7b \
-    --hash=sha256:6d7789cbac15e09a308874ae88e2e8d2901a4aeb34c57f644ad89329154464ef \
-    --hash=sha256:711b2d23c5327907e71f73c21711181e9080b10eb73b5633122f6c8367fb3b86 \
-    --hash=sha256:7444ebbf9b38d50da4d5d78bd303ae01a6379bf955e7d38edfa5bc1da1fc3d5a \
-    --hash=sha256:7d015dc57ba5e5d8e37e0f64b9a8deeae66d4954831a23cd94ebe1b37c075990 \
-    --hash=sha256:8a49784100b91ac6bdd5272437ec13fc8c66274c605620507fc932ba95ff658b \
-    --hash=sha256:8cd88c3acc8228142636248d60b9582eccc5e807fac13c7e7968812784ddcec5 \
-    --hash=sha256:972a247f78944a6a79b34d2e30e4911e43c6c3ce2ffa0775d2c009d7ba602f31 \
-    --hash=sha256:a589ad03b5009eb99eb642d7ffc45e68448b2aef6d59f489542b0f91a6c90043 \
-    --hash=sha256:a5c67c60095468adc1f5dfa63f9ad627f261f1bce7a697010bd8bda9711d14f5 \
-    --hash=sha256:b83a2a05c9afdb8c5003455a6e5e97f0b9957d32b14b6e73522ddbdfa5994042 \
-    --hash=sha256:d8ee5d4d6f1b3995699467152751fbe2a33f3d920eb43d3882391971ae58d4b5 \
-    --hash=sha256:e21cc4c02fc60282fc055393fe7d499a934dff821e8db96e5b1e542b9fbcc729 \
-    --hash=sha256:e7443c50248df00d4a2e6e224cac2f008967d2a0c4d51e63e5654dd7f312ba44 \
-    --hash=sha256:e9284ea2c986364d29943ce4de185dd767c17d09c5d47c9fa7a7e668a5f8374a \
-    --hash=sha256:f4920b850ed04a1266a3a3a266aa91eaeebdb3a410f716bad8a0e59041e7b869 \
-    --hash=sha256:fa2ef051eddb5d6be9d672b0957614d0e9dc4e55fddbca2f9b893e0c32ded814 \
-    --hash=sha256:fe908d58d1dcd85312762fe4f9ea1b189e93c7621b5741e414dbad42da9fbd70 \
-    --hash=sha256:ffcf9652189dd06a2251d026c3bbdb15675194600c00f54d24ac10f8b71dcd0c
+highspy==1.15.1 \
+    --hash=sha256:01c6585e83938ecf4139248b074b2ee736816d63716a20dc608b1d2fc9637b66 \
+    --hash=sha256:193b9751d3705bc948552b138800af0ad8af17a5b801d5940d7db7ff1ffc4f10 \
+    --hash=sha256:20ed2fbf1cb64bf3044ee6632364b7e2653d93e6901e2b19fd3d5df10702e8c5 \
+    --hash=sha256:238b2ee88b974b21c7e9ef198139502a7d87451939cae143dce789bbda121182 \
+    --hash=sha256:383cd3f28cce0753dec8e949719b10864e068c53a485624fcab4c6b585496dd7 \
+    --hash=sha256:46fe314b918257361c54170852bc561c78d0f84d94e2ad263859d818127e6e76 \
+    --hash=sha256:4db297486a7a42a18656d1cc0ea9e1596fe45b8f7f75669a0c55b9081531ee0a \
+    --hash=sha256:565cf6a6e7c84e36c101b118a3c5fd09bc14aeece599bba12625e79b5ab0cecb \
+    --hash=sha256:6298b6ef691e83544d395d45fa4e856874c44b32936d85c36564f7697d27bb0b \
+    --hash=sha256:6a6a2f21ee31a9205a928fbbc3f8c054893c1aec34f6a7c56588317e2800e673 \
+    --hash=sha256:6cc7008b82094b2a2377338398b38f5b6c306397bd23282e55dec46a101a2dac \
+    --hash=sha256:6e1f8a21a0f48aedb129a5a60d4cad9ee0767de271cd7450de16192440671b38 \
+    --hash=sha256:74c1eb71d3c0fa0c190492d9c0c67266d1dd6b4244c93b53e95a687504db309d \
+    --hash=sha256:780c021441f548711818833d3a986fcb253849734aa00c3bf83d342c38b03629 \
+    --hash=sha256:787c92d5ff274256ba8848ab174cfc65d5af696f51bffe87423c85b2ea25c3fe \
+    --hash=sha256:818256db731339605a7b2c31cabfcbf820fe50402ff5e9b7aa8410ead06e8735 \
+    --hash=sha256:864258c59aeaea9d3bd7ccdd10c03258e2be764e2cf1e21f829fd1f8d8c15d57 \
+    --hash=sha256:8c548165270608a40147a7ea6d985fd62a65fabf0f075b3c0c59ea910b724223 \
+    --hash=sha256:9499d631edeb9642fc08dee59ca6c5815be1764c13a336c58ab7ba063011aa24 \
+    --hash=sha256:9730647160a6481426729f46d9989a0507d05f3cf96f9fb180f4ab9891bea67b \
+    --hash=sha256:9a00e1278ea46a426b1eaa0aea69df9d72ed1d75b18227cad992384ebbdc0c74 \
+    --hash=sha256:9a6760962b3e813814dc5e88301890d7cce975de5ce97cc3aed589cfdd461811 \
+    --hash=sha256:9d436b5f8d50b01497d494606695746147e15b8e22eec6ae475a60cb8b22c1d7 \
+    --hash=sha256:9ea683af80e4fb7c9d712b5df4bae34c63fa9e6afc78d750ba2d9f5e6f3203e0 \
+    --hash=sha256:a781dc8432568ea990fcdcc8d6e4365e67aa4848ca1f99275db096645b27cae3 \
+    --hash=sha256:a7b11dc80781052a6e7c163b5c2696fe9e06c72927cfdb48f67f7e8c77096f4f \
+    --hash=sha256:b6dcc545235c0765b48fc736122b105e174d907622d20986ac653c5b2a04911f \
+    --hash=sha256:bbb22b7ceed298c0b75237186eb4671915b1c41c07f966e527643af10493671e \
+    --hash=sha256:cb8b8298a74786e1cbc1a9e102b7749e2bbd9c41826ffd4a1d7ba738232646ff \
+    --hash=sha256:dd9ee8e139e7260ec1306a48e30f1bd7937d9cfb8cb201d25da10e1099e5129b \
+    --hash=sha256:ef048fa722cdeb80062d271b8ba211cd6650ab73419762d80da7642bbd4a8420
     # via temoa
 identify==2.6.19 \
     --hash=sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a \
@@ -510,62 +498,62 @@ latexcodec==3.0.1 \
     --hash=sha256:a9eb8200bff693f0437a69581f7579eb6bca25c4193515c09900ce76451e452e \
     --hash=sha256:e78a6911cd72f9dec35031c6ec23584de6842bfbc4610a9678868d14cdfb0357
     # via pybtex
-librt==0.12.0 ; platform_python_implementation != 'PyPy' \
-    --hash=sha256:0461344061d6fc3718940f5855d95647831cef6d03a6c7506897f98222784ad4 \
-    --hash=sha256:05fd2542892ad770b5dd45003fd080477cf220b611d3ee59b0792097eb0873a9 \
-    --hash=sha256:06e0623351ab9904cf628245f99c714586f4dd23dc740b88c8bc670d8401a847 \
-    --hash=sha256:0ab8ee0210047ae86ca023ccfbfe3df82077fd1c9bc021aebbf37d993ef64af0 \
-    --hash=sha256:10a40cf74cdd97b6f8f905056db73f5d459783de2ca04c6ebd1bf47652818e7e \
-    --hash=sha256:1db4be3037e4ce065a071fa7deee93e78ebc25f448340a02a6c1c0b82c37e383 \
-    --hash=sha256:1e68fb20798f455cda41d20a306a23c901218883f17a4bab1ed6e1331b265fb7 \
-    --hash=sha256:1eac6cc0e23e448fb3c1446ed85ff796afb616eed5897c978d35dbec030b7c7c \
-    --hash=sha256:2d5f67e86f45638843d025b0828f2e9e55fc45ff9180d2618ccdeaf72a796050 \
-    --hash=sha256:2df534f97916cf38ec9b1ddafeb68ae1a4cd4a54775ff26a797026774c0517cf \
-    --hash=sha256:51c8bfa12632c81b94401c101bcedd0c56c3a1f8fa3273ca3472b28cd2f54003 \
-    --hash=sha256:548199d21d22fb26398dfbbe0ba953a52465c66f3a49f38e6fddce1b127faf53 \
-    --hash=sha256:55f13f95b629be5b6ab38918e439bf14169d6f9a8deaae55e0c14e12fb0c74b9 \
-    --hash=sha256:563c37cdb41d08fe1e3f08b201abac0e317ca18e88b91285466ee0a585797520 \
-    --hash=sha256:5eebd451f5def089369ba6d8ff0291303d035e8154f9f26f7633835c5b029ade \
-    --hash=sha256:625ae561d5fa36400856dcc27464400d047bc2d5e3446be88f437b03fefd72e4 \
-    --hash=sha256:64572c85e4ab7d572c9b72cd76b5f90b21181b1459fa6b1aac6f8958c4fcff31 \
-    --hash=sha256:722375903e3f079436a7a33da51ce73931536dd041f9feb01536f05d8e010c96 \
-    --hash=sha256:7e69f120a20b69e2539d603bbd4d62db38399b10f8bf73a1cf445038a621e8af \
-    --hash=sha256:7ffac8a67e4143cea9a549d4822b93bc0bbaad73fc25aa0ab0ba5ec27d178677 \
-    --hash=sha256:857d2163e088c868967717ace8e980017fd868a735f3de010412af02bdc30319 \
-    --hash=sha256:8b2dc079dfe29e77a47a19073d2040fa4879aa3656501f1650f8402ddce0313c \
-    --hash=sha256:8b961912b0e688c1eb4658a46bdb0606b31918d65597fbe7356ca83aa653ffcc \
-    --hash=sha256:8d73191883553ee0739741544bf3b00aba2a1224e45d9580b30cbc29e21dc03b \
-    --hash=sha256:8d9a55760a34ae5ce70434aabb6a6c61c6c44a0ec58ca1cfd9cd86e4745d417d \
-    --hash=sha256:8ffc99c356f1777c506e1b69dc303879153ae2640ba15b8f3d4448bc87139149 \
-    --hash=sha256:92e61c09de95217ae02a9d17f4f66cf073253cdc51bcfdc0f15c62c9a70baa85 \
-    --hash=sha256:94af1ed773ff104ef08ef3d669a0ba9d3a5916c609eb698cffe5d5476d66ff9b \
-    --hash=sha256:976888d0d831402086e641018bcc3208e0a38f0835789da91f72894b2cb4161f \
-    --hash=sha256:9bce19aa7c05f91c989f9da7b567f81d21d57a2e6501e2b811aa0f3f79614c1a \
-    --hash=sha256:9efed79d51ad1383bba0855f613cca7aa91c943e709af2413ac7f4bb9936ce08 \
-    --hash=sha256:a5a96a8f536b65ef1bf910c09e7e71647edde5111f6e1b51f413c6fba5bfe71b \
-    --hash=sha256:ad324a5e4858388a4864915b90a42efc8b374376393f14b9940f2454e791912b \
-    --hash=sha256:ade11988728b3e4768dadc5696e82c60e9b35fc95335a9b4d1f5d69e753ccec7 \
-    --hash=sha256:b0ace09f5bf4d982fe726015f102fb856658b41580597104e301e630ed1d8d86 \
-    --hash=sha256:b37ee42e09722284a6d9288fe44a191f7276060a3195939bb77c6502058dbb34 \
-    --hash=sha256:b97eb1a3140e279cc76f85b0fb92b7eb3dfbe0471260ee878bc9dc4bf9a0d649 \
-    --hash=sha256:bca1472acbd473eff61059b4409f802c5a1bcb4cd0344d06f939df9c4c125d40 \
-    --hash=sha256:bd43a6c69876aef4f04eaae3d3b99b0be64755fda274002fa445b92480bf664e \
-    --hash=sha256:be3694dcfa97c6715dd19ac73d3e1b21a805514a5785663e57fecacd3ff64e5a \
-    --hash=sha256:c01755c72fca1dc6b8d5c2ed228b8e7b2ffe184675c22f0f05ebd8fe188b9250 \
-    --hash=sha256:c09e581b1c2b8a62b809d4f4bd101ca3de93791e5b0ed1a14085d911be3dee3f \
-    --hash=sha256:c8f1f413b966a9dd3ecf80cd337b0ad7bb3de2474a4ff448ed3ebabfc3f803fc \
-    --hash=sha256:cb26faedbd09c6130e9c1b64d8000efec5076ffd18d606c6cd1cf02730e6d8b0 \
-    --hash=sha256:d007efe9243ede81ce75990ad7aa172da1e2024144b3eff17ba46a5fff1fff3c \
-    --hash=sha256:d977447315fa09ea4e8c7ae9b4e22f7659b5128161c1fd55ff786b5349f73503 \
-    --hash=sha256:d97f31003a5c86b9e78155a829572c3a26484064fb7ac1d9695fe628bd93d029 \
-    --hash=sha256:da12f017b2e404554be14d466cd992459feaa44f252b0f18d909a85266ce1237 \
-    --hash=sha256:da58944be8270f2bfee628a9a2a60c1cf6a12c8bea8e2c9b6edf3e5414ca7793 \
-    --hash=sha256:e1cbb037324e759f0afa270229731ff0047772667f3cb38ef5df2cabf0175ede \
-    --hash=sha256:e2befc80aa5f2f5b93f28abaaf11feff6677931dd548320e44c52deaa9399744 \
-    --hash=sha256:e6dfe89074732c9287b3c0f5a6af575c9ede380a788013876cc7b14fe0da0361 \
-    --hash=sha256:f351ed425380e39bd86df382578aa5b8c5b98e2e265112de7379e7d030258150 \
-    --hash=sha256:fde3cde595e947fc8e755b0a21f919a1622483d07c662d00496e040773d22591 \
-    --hash=sha256:ff0b197e338b4cf432873e0d6ef025213fdea85311ec4d87d2ea88c28adf2409
+librt==0.13.0 ; platform_python_implementation != 'PyPy' \
+    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
+    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
+    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
+    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
+    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
+    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
+    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
+    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
+    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
+    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
+    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
+    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
+    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
+    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
+    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
+    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
+    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
+    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
+    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
+    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
+    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
+    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
+    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
+    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
+    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
+    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
+    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
+    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
+    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
+    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
+    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
+    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
+    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
+    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
+    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
+    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
+    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
+    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
+    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
+    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
+    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
+    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
+    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
+    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
+    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
+    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
+    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
+    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
+    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
+    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
+    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
+    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
+    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
+    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
+    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e
     # via mypy
 markdown-it-py==4.2.0 \
     --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
@@ -632,43 +620,43 @@ markupsafe==3.0.3 \
     --hash=sha256:f3e98bb3798ead92273dc0e5fd0f31ade220f59a266ffd8a4f6065e0a3ce0523 \
     --hash=sha256:fed51ac40f757d41b7c48425901843666a6677e3e8eb0abcff09e4ba6e664f50
     # via jinja2
-matplotlib==3.11.0 \
-    --hash=sha256:03acfeddf87b0dddb11b081ef7740ad445a3ca8bcb6b8e3011b08f2cf802b75c \
-    --hash=sha256:0515d495124be3124340e59f164d901ed4484e2246a5b74cfa483cac3b80bd97 \
-    --hash=sha256:06b5872e9cf11adc8f589ded3ce11bc3e1061ad498259664fabc1f6615beb918 \
-    --hash=sha256:126f256df600652d7e4b394cf3164ff75210a00038f287c95a012a6f58d0e83f \
-    --hash=sha256:15b0d160079cb10699a0e98b5989c70677b2df7cacdc62af67c30f2facec46d9 \
-    --hash=sha256:1644db30e759199443493ac5e5caec24fdb775a8f6123021f85ba47c4133c3cb \
-    --hash=sha256:19c16c61dea63b3582918503e6b294193961261d9daa806d4ae2151f1ad05430 \
-    --hash=sha256:1c02da0a629dfa9debf52725ea06866b74c1fb70a895bae05e4493d34074f9f2 \
-    --hash=sha256:25c2e5455efd8d99f41fb79871a31feb7d301569642e332ec58d72cfe9282bc3 \
-    --hash=sha256:2746cd2c113742ff6ce37a864c5ac5fd7aa644568f445e66166e457ac78e40e0 \
-    --hash=sha256:2d72ea8b7924f3cb955e61518d21e43b3df1e6c8a793b480a0c1214f185d30ba \
-    --hash=sha256:3338e3e3de128cf50d0d2fb92a122815daf9c755bd882a474343c05f8fd7ec79 \
-    --hash=sha256:3489c3dc487669b4a980bc3068f87856de7a1564248d3f6c629efb2a58b03f24 \
-    --hash=sha256:373db8f91214e8ccaf35ac833cc1dd59dd961e148bbd55dd027141591dde1313 \
-    --hash=sha256:41635d7909d19e52e924a521dde6d8f670b0f53ab1d0e8c331fa831554f681d1 \
-    --hash=sha256:446307e6b04b57b1f1239e228a1ec2af0d589a1008cebc3dfa3f5441d095cfb6 \
-    --hash=sha256:565af866fd63e4bd3f987d580afe27c44c2552a3b3305f4ecbb85133601ea6f3 \
-    --hash=sha256:652fb5696271d4c50f196d22a5ff4f8e4444c74f847423570d7dc0aa2bbd0159 \
-    --hash=sha256:68c0c7be01b30dcca3638934f7f591df73401235cbdbf0d1ab1c71e7db7f8b57 \
-    --hash=sha256:6a98f5476ce784a50ce09998f4ae1e6a9f25043cef8a480c98949902eda74620 \
-    --hash=sha256:6ce3b839b34ae1f430b4616893a2945a2999debaa7e94e7e29a2a8bbf286f7b5 \
-    --hash=sha256:942b37c5db1899610bd1543ce8e13e4ecff9a4633e7f63bb6aa9205d2644ebd1 \
-    --hash=sha256:94f5000f67ca9faa300863ea17f8bce9175cb67b88bec4bc7780502d53dd7c9e \
-    --hash=sha256:9dd11fb612ce7bc60b1de5b4fc87ff959d22317b5de42aabf392f66f97af22eb \
-    --hash=sha256:a9d8c6e7cd2f0ddf11d8d92e520dd1d9d2abb0cf6ac8831e338666c81e905847 \
-    --hash=sha256:aa55d73b3117d4b07f959cd9eb6f69b375d8df3414139c479388e551aa5d999d \
-    --hash=sha256:ab3722f04f3ff34c23b5012c5873d2894174e06c3822fcdac3610965a5ac7d06 \
-    --hash=sha256:ac6f1ef39f3d0f9e2463303013094992cdbe0f85f43bc54155bc472b2042768e \
-    --hash=sha256:be050fcf32f729eda99f7f75a80bf67612ce16ab9ac1c23a387dcaede95cb70e \
-    --hash=sha256:be152b7570324dc8d01574cc9474dd2d803237acf528bcbb5b211fa347461a09 \
-    --hash=sha256:be5f93a1d21981bfb802ded0d77a0caa92d4342a47d45754fac77e314a506344 \
-    --hash=sha256:c08e649a6313e1291e713623b97a38e5bb4aa580b2a100a94a3309bc6b9c8eb3 \
-    --hash=sha256:c945824670fb8915b4ac879e5e61f3c58e0913022f70a0de4c082b17372f8771 \
-    --hash=sha256:d9695457a467ff86d23f35037a43deb6f1134dd6d3e2ac8ce1e2087cff09ffb9 \
-    --hash=sha256:dfabef0230d0697aa0d717385194dd41162e00207a68bf4abf94c2bf4c27dca0 \
-    --hash=sha256:e6b3e64dea5062c570f04358e2711859f3531b459f29516274fbad889079e4f3
+matplotlib==3.11.1 \
+    --hash=sha256:0c1f44890d435c1b4ef52f701ad5828cb450ea97bcc83918fda6be74965d6cd2 \
+    --hash=sha256:11664c551345553db92e61cae6cf1376f138f8c47cafdf13b64b18f3e3e9e464 \
+    --hash=sha256:1524e2bdd48a93557aa47ddcfe9c225dfdd57d5a01a5c49128c20f0632980ee1 \
+    --hash=sha256:191163532cdefcb1571ca38a6d7e6474baccde64495783e6ba47aa07ec4b9bbb \
+    --hash=sha256:216fbb93a74add02ddb4cb38ef5348f59ac00b3e84567eaf16598772d40e150a \
+    --hash=sha256:21a67b961a6d597bca54fae826cd20695ba4a6e4d05424a08da6e13e3176fd6b \
+    --hash=sha256:2abdee5ffa2fe11b2d19f7a5c63b785fb7c28cc46c7bc1814156341d9d1a33e1 \
+    --hash=sha256:30c492d4ba9448595b6fd8708c6725963f8148e25c0d8842948da5b05f0ee8d3 \
+    --hash=sha256:3d3fd84082b1afbd9398466c81309e20045be20d48fe0fb18c43504d164cbbb2 \
+    --hash=sha256:480194afceca4df2f137c2721227d3cba67121fbf4397b69cee7f83714b0a58a \
+    --hash=sha256:54d47b8ae8b579633a3902ca5b4ad6c1e132a5626d64447b2e22a66394e79987 \
+    --hash=sha256:5af0dcda57d471440a7b5b623e70e0a61003518443d9098f211a96ecfbbc25be \
+    --hash=sha256:5e1f8922ba31959cf6a9dfb51be64b7f7bc582801a3957dc0c2f3afcd3537adf \
+    --hash=sha256:5e510088c27a89d53580a752f959146893563e63c330e161d159b0fee652af6f \
+    --hash=sha256:6771b0cd7838c6a857a7209814158c0ad09bfef878db3033dd82d70ad101f191 \
+    --hash=sha256:68408341f2312836fbbdf6b3c78047f65b2d8752f5fd221c3e72d348f5b34f8b \
+    --hash=sha256:69647db5746941c793d6e445a4cd349323ffb87d9cc958c2ad84a659b4832d30 \
+    --hash=sha256:6be943cb68bc6660ead58c55b3aa6366cba2ef7feb06460fbcce32360376f19f \
+    --hash=sha256:7389b77ed2ab0552f46d9a90b81b7b8e6dfcdc42adc36c37a0865799843e0e3e \
+    --hash=sha256:83235693abde86e5e0129998f80ee39fc7f58e6d56a88fafb28a9278833e9d5f \
+    --hash=sha256:88a2a27dd9691ae448dfae4b26f59036be90c3c28757edd3553a29559d00859f \
+    --hash=sha256:89b193b255f4f6f7948dbcee3691f4f341ab05d9a8874a67b45ddb4182922eda \
+    --hash=sha256:8b14eb22961fe865efb0e4ff167e333e428908b00115a8d800ccb65ee108e481 \
+    --hash=sha256:9601a1e90be21e4884c53b4f3dc3ee0544654946f9975258d691f1c2e2f119c6 \
+    --hash=sha256:9a076f4fc5cdc43fdf510f5981418d25c2db4973418d9f22d8bb3dc8045ada78 \
+    --hash=sha256:9fdf1c818ab05d0e74002091ddaf414478a3a449ec9d51c8976d45be7e3a01e2 \
+    --hash=sha256:ac104be2768ffdd8655db9e71b768cbb45f2b9aa7b450cf1595e8f65d3822319 \
+    --hash=sha256:ae30c6109848ac0f9fa36c5d6270938487614c47ba31860bd5361266dabc5685 \
+    --hash=sha256:b0a19dcf73406d3746d25a5ed42d713604c9a3e024d129b102852b0d941cb9f3 \
+    --hash=sha256:b937b9dba5f5f6c1e31c47abe2186c865c0914fd18f2ce0dfc39c9adcef5951d \
+    --hash=sha256:ba8f811b8ddfac493734d6af0b2dff96919d0c28ca0d641858dab4262777c6ea \
+    --hash=sha256:c52f7ad20ef476806ed212380b1d54d20310c8b86bdc2c9a68b51f0024a44472 \
+    --hash=sha256:c90be0b73568da4f662afac580956a76e308437e641b4a45aa08925eeb67d95f \
+    --hash=sha256:dadfe80797174e2984aae3be0b77594a3c72d2c0a40fbd4a0de48d2728caf3ae \
+    --hash=sha256:e15ef41507f3d525f46154ac9e3ae785dacde9f20e593a25de8986267892ef74 \
+    --hash=sha256:f2912f647f3fbe1ccf085f91e213936f9101bead81a5e670565b1f1b3712f4fb
     # via
     #   salib
     #   seaborn
@@ -681,9 +669,9 @@ mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-mpi-sppy==0.12.1 \
-    --hash=sha256:0fdf71087f4c5cd9ae22f93ff9ec1feb724ae6bc8e12f9a194154b97dddc750e \
-    --hash=sha256:c405b88f3ab69c67dd564789cf156c0cfb704a9eb74d0645f29a1058c19bed27
+mpi-sppy==0.14.0 \
+    --hash=sha256:a5a2d3df936d69c1f24d0f102cbdd089412c3fe8a26069e42c330cc0b9dd4983 \
+    --hash=sha256:da3815fcba4349b17d62641e5609dc76160ab97f84da9ba62aa713eea47cb387
     # via temoa
 multiprocess==0.70.19 \
     --hash=sha256:0d4b4397ed669d371c81dcd1ef33fd384a44d6c3de1bd0ca7ac06d837720d3c5 \
@@ -694,37 +682,38 @@ multiprocess==0.70.19 \
     --hash=sha256:97404393419dcb2a8385910864eedf47a3cadf82c66345b44f036420eb0b5d87 \
     --hash=sha256:e8cc7fbdff15c0613f0a1f1f8744bef961b0a164c0ca29bdff53e9d2d93c5e5f
     # via salib
-mypy==2.1.0 \
-    --hash=sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21 \
-    --hash=sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22 \
-    --hash=sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af \
-    --hash=sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5 \
-    --hash=sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57 \
-    --hash=sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f \
-    --hash=sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6 \
-    --hash=sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6 \
-    --hash=sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5 \
-    --hash=sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e \
-    --hash=sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b \
-    --hash=sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2 \
-    --hash=sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4 \
-    --hash=sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65 \
-    --hash=sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e \
-    --hash=sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633 \
-    --hash=sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd \
-    --hash=sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e \
-    --hash=sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8 \
-    --hash=sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289 \
-    --hash=sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7 \
-    --hash=sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135 \
-    --hash=sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b \
-    --hash=sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef \
-    --hash=sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211 \
-    --hash=sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285 \
-    --hash=sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081 \
-    --hash=sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08 \
-    --hash=sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d \
-    --hash=sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780
+mypy==2.3.0 \
+    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
+    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
+    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
+    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
+    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
+    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
+    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
+    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
+    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
+    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
+    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
+    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
+    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
+    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
+    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
+    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
+    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
+    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
+    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
+    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
+    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
+    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
+    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
+    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
+    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
+    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
+    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
+    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
+    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
+    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
+    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
@@ -741,51 +730,51 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-numpy==2.5.0 \
-    --hash=sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865 \
-    --hash=sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988 \
-    --hash=sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd \
-    --hash=sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c \
-    --hash=sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22 \
-    --hash=sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6 \
-    --hash=sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b \
-    --hash=sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927 \
-    --hash=sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446 \
-    --hash=sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9 \
-    --hash=sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03 \
-    --hash=sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e \
-    --hash=sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748 \
-    --hash=sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561 \
-    --hash=sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60 \
-    --hash=sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2 \
-    --hash=sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c \
-    --hash=sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731 \
-    --hash=sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5 \
-    --hash=sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303 \
-    --hash=sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2 \
-    --hash=sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4 \
-    --hash=sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0 \
-    --hash=sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e \
-    --hash=sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab \
-    --hash=sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826 \
-    --hash=sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a \
-    --hash=sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9 \
-    --hash=sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8 \
-    --hash=sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca \
-    --hash=sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a \
-    --hash=sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54 \
-    --hash=sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2 \
-    --hash=sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be \
-    --hash=sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21 \
-    --hash=sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd \
-    --hash=sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a \
-    --hash=sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd \
-    --hash=sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c \
-    --hash=sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73 \
-    --hash=sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6 \
-    --hash=sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7 \
-    --hash=sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9 \
-    --hash=sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa
+numpy==2.5.1 \
+    --hash=sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2 \
+    --hash=sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d \
+    --hash=sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1 \
+    --hash=sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b \
+    --hash=sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd \
+    --hash=sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077 \
+    --hash=sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a \
+    --hash=sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e \
+    --hash=sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277 \
+    --hash=sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6 \
+    --hash=sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75 \
+    --hash=sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7 \
+    --hash=sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1 \
+    --hash=sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9 \
+    --hash=sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21 \
+    --hash=sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca \
+    --hash=sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0 \
+    --hash=sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb \
+    --hash=sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d \
+    --hash=sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75 \
+    --hash=sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74 \
+    --hash=sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf \
+    --hash=sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0 \
+    --hash=sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8 \
+    --hash=sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af \
+    --hash=sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a \
+    --hash=sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4 \
+    --hash=sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22 \
+    --hash=sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3 \
+    --hash=sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1 \
+    --hash=sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b \
+    --hash=sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1 \
+    --hash=sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373 \
+    --hash=sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95 \
+    --hash=sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6 \
+    --hash=sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09 \
+    --hash=sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9 \
+    --hash=sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438 \
+    --hash=sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2 \
+    --hash=sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7 \
+    --hash=sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace \
+    --hash=sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3 \
+    --hash=sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2 \
+    --hash=sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107
     # via
     #   contourpy
     #   highspy
@@ -931,9 +920,9 @@ pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
     --hash=sha256:f8f5df6cf65314d74da1ade1bf96f8e3e4d0c41b51577ac53c49e7d44ca5acee
     # via temoa
-platformdirs==4.10.0 \
-    --hash=sha256:31e761a6a0ca04faf7353ea759bdba55652be214725111e5aac52dfa29d4bef7 \
-    --hash=sha256:fb516cdb12eb0d857d0cd85a7c57cea4d060bee4578d6cf5a14dfdf8cbf8784a
+platformdirs==4.10.1 \
+    --hash=sha256:0e4eff26be2d75293977f7cddc153fd9b8eaa7fb0c7b64ffe4076cb443117443 \
+    --hash=sha256:ceab4084426fe6319ce18e86deada8ab1b7487c7aee7040c55e277c9ae793695
     # via
     #   pint
     #   python-discovery
@@ -1011,9 +1000,9 @@ python-dateutil==2.9.0.post0 \
     # via
     #   matplotlib
     #   pandas
-python-discovery==1.4.2 \
-    --hash=sha256:475803f53b7b2ed6e490e27373f9d8340f7d2eebf9acdaf645d7d714c97bb500 \
-    --hash=sha256:8f3746c4b4968d22afbb97d36e1a0e5b66e6c0f297290f2e95f05b9b8bf18690
+python-discovery==1.4.4 \
+    --hash=sha256:5cad33982d412c1f3ffb8f9ca4ea292c9680bca3942451d30b69c37fce53a4a3 \
+    --hash=sha256:abebe9120b43453b68c908acfb1e72a19d1a959ed2cb620ad38fc57d08056dbe
     # via virtualenv
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1074,25 +1063,25 @@ roman-numerals==4.1.0 \
     --hash=sha256:1af8b147eb1405d5839e78aeb93131690495fe9da5c91856cb33ad55a7f1e5b2 \
     --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
     # via sphinx
-ruff==0.15.20 \
-    --hash=sha256:00e188c53e499c3c1637f73c91dcf2fb56d576cab76ce1be50a27c4e80e37078 \
-    --hash=sha256:01cc00dd58f0df339d0e902219dd53990ea99996a0344e5d9cc8d45d5307e460 \
-    --hash=sha256:1416eb04349192646b54de98f146c4f59afe37d0decfc02c3cbbf396f3a28566 \
-    --hash=sha256:2d2374caa2f2c2f9e2b7da0a50802cfb8b79f55a9b5e49379f564544fbf56487 \
-    --hash=sha256:2f5b2a6d614e8700388806a14996c40fab2c47b819ef57d790a34878858ed9ca \
-    --hash=sha256:309809086c2acb67624950a3c8133e80f32d0d3e27106c0cd60ff26657c9f24b \
-    --hash=sha256:3413bb3c3d2ca6a8208f1f4809cd2dca3c6de6d0b491c0e70847672bde6e6efd \
-    --hash=sha256:5b9c0c367ad8e5d0d5b5b8537864c469a0a0e55417aadfbeca41fa61333be9f4 \
-    --hash=sha256:9ebd1fd9b9c95fc0bd7b2761aebec1f030013d2e193a2901b224af68fe47251b \
-    --hash=sha256:a1ed17b65293e0c2f22fc387bc13198a5de94bf4429589b0ff6946b0feaf21a3 \
-    --hash=sha256:a525c81c70fb0380344dd1d8745d8cc1c890b7fc94a58d5a07bd8eb9557b8415 \
-    --hash=sha256:b6df3b1e4610432f0386dba04d853b5f08cbbc903410c6fcc02f620f05aff53c \
-    --hash=sha256:bd7ec42b3bb3da066488db093308a69c4ac5ee6d2af333a86ba6e2eb2e7dd44b \
-    --hash=sha256:c5b16cdd67ca108185cd36dce98c576350c03b1660a751de725fb049193a0632 \
-    --hash=sha256:e1a36ad0eb77fba9aabfb69ede54de6f376d04ac18ebea022847046d340a8267 \
-    --hash=sha256:e89f198a1ea6ef0d727c1cf16088bc91a6cb0ab947dedc966715691647186eae \
-    --hash=sha256:ed65ef510e43a137207e0f01cfcf998aeddb1aeeda5c9d35023e910284d7cf21 \
-    --hash=sha256:f701305e66b38ea6c91882490eb73459796808e4c6362a1b765255e0cdcd4053
+ruff==0.15.22 \
+    --hash=sha256:11c1c715af53a09f714e011106bffc419751ec8232fcb5da42173284ea3fec6f \
+    --hash=sha256:1877d63b9d24ed278744f1523fd11b85540566d54641f97c566d7d9dc5ca5296 \
+    --hash=sha256:1e0dd1b2e4d3d585f897a0d137cbf4eaf6223bef4e8ce34d6bb12556c5f9249e \
+    --hash=sha256:225dbf095a87f1d9f90f5fd7924d2613ee452a75a4308c63a8f50f761787aa7c \
+    --hash=sha256:365523eb91d9224e1bcb03b022fbf0facb8f9e23792a2c53d9d4b3924bdbdebb \
+    --hash=sha256:3f15175b1fb580126f58285a5dae6b2ea89000136d980c64499211f116b54809 \
+    --hash=sha256:44423e73493737f5e7c5b41d475483898ff37afcdae38bc3da5085e29af1c2d8 \
+    --hash=sha256:62d425005c1835eb24e2ee4161cb90e8db263415f4a71c8c72c33abaa6c0c224 \
+    --hash=sha256:630479b18625f5ffc373f77603a22a9f8ac0acd7ff0501178b5db28ec71e9c64 \
+    --hash=sha256:72af58b951b0ae395935ae79763dc349bc0eb706319d28f7a33ad2cfb3cfc178 \
+    --hash=sha256:742a29cf29bddb7c8327895d6a10e0e6c5b38a96dd407af9b5d0857f809c0576 \
+    --hash=sha256:9be63ba1eb936acd2d1342fb8337c356353706fce233b2a15a09a97037e6acde \
+    --hash=sha256:a1606c510bd7215680d32efab38965f7cdec3ef69f5170a3f4791404ffdd5262 \
+    --hash=sha256:b82c6482946e9eda7ff2e091d25b8bad3f718684e1916d41bd56873cee05b697 \
+    --hash=sha256:e1168075b72158510839f250027659cdd78476f40507dd517892304c41318661 \
+    --hash=sha256:e5ba0e4a13fd14abbed2a77b517a3911290c6c6c59ef67784328d1668fab76cf \
+    --hash=sha256:e8b9b3f8779a4f08c969defc3c8c35abffaa757e601ed5ae66d6d1db6519969a \
+    --hash=sha256:fabfd168afdf29fee5be98b831efa9683c94d7c5a3b58b9ce5a2e38444589a74
 salib==1.5.2 \
     --hash=sha256:6f4b6bebc1eeed1d081c8f951fa8c2ad7b0cd8a7159d206af48ef137cc806c43 \
     --hash=sha256:a8eeedc4e87cf070f7ef450b76cdecd120d1e5c602a9c35855ec7777591f949f
@@ -1140,7 +1129,6 @@ scipy==1.18.0 \
     --hash=sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d \
     --hash=sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707
     # via
-    #   mpi-sppy
     #   salib
     #   temoa
 seaborn==0.13.2 \
@@ -1159,9 +1147,17 @@ snowballstemmer==3.1.1 \
     --hash=sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752 \
     --hash=sha256:e07bbc54a0d798fe6010a12398422e62a8bfbba95c394fd0956ef58cb4d3e260
     # via sphinx
-soupsieve==2.8.4 \
-    --hash=sha256:e121fd02e975c695e4e9e8774a5ee35d74714b59307868dcc5319ad2d9e3328e \
-    --hash=sha256:e7e6b0769c8f51ed59acab6e994b00621096cfb1c640a7509295987388fbaf65
+sortedcollections==2.1.0 \
+    --hash=sha256:b07abbc73472cc459da9dd6e2607d73d1f3b9309a32dd9a57fa2c6fa882f4c6c \
+    --hash=sha256:d8e9609d6c580a16a1224a3dc8965789e03ebc4c3e5ffd05ada54a2fed5dcacd
+    # via mpi-sppy
+sortedcontainers==2.4.0 \
+    --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+    # via sortedcollections
+soupsieve==2.9 \
+    --hash=sha256:a2b2c76d67df2382d245409fd71e321a571717e58463efa32ace87dcadac2c12 \
+    --hash=sha256:acee8417325c5653e1377dc31eccad59eb82cbc65942afe6174c53b3aaad63fc
     # via beautifulsoup4
 sphinx==9.1.0 \
     --hash=sha256:7741722357dd75f8190766926071fed3bdc211c74dd2d7d4df5404da95930ddb \
@@ -1199,9 +1195,9 @@ sphinxcontrib-jsmath==1.0.1 \
     --hash=sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178 \
     --hash=sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8
     # via sphinx
-sphinxcontrib-mermaid==2.0.2 \
-    --hash=sha256:d862e514991279fb4816302c5cfe167d2557bf3ce7125ae0cb47dac80a0f46ce \
-    --hash=sha256:f09576c78ca93fa0e3034fd9c45aaffa7c44ab449de9c43b8b8d262afe52bc66
+sphinxcontrib-mermaid==2.1.0 \
+    --hash=sha256:13c5f9ac395cb6abf403eca34e228dc9fb3a30c9d960dbf3e40e9a8cef969549 \
+    --hash=sha256:417cd144ec4b28852f46ba653f02ce8e538881c812111671a4c30344e87f2112
     # via temoa
 sphinxcontrib-qthelp==2.0.0 \
     --hash=sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab \
@@ -1217,13 +1213,13 @@ tabulate==0.10.0 \
     --hash=sha256:e2cfde8f79420f6deeffdeda9aaec3b6bc5abce947655d17ac662b126e48a60d \
     --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
     # via temoa
-tomlkit==0.15.0 \
-    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
-    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via temoa
-typer==0.26.8 \
-    --hash=sha256:3512ca79ac5c11113414b36e80281b872884477722440691c89d1112e321a49c \
-    --hash=sha256:c244a6bd558886fe3f8780efb6bdd28bb9aff005a94eedebaa5cb32926fe2f7e
+typer==0.27.0 \
+    --hash=sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5 \
+    --hash=sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1
     # via temoa
 types-deprecated==1.3.1.20260520 \
     --hash=sha256:4d0d9e5521432d9ce88169fb8b793b45d70d8e8cc1a7ecd5a4465abbf83c9ab4 \
@@ -1231,9 +1227,9 @@ types-deprecated==1.3.1.20260520 \
 types-networkx==3.6.1.20260624 \
     --hash=sha256:071734f88733afaaa06cbb62eb8c603626f4f9aa18424771acbdd3a638828d9a \
     --hash=sha256:f031a9ee0bd27de4ab6d3e35a10f3492a4befc7b8c348607892b0ccb1b415d4d
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
     #   beautifulsoup4
     #   flexcache
@@ -1241,17 +1237,17 @@ typing-extensions==4.15.0 \
     #   mypy
     #   pint
     #   pydata-sphinx-theme
-tzdata==2026.2 ; sys_platform == 'emscripten' or sys_platform == 'win32' \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 ; sys_platform == 'emscripten' or sys_platform == 'win32' \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via pandas
 urllib3==2.7.0 \
     --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
     --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-virtualenv==21.5.1 \
-    --hash=sha256:55aa670b67bbfb991b03fda39bd3276d92c419d702376e98c5df1c9989a26783 \
-    --hash=sha256:dca3bf98275a59c652b69d68e73433e597d977c2da9198882479d1a7188009c8
+virtualenv==21.6.1 \
+    --hash=sha256:15f978b7cd329f24855ff4a0c4b4899cc7678589f49adbdcbbb4d3232e641128 \
+    --hash=sha256:afe991df855715a2b2f60edfcc0107ef95a79fdfd8cb4cdaa71603d1c12e463b
     # via pre-commit
 wrapt==2.2.2 \
     --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
diff --git a/requirements.txt b/requirements.txt
index 2c10bae17..3b1907ff1 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -133,38 +133,38 @@ graphviz==0.21 \
     --hash=sha256:20743e7183be82aaaa8ad6c93f8893c923bd6658a04c32ee115edb3c8a835f78 \
     --hash=sha256:54f33de9f4f911d7e84e4191749cac8cc5653f815b06738c54db9a15ab8b1e42
     # via temoa
-highspy==1.15.0 \
-    --hash=sha256:00502850652d543803193acbad6579c0d89f0ecc3b4263883a6eaffe043bccc7 \
-    --hash=sha256:02424d013726255cb944cc85293f8fb36702ebd859b0d4889d9862558e073667 \
-    --hash=sha256:0a9d77beac4d3aae98338563e5a647329858a34fb95e06f7ea52a7e8944b538c \
-    --hash=sha256:0bcd82346f7ac12eb7959813bbfcd3c62d61e0de39c3bff84ada66f312c3a1a1 \
-    --hash=sha256:0c0c95922f6207a7fbfd20b26be6fd6df0e09c9e64f29a95f9c636e31542cb88 \
-    --hash=sha256:234f95862f6f9c8058cec3f743ac33314f5cfceaa4ddcfec5dc80029fd7e132a \
-    --hash=sha256:2708ccae08b477050e7c423cb02342b86e585ec13bc82777f11f22168ac6b595 \
-    --hash=sha256:28e02fa61144c1f872f2f9f347fd2c33f25c0b70a73aa9440fe52760bb2f4b05 \
-    --hash=sha256:2dd38d53ed57ce2812f4cc2f8af674ec88c4e021be2fb97ecc95f09a851d44ff \
-    --hash=sha256:44bc6553e97d57b7e8ff835b991f73c70c56ba55954f17343052f51e041aa68a \
-    --hash=sha256:51fb287ecf45776dad4011bb957bdf1a78377b3f27600cf42456bb2a822e07f7 \
-    --hash=sha256:56d19388470c52e798fffde15e42b930b49d03a56aa51fc2620330354fbef0d8 \
-    --hash=sha256:6ba5b3770b456d2dbb28e8dda65e437d6e5b98a3988b991b65a81a6850e78f7b \
-    --hash=sha256:6d7789cbac15e09a308874ae88e2e8d2901a4aeb34c57f644ad89329154464ef \
-    --hash=sha256:711b2d23c5327907e71f73c21711181e9080b10eb73b5633122f6c8367fb3b86 \
-    --hash=sha256:7444ebbf9b38d50da4d5d78bd303ae01a6379bf955e7d38edfa5bc1da1fc3d5a \
-    --hash=sha256:7d015dc57ba5e5d8e37e0f64b9a8deeae66d4954831a23cd94ebe1b37c075990 \
-    --hash=sha256:8a49784100b91ac6bdd5272437ec13fc8c66274c605620507fc932ba95ff658b \
-    --hash=sha256:8cd88c3acc8228142636248d60b9582eccc5e807fac13c7e7968812784ddcec5 \
-    --hash=sha256:972a247f78944a6a79b34d2e30e4911e43c6c3ce2ffa0775d2c009d7ba602f31 \
-    --hash=sha256:a589ad03b5009eb99eb642d7ffc45e68448b2aef6d59f489542b0f91a6c90043 \
-    --hash=sha256:a5c67c60095468adc1f5dfa63f9ad627f261f1bce7a697010bd8bda9711d14f5 \
-    --hash=sha256:b83a2a05c9afdb8c5003455a6e5e97f0b9957d32b14b6e73522ddbdfa5994042 \
-    --hash=sha256:d8ee5d4d6f1b3995699467152751fbe2a33f3d920eb43d3882391971ae58d4b5 \
-    --hash=sha256:e21cc4c02fc60282fc055393fe7d499a934dff821e8db96e5b1e542b9fbcc729 \
-    --hash=sha256:e7443c50248df00d4a2e6e224cac2f008967d2a0c4d51e63e5654dd7f312ba44 \
-    --hash=sha256:e9284ea2c986364d29943ce4de185dd767c17d09c5d47c9fa7a7e668a5f8374a \
-    --hash=sha256:f4920b850ed04a1266a3a3a266aa91eaeebdb3a410f716bad8a0e59041e7b869 \
-    --hash=sha256:fa2ef051eddb5d6be9d672b0957614d0e9dc4e55fddbca2f9b893e0c32ded814 \
-    --hash=sha256:fe908d58d1dcd85312762fe4f9ea1b189e93c7621b5741e414dbad42da9fbd70 \
-    --hash=sha256:ffcf9652189dd06a2251d026c3bbdb15675194600c00f54d24ac10f8b71dcd0c
+highspy==1.15.1 \
+    --hash=sha256:01c6585e83938ecf4139248b074b2ee736816d63716a20dc608b1d2fc9637b66 \
+    --hash=sha256:193b9751d3705bc948552b138800af0ad8af17a5b801d5940d7db7ff1ffc4f10 \
+    --hash=sha256:20ed2fbf1cb64bf3044ee6632364b7e2653d93e6901e2b19fd3d5df10702e8c5 \
+    --hash=sha256:238b2ee88b974b21c7e9ef198139502a7d87451939cae143dce789bbda121182 \
+    --hash=sha256:383cd3f28cce0753dec8e949719b10864e068c53a485624fcab4c6b585496dd7 \
+    --hash=sha256:46fe314b918257361c54170852bc561c78d0f84d94e2ad263859d818127e6e76 \
+    --hash=sha256:4db297486a7a42a18656d1cc0ea9e1596fe45b8f7f75669a0c55b9081531ee0a \
+    --hash=sha256:565cf6a6e7c84e36c101b118a3c5fd09bc14aeece599bba12625e79b5ab0cecb \
+    --hash=sha256:6298b6ef691e83544d395d45fa4e856874c44b32936d85c36564f7697d27bb0b \
+    --hash=sha256:6a6a2f21ee31a9205a928fbbc3f8c054893c1aec34f6a7c56588317e2800e673 \
+    --hash=sha256:6cc7008b82094b2a2377338398b38f5b6c306397bd23282e55dec46a101a2dac \
+    --hash=sha256:6e1f8a21a0f48aedb129a5a60d4cad9ee0767de271cd7450de16192440671b38 \
+    --hash=sha256:74c1eb71d3c0fa0c190492d9c0c67266d1dd6b4244c93b53e95a687504db309d \
+    --hash=sha256:780c021441f548711818833d3a986fcb253849734aa00c3bf83d342c38b03629 \
+    --hash=sha256:787c92d5ff274256ba8848ab174cfc65d5af696f51bffe87423c85b2ea25c3fe \
+    --hash=sha256:818256db731339605a7b2c31cabfcbf820fe50402ff5e9b7aa8410ead06e8735 \
+    --hash=sha256:864258c59aeaea9d3bd7ccdd10c03258e2be764e2cf1e21f829fd1f8d8c15d57 \
+    --hash=sha256:8c548165270608a40147a7ea6d985fd62a65fabf0f075b3c0c59ea910b724223 \
+    --hash=sha256:9499d631edeb9642fc08dee59ca6c5815be1764c13a336c58ab7ba063011aa24 \
+    --hash=sha256:9730647160a6481426729f46d9989a0507d05f3cf96f9fb180f4ab9891bea67b \
+    --hash=sha256:9a00e1278ea46a426b1eaa0aea69df9d72ed1d75b18227cad992384ebbdc0c74 \
+    --hash=sha256:9a6760962b3e813814dc5e88301890d7cce975de5ce97cc3aed589cfdd461811 \
+    --hash=sha256:9d436b5f8d50b01497d494606695746147e15b8e22eec6ae475a60cb8b22c1d7 \
+    --hash=sha256:9ea683af80e4fb7c9d712b5df4bae34c63fa9e6afc78d750ba2d9f5e6f3203e0 \
+    --hash=sha256:a781dc8432568ea990fcdcc8d6e4365e67aa4848ca1f99275db096645b27cae3 \
+    --hash=sha256:a7b11dc80781052a6e7c163b5c2696fe9e06c72927cfdb48f67f7e8c77096f4f \
+    --hash=sha256:b6dcc545235c0765b48fc736122b105e174d907622d20986ac653c5b2a04911f \
+    --hash=sha256:bbb22b7ceed298c0b75237186eb4671915b1c41c07f966e527643af10493671e \
+    --hash=sha256:cb8b8298a74786e1cbc1a9e102b7749e2bbd9c41826ffd4a1d7ba738232646ff \
+    --hash=sha256:dd9ee8e139e7260ec1306a48e30f1bd7937d9cfb8cb201d25da10e1099e5129b \
+    --hash=sha256:ef048fa722cdeb80062d271b8ba211cd6650ab73419762d80da7642bbd4a8420
     # via temoa
 iniconfig==2.3.0 \
     --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
@@ -259,43 +259,43 @@ markdown-it-py==4.2.0 \
     --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
     --hash=sha256:9f7ebbcd14fe59494226453aed97c1070d83f8d24b6fc3a3bcf9a38092641c4a
     # via rich
-matplotlib==3.11.0 \
-    --hash=sha256:03acfeddf87b0dddb11b081ef7740ad445a3ca8bcb6b8e3011b08f2cf802b75c \
-    --hash=sha256:0515d495124be3124340e59f164d901ed4484e2246a5b74cfa483cac3b80bd97 \
-    --hash=sha256:06b5872e9cf11adc8f589ded3ce11bc3e1061ad498259664fabc1f6615beb918 \
-    --hash=sha256:126f256df600652d7e4b394cf3164ff75210a00038f287c95a012a6f58d0e83f \
-    --hash=sha256:15b0d160079cb10699a0e98b5989c70677b2df7cacdc62af67c30f2facec46d9 \
-    --hash=sha256:1644db30e759199443493ac5e5caec24fdb775a8f6123021f85ba47c4133c3cb \
-    --hash=sha256:19c16c61dea63b3582918503e6b294193961261d9daa806d4ae2151f1ad05430 \
-    --hash=sha256:1c02da0a629dfa9debf52725ea06866b74c1fb70a895bae05e4493d34074f9f2 \
-    --hash=sha256:25c2e5455efd8d99f41fb79871a31feb7d301569642e332ec58d72cfe9282bc3 \
-    --hash=sha256:2746cd2c113742ff6ce37a864c5ac5fd7aa644568f445e66166e457ac78e40e0 \
-    --hash=sha256:2d72ea8b7924f3cb955e61518d21e43b3df1e6c8a793b480a0c1214f185d30ba \
-    --hash=sha256:3338e3e3de128cf50d0d2fb92a122815daf9c755bd882a474343c05f8fd7ec79 \
-    --hash=sha256:3489c3dc487669b4a980bc3068f87856de7a1564248d3f6c629efb2a58b03f24 \
-    --hash=sha256:373db8f91214e8ccaf35ac833cc1dd59dd961e148bbd55dd027141591dde1313 \
-    --hash=sha256:41635d7909d19e52e924a521dde6d8f670b0f53ab1d0e8c331fa831554f681d1 \
-    --hash=sha256:446307e6b04b57b1f1239e228a1ec2af0d589a1008cebc3dfa3f5441d095cfb6 \
-    --hash=sha256:565af866fd63e4bd3f987d580afe27c44c2552a3b3305f4ecbb85133601ea6f3 \
-    --hash=sha256:652fb5696271d4c50f196d22a5ff4f8e4444c74f847423570d7dc0aa2bbd0159 \
-    --hash=sha256:68c0c7be01b30dcca3638934f7f591df73401235cbdbf0d1ab1c71e7db7f8b57 \
-    --hash=sha256:6a98f5476ce784a50ce09998f4ae1e6a9f25043cef8a480c98949902eda74620 \
-    --hash=sha256:6ce3b839b34ae1f430b4616893a2945a2999debaa7e94e7e29a2a8bbf286f7b5 \
-    --hash=sha256:942b37c5db1899610bd1543ce8e13e4ecff9a4633e7f63bb6aa9205d2644ebd1 \
-    --hash=sha256:94f5000f67ca9faa300863ea17f8bce9175cb67b88bec4bc7780502d53dd7c9e \
-    --hash=sha256:9dd11fb612ce7bc60b1de5b4fc87ff959d22317b5de42aabf392f66f97af22eb \
-    --hash=sha256:a9d8c6e7cd2f0ddf11d8d92e520dd1d9d2abb0cf6ac8831e338666c81e905847 \
-    --hash=sha256:aa55d73b3117d4b07f959cd9eb6f69b375d8df3414139c479388e551aa5d999d \
-    --hash=sha256:ab3722f04f3ff34c23b5012c5873d2894174e06c3822fcdac3610965a5ac7d06 \
-    --hash=sha256:ac6f1ef39f3d0f9e2463303013094992cdbe0f85f43bc54155bc472b2042768e \
-    --hash=sha256:be050fcf32f729eda99f7f75a80bf67612ce16ab9ac1c23a387dcaede95cb70e \
-    --hash=sha256:be152b7570324dc8d01574cc9474dd2d803237acf528bcbb5b211fa347461a09 \
-    --hash=sha256:be5f93a1d21981bfb802ded0d77a0caa92d4342a47d45754fac77e314a506344 \
-    --hash=sha256:c08e649a6313e1291e713623b97a38e5bb4aa580b2a100a94a3309bc6b9c8eb3 \
-    --hash=sha256:c945824670fb8915b4ac879e5e61f3c58e0913022f70a0de4c082b17372f8771 \
-    --hash=sha256:d9695457a467ff86d23f35037a43deb6f1134dd6d3e2ac8ce1e2087cff09ffb9 \
-    --hash=sha256:dfabef0230d0697aa0d717385194dd41162e00207a68bf4abf94c2bf4c27dca0 \
-    --hash=sha256:e6b3e64dea5062c570f04358e2711859f3531b459f29516274fbad889079e4f3
+matplotlib==3.11.1 \
+    --hash=sha256:0c1f44890d435c1b4ef52f701ad5828cb450ea97bcc83918fda6be74965d6cd2 \
+    --hash=sha256:11664c551345553db92e61cae6cf1376f138f8c47cafdf13b64b18f3e3e9e464 \
+    --hash=sha256:1524e2bdd48a93557aa47ddcfe9c225dfdd57d5a01a5c49128c20f0632980ee1 \
+    --hash=sha256:191163532cdefcb1571ca38a6d7e6474baccde64495783e6ba47aa07ec4b9bbb \
+    --hash=sha256:216fbb93a74add02ddb4cb38ef5348f59ac00b3e84567eaf16598772d40e150a \
+    --hash=sha256:21a67b961a6d597bca54fae826cd20695ba4a6e4d05424a08da6e13e3176fd6b \
+    --hash=sha256:2abdee5ffa2fe11b2d19f7a5c63b785fb7c28cc46c7bc1814156341d9d1a33e1 \
+    --hash=sha256:30c492d4ba9448595b6fd8708c6725963f8148e25c0d8842948da5b05f0ee8d3 \
+    --hash=sha256:3d3fd84082b1afbd9398466c81309e20045be20d48fe0fb18c43504d164cbbb2 \
+    --hash=sha256:480194afceca4df2f137c2721227d3cba67121fbf4397b69cee7f83714b0a58a \
+    --hash=sha256:54d47b8ae8b579633a3902ca5b4ad6c1e132a5626d64447b2e22a66394e79987 \
+    --hash=sha256:5af0dcda57d471440a7b5b623e70e0a61003518443d9098f211a96ecfbbc25be \
+    --hash=sha256:5e1f8922ba31959cf6a9dfb51be64b7f7bc582801a3957dc0c2f3afcd3537adf \
+    --hash=sha256:5e510088c27a89d53580a752f959146893563e63c330e161d159b0fee652af6f \
+    --hash=sha256:6771b0cd7838c6a857a7209814158c0ad09bfef878db3033dd82d70ad101f191 \
+    --hash=sha256:68408341f2312836fbbdf6b3c78047f65b2d8752f5fd221c3e72d348f5b34f8b \
+    --hash=sha256:69647db5746941c793d6e445a4cd349323ffb87d9cc958c2ad84a659b4832d30 \
+    --hash=sha256:6be943cb68bc6660ead58c55b3aa6366cba2ef7feb06460fbcce32360376f19f \
+    --hash=sha256:7389b77ed2ab0552f46d9a90b81b7b8e6dfcdc42adc36c37a0865799843e0e3e \
+    --hash=sha256:83235693abde86e5e0129998f80ee39fc7f58e6d56a88fafb28a9278833e9d5f \
+    --hash=sha256:88a2a27dd9691ae448dfae4b26f59036be90c3c28757edd3553a29559d00859f \
+    --hash=sha256:89b193b255f4f6f7948dbcee3691f4f341ab05d9a8874a67b45ddb4182922eda \
+    --hash=sha256:8b14eb22961fe865efb0e4ff167e333e428908b00115a8d800ccb65ee108e481 \
+    --hash=sha256:9601a1e90be21e4884c53b4f3dc3ee0544654946f9975258d691f1c2e2f119c6 \
+    --hash=sha256:9a076f4fc5cdc43fdf510f5981418d25c2db4973418d9f22d8bb3dc8045ada78 \
+    --hash=sha256:9fdf1c818ab05d0e74002091ddaf414478a3a449ec9d51c8976d45be7e3a01e2 \
+    --hash=sha256:ac104be2768ffdd8655db9e71b768cbb45f2b9aa7b450cf1595e8f65d3822319 \
+    --hash=sha256:ae30c6109848ac0f9fa36c5d6270938487614c47ba31860bd5361266dabc5685 \
+    --hash=sha256:b0a19dcf73406d3746d25a5ed42d713604c9a3e024d129b102852b0d941cb9f3 \
+    --hash=sha256:b937b9dba5f5f6c1e31c47abe2186c865c0914fd18f2ce0dfc39c9adcef5951d \
+    --hash=sha256:ba8f811b8ddfac493734d6af0b2dff96919d0c28ca0d641858dab4262777c6ea \
+    --hash=sha256:c52f7ad20ef476806ed212380b1d54d20310c8b86bdc2c9a68b51f0024a44472 \
+    --hash=sha256:c90be0b73568da4f662afac580956a76e308437e641b4a45aa08925eeb67d95f \
+    --hash=sha256:dadfe80797174e2984aae3be0b77594a3c72d2c0a40fbd4a0de48d2728caf3ae \
+    --hash=sha256:e15ef41507f3d525f46154ac9e3ae785dacde9f20e593a25de8986267892ef74 \
+    --hash=sha256:f2912f647f3fbe1ccf085f91e213936f9101bead81a5e670565b1f1b3712f4fb
     # via
     #   salib
     #   seaborn
@@ -304,9 +304,9 @@ mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-mpi-sppy==0.12.1 \
-    --hash=sha256:0fdf71087f4c5cd9ae22f93ff9ec1feb724ae6bc8e12f9a194154b97dddc750e \
-    --hash=sha256:c405b88f3ab69c67dd564789cf156c0cfb704a9eb74d0645f29a1058c19bed27
+mpi-sppy==0.14.0 \
+    --hash=sha256:a5a2d3df936d69c1f24d0f102cbdd089412c3fe8a26069e42c330cc0b9dd4983 \
+    --hash=sha256:da3815fcba4349b17d62641e5609dc76160ab97f84da9ba62aa713eea47cb387
     # via temoa
 multiprocess==0.70.19 \
     --hash=sha256:0d4b4397ed669d371c81dcd1ef33fd384a44d6c3de1bd0ca7ac06d837720d3c5 \
@@ -321,51 +321,51 @@ networkx==3.6.1 \
     --hash=sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509 \
     --hash=sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762
     # via temoa
-numpy==2.5.0 \
-    --hash=sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865 \
-    --hash=sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988 \
-    --hash=sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd \
-    --hash=sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c \
-    --hash=sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22 \
-    --hash=sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6 \
-    --hash=sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b \
-    --hash=sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927 \
-    --hash=sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446 \
-    --hash=sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9 \
-    --hash=sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03 \
-    --hash=sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e \
-    --hash=sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748 \
-    --hash=sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561 \
-    --hash=sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60 \
-    --hash=sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2 \
-    --hash=sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c \
-    --hash=sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731 \
-    --hash=sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5 \
-    --hash=sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303 \
-    --hash=sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2 \
-    --hash=sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4 \
-    --hash=sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0 \
-    --hash=sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e \
-    --hash=sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab \
-    --hash=sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826 \
-    --hash=sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a \
-    --hash=sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9 \
-    --hash=sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8 \
-    --hash=sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca \
-    --hash=sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a \
-    --hash=sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54 \
-    --hash=sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2 \
-    --hash=sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be \
-    --hash=sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21 \
-    --hash=sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd \
-    --hash=sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a \
-    --hash=sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd \
-    --hash=sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c \
-    --hash=sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73 \
-    --hash=sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6 \
-    --hash=sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7 \
-    --hash=sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9 \
-    --hash=sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa
+numpy==2.5.1 \
+    --hash=sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2 \
+    --hash=sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d \
+    --hash=sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1 \
+    --hash=sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b \
+    --hash=sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd \
+    --hash=sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077 \
+    --hash=sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a \
+    --hash=sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e \
+    --hash=sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277 \
+    --hash=sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6 \
+    --hash=sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75 \
+    --hash=sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7 \
+    --hash=sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1 \
+    --hash=sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9 \
+    --hash=sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21 \
+    --hash=sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca \
+    --hash=sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0 \
+    --hash=sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb \
+    --hash=sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d \
+    --hash=sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75 \
+    --hash=sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74 \
+    --hash=sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf \
+    --hash=sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0 \
+    --hash=sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8 \
+    --hash=sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af \
+    --hash=sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a \
+    --hash=sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4 \
+    --hash=sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22 \
+    --hash=sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3 \
+    --hash=sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1 \
+    --hash=sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b \
+    --hash=sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1 \
+    --hash=sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373 \
+    --hash=sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95 \
+    --hash=sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6 \
+    --hash=sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09 \
+    --hash=sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9 \
+    --hash=sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438 \
+    --hash=sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2 \
+    --hash=sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7 \
+    --hash=sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace \
+    --hash=sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3 \
+    --hash=sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2 \
+    --hash=sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107
     # via
     #   contourpy
     #   highspy
@@ -501,9 +501,9 @@ pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
     --hash=sha256:f8f5df6cf65314d74da1ade1bf96f8e3e4d0c41b51577ac53c49e7d44ca5acee
     # via temoa
-platformdirs==4.10.0 \
-    --hash=sha256:31e761a6a0ca04faf7353ea759bdba55652be214725111e5aac52dfa29d4bef7 \
-    --hash=sha256:fb516cdb12eb0d857d0cd85a7c57cea4d060bee4578d6cf5a14dfdf8cbf8784a
+platformdirs==4.10.1 \
+    --hash=sha256:0e4eff26be2d75293977f7cddc153fd9b8eaa7fb0c7b64ffe4076cb443117443 \
+    --hash=sha256:ceab4084426fe6319ce18e86deada8ab1b7487c7aee7040c55e277c9ae793695
     # via pint
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
@@ -604,7 +604,6 @@ scipy==1.18.0 \
     --hash=sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d \
     --hash=sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707
     # via
-    #   mpi-sppy
     #   salib
     #   temoa
 seaborn==0.13.2 \
@@ -619,28 +618,36 @@ six==1.17.0 \
     --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
     --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
     # via python-dateutil
+sortedcollections==2.1.0 \
+    --hash=sha256:b07abbc73472cc459da9dd6e2607d73d1f3b9309a32dd9a57fa2c6fa882f4c6c \
+    --hash=sha256:d8e9609d6c580a16a1224a3dc8965789e03ebc4c3e5ffd05ada54a2fed5dcacd
+    # via mpi-sppy
+sortedcontainers==2.4.0 \
+    --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
+    --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
+    # via sortedcollections
 tabulate==0.10.0 \
     --hash=sha256:e2cfde8f79420f6deeffdeda9aaec3b6bc5abce947655d17ac662b126e48a60d \
     --hash=sha256:f0b0622e567335c8fabaaa659f1b33bcb6ddfe2e496071b743aa113f8774f2d3
     # via temoa
-tomlkit==0.15.0 \
-    --hash=sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738 \
-    --hash=sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3
+tomlkit==0.15.1 \
+    --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
+    --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via temoa
-typer==0.26.8 \
-    --hash=sha256:3512ca79ac5c11113414b36e80281b872884477722440691c89d1112e321a49c \
-    --hash=sha256:c244a6bd558886fe3f8780efb6bdd28bb9aff005a94eedebaa5cb32926fe2f7e
+typer==0.27.0 \
+    --hash=sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5 \
+    --hash=sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1
     # via temoa
-typing-extensions==4.15.0 \
-    --hash=sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466 \
-    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+typing-extensions==4.16.0 \
+    --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
+    --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
     # via
     #   flexcache
     #   flexparser
     #   pint
-tzdata==2026.2 ; sys_platform == 'emscripten' or sys_platform == 'win32' \
-    --hash=sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10 \
-    --hash=sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7
+tzdata==2026.3 ; sys_platform == 'emscripten' or sys_platform == 'win32' \
+    --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
+    --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via pandas
 wrapt==2.2.2 \
     --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
diff --git a/uv.lock b/uv.lock
index be216a0c8..5e54368ce 100644
--- a/uv.lock
+++ b/uv.lock
@@ -126,75 +126,63 @@ wheels = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.7"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e7/a1/67fe25fac3c7642725500a3f6cfe5821ad557c3abb11c9d20d12c7008d3e/charset_normalizer-3.4.7.tar.gz", hash = "sha256:ae89db9e5f98a11a4bf50407d4363e7b09b31e55bc117b4f7d80aab97ba009e5", size = 144271, upload-time = "2026-04-02T09:28:39.342Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/0c/eb/4fc8d0a7110eb5fc9cc161723a34a8a6c200ce3b4fbf681bc86feee22308/charset_normalizer-3.4.7-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:eca9705049ad3c7345d574e3510665cb2cf844c2f2dcfe675332677f081cbd46", size = 311328, upload-time = "2026-04-02T09:26:24.331Z" },
-    { url = "https://files.pythonhosted.org/packages/f8/e3/0fadc706008ac9d7b9b5be6dc767c05f9d3e5df51744ce4cc9605de7b9f4/charset_normalizer-3.4.7-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6178f72c5508bfc5fd446a5905e698c6212932f25bcdd4b47a757a50605a90e2", size = 208061, upload-time = "2026-04-02T09:26:25.568Z" },
-    { url = "https://files.pythonhosted.org/packages/42/f0/3dd1045c47f4a4604df85ec18ad093912ae1344ac706993aff91d38773a2/charset_normalizer-3.4.7-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e1421b502d83040e6d7fb2fb18dff63957f720da3d77b2fbd3187ceb63755d7b", size = 229031, upload-time = "2026-04-02T09:26:26.865Z" },
-    { url = "https://files.pythonhosted.org/packages/dc/67/675a46eb016118a2fbde5a277a5d15f4f69d5f3f5f338e5ee2f8948fcf43/charset_normalizer-3.4.7-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:edac0f1ab77644605be2cbba52e6b7f630731fc42b34cb0f634be1a6eface56a", size = 225239, upload-time = "2026-04-02T09:26:28.044Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/f8/d0118a2f5f23b02cd166fa385c60f9b0d4f9194f574e2b31cef350ad7223/charset_normalizer-3.4.7-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5649fd1c7bade02f320a462fdefd0b4bd3ce036065836d4f42e0de958038e116", size = 216589, upload-time = "2026-04-02T09:26:29.239Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/f1/6d2b0b261b6c4ceef0fcb0d17a01cc5bc53586c2d4796fa04b5c540bc13d/charset_normalizer-3.4.7-cp312-cp312-manylinux_2_31_armv7l.whl", hash = "sha256:203104ed3e428044fd943bc4bf45fa73c0730391f9621e37fe39ecf477b128cb", size = 202733, upload-time = "2026-04-02T09:26:30.5Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/c0/7b1f943f7e87cc3db9626ba17807d042c38645f0a1d4415c7a14afb5591f/charset_normalizer-3.4.7-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:298930cec56029e05497a76988377cbd7457ba864beeea92ad7e844fe74cd1f1", size = 212652, upload-time = "2026-04-02T09:26:31.709Z" },
-    { url = "https://files.pythonhosted.org/packages/38/dd/5a9ab159fe45c6e72079398f277b7d2b523e7f716acc489726115a910097/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:708838739abf24b2ceb208d0e22403dd018faeef86ddac04319a62ae884c4f15", size = 211229, upload-time = "2026-04-02T09:26:33.282Z" },
-    { url = "https://files.pythonhosted.org/packages/d5/ff/531a1cad5ca855d1c1a8b69cb71abfd6d85c0291580146fda7c82857caa1/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:0f7eb884681e3938906ed0434f20c63046eacd0111c4ba96f27b76084cd679f5", size = 203552, upload-time = "2026-04-02T09:26:34.845Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/4c/a5fb52d528a8ca41f7598cb619409ece30a169fbdf9cdce592e53b46c3a6/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:4dc1e73c36828f982bfe79fadf5919923f8a6f4df2860804db9a98c48824ce8d", size = 230806, upload-time = "2026-04-02T09:26:36.152Z" },
-    { url = "https://files.pythonhosted.org/packages/59/7a/071feed8124111a32b316b33ae4de83d36923039ef8cf48120266844285b/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:aed52fea0513bac0ccde438c188c8a471c4e0f457c2dd20cdbf6ea7a450046c7", size = 212316, upload-time = "2026-04-02T09:26:37.672Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/35/f7dba3994312d7ba508e041eaac39a36b120f32d4c8662b8814dab876431/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:fea24543955a6a729c45a73fe90e08c743f0b3334bbf3201e6c4bc1b0c7fa464", size = 227274, upload-time = "2026-04-02T09:26:38.93Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/2d/a572df5c9204ab7688ec1edc895a73ebded3b023bb07364710b05dd1c9be/charset_normalizer-3.4.7-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:bb6d88045545b26da47aa879dd4a89a71d1dce0f0e549b1abcb31dfe4a8eac49", size = 218468, upload-time = "2026-04-02T09:26:40.17Z" },
-    { url = "https://files.pythonhosted.org/packages/86/eb/890922a8b03a568ca2f336c36585a4713c55d4d67bf0f0c78924be6315ca/charset_normalizer-3.4.7-cp312-cp312-win32.whl", hash = "sha256:2257141f39fe65a3fdf38aeccae4b953e5f3b3324f4ff0daf9f15b8518666a2c", size = 148460, upload-time = "2026-04-02T09:26:41.416Z" },
-    { url = "https://files.pythonhosted.org/packages/35/d9/0e7dffa06c5ab081f75b1b786f0aefc88365825dfcd0ac544bdb7b2b6853/charset_normalizer-3.4.7-cp312-cp312-win_amd64.whl", hash = "sha256:5ed6ab538499c8644b8a3e18debabcd7ce684f3fa91cf867521a7a0279cab2d6", size = 159330, upload-time = "2026-04-02T09:26:42.554Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/5d/481bcc2a7c88ea6b0878c299547843b2521ccbc40980cb406267088bc701/charset_normalizer-3.4.7-cp312-cp312-win_arm64.whl", hash = "sha256:56be790f86bfb2c98fb742ce566dfb4816e5a83384616ab59c49e0604d49c51d", size = 147828, upload-time = "2026-04-02T09:26:44.075Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/3b/66777e39d3ae1ddc77ee606be4ec6d8cbd4c801f65e5a1b6f2b11b8346dd/charset_normalizer-3.4.7-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:f496c9c3cc02230093d8330875c4c3cdfc3b73612a5fd921c65d39cbcef08063", size = 309627, upload-time = "2026-04-02T09:26:45.198Z" },
-    { url = "https://files.pythonhosted.org/packages/2e/4e/b7f84e617b4854ade48a1b7915c8ccfadeba444d2a18c291f696e37f0d3b/charset_normalizer-3.4.7-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ea948db76d31190bf08bd371623927ee1339d5f2a0b4b1b4a4439a65298703c", size = 207008, upload-time = "2026-04-02T09:26:46.824Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/bb/ec73c0257c9e11b268f018f068f5d00aa0ef8c8b09f7753ebd5f2880e248/charset_normalizer-3.4.7-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a277ab8928b9f299723bc1a2dabb1265911b1a76341f90a510368ca44ad9ab66", size = 228303, upload-time = "2026-04-02T09:26:48.397Z" },
-    { url = "https://files.pythonhosted.org/packages/85/fb/32d1f5033484494619f701e719429c69b766bfc4dbc61aa9e9c8c166528b/charset_normalizer-3.4.7-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:3bec022aec2c514d9cf199522a802bd007cd588ab17ab2525f20f9c34d067c18", size = 224282, upload-time = "2026-04-02T09:26:49.684Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/07/330e3a0dda4c404d6da83b327270906e9654a24f6c546dc886a0eb0ffb23/charset_normalizer-3.4.7-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e044c39e41b92c845bc815e5ae4230804e8e7bc29e399b0437d64222d92809dd", size = 215595, upload-time = "2026-04-02T09:26:50.915Z" },
-    { url = "https://files.pythonhosted.org/packages/e3/7c/fc890655786e423f02556e0216d4b8c6bcb6bdfa890160dc66bf52dee468/charset_normalizer-3.4.7-cp313-cp313-manylinux_2_31_armv7l.whl", hash = "sha256:f495a1652cf3fbab2eb0639776dad966c2fb874d79d87ca07f9d5f059b8bd215", size = 201986, upload-time = "2026-04-02T09:26:52.197Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/97/bfb18b3db2aed3b90cf54dc292ad79fdd5ad65c4eae454099475cbeadd0d/charset_normalizer-3.4.7-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e712b419df8ba5e42b226c510472b37bd57b38e897d3eca5e8cfd410a29fa859", size = 211711, upload-time = "2026-04-02T09:26:53.49Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/a5/a581c13798546a7fd557c82614a5c65a13df2157e9ad6373166d2a3e645d/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:7804338df6fcc08105c7745f1502ba68d900f45fd770d5bdd5288ddccb8a42d8", size = 210036, upload-time = "2026-04-02T09:26:54.975Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/bf/b3ab5bcb478e4193d517644b0fb2bf5497fbceeaa7a1bc0f4d5b50953861/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:481551899c856c704d58119b5025793fa6730adda3571971af568f66d2424bb5", size = 202998, upload-time = "2026-04-02T09:26:56.303Z" },
-    { url = "https://files.pythonhosted.org/packages/e7/4e/23efd79b65d314fa320ec6017b4b5834d5c12a58ba4610aa353af2e2f577/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:f59099f9b66f0d7145115e6f80dd8b1d847176df89b234a5a6b3f00437aa0832", size = 230056, upload-time = "2026-04-02T09:26:57.554Z" },
-    { url = "https://files.pythonhosted.org/packages/b9/9f/1e1941bc3f0e01df116e68dc37a55c4d249df5e6fa77f008841aef68264f/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:f59ad4c0e8f6bba240a9bb85504faa1ab438237199d4cce5f622761507b8f6a6", size = 211537, upload-time = "2026-04-02T09:26:58.843Z" },
-    { url = "https://files.pythonhosted.org/packages/80/0f/088cbb3020d44428964a6c97fe1edfb1b9550396bf6d278330281e8b709c/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:3dedcc22d73ec993f42055eff4fcfed9318d1eeb9a6606c55892a26964964e48", size = 226176, upload-time = "2026-04-02T09:27:00.437Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/9f/130394f9bbe06f4f63e22641d32fc9b202b7e251c9aef4db044324dac493/charset_normalizer-3.4.7-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:64f02c6841d7d83f832cd97ccf8eb8a906d06eb95d5276069175c696b024b60a", size = 217723, upload-time = "2026-04-02T09:27:02.021Z" },
-    { url = "https://files.pythonhosted.org/packages/73/55/c469897448a06e49f8fa03f6caae97074fde823f432a98f979cc42b90e69/charset_normalizer-3.4.7-cp313-cp313-win32.whl", hash = "sha256:4042d5c8f957e15221d423ba781e85d553722fc4113f523f2feb7b188cc34c5e", size = 148085, upload-time = "2026-04-02T09:27:03.192Z" },
-    { url = "https://files.pythonhosted.org/packages/5d/78/1b74c5bbb3f99b77a1715c91b3e0b5bdb6fe302d95ace4f5b1bec37b0167/charset_normalizer-3.4.7-cp313-cp313-win_amd64.whl", hash = "sha256:3946fa46a0cf3e4c8cb1cc52f56bb536310d34f25f01ca9b6c16afa767dab110", size = 158819, upload-time = "2026-04-02T09:27:04.454Z" },
-    { url = "https://files.pythonhosted.org/packages/68/86/46bd42279d323deb8687c4a5a811fd548cb7d1de10cf6535d099877a9a9f/charset_normalizer-3.4.7-cp313-cp313-win_arm64.whl", hash = "sha256:80d04837f55fc81da168b98de4f4b797ef007fc8a79ab71c6ec9bc4dd662b15b", size = 147915, upload-time = "2026-04-02T09:27:05.971Z" },
-    { url = "https://files.pythonhosted.org/packages/97/c8/c67cb8c70e19ef1960b97b22ed2a1567711de46c4ddf19799923adc836c2/charset_normalizer-3.4.7-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:c36c333c39be2dbca264d7803333c896ab8fa7d4d6f0ab7edb7dfd7aea6e98c0", size = 309234, upload-time = "2026-04-02T09:27:07.194Z" },
-    { url = "https://files.pythonhosted.org/packages/99/85/c091fdee33f20de70d6c8b522743b6f831a2f1cd3ff86de4c6a827c48a76/charset_normalizer-3.4.7-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c2aed2e5e41f24ea8ef1590b8e848a79b56f3a5564a65ceec43c9d692dc7d8a", size = 208042, upload-time = "2026-04-02T09:27:08.749Z" },
-    { url = "https://files.pythonhosted.org/packages/87/1c/ab2ce611b984d2fd5d86a5a8a19c1ae26acac6bad967da4967562c75114d/charset_normalizer-3.4.7-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:54523e136b8948060c0fa0bc7b1b50c32c186f2fceee897a495406bb6e311d2b", size = 228706, upload-time = "2026-04-02T09:27:09.951Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/29/2b1d2cb00bf085f59d29eb773ce58ec2d325430f8c216804a0a5cd83cbca/charset_normalizer-3.4.7-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:715479b9a2802ecac752a3b0efa2b0b60285cf962ee38414211abdfccc233b41", size = 224727, upload-time = "2026-04-02T09:27:11.175Z" },
-    { url = "https://files.pythonhosted.org/packages/47/5c/032c2d5a07fe4d4855fea851209cca2b6f03ebeb6d4e3afdb3358386a684/charset_normalizer-3.4.7-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bd6c2a1c7573c64738d716488d2cdd3c00e340e4835707d8fdb8dc1a66ef164e", size = 215882, upload-time = "2026-04-02T09:27:12.446Z" },
-    { url = "https://files.pythonhosted.org/packages/2c/c2/356065d5a8b78ed04499cae5f339f091946a6a74f91e03476c33f0ab7100/charset_normalizer-3.4.7-cp314-cp314-manylinux_2_31_armv7l.whl", hash = "sha256:c45e9440fb78f8ddabcf714b68f936737a121355bf59f3907f4e17721b9d1aae", size = 200860, upload-time = "2026-04-02T09:27:13.721Z" },
-    { url = "https://files.pythonhosted.org/packages/0c/cd/a32a84217ced5039f53b29f460962abb2d4420def55afabe45b1c3c7483d/charset_normalizer-3.4.7-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:3534e7dcbdcf757da6b85a0bbf5b6868786d5982dd959b065e65481644817a18", size = 211564, upload-time = "2026-04-02T09:27:15.272Z" },
-    { url = "https://files.pythonhosted.org/packages/44/86/58e6f13ce26cc3b8f4a36b94a0f22ae2f00a72534520f4ae6857c4b81f89/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e8ac484bf18ce6975760921bb6148041faa8fef0547200386ea0b52b5d27bf7b", size = 211276, upload-time = "2026-04-02T09:27:16.834Z" },
-    { url = "https://files.pythonhosted.org/packages/8f/fe/d17c32dc72e17e155e06883efa84514ca375f8a528ba2546bee73fc4df81/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:a5fe03b42827c13cdccd08e6c0247b6a6d4b5e3cdc53fd1749f5896adcdc2356", size = 201238, upload-time = "2026-04-02T09:27:18.229Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/29/f33daa50b06525a237451cdb6c69da366c381a3dadcd833fa5676bc468b3/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:2d6eb928e13016cea4f1f21d1e10c1cebd5a421bc57ddf5b1142ae3f86824fab", size = 230189, upload-time = "2026-04-02T09:27:19.445Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/6e/52c84015394a6a0bdcd435210a7e944c5f94ea1055f5cc5d56c5fe368e7b/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:e74327fb75de8986940def6e8dee4f127cc9752bee7355bb323cc5b2659b6d46", size = 211352, upload-time = "2026-04-02T09:27:20.79Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/d7/4353be581b373033fb9198bf1da3cf8f09c1082561e8e922aa7b39bf9fe8/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:d6038d37043bced98a66e68d3aa2b6a35505dc01328cd65217cefe82f25def44", size = 227024, upload-time = "2026-04-02T09:27:22.063Z" },
-    { url = "https://files.pythonhosted.org/packages/30/45/99d18aa925bd1740098ccd3060e238e21115fffbfdcb8f3ece837d0ace6c/charset_normalizer-3.4.7-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:7579e913a5339fb8fa133f6bbcfd8e6749696206cf05acdbdca71a1b436d8e72", size = 217869, upload-time = "2026-04-02T09:27:23.486Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/05/5ee478aa53f4bb7996482153d4bfe1b89e0f087f0ab6b294fcf92d595873/charset_normalizer-3.4.7-cp314-cp314-win32.whl", hash = "sha256:5b77459df20e08151cd6f8b9ef8ef1f961ef73d85c21a555c7eed5b79410ec10", size = 148541, upload-time = "2026-04-02T09:27:25.146Z" },
-    { url = "https://files.pythonhosted.org/packages/48/77/72dcb0921b2ce86420b2d79d454c7022bf5be40202a2a07906b9f2a35c97/charset_normalizer-3.4.7-cp314-cp314-win_amd64.whl", hash = "sha256:92a0a01ead5e668468e952e4238cccd7c537364eb7d851ab144ab6627dbbe12f", size = 159634, upload-time = "2026-04-02T09:27:26.642Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/a3/c2369911cd72f02386e4e340770f6e158c7980267da16af8f668217abaa0/charset_normalizer-3.4.7-cp314-cp314-win_arm64.whl", hash = "sha256:67f6279d125ca0046a7fd386d01b311c6363844deac3e5b069b514ba3e63c246", size = 148384, upload-time = "2026-04-02T09:27:28.271Z" },
-    { url = "https://files.pythonhosted.org/packages/94/09/7e8a7f73d24dba1f0035fbbf014d2c36828fc1bf9c88f84093e57d315935/charset_normalizer-3.4.7-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:effc3f449787117233702311a1b7d8f59cba9ced946ba727bdc329ec69028e24", size = 330133, upload-time = "2026-04-02T09:27:29.474Z" },
-    { url = "https://files.pythonhosted.org/packages/8d/da/96975ddb11f8e977f706f45cddd8540fd8242f71ecdb5d18a80723dcf62c/charset_normalizer-3.4.7-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:fbccdc05410c9ee21bbf16a35f4c1d16123dcdeb8a1d38f33654fa21d0234f79", size = 216257, upload-time = "2026-04-02T09:27:30.793Z" },
-    { url = "https://files.pythonhosted.org/packages/e5/e8/1d63bf8ef2d388e95c64b2098f45f84758f6d102a087552da1485912637b/charset_normalizer-3.4.7-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:733784b6d6def852c814bce5f318d25da2ee65dd4839a0718641c696e09a2960", size = 234851, upload-time = "2026-04-02T09:27:32.44Z" },
-    { url = "https://files.pythonhosted.org/packages/9b/40/e5ff04233e70da2681fa43969ad6f66ca5611d7e669be0246c4c7aaf6dc8/charset_normalizer-3.4.7-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:a89c23ef8d2c6b27fd200a42aa4ac72786e7c60d40efdc76e6011260b6e949c4", size = 233393, upload-time = "2026-04-02T09:27:34.03Z" },
-    { url = "https://files.pythonhosted.org/packages/be/c1/06c6c49d5a5450f76899992f1ee40b41d076aee9279b49cf9974d2f313d5/charset_normalizer-3.4.7-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6c114670c45346afedc0d947faf3c7f701051d2518b943679c8ff88befe14f8e", size = 223251, upload-time = "2026-04-02T09:27:35.369Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/9f/f2ff16fb050946169e3e1f82134d107e5d4ae72647ec8a1b1446c148480f/charset_normalizer-3.4.7-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:a180c5e59792af262bf263b21a3c49353f25945d8d9f70628e73de370d55e1e1", size = 206609, upload-time = "2026-04-02T09:27:36.661Z" },
-    { url = "https://files.pythonhosted.org/packages/69/d5/a527c0cd8d64d2eab7459784fb4169a0ac76e5a6fc5237337982fd61347e/charset_normalizer-3.4.7-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:3c9a494bc5ec77d43cea229c4f6db1e4d8fe7e1bbffa8b6f0f0032430ff8ab44", size = 220014, upload-time = "2026-04-02T09:27:38.019Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/80/8a7b8104a3e203074dc9aa2c613d4b726c0e136bad1cc734594b02867972/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:8d828b6667a32a728a1ad1d93957cdf37489c57b97ae6c4de2860fa749b8fc1e", size = 218979, upload-time = "2026-04-02T09:27:39.37Z" },
-    { url = "https://files.pythonhosted.org/packages/02/9a/b759b503d507f375b2b5c153e4d2ee0a75aa215b7f2489cf314f4541f2c0/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:cf1493cd8607bec4d8a7b9b004e699fcf8f9103a9284cc94962cb73d20f9d4a3", size = 209238, upload-time = "2026-04-02T09:27:40.722Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/4e/0f3f5d47b86bdb79256e7290b26ac847a2832d9a4033f7eb2cd4bcf4bb5b/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:0c96c3b819b5c3e9e165495db84d41914d6894d55181d2d108cc1a69bfc9cce0", size = 236110, upload-time = "2026-04-02T09:27:42.33Z" },
-    { url = "https://files.pythonhosted.org/packages/96/23/bce28734eb3ed2c91dcf93abeb8a5cf393a7b2749725030bb630e554fdd8/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:752a45dc4a6934060b3b0dab47e04edc3326575f82be64bc4fc293914566503e", size = 219824, upload-time = "2026-04-02T09:27:43.924Z" },
-    { url = "https://files.pythonhosted.org/packages/2c/6f/6e897c6984cc4d41af319b077f2f600fc8214eb2fe2d6bcb79141b882400/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:8778f0c7a52e56f75d12dae53ae320fae900a8b9b4164b981b9c5ce059cd1fcb", size = 233103, upload-time = "2026-04-02T09:27:45.348Z" },
-    { url = "https://files.pythonhosted.org/packages/76/22/ef7bd0fe480a0ae9b656189ec00744b60933f68b4f42a7bb06589f6f576a/charset_normalizer-3.4.7-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ce3412fbe1e31eb81ea42f4169ed94861c56e643189e1e75f0041f3fe7020abe", size = 225194, upload-time = "2026-04-02T09:27:46.706Z" },
-    { url = "https://files.pythonhosted.org/packages/c5/a7/0e0ab3e0b5bc1219bd80a6a0d4d72ca74d9250cb2382b7c699c147e06017/charset_normalizer-3.4.7-cp314-cp314t-win32.whl", hash = "sha256:c03a41a8784091e67a39648f70c5f97b5b6a37f216896d44d2cdcb82615339a0", size = 159827, upload-time = "2026-04-02T09:27:48.053Z" },
-    { url = "https://files.pythonhosted.org/packages/7a/1d/29d32e0fb40864b1f878c7f5a0b343ae676c6e2b271a2d55cc3a152391da/charset_normalizer-3.4.7-cp314-cp314t-win_amd64.whl", hash = "sha256:03853ed82eeebbce3c2abfdbc98c96dc205f32a79627688ac9a27370ea61a49c", size = 174168, upload-time = "2026-04-02T09:27:49.795Z" },
-    { url = "https://files.pythonhosted.org/packages/de/32/d92444ad05c7a6e41fb2036749777c163baf7a0301a040cb672d6b2b1ae9/charset_normalizer-3.4.7-cp314-cp314t-win_arm64.whl", hash = "sha256:c35abb8bfff0185efac5878da64c45dafd2b37fb0383add1be155a763c1f083d", size = 153018, upload-time = "2026-04-02T09:27:51.116Z" },
-    { url = "https://files.pythonhosted.org/packages/db/8f/61959034484a4a7c527811f4721e75d02d653a35afb0b6054474d8185d4c/charset_normalizer-3.4.7-py3-none-any.whl", hash = "sha256:3dce51d0f5e7951f8bb4900c257dad282f49190fdbebecd4ba99bcc41fef404d", size = 61958, upload-time = "2026-04-02T09:28:37.794Z" },
+version = "3.4.9"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/bd/2a/23f34ec9d04624958e137efdc394888716353190e75f25dd22c7a2c7a8aa/charset_normalizer-3.4.9.tar.gz", hash = "sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b", size = 152439, upload-time = "2026-07-07T14:34:58.454Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/70/4a/ecbd131485c07fcdfad54e28946d513e3da22ef3b4bd854dcafae54ec739/charset_normalizer-3.4.9-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0", size = 319300, upload-time = "2026-07-07T14:33:15.666Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/96/5d9364e3342d69f3a045e1777bc47c85c383e6e9466d561b33fdb419d1f9/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9", size = 215802, upload-time = "2026-07-07T14:33:17.031Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/4c/5361f9aa7f2cb58d94f2ab831b3d493f69efb1d239654b4744e3c09527cb/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44", size = 237171, upload-time = "2026-07-07T14:33:18.576Z" },
+    { url = "https://files.pythonhosted.org/packages/50/78/ce342ca4ff30b2eb49fe6d9578df85974f90c67d294113e94efdd9664cbd/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9", size = 233075, upload-time = "2026-07-07T14:33:20.084Z" },
+    { url = "https://files.pythonhosted.org/packages/01/c4/4fa4c8b3097a11f3c5f09a35b72ed6855fb1d332469504962ab7bafcc702/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd", size = 224256, upload-time = "2026-07-07T14:33:21.747Z" },
+    { url = "https://files.pythonhosted.org/packages/87/3a/ad914516df7e358a81aae018caa5e0470ba827fa6d763b1d2e87d920a5f6/charset_normalizer-3.4.9-cp312-cp312-manylinux_2_31_armv7l.whl", hash = "sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84", size = 208784, upload-time = "2026-07-07T14:33:23.313Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/74/3c12f9755717dfe5c5c87da63f35d765fa0c00382ec26bf23f7fae34f2ba/charset_normalizer-3.4.9-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b", size = 219928, upload-time = "2026-07-07T14:33:24.814Z" },
+    { url = "https://files.pythonhosted.org/packages/33/9a/895095b83e7907abd6d3d99aad3a38ad0d9686cc186cb0c94c24320fe63e/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde", size = 218489, upload-time = "2026-07-07T14:33:26.42Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/34/ef5c05f412f42520d7709b7d3784d19640839eb7366ded1755511585429f/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39", size = 210267, upload-time = "2026-07-07T14:33:27.952Z" },
+    { url = "https://files.pythonhosted.org/packages/83/dc/9b29fa4412b318bf3bfea985c35d67eb55e04b59a7c3f2237168b0e0be6f/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62", size = 226030, upload-time = "2026-07-07T14:33:29.397Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/42/6dbc00b8cd16011691203e33570fa42ed5746599a2e878112d16eab403a3/charset_normalizer-3.4.9-cp312-cp312-win32.whl", hash = "sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642", size = 151185, upload-time = "2026-07-07T14:33:30.781Z" },
+    { url = "https://files.pythonhosted.org/packages/80/cc/f920afd1a23c58ccd53c1d36085a71893a4737ff5e66e0371efab6809850/charset_normalizer-3.4.9-cp312-cp312-win_amd64.whl", hash = "sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0", size = 162557, upload-time = "2026-07-07T14:33:32.176Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/e6/0386d43a261ff4e4b30c5857af7df877254b46bec7b9d1b74b6bf969a90b/charset_normalizer-3.4.9-cp312-cp312-win_arm64.whl", hash = "sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2", size = 152665, upload-time = "2026-07-07T14:33:33.711Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/06/97ec2aeae780b31d742b6352218b43841a6871e2564578ca522dce4a45c3/charset_normalizer-3.4.9-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614", size = 317688, upload-time = "2026-07-07T14:33:35.408Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/39/8ff066c672434225f8d25f8b739f992af250944392173dcc88362681c9bf/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698", size = 214982, upload-time = "2026-07-07T14:33:36.996Z" },
+    { url = "https://files.pythonhosted.org/packages/92/8f/3a47a3667c83c2df9483d91644c6c107de3bf8874aa1793da9d3012eb986/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b", size = 236460, upload-time = "2026-07-07T14:33:38.536Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/60/b22cdbee7e4013dab8b0d7647fc6181120fbbbc8f7025c226d15bd5a47fc/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9", size = 232003, upload-time = "2026-07-07T14:33:40.059Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/f8/72eb13dcabe7257035cea8aefd922caad2f110d252bf9f67c4c2ca763aee/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33", size = 223149, upload-time = "2026-07-07T14:33:41.631Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/3e/faee8f9de92b14ee1198e9163252bb15efee7301b31256a3b6d9ebfdd0dd/charset_normalizer-3.4.9-cp313-cp313-manylinux_2_31_armv7l.whl", hash = "sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63", size = 207901, upload-time = "2026-07-07T14:33:43.209Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/25/45f30093ae27dd7b92a793b61882a38685f993700113ca36e0c9c14965e1/charset_normalizer-3.4.9-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0", size = 219176, upload-time = "2026-07-07T14:33:44.725Z" },
+    { url = "https://files.pythonhosted.org/packages/48/18/c8f397329c35e32f6a837e488986f4ae03bd2abebc453b48714991630c2f/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe", size = 217356, upload-time = "2026-07-07T14:33:46.192Z" },
+    { url = "https://files.pythonhosted.org/packages/86/7e/5ce0bba863470fd1902d5e5843968951bddf38abe4742fc97116ef4598b3/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35", size = 209614, upload-time = "2026-07-07T14:33:47.705Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/ef/2473d3c4d869155be4af1191111d59c4d5c4e0173026f7e85b176e23bf65/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8", size = 224991, upload-time = "2026-07-07T14:33:49.238Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/a3/53ddae3db108a088156aa8ddfafd411ebbc1340f48c5573f697b27f69a39/charset_normalizer-3.4.9-cp313-cp313-win32.whl", hash = "sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9", size = 150622, upload-time = "2026-07-07T14:33:50.711Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/ef/6953a77c7cf2c2ff9998e6f575ab3e380119f100223381565a4f94c1f836/charset_normalizer-3.4.9-cp313-cp313-win_amd64.whl", hash = "sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115", size = 161947, upload-time = "2026-07-07T14:33:52.197Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/fb/d560d1d1555debbfe7849d9cac6145c1b537709d79576bf22557ed803b82/charset_normalizer-3.4.9-cp313-cp313-win_arm64.whl", hash = "sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012", size = 152594, upload-time = "2026-07-07T14:33:53.486Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/8d/496817fa0944239ecae662dd57ea765cfeaec6a735f9f025d4b7b72e7143/charset_normalizer-3.4.9-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380", size = 317253, upload-time = "2026-07-07T14:33:54.994Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/f9/ef4a69ea338ad3c0deceea0f5f7d2380ae8b52132b06d652cb0d2cd86706/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9", size = 215898, upload-time = "2026-07-07T14:33:56.334Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/e7/5ddfd76fc061eb52de219658a4aa431cbacadf0a0219c8854f00da50d289/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4", size = 236718, upload-time = "2026-07-07T14:33:57.9Z" },
+    { url = "https://files.pythonhosted.org/packages/49/ba/768fa3f36048d81c477a0ce61f813bc1454d80917ccfe550abd9f44f5e24/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a", size = 232519, upload-time = "2026-07-07T14:33:59.811Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/c4/b3e049d2aa3766180c78507110543d9d50894cc97f57de543f1be521dcdc/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046", size = 223143, upload-time = "2026-07-07T14:34:01.517Z" },
+    { url = "https://files.pythonhosted.org/packages/19/79/55c32d06d76ae4feafe053f061f3e3ab70bcf19f4007797ce8c3efda7830/charset_normalizer-3.4.9-cp314-cp314-manylinux_2_31_armv7l.whl", hash = "sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81", size = 206742, upload-time = "2026-07-07T14:34:03.04Z" },
+    { url = "https://files.pythonhosted.org/packages/10/e0/47c079dd82d217c807479cd59ffd30af56307ea31c108b75758970459ad3/charset_normalizer-3.4.9-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917", size = 219191, upload-time = "2026-07-07T14:34:04.657Z" },
+    { url = "https://files.pythonhosted.org/packages/42/ab/b9bc2e77d6b44a7e46ef62ec5cac1c9a6ba7b9135a5d560f002696ec9995/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41", size = 218328, upload-time = "2026-07-07T14:34:06.115Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/78/c9c71d599f5aa2d42bcdd35cbbd46d7f535351a57e40ff7d8e5a7e219401/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1", size = 207406, upload-time = "2026-07-07T14:34:07.554Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/39/c914445c321a845097ce4f6ac7de9a18228a77b766272125a1ce00d851eb/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf", size = 225157, upload-time = "2026-07-07T14:34:09.061Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/f2/c0d4b8508565a36bc5c624e88ed297f5b0b1095011034d7f5b83a69908b5/charset_normalizer-3.4.9-cp314-cp314-win32.whl", hash = "sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48", size = 151095, upload-time = "2026-07-07T14:34:10.901Z" },
+    { url = "https://files.pythonhosted.org/packages/49/fd/a1d26144398c67486422a72bf5812cda22cb4ccfcd95a290fb41ceb4b8e2/charset_normalizer-3.4.9-cp314-cp314-win_amd64.whl", hash = "sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b", size = 162796, upload-time = "2026-07-07T14:34:12.47Z" },
+    { url = "https://files.pythonhosted.org/packages/20/95/d75e82f8ce9fd323ebf059c16c9aadefb22a1ecde13b7840b35835e4886c/charset_normalizer-3.4.9-cp314-cp314-win_arm64.whl", hash = "sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519", size = 153334, upload-time = "2026-07-07T14:34:14.044Z" },
+    { url = "https://files.pythonhosted.org/packages/00/5e/17398df3a139985ba9d11ed072531986f408c8fca952835ef1ab1820c02b/charset_normalizer-3.4.9-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198", size = 338848, upload-time = "2026-07-07T14:34:15.688Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/91/7253a32e86b7e1d1239b1b36ba6dd0f021a21107ab33054b53119cc083b9/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32", size = 223022, upload-time = "2026-07-07T14:34:17.248Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/32/2e64bd2be10e89c61e57ebe6a93fd98ae88eb7ebe414b5121f22c96c69eb/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632", size = 241590, upload-time = "2026-07-07T14:34:18.813Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/ef/d96ec496cfea0c21db43b0ad03891308b02388d054cc902cf0e5a1ad6a88/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf", size = 239584, upload-time = "2026-07-07T14:34:20.52Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/ce/9af95f7876194bd7a14e3dfe4a4de2e0bff02666a3910d72beafd06cc297/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990", size = 230224, upload-time = "2026-07-07T14:34:22.189Z" },
+    { url = "https://files.pythonhosted.org/packages/52/94/af74dde74a3996bd959c350709bfe50e297823d70a8c1cbd54b838880863/charset_normalizer-3.4.9-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d", size = 212667, upload-time = "2026-07-07T14:34:23.857Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/f0/f1c4fe746c395922961b5916ed1d7d6e7d4c84851d19ed43cc89980ec953/charset_normalizer-3.4.9-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e", size = 227179, upload-time = "2026-07-07T14:34:25.586Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/56/6c745619ac397e8871e2bcd3cea1eec86b877488f33888b3aef5c3ed506e/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c", size = 225372, upload-time = "2026-07-07T14:34:27.212Z" },
+    { url = "https://files.pythonhosted.org/packages/78/ad/98aae8630ac71f16711968e38a5acfecce41b778bf2f0312851020f565a8/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2", size = 215222, upload-time = "2026-07-07T14:34:28.774Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/40/9593d54209765207a7f11073c06494c1721e4ca4a0a426c597679bf7f91e/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534", size = 231958, upload-time = "2026-07-07T14:34:30.345Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/27/693ee5e8a18191eb38647360c51cd505013e2bd3b366aa43fd5344c21e3c/charset_normalizer-3.4.9-cp314-cp314t-win32.whl", hash = "sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226", size = 155580, upload-time = "2026-07-07T14:34:31.884Z" },
+    { url = "https://files.pythonhosted.org/packages/80/3f/bd97d3d9c613013d07cb7733d299385b41df37f0471310f5a73dc359f0b8/charset_normalizer-3.4.9-cp314-cp314t-win_amd64.whl", hash = "sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177", size = 167620, upload-time = "2026-07-07T14:34:33.438Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/c6/eee9dca4439b1061f76373f06ea855678cc4a64c1c3c90b50e479edbb8eb/charset_normalizer-3.4.9-cp314-cp314t-win_arm64.whl", hash = "sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501", size = 158037, upload-time = "2026-07-07T14:34:35.018Z" },
+    { url = "https://files.pythonhosted.org/packages/98/2b/f97f1c193fb855c345d678f5077d6926034db0722df74c8f057020e05a25/charset_normalizer-3.4.9-py3-none-any.whl", hash = "sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5", size = 64538, upload-time = "2026-07-07T14:34:56.993Z" },
 ]
 
 [[package]]
@@ -274,71 +262,71 @@ wheels = [
 
 [[package]]
 name = "coverage"
-version = "7.14.3"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b4/91/0a7c28934e50d8ac9a7b117712d176f2953c3170bccced5eaacfa3e96175/coverage-7.14.3.tar.gz", hash = "sha256:1a7563a443f3d53fdeb040ec8c9f7466aed7ca3dc5891aa09d3ca3625fa4387f", size = 924398, upload-time = "2026-06-22T23:10:25.584Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/bd/b0/8a911f6ffe6974dac4df95b468ab9a2899d0e59f0f99a489afeec39f00bc/coverage-7.14.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3d74ff26299c4879ce3a4d826f9d3d4d556fd285fde7bbce3c0ef5a8ab1cec24", size = 220672, upload-time = "2026-06-22T23:08:26.621Z" },
-    { url = "https://files.pythonhosted.org/packages/36/16/0fc0cb52538783dbbae0934b834f5a58fd5354380ee6cad4a07b15dc845d/coverage-7.14.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:96150a9cf3468ea20f0bc5d0e21b3df8972c31480ef90fa7614b773cc6429665", size = 221035, upload-time = "2026-06-22T23:08:28.372Z" },
-    { url = "https://files.pythonhosted.org/packages/77/e2/421ccfbb48335ac49e93301478cf5d623b0c2bf1c0cadd8e2b2fc6c0c710/coverage-7.14.3-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:27d07a46500ba23515b838dbcf52512026af04090755cf6cc64166d88c9b9a1a", size = 252540, upload-time = "2026-06-22T23:08:30.226Z" },
-    { url = "https://files.pythonhosted.org/packages/06/c2/05b8c890097c61a7f4406b35396b997a635200ded0339eda83dfbe526c5f/coverage-7.14.3-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:621e13c6108234d7960aaf5762ab5c3c00f33c30c15af06dcbff0c73bf112727", size = 255274, upload-time = "2026-06-22T23:08:31.876Z" },
-    { url = "https://files.pythonhosted.org/packages/dc/be/b6d9efe447f8ba3c3c854195f326bd64c54b907d936cd2fdebf8767ec72e/coverage-7.14.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4b60ca6d8af70473491a15a343cbabab2e8f9ea66a4376e81c7aa24876a6f977", size = 256389, upload-time = "2026-06-22T23:08:33.843Z" },
-    { url = "https://files.pythonhosted.org/packages/d4/3c/f26e50acc429e608bc534ac06f0a3c169019c798178ec5e9de3dbc0df9c9/coverage-7.14.3-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c90a7cdd5e380e1ce02f19792e2ac2fbfbf177e35a27e69fd3e873b30d895c0c", size = 258648, upload-time = "2026-06-22T23:08:35.481Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/a2/01c1fabf816c8e1dae197e258edf878a3d3ddc86fbda34b76e5794277d8f/coverage-7.14.3-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:5d788e5fd55347eef06ca0732c77d04a264de67e8ff24631270cdff3767a60cf", size = 252949, upload-time = "2026-06-22T23:08:37.562Z" },
-    { url = "https://files.pythonhosted.org/packages/89/c6/941166dd79c31fd44a13063780ae8d552eee0089a0a0930b9bdb7df554ed/coverage-7.14.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:62c7f79db2851c95ef020e5d28b97afde3daf9f7febcd35b53e05638f729063f", size = 254310, upload-time = "2026-06-22T23:08:39.174Z" },
-    { url = "https://files.pythonhosted.org/packages/10/31/80b1fd028201a961033ce95be3cd1e39e521b3762e6b4a1ac1616cb291e7/coverage-7.14.3-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:90f7608aeb5d9b60b523b9fb2a4ee1973867cc4865a3f26fe6c7577073b70205", size = 252453, upload-time = "2026-06-22T23:08:40.84Z" },
-    { url = "https://files.pythonhosted.org/packages/5f/85/c3d9addd94c4b524f3f4af0232075f5fe7170ce99a1386edff803e5934db/coverage-7.14.3-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:1e3b91f9c4740aeb571ecf82e5e8d8e4ab62d34fcb5a5d4e5baa38c6f7d2857c", size = 256522, upload-time = "2026-06-22T23:08:42.494Z" },
-    { url = "https://files.pythonhosted.org/packages/91/14/e5a0575f73795af3a7a9ae13dadf812e17d32422896839987dc3f86947e1/coverage-7.14.3-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:c946099774a7699de03cbd0ff0a64e21aed4525eed9d959adde4afe6d15758ef", size = 252023, upload-time = "2026-06-22T23:08:44.243Z" },
-    { url = "https://files.pythonhosted.org/packages/38/9b/9652ee531937ce3b8a63a8896885b2b4a2d56adc30e53c9540c666286d88/coverage-7.14.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:16b206e521feb8b7133a45754643dead0538489cf8b783b90cf5f4e3299625fd", size = 253893, upload-time = "2026-06-22T23:08:46.113Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/05/42678841c8c38e4b08bdfc48269f5a16dfbf5806000fe6a89b4cece3c691/coverage-7.14.3-cp312-cp312-win32.whl", hash = "sha256:ea3169c7116eb6cdf7608c6c7da9ecfcb3da40688e3a510fac2d1d2bafd6dc35", size = 222734, upload-time = "2026-06-22T23:08:47.858Z" },
-    { url = "https://files.pythonhosted.org/packages/df/87/07a4fcee55177a25f1b52331a8e92cf4f2c53b1a9c75ce2981fd59c684ad/coverage-7.14.3-cp312-cp312-win_amd64.whl", hash = "sha256:7ea52fc08f007bcc494d4bb3df3851e95843d881860ba38fe2c64dc100db5e7d", size = 223266, upload-time = "2026-06-22T23:08:49.494Z" },
-    { url = "https://files.pythonhosted.org/packages/aa/34/2b8b66a989282ea7b370beb49f50bab29470dc30bb0b03935b6b802782f7/coverage-7.14.3-cp312-cp312-win_arm64.whl", hash = "sha256:8cec0ad652ec57790970d817490105bd917d783c2f7b38d6b58a0ca312e1a336", size = 222655, upload-time = "2026-06-22T23:08:51.766Z" },
-    { url = "https://files.pythonhosted.org/packages/a9/83/7fefbf5df23ed2b7f489907564a7b34b9b07098128e12e0fdfa92626e456/coverage-7.14.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:47968988b367990ae4ab17523790c38cd125e02c6bfd379b6022be2d40bdc38c", size = 220699, upload-time = "2026-06-22T23:08:53.522Z" },
-    { url = "https://files.pythonhosted.org/packages/31/e6/38c3653ff6d56d704b29241362387ca824e38e15b76fdcb7096538195790/coverage-7.14.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0ee68f5c34812780f3a7063382c0a9fcbb99985b7ddcdcaa626e4f3fb2e0783a", size = 221068, upload-time = "2026-06-22T23:08:55.571Z" },
-    { url = "https://files.pythonhosted.org/packages/20/86/4f5c45d51c5cd10a128933f0fd235393c9146abbfd2ce2dfa68b3267ead3/coverage-7.14.3-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:fa9e5c6857a7e80fa22ace5cf3550ae392bbfc322f1d8dd2d2d5a8be38cec027", size = 252060, upload-time = "2026-06-22T23:08:57.464Z" },
-    { url = "https://files.pythonhosted.org/packages/82/50/dfce42eff2cecabcd5a9bbad5489449c87db3415f408d23ffee417ce01f6/coverage-7.14.3-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:98a0859b0e98e43e1178a9402e19c8127766b14f7109a374d976e5a62c0e5c73", size = 254657, upload-time = "2026-06-22T23:08:59.453Z" },
-    { url = "https://files.pythonhosted.org/packages/ba/d2/639ceb1bc8038fd0d66768278d5dc22df3391918b8278c2a21aa2602a531/coverage-7.14.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:69918344541ed9c8368566c2adc03c0e33d4550d7faa87d1b35e49b6a3286ea9", size = 255892, upload-time = "2026-06-22T23:09:01.291Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/96/002094a10e113512500dc1e10430a449417e17b0f90f7d496bcb820208b7/coverage-7.14.3-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:b7f300ac92cd4b570724c8ffbbd0c130fee298d2447f41d5a3abf58976fae1de", size = 258026, upload-time = "2026-06-22T23:09:03.017Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/ec/286a5d2fad9c4bee59bd724feeb7d5bf8303c6c9200b51d1dd945a9c72b0/coverage-7.14.3-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:11a7ec9f97ab950f4c5af62229befc7faf208fdbc0116d3902d7e306cf2c5abd", size = 252285, upload-time = "2026-06-22T23:09:04.773Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/7d/a17753a0b12dd48d0d50f5fab079ad99d3be1eac790494d89f3a417ca0b9/coverage-7.14.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a571bd889cd36c5922ce8e42e059f9d37d02301531d11374afa4c87a578625d5", size = 254023, upload-time = "2026-06-22T23:09:06.513Z" },
-    { url = "https://files.pythonhosted.org/packages/86/ef/a76c6ceba6a2c313f905310abf2701d534cada22d372db11731831e9e209/coverage-7.14.3-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:de76caefc8deabb0dd1678b6a980be97d14c8d87e213ac194dbf8b09e96d63fb", size = 251989, upload-time = "2026-06-22T23:09:08.382Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/39/353013a75fec0fb49f7553519f9d52b4441e902e5178c93f38eb6c07cedb/coverage-7.14.3-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:d20a15c622194234161535459affa8f7905830391c9ccfa060d495dbfe3a1c7f", size = 256144, upload-time = "2026-06-22T23:09:10.369Z" },
-    { url = "https://files.pythonhosted.org/packages/29/0e/613878555d734def11c5b20a2701a15cb3781b9e9ea749da27c5f436e928/coverage-7.14.3-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:b488bd4b23397db62e7a9459129d01ff06a846582a732efd24834b24a6ada498", size = 251808, upload-time = "2026-06-22T23:09:12.057Z" },
-    { url = "https://files.pythonhosted.org/packages/af/76/359c058c9cfdcf1e8b107663881225b03b364a320017eda24a2a66e55102/coverage-7.14.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6a3693b4153394d265f44fb855fdc80e72403024d4d6f91c4871b334d028e4e0", size = 253579, upload-time = "2026-06-22T23:09:13.858Z" },
-    { url = "https://files.pythonhosted.org/packages/1d/d9/4ba2f060933a30ebe363cef9f67a365b0a317e580c0d5d9169d56a73ef1c/coverage-7.14.3-cp313-cp313-win32.whl", hash = "sha256:338b19131ab1a6b767b462bfcbaa692e7ae22f24463e39d49b02a83410ff6b37", size = 222741, upload-time = "2026-06-22T23:09:15.636Z" },
-    { url = "https://files.pythonhosted.org/packages/76/e8/196ebc25d8f34c06d43a6e9c8513c9266ef8dbf3b5672beb1a00cf5e29fa/coverage-7.14.3-cp313-cp313-win_amd64.whl", hash = "sha256:b3d77f7f196abdef7e01415de1bce09f216189e83e58159cfeef2b92d0464994", size = 223283, upload-time = "2026-06-22T23:09:17.478Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/af/51d2aac6417523a286f10fb25f09eb9518a84df9f1151e93ff6871f34849/coverage-7.14.3-cp313-cp313-win_arm64.whl", hash = "sha256:e6230e688c7c3e65cedd41a774eb4ec221adc6bfee13768231015b702d5e4150", size = 222678, upload-time = "2026-06-22T23:09:19.7Z" },
-    { url = "https://files.pythonhosted.org/packages/61/56/14e3b97facbfa1304dd19e676e26599ad359f04714bed32f7f1c5a88efdc/coverage-7.14.3-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:605ab2b566a22bd94834529d66d295c364aba84afd3e5498285c7a524017b1fc", size = 220741, upload-time = "2026-06-22T23:09:21.616Z" },
-    { url = "https://files.pythonhosted.org/packages/12/1d/db378b5cca433b90b893f26dab728b280ddd89f272a1fdfed4aeaa05c686/coverage-7.14.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:a3c2134809e80fac091bfed18a6991b5a5eb5df5ae32b17ac4f4f99864b73dd7", size = 221068, upload-time = "2026-06-22T23:09:23.452Z" },
-    { url = "https://files.pythonhosted.org/packages/47/f0/3f8421b20d9c4fcd39be9a8ca3c3fda8bc204b44efbd09fede153afd3e2f/coverage-7.14.3-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:c02efd507227bde9969cab0db8f48890eb3b5dcad6afac57a4792df4133543ce", size = 252117, upload-time = "2026-06-22T23:09:25.458Z" },
-    { url = "https://files.pythonhosted.org/packages/27/ca/59ea35fb99743549ec8b37eff141ece4431fea590c89e536ed8032ef45cf/coverage-7.14.3-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:1bb93c2aa61d2a5b38f1526546d95cf4132cb681e541a337bf8dfd092be816e5", size = 254622, upload-time = "2026-06-22T23:09:27.523Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/25/ec6de51ae7493b92a1cf74d1b763121c29636759167e2a593ba4db5881e4/coverage-7.14.3-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f502e948e03e866538048bba081c075caaa62e5bda6ea5b7432e45f587eb462a", size = 255968, upload-time = "2026-06-22T23:09:29.43Z" },
-    { url = "https://files.pythonhosted.org/packages/5d/05/c8bfc77823f42b4664fb25842f13b567022f6f84a4c83c8ecbb16734b7cb/coverage-7.14.3-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:9973ef2463f8e6cfb61a6324126bb3e17d67a85f22f58d856e583ea2e3ca6501", size = 258284, upload-time = "2026-06-22T23:09:31.397Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/15/1d1b242027124a32b26ef01f82018b8c4ef34ef174aa6aeba7b1eeef48e8/coverage-7.14.3-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9be4e7d4c5ca0427889f8f9d614bd630c2be741b1de7699bca3b2b6c0e41003e", size = 252143, upload-time = "2026-06-22T23:09:33.256Z" },
-    { url = "https://files.pythonhosted.org/packages/74/b6/d2a9842fd2a5d7d27f1ac851c043a734a494ad75402c5331db3da79ed691/coverage-7.14.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a574912f3bde4b0619f6e97d01aa590b70998859244793769eb3a6df78ee56d3", size = 253976, upload-time = "2026-06-22T23:09:35.351Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/30/e1600ddf7e226db5558bb5323d2186fff00f505c4b764643ec89ce5d8175/coverage-7.14.3-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:e343fb086c9cd780b38622fea7c369acd64c1a0724312149b5d769c387a2b1f5", size = 251942, upload-time = "2026-06-22T23:09:37.313Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/2c/9159de64f9dd648e324328d588a44cfab1e331eb5259ce1141afe2a92dfb/coverage-7.14.3-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:3c68df8e61f1e09633fefc7538297145623957a048534368c9d212782aa5e845", size = 256220, upload-time = "2026-06-22T23:09:39.165Z" },
-    { url = "https://files.pythonhosted.org/packages/91/67/b7f536cc2c124f48e91b22fbb741d2261f4e3d310faf6f76007f47566e5d/coverage-7.14.3-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:3e5b550a128419373c2f6cec28a244207013ef15f5cbcff6a5ca09d1dfaaf027", size = 251756, upload-time = "2026-06-22T23:09:41.056Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/ec/f3718038e2d4860c715a55428377ca7f6c75872caf98cabd982e1d76967d/coverage-7.14.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:2bfc4dd0a912329eccc7484a7d0b2a38032b38c40663b1e1ac595f10c457954b", size = 253413, upload-time = "2026-06-22T23:09:43.306Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/a5/91f11efeef89b3cc9b30461128db15b0511ef813ab889a7b7ab636b3a497/coverage-7.14.3-cp314-cp314-win32.whl", hash = "sha256:0423d64c013057a06e70f070f073cec4b0cbc7d2b27f3c7007292f2ff1d52965", size = 222946, upload-time = "2026-06-22T23:09:45.261Z" },
-    { url = "https://files.pythonhosted.org/packages/58/fd/98ac9f524d9ec378de831c034dbdeb544ca7ef7d2d9c9996daf232a037fd/coverage-7.14.3-cp314-cp314-win_amd64.whl", hash = "sha256:92c22e19ce64ca3f2ad751f16f14df1468b4c231bd6af97185063a9c292a0cb3", size = 223436, upload-time = "2026-06-22T23:09:47.177Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/a0/7cd612d650a772a0ae80144443406bf61981c896c3d57c9e6e79fb2cdbd1/coverage-7.14.3-cp314-cp314-win_arm64.whl", hash = "sha256:41de778bd41780586e2b04912079c73089ab5d839624e28db3bdb26de638da92", size = 222861, upload-time = "2026-06-22T23:09:49.384Z" },
-    { url = "https://files.pythonhosted.org/packages/55/57/017353fab573779c0d00448e47d102edd36c792f7b6f233a4d89a7a08384/coverage-7.14.3-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:8427f370ca67db4c975d2a26acfc0e5783ca0b52444dbc50278ace0f35445949", size = 221474, upload-time = "2026-06-22T23:09:51.417Z" },
-    { url = "https://files.pythonhosted.org/packages/69/92/90cf1f1a5c468a9c1b7ba2716e0e205293ad9b02f5f573a6de4318b15ba1/coverage-7.14.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:d8e88f335544a47e22ae2e45b344772925ec65166555c958720d5ed971880891", size = 221738, upload-time = "2026-06-22T23:09:53.487Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/c0/4df964fa539f8399fd7679c09c472d73744de334686fd3f01e3a2465ce4e/coverage-7.14.3-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:beaab199b9e5ceaf5a225e16a9d4df136f2a1eae0a5c20de1e277c8a5225f388", size = 263101, upload-time = "2026-06-22T23:09:55.895Z" },
-    { url = "https://files.pythonhosted.org/packages/06/76/e5d33b2576ae3bf2be2058cd1cae57774b61e400f2c3c58f3783dc2ffb4a/coverage-7.14.3-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:b3ff255799f5a1676c71c1c32ec01fd043aa09d57b3d95764b24992757184784", size = 265225, upload-time = "2026-06-22T23:09:57.904Z" },
-    { url = "https://files.pythonhosted.org/packages/61/d2/e52419afe391a39ba27fdefaf0737d8e34bf03faef6ab3b3006545bbd0d0/coverage-7.14.3-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:878832eaac515b62decfa76965aed558775f86bf1fc8cca76993c0c84ae31aed", size = 267643, upload-time = "2026-06-22T23:09:59.938Z" },
-    { url = "https://files.pythonhosted.org/packages/58/7a/f2625d8d5006b6b20fba5afaef00b24a763fe96476ea798a3076cbc1f84e/coverage-7.14.3-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:611e62cb9386096d81b63e0a05330750268617231e7bd598e1fe77482a2c58a5", size = 268762, upload-time = "2026-06-22T23:10:01.943Z" },
-    { url = "https://files.pythonhosted.org/packages/7d/bf/908024006bba57127354d74e938954b9c3cd765cc2e0412dc9c37b415cda/coverage-7.14.3-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:02c41de2a88011b893050fc9830267d927a50a215f7ad5ec17349db7090ccf26", size = 262208, upload-time = "2026-06-22T23:10:03.954Z" },
-    { url = "https://files.pythonhosted.org/packages/34/a0/d4f9296441b909817442fdb26bd77a698f08272ec683a7394b00eb2e47a0/coverage-7.14.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:526ce9721116af23b1065089f0b75046fe521e7772ab94b641cd66b7a0421889", size = 265096, upload-time = "2026-06-22T23:10:05.936Z" },
-    { url = "https://files.pythonhosted.org/packages/e8/da/4ae4f3f4e477b56a4ce1e5c48a35eff38a94b50130ce5bdc897024741cfc/coverage-7.14.3-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:e4ed44705ca4bead6fc977a8b741f2145608289b33c8a9b42a95d0f15aedbf4d", size = 262699, upload-time = "2026-06-22T23:10:07.973Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/7a/6927148073ff32856d78baa77b4ddc07a9be7e90020f9db0661c4ca523a1/coverage-7.14.3-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:2415902f385a23dcc4ccd26e0ba803249a169af6a930c003a4c715eeb9a5444e", size = 266433, upload-time = "2026-06-22T23:10:10.145Z" },
-    { url = "https://files.pythonhosted.org/packages/f7/a7/774f658dbe9c4c3f5daa86a87e0459ac3832e4e3cc67affe078547f727b9/coverage-7.14.3-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:b75ee850fc2d7c831e883220c445b035f2224de2ba6103f1e56dbd237ab913f7", size = 261547, upload-time = "2026-06-22T23:10:12.191Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/14/a0c18c0376c43cbf973f43ef6ca20019c950597180e6396232f7b6a27102/coverage-7.14.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:dc9b4e35e7c3920e925ba7f14886fd5fbe481232754624e832ddba66c7535635", size = 263859, upload-time = "2026-06-22T23:10:14.492Z" },
-    { url = "https://files.pythonhosted.org/packages/10/ac/43a3d0f460af524b131a6191805bc5d18b806ab4e828fbf82e8c8c3af446/coverage-7.14.3-cp314-cp314t-win32.whl", hash = "sha256:7b27c822a8161afbe48e99f1adfb098d270ae7e0f7d7b0555ce110529bdb69cc", size = 223250, upload-time = "2026-06-22T23:10:16.758Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/5f/d5e5c56b0712e96ce8f69fe7dbf229ff938b437bc50862743c8a0d2cea84/coverage-7.14.3-cp314-cp314t-win_amd64.whl", hash = "sha256:39e1dbbb6ff2c338e0196a482558a792a1de3aa64261196f5cdb3da016ad9cda", size = 224082, upload-time = "2026-06-22T23:10:19.23Z" },
-    { url = "https://files.pythonhosted.org/packages/62/35/947cbd5be1d3bcbbdc43d6791de8a56c6501903311d42915ae06a82815f0/coverage-7.14.3-cp314-cp314t-win_arm64.whl", hash = "sha256:68520c90babfa2d560eca6d497921ed3a4f469623bd709733124491b2aa8ef3f", size = 223400, upload-time = "2026-06-22T23:10:21.24Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/e3/a0aa32bfa3a081951f60a23bc0e7b512891ef0eecda1153cf1d8ba36c6b1/coverage-7.14.3-py3-none-any.whl", hash = "sha256:fb7e18afb6e903c1a92401a2f0501ac277dca527bb9ca6fe1f691a8a0026a0e8", size = 212469, upload-time = "2026-06-22T23:10:23.405Z" },
+version = "7.15.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/76/d0/55fe630f4cf94e3fcba868240fad8c8cdd1f764e2a932f8926347e6ec4cd/coverage-7.15.2.tar.gz", hash = "sha256:3df60dc267f0a2ca23cb7a9ab1109c62b9335ffbf519fcfe167157c28c09b81d", size = 927741, upload-time = "2026-07-15T18:56:19.558Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6a/50/eb5bf42e531611a9f8d272556b1ed4de503f84a91413584094487cf69f8f/coverage-7.15.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:1adac78e5abc7c5438f7a209c9ca69d06542f0bf481d728b6989ea80b813fdf9", size = 221587, upload-time = "2026-07-15T18:54:18.439Z" },
+    { url = "https://files.pythonhosted.org/packages/06/d1/da99af464c335d4e023a6efcd7ec30f63b88a43c93745154ab74ffb31cea/coverage-7.15.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b868acc62aa5de3be7a9d05c2333bf8359ca987e43f9cb30ff8fbda6a024ab73", size = 221943, upload-time = "2026-07-15T18:54:20.062Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/8a/13c42723d61ca447eafa18732e8141dd6a63f2732e1c7e1502c182dd88d7/coverage-7.15.2-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:6f6966fc30e6f06ca8f98fb0ce51eda6b111b3ee8d066a8b1ec9e77fa06ab55d", size = 253450, upload-time = "2026-07-15T18:54:21.765Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/29/99021303f98fbdcb63504b4d07bea4cc025b9b2dd907c4f07c85d50a0dab/coverage-7.15.2-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:68af907f595ab01a78f794932ff3bdf929c316d3000810d38dbc247129e26f8b", size = 256187, upload-time = "2026-07-15T18:54:23.4Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/a8/fd503715ed6ca9c5d742923aa5209257340b367a867b2ced0c7d4ba8a0b9/coverage-7.15.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:afa29e2eff3d5729267e2cb2fd4ce9d61c952932fb2694e34ccb5d9540c6a296", size = 257301, upload-time = "2026-07-15T18:54:25.183Z" },
+    { url = "https://files.pythonhosted.org/packages/da/40/3f4b8fb409810036ebc2857d36adc0498c6e957b5df0290c5036b2e143f1/coverage-7.15.2-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:bbf44513ceb1589e31948e20eafbde9deaface90e1a1afa5f5f77b4423d17ce6", size = 259562, upload-time = "2026-07-15T18:54:27.204Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/8a/9bdffbef47db77cce3d6b02a28f7e919b19f0106c4b080c2c2246040f885/coverage-7.15.2-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9deddf09eecb717b7f980414b43d90a5b22ff3967d2949ab29cb0aa83d9e9098", size = 253841, upload-time = "2026-07-15T18:54:29.134Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/1e/9031efde019d31a06646261fce6dfc5c3c74e951e27a71e5c9a424563178/coverage-7.15.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ae901f7e55ba405c84ee1cab3d3e962e4e871e4a2bcb9c90911adbd69b42ac5a", size = 255221, upload-time = "2026-07-15T18:54:31.142Z" },
+    { url = "https://files.pythonhosted.org/packages/56/db/787acde872389fc84a9ef9d8cd1ccc658e391ab4cb5b28092a714426a394/coverage-7.15.2-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:a0f47002c6eeb7c280228467a4cb0cc15ca2103a8421b986b2d3ec04a0f9bd8b", size = 253366, upload-time = "2026-07-15T18:54:32.886Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/9b/6f57bc4b93c842eef1695f8cdaf2318e35e7ba54f5ba80d84be213ab7858/coverage-7.15.2-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:1cd7a5beb7af3e864a13b1f0fb26efd3695da43ef0daf71e586adfffaf34d5b2", size = 257434, upload-time = "2026-07-15T18:54:34.7Z" },
+    { url = "https://files.pythonhosted.org/packages/88/26/b3186a21b2acc83e451118978905c81c7072c3333707804db09a78c096a2/coverage-7.15.2-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:97a5c5457a9fb1d6c4e06cfb5dc835871fbfb6a6a51addc9e925bdeff5ef7440", size = 252935, upload-time = "2026-07-15T18:54:36.548Z" },
+    { url = "https://files.pythonhosted.org/packages/20/c2/c9f3376b2e717ea69ed7a6e9a5fcab968fb0b290db6cf4bd9a1fc7541b75/coverage-7.15.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:0901cfe6c13bcd2302da4f83e884555d2a22bda6e4c476f09ef204ba20ca536e", size = 254807, upload-time = "2026-07-15T18:54:38.296Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/e1/dfc15401f4a8aaeb486e1ba3e9e3c40522a6e38bd0ecf0b3f29cb8082957/coverage-7.15.2-cp312-cp312-win32.whl", hash = "sha256:b171bdd71cb7ff792bf32e376173b0ace7e7963e7e57c58dfc42063a6a7174cd", size = 223641, upload-time = "2026-07-15T18:54:40.103Z" },
+    { url = "https://files.pythonhosted.org/packages/91/40/81b6d809d320cd366ec5bdf8176575e897dcb8efe7fb4b489ef9e93e4d13/coverage-7.15.2-cp312-cp312-win_amd64.whl", hash = "sha256:582edc45c2040543fef83341be23c43024a3ab3ae0c2d8bc498a06282905ad40", size = 224172, upload-time = "2026-07-15T18:54:41.882Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/28/9f14ec438149f7de557f45518f09b4a7917b795cc37083aa7db482693f8c/coverage-7.15.2-cp312-cp312-win_arm64.whl", hash = "sha256:a638db90c61cd219aeee65e83a24fdaa57269a741ae0cf773309208ac862cee3", size = 223556, upload-time = "2026-07-15T18:54:43.674Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/d5/f8c838e6b7282976f7c918884b792df7a0c42c5bba5d99c60ad2d221d56d/coverage-7.15.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1121caa19159a38b5463eaae4b1e1fde81e525b15ecc5e000cd5b1a108f743a8", size = 221606, upload-time = "2026-07-15T18:54:45.448Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/37/97c926376364f66298cc44893b89cdf17b8bc406376497c4061ae4b8a8ff/coverage-7.15.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a300c6934e0989c327b9e8a1e110329da4641149f872bbe9f70168be66da76c1", size = 221982, upload-time = "2026-07-15T18:54:47.341Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/30/a36050a6e83c2135ee0776f452ca3948224befc6d7f26acecc082d0c106a/coverage-7.15.2-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:2617f8799d268fabdeef42a7e89ac3a23e1deee9025427db2df970f99a89a578", size = 252972, upload-time = "2026-07-15T18:54:49.2Z" },
+    { url = "https://files.pythonhosted.org/packages/31/d3/06b5f1daf95f0f15ab05bd75f26ba5f3c8b33d0bb72f3aaa3cf41d1bad3a/coverage-7.15.2-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:7dc2950a2992cd676d35c20ae63522836deeb034f08874699d14068710af3dc1", size = 255569, upload-time = "2026-07-15T18:54:51.098Z" },
+    { url = "https://files.pythonhosted.org/packages/81/1c/9afb3f8de2b8d36960391c48559a2e3ff96594b58099f115921549ea8d0d/coverage-7.15.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9e36686f7a442185db2400b3df171aac520869faf9deb59df687d28659eda2a6", size = 256806, upload-time = "2026-07-15T18:54:53.145Z" },
+    { url = "https://files.pythonhosted.org/packages/64/d8/b989f96061a5e32d82fddd1b1b9ff48a7c8f8ae7606f0e80fd9de54b1e33/coverage-7.15.2-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:7d29ca7bd67af6e12e74632d65f026eabc1364da5c254494cd914446a28a3ef7", size = 258936, upload-time = "2026-07-15T18:54:55.015Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/fa/f99771f5110457c7b511c1935ca49ddf288218eaa84322e028b9334146ae/coverage-7.15.2-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:db9c8438057e5b0f6a22a0af99c0c1d26b57fbbdbd1be5861ddb8f897fcc3a2d", size = 253178, upload-time = "2026-07-15T18:54:57.527Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/96/c098a6044d119c751ceede7be91035fa8310170ec24a6523aff72f0a5793/coverage-7.15.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:63022c4c8dec1d0342f05c3ede99842fe3d007689acc45e86f123a1746e4a026", size = 254934, upload-time = "2026-07-15T18:54:59.41Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/a2/1457b3a7a50c8d77500103b97a046db863e2f59a1cf6d2f814595f349885/coverage-7.15.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:6c0be82b4d4aa5b2704e08518e2252f3e3d110164bcca826816801052e48a7aa", size = 252898, upload-time = "2026-07-15T18:55:01.338Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/0e/76958874c471ecfcdde0d2b2747bb2c61bdbf34a40636f4ce9db9923e643/coverage-7.15.2-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:4510fb9cdf6bb02dfa6af0be4a534b8102d086e22e4a33f8836df663da3d660d", size = 257056, upload-time = "2026-07-15T18:55:03.243Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/7c/3d7c4e3bf58baa40327dc7edc2272b17cf02299366d52763db1b0ca1556a/coverage-7.15.2-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:42ec3d989421b174a2ab607c1539f24127ad362757b7f1c0c0d7a2993f7eb37b", size = 252718, upload-time = "2026-07-15T18:55:05.029Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/b8/1cecffed9ce14fb25be9ba42d37b6bb61485c9a3ddd43cd3dde36b6087d8/coverage-7.15.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e8f91bce78e32343af184c3b7fa28fcf5a9e2641f4b6623d392038f804939188", size = 254490, upload-time = "2026-07-15T18:55:06.889Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/2c/42984561bc7f4c045dca67516a0c50ee5ef8d84352dbeb5559dc86c4823e/coverage-7.15.2-cp313-cp313-win32.whl", hash = "sha256:434e68d531858205895eb0d74b73d20b84260de426387d53c422a5acda2cf050", size = 223647, upload-time = "2026-07-15T18:55:08.941Z" },
+    { url = "https://files.pythonhosted.org/packages/41/9f/39c7c9245efc583beddf89a87683574e663ed93637f3afb6cd7b88405676/coverage-7.15.2-cp313-cp313-win_amd64.whl", hash = "sha256:26c3b04a6377fd7c09800921fa934e3a17c0020439cd59df73e73ae1d4b6a78c", size = 224190, upload-time = "2026-07-15T18:55:10.789Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/de/3a2883cf8a213659280ef4b403059e17a9acaeb7fc7fd4105e1226ff2e6d/coverage-7.15.2-cp313-cp313-win_arm64.whl", hash = "sha256:3ed010aa1b69cda8e827aabfca9866216c980e2dca82ab9a78c5f83689964c8b", size = 223583, upload-time = "2026-07-15T18:55:12.678Z" },
+    { url = "https://files.pythonhosted.org/packages/81/5f/aed265fd7a3551a394f36dfe41868aee709b7f95db4052205b4ad1563ac3/coverage-7.15.2-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:40f633c5c5fc783732f6312280122e859538fa24461235597c13d803ea9a108a", size = 221650, upload-time = "2026-07-15T18:55:14.527Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/2c/222ba12a545189017120f8eddfc1a0bd4616b47d5d4a8d99421edb2fe4c6/coverage-7.15.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:075560438765b7a2ef43bf7aa7758661b53d889df47f062a31bda6c1ade553a2", size = 221988, upload-time = "2026-07-15T18:55:16.674Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/38/304b5877ab46e6c290b4292cfcf3fe28245f0e5597cad7f6acc91fc7e0a4/coverage-7.15.2-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:25fd15dd40a0a2c51a500d664ca29053c09c3259d998407bf982b6e114696138", size = 253029, upload-time = "2026-07-15T18:55:18.856Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/58/821b533b8db9e44cf1d8a97bd525149ced40dde1d0093da02cb78e715244/coverage-7.15.2-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:b9a6367e4aff723e8ee8190836836124284e8fcd4265e307c844010cfa074f3f", size = 255536, upload-time = "2026-07-15T18:55:21.027Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/f2/7aa06604c389d32ea7f0a6a988359a7eafc3cd3f8e7bc2e88cd2fdf0b877/coverage-7.15.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9854ca62c152874b2060772503535be2e8f53f70b8aaa7686b094888d872f984", size = 256881, upload-time = "2026-07-15T18:55:23.125Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/4f/1ef342339c7916d0096bc5888cc0f653882cc7bc8f897d5cb89143287c9b/coverage-7.15.2-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:913b6c56e110da40e035bbd168353bf7aaa2544a5eaccea5d98a4629aac156c7", size = 259196, upload-time = "2026-07-15T18:55:25.099Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/f4/7ed055d7a9c5ec13b161773a115a5ccc6b0081d568c31fad830806306cc7/coverage-7.15.2-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:aaccad4129d735a8a4d526f26929894c9a4e8ef7034566f210b176749d6906e3", size = 253036, upload-time = "2026-07-15T18:55:27.018Z" },
+    { url = "https://files.pythonhosted.org/packages/14/79/ea82cca18c242a3a38b6c017da39726aa62dcb64aa635abf79b92009975c/coverage-7.15.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a164b50081fc7357331c4024ef4d17b78ba325f8380d05f5a69599a7e05257ee", size = 254887, upload-time = "2026-07-15T18:55:29.084Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/ba/a136db3c0d9562b00e10b72540dbf3a33cd3bc5b95060c9308e247494623/coverage-7.15.2-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:bfd341ccf78128e72c094bc70cc25b3ef309c33c7c2c66ba3ed4309549e02de1", size = 252852, upload-time = "2026-07-15T18:55:31.184Z" },
+    { url = "https://files.pythonhosted.org/packages/17/17/ea334246b16b7d059953fad6fdefa11e33c68efbd3fe37b1098120a1fac2/coverage-7.15.2-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:1473b3ba8e7ee0f076117b1a72c23f579a2b9e2bb742f48a8d86ea27ca93f91a", size = 257128, upload-time = "2026-07-15T18:55:33.163Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/c3/074fb66d46d607855f710876b117cbda562c5ab08363528e78820449f937/coverage-7.15.2-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:17c432b5f73ad52ef46fb06019f6fa7c66ce381961cf0f7dfd1d3a4bd3a98145", size = 252668, upload-time = "2026-07-15T18:55:35.063Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/c1/f620850ada9b36435921c9a3a8057013422b1d964eb4bf37fe138724d192/coverage-7.15.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:77f0ef5011df53a4bd1b35211ab122287f8d9b8d7aa1c4553e5c2deb24b1d446", size = 254325, upload-time = "2026-07-15T18:55:37.125Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/31/a729ca3689404493af82ef8e6ff70bd88bdda8da89aeef6ca9b387aeb2b4/coverage-7.15.2-cp314-cp314-win32.whl", hash = "sha256:f653e5d7248c1191ec988a85c72edeab46c3ff44f90639a4ed4874ec0be90243", size = 223844, upload-time = "2026-07-15T18:55:39.078Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/83/5d809dc808fb1698c671f3e372259bb9158e64b7ea526fc6ab7de64de9fe/coverage-7.15.2-cp314-cp314-win_amd64.whl", hash = "sha256:9911f31aad8906abe337c271343485cf20df5e70df5d2f57f9f136e7b55f26bc", size = 224331, upload-time = "2026-07-15T18:55:41.346Z" },
+    { url = "https://files.pythonhosted.org/packages/16/4e/35e488548e952795829e129995c4174df33bf432b591d1aa42c8d9e4e7ad/coverage-7.15.2-cp314-cp314-win_arm64.whl", hash = "sha256:e38def96ad59853824c97953fdcd2c320a84ba3ce99b417db78af8bb6c3db635", size = 223760, upload-time = "2026-07-15T18:55:43.518Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/49/dd2c86cd6374038f6e415fb5bfb86db5218553209c081384a020369dee79/coverage-7.15.2-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:835ec4e20b45f0a7f63ed78f94065aca00de033403df8377bfe8b9c6abc0a7be", size = 222384, upload-time = "2026-07-15T18:55:45.569Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/74/173ff17a1c0808e5a438f549f6f145d5ac7528f2791310b63523e3200ac7/coverage-7.15.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:7466cc7ab6dc0db871d264bf99e8779f0917ee63d40730af0552f71535a6e072", size = 222647, upload-time = "2026-07-15T18:55:47.544Z" },
+    { url = "https://files.pythonhosted.org/packages/84/f8/b8cba872162356fb44ac79c10309d987206a4461e32072fc29228dad7331/coverage-7.15.2-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:e370c12133095ff18432de8c044962be85a5a96d90c6fcbce8e17e76236d2328", size = 264013, upload-time = "2026-07-15T18:55:49.768Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/67/a807a7586d0b8cae485308ddd55756f0806c92f8e0b411bacbf23c48edf3/coverage-7.15.2-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:fe41909c9515c3bfdb5f02c4d1f857dba322d9a9a1178069b91eea77889df63a", size = 266135, upload-time = "2026-07-15T18:55:51.941Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/67/cd78771dc985f7e4ebdcc82b1a96d9a932af9e806f01f2f91a89f4c72e80/coverage-7.15.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6aa28cfb6488e5453b5b762d65f73aa586380f6693a04d58078ce228a29b06c0", size = 268555, upload-time = "2026-07-15T18:55:54.065Z" },
+    { url = "https://files.pythonhosted.org/packages/18/3e/10134cf81275188c58568f324fc74aedff32c63ca4d5bbc513a91944a6f0/coverage-7.15.2-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:bcc0aae933921d03096f53b0b03eeb702129fd406dee59f08d2efacc68681fa5", size = 269674, upload-time = "2026-07-15T18:55:56.066Z" },
+    { url = "https://files.pythonhosted.org/packages/75/4a/771b77de446cba985dc414bbc5844bd21604da05dbc044286df8318a48a7/coverage-7.15.2-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7c63387e21ab21f512c69c9756a8c7dadd322c7275edb064064433c9a09c3743", size = 263101, upload-time = "2026-07-15T18:55:58.107Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/b5/70a7011da15f4071943361183aefa27847f3e3aec4fd335f1cb3d3a622b1/coverage-7.15.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:0e55510bc98ae943cece9e667a6c0fe94c6a92913720dea34243657a17993d0c", size = 266007, upload-time = "2026-07-15T18:56:00.468Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/0d/f9547e804ce7ad49646ffeffac26699510efbe6c0f751b66fdc960c4e825/coverage-7.15.2-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:2ff08701be2d1556fc78b326c80a3e8042da09352ecb3819105f8e386c8a3071", size = 263611, upload-time = "2026-07-15T18:56:02.615Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/59/f576a396659c0efd351f5c1544f67c3560e89c7761cabf7f65e412beeda5/coverage-7.15.2-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:38c9518b7103826c403a461544e3c2e77151e8676d06eaed85911a97e962584a", size = 267344, upload-time = "2026-07-15T18:56:04.622Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/5d/c2e4fce3579c0cb635024293f1a32bbe26df101b3e3a69f22243d1352b6c/coverage-7.15.2-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:dee88b1ed88587abd8c0269a1fc1f4cc77f7750d1dfde2869e2a123af420e67d", size = 262456, upload-time = "2026-07-15T18:56:06.641Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/dd/956287d69436b66094bc4b57ac2da71e43bfd2a5524e958900b9f582fcf8/coverage-7.15.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:2fbeeeecea279727f8ac16c8e1133ddfeee793e985c86ae343d6a5ce744eef8c", size = 264771, upload-time = "2026-07-15T18:56:08.795Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/5a/6f979530c2734c575de77cf58f5f28d51f7123a94b5030fd9156fe5f363c/coverage-7.15.2-cp314-cp314t-win32.whl", hash = "sha256:cb0fddaa6884be6aae36ced9544b5e90f7d5f03845a2853bf47a14953a4e8688", size = 224151, upload-time = "2026-07-15T18:56:10.856Z" },
+    { url = "https://files.pythonhosted.org/packages/54/7e/27f6b2a74d484742f4017553e710b01e396b23d809df3e95ca0bb9a2824b/coverage-7.15.2-cp314-cp314t-win_amd64.whl", hash = "sha256:77f091ea3a9cc611cd29f433565476bc1936c084ac8eee00ea0e7e70c27e4199", size = 224981, upload-time = "2026-07-15T18:56:12.928Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/48/284863423aa474240f6842bd00d680da22f4e6ea2e466618ef7c9c9e69a9/coverage-7.15.2-cp314-cp314t-win_arm64.whl", hash = "sha256:6fc448c377d6eeb00a47c673494bd9bae29280ca53987e1869e67ebedfe20658", size = 224294, upload-time = "2026-07-15T18:56:15.156Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/82/32e3bd191d498e64f6f911ad55d14006a0861e54869d2d32452326399e65/coverage-7.15.2-py3-none-any.whl", hash = "sha256:eb6bcae8d1a9d305351ecb108232441d11c5cfe9de840a04388ba5d2db8d735c", size = 213375, upload-time = "2026-07-15T18:56:17.305Z" },
 ]
 
 [[package]]
@@ -400,11 +388,11 @@ wheels = [
 
 [[package]]
 name = "filelock"
-version = "3.29.4"
+version = "3.31.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e6/dc/be6cbe99670cd6e4ad387123647cb08e0c32975e223f82551e914c5568a6/filelock-3.29.4.tar.gz", hash = "sha256:10cdb3656fc44541cdf30652a93fb10ec6b05325620eb316bd26893e4201538a", size = 63028, upload-time = "2026-06-13T16:12:00.744Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/4a/9f/994e80905542b748eb5b9f36d71458f0aea51a7be0fcb52ad959787dc1b7/filelock-3.31.0.tar.gz", hash = "sha256:c188cbc4307c18894c5424fa73f97ea7fa127ddf62192487546da3a214d0a381", size = 180931, upload-time = "2026-07-18T05:53:29.262Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/13/37/a065dc3bd6e49423a6532c642ca7378d3f467b1ef44c2800c937af7f9739/filelock-3.29.4-py3-none-any.whl", hash = "sha256:dac1648087d5115554850d113e7dd8c83ab2d38e3435dde2d4f163847e57b767", size = 42757, upload-time = "2026-06-13T16:11:59.582Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/4a/e213905d3b8ad3d35d14fc056b36134a274e7f6a1050e94428b5be10a94c/filelock-3.31.0-py3-none-any.whl", hash = "sha256:739b73e580fe88bb78d830aeddbc492519ece3d97ac8368de13a2032c61010c1", size = 96080, upload-time = "2026-07-18T05:53:27.732Z" },
 ]
 
 [[package]]
@@ -506,43 +494,43 @@ wheels = [
 
 [[package]]
 name = "highspy"
-version = "1.15.0"
+version = "1.15.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/28/f3/50fafb8bad3d81921dbd9fccb66cec71a4b8b6cc8a8532f4a46bbe2f6ef1/highspy-1.15.0.tar.gz", hash = "sha256:f4920b850ed04a1266a3a3a266aa91eaeebdb3a410f716bad8a0e59041e7b869", size = 1702813, upload-time = "2026-06-28T08:29:02.466Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/a3/59/81ce7ad50927f17e87e24c8926c9eb95d3ceab2a1a253afbc7b243f4046d/highspy-1.15.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2708ccae08b477050e7c423cb02342b86e585ec13bc82777f11f22168ac6b595", size = 4875538, upload-time = "2026-06-28T08:28:00.423Z" },
-    { url = "https://files.pythonhosted.org/packages/06/39/1f70106a8ae47d29c302ff4eab6442948d70b9ed9e1eed3974e9e1b69967/highspy-1.15.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a5c67c60095468adc1f5dfa63f9ad627f261f1bce7a697010bd8bda9711d14f5", size = 4471721, upload-time = "2026-06-28T08:28:02.16Z" },
-    { url = "https://files.pythonhosted.org/packages/c3/e8/dfd818ea64738427d0bed291985772ea5ff9e131cf8499c599cbf838821d/highspy-1.15.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0bcd82346f7ac12eb7959813bbfcd3c62d61e0de39c3bff84ada66f312c3a1a1", size = 4632031, upload-time = "2026-06-28T08:28:03.6Z" },
-    { url = "https://files.pythonhosted.org/packages/86/88/1ac6cc89c53ea389ebd38582c6ffef5bdc2c7b8bb8dce0a5101f61deee3c/highspy-1.15.0-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6ba5b3770b456d2dbb28e8dda65e437d6e5b98a3988b991b65a81a6850e78f7b", size = 5030227, upload-time = "2026-06-28T08:28:05.214Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/e5/2379b70573718aa6e626f1507ee43703934cf14af984ae5392819e14056e/highspy-1.15.0-cp312-cp312-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:972a247f78944a6a79b34d2e30e4911e43c6c3ce2ffa0775d2c009d7ba602f31", size = 5857521, upload-time = "2026-06-28T08:28:06.844Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/c3/b7bb9290ace30aae8b44e99cf7938a55f31706957cda03e0a4f5e438282b/highspy-1.15.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:a589ad03b5009eb99eb642d7ffc45e68448b2aef6d59f489542b0f91a6c90043", size = 6190007, upload-time = "2026-06-28T08:28:08.374Z" },
-    { url = "https://files.pythonhosted.org/packages/80/b2/1774164cc03dbf371c6d6682deee83f5014bdade8d9279b2ce68d1f0a749/highspy-1.15.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e7443c50248df00d4a2e6e224cac2f008967d2a0c4d51e63e5654dd7f312ba44", size = 7242403, upload-time = "2026-06-28T08:28:09.976Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/d7/386e6f5dc6027ba66515bb8a4255c842ff38801b00e86bbb70ca50e0737b/highspy-1.15.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:00502850652d543803193acbad6579c0d89f0ecc3b4263883a6eaffe043bccc7", size = 6645186, upload-time = "2026-06-28T08:28:11.725Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/8e/7ef5e3ffde12987ef969d3165fa5fdd70b601ac299db00c2d46b002b67da/highspy-1.15.0-cp312-cp312-win32.whl", hash = "sha256:8cd88c3acc8228142636248d60b9582eccc5e807fac13c7e7968812784ddcec5", size = 2301274, upload-time = "2026-06-28T08:28:13.329Z" },
-    { url = "https://files.pythonhosted.org/packages/46/e9/66cb22b7243969bf289f78a323c45366b89d4023ee60d43cd5f86d9ef60b/highspy-1.15.0-cp312-cp312-win_amd64.whl", hash = "sha256:8a49784100b91ac6bdd5272437ec13fc8c66274c605620507fc932ba95ff658b", size = 2702711, upload-time = "2026-06-28T08:28:14.822Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/50/60fa8f1510324674ca5a3fb3e3c8e4b7b414b9cae63c4d677019dde13e24/highspy-1.15.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:7444ebbf9b38d50da4d5d78bd303ae01a6379bf955e7d38edfa5bc1da1fc3d5a", size = 4875612, upload-time = "2026-06-28T08:28:16.115Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/e5/6b4e99feadc59c0b68f8db20418dffcaa9fc73351e5bb9e9d1fef50a8342/highspy-1.15.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0c0c95922f6207a7fbfd20b26be6fd6df0e09c9e64f29a95f9c636e31542cb88", size = 4471693, upload-time = "2026-06-28T08:28:17.578Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/20/fa0965e5fc7d7cb01674004ac8137e01de09755879fa7ed94b3c535f6167/highspy-1.15.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ffcf9652189dd06a2251d026c3bbdb15675194600c00f54d24ac10f8b71dcd0c", size = 4632187, upload-time = "2026-06-28T08:28:18.941Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/6e/f2abd5aae306556589aab1f756042fe45fea2274a6c630d0211934c78305/highspy-1.15.0-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fa2ef051eddb5d6be9d672b0957614d0e9dc4e55fddbca2f9b893e0c32ded814", size = 5030267, upload-time = "2026-06-28T08:28:20.579Z" },
-    { url = "https://files.pythonhosted.org/packages/e3/21/517cfcd46c8cdaea56effd632cd6f6a64b3490d4f611b383891ebd126d69/highspy-1.15.0-cp313-cp313-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:51fb287ecf45776dad4011bb957bdf1a78377b3f27600cf42456bb2a822e07f7", size = 5857537, upload-time = "2026-06-28T08:28:22.091Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/65/0806f0d44ffd6023ba1b085805b7df203ff79a546d53568e80d293cd2a2b/highspy-1.15.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e21cc4c02fc60282fc055393fe7d499a934dff821e8db96e5b1e542b9fbcc729", size = 6189985, upload-time = "2026-06-28T08:28:23.851Z" },
-    { url = "https://files.pythonhosted.org/packages/59/bd/480aa747ca3810d6f1f400b432eec11d6d97cb8a74f7e547ece52f7f9521/highspy-1.15.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:234f95862f6f9c8058cec3f743ac33314f5cfceaa4ddcfec5dc80029fd7e132a", size = 7242486, upload-time = "2026-06-28T08:28:25.355Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/71/7c93a81d6143352d740e27e666d9c0dfe1c957586ba24a14e17d67cb4813/highspy-1.15.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:56d19388470c52e798fffde15e42b930b49d03a56aa51fc2620330354fbef0d8", size = 6645197, upload-time = "2026-06-28T08:28:27.098Z" },
-    { url = "https://files.pythonhosted.org/packages/97/d6/5c7d05b9aa299f43837a7dba1d09fb73ffa81176e97bdff0f4473c60bfbb/highspy-1.15.0-cp313-cp313-win32.whl", hash = "sha256:7d015dc57ba5e5d8e37e0f64b9a8deeae66d4954831a23cd94ebe1b37c075990", size = 2301252, upload-time = "2026-06-28T08:28:28.554Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/db/b2a7d9d9fc993dcbd50a15003be17c954ce400cba6909474872a7f9b9604/highspy-1.15.0-cp313-cp313-win_amd64.whl", hash = "sha256:02424d013726255cb944cc85293f8fb36702ebd859b0d4889d9862558e073667", size = 2702816, upload-time = "2026-06-28T08:28:30.013Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/cd/f6400a7f1682fb17a7a0b10faed8791bdbf59ddd47e0ee74c802166ef09a/highspy-1.15.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:0a9d77beac4d3aae98338563e5a647329858a34fb95e06f7ea52a7e8944b538c", size = 4876859, upload-time = "2026-06-28T08:28:31.356Z" },
-    { url = "https://files.pythonhosted.org/packages/f4/5b/d548c9543bea1cd90093f6445e0abdf7650269c7b39aac0a3759035065d6/highspy-1.15.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:2dd38d53ed57ce2812f4cc2f8af674ec88c4e021be2fb97ecc95f09a851d44ff", size = 4472680, upload-time = "2026-06-28T08:28:32.772Z" },
-    { url = "https://files.pythonhosted.org/packages/83/65/d77f9e17127ef054505e78da70d61d294f270923c064e403fa183e84fa92/highspy-1.15.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6d7789cbac15e09a308874ae88e2e8d2901a4aeb34c57f644ad89329154464ef", size = 4633349, upload-time = "2026-06-28T08:28:34.259Z" },
-    { url = "https://files.pythonhosted.org/packages/50/d2/2475686fed11218ad419496fa91a50f48a9d17bd3a04c286cbb67bfb4c69/highspy-1.15.0-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:28e02fa61144c1f872f2f9f347fd2c33f25c0b70a73aa9440fe52760bb2f4b05", size = 5031042, upload-time = "2026-06-28T08:28:35.929Z" },
-    { url = "https://files.pythonhosted.org/packages/1e/7d/c6c20381544ca7562e190ce12933a3a7b5b3479d48b9edf5d6888d176e5b/highspy-1.15.0-cp314-cp314-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:711b2d23c5327907e71f73c21711181e9080b10eb73b5633122f6c8367fb3b86", size = 5857291, upload-time = "2026-06-28T08:28:37.857Z" },
-    { url = "https://files.pythonhosted.org/packages/dc/71/09794f595376bfd0a694607eaf4e616eef9c029e8e7c3736a92a0093888d/highspy-1.15.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d8ee5d4d6f1b3995699467152751fbe2a33f3d920eb43d3882391971ae58d4b5", size = 6193586, upload-time = "2026-06-28T08:28:39.318Z" },
-    { url = "https://files.pythonhosted.org/packages/30/d9/e1962a9400240cdb7807d190b68be15c26b0d26c9712db1c838a9d9a1a10/highspy-1.15.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:e9284ea2c986364d29943ce4de185dd767c17d09c5d47c9fa7a7e668a5f8374a", size = 7244327, upload-time = "2026-06-28T08:28:40.837Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/1a/7577ff434606410411f53b96b3f94d0ecca4b640693b825fc578120993d1/highspy-1.15.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b83a2a05c9afdb8c5003455a6e5e97f0b9957d32b14b6e73522ddbdfa5994042", size = 6645429, upload-time = "2026-06-28T08:28:42.703Z" },
-    { url = "https://files.pythonhosted.org/packages/30/0f/2de042c106442a88f97407362241fbceab81593354ba1e2a4063b9a122d1/highspy-1.15.0-cp314-cp314-win32.whl", hash = "sha256:44bc6553e97d57b7e8ff835b991f73c70c56ba55954f17343052f51e041aa68a", size = 2355116, upload-time = "2026-06-28T08:28:44.625Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/e9/f36f28811859900a671377dd6a8ae3f18e16c60f2ada12e2bf21bc4b71eb/highspy-1.15.0-cp314-cp314-win_amd64.whl", hash = "sha256:fe908d58d1dcd85312762fe4f9ea1b189e93c7621b5741e414dbad42da9fbd70", size = 2800144, upload-time = "2026-06-28T08:28:46.147Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/87/02/c6b658f79911fee921721da728b9ab8f5e19ff06121fff36f90f77127f4d/highspy-1.15.1.tar.gz", hash = "sha256:20ed2fbf1cb64bf3044ee6632364b7e2653d93e6901e2b19fd3d5df10702e8c5", size = 1703256, upload-time = "2026-07-02T12:03:25.009Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/de/59/b79a7b1711ddfcca36674ddb41759e98eb1797f4a94513e7dd215e32e94d/highspy-1.15.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a781dc8432568ea990fcdcc8d6e4365e67aa4848ca1f99275db096645b27cae3", size = 4878738, upload-time = "2026-07-02T12:02:03.82Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/e4/ae08124f71187628471a177e6db1ed2c1c45e9dceadc45f7111dfd7c2254/highspy-1.15.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:9499d631edeb9642fc08dee59ca6c5815be1764c13a336c58ab7ba063011aa24", size = 4473938, upload-time = "2026-07-02T12:02:05.754Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/7f/185b8c9579a9e4ef88eda45d1fdaf8d23a3a640f73c403a7b29fc0f0c4be/highspy-1.15.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef048fa722cdeb80062d271b8ba211cd6650ab73419762d80da7642bbd4a8420", size = 4636755, upload-time = "2026-07-02T12:02:07.996Z" },
+    { url = "https://files.pythonhosted.org/packages/82/6b/18bec60d8585df860b8d33d310e99e7893eaabe3c8e9ebfa7e387ba9d2a4/highspy-1.15.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9730647160a6481426729f46d9989a0507d05f3cf96f9fb180f4ab9891bea67b", size = 5034168, upload-time = "2026-07-02T12:02:09.89Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/51/e43f06e64e994ccb41a336ff78802c0dae63aed46c17acd52167b5ca3d76/highspy-1.15.1-cp312-cp312-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:6a6a2f21ee31a9205a928fbbc3f8c054893c1aec34f6a7c56588317e2800e673", size = 5861937, upload-time = "2026-07-02T12:02:11.801Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/2a/5501a23cac55926e4b0554352b4285734b417dbec385c593f2ae405ea637/highspy-1.15.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:9a6760962b3e813814dc5e88301890d7cce975de5ce97cc3aed589cfdd461811", size = 6192004, upload-time = "2026-07-02T12:02:14.544Z" },
+    { url = "https://files.pythonhosted.org/packages/94/08/fb7d30ea0e6c83fb943b16bf31951ba13a5be01a638ec13962a477009b91/highspy-1.15.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:787c92d5ff274256ba8848ab174cfc65d5af696f51bffe87423c85b2ea25c3fe", size = 7233098, upload-time = "2026-07-02T12:02:16.609Z" },
+    { url = "https://files.pythonhosted.org/packages/23/77/9a07df7181834cfb61dafa5594e5eedc78369797c6487806bd3221d20667/highspy-1.15.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:dd9ee8e139e7260ec1306a48e30f1bd7937d9cfb8cb201d25da10e1099e5129b", size = 6636717, upload-time = "2026-07-02T12:02:18.72Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/25/5083d8e3d5cf5ff5edf5bcc03e3f693630ab59142c9d0a0bcbb2d315c50e/highspy-1.15.1-cp312-cp312-win32.whl", hash = "sha256:01c6585e83938ecf4139248b074b2ee736816d63716a20dc608b1d2fc9637b66", size = 2306753, upload-time = "2026-07-02T12:02:20.837Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/01/05521ca6b38e34e68d707888c378d3bcac34e62715b739e7c0c9b9887993/highspy-1.15.1-cp312-cp312-win_amd64.whl", hash = "sha256:8c548165270608a40147a7ea6d985fd62a65fabf0f075b3c0c59ea910b724223", size = 2711114, upload-time = "2026-07-02T12:02:22.621Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/1e/283ea32eac82dd24fe86c439013d7c7666f4889de89f0957362ea5fa425e/highspy-1.15.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:4db297486a7a42a18656d1cc0ea9e1596fe45b8f7f75669a0c55b9081531ee0a", size = 4878819, upload-time = "2026-07-02T12:02:24.668Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/1c/c6518fc7c2bd5c90d86bd7a8f3cf16c1ea0ace4335a80d45b8d3f96c0cba/highspy-1.15.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:818256db731339605a7b2c31cabfcbf820fe50402ff5e9b7aa8410ead06e8735", size = 4474016, upload-time = "2026-07-02T12:02:26.572Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/97/4b5e345affc107f1f315c55dd0b6f35f13be07092feccbdfe1d9bfe38e63/highspy-1.15.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:383cd3f28cce0753dec8e949719b10864e068c53a485624fcab4c6b585496dd7", size = 4636833, upload-time = "2026-07-02T12:02:28.467Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/6e/f00e914f2bd88e2b73a8b3ea1b47171a85cfa23d1a06dc373ca797f43208/highspy-1.15.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:238b2ee88b974b21c7e9ef198139502a7d87451939cae143dce789bbda121182", size = 5034140, upload-time = "2026-07-02T12:02:30.294Z" },
+    { url = "https://files.pythonhosted.org/packages/61/03/8f821d39dc8ee06a35e0fa54c754ab592139640c1e839b587e60068ad822/highspy-1.15.1-cp313-cp313-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:b6dcc545235c0765b48fc736122b105e174d907622d20986ac653c5b2a04911f", size = 5862229, upload-time = "2026-07-02T12:02:32.065Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/55/708b7523ad80106b91fb66471ab8b1c178a8c8adc222c839cc14147542cd/highspy-1.15.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6e1f8a21a0f48aedb129a5a60d4cad9ee0767de271cd7450de16192440671b38", size = 6191747, upload-time = "2026-07-02T12:02:34.034Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/cd/737f43e9c56163ebae501ab21fdbc37dd2dde3e02fd18e37d0062b9b9c7c/highspy-1.15.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:9ea683af80e4fb7c9d712b5df4bae34c63fa9e6afc78d750ba2d9f5e6f3203e0", size = 7233066, upload-time = "2026-07-02T12:02:36.109Z" },
+    { url = "https://files.pythonhosted.org/packages/33/60/b9ae92e8454f42cb5c5ccca63862a75f5d43afead1f725f3b8af19f507f5/highspy-1.15.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:565cf6a6e7c84e36c101b118a3c5fd09bc14aeece599bba12625e79b5ab0cecb", size = 6636826, upload-time = "2026-07-02T12:02:37.863Z" },
+    { url = "https://files.pythonhosted.org/packages/54/0b/35e5e63be2e70951c3224ed33c4300f1cd37fcfe4eb6d25e259e13571e0f/highspy-1.15.1-cp313-cp313-win32.whl", hash = "sha256:6cc7008b82094b2a2377338398b38f5b6c306397bd23282e55dec46a101a2dac", size = 2306720, upload-time = "2026-07-02T12:02:39.839Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/63/2e104bab0117415c68950f249e42f0974f74665d0313dfeddceb1f74c47d/highspy-1.15.1-cp313-cp313-win_amd64.whl", hash = "sha256:46fe314b918257361c54170852bc561c78d0f84d94e2ad263859d818127e6e76", size = 2711119, upload-time = "2026-07-02T12:02:41.861Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/73/8cd42c3ca7baf4857494a0294ef068f2216f1216173f3f298046820a7a57/highspy-1.15.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:a7b11dc80781052a6e7c163b5c2696fe9e06c72927cfdb48f67f7e8c77096f4f", size = 4879694, upload-time = "2026-07-02T12:02:43.623Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/5b/308821aeefa0e85f90645e15a86bc63c156bf08b00e33a0a906a0c430b41/highspy-1.15.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:9a00e1278ea46a426b1eaa0aea69df9d72ed1d75b18227cad992384ebbdc0c74", size = 4475059, upload-time = "2026-07-02T12:02:45.455Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/20/9c75531c03c7121d576ef0ff8415bfb255fdd060c435f9f26e5b103b0559/highspy-1.15.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:193b9751d3705bc948552b138800af0ad8af17a5b801d5940d7db7ff1ffc4f10", size = 4637880, upload-time = "2026-07-02T12:02:47.239Z" },
+    { url = "https://files.pythonhosted.org/packages/89/ea/6d6136f01ce82c049740b00380a39999a15c689a9a4d43fdb1ea25090c2b/highspy-1.15.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6298b6ef691e83544d395d45fa4e856874c44b32936d85c36564f7697d27bb0b", size = 5034792, upload-time = "2026-07-02T12:02:49.044Z" },
+    { url = "https://files.pythonhosted.org/packages/38/9d/ccf4a0d4e7a4fa4141dbabe9f78e94fa9d37b6b5becafe8a61e8369031eb/highspy-1.15.1-cp314-cp314-manylinux_2_26_i686.manylinux_2_28_i686.whl", hash = "sha256:9d436b5f8d50b01497d494606695746147e15b8e22eec6ae475a60cb8b22c1d7", size = 5861891, upload-time = "2026-07-02T12:02:51.432Z" },
+    { url = "https://files.pythonhosted.org/packages/19/b4/655f6ce06e17159c001456c97c4be84dcb1448477e3ea52bd5401f5c27c3/highspy-1.15.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:bbb22b7ceed298c0b75237186eb4671915b1c41c07f966e527643af10493671e", size = 6195707, upload-time = "2026-07-02T12:02:53.446Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/93/a35495b3326cdc0c2ff59de69d26f2600f41399d9381b59f4826742c054e/highspy-1.15.1-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:74c1eb71d3c0fa0c190492d9c0c67266d1dd6b4244c93b53e95a687504db309d", size = 7235019, upload-time = "2026-07-02T12:02:55.989Z" },
+    { url = "https://files.pythonhosted.org/packages/20/5e/8b21c908ee94db28f2de58326c8a25e361b3d504f145f7972f096028a908/highspy-1.15.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:cb8b8298a74786e1cbc1a9e102b7749e2bbd9c41826ffd4a1d7ba738232646ff", size = 6637185, upload-time = "2026-07-02T12:02:58.165Z" },
+    { url = "https://files.pythonhosted.org/packages/25/81/8f984e500536ca40a8fb1d74ecb7a213e170683adcfd01edee8e21e5735b/highspy-1.15.1-cp314-cp314-win32.whl", hash = "sha256:780c021441f548711818833d3a986fcb253849734aa00c3bf83d342c38b03629", size = 2362473, upload-time = "2026-07-02T12:03:00.147Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/97/e85d751aaba8231e86915077532fd584711d30aa9eb85c26331e2bd87596/highspy-1.15.1-cp314-cp314-win_amd64.whl", hash = "sha256:864258c59aeaea9d3bd7ccdd10c03258e2be764e2cf1e21f829fd1f8d8c15d57", size = 2813851, upload-time = "2026-07-02T12:03:01.836Z" },
 ]
 
 [[package]]
@@ -699,64 +687,64 @@ wheels = [
 
 [[package]]
 name = "librt"
-version = "0.12.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/c6/e0/dbd0f2a68a1c1a1991eb7921ff6014465d56608cdc9a9fb468a616210a37/librt-0.12.0.tar.gz", hash = "sha256:cb26faedbd09c6130e9c1b64d8000efec5076ffd18d606c6cd1cf02730e6d8b0", size = 203841, upload-time = "2026-06-30T16:14:29.671Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/d5/1a/5bec493821b0e85b91de4f234912b50133d1aedb875048eef27938ec3f96/librt-0.12.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:9bce19aa7c05f91c989f9da7b567f81d21d57a2e6501e2b811aa0f3f79614c1a", size = 146756, upload-time = "2026-06-30T16:12:44.395Z" },
-    { url = "https://files.pythonhosted.org/packages/b9/d0/cc04b48a57c1f275387f5578847214c4a6c21bfb24c6c8c8d6ba753fe403/librt-0.12.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b0ace09f5bf4d982fe726015f102fb856658b41580597104e301e630ed1d8d86", size = 145537, upload-time = "2026-06-30T16:12:45.95Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/10/c02325556beb2aa158c9e549ddade8cc9a23b36cdad14756dbed730c1ff1/librt-0.12.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d007efe9243ede81ce75990ad7aa172da1e2024144b3eff17ba46a5fff1fff3c", size = 488637, upload-time = "2026-06-30T16:12:47.658Z" },
-    { url = "https://files.pythonhosted.org/packages/cb/9e/7b49ca1c30baa9c8df96024aa09a97c35a97455e36004c9b5311703c56f3/librt-0.12.0-cp312-cp312-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:ad324a5e4858388a4864915b90a42efc8b374376393f14b9940f2454e791912b", size = 483651, upload-time = "2026-06-30T16:12:49.283Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/71/03c8c8cec39645fda451132ff9d6d662fc5aea42a1a188a77a4fddb35906/librt-0.12.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:10a40cf74cdd97b6f8f905056db73f5d459783de2ca04c6ebd1bf47652818e7e", size = 518359, upload-time = "2026-06-30T16:12:50.999Z" },
-    { url = "https://files.pythonhosted.org/packages/e0/ec/a9f357f94bbcba92277d22af22cff42ef706ae5d9d6d58b69bebf3a67954/librt-0.12.0-cp312-cp312-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:92e61c09de95217ae02a9d17f4f66cf073253cdc51bcfdc0f15c62c9a70baa85", size = 509510, upload-time = "2026-06-30T16:12:52.631Z" },
-    { url = "https://files.pythonhosted.org/packages/7a/34/717055325d028743aa01a7691ad59a63352a26a8ff2e7eeb0c9249514150/librt-0.12.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:0461344061d6fc3718940f5855d95647831cef6d03a6c7506897f98222784ad4", size = 527302, upload-time = "2026-06-30T16:12:54.244Z" },
-    { url = "https://files.pythonhosted.org/packages/95/f8/7612eeedb3395d92f7c6a84dca5f15e282d650483a4dc01aa5b9cffdfda3/librt-0.12.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:e6dfe89074732c9287b3c0f5a6af575c9ede380a788013876cc7b14fe0da0361", size = 532568, upload-time = "2026-06-30T16:12:55.74Z" },
-    { url = "https://files.pythonhosted.org/packages/79/1e/a9afe85d5bb8b65dc27be3809ed1d69082079e1e9717fd2c66aa9939600c/librt-0.12.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:9efed79d51ad1383bba0855f613cca7aa91c943e709af2413ac7f4bb9936ce08", size = 521579, upload-time = "2026-06-30T16:12:57.884Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/1e/93aebb219d52c37ea578f83b0588cd7b040974e464d4e435086a48b4dc4d/librt-0.12.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:1eac6cc0e23e448fb3c1446ed85ff796afb616eed5897c978d35dbec030b7c7c", size = 558743, upload-time = "2026-06-30T16:12:59.577Z" },
-    { url = "https://files.pythonhosted.org/packages/3c/85/1680c0ec332f238e3145c5608d313ab0a43281e210a5dd87e3bc3cc25631/librt-0.12.0-cp312-cp312-win32.whl", hash = "sha256:0ab8ee0210047ae86ca023ccfbfe3df82077fd1c9bc021aebbf37d993ef64af0", size = 99200, upload-time = "2026-06-30T16:13:01.015Z" },
-    { url = "https://files.pythonhosted.org/packages/30/0e/abca12d8904875aa2ad66327390a3f7b1b75ebc43c0a00fc763cecf32ea5/librt-0.12.0-cp312-cp312-win_amd64.whl", hash = "sha256:51c8bfa12632c81b94401c101bcedd0c56c3a1f8fa3273ca3472b28cd2f54003", size = 119390, upload-time = "2026-06-30T16:13:02.493Z" },
-    { url = "https://files.pythonhosted.org/packages/32/a5/4203481b6d3a3bb348c82ac71abf1fcb4cb3ae8422a24a8dee4cd3ac5bd7/librt-0.12.0-cp312-cp312-win_arm64.whl", hash = "sha256:5eebd451f5def089369ba6d8ff0291303d035e8154f9f26f7633835c5b029ade", size = 105117, upload-time = "2026-06-30T16:13:03.952Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/87/568d948c8079c9ff3c9e8110cf85f1eb70218e1209af29d0b7b89aa4a60c/librt-0.12.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:8d9a55760a34ae5ce70434aabb6a6c61c6c44a0ec58ca1cfd9cd86e4745d417d", size = 146808, upload-time = "2026-06-30T16:13:05.417Z" },
-    { url = "https://files.pythonhosted.org/packages/e7/1d/bea471ecea210088847bb5f3c4b4b424d596518934c06679b78ca85d6e63/librt-0.12.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:ff0b197e338b4cf432873e0d6ef025213fdea85311ec4d87d2ea88c28adf2409", size = 145503, upload-time = "2026-06-30T16:13:07.023Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/9e/984ad422b56de95fdce158f06b051655373784ebea0aba9a7fcbc41614d1/librt-0.12.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7e69f120a20b69e2539d603bbd4d62db38399b10f8bf73a1cf445038a621e8af", size = 488421, upload-time = "2026-06-30T16:13:08.492Z" },
-    { url = "https://files.pythonhosted.org/packages/50/03/1a2f94009b07ea71f8e1a4cfe53370565b56da9caa341b89e0699325e9f5/librt-0.12.0-cp313-cp313-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:fde3cde595e947fc8e755b0a21f919a1622483d07c662d00496e040773d22591", size = 483488, upload-time = "2026-06-30T16:13:10.169Z" },
-    { url = "https://files.pythonhosted.org/packages/aa/3b/084bdc295823fbb6ab91670047adf8f420787f9e8794bf2d140b66dc196b/librt-0.12.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d977447315fa09ea4e8c7ae9b4e22f7659b5128161c1fd55ff786b5349f73503", size = 518428, upload-time = "2026-06-30T16:13:11.681Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/22/5a307390b93a115ffbecd95c64eecb4e56269680e45e9415ada7285f2cf4/librt-0.12.0-cp313-cp313-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7ffac8a67e4143cea9a549d4822b93bc0bbaad73fc25aa0ab0ba5ec27d178677", size = 509744, upload-time = "2026-06-30T16:13:13.217Z" },
-    { url = "https://files.pythonhosted.org/packages/b5/90/83f3cb6184f5d669660717b4b2e317c9ddaccf7ca5bb97f2196deac1a3b7/librt-0.12.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:94af1ed773ff104ef08ef3d669a0ba9d3a5916c609eb698cffe5d5476d66ff9b", size = 527749, upload-time = "2026-06-30T16:13:15.277Z" },
-    { url = "https://files.pythonhosted.org/packages/7d/3b/f162be5cc88d47378e3a20776fe425fa1c2bece755da15e2783ebf06d3d6/librt-0.12.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:548199d21d22fb26398dfbbe0ba953a52465c66f3a49f38e6fddce1b127faf53", size = 532582, upload-time = "2026-06-30T16:13:17.074Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/28/6c5d2f6b7232fd24f284fc4cab37a459fe69a9096a09942f44cc5c55e073/librt-0.12.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:c8f1f413b966a9dd3ecf80cd337b0ad7bb3de2474a4ff448ed3ebabfc3f803fc", size = 522235, upload-time = "2026-06-30T16:13:18.823Z" },
-    { url = "https://files.pythonhosted.org/packages/a9/1c/bd115360587fdc22c8ae8fac14c040a556b442e2965d4370d2cf274c8b95/librt-0.12.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:55f13f95b629be5b6ab38918e439bf14169d6f9a8deaae55e0c14e12fb0c74b9", size = 559055, upload-time = "2026-06-30T16:13:20.509Z" },
-    { url = "https://files.pythonhosted.org/packages/fe/5a/c26f49f576437014825a86faea3cec60c1ed17f976abd567b6c12b8e35a7/librt-0.12.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl", hash = "sha256:8b2dc079dfe29e77a47a19073d2040fa4879aa3656501f1650f8402ddce0313c", size = 79809, upload-time = "2026-06-30T16:13:22.401Z" },
-    { url = "https://files.pythonhosted.org/packages/69/0b/a55244261d9ad7375ac039b8af06d42602722e2e8b8d8d6b86e4a3888c02/librt-0.12.0-cp313-cp313-win32.whl", hash = "sha256:da58944be8270f2bfee628a9a2a60c1cf6a12c8bea8e2c9b6edf3e5414ca7793", size = 99308, upload-time = "2026-06-30T16:13:23.661Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/bf/ed9465e58d44c5a5637795547d0841c8934aab905ea452cac1adf14672cf/librt-0.12.0-cp313-cp313-win_amd64.whl", hash = "sha256:1db4be3037e4ce065a071fa7deee93e78ebc25f448340a02a6c1c0b82c37e383", size = 119438, upload-time = "2026-06-30T16:13:25.188Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/44/3cad652aeb892e6e8ffe48d0fafa2bc652f28ec7ed3f4403fcbb1be4f948/librt-0.12.0-cp313-cp313-win_arm64.whl", hash = "sha256:05fd2542892ad770b5dd45003fd080477cf220b611d3ee59b0792097eb0873a9", size = 105118, upload-time = "2026-06-30T16:13:26.533Z" },
-    { url = "https://files.pythonhosted.org/packages/0e/51/3a0e05618c12423b6fc5141b590ec02a6efb645833edc8736a6c7b46d1ec/librt-0.12.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:b37ee42e09722284a6d9288fe44a191f7276060a3195939bb77c6502058dbb34", size = 145579, upload-time = "2026-06-30T16:13:27.909Z" },
-    { url = "https://files.pythonhosted.org/packages/77/9e/fd399d099dfb4020f3f7c34e7e6210c389fa89f7d79ca92f5afb0395f278/librt-0.12.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:ade11988728b3e4768dadc5696e82c60e9b35fc95335a9b4d1f5d69e753ccec7", size = 150139, upload-time = "2026-06-30T16:13:29.357Z" },
-    { url = "https://files.pythonhosted.org/packages/7a/ee/610239fbd8c4b005443664c5d4c3bc1717daedd8c71369bf45011aa87194/librt-0.12.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f351ed425380e39bd86df382578aa5b8c5b98e2e265112de7379e7d030258150", size = 480457, upload-time = "2026-06-30T16:13:30.78Z" },
-    { url = "https://files.pythonhosted.org/packages/0c/10/ceddc9010f26c541444be36e1153a79b64626694db2d33a524c719fa3e46/librt-0.12.0-cp314-cp314-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:857d2163e088c868967717ace8e980017fd868a735f3de010412af02bdc30319", size = 479002, upload-time = "2026-06-30T16:13:32.398Z" },
-    { url = "https://files.pythonhosted.org/packages/4e/f1/b1523d9718e8192e5403e6b41a02742e17ba554369f0729b9f30ab590e2d/librt-0.12.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e2befc80aa5f2f5b93f28abaaf11feff6677931dd548320e44c52deaa9399744", size = 510527, upload-time = "2026-06-30T16:13:34.615Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/0e/0f3ff43befb18a531615736791e52fb67eaa71ff7b89e6e5f7004b64cc6e/librt-0.12.0-cp314-cp314-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:be3694dcfa97c6715dd19ac73d3e1b21a805514a5785663e57fecacd3ff64e5a", size = 500988, upload-time = "2026-06-30T16:13:36.408Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/1a/0278ea4a9e599dc507c43839a87f2c764ad04bf69418e2d763d58659e55f/librt-0.12.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:2d5f67e86f45638843d025b0828f2e9e55fc45ff9180d2618ccdeaf72a796050", size = 519318, upload-time = "2026-06-30T16:13:37.883Z" },
-    { url = "https://files.pythonhosted.org/packages/59/55/090e10e62be2f35265e41601337f83ac9f83be9aca1bf92692e3a82effdd/librt-0.12.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:64572c85e4ab7d572c9b72cd76b5f90b21181b1459fa6b1aac6f8958c4fcff31", size = 527127, upload-time = "2026-06-30T16:13:39.682Z" },
-    { url = "https://files.pythonhosted.org/packages/1f/34/8052c9ec678be6ba751279947831f089aa69b009000b985ce91d1979669a/librt-0.12.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:8b961912b0e688c1eb4658a46bdb0606b31918d65597fbe7356ca83aa653ffcc", size = 509766, upload-time = "2026-06-30T16:13:41.266Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/f8/8761b36189e9ec8dc20b49fa84cef22852c6c41fcda56f760f7fc1360da5/librt-0.12.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:722375903e3f079436a7a33da51ce73931536dd041f9feb01536f05d8e010c96", size = 552043, upload-time = "2026-06-30T16:13:43.197Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/98/7283971ef6b70269938b49c7b25f670ec6325d252265fbcc996f9b364379/librt-0.12.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:a5a96a8f536b65ef1bf910c09e7e71647edde5111f6e1b51f413c6fba5bfe71b", size = 79472, upload-time = "2026-06-30T16:13:44.64Z" },
-    { url = "https://files.pythonhosted.org/packages/c3/5e/b30940dea935e8ac5bd0e0abb1985f5274590d557ac3a252ca0d5392ce52/librt-0.12.0-cp314-cp314-win32.whl", hash = "sha256:8ffc99c356f1777c506e1b69dc303879153ae2640ba15b8f3d4448bc87139149", size = 94246, upload-time = "2026-06-30T16:13:45.962Z" },
-    { url = "https://files.pythonhosted.org/packages/7d/4e/0af9fe63f35fa304da3b05688f30ff6a329bcc59581b1cc51dc87fd30141/librt-0.12.0-cp314-cp314-win_amd64.whl", hash = "sha256:1e68fb20798f455cda41d20a306a23c901218883f17a4bab1ed6e1331b265fb7", size = 114951, upload-time = "2026-06-30T16:13:47.279Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/8e/843c495d7db35e13b84cd533898fa89145c40dc255da0bc316d53d631464/librt-0.12.0-cp314-cp314-win_arm64.whl", hash = "sha256:2df534f97916cf38ec9b1ddafeb68ae1a4cd4a54775ff26a797026774c0517cf", size = 100562, upload-time = "2026-06-30T16:13:48.699Z" },
-    { url = "https://files.pythonhosted.org/packages/75/30/c686d0f978d5fd6867c5bbad96b015c9445746764d1c228e16a2d30d9382/librt-0.12.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:c09e581b1c2b8a62b809d4f4bd101ca3de93791e5b0ed1a14085d911be3dee3f", size = 153897, upload-time = "2026-06-30T16:13:50.017Z" },
-    { url = "https://files.pythonhosted.org/packages/40/46/f6f2d77ce46628b48fb5280709013b5109cf3a2c46a2472093cdfc03519d/librt-0.12.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:976888d0d831402086e641018bcc3208e0a38f0835789da91f72894b2cb4161f", size = 156391, upload-time = "2026-06-30T16:13:51.462Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/46/cd790c7e19e460779471530ffab454541d6ea4a3b7d338cad7f16ff96995/librt-0.12.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:563c37cdb41d08fe1e3f08b201abac0e317ca18e88b91285466ee0a585797520", size = 564151, upload-time = "2026-06-30T16:13:53.146Z" },
-    { url = "https://files.pythonhosted.org/packages/54/12/724559a15fb023cbdef7aee1e81fbfbc3ee22fd09009baa816cea63e3a60/librt-0.12.0-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:b97eb1a3140e279cc76f85b0fb92b7eb3dfbe0471260ee878bc9dc4bf9a0d649", size = 546002, upload-time = "2026-06-30T16:13:54.665Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/7e/f9d8c257ab4909f101c7c13734367749e782fd8625545f0343502c2f09f1/librt-0.12.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:06e0623351ab9904cf628245f99c714586f4dd23dc740b88c8bc670d8401a847", size = 584204, upload-time = "2026-06-30T16:13:56.301Z" },
-    { url = "https://files.pythonhosted.org/packages/9b/33/64665810575ac23b6cb6ef364de51309b7803620c12885b6e895ebc29591/librt-0.12.0-cp314-cp314t-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:da12f017b2e404554be14d466cd992459feaa44f252b0f18d909a85266ce1237", size = 573688, upload-time = "2026-06-30T16:13:58.1Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/01/27522995c6627455abc7a939d57535fb1a7836d398ccedb3d7585f46039e/librt-0.12.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:d97f31003a5c86b9e78155a829572c3a26484064fb7ac1d9695fe628bd93d029", size = 604719, upload-time = "2026-06-30T16:13:59.831Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/1f/099e61b1b688551d6d2ce9d4d2ae2242a938759db8551e6cbac7f7176ee5/librt-0.12.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:bd43a6c69876aef4f04eaae3d3b99b0be64755fda274002fa445b92480bf664e", size = 598183, upload-time = "2026-06-30T16:14:01.457Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/c1/050400249665503bdd5b83cec518fa7b183b609341c8dcd58161775c4226/librt-0.12.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c01755c72fca1dc6b8d5c2ed228b8e7b2ffe184675c22f0f05ebd8fe188b9250", size = 582559, upload-time = "2026-06-30T16:14:03.29Z" },
-    { url = "https://files.pythonhosted.org/packages/da/d1/eef8f0e6722518b65a3d3bcd9309f9f44e208ce5d6728070820f988e7078/librt-0.12.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:625ae561d5fa36400856dcc27464400d047bc2d5e3446be88f437b03fefd72e4", size = 626375, upload-time = "2026-06-30T16:14:04.957Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/78/f0bb41a6f2bbd3c77bdcc66980dc0d69ca1192a0ecec25377afcc5e6db73/librt-0.12.0-cp314-cp314t-win32.whl", hash = "sha256:8d73191883553ee0739741544bf3b00aba2a1224e45d9580b30cbc29e21dc03b", size = 97752, upload-time = "2026-06-30T16:14:06.555Z" },
-    { url = "https://files.pythonhosted.org/packages/92/24/e279c27972ab051a070237cfa45728fa51670c3f22f1a4d391711e9f4c31/librt-0.12.0-cp314-cp314t-win_amd64.whl", hash = "sha256:e1cbb037324e759f0afa270229731ff0047772667f3cb38ef5df2cabf0175ede", size = 119562, upload-time = "2026-06-30T16:14:07.908Z" },
-    { url = "https://files.pythonhosted.org/packages/06/e6/42a475bfca683b0cd5366f6dd06580062b7e567bb8534d225c877c2f14f3/librt-0.12.0-cp314-cp314t-win_arm64.whl", hash = "sha256:bca1472acbd473eff61059b4409f802c5a1bcb4cd0344d06f939df9c4c125d40", size = 104282, upload-time = "2026-06-30T16:14:09.29Z" },
+version = "0.13.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/dc/2f/3908645ddddab7120b46295e541ead308109fa48dbec7d67d7a778870d60/librt-0.13.0.tar.gz", hash = "sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781", size = 211402, upload-time = "2026-07-08T12:26:29.834Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f0/f4/b2933ddae222dac338476abb872641169a5cfed2c2bb5444a5b07b32b0c3/librt-0.13.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0", size = 150990, upload-time = "2026-07-08T12:25:02.42Z" },
+    { url = "https://files.pythonhosted.org/packages/90/ef/db98f744ca50e6efc9c95c70ee49b77aefac31f6a3fc7c83754a42d6a74f/librt-0.13.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5", size = 155238, upload-time = "2026-07-08T12:25:03.681Z" },
+    { url = "https://files.pythonhosted.org/packages/03/e7/a197e7bc72baf2c61ce7fdc6906a5054dc05bd8da0819aa894e4857bf87e/librt-0.13.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9", size = 503073, upload-time = "2026-07-08T12:25:05.049Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/e7/7887712e27da7c1ab80fcabb1de6eb24243964f6557cae530d4b70706dbd/librt-0.13.0-cp312-cp312-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b", size = 496528, upload-time = "2026-07-08T12:25:06.26Z" },
+    { url = "https://files.pythonhosted.org/packages/94/f0/f2283385bb6b950b26a1410f4ce51ec27231e0b3a4b925c46366d218b198/librt-0.13.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03", size = 531786, upload-time = "2026-07-08T12:25:07.658Z" },
+    { url = "https://files.pythonhosted.org/packages/36/11/69ac3b54766ffba5fd7e5acebfb048d66dbe1f9f2d14516c2b3edc59cf87/librt-0.13.0-cp312-cp312-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e", size = 524393, upload-time = "2026-07-08T12:25:09.121Z" },
+    { url = "https://files.pythonhosted.org/packages/61/5f/d72f95fd444a926a3c14b4e24979474116988dd57a45be242077c45d3c22/librt-0.13.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd", size = 543026, upload-time = "2026-07-08T12:25:10.459Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/08/dcd9993ad192737a004ba263d549f8ea605b326b952e7d6205c7d4170b76/librt-0.13.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348", size = 546829, upload-time = "2026-07-08T12:25:11.716Z" },
+    { url = "https://files.pythonhosted.org/packages/96/d5/6d9bb2f54e4109a956b7128836529653eb9d740f784bc47ed10a02c1000e/librt-0.13.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7", size = 535700, upload-time = "2026-07-08T12:25:13.144Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/f2/10946922503858a359492fa27f13e86228bde702116a740ac7b3cd185f24/librt-0.13.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82", size = 573566, upload-time = "2026-07-08T12:25:14.336Z" },
+    { url = "https://files.pythonhosted.org/packages/48/a8/94f00e3c99479a18088af3685ea016c42f3c7d5d1964d8dbb40c08d7f1aa/librt-0.13.0-cp312-cp312-win32.whl", hash = "sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3", size = 106099, upload-time = "2026-07-08T12:25:16.159Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/7b/2da9c74c1ed25a89cc4e1c8e007ea2eb4a0f1fafa3e70d757fe3242c5c5c/librt-0.13.0-cp312-cp312-win_amd64.whl", hash = "sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa", size = 126934, upload-time = "2026-07-08T12:25:17.275Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/65/aead61bbf3b5358593f9d4779d2a0e88eaf6ec191a6342dde36dd1df6371/librt-0.13.0-cp312-cp312-win_arm64.whl", hash = "sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1", size = 112236, upload-time = "2026-07-08T12:25:18.425Z" },
+    { url = "https://files.pythonhosted.org/packages/67/3b/18e7b63255297a2bdc9c25c8d6d4ca8eca9f63aceb1252c0f7427ac7099e/librt-0.13.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3", size = 151027, upload-time = "2026-07-08T12:25:19.638Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/68/e2248452c00d1a03b45fee1752cdc8f790a476efd2402b75181da88a9e61/librt-0.13.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c", size = 155152, upload-time = "2026-07-08T12:25:20.851Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/16/52b1c99bf19057a062aac39c900cbb81499f6f75d6c537c14463d247ba78/librt-0.13.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c", size = 502499, upload-time = "2026-07-08T12:25:22.055Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/54/b811151805c795f55e0dedee6ec687b75f9982a8105d240ea3910737a77b/librt-0.13.0-cp313-cp313-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b", size = 496108, upload-time = "2026-07-08T12:25:23.296Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/f8/094d6b2bd93f3fdaa54db54cc788c4a365333bddad65ab02e04da0b1d004/librt-0.13.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9", size = 531576, upload-time = "2026-07-08T12:25:24.648Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/40/541733d5755824f968f7ec39d78ffbd75d145964157ae5e69a09ec6d7326/librt-0.13.0-cp313-cp313-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db", size = 524390, upload-time = "2026-07-08T12:25:25.898Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/b5/255673cfdbf5ba663339d36cd863c897289ab4337577e19f9405ce059f36/librt-0.13.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6", size = 543053, upload-time = "2026-07-08T12:25:27.436Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/11/ab5005e9c9850710f21e354201bf090646349d3fabf5f951eaf70235729e/librt-0.13.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7", size = 546387, upload-time = "2026-07-08T12:25:28.65Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/04/a5d7ce1d1df1afd15ca283dcdf7530ac073e12d69ae8c40879dda96f7868/librt-0.13.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1", size = 535970, upload-time = "2026-07-08T12:25:30.171Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/76/927e267a6daa290174ac281b23c9804c8829b042ade9c6f24a065f540958/librt-0.13.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a", size = 573582, upload-time = "2026-07-08T12:25:31.507Z" },
+    { url = "https://files.pythonhosted.org/packages/10/24/b6c5213efe39c19f9e13605644d0cf063b4ddaa33ac2e45b088e23a70e2e/librt-0.13.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl", hash = "sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628", size = 82189, upload-time = "2026-07-08T12:25:32.675Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/00/d29736be177a906ac0b84a5b04b4fbfa22c776dc2f366de4172b0f968c08/librt-0.13.0-cp313-cp313-win32.whl", hash = "sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927", size = 106193, upload-time = "2026-07-08T12:25:33.692Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/ac/aff6fb45393cb8912f39dfb156ef6b2d1cadb207ff465fc8f66141054be8/librt-0.13.0-cp313-cp313-win_amd64.whl", hash = "sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650", size = 126962, upload-time = "2026-07-08T12:25:34.769Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/3a/d68cb2b334d53fd30fac81d3a489ce4ba0d9506f4df43fcf676b68352b19/librt-0.13.0-cp313-cp313-win_arm64.whl", hash = "sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566", size = 112127, upload-time = "2026-07-08T12:25:35.981Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/66/f49ae0d592bd45b6941e9a8bafcb6a87cddcd501ee7874707e767f01b585/librt-0.13.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71", size = 149818, upload-time = "2026-07-08T12:25:37.203Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/50/51c76d74014d04fb95b6506d286808984b78a2f7a41039094e6b2194ac48/librt-0.13.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6", size = 154071, upload-time = "2026-07-08T12:25:39.399Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/fe/f19b0f5f82d5a1f2da736586bc840abd00ce07d6388136ae80b7333883fc/librt-0.13.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f", size = 494168, upload-time = "2026-07-08T12:25:40.641Z" },
+    { url = "https://files.pythonhosted.org/packages/94/bc/b8550c75775127fd31a5f20e8775997f7b527ad661fc8ddccd7497c064f7/librt-0.13.0-cp314-cp314-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180", size = 491054, upload-time = "2026-07-08T12:25:41.905Z" },
+    { url = "https://files.pythonhosted.org/packages/30/14/4d0204867623df3f33f86efd3d3692ba5e01321443f4d6eab35a22697618/librt-0.13.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6", size = 523006, upload-time = "2026-07-08T12:25:43.327Z" },
+    { url = "https://files.pythonhosted.org/packages/19/0a/c45fc9a260934696bace1ac5df1e148ac92bd71767aee3bf7cd7a4534f4c/librt-0.13.0-cp314-cp314-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9", size = 515058, upload-time = "2026-07-08T12:25:44.541Z" },
+    { url = "https://files.pythonhosted.org/packages/13/0a/50c5ce45b326854ef8fa6ae4c36cf5142e5c55315eaf9e51d0ae73ac4da3/librt-0.13.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007", size = 534025, upload-time = "2026-07-08T12:25:45.825Z" },
+    { url = "https://files.pythonhosted.org/packages/89/2d/08c413c8f93fc13b8103624fce38e5caa86cd08cbbc8465870ab287af54b/librt-0.13.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0", size = 540557, upload-time = "2026-07-08T12:25:47.059Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/c1/93af71fb4a364952210051811dd4e40174e79656b050c89cacac18af3330/librt-0.13.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1", size = 523201, upload-time = "2026-07-08T12:25:48.392Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/6e/9766f07b676a4889d9f8bc2864e9ba5fff165653143ef4dda7df6aa34d16/librt-0.13.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d", size = 565740, upload-time = "2026-07-08T12:25:49.678Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/1e/664e3472ce2b6e10e9b83f29d4a36eb982ff6b5a169ae7567bba3a4c4ff5/librt-0.13.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16", size = 81611, upload-time = "2026-07-08T12:25:50.857Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/d4/8582a4d65e2234673685e07309d02c230b28a85724eb0acbf13f019b7f6e/librt-0.13.0-cp314-cp314-win32.whl", hash = "sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37", size = 100106, upload-time = "2026-07-08T12:25:52.03Z" },
+    { url = "https://files.pythonhosted.org/packages/63/ce/0cb99efe6086b46cd985dc26672166fae312a239690e75871f7fafbd3fc5/librt-0.13.0-cp314-cp314-win_amd64.whl", hash = "sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39", size = 121209, upload-time = "2026-07-08T12:25:53.166Z" },
+    { url = "https://files.pythonhosted.org/packages/26/85/4f3ccb083a3c9b0d42e223acdb3c3f507953324a59cdcab4826e8e2e3b89/librt-0.13.0-cp314-cp314-win_arm64.whl", hash = "sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6", size = 106404, upload-time = "2026-07-08T12:25:54.253Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/77/333191499538c8e8189de7a4cba8e6f49ee949fd6d6e6324b21fd1522466/librt-0.13.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5", size = 159231, upload-time = "2026-07-08T12:25:55.432Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/9e/2aa83758f22c278b837a1d8025898434ce2b8bff36678d5330ecaef56dff/librt-0.13.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46", size = 161300, upload-time = "2026-07-08T12:25:56.585Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/c0/86791e936553ca763d6b3c2fb4d31d596cd00e14fa631c283a40ba01559a/librt-0.13.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e", size = 582056, upload-time = "2026-07-08T12:25:58.144Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/d3/a9ec15984a185e000c4d2a16ba28bd623124ad4c38a10974c7ff78e3a893/librt-0.13.0-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a", size = 562758, upload-time = "2026-07-08T12:25:59.544Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/af/dbe36b78b19c06a55097f99305e4ea9458e2273e6ae16a3cbecaad7ee978/librt-0.13.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22", size = 602095, upload-time = "2026-07-08T12:26:00.991Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/a8/2966891b4dd2830f5203fbee92ac2c4947653a2390ba73dfa44244fad025/librt-0.13.0-cp314-cp314t-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c", size = 593452, upload-time = "2026-07-08T12:26:02.352Z" },
+    { url = "https://files.pythonhosted.org/packages/61/f5/4df8bfc8405ecf8c0d525b4d69636f694bdd8620b313ec8b76e54a5926cc/librt-0.13.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0", size = 623729, upload-time = "2026-07-08T12:26:04.294Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/13/9ac202dffc8db06f75d06c08c2f9f6ff054be67d21272dcc078fa1cc0c57/librt-0.13.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04", size = 617077, upload-time = "2026-07-08T12:26:05.845Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/f0/ebe38610716aee5cb28efd95089bb90192096179802779381e1c5dcf239c/librt-0.13.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61", size = 599561, upload-time = "2026-07-08T12:26:07.21Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/5c/c2e72e236fff7abc716d5b1753b8b8cd3ea85ac46fe17d2e7c51d4e1c723/librt-0.13.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9", size = 645511, upload-time = "2026-07-08T12:26:08.562Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/99/6203ce619dee940d6bfbe099ec3fe4be00a68e9d60f70abf906cf124fe66/librt-0.13.0-cp314-cp314t-win32.whl", hash = "sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18", size = 104357, upload-time = "2026-07-08T12:26:09.828Z" },
+    { url = "https://files.pythonhosted.org/packages/52/dd/843b6314087c41657c7036d7914d8f294bdf9b580aa8513ea0588c8e9a3d/librt-0.13.0-cp314-cp314t-win_amd64.whl", hash = "sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259", size = 126998, upload-time = "2026-07-08T12:26:10.975Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/5d/3dcec2884ba1b0806d1408612555c38dd5d68e90156b59f75f6e36435c3a/librt-0.13.0-cp314-cp314t-win_arm64.whl", hash = "sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99", size = 110771, upload-time = "2026-07-08T12:26:12.303Z" },
 ]
 
 [[package]]
@@ -836,7 +824,7 @@ wheels = [
 
 [[package]]
 name = "matplotlib"
-version = "3.11.0"
+version = "3.11.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "contourpy" },
@@ -849,43 +837,43 @@ dependencies = [
     { name = "pyparsing" },
     { name = "python-dateutil" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/1f/24/080c99d223d158d3a8902769269ab6da5b50f7a0e6e072513907e02b7a6c/matplotlib-3.11.0.tar.gz", hash = "sha256:68c0c7be01b30dcca3638934f7f591df73401235cbdbf0d1ab1c71e7db7f8b57", size = 33251176, upload-time = "2026-06-12T02:29:15.508Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/da/17/f5276b496c61477a6c4fc5e7401f4bfe1c2e5ef7c6cd67896f2ade3809cb/matplotlib-3.11.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:06b5872e9cf11adc8f589ded3ce11bc3e1061ad498259664fabc1f6615beb918", size = 9449976, upload-time = "2026-06-12T02:27:50.989Z" },
-    { url = "https://files.pythonhosted.org/packages/82/34/bdd77418adb2178a1d59f044bd67bfebb115896e91b840b8a197eb3f4f4e/matplotlib-3.11.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0515d495124be3124340e59f164d901ed4484e2246a5b74cfa483cac3b80bd97", size = 9279307, upload-time = "2026-06-12T02:27:53.247Z" },
-    { url = "https://files.pythonhosted.org/packages/94/95/7f522393c88313336b20d70fc849555757b2e5febc22b83b3a3f0fd4bce9/matplotlib-3.11.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:be5f93a1d21981bfb802ded0d77a0caa92d4342a47d45754fac77e314a506344", size = 10031353, upload-time = "2026-06-12T02:27:55.215Z" },
-    { url = "https://files.pythonhosted.org/packages/87/ce/8f25a0e3186aefd61913e7467d1b999465bcd0d0c03ac695c1b26ca559b7/matplotlib-3.11.0-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:41635d7909d19e52e924a521dde6d8f670b0f53ab1d0e8c331fa831554f681d1", size = 10839232, upload-time = "2026-06-12T02:27:57.746Z" },
-    { url = "https://files.pythonhosted.org/packages/85/c2/db15da2bbdf9e3ca66df7db8e2c33a1dfed67be24a24d2c878efaaff01d6/matplotlib-3.11.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:94f5000f67ca9faa300863ea17f8bce9175cb67b88bec4bc7780502d53dd7c9e", size = 10923899, upload-time = "2026-06-12T02:28:00.223Z" },
-    { url = "https://files.pythonhosted.org/packages/e5/2f/a58a4443a4d052a4ea77557478336aefc26c7981f6408d37adba763aa758/matplotlib-3.11.0-cp312-cp312-win_amd64.whl", hash = "sha256:ac6f1ef39f3d0f9e2463303013094992cdbe0f85f43bc54155bc472b2042768e", size = 9329528, upload-time = "2026-06-12T02:28:02.27Z" },
-    { url = "https://files.pythonhosted.org/packages/61/0f/4b669589d47733b97ab9df4b58d6fc1e68acb5ea42a928dc7cbdd6bf5871/matplotlib-3.11.0-cp312-cp312-win_arm64.whl", hash = "sha256:9dd11fb612ce7bc60b1de5b4fc87ff959d22317b5de42aabf392f66f97af22eb", size = 9003413, upload-time = "2026-06-12T02:28:04.49Z" },
-    { url = "https://files.pythonhosted.org/packages/55/41/aa47f156b061d14c98b906f76c428507397708ec63ff94f410ae1752b426/matplotlib-3.11.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:6ce3b839b34ae1f430b4616893a2945a2999debaa7e94e7e29a2a8bbf286f7b5", size = 9450532, upload-time = "2026-06-12T02:28:06.769Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/4f/5a9eb0375e81413953febf8af7b012a6b6357f53438a15c4f5ad86c6bbb5/matplotlib-3.11.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:373db8f91214e8ccaf35ac833cc1dd59dd961e148bbd55dd027141591dde1313", size = 9279760, upload-time = "2026-06-12T02:28:09.152Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/c0/1117d53077e3ac3152503a84e9cf7a5c239576805ee71276e80c2aaa7471/matplotlib-3.11.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:be152b7570324dc8d01574cc9474dd2d803237acf528bcbb5b211fa347461a09", size = 10031623, upload-time = "2026-06-12T02:28:11.26Z" },
-    { url = "https://files.pythonhosted.org/packages/92/7e/e937138daffad65b71bf831a377809dcbc830fb4f31a31e067dc1faa2575/matplotlib-3.11.0-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:126f256df600652d7e4b394cf3164ff75210a00038f287c95a012a6f58d0e83f", size = 10839372, upload-time = "2026-06-12T02:28:14.102Z" },
-    { url = "https://files.pythonhosted.org/packages/1d/c2/438ecc197ffb8023b6b9922915542f2172f5fd45b76703b0b4fc47322243/matplotlib-3.11.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:03acfeddf87b0dddb11b081ef7740ad445a3ca8bcb6b8e3011b08f2cf802b75c", size = 10924099, upload-time = "2026-06-12T02:28:16.383Z" },
-    { url = "https://files.pythonhosted.org/packages/40/2e/395883da416f378b3ed2c9f3e843ac477eae1ce731b671b79adaa6f0bacd/matplotlib-3.11.0-cp313-cp313-win_amd64.whl", hash = "sha256:ab3722f04f3ff34c23b5012c5873d2894174e06c3822fcdac3610965a5ac7d06", size = 9329727, upload-time = "2026-06-12T02:28:18.581Z" },
-    { url = "https://files.pythonhosted.org/packages/61/82/2c388956abf8bf392dfb5b8917c502f1082df6a941b781ab8c8e5ba2474b/matplotlib-3.11.0-cp313-cp313-win_arm64.whl", hash = "sha256:c945824670fb8915b4ac879e5e61f3c58e0913022f70a0de4c082b17372f8771", size = 9003506, upload-time = "2026-06-12T02:28:20.474Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/c1/34454baa44da7975ada82e9aea37105ec47059514dc967d3be14426ba8dc/matplotlib-3.11.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:3489c3dc487669b4a980bc3068f87856de7a1564248d3f6c629efb2a58b03f24", size = 9499838, upload-time = "2026-06-12T02:28:22.713Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/c3/98fe79a398cf232219f090163a7fa7e6766e9f2e0ad26df54d6f8934d8ee/matplotlib-3.11.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:6a98f5476ce784a50ce09998f4ae1e6a9f25043cef8a480c98949902eda74620", size = 9332298, upload-time = "2026-06-12T02:28:24.796Z" },
-    { url = "https://files.pythonhosted.org/packages/95/e4/b4b7c33151e74e5c802f3cde1ba807ebfc38401e329b44e215a5888dd76d/matplotlib-3.11.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:565af866fd63e4bd3f987d580afe27c44c2552a3b3305f4ecbb85133601ea6f3", size = 10045491, upload-time = "2026-06-12T02:28:27.141Z" },
-    { url = "https://files.pythonhosted.org/packages/71/28/394548efd68354110c1a1be11fe6b6e559e06d1a23da35908a0e316c55a9/matplotlib-3.11.0-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e6b3e64dea5062c570f04358e2711859f3531b459f29516274fbad889079e4f3", size = 10857059, upload-time = "2026-06-12T02:28:29.222Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/44/e7922e6e2a4d63bdfbc9dc4a53e3850ab438d46cf42e6779bb15ec92c948/matplotlib-3.11.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:942b37c5db1899610bd1543ce8e13e4ecff9a4633e7f63bb6aa9205d2644ebd1", size = 10939576, upload-time = "2026-06-12T02:28:31.66Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/be/b1ca96003a441d619b727fee21d671fdff7a5ce2f1bb797b2521aa2f679a/matplotlib-3.11.0-cp313-cp313t-win_amd64.whl", hash = "sha256:c08e649a6313e1291e713623b97a38e5bb4aa580b2a100a94a3309bc6b9c8eb3", size = 9379519, upload-time = "2026-06-12T02:28:33.888Z" },
-    { url = "https://files.pythonhosted.org/packages/e3/72/4bf3b91821c34596dd6a7bdac5836d94f744144c8208939ef49d8ec43f7e/matplotlib-3.11.0-cp313-cp313t-win_arm64.whl", hash = "sha256:2746cd2c113742ff6ce37a864c5ac5fd7aa644568f445e66166e457ac78e40e0", size = 9055456, upload-time = "2026-06-12T02:28:35.878Z" },
-    { url = "https://files.pythonhosted.org/packages/57/52/a94102ac99eb78e2fe9b826674f9ef9ee23327110ea6ab4776c1b4eb6209/matplotlib-3.11.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:3338e3e3de128cf50d0d2fb92a122815daf9c755bd882a474343c05f8fd7ec79", size = 9452137, upload-time = "2026-06-12T02:28:37.93Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/03/b8cdb625a21f710dfa11bbca1f48fb4057d2c0286975f8b415bf80942c99/matplotlib-3.11.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:25c2e5455efd8d99f41fb79871a31feb7d301569642e332ec58d72cfe9282bc3", size = 9281514, upload-time = "2026-06-12T02:28:40.028Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/2d/4e1240ea82ee197dfb3851e71f71c87eeeb975f1753b56a0588e4e80739a/matplotlib-3.11.0-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d9695457a467ff86d23f35037a43deb6f1134dd6d3e2ac8ce1e2087cff09ffb9", size = 10843005, upload-time = "2026-06-12T02:28:42.39Z" },
-    { url = "https://files.pythonhosted.org/packages/29/dc/6377ecfaa5fef79430f74a1a16638b4e2aa30d4692bae2c19f9d76fe3b01/matplotlib-3.11.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:19c16c61dea63b3582918503e6b294193961261d9daa806d4ae2151f1ad05430", size = 11127459, upload-time = "2026-06-12T02:28:44.483Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/41/795c405aa7560443a3b01309424cde4a1113b85c90b8a63417444a749617/matplotlib-3.11.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:2d72ea8b7924f3cb955e61518d21e43b3df1e6c8a793b480a0c1214f185d30ba", size = 10925160, upload-time = "2026-06-12T02:28:46.564Z" },
-    { url = "https://files.pythonhosted.org/packages/1a/f7/3a9e6389a7cfaeff76c56e40c2dabcb13110e21e82f837228c834ebe748c/matplotlib-3.11.0-cp314-cp314-win_amd64.whl", hash = "sha256:1c02da0a629dfa9debf52725ea06866b74c1fb70a895bae05e4493d34074f9f2", size = 9485186, upload-time = "2026-06-12T02:28:49.344Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/c0/396478ee7cf2091d182db8b4a8695f6a37f1ddb978989cf9dbb84cd5c123/matplotlib-3.11.0-cp314-cp314-win_arm64.whl", hash = "sha256:aa55d73b3117d4b07f959cd9eb6f69b375d8df3414139c479388e551aa5d999d", size = 9160349, upload-time = "2026-06-12T02:28:51.382Z" },
-    { url = "https://files.pythonhosted.org/packages/c5/6f/1c3bd51bb2b34eaacdcf3c3d859dbb357f952fc8020c617dc118ad7c9e38/matplotlib-3.11.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:a9d8c6e7cd2f0ddf11d8d92e520dd1d9d2abb0cf6ac8831e338666c81e905847", size = 9500921, upload-time = "2026-06-12T02:28:53.443Z" },
-    { url = "https://files.pythonhosted.org/packages/e0/0d/4d861d0121840cb1a3fd4a10deb211efd6fccd481ed23e553f31f4f4da4a/matplotlib-3.11.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:be050fcf32f729eda99f7f75a80bf67612ce16ab9ac1c23a387dcaede95cb70e", size = 9332190, upload-time = "2026-06-12T02:28:55.623Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/cb/22f6bc35711a0b5639a784e74e653e77c86210bd4304449dd399a482f74e/matplotlib-3.11.0-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:dfabef0230d0697aa0d717385194dd41162e00207a68bf4abf94c2bf4c27dca0", size = 10854181, upload-time = "2026-06-12T02:28:57.856Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/7e/9a9eaca731a2939589da520f0ebe8fd8753d0f51fca98c7d20af6dbe261a/matplotlib-3.11.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1644db30e759199443493ac5e5caec24fdb775a8f6123021f85ba47c4133c3cb", size = 11137715, upload-time = "2026-06-12T02:29:00.555Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/f9/9b030b6088354acb0296871bb624b25befc1c42509d3c6cd17420c83a5b8/matplotlib-3.11.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:15b0d160079cb10699a0e98b5989c70677b2df7cacdc62af67c30f2facec46d9", size = 10939427, upload-time = "2026-06-12T02:29:02.527Z" },
-    { url = "https://files.pythonhosted.org/packages/59/94/6b273eaee4ee250863567d100865da61a5c1527fa67f527b7ed22e0dd29c/matplotlib-3.11.0-cp314-cp314t-win_amd64.whl", hash = "sha256:446307e6b04b57b1f1239e228a1ec2af0d589a1008cebc3dfa3f5441d095cfb6", size = 9535809, upload-time = "2026-06-12T02:29:04.994Z" },
-    { url = "https://files.pythonhosted.org/packages/60/95/1d36bddf2b7e2692c1540e78a6e5bc88bc1496b137e3e35a611f91b65ac3/matplotlib-3.11.0-cp314-cp314t-win_arm64.whl", hash = "sha256:652fb5696271d4c50f196d22a5ff4f8e4444c74f847423570d7dc0aa2bbd0159", size = 9209226, upload-time = "2026-06-12T02:29:07.033Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/49/64/f9a391af28f518b11ad45a8a712353c94a0aefce09d3703200e5c54b610a/matplotlib-3.11.1.tar.gz", hash = "sha256:69647db5746941c793d6e445a4cd349323ffb87d9cc958c2ad84a659b4832d30", size = 32612045, upload-time = "2026-07-18T03:39:46.63Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f2/6c/7ef7ebcb2bd9739b2b66b18b076e077f44bb46fdbe28ca0506edb3c62c79/matplotlib-3.11.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e15ef41507f3d525f46154ac9e3ae785dacde9f20e593a25de8986267892ef74", size = 9453849, upload-time = "2026-07-18T03:38:19.593Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/f8/6d0c312c8d9738e7d9677f09fe5c986b3239e651a7b73a2deb38b65e4a71/matplotlib-3.11.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:21a67b961a6d597bca54fae826cd20695ba4a6e4d05424a08da6e13e3176fd6b", size = 9283113, upload-time = "2026-07-18T03:38:21.95Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/cf/b4ad2cc81b6672ea29ea04e64e350a9f9b493b0908ccd884c67eeff8f7b2/matplotlib-3.11.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ba8f811b8ddfac493734d6af0b2dff96919d0c28ca0d641858dab4262777c6ea", size = 10035615, upload-time = "2026-07-18T03:38:24.315Z" },
+    { url = "https://files.pythonhosted.org/packages/88/90/4e10e033d9b66589d8ed98b84c95cdbb57033d57c1f41339d7393dbd2f2e/matplotlib-3.11.1-cp312-cp312-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c52f7ad20ef476806ed212380b1d54d20310c8b86bdc2c9a68b51f0024a44472", size = 10842559, upload-time = "2026-07-18T03:38:26.285Z" },
+    { url = "https://files.pythonhosted.org/packages/88/eb/799612d0f8cd3e816a10fec59329fca52cd2353264df80378dfc541ae855/matplotlib-3.11.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:8b14eb22961fe865efb0e4ff167e333e428908b00115a8d800ccb65ee108e481", size = 10927532, upload-time = "2026-07-18T03:38:28.532Z" },
+    { url = "https://files.pythonhosted.org/packages/88/89/56649bbaa2fd12e20f3be03dbcc135b0c8676d88bac17977599e3eb442a0/matplotlib-3.11.1-cp312-cp312-win_amd64.whl", hash = "sha256:88a2a27dd9691ae448dfae4b26f59036be90c3c28757edd3553a29559d00859f", size = 9333886, upload-time = "2026-07-18T03:38:30.477Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/11/4d124efbbad677b7b7552f6f85a3bd432d4232f95400cea98fcd2ae36ef3/matplotlib-3.11.1-cp312-cp312-win_arm64.whl", hash = "sha256:480194afceca4df2f137c2721227d3cba67121fbf4397b69cee7f83714b0a58a", size = 9007545, upload-time = "2026-07-18T03:38:32.833Z" },
+    { url = "https://files.pythonhosted.org/packages/04/6c/4798363b7fb5644e309fe1fac30216e9146c9f70859d80d588c18caf5317/matplotlib-3.11.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:6771b0cd7838c6a857a7209814158c0ad09bfef878db3033dd82d70ad101f191", size = 9454341, upload-time = "2026-07-18T03:38:35.001Z" },
+    { url = "https://files.pythonhosted.org/packages/59/98/6acadbe7f98df19d274bc107ac58bb439fa75df82c33dc110d71a4a8501f/matplotlib-3.11.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:2abdee5ffa2fe11b2d19f7a5c63b785fb7c28cc46c7bc1814156341d9d1a33e1", size = 9283627, upload-time = "2026-07-18T03:38:37.061Z" },
+    { url = "https://files.pythonhosted.org/packages/24/ea/65cec46fe241390ccea1b1754207ee28eb71c5ab866bd5f22fe47e538fa4/matplotlib-3.11.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b0a19dcf73406d3746d25a5ed42d713604c9a3e024d129b102852b0d941cb9f3", size = 10035860, upload-time = "2026-07-18T03:38:39.663Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/10/63fdccccbabe002fb0960876baabc5e3f24d9c1bb4cfb25651457f74b3a0/matplotlib-3.11.1-cp313-cp313-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7389b77ed2ab0552f46d9a90b81b7b8e6dfcdc42adc36c37a0865799843e0e3e", size = 10843594, upload-time = "2026-07-18T03:38:42.144Z" },
+    { url = "https://files.pythonhosted.org/packages/98/51/a1155945bff7b91381875022ac1522c5dfdac0d006be8e7df389b3134eae/matplotlib-3.11.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:c90be0b73568da4f662afac580956a76e308437e641b4a45aa08925eeb67d95f", size = 10927962, upload-time = "2026-07-18T03:38:44.302Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/3a/3d5e1f42dc761bf53401a62a83ff93389b37de9d2c093b2a3aa49ac34f1b/matplotlib-3.11.1-cp313-cp313-win_amd64.whl", hash = "sha256:68408341f2312836fbbdf6b3c78047f65b2d8752f5fd221c3e72d348f5b34f8b", size = 9334074, upload-time = "2026-07-18T03:38:46.616Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/db/3f5ea5a5b64060ef5e1ff60a19170423e41ce21b8497a6fe15a36e0b43e3/matplotlib-3.11.1-cp313-cp313-win_arm64.whl", hash = "sha256:0c1f44890d435c1b4ef52f701ad5828cb450ea97bcc83918fda6be74965d6cd2", size = 9007662, upload-time = "2026-07-18T03:38:49.112Z" },
+    { url = "https://files.pythonhosted.org/packages/98/6e/c7ae5e0531425b69c0826b00ebbc264c85cab853f1cd6e096c9983c2cdc1/matplotlib-3.11.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:5e510088c27a89d53580a752f959146893563e63c330e161d159b0fee652af6f", size = 9503790, upload-time = "2026-07-18T03:38:51.527Z" },
+    { url = "https://files.pythonhosted.org/packages/92/79/15be162e0a2ed546939674e2e97d0e33ec2447d86d4d4e611fa295bb178c/matplotlib-3.11.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:1524e2bdd48a93557aa47ddcfe9c225dfdd57d5a01a5c49128c20f0632980ee1", size = 9336148, upload-time = "2026-07-18T03:38:53.564Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/7f/36ffe144fc4aacfe0e3ed2318f72b6755d1e73b041d619b4d393e60f5a66/matplotlib-3.11.1-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:11664c551345553db92e61cae6cf1376f138f8c47cafdf13b64b18f3e3e9e464", size = 10049244, upload-time = "2026-07-18T03:38:55.911Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/5f/55812d68c0a840d3a463638f48c00ab1fe338518ec49a640cb6473b444af/matplotlib-3.11.1-cp313-cp313t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5e1f8922ba31959cf6a9dfb51be64b7f7bc582801a3957dc0c2f3afcd3537adf", size = 10860798, upload-time = "2026-07-18T03:38:58.282Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/64/cca444b4eb5e6c768c44fc5e1f0b5211f20ca2b282778051996e996a2bdf/matplotlib-3.11.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:83235693abde86e5e0129998f80ee39fc7f58e6d56a88fafb28a9278833e9d5f", size = 10943282, upload-time = "2026-07-18T03:39:00.465Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/0f/a49c329d394f2e9ef38506982107e8b04ecf94dd41a9d8423ff82cc737c7/matplotlib-3.11.1-cp313-cp313t-win_amd64.whl", hash = "sha256:9a076f4fc5cdc43fdf510f5981418d25c2db4973418d9f22d8bb3dc8045ada78", size = 9383532, upload-time = "2026-07-18T03:39:02.468Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/50/103e86afb806d8f64d04ede14e4cfc09dbfc25f512421ff85fdd6ebd59cf/matplotlib-3.11.1-cp313-cp313t-win_arm64.whl", hash = "sha256:216fbb93a74add02ddb4cb38ef5348f59ac00b3e84567eaf16598772d40e150a", size = 9059665, upload-time = "2026-07-18T03:39:04.607Z" },
+    { url = "https://files.pythonhosted.org/packages/35/04/3079499fa8cb661ea66d13d6439d5a3ae6710a7afd5c7f72e08914f275f8/matplotlib-3.11.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:30c492d4ba9448595b6fd8708c6725963f8148e25c0d8842948da5b05f0ee8d3", size = 9456022, upload-time = "2026-07-18T03:39:07.041Z" },
+    { url = "https://files.pythonhosted.org/packages/53/a2/69acfe84ec1f32930e801a5782a07fc5c79c8c6599a507b806d859d5da8e/matplotlib-3.11.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:ac104be2768ffdd8655db9e71b768cbb45f2b9aa7b450cf1595e8f65d3822319", size = 9285475, upload-time = "2026-07-18T03:39:09.562Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/b3/31b15a2ca56d4ddd6aaa1c884c2f51cf9a61cfaf5ca6f6fbd6343d38e6df/matplotlib-3.11.1-cp314-cp314-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6be943cb68bc6660ead58c55b3aa6366cba2ef7feb06460fbcce32360376f19f", size = 10847102, upload-time = "2026-07-18T03:39:11.532Z" },
+    { url = "https://files.pythonhosted.org/packages/64/0d/a17e966e620545c1548125af0b29ac812dd17b197a18a7462ac12fa859ee/matplotlib-3.11.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5af0dcda57d471440a7b5b623e70e0a61003518443d9098f211a96ecfbbc25be", size = 11131087, upload-time = "2026-07-18T03:39:13.764Z" },
+    { url = "https://files.pythonhosted.org/packages/97/c5/5e100efdd67abb7de20befaa333612ef9bfc63417fb71398f904f25d083c/matplotlib-3.11.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:3d3fd84082b1afbd9398466c81309e20045be20d48fe0fb18c43504d164cbbb2", size = 10929036, upload-time = "2026-07-18T03:39:16.888Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/04/d719a0a36930ecc8dfc801ff340f9dcfc4223f8ca5d39d06b4020032fff8/matplotlib-3.11.1-cp314-cp314-win_amd64.whl", hash = "sha256:9601a1e90be21e4884c53b4f3dc3ee0544654946f9975258d691f1c2e2f119c6", size = 9489571, upload-time = "2026-07-18T03:39:19.449Z" },
+    { url = "https://files.pythonhosted.org/packages/48/65/facabdc2f1f6caba7e856db64dfedddca25f7608df07d96a1c8fd114fd3b/matplotlib-3.11.1-cp314-cp314-win_arm64.whl", hash = "sha256:ae30c6109848ac0f9fa36c5d6270938487614c47ba31860bd5361266dabc5685", size = 9164486, upload-time = "2026-07-18T03:39:21.424Z" },
+    { url = "https://files.pythonhosted.org/packages/88/dd/18da6cd01cf96354534f98c468a25380c68ce582a2c9dd0cae12b04af4f2/matplotlib-3.11.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:dadfe80797174e2984aae3be0b77594a3c72d2c0a40fbd4a0de48d2728caf3ae", size = 9504876, upload-time = "2026-07-18T03:39:23.633Z" },
+    { url = "https://files.pythonhosted.org/packages/79/b0/f0b63555a18b79d038c81fd6126f35fc4dfce0eaff48d96103348c7cf935/matplotlib-3.11.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:89b193b255f4f6f7948dbcee3691f4f341ab05d9a8874a67b45ddb4182922eda", size = 9336120, upload-time = "2026-07-18T03:39:25.797Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/dd/f210ec7c4a6f198d5567237048a93d0811fb5a1f1691f13320e592f95b41/matplotlib-3.11.1-cp314-cp314t-manylinux_2_26_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:191163532cdefcb1571ca38a6d7e6474baccde64495783e6ba47aa07ec4b9bbb", size = 10858033, upload-time = "2026-07-18T03:39:27.999Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/d2/d6d5324507c5fbb316db48e258c09c2807f3de03d9af47017e120070926f/matplotlib-3.11.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9fdf1c818ab05d0e74002091ddaf414478a3a449ec9d51c8976d45be7e3a01e2", size = 11141827, upload-time = "2026-07-18T03:39:30.092Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/68/3c22e9320bdce2c4d2f1320643ef706db7a24cb7420eea28b97a2d67f5a8/matplotlib-3.11.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:b937b9dba5f5f6c1e31c47abe2186c865c0914fd18f2ce0dfc39c9adcef5951d", size = 10943061, upload-time = "2026-07-18T03:39:32.356Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/4a/907ed190ee81a9df581e0ed5456134fc0f7cb55ffcfda2f9e54ca900761c/matplotlib-3.11.1-cp314-cp314t-win_amd64.whl", hash = "sha256:f2912f647f3fbe1ccf085f91e213936f9101bead81a5e670565b1f1b3712f4fb", size = 9540074, upload-time = "2026-07-18T03:39:34.789Z" },
+    { url = "https://files.pythonhosted.org/packages/23/d4/97c19b77e0a6e3b48581185bb65088f431cd20186076cc0f650a1757ea46/matplotlib-3.11.1-cp314-cp314t-win_arm64.whl", hash = "sha256:54d47b8ae8b579633a3902ca5b4ad6c1e132a5626d64447b2e22a66394e79987", size = 9213472, upload-time = "2026-07-18T03:39:37.141Z" },
 ]
 
 [[package]]
@@ -911,16 +899,16 @@ wheels = [
 
 [[package]]
 name = "mpi-sppy"
-version = "0.12.1"
+version = "0.14.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
     { name = "pyomo" },
-    { name = "scipy" },
+    { name = "sortedcollections" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a5/d2/1df67d240fb6f9b07d550fc6d8477a74dd220e17f24fce6ccac9d5316ad2/mpi-sppy-0.12.1.tar.gz", hash = "sha256:c405b88f3ab69c67dd564789cf156c0cfb704a9eb74d0645f29a1058c19bed27", size = 246281, upload-time = "2024-01-11T16:41:08.311Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c3/60/bd1c832d47ccfb830f2b8af1dec01489fd0b35ec9c30ebfc392be62ddab5/mpi_sppy-0.14.0.tar.gz", hash = "sha256:a5a2d3df936d69c1f24d0f102cbdd089412c3fe8a26069e42c330cc0b9dd4983", size = 682086, upload-time = "2026-07-10T18:08:24.536Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a6/29/5d104b54a67d088f0df34801dcc891c702da6dcbb0a1764708a0488f800d/mpi_sppy-0.12.1-py3-none-any.whl", hash = "sha256:0fdf71087f4c5cd9ae22f93ff9ec1feb724ae6bc8e12f9a194154b97dddc750e", size = 310166, upload-time = "2024-01-11T16:41:06.816Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/af/c6ae4ecdc6a10fa1fef09e72a7fbd8bae9a52a0fa9ede595e16233be861c/mpi_sppy-0.14.0-py3-none-any.whl", hash = "sha256:da3815fcba4349b17d62641e5609dc76160ab97f84da9ba62aa713eea47cb387", size = 873297, upload-time = "2026-07-10T18:08:23.265Z" },
 ]
 
 [[package]]
@@ -942,7 +930,7 @@ wheels = [
 
 [[package]]
 name = "mypy"
-version = "2.1.0"
+version = "2.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "ast-serialize" },
@@ -951,37 +939,38 @@ dependencies = [
     { name = "pathspec" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/82/15/cca9d88503549ed6fedeaa1d448cdddd542ee8a490232d732e278036fbf2/mypy-2.1.0.tar.gz", hash = "sha256:81e76ad12c2d804512e9b13240d1588316531bfba07558286078bfbce9613633", size = 3898359, upload-time = "2026-05-11T18:37:36.237Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/95/b1/55861beb5c339b44f9a2ba92df9e2cb1eeb4ae1eee674cdf7772c797778b/mypy-2.1.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:244358bf1c0da7722230bce60683d52e8e9fd030554926f15b747a84efb5b3af", size = 14874381, upload-time = "2026-05-11T18:37:31.784Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/b3/b7f770114b7d0ac92d0f76e8d93c2780844a70488a90e91821927850da86/mypy-2.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4ec7c57657493c7a75534df2751c8ae2cda383c16ecc55d2106c54476b1b16f6", size = 13665501, upload-time = "2026-05-11T18:34:23.063Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/f3/8ae2037967e2126689a0c11d99e2b707134a565191e92c60ca2572aec60a/mypy-2.1.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d8161b6ff4392410023224f0969d17db93e1e154bc3e4ba62598e720723ae211", size = 14045750, upload-time = "2026-05-11T18:31:48.151Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/32/615eb5911859e43d054941b0d0a7d06cfa2870eba86529cf385b052b111c/mypy-2.1.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:bf03e12003084a67395184d3eb8cbd6a489dc3655b5664b28c210a9e2403ab0b", size = 15061630, upload-time = "2026-05-11T18:37:06.898Z" },
-    { url = "https://files.pythonhosted.org/packages/d4/03/4eafbfff8bfab1b87082741eae6e6a624028c984e6708b73bce2a8570c9d/mypy-2.1.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:20509760fd791c51579d573153407d226385ec1f8bcce55d730b354f3336bc22", size = 15288831, upload-time = "2026-05-11T18:31:18.07Z" },
-    { url = "https://files.pythonhosted.org/packages/99/ee/919661478e5891a3c96e549c036e467e64563ab85995b10c53c8358e16a3/mypy-2.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:6753d0c1fdd6b1a23b9e4f283ce80b2153b724adcb2653b20b85a8a28ac6436b", size = 11135228, upload-time = "2026-05-11T18:34:31.23Z" },
-    { url = "https://files.pythonhosted.org/packages/24/0a/6a12b9782ca0831a553192f351679f4548abc9d19a7cc93bb7feb02084c7/mypy-2.1.0-cp312-cp312-win_arm64.whl", hash = "sha256:98ebb6589bb3b6d0c6f0c459d53ca55b8091fbc13d277c4041c885392e8195e8", size = 10040684, upload-time = "2026-05-11T18:36:48.199Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/dd/c7191469c777f07689c032a8f7326e393ea34c92d6d76eb7ce5ba57ea66d/mypy-2.1.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:35aac3bb114e03888f535d5eb51b8bafbb3266586b599da1940f9b1be3ec5bd5", size = 14852174, upload-time = "2026-05-11T18:31:38.929Z" },
-    { url = "https://files.pythonhosted.org/packages/55/8c/aed55408879043d72bb9135f4d0d19a02b886dd569631e113e3d2706cb8d/mypy-2.1.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:8de55a8c861f2a49331f807be98d90caeceeef520bde13d43a160207f8af613e", size = 13651542, upload-time = "2026-05-11T18:36:04.636Z" },
-    { url = "https://files.pythonhosted.org/packages/3a/8e/f371a824b1f1fa8ea6e3dbb8703d232977d572be2329554a3bc4d960302f/mypy-2.1.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5fdf2941a07434af755837d9880f7d7d25f1dacb1af9dcd4b9b66f2220a3024e", size = 14033929, upload-time = "2026-05-11T18:35:55.742Z" },
-    { url = "https://files.pythonhosted.org/packages/94/21/f54be870d6dd53a82c674407e0f8eed7174b05ec78d42e5abd7b42e84fd5/mypy-2.1.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e195b817c13f02352a9c124301f9f30f078405444679b6753c1b96b6eed37285", size = 15039200, upload-time = "2026-05-11T18:33:10.281Z" },
-    { url = "https://files.pythonhosted.org/packages/17/99/bf21748626a40ce59fd29a39386ab46afec88b7bd2f0fa6c3a97c995523f/mypy-2.1.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:5431d42af987ebd92ba2f71d45c85ed41d8e6ca9f5fd209a69f68f707d2469e5", size = 15272690, upload-time = "2026-05-11T18:32:07.205Z" },
-    { url = "https://files.pythonhosted.org/packages/d6/d7/9e90d2cf47100bea550ed2bc7b0d4de3a62181d84d5e37da0003e8462637/mypy-2.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:767fe8c66dc3e01e19e1737d4c38ebefead16125e1b8e58ad421903b376f5c65", size = 11147435, upload-time = "2026-05-11T18:33:56.477Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/46/e5c449e858798e35ffc90946282a27c62a77be743fe17480e4977374eb91/mypy-2.1.0-cp313-cp313-win_arm64.whl", hash = "sha256:ecfe70d43775ab99562ab128ce49854a362044c9f894961f68f898c23cb7429d", size = 10035052, upload-time = "2026-05-11T18:32:30.049Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/ca/b279a672e874aedd5498ae25f722dacc8aa86bbffb939b3f97cbb1cf6686/mypy-2.1.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:7354c5a7f69d9345c3d6e69921d57088eea3ddeeb6b20d34c1b3855b02c36ec2", size = 14848422, upload-time = "2026-05-11T18:35:45.984Z" },
-    { url = "https://files.pythonhosted.org/packages/27/e6/3efe56c631d959b9b4454e208b0ac4b7f4f58b404c89f8bec7b49efdfc21/mypy-2.1.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:49890d4f76ac9e06ec117f9e09f3174da70a620a0c300953d8595c926e80947f", size = 13677374, upload-time = "2026-05-11T18:36:57.188Z" },
-    { url = "https://files.pythonhosted.org/packages/84/7f/8107ea87a44fd1f1b59882442f033c9c3488c127201b1d1d15f1cbd6022e/mypy-2.1.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:761be68e023ef5d94678772396a8af1220030f80837a3afd8d0aef3b419666f4", size = 14055743, upload-time = "2026-05-11T18:35:18.361Z" },
-    { url = "https://files.pythonhosted.org/packages/51/4d/b6d34db183133b83761b9199a82d31557cdbb70a380d8c3b3438e11882a3/mypy-2.1.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c90345fc182dc363b891350457ec69c35140858538f38b4540845afcc32b1aef", size = 15020937, upload-time = "2026-05-11T18:34:59.618Z" },
-    { url = "https://files.pythonhosted.org/packages/ff/d7/f08360c691d758acb02f45022c34d98b92892f4ea756644e1000d4b9f3d8/mypy-2.1.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:b84802e7b5a6daf1f5e15bc9fcd7ddae77be13981ffab037f1c67bb84d67d135", size = 15253371, upload-time = "2026-05-11T18:36:41.081Z" },
-    { url = "https://files.pythonhosted.org/packages/67/1b/09460a13719530a19bce27bd3bc8449e83569dd2ba7faf51c9c3c30c0b61/mypy-2.1.0-cp314-cp314-win_amd64.whl", hash = "sha256:022c771234936ceac541ebaf836fe9e2abeb3f5e09aff21588fe543ff006fe21", size = 11326429, upload-time = "2026-05-11T18:34:13.526Z" },
-    { url = "https://files.pythonhosted.org/packages/40/62/75dbf0f82f7b6680340efc614af29dd0b3c17b8a4f1cd09b8bd2fd6bc814/mypy-2.1.0-cp314-cp314-win_arm64.whl", hash = "sha256:498207db725cec88829a6a5c2fc771205fd043719ef98bc49aba8fb9fc4e6d57", size = 10218799, upload-time = "2026-05-11T18:32:23.491Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/66/caca04ed7d972fb6eb6dd1ccd6df1de5c38fae8c5b3dc1c4e8e0d85ee6b9/mypy-2.1.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7d5e5cad0efeba72b93cd17490cc0d69c5ac9ca132994fe3fb0314808aeeb83e", size = 15923458, upload-time = "2026-05-11T18:35:28.64Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/52/2d90cbe49d014b13ed7ff337930c30bad35893fe38a1e4641e756bb62191/mypy-2.1.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ff715050c127d724fd260a2e666e7747fdd83511c0c47d449d98238970aef780", size = 14757697, upload-time = "2026-05-11T18:36:14.208Z" },
-    { url = "https://files.pythonhosted.org/packages/ac/37/d98f4a14e081b238992d0ed96b6d39c7cc0148c9699eb71eaa68629665ea/mypy-2.1.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:82208da9e09414d520e912d3e462d454854bed0810b71540bb016dcbca7308fd", size = 15405638, upload-time = "2026-05-11T18:33:48.249Z" },
-    { url = "https://files.pythonhosted.org/packages/a3/c2/15c46613b24a84fad2aea1248bf9619b99c2767ae9071fe224c179a0b7d4/mypy-2.1.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e79ebc1b904b84f0310dff7469655a9c36c7a68bddb37bdd42b67a332df61d08", size = 16215852, upload-time = "2026-05-11T18:32:50.296Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/90/9c16a57f482c76d25f6379762b56bbf65c711d8158cf271fb2802cfb0640/mypy-2.1.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:e583edc957cfb0deb142079162ae826f58449b116c1d442f2d91c69d9fced081", size = 16452695, upload-time = "2026-05-11T18:33:38.182Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/4c/215a4eeb63cacc5f17f516691ea7285d11e249802b942476bff15922a314/mypy-2.1.0-cp314-cp314t-win_amd64.whl", hash = "sha256:b33b6cd332695bba180d55e717a79d3038e479a2c49cc5eb3d53603409b9a5d7", size = 12866622, upload-time = "2026-05-11T18:34:39.945Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/50/1043e1db5f455ffe4c9ab22747cd8ca2bc492b1e4f4e21b130a44ee2b217/mypy-2.1.0-cp314-cp314t-win_arm64.whl", hash = "sha256:4f910fe825376a7b66ef7ca8c98e5a149e8cd64c19ae71d84047a74ee060d4e6", size = 10610798, upload-time = "2026-05-11T18:36:31.444Z" },
-    { url = "https://files.pythonhosted.org/packages/0d/2a/13ca1f292f6db1b98ff495ef3467736b331621c5917cad984b7043e7348d/mypy-2.1.0-py3-none-any.whl", hash = "sha256:a663814603a5c563fb87a4f96fb473eeb30d1f5a4885afcf44f9db000a366289", size = 2693302, upload-time = "2026-05-11T18:31:29.246Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/12/af/4e516a05d3ca2eb9283e9ec45b2c02225c1514dd6da49fd3c9eaa6639370/mypy-2.3.0.tar.gz", hash = "sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e", size = 3988104, upload-time = "2026-07-13T11:34:53.387Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/dc/94/0e7e592619e2133596a47cdd642534b0456545c218430bd3b9d8fefdd1b1/mypy-2.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5", size = 15026523, upload-time = "2026-07-13T11:34:49.206Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/d2/1e1731df090a857df2807177a4626863e5ac0f0256513c35780efe53986f/mypy-2.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c", size = 14032189, upload-time = "2026-07-13T11:33:57.168Z" },
+    { url = "https://files.pythonhosted.org/packages/44/95/cab921f4a806e171f34113e6181dd23c55358ccf6a80741269ef594a410e/mypy-2.3.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491", size = 14198696, upload-time = "2026-07-13T11:32:12.767Z" },
+    { url = "https://files.pythonhosted.org/packages/66/80/e6d008bb19fe446e3662d85e0e2717bf9f2d611a2164fb29d6e067dbf46c/mypy-2.3.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7", size = 15286904, upload-time = "2026-07-13T11:34:27.594Z" },
+    { url = "https://files.pythonhosted.org/packages/db/83/94397c9293608a364aa03e8084fb34ede4ae976a260384b9b52929308135/mypy-2.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3", size = 15528342, upload-time = "2026-07-13T11:34:07.819Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/96/d8b37d819adec6cfccfb1fd3afc1735d94717ddeafb45536db9c6943e09b/mypy-2.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c", size = 11218346, upload-time = "2026-07-13T11:28:27.745Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/cd/cd9f725b19b19e5b530a154cf9bcf9e94279c5d55b3c34fb42b3aa48ea1b/mypy-2.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595", size = 10204525, upload-time = "2026-07-13T11:31:02.552Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/ae/f7d056eb0294586a572d0d0d89580ec633c064db520f11d37d5a2fb833bd/mypy-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97", size = 14947298, upload-time = "2026-07-13T11:27:47.734Z" },
+    { url = "https://files.pythonhosted.org/packages/32/d5/db3e7af01e7844d21662c6ddc1f7825ec7cb4053f0391ac02faf3638396f/mypy-2.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac", size = 13950768, upload-time = "2026-07-13T11:27:57.726Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/fb/43c031f0190513d1ec248ed037eceb742ddd2a4d74bbf406658a28173837/mypy-2.3.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6", size = 14151586, upload-time = "2026-07-13T11:29:18.615Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/c3/f8b2ffc60883084da91be51af58e88a7ffd4ff9795acb7d902ff88d31eb1/mypy-2.3.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b", size = 15227411, upload-time = "2026-07-13T11:30:29.904Z" },
+    { url = "https://files.pythonhosted.org/packages/83/2e/16b917fc7adcf03f1aadddfc93aab804ffb234b1ab09c0ffd6d92a5d34a2/mypy-2.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2", size = 15478790, upload-time = "2026-07-13T11:33:14.686Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/88/aaa65a93c73d0cdae7e42f8adb302bf6885bb281302084f99d0290a35347/mypy-2.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757", size = 11234919, upload-time = "2026-07-13T11:33:39.28Z" },
+    { url = "https://files.pythonhosted.org/packages/35/19/b40de63f1a80e63bc2d40f0679a6a8dbd34e95176c8122119bdf406aa552/mypy-2.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1", size = 10201510, upload-time = "2026-07-13T11:31:52.619Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/58/fa0ae047da911f540284009b4f44b96fe09d83c076d7c103e9d645f46303/mypy-2.3.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db", size = 14941909, upload-time = "2026-07-13T11:32:34.332Z" },
+    { url = "https://files.pythonhosted.org/packages/15/14/2ba1d61452d7c2a7fe12741e8d374e52b183476b07aa7f9e2a0d02b0720a/mypy-2.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762", size = 13967581, upload-time = "2026-07-13T11:30:00.587Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/5a/483fb9e5ffbbb1a28dccc7b0a13d141b17ac769b6c9f488c0a0c63698962/mypy-2.3.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef", size = 14168807, upload-time = "2026-07-13T11:28:48.6Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/77/70d7a10732063beb74ad713682cf871e88f5c5fa39bfc8beff8a524bf9cb/mypy-2.3.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b", size = 15200144, upload-time = "2026-07-13T11:31:25.283Z" },
+    { url = "https://files.pythonhosted.org/packages/56/72/766218ac783be4fdfcd699b90037b63017348a3e86fb2c1fbfb18302637d/mypy-2.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff", size = 15460389, upload-time = "2026-07-13T11:29:29.077Z" },
+    { url = "https://files.pythonhosted.org/packages/38/4e/8a9db7411ecb8ec0cb1fd05dba432f28bafffcd38b4e887714a4a0506689/mypy-2.3.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4", size = 7753664, upload-time = "2026-07-13T11:29:08.147Z" },
+    { url = "https://files.pythonhosted.org/packages/65/4c/c3f8bfd6ed0e5e38b5a244403b27f821d433443df5a15a278417c10a3a3c/mypy-2.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f", size = 11417237, upload-time = "2026-07-13T11:33:47.467Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/00/89a32eaf5ccf174bc4f90db0eaea5d70636c01b8d49f384bdab2e8834390/mypy-2.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7", size = 10389252, upload-time = "2026-07-13T11:31:43.81Z" },
+    { url = "https://files.pythonhosted.org/packages/31/56/104f93d69aa9f339b6b9d3b0a7faa699b8b466c942cf3ae86cc2a2ec0915/mypy-2.3.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373", size = 16385495, upload-time = "2026-07-13T11:29:49.818Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/03/f1d2123313f55efafdd27706960f43a771c62f1b68426c76043f3ab9ebf3/mypy-2.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556", size = 15098155, upload-time = "2026-07-13T11:30:40.301Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/5d/d5f9200399b445e81726c4f23becee33f233aee81c72680b1ef3a258b641/mypy-2.3.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88", size = 15514155, upload-time = "2026-07-13T11:34:38.569Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/ce/69977c555f08faa3190cfde44189b89dbd56861b1ab97aa18fc5f3a2e4a3/mypy-2.3.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe", size = 16766351, upload-time = "2026-07-13T11:33:29.195Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/92/6648b6caa3ab9e00f9ac0c2a78307805f873dd48139b24a6f6f7c3667bbf/mypy-2.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60", size = 17043490, upload-time = "2026-07-13T11:30:53.927Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/ab/0dc91d80f3f016634c68d451f294a97320fe903a9b6f90b9e57b3f7f1717/mypy-2.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654", size = 12146869, upload-time = "2026-07-13T11:29:38.874Z" },
+    { url = "https://files.pythonhosted.org/packages/85/b5/4c964d02634ba81f4d1c84838e5c5b18ab06d13ed568960f5d6318495ccc/mypy-2.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5", size = 10965113, upload-time = "2026-07-13T11:28:07.056Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/fa/fdc54fe583ba3cafbcedfb70eeeaf03849f75b1827a07096c7bd996f582d/mypy-2.3.0-py3-none-any.whl", hash = "sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88", size = 2753292, upload-time = "2026-07-13T11:33:18.48Z" },
 ]
 
 [[package]]
@@ -1030,53 +1019,53 @@ wheels = [
 
 [[package]]
 name = "numpy"
-version = "2.5.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e7/05/3d27272d30698dc0ecb7fdfaa41ad70303b444f81722bb99bce1d818638a/numpy-2.5.0.tar.gz", hash = "sha256:5a129578019311b6e56bdd714250f19b518f7dceeeb8d1af5490f4942d3f891c", size = 20652461, upload-time = "2026-06-21T20:57:51.95Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/fa/0a/11486d02add7b1384dff7374d124b1cfbb0ee864dcc9f6a2c0380638cf84/numpy-2.5.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:489780423903667933b4ed6197b6ec3b75ea5dd17d1d8f0f38d798feb6921561", size = 16789987, upload-time = "2026-06-21T20:56:16.657Z" },
-    { url = "https://files.pythonhosted.org/packages/55/b2/285f48640a181947b4587a3766d21ec1eaa7fea833d4b49957e09da467a2/numpy-2.5.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ece55976ced6bca95a03ae2839e2e5ccffe8eb6a3e7022415645eb154a81e4e6", size = 11760322, upload-time = "2026-06-21T20:56:19.813Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/67/b032db1eb03ca30d16eda3b0c22aaa615338b9263c2fd559d0f29451aca4/numpy-2.5.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:c83b664b0e6eee9594fa920cf0639d8af796606d3fad6cc70180c87e4b97c7be", size = 5319605, upload-time = "2026-06-21T20:56:22.173Z" },
-    { url = "https://files.pythonhosted.org/packages/b9/83/03fc7300c7c6b6c84c487b1dc80d322817b95fbd1f4dd57a85e23b7198de/numpy-2.5.0-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:bf80333980bf37f523341ddd72c783f39d6829ec7736b9eb99086388a2d52cc2", size = 6653628, upload-time = "2026-06-21T20:56:23.914Z" },
-    { url = "https://files.pythonhosted.org/packages/82/49/2ec21730bc63ccfda829323f7040a8ed4715b3852ce658689cf74ee96a8c/numpy-2.5.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a1a4874217b36d5ac8fc876f52e39df56f8182c88463e9e2dceabf7ca8b7efb8", size = 15153691, upload-time = "2026-06-21T20:56:25.631Z" },
-    { url = "https://files.pythonhosted.org/packages/bb/6b/f4a3d0637692c49da8ef99d72d52526f92e0a8d6ac4f0ca9f31441b9d9ea/numpy-2.5.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:aaa760137137e8d3c920d27927748215b56014f92667dc9b6c27dfc61249255a", size = 16660066, upload-time = "2026-06-21T20:56:28.009Z" },
-    { url = "https://files.pythonhosted.org/packages/3a/2f/c354ec86d1f3f5c19649463b0d39652e160736e5b0a4cd18dff0576715c4/numpy-2.5.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7174ce8265fc7f7417d171c9ea8fe905220748893ea67a2a7abe726ec331c4b0", size = 16514638, upload-time = "2026-06-21T20:56:30.26Z" },
-    { url = "https://files.pythonhosted.org/packages/06/34/43efdcb319988648580f93c11f1ae82cf7e2faa74925e98e454ae3aa95f8/numpy-2.5.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b8c3daaf99de52415d20b42f8e8155c78642cb04207d02f9d317a0dcf1b3fb54", size = 18419647, upload-time = "2026-06-21T20:56:32.41Z" },
-    { url = "https://files.pythonhosted.org/packages/71/e2/f5d1676b1d7fb682eb5e9a1641e7ebd2414b3216c370661d1029778908b4/numpy-2.5.0-cp312-cp312-win32.whl", hash = "sha256:6206db0af545d73d068add6d992279145f158428d1da6cc49adc4b630c5d6ee5", size = 6056688, upload-time = "2026-06-21T20:56:34.657Z" },
-    { url = "https://files.pythonhosted.org/packages/8f/7c/48f115d1c58a34032facebcd51fdf2d02df2c51d4a46a81dd1197bb2ea6b/numpy-2.5.0-cp312-cp312-win_amd64.whl", hash = "sha256:6f2d6873e2940c860a309d21e25b1e69af6aaffdd80aa056b04c16380db1c4f2", size = 12419237, upload-time = "2026-06-21T20:56:36.24Z" },
-    { url = "https://files.pythonhosted.org/packages/86/26/2e0882f4044d1b1a1b63e875151fb2393389032022a8b7f5657a7996d3b2/numpy-2.5.0-cp312-cp312-win_arm64.whl", hash = "sha256:a55e1eb2bca2cfd17a16b213c99dfc8502d47b0d494224d2122277d0400935ca", size = 10339912, upload-time = "2026-06-21T20:56:38.733Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/33/07675aaad7f26ea013d5e884d9a0d784b79c6bd7566c333f5a52fa3c610b/numpy-2.5.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:520e6b8be0a4b65840ac8090d4f51cef4bed66e2b0894d5a520f099adc24a9b2", size = 16784890, upload-time = "2026-06-21T20:56:40.799Z" },
-    { url = "https://files.pythonhosted.org/packages/85/4b/953118a730ee3b35e28645e0eb4cf9beec5bdbb954e1ac2f5fcefba6bbc3/numpy-2.5.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:146b81cdd3967fdb6beca8ba25f00c58741d8f3cbd797f55af0fbe0bfec3469c", size = 11754584, upload-time = "2026-06-21T20:56:43.094Z" },
-    { url = "https://files.pythonhosted.org/packages/44/9b/56dd530c367c74ae17411027cea4135ca57e1e0583bf5594cee18bd83217/numpy-2.5.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:126b88d95e8ff9b00c9e717aa540469f21d6180162f84c0caec51b16215d49cd", size = 5313904, upload-time = "2026-06-21T20:56:45.503Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/b0/bcd672edad27ecca7da1f7bb0ce72cd1706a4f2d79ae94990afc97c13e1c/numpy-2.5.0-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:d4313cef1594c5ce46c31b6e54e918338f63f16ee9322304e8c9114d6d81c8bd", size = 6648504, upload-time = "2026-06-21T20:56:47.567Z" },
-    { url = "https://files.pythonhosted.org/packages/80/9e/15cdfcbd30a1544a46c9e487a00df331c4672450216538705a9e51fa6710/numpy-2.5.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:750fb097caf26fa878746d9d119f6f9da12dedcbff1eea966c3e3447647c4a9e", size = 15150086, upload-time = "2026-06-21T20:56:49.352Z" },
-    { url = "https://files.pythonhosted.org/packages/32/4e/8d7656ccaab3e81e97258b8a9bc5f0c8502513a92fb4ceb0a2cbfebc17bf/numpy-2.5.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3893adc2dc7c0412ba76777db55a049215d99c9aa3113003be8f49f4f1290ab9", size = 16647250, upload-time = "2026-06-21T20:56:51.542Z" },
-    { url = "https://files.pythonhosted.org/packages/3c/81/97060281b602ed07f21b12f4ec409eac1f75a2f91fbc829ed8b2becf3ad4/numpy-2.5.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:835e454dd99b238cdc5a3f63bce2371296f5ebc53ca1e0f8e6ddbb6d92a29aab", size = 16512864, upload-time = "2026-06-21T20:56:55.401Z" },
-    { url = "https://files.pythonhosted.org/packages/33/ab/4496208146911f8d8ddb54f68a972aafa6c8d44babcb2ea03b0e5cc87c9d/numpy-2.5.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6f9836778081a0a3c02a6a21493f3e9f5b311f8d2541934f31f05583dc999ea4", size = 18408407, upload-time = "2026-06-21T20:56:57.75Z" },
-    { url = "https://files.pythonhosted.org/packages/d4/9f/a4df67c181e4ee8b467aa3332dc2db10fd5c515136831302f3ca48bc0a01/numpy-2.5.0-cp313-cp313-win32.whl", hash = "sha256:0b525be4744b60bb0557ac872d53ef07d085b5f39622bc579c98d3809d05b988", size = 6054431, upload-time = "2026-06-21T20:57:00.016Z" },
-    { url = "https://files.pythonhosted.org/packages/30/53/491e1c47c55b62ccc6a63c1c5b8635c73fc2258dddeb9bda27cae4a0ae96/numpy-2.5.0-cp313-cp313-win_amd64.whl", hash = "sha256:44353e2878930039db472b99dc353d749826e4010bd4d2a7f835e94a97a5c748", size = 12414420, upload-time = "2026-06-21T20:57:01.815Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/4a/25c2906f541e9d9f4c5769764db732e6627be91a13f4724fa10634d77db4/numpy-2.5.0-cp313-cp313-win_arm64.whl", hash = "sha256:48f54b00711f83a5f796b70c518e8c2b3c5848dda03a54911f23eb68519b9b60", size = 10339533, upload-time = "2026-06-21T20:57:03.961Z" },
-    { url = "https://files.pythonhosted.org/packages/86/ad/abc44aaceaf7b17ee1edde2bbb4458da591bc79574cffff50c4bb35f00d1/numpy-2.5.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:f27582c55ba4c750b7c58c8faf021d2cd9324a662b466229db8a417b41368af9", size = 16783807, upload-time = "2026-06-21T20:57:06.253Z" },
-    { url = "https://files.pythonhosted.org/packages/5d/39/b72e168daf9c00fb20c9fc996d00437ccecdef3102387775d29d7a62576d/numpy-2.5.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:28e7137057d551e4a83c4ae414e3451f50568409db7569aacc7f9811ee06a446", size = 11765215, upload-time = "2026-06-21T20:57:08.547Z" },
-    { url = "https://files.pythonhosted.org/packages/f7/a0/8400a9c0e3625182347593f5e1f57da9a617a534794805c8df5518154ddc/numpy-2.5.0-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:e1da54b53e75cd9fcfc23efcc7edab2c6aecf97b6037566d8a0fe804af8ec57c", size = 5324493, upload-time = "2026-06-21T20:57:11.012Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/8c/0d104deaa0401c93395a629ec902891618a2eff76d19229139cb5a887bfc/numpy-2.5.0-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:694d8f74e156f7fd01179f1aa8faa2f648ab6ae0f70b6c3fe57a03249aea2303", size = 6645211, upload-time = "2026-06-21T20:57:12.919Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/d9/4a4a628c812750363786afc3d33492709a5cd64b215469c16b0f6c7bb811/numpy-2.5.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1a7569a7b53c77716f036bb28cb1c91f166a26ec7d9502cd1e4bdfe502fdec22", size = 15166004, upload-time = "2026-06-21T20:57:14.717Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/5e/2a902317d7fc4aa93236e80c932662dadfc459b323d758329e01775125e1/numpy-2.5.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:39a0433bd4086ebd462960cf375e19195bb07b53dc1d87dd5fcf47ad78576f03", size = 16650797, upload-time = "2026-06-21T20:57:16.906Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/a0/a0090e6329f4ca5992c07847bb579c5259a19953dc57255bb08793142ffb/numpy-2.5.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:929f0c79ac38bcbd7154fe631dc907abfeddbcc5027a896bd1f7767323271e7a", size = 16524647, upload-time = "2026-06-21T20:57:19.165Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/7d/6caf27734c42b65837e7461ed0dbbd6b6fc835060c9714ec59d673bb383a/numpy-2.5.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:cc4f247a47bbf070bfd70be53ccdcf47b800af563535e7bbe172322197c30e21", size = 18411841, upload-time = "2026-06-21T20:57:21.638Z" },
-    { url = "https://files.pythonhosted.org/packages/13/dc/26edadbd812536769a82c2e9e002234e33feb5da43061d47a044f6d309b7/numpy-2.5.0-cp314-cp314-win32.whl", hash = "sha256:5dc71423499fab3f46f7a7201155ade1669ea101f2f429d332df9e72f8161731", size = 6106361, upload-time = "2026-06-21T20:57:23.844Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/9e/4dd1459282229a72d92dece2ae9138e5cac94a72263a7ceb48f37434c925/numpy-2.5.0-cp314-cp314-win_amd64.whl", hash = "sha256:ebb81d9d5443e0309d6c54894c3fbed74ad7da0714352a67b6d773cd189eae73", size = 12551749, upload-time = "2026-06-21T20:57:25.945Z" },
-    { url = "https://files.pythonhosted.org/packages/05/a7/6bc6384c080b86c7f6c85c5bc5b540b24f4f679cd144791d99574e90d462/numpy-2.5.0-cp314-cp314-win_arm64.whl", hash = "sha256:3b94d0d0deceebfad3e67ae5c0e5eb87371e8f7a0581cd04a779928c2450cf1e", size = 10617072, upload-time = "2026-06-21T20:57:28.175Z" },
-    { url = "https://files.pythonhosted.org/packages/86/6b/4a2b71d66ada5608ae02b63f150dfad520f6940721cb7f029ad270befc0e/numpy-2.5.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:22f3d43e362d650bc39db1f17851302874a148ca95ba6981c1dfb5fa6862f35b", size = 11881067, upload-time = "2026-06-21T20:57:30.104Z" },
-    { url = "https://files.pythonhosted.org/packages/dc/b2/d365eb40a20efb49d67e9feb90494ed8511282ee1f5fa16006675c65397d/numpy-2.5.0-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:243563efb4cd7528a264567e9fd206c87826457322521d06206a00bfa316c927", size = 5440290, upload-time = "2026-06-21T20:57:32.193Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/5e/e9c03188de5f9b767e46a8fe988bcfd3efad066a4a3fda8b9cb11a93f895/numpy-2.5.0-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:84881d825ca75249b189bbee875fcfe3238aa5c479e6100893cda566e8e86826", size = 6748371, upload-time = "2026-06-21T20:57:33.933Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/1d/68c186a38a5027bae2c4ddd5ea681fdaf8b4d30fb7301def6d8ad270390f/numpy-2.5.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cda12aa4779d42b8771180aba759c96f527d43446d8f380ab59e2b35e8489efd", size = 15214643, upload-time = "2026-06-21T20:57:35.677Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/67/73f67b7c7e20635baae9c4c3ead4ae7326a005900297a6110971abd62eb5/numpy-2.5.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1c0121101093d2bd74981b10f8837d78e794a8ff57834eb27179f49e1ba11ac6", size = 16690128, upload-time = "2026-06-21T20:57:38.159Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/05/d4c1fb0c46d02a27d6b2b8b319a78c90937acec8631c1641874670b31e6f/numpy-2.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:d371c92cfa09da00022f501ab67fafaea813d752eb30ac44336d45b1e5b0268a", size = 16577902, upload-time = "2026-06-21T20:57:40.447Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/1d/771c797d50fa26e4888989cccf1d50ee51f530d4e455ad2692dcb64fa711/numpy-2.5.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9990713e9c38154c6861e7547f1e3fc7a87e75ff09bab24ef1cc81d81c2835e9", size = 18452814, upload-time = "2026-06-21T20:57:42.875Z" },
-    { url = "https://files.pythonhosted.org/packages/e8/46/52fc0d2a68d7643f0f149eeea5a5d8ea2a3507056ac8afa83c9212606e8b/numpy-2.5.0-cp314-cp314t-win32.whl", hash = "sha256:edadfbd4794b1086c0d822f81863e8a68fc129d132fd0bb9e31e955d7fbbbdb7", size = 6253168, upload-time = "2026-06-21T20:57:45.101Z" },
-    { url = "https://files.pythonhosted.org/packages/2a/be/6c8d1118b5f13b2881dc095d5b345de19c6638b8959c17409b6eff84c8aa/numpy-2.5.0-cp314-cp314t-win_amd64.whl", hash = "sha256:f7e5fa4382967ae6548bd2f174219afb908e294b0d5f625af01166edd5f7d9aa", size = 12736286, upload-time = "2026-06-21T20:57:46.935Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/6a/d3a169aaf8536cf228d56a09e04bcb713a2fe4410d4e2105b9419b5a9c89/numpy-2.5.0-cp314-cp314t-win_arm64.whl", hash = "sha256:016623417bb330d719d579daf2d6b9a01ddc52e41a9ed61a47f39fde46dcd865", size = 10686451, upload-time = "2026-06-21T20:57:49.313Z" },
+version = "2.5.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/22/fd/89965aa4ac08c74998539fcbf24fa3540f3e15237fbeb6bcf9c908f4aade/numpy-2.5.1.tar.gz", hash = "sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3", size = 20755553, upload-time = "2026-07-04T17:08:00.933Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/62/7b/14687aa674250e5e546f616f486b0d56d3631cd5b2415739141ce40bdcea/numpy-2.5.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277", size = 16801574, upload-time = "2026-07-04T17:06:12.423Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/19/cc5bb2a3f2913d27d6dbb2c78d25921fabaedc6741d4a5a615a11f3c5bf3/numpy-2.5.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1", size = 11772250, upload-time = "2026-07-04T17:06:15.726Z" },
+    { url = "https://files.pythonhosted.org/packages/42/77/fdf34a71dd30f54979b18603bee915e0aaf825b07afe79acd60b04b691e2/numpy-2.5.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0", size = 5331516, upload-time = "2026-07-04T17:06:17.913Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/e2/eb7efa015b4cce41e2517bf182a7fce0d7d5b9d9ed76a29bfa0f4fe4505c/numpy-2.5.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e", size = 6664863, upload-time = "2026-07-04T17:06:20.02Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/4b/a2b32dd94ee9ffbeecb28152240042a3949db33b1c834d44090b80e1b3b8/numpy-2.5.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75", size = 15167977, upload-time = "2026-07-04T17:06:21.621Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/a9/6e73d68500f80773f65f0654ea932019d6694329a0eb0ed0533de38df376/numpy-2.5.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca", size = 16672469, upload-time = "2026-07-04T17:06:24.064Z" },
+    { url = "https://files.pythonhosted.org/packages/24/7d/ad3e59015135f5261c95fd4cafeff159c955febd83a99a1d9250c4233815/numpy-2.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3", size = 16527531, upload-time = "2026-07-04T17:06:26.69Z" },
+    { url = "https://files.pythonhosted.org/packages/83/d0/a39b2fbcde9cb17a1dac678f254b33a6336298af9df338824c685425d5e8/numpy-2.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9", size = 18431940, upload-time = "2026-07-04T17:06:29.521Z" },
+    { url = "https://files.pythonhosted.org/packages/04/12/cff070947791c1ed425ff76413189adbdc2fbe215eba7ce7fa454a03c7f8/numpy-2.5.1-cp312-cp312-win32.whl", hash = "sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2", size = 6066764, upload-time = "2026-07-04T17:06:32.571Z" },
+    { url = "https://files.pythonhosted.org/packages/65/66/53f31807a48a750f9d748da273bc3fcedd12b27ff1f3e373bfec55ef2dc0/numpy-2.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2", size = 12430966, upload-time = "2026-07-04T17:06:34.926Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/2a/d1a88066b1c14186f5d3c0d18c94f17b064511982bab0578d49ee9d43c29/numpy-2.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b", size = 10350488, upload-time = "2026-07-04T17:06:37.785Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/07/ec2a3f0c91761581d4b7104a740791800025983f9a4dc4e73f91a99aeac4/numpy-2.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1", size = 16796419, upload-time = "2026-07-04T17:06:40.37Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/ab/ddb499fc4f8780354395face5b65c7fd107bcd6e1d667a5f07d046956f6f/numpy-2.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6", size = 11765832, upload-time = "2026-07-04T17:06:42.768Z" },
+    { url = "https://files.pythonhosted.org/packages/88/b3/3c28c558a09fc72100c646dac6d2fce8e834c471b0edca01a29996706117/numpy-2.5.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d", size = 5325143, upload-time = "2026-07-04T17:06:45.466Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/0e/ce19b985bb15c596f4f05954e76cccc77c845083b3b8f938a6c68e523128/numpy-2.5.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1", size = 6659749, upload-time = "2026-07-04T17:06:47.288Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/20/1ee6614d64332a1bba6411f38e68cb79eec1b2459e20a623777c5c5492a2/numpy-2.5.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd", size = 15164716, upload-time = "2026-07-04T17:06:49.494Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/a7/2bcd3fdbb87804755c35b729bf8709d62025c5f4cfd7d5b2415997097515/numpy-2.5.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a", size = 16661440, upload-time = "2026-07-04T17:06:52.061Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/d7/a41e3310c886fe457d36e670bbf24fae411aca8a7b6ad92a32afd924077c/numpy-2.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7", size = 16526305, upload-time = "2026-07-04T17:06:54.605Z" },
+    { url = "https://files.pythonhosted.org/packages/53/75/4333a9a707c1edd3a4e1a0c58eca52c0f31e55089fa80db02b5565b24df7/numpy-2.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6", size = 18423008, upload-time = "2026-07-04T17:06:57.54Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/90/e314a32b1c11a2ffe818ddad3a57b50b4b6e1b6c487192eb50cdef0415d0/numpy-2.5.1-cp313-cp313-win32.whl", hash = "sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9", size = 6063885, upload-time = "2026-07-04T17:07:00.14Z" },
+    { url = "https://files.pythonhosted.org/packages/10/70/800b3fca480af32df9e8ea9f3d4a0c8feb4b32d7f195d174eabbda4829ad/numpy-2.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74", size = 12425674, upload-time = "2026-07-04T17:07:02.387Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/0b/196350c122f50f6ca56846f2d71efd5e0d24b7b2e07355e019b2e2c7a11e/numpy-2.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107", size = 10350256, upload-time = "2026-07-04T17:07:04.878Z" },
+    { url = "https://files.pythonhosted.org/packages/db/f4/731b6085a83faf6ca843394cbd5e217280c214399f7e8b21b9f552af0ae2/numpy-2.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8", size = 16795063, upload-time = "2026-07-04T17:07:07.374Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/64/0e215f2048dd11a55bb989ed41b3585ef57452404e638d703a211a3e4157/numpy-2.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75", size = 11776652, upload-time = "2026-07-04T17:07:09.907Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/59/2b844c7a6e9deff69b404a66221e1542937734f65d5e6e39411876053862/numpy-2.5.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2", size = 5335944, upload-time = "2026-07-04T17:07:12.227Z" },
+    { url = "https://files.pythonhosted.org/packages/86/51/9bf7cb2cabcebc9e017e4ec7e6322b378317a542c08b4cb68479c1efc716/numpy-2.5.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b", size = 6656266, upload-time = "2026-07-04T17:07:14.368Z" },
+    { url = "https://files.pythonhosted.org/packages/83/3e/fb7615b211b82a32f44d5180a6d421b61f84d4fadd578b48ba4ac34e189f/numpy-2.5.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95", size = 15179720, upload-time = "2026-07-04T17:07:16.272Z" },
+    { url = "https://files.pythonhosted.org/packages/41/5f/0f992cb24560673496c5d68de61913b57166ce530ffda07c1f280e0cc464/numpy-2.5.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21", size = 16664835, upload-time = "2026-07-04T17:07:19.021Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/2f/97d6475ee91afe2587797d09446f9d3e475ad4cb681662d824809327b75a/numpy-2.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373", size = 16539135, upload-time = "2026-07-04T17:07:22.015Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/5b/4db81e4ba0be7e2776b1de68c82aa862c7f8ec27e1b4927d4ae075e20678/numpy-2.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438", size = 18426684, upload-time = "2026-07-04T17:07:24.941Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/64/c0ba2d90724d450279a7df8f32057241070250a26a7e2b5337d77347f481/numpy-2.5.1-cp314-cp314-win32.whl", hash = "sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace", size = 6116103, upload-time = "2026-07-04T17:07:27.622Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/1a/837f9ed7405adcd7a40538792eb169eddd8fa5630c16a1ef49dae71a30f4/numpy-2.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a", size = 12562177, upload-time = "2026-07-04T17:07:29.887Z" },
+    { url = "https://files.pythonhosted.org/packages/22/ed/49707938b6dd0a78a9178dd93227dc89e4c11af47f5c798d70366e8d0483/numpy-2.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0", size = 10627739, upload-time = "2026-07-04T17:07:32.568Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/c7/bb4b882cfe7f299cbc8b66e42e7dd78cf9d14e40f9469fc5e3db7e15b3bd/numpy-2.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22", size = 11894709, upload-time = "2026-07-04T17:07:34.941Z" },
+    { url = "https://files.pythonhosted.org/packages/40/3f/5af7f4a7f6224aef48017aa82bb6174c7a659d724be0c75017b7e64a55b4/numpy-2.5.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7", size = 5453810, upload-time = "2026-07-04T17:07:37.495Z" },
+    { url = "https://files.pythonhosted.org/packages/20/c9/3474309bc94d634d3f9c3eddf03250ecb8c22cd948ef16fef69a77cc5d7b/numpy-2.5.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d", size = 6761189, upload-time = "2026-07-04T17:07:39.563Z" },
+    { url = "https://files.pythonhosted.org/packages/90/8a/558ae39fdd55d7e7f7fef9a84a6e964ac6b23edbd2a07e52bb084500507d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09", size = 15225039, upload-time = "2026-07-04T17:07:41.682Z" },
+    { url = "https://files.pythonhosted.org/packages/63/27/ca7392b2d030277bdf0273e7d23255b3ee57d57a7c170a6f4fb3981e1e5d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4", size = 16701306, upload-time = "2026-07-04T17:07:44.611Z" },
+    { url = "https://files.pythonhosted.org/packages/02/42/03d53ae7996c44d4374a8262e9dc41671fd56cbb98f7d47ef85cf5da4c6b/numpy-2.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1", size = 16589955, upload-time = "2026-07-04T17:07:47.694Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/15/6c1784ae469640e65db111e9a34b3d0f14d91e8a38b9ce34810ced370dbb/numpy-2.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077", size = 18464252, upload-time = "2026-07-04T17:07:50.684Z" },
+    { url = "https://files.pythonhosted.org/packages/94/a8/f98e50356cf167df656c526c2dfeec2d7dde182f2a3da4b458a5938e2776/numpy-2.5.1-cp314-cp314t-win32.whl", hash = "sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf", size = 6263298, upload-time = "2026-07-04T17:07:53.445Z" },
+    { url = "https://files.pythonhosted.org/packages/72/ac/96ae880cdecad0b3275d9359fcec72667b49a4863c9f12942e43679dda02/numpy-2.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af", size = 12748623, upload-time = "2026-07-04T17:07:55.384Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/5a/4d2b1601df3602dba7a14f3348ba9bfe94a18adb428e693df6154c293831/numpy-2.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb", size = 10697674, upload-time = "2026-07-04T17:07:58.506Z" },
 ]
 
 [[package]]
@@ -1261,11 +1250,11 @@ wheels = [
 
 [[package]]
 name = "platformdirs"
-version = "4.10.0"
+version = "4.10.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d7/47/e4501f49c178ae1d9f4a75073fda4204f52647993f075a9db4d14930e0c5/platformdirs-4.10.0.tar.gz", hash = "sha256:31e761a6a0ca04faf7353ea759bdba55652be214725111e5aac52dfa29d4bef7", size = 31224, upload-time = "2026-05-28T03:32:53.587Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/52/cd/4f25b2f95b23f5d2c9c1fe43e49841bff5800562149b2666afc09309aa8f/platformdirs-4.10.1.tar.gz", hash = "sha256:ceab4084426fe6319ce18e86deada8ab1b7487c7aee7040c55e277c9ae793695", size = 31678, upload-time = "2026-07-18T03:53:43.808Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/81/e6/cd9575ac904136b3cbf7aa7ee819ef86eedb7274e46f230e94ea4342e729/platformdirs-4.10.0-py3-none-any.whl", hash = "sha256:fb516cdb12eb0d857d0cd85a7c57cea4d060bee4578d6cf5a14dfdf8cbf8784a", size = 22743, upload-time = "2026-05-28T03:32:52.175Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/73/6fd0bb9ce84138c3857f12e9de63bc901852975a092d545f18087a204aa2/platformdirs-4.10.1-py3-none-any.whl", hash = "sha256:0e4eff26be2d75293977f7cddc153fd9b8eaa7fb0c7b64ffe4076cb443117443", size = 22906, upload-time = "2026-07-18T03:53:42.576Z" },
 ]
 
 [[package]]
@@ -1424,15 +1413,15 @@ wheels = [
 
 [[package]]
 name = "python-discovery"
-version = "1.4.2"
+version = "1.4.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "filelock" },
     { name = "platformdirs" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/0b/1a/cbbaf13b730abb0a16b964d984e19f2fe520c21a4dc664051359a3f5a9e7/python_discovery-1.4.2.tar.gz", hash = "sha256:8f3746c4b4968d22afbb97d36e1a0e5b66e6c0f297290f2e95f05b9b8bf18690", size = 70277, upload-time = "2026-06-11T16:10:42.383Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/4c/81/58c70036dffeccb7fe7d79d6260c69f7a28272bbd3909c29a01ea9422744/python_discovery-1.4.4.tar.gz", hash = "sha256:5cad33982d412c1f3ffb8f9ca4ea292c9680bca3942451d30b69c37fce53a4a3", size = 72212, upload-time = "2026-07-08T23:06:50.691Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1a/82/a70006589557f267f15bd384c0642ad49f0d97b690c3a05b166b9dcbad3b/python_discovery-1.4.2-py3-none-any.whl", hash = "sha256:475803f53b7b2ed6e490e27373f9d8340f7d2eebf9acdaf645d7d714c97bb500", size = 33886, upload-time = "2026-06-11T16:10:41.192Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/ae/84bc0d2440c95772272bb6f4b3d09ccf08b2898fce89b3d4f969a9fc74e9/python_discovery-1.4.4-py3-none-any.whl", hash = "sha256:abebe9120b43453b68c908acfb1e72a19d1a959ed2cb620ad38fc57d08056dbe", size = 34181, upload-time = "2026-07-08T23:06:49.402Z" },
 ]
 
 [[package]]
@@ -1520,27 +1509,27 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.15.20"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/43/dc/35b341fc554ba02f217fc10da57d1a75168cfbcf75b0ef2202176d4c4f2d/ruff-0.15.20.tar.gz", hash = "sha256:1416eb04349192646b54de98f146c4f59afe37d0decfc02c3cbbf396f3a28566", size = 4755489, upload-time = "2026-06-25T17:20:37.578Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/94/d9/2d5014f0253ba541d2061d9fa7193f48e941c8b21bb88a7ff9bbe0bd0596/ruff-0.15.20-py3-none-linux_armv6l.whl", hash = "sha256:00e188c53e499c3c1637f73c91dcf2fb56d576cab76ce1be50a27c4e80e37078", size = 10839665, upload-time = "2026-06-25T17:19:44.702Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/d3/ac1798ba64f670698867fcfc591d50e7e421bef137db564858f619a30fcf/ruff-0.15.20-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:9ebd1fd9b9c95fc0bd7b2761aebec1f030013d2e193a2901b224af68fe47251b", size = 11208649, upload-time = "2026-06-25T17:19:48.787Z" },
-    { url = "https://files.pythonhosted.org/packages/47/47/d3ac899991202095dfcf3d5176be4272642be3cf981a2f1a30f72a2afb95/ruff-0.15.20-py3-none-macosx_11_0_arm64.whl", hash = "sha256:c5b16cdd67ca108185cd36dce98c576350c03b1660a751de725fb049193a0632", size = 10622638, upload-time = "2026-06-25T17:19:51.354Z" },
-    { url = "https://files.pythonhosted.org/packages/33/13/4e043fe30aa94d4ff5213a9881fc296d12960f5971b234a5263fdc225312/ruff-0.15.20-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3413bb3c3d2ca6a8208f1f4809cd2dca3c6de6d0b491c0e70847672bde6e6efd", size = 10984227, upload-time = "2026-06-25T17:19:54.044Z" },
-    { url = "https://files.pythonhosted.org/packages/76/e6/92e7bf40388bc5800073b96564f56264f7e48bfd1a498f5ced6ae6d5a769/ruff-0.15.20-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:bd7ec42b3bb3da066488db093308a69c4ac5ee6d2af333a86ba6e2eb2e7dd44b", size = 10622882, upload-time = "2026-06-25T17:19:57.037Z" },
-    { url = "https://files.pythonhosted.org/packages/13/7a/43460be3f24495a3aa46d4b16873e2c4941b3b5f0b00cf88c03b7b94b339/ruff-0.15.20-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:e1a36ad0eb77fba9aabfb69ede54de6f376d04ac18ebea022847046d340a8267", size = 11474808, upload-time = "2026-06-25T17:20:00.357Z" },
-    { url = "https://files.pythonhosted.org/packages/27/a0/f37077884873221c6b33b4ab49eb18f9f88e54a16a25a5bca59bef46dd66/ruff-0.15.20-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b6df3b1e4610432f0386dba04d853b5f08cbbc903410c6fcc02f620f05aff53c", size = 12293094, upload-time = "2026-06-25T17:20:03.446Z" },
-    { url = "https://files.pythonhosted.org/packages/a6/74/165545b60256a9704c21ac0ec4a0d07933b320812f9584836c9f4aca4292/ruff-0.15.20-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:e89f198a1ea6ef0d727c1cf16088bc91a6cb0ab947dedc966715691647186eae", size = 11526176, upload-time = "2026-06-25T17:20:06.301Z" },
-    { url = "https://files.pythonhosted.org/packages/86/b1/a976a136d40ade83ce743578399865f57001003a409acadc0ecbb3051082/ruff-0.15.20-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:309809086c2acb67624950a3c8133e80f32d0d3e27106c0cd60ff26657c9f24b", size = 11520767, upload-time = "2026-06-25T17:20:09.191Z" },
-    { url = "https://files.pythonhosted.org/packages/19/0f/f032696cb01c9b54c0263fa393474d7758f1cdc021a01b04e3cbc2500999/ruff-0.15.20-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:2d2374caa2f2c2f9e2b7da0a50802cfb8b79f55a9b5e49379f564544fbf56487", size = 11500132, upload-time = "2026-06-25T17:20:13.602Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/f4/51b1a14bc69e8c224b15dab9cce8e99b425e0455d462caa2b3c9be2b6a8e/ruff-0.15.20-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:a1ed17b65293e0c2f22fc387bc13198a5de94bf4429589b0ff6946b0feaf21a3", size = 10943828, upload-time = "2026-06-25T17:20:16.635Z" },
-    { url = "https://files.pythonhosted.org/packages/71/4b/fe267640783cd02bf6c5cc290b1df1051be2ec294c678b5c15fe19e52343/ruff-0.15.20-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:f701305e66b38ea6c91882490eb73459796808e4c6362a1b765255e0cdcd4053", size = 10645418, upload-time = "2026-06-25T17:20:19.4Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/c0/a65aa4ec2f5e87a1df32dc3ec1fede434fe3dfd5cbcf3b503cafc676ab54/ruff-0.15.20-py3-none-musllinux_1_2_i686.whl", hash = "sha256:5b9c0c367ad8e5d0d5b5b8537864c469a0a0e55417aadfbeca41fa61333be9f4", size = 11211770, upload-time = "2026-06-25T17:20:22.033Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/a4/0caa331d954ae2723d729d351c989cb4ca8b6077d5c6c2cb6de75e98c041/ruff-0.15.20-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:01cc00dd58f0df339d0e902219dd53990ea99996a0344e5d9cc8d45d5307e460", size = 11618698, upload-time = "2026-06-25T17:20:25.259Z" },
-    { url = "https://files.pythonhosted.org/packages/10/9b/5f14927848d2fd4aa891fd88d883788c5a7baba561c7874732364045708c/ruff-0.15.20-py3-none-win32.whl", hash = "sha256:ed65ef510e43a137207e0f01cfcf998aeddb1aeeda5c9d35023e910284d7cf21", size = 10857322, upload-time = "2026-06-25T17:20:28.612Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/f0/fe47c501f9dea92a26d788ff98bb5d92ed4cb4c88792c5c88af6b697dc8e/ruff-0.15.20-py3-none-win_amd64.whl", hash = "sha256:a525c81c70fb0380344dd1d8745d8cc1c890b7fc94a58d5a07bd8eb9557b8415", size = 11993274, upload-time = "2026-06-25T17:20:31.871Z" },
-    { url = "https://files.pythonhosted.org/packages/d7/2b/9555445e1201d92b3195f45cdb153a0b68f24e0a4273f6e3d5ab46e212bb/ruff-0.15.20-py3-none-win_arm64.whl", hash = "sha256:2f5b2a6d614e8700388806a14996c40fab2c47b819ef57d790a34878858ed9ca", size = 11343498, upload-time = "2026-06-25T17:20:35.03Z" },
+version = "0.15.22"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/3a/06/ae069393fc66e8ff33036d4b368003833bf6e88ccf182e17e7a2f1c754fd/ruff-0.15.22.tar.gz", hash = "sha256:3f15175b1fb580126f58285a5dae6b2ea89000136d980c64499211f116b54809", size = 4785063, upload-time = "2026-07-16T15:14:13.244Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/23/18/ee54b7ae1e121be7a28ea6da4b67564ebb0530e183a54415ab7e3bcd2c4e/ruff-0.15.22-py3-none-linux_armv6l.whl", hash = "sha256:44423e73493737f5e7c5b41d475483898ff37afcdae38bc3da5085e29af1c2d8", size = 10781258, upload-time = "2026-07-16T15:13:19.452Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/d2/2520cb14761ddbeaf57642a76942fc36adcbdbe53b4532241995f6fc485c/ruff-0.15.22-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:b82c6482946e9eda7ff2e091d25b8bad3f718684e1916d41bd56873cee05b697", size = 10999477, upload-time = "2026-07-16T15:13:23.318Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/10/74e53572aa758dfaa678c2a2646b5c5515d884b7ca56be4d2ce03ca4b560/ruff-0.15.22-py3-none-macosx_11_0_arm64.whl", hash = "sha256:11c1c715af53a09f714e011106bffc419751ec8232fcb5da42173284ea3fec6f", size = 10466716, upload-time = "2026-07-16T15:13:26.162Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/cc/44eaaf0844e028182f2d0a8f2190d0f359159aed0a9e5ab861d892f1ae2a/ruff-0.15.22-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:742a29cf29bddb7c8327895d6a10e0e6c5b38a96dd407af9b5d0857f809c0576", size = 10892644, upload-time = "2026-07-16T15:13:29.229Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/21/8edf559014d2b0f82beea19cfb713993ad802ccda16868769979c6090a84/ruff-0.15.22-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:72af58b951b0ae395935ae79763dc349bc0eb706319d28f7a33ad2cfb3cfc178", size = 10576719, upload-time = "2026-07-16T15:13:32.35Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/1e/3a13abd392a3b50b62e5938a831f9ab6e588358cacad5c18545b716d2182/ruff-0.15.22-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:62d425005c1835eb24e2ee4161cb90e8db263415f4a71c8c72c33abaa6c0c224", size = 11376494, upload-time = "2026-07-16T15:13:35.958Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/3e/422d3d95bcf04dd78e1aeac22184d4f9a8fb2c01865d39d44618484a0317/ruff-0.15.22-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e8b9b3f8779a4f08c969defc3c8c35abffaa757e601ed5ae66d6d1db6519969a", size = 12208370, upload-time = "2026-07-16T15:13:39.185Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/91/5d065a0e0a02bf4813f5119ad278462eed081d2b832eb7c021ade0ec9e65/ruff-0.15.22-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1e0dd1b2e4d3d585f897a0d137cbf4eaf6223bef4e8ce34d6bb12556c5f9249e", size = 11581098, upload-time = "2026-07-16T15:13:42.132Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/f9/a0d4871d12fae702eb1f41b686caf05f1f8b124dc6db6f784f53d74918fa/ruff-0.15.22-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:365523eb91d9224e1bcb03b022fbf0facb8f9e23792a2c53d9d4b3924bdbdebb", size = 11399422, upload-time = "2026-07-16T15:13:45.2Z" },
+    { url = "https://files.pythonhosted.org/packages/18/80/c843a5176cddbceb0b7e8dd41cf9993490796c1c469348d384f5a5c13c56/ruff-0.15.22-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:fabfd168afdf29fee5be98b831efa9683c94d7c5a3b58b9ce5a2e38444589a74", size = 11381683, upload-time = "2026-07-16T15:13:48.46Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/00/8485de0ae92239438a36cfc51350db9b9e85c9ebdfaea91b18e422706662/ruff-0.15.22-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:225dbf095a87f1d9f90f5fd7924d2613ee452a75a4308c63a8f50f761787aa7c", size = 10850295, upload-time = "2026-07-16T15:13:51.655Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/91/24977ec2ec72eaf15e4394ace2959fdff2dd1e14f03e005e838023407169/ruff-0.15.22-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:1877d63b9d24ed278744f1523fd11b85540566d54641f97c566d7d9dc5ca5296", size = 10579640, upload-time = "2026-07-16T15:13:54.79Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/47/9b51216951974df1f263ac19da550d34252e0ed7218c25f10c5ef9ed7517/ruff-0.15.22-py3-none-musllinux_1_2_i686.whl", hash = "sha256:a1606c510bd7215680d32efab38965f7cdec3ef69f5170a3f4791404ffdd5262", size = 11105077, upload-time = "2026-07-16T15:13:57.915Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/47/20e9d4a3b8016778acea5fc32bb50d35d207500a17ddb529ffa6996feef8/ruff-0.15.22-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:630479b18625f5ffc373f77603a22a9f8ac0acd7ff0501178b5db28ec71e9c64", size = 11490980, upload-time = "2026-07-16T15:14:01.032Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/76/3f72d8fc38c1cb77b38c56a70da9d0c17700cc1cc50f9649c9d3c8f5ba71/ruff-0.15.22-py3-none-win32.whl", hash = "sha256:e5ba0e4a13fd14abbed2a77b517a3911290c6c6c59ef67784328d1668fab76cf", size = 10789165, upload-time = "2026-07-16T15:14:04.16Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/46/4965251734c2b6fcdca1b1b187d20bcac3af0ee5b083b89c910bb961ce3a/ruff-0.15.22-py3-none-win_amd64.whl", hash = "sha256:9be63ba1eb936acd2d1342fb8337c356353706fce233b2a15a09a97037e6acde", size = 11938297, upload-time = "2026-07-16T15:14:07.316Z" },
+    { url = "https://files.pythonhosted.org/packages/57/c9/e69b1ff4c8b69093ef08b8919ab767af0569666865b39c30a8795d88d3c6/ruff-0.15.22-py3-none-win_arm64.whl", hash = "sha256:e1168075b72158510839f250027659cdd78476f40507dd517892304c41318661", size = 11298172, upload-time = "2026-07-16T15:14:10.51Z" },
 ]
 
 [[package]]
@@ -1651,13 +1640,34 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/4c/07/2ebca9b11fb9be7340a818d8d6f63feaebb146be2c4afbd6061701d6df6e/snowballstemmer-3.1.1-py3-none-any.whl", hash = "sha256:7e207fa178741da09cdee59d3ecec3827ad5f92b1fc5c9ff3755b639f71f5752", size = 104164, upload-time = "2026-06-03T00:56:38.614Z" },
 ]
 
+[[package]]
+name = "sortedcollections"
+version = "2.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "sortedcontainers" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/01/00/6d749cc1f88e7f95f5442a8abb195fa607094deba9e0475affbfb7fa8c04/sortedcollections-2.1.0.tar.gz", hash = "sha256:d8e9609d6c580a16a1224a3dc8965789e03ebc4c3e5ffd05ada54a2fed5dcacd", size = 9287, upload-time = "2021-01-18T22:15:16.623Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6e/39/c993a7d0c9dbf3aeca5008bdd00e4436ad9b7170527cef0a14634b47001f/sortedcollections-2.1.0-py3-none-any.whl", hash = "sha256:b07abbc73472cc459da9dd6e2607d73d1f3b9309a32dd9a57fa2c6fa882f4c6c", size = 9531, upload-time = "2021-01-18T22:15:15.36Z" },
+]
+
+[[package]]
+name = "sortedcontainers"
+version = "2.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e8/c4/ba2f8066cceb6f23394729afe52f3bf7adec04bf9ed2c820b39e19299111/sortedcontainers-2.4.0.tar.gz", hash = "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88", size = 30594, upload-time = "2021-05-16T22:03:42.897Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/32/46/9cb0e58b2deb7f82b84065f37f3bffeb12413f947f9388e4cac22c4621ce/sortedcontainers-2.4.0-py2.py3-none-any.whl", hash = "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0", size = 29575, upload-time = "2021-05-16T22:03:41.177Z" },
+]
+
 [[package]]
 name = "soupsieve"
-version = "2.8.4"
+version = "2.9"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/47/2c/0a5f6f8ee0d5589e48c7640213ed5175d52cf540a06725b628cc1a45d6ce/soupsieve-2.8.4.tar.gz", hash = "sha256:e121fd02e975c695e4e9e8774a5ee35d74714b59307868dcc5319ad2d9e3328e", size = 121110, upload-time = "2026-05-24T13:55:57.154Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/80/f1/93422647dd7e461f23d254e6b2bfa687a85b53aeb4903fcdbb74474d4584/soupsieve-2.9.tar.gz", hash = "sha256:acee8417325c5653e1377dc31eccad59eb82cbc65942afe6174c53b3aaad63fc", size = 122122, upload-time = "2026-07-19T01:35:18.425Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5e/f5/0c41cb68dcae6b7de4fac4188a3a9589e21fb31df21ea3a2e888db95e6c9/soupsieve-2.8.4-py3-none-any.whl", hash = "sha256:e7e6b0769c8f51ed59acab6e994b00621096cfb1c640a7509295987388fbaf65", size = 37304, upload-time = "2026-05-24T13:55:55.406Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/d6/3185ab5ad1280319b31986898f3206dd7227cd75e293d4dba2a5e6bf27a0/soupsieve-2.9-py3-none-any.whl", hash = "sha256:a2b2c76d67df2382d245409fd71e321a571717e58463efa32ace87dcadac2c12", size = 37387, upload-time = "2026-07-19T01:35:17.106Z" },
 ]
 
 [[package]]
@@ -1754,16 +1764,16 @@ wheels = [
 
 [[package]]
 name = "sphinxcontrib-mermaid"
-version = "2.0.2"
+version = "2.1.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jinja2" },
     { name = "pyyaml" },
     { name = "sphinx" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/19/75/3a1cc926da8c563c58ddc124a7b3fe5ccadcae96c96e3a6f8ac3653a210a/sphinxcontrib_mermaid-2.0.2.tar.gz", hash = "sha256:f09576c78ca93fa0e3034fd9c45aaffa7c44ab449de9c43b8b8d262afe52bc66", size = 19265, upload-time = "2026-05-05T13:59:02.959Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/07/9d/bf3a48a657682c7e0445c71d916bca7ab8194454276cc22b16e7f974e502/sphinxcontrib_mermaid-2.1.0.tar.gz", hash = "sha256:13c5f9ac395cb6abf403eca34e228dc9fb3a30c9d960dbf3e40e9a8cef969549", size = 21695, upload-time = "2026-07-18T23:08:11.265Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/16/8d/93be7e0f7fa915a576859b3bfac7a7baa3303181c44d7db7eefbd3e8a69f/sphinxcontrib_mermaid-2.0.2-py3-none-any.whl", hash = "sha256:d862e514991279fb4816302c5cfe167d2557bf3ce7125ae0cb47dac80a0f46ce", size = 14094, upload-time = "2026-05-05T13:59:01.585Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/bd/d3348d62296e73a91420f0edf671450c9003ecd8704da40b1e3d9b868459/sphinxcontrib_mermaid-2.1.0-py3-none-any.whl", hash = "sha256:417cd144ec4b28852f46ba653f02ce8e538881c812111671a4c30344e87f2112", size = 16190, upload-time = "2026-07-18T23:08:10.098Z" },
 ]
 
 [[package]]
@@ -1900,16 +1910,16 @@ dev = [
 
 [[package]]
 name = "tomlkit"
-version = "0.15.0"
+version = "0.15.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/51/db/03eaf4331631ef6b27d6e3c9b68c54dc6f0d63d87201fed600cc409307fd/tomlkit-0.15.0.tar.gz", hash = "sha256:7d1a9ecba3086638211b13814ea79c90dd54dd11993564376f3aa92271f5c7a3", size = 161875, upload-time = "2026-05-10T07:38:22.245Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/94/96/e07752635b98536177fa1f37671c8f3cdde2e724c6bcf6034b2cfb571565/tomlkit-0.15.1.tar.gz", hash = "sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97", size = 180129, upload-time = "2026-07-17T01:48:04.562Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/6a/43/8bd850ee71a191bf072e31302c73a66be413fecdd98fdcd111ecbcce13ca/tomlkit-0.15.0-py3-none-any.whl", hash = "sha256:4dbc8f0fc024412b57ced8757ac7461305126a648ff8c2c807fcb8e133a78738", size = 41328, upload-time = "2026-05-10T07:38:23.517Z" },
+    { url = "https://files.pythonhosted.org/packages/13/bc/8c13eb66537dce1d2bd3a57132902f38d0e7f5bb46fa9f4daed9fe9d76ee/tomlkit-0.15.1-py3-none-any.whl", hash = "sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304", size = 49449, upload-time = "2026-07-17T01:48:05.728Z" },
 ]
 
 [[package]]
 name = "typer"
-version = "0.26.8"
+version = "0.27.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
@@ -1917,9 +1927,9 @@ dependencies = [
     { name = "rich" },
     { name = "shellingham" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/7c/f7/68adc395201b20b872d68e975386832e8005ffeacedd43a1d837a32815be/typer-0.26.8.tar.gz", hash = "sha256:c244a6bd558886fe3f8780efb6bdd28bb9aff005a94eedebaa5cb32926fe2f7e", size = 202097, upload-time = "2026-06-26T09:22:45.705Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/37/78/fda3361b56efc27944f24225f6ecd13d96d6fcfe37bd0eb34e2f4c63f9fc/typer-0.27.0.tar.gz", hash = "sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5", size = 203430, upload-time = "2026-07-15T19:21:07.007Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/80/87/b9fd69c92c6102a066e1b86a35243f53e70bd4c709f2a26d9f4fee4f4dc0/typer-0.26.8-py3-none-any.whl", hash = "sha256:3512ca79ac5c11113414b36e80281b872884477722440691c89d1112e321a49c", size = 122564, upload-time = "2026-06-26T09:22:44.72Z" },
+    { url = "https://files.pythonhosted.org/packages/40/03/26a383c9e58c213199d1aad1c3d353cfc22d4444ec6d2c0bf8ad02523843/typer-0.27.0-py3-none-any.whl", hash = "sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1", size = 122716, upload-time = "2026-07-15T19:21:05.553Z" },
 ]
 
 [[package]]
@@ -1945,20 +1955,20 @@ wheels = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.15.0"
+version = "4.16.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/72/94/1a15dd82efb362ac84269196e94cf00f187f7ed21c242792a923cdb1c61f/typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466", size = 109391, upload-time = "2025-08-25T13:49:26.313Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f6/cc/6253133b5bb138fc3306cebfbda2c520f545d36b5be2c7255cc528bb45d6/typing_extensions-4.16.0.tar.gz", hash = "sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5", size = 113555, upload-time = "2026-07-02T08:40:05.92Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548", size = 44614, upload-time = "2025-08-25T13:49:24.86Z" },
+    { url = "https://files.pythonhosted.org/packages/49/d3/b8441a820a491ddfc024b0b0cf0393375b75ea13866d9c66727e54c2fc80/typing_extensions-4.16.0-py3-none-any.whl", hash = "sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8", size = 45571, upload-time = "2026-07-02T08:40:04.659Z" },
 ]
 
 [[package]]
 name = "tzdata"
-version = "2026.2"
+version = "2026.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ba/19/1b9b0e29f30c6d35cb345486df41110984ea67ae69dddbc0e8a100999493/tzdata-2026.2.tar.gz", hash = "sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10", size = 198254, upload-time = "2026-04-24T15:22:08.651Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/92/ff/5a28bdfd8c3ebec42564ac7d0e54ca3db65044a9314a97f9564fa7a1e926/tzdata-2026.3.tar.gz", hash = "sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415", size = 198674, upload-time = "2026-07-10T08:50:37.887Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ce/e4/dccd7f47c4b64213ac01ef921a1337ee6e30e8c6466046018326977efd95/tzdata-2026.2-py2.py3-none-any.whl", hash = "sha256:bbe9af844f658da81a5f95019480da3a89415801f6cc966806612cc7169bffe7", size = 349321, upload-time = "2026-04-24T15:22:05.876Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/6d/b53b99a9f2766d095985947a5782f1702cabb129a34f7a802d7197af832f/tzdata-2026.3-py2.py3-none-any.whl", hash = "sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931", size = 348168, upload-time = "2026-07-10T08:50:36.46Z" },
 ]
 
 [[package]]
@@ -1972,7 +1982,7 @@ wheels = [
 
 [[package]]
 name = "virtualenv"
-version = "21.5.1"
+version = "21.6.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "distlib" },
@@ -1980,9 +1990,9 @@ dependencies = [
     { name = "platformdirs" },
     { name = "python-discovery" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/a5/81f987504738e6defeed61ec1c47e2aefab3c35d8eeb87e1b3f38cf28254/virtualenv-21.5.1.tar.gz", hash = "sha256:dca3bf98275a59c652b69d68e73433e597d977c2da9198882479d1a7188009c8", size = 4578798, upload-time = "2026-06-16T16:23:58.603Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/34/d9/b477fddb68840b570af8b22afe9b035cbc277b5fb7b33dea390617a8b10f/virtualenv-21.6.1.tar.gz", hash = "sha256:15f978b7cd329f24855ff4a0c4b4899cc7678589f49adbdcbbb4d3232e641128", size = 5526620, upload-time = "2026-07-10T19:33:53.312Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2c/02/3623e6169bed617ed1e2d372f7c69f92ec28d54c4dfc997055c8578ec148/virtualenv-21.5.1-py3-none-any.whl", hash = "sha256:55aa670b67bbfb991b03fda39bd3276d92c419d702376e98c5df1c9989a26783", size = 4558820, upload-time = "2026-06-16T16:23:56.963Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/7c/4e7225d46d634a0d8d534dd8a6ce0c319d09b4d0cf0337eb314ca4789d8c/virtualenv-21.6.1-py3-none-any.whl", hash = "sha256:afe991df855715a2b2f60edfcc0107ef95a79fdfd8cb4cdaa71603d1c12e463b", size = 5506392, upload-time = "2026-07-10T19:33:51.629Z" },
 ]
 
 [[package]]

From 966896cec394a4ddad0147686b7d7d25d8e45d64 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 15:18:15 -0400
Subject: [PATCH 28/56] Restore suffix directions after solve for appsi_highs

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/_internal/run_actions.py | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/temoa/_internal/run_actions.py b/temoa/_internal/run_actions.py
index 7e7b5ec5b..dcdc01bd5 100644
--- a/temoa/_internal/run_actions.py
+++ b/temoa/_internal/run_actions.py
@@ -248,8 +248,13 @@ def solve_instance(
             if solver_name == 'appsi_highs':
                 dual_suffix = instance.component('dual')
                 if dual_suffix is not None:
+                    original_direction = dual_suffix.direction
                     dual_suffix.direction = Suffix.LOCAL
-                result = optimizer.solve(instance)
+                try:
+                    result = optimizer.solve(instance)
+                finally:
+                    if dual_suffix is not None:
+                        dual_suffix.direction = original_direction
             else:
                 result = optimizer.solve(instance, suffixes=solver_suffixes_list)
         except RuntimeError as error:

From f3008be1abfcdefc30b5bc787d32b11b08868cde Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 15:20:44 -0400
Subject: [PATCH 29/56] Take values of params on cost curve guard rail checks

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 .../components/cost_fixed_eos.py                 | 16 ++++++++--------
 .../components/cost_invest_eos.py                | 16 ++++++++--------
 .../components/cost_variable_eos.py              | 16 ++++++++--------
 3 files changed, 24 insertions(+), 24 deletions(-)

diff --git a/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py b/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
index 9a902eb43..8c8a45a7d 100644
--- a/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
@@ -44,12 +44,12 @@ def initialize_components(model: EOSModel) -> None:
             # skills to edit this code.
             if not all(
                 (
-                    cap_lower >= 0,
-                    cap_upper >= 0,
-                    cost_lower >= 0,
-                    cost_upper >= 0,
-                    cap_upper > cap_lower,
-                    cost_upper > cost_lower,
+                    value(cap_lower) >= 0,
+                    value(cap_upper) >= 0,
+                    value(cost_lower) >= 0,
+                    value(cost_upper) >= 0,
+                    value(cap_upper) > value(cap_lower),
+                    value(cost_upper) > value(cost_lower),
                 )
             ):
                 msg = (
@@ -69,8 +69,8 @@ def initialize_components(model: EOSModel) -> None:
 
             if not all(
                 (
-                    abs(cap_lower - prev_cap_upper) <= 0.001,
-                    abs(cost_lower - prev_cost_upper) <= 0.001,
+                    abs(value(cap_lower) - value(prev_cap_upper)) <= 0.001,
+                    abs(value(cost_lower) - value(prev_cost_upper)) <= 0.001,
                 )
             ):
                 msg = (
diff --git a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
index a59c60e77..3177c336b 100644
--- a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
@@ -80,12 +80,12 @@ def initialize_cost_invest_eos(model: EOSModel) -> None:
             # skills to edit this code.
             if not all(
                 (
-                    cap_lower >= 0,
-                    cap_upper >= 0,
-                    cost_lower >= 0,
-                    cost_upper >= 0,
-                    cap_upper > cap_lower,
-                    cost_upper > cost_lower,
+                    value(cap_lower) >= 0,
+                    value(cap_upper) >= 0,
+                    value(cost_lower) >= 0,
+                    value(cost_upper) >= 0,
+                    value(cap_upper) > value(cap_lower),
+                    value(cost_upper) > value(cost_lower),
                 )
             ):
                 msg = (
@@ -103,8 +103,8 @@ def initialize_cost_invest_eos(model: EOSModel) -> None:
 
             if not all(
                 (
-                    abs(cap_lower - prev_cap_upper) <= 0.001,
-                    abs(cost_lower - prev_cost_upper) <= 0.001,
+                    abs(value(cap_lower) - value(prev_cap_upper)) <= 0.001,
+                    abs(value(cost_lower) - value(prev_cost_upper)) <= 0.001,
                 )
             ):
                 msg = (
diff --git a/temoa/extensions/economies_of_scale/components/cost_variable_eos.py b/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
index e65868cc6..41f7ba67e 100644
--- a/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
@@ -44,12 +44,12 @@ def initialize_components(model: EOSModel) -> None:
             # skills to edit this code.
             if not all(
                 (
-                    act_lower >= 0,
-                    act_upper >= 0,
-                    cost_lower >= 0,
-                    cost_upper >= 0,
-                    act_upper > act_lower,
-                    cost_upper > cost_lower,
+                    value(act_lower) >= 0,
+                    value(act_upper) >= 0,
+                    value(cost_lower) >= 0,
+                    value(cost_upper) >= 0,
+                    value(act_upper) > value(act_lower),
+                    value(cost_upper) > value(cost_lower),
                 )
             ):
                 msg = (
@@ -69,8 +69,8 @@ def initialize_components(model: EOSModel) -> None:
 
             if not all(
                 (
-                    abs(act_lower - prev_act_upper) <= 0.001,
-                    abs(cost_lower - prev_cost_upper) <= 0.001,
+                    abs(value(act_lower) - value(prev_act_upper)) <= 0.001,
+                    abs(value(cost_lower) - value(prev_cost_upper)) <= 0.001,
                 )
             ):
                 msg = (

From 1b16560daf0c7566fb8bb02824ef3513efac3e31 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 15:24:15 -0400
Subject: [PATCH 30/56] Fix myopic p0

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 .../economies_of_scale/components/cost_fixed_eos.py          | 3 +++
 .../economies_of_scale/components/cost_invest_eos.py         | 3 +++
 .../economies_of_scale/components/cost_variable_eos.py       | 5 ++++-
 3 files changed, 10 insertions(+), 1 deletion(-)

diff --git a/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py b/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
index 8c8a45a7d..f7caf8d07 100644
--- a/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
@@ -297,6 +297,9 @@ def total_cost(model: EOSModel) -> None:
     p_0 = min(model.time_optimize)
     global_discount_rate = value(model.global_discount_rate)
 
+    if value(model.myopic_discounting_year) != 0:
+        p_0 = value(model.myopic_discounting_year)
+
     total_cost = quicksum(
         fixed_or_variable_cost(
             1,
diff --git a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
index 3177c336b..ef2fd0d6e 100644
--- a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
@@ -439,6 +439,9 @@ def total_cost(model: EOSModel) -> None:
     p_e = model.time_future.last()
     global_discount_rate = value(model.global_discount_rate)
 
+    if value(model.myopic_discounting_year) != 0:
+        p_0 = value(model.myopic_discounting_year)
+
     total_cost = 0.0
 
     for _r, _p, _t in model.cost_invest_eos_period_rpt:
diff --git a/temoa/extensions/economies_of_scale/components/cost_variable_eos.py b/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
index 41f7ba67e..c0c5361be 100644
--- a/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
@@ -312,12 +312,15 @@ def period_cost(model: EOSModel, r: Region, p: Period, t: Technology) -> Express
 
 def total_cost(model: EOSModel) -> None:
     """
-    Discounted fixed costs for all EOS clusters in the planning horizon
+    Discounted variable costs for all EOS clusters in the planning horizon
     """
 
     p_0 = min(model.time_optimize)
     global_discount_rate = value(model.global_discount_rate)
 
+    if value(model.myopic_discounting_year) != 0:
+        p_0 = value(model.myopic_discounting_year)
+
     total_cost = quicksum(
         fixed_or_variable_cost(
             1,

From 82d147542383ddf95451defd6788bba1abb67f7e Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 15:26:02 -0400
Subject: [PATCH 31/56] Move contextlib import for tidiness

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 tests/test_full_runs.py | 6 +-----
 1 file changed, 1 insertion(+), 5 deletions(-)

diff --git a/tests/test_full_runs.py b/tests/test_full_runs.py
index 9956449e5..74a8e960d 100644
--- a/tests/test_full_runs.py
+++ b/tests/test_full_runs.py
@@ -2,6 +2,7 @@
 Test a couple full-runs to match objective function value and some internals
 """
 
+import contextlib
 import logging
 import sqlite3
 from pathlib import Path
@@ -144,7 +145,6 @@ def test_myopic_utopia(
     # the model itself is fairly useless here, because several were run
     # we just want a hook to the output database...
     _, _, _, sequencer = system_test_run
-    import contextlib
 
     with contextlib.closing(sqlite3.connect(sequencer.config.output_database)) as con:
         cur = con.cursor()
@@ -177,7 +177,6 @@ def test_myopic_stress_tests(
     and survival curves.
     """
     _, _, _, sequencer = system_test_run
-    import contextlib
 
     with contextlib.closing(sqlite3.connect(sequencer.config.output_database)) as con:
         cur = con.cursor()
@@ -282,9 +281,6 @@ def test_mc_utopia(
     """
     data_name, _, _, sequencer = system_test_run
 
-    # Connect to the output database
-    import contextlib
-
     with contextlib.closing(sqlite3.connect(sequencer.config.output_database)) as con:
         cur = con.cursor()
 

From be82a2840b31f7352277506ffc42e7e6c78adff7 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 15:33:47 -0400
Subject: [PATCH 32/56] Fix existing capacity segment check

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 .../economies_of_scale/components/cost_invest_eos.py        | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
index ef2fd0d6e..e56ade449 100644
--- a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
@@ -413,12 +413,14 @@ def period_cost(model: EOSModel, r: Region, p: Period, t: Technology) -> Express
             if _r in regions and _t in techs
         )
         if existing_capacity:
+            found_valid_segment = False
             for n in model.cost_invest_eos_segments[r, t]:
                 cap_lower, cap_upper, _, _ = model.cost_invest_eos[r, t, n]
                 if value(cap_lower) <= existing_capacity <= value(cap_upper):
                     prev_cum_cost = cost_invest_eos_segment_cost(model, r, t, n, existing_capacity)
-                    continue  # in case we're exactly on the boundary of two segments
-            if not prev_cum_cost:
+                    found_valid_segment = True
+                    break  # in case we're exactly on the boundary of two segments
+            if not found_valid_segment:
                 msg = (
                     'Existing capacity for a cost_invest_eos cluster is outside the bounds of '
                     'the cost curve. Check the cost_invest_eos table and existing_capacity '

From cd4b97bf7484d44bec39b6049d62e05c26e048a6 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 15:35:56 -0400
Subject: [PATCH 33/56] Fix docstring for rabbit

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 .../growth_rates/components/growth_new_capacity_delta.py      | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
index a158ce6b7..48f99bc81 100644
--- a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
+++ b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
@@ -75,7 +75,7 @@ def limit_growth_new_capacity_delta(
 
             \text{ where } v_i=p
 
-            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_growth\_capacityDelta}}
+            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_growth\_capacity_\delta}}
 
             \begin{aligned}\text{Degrowth:}\\
             &\mathbf{NCAP}_{r,t,v_{i-1}} - \mathbf{NCAP}_{r,t,v_{i-2}}
@@ -85,7 +85,7 @@ def limit_growth_new_capacity_delta(
 
             \text{ where } v_i=p
 
-            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacityDelta}}
+            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacity_\delta}}
     """
 
     regions = geography.gather_group_regions(model, r)

From 43ae02754f117766b02bad095b53d2325e492053 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 15:39:44 -0400
Subject: [PATCH 34/56] Fix typo in extension framework tables prompt

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/extensions/framework.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/temoa/extensions/framework.py b/temoa/extensions/framework.py
index 7927e3bf3..d194fc327 100644
--- a/temoa/extensions/framework.py
+++ b/temoa/extensions/framework.py
@@ -167,7 +167,7 @@ def ensure_enabled_extension_tables_exist(
         if not silent:
             prompt = (
                 f"Extension '{spec.extension_id}' is enabled but missing table(s): {missing_list}. "
-                f"Append schema from '{spec.schema_sql_path}' to input database '{input_database} "
+                f"Append schema from '{spec.schema_sql_path}' to input database '{input_database}' "
                 'now? [y/N]: '
             )
             response = input(prompt).strip().lower()

From 8965e203b51bf1205006544a97b462c66ebe689e Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 15:41:04 -0400
Subject: [PATCH 35/56] Wrap eos import in extension check

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/core/model.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/temoa/core/model.py b/temoa/core/model.py
index 24d4dbb08..7d48780a2 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -39,9 +39,6 @@
     technology,
     time,
 )
-from temoa.extensions.economies_of_scale.core.model import (
-    register_early_eos_components,
-)
 from temoa.extensions.framework import apply_model_extension_hooks, resolve_extension_specs
 from temoa.model_checking.validators import (
     no_slash_or_pipe,
@@ -567,7 +564,10 @@ def __init__(
         self.cost_invest = Param(self.cost_invest_rtv)
 
         # Inject cost_invest_eos extension components prior to loan params, if active
-        register_early_eos_components(self)
+        if 'eos' in self.enabled_extensions:
+            import temoa.extensions.economies_of_scale.core.model as eos
+
+            eos.register_early_eos_components(self)
 
         self.default_loan_rate = Param(domain=NonNegativeReals)
         self.loan_rate = Param(

From 1fe875e636a9c321e882aa8a75eb49bddfe77dc5 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Mon, 13 Jul 2026 21:33:38 -0400
Subject: [PATCH 36/56] Optimise O(n2) group tech-region lookups

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/components/capacity.py                  |  49 +++-
 temoa/components/limits.py                    | 218 ++++++------------
 temoa/core/model.py                           |   3 +
 .../components/discrete_capacity.py           |  36 +--
 .../components/cost_fixed_eos.py              |  14 +-
 .../components/cost_invest_eos.py             |  68 +++---
 .../components/cost_variable_eos.py           |  12 +-
 .../components/growth_capacity.py             |  22 +-
 .../components/growth_new_capacity.py         |  29 +--
 .../components/growth_new_capacity_delta.py   |  30 +--
 .../template/components/example_limit.py      |  14 +-
 11 files changed, 211 insertions(+), 284 deletions(-)

diff --git a/temoa/components/capacity.py b/temoa/components/capacity.py
index 82e553126..988a9c915 100644
--- a/temoa/components/capacity.py
+++ b/temoa/components/capacity.py
@@ -18,6 +18,8 @@
 from deprecated import deprecated
 from pyomo.environ import value
 
+from temoa.components import geography, technology
+
 from .utils import get_adjusted_existing_capacity, get_capacity_factor
 
 if TYPE_CHECKING:
@@ -456,15 +458,18 @@ def capacity_constraint(
     if t in model.tech_curtailment:
         # If technologies are present in the curtailment set, then enough
         # capacity must be available to cover both activity and curtailment.
-        return get_capacity_factor(model, r, s, d, t, v) * value(
-            model.capacity_to_activity[r, t]
-        ) * value(model.segment_fraction[s, d]) * model.v_capacity[
-            r, p, t, v
-        ] == useful_activity + sum(
+        curtailment = sum(
             model.v_curtailment[r, p, s, d, S_i, t, v, S_o]
             for S_i in model.process_inputs[r, p, t, v]
             for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
         )
+        return (
+            get_capacity_factor(model, r, s, d, t, v)
+            * value(model.capacity_to_activity[r, t])
+            * value(model.segment_fraction[s, d])
+            * model.v_capacity[r, p, t, v]
+            == useful_activity + curtailment
+        )
     else:
         return (
             get_capacity_factor(model, r, s, d, t, v)
@@ -661,3 +666,37 @@ def create_capacity_and_retirement_sets(model: TemoaModel) -> None:
         for r, p, t in model.active_capacity_available_rpt
         for v in model.process_vintages[r, p, t]
     }
+
+
+def gather_group_active_processes(
+    model: TemoaModel, r: Region, p: Period, t: Technology
+) -> set[tuple[Region, Technology]]:
+    """
+    A utility to get the valid active processes for a group-region, tech-group pair in period p.
+    Caches the result if its a new call so we don't repeat these O(n2) lookups.
+    """
+    if (r, p, t) not in model.group_active_processes:
+        model.group_active_processes[r, p, t] = {
+            (_r, _t)
+            for _r in geography.gather_group_regions(model, r)
+            for _t in technology.gather_group_techs(model, t)
+            if (_r, p, _t) in model.process_vintages
+        }
+    return model.group_active_processes[r, p, t]
+
+
+def gather_group_built_processes(
+    model: TemoaModel, r: Region, t: Technology, v: Vintage
+) -> set[tuple[Region, Technology]]:
+    """
+    A utility to get the valid built processes for a group-region, tech-group, vintage index.
+    Caches the result if its a new call so we don't repeat these O(n2) lookups.
+    """
+    if (r, t, v) not in model.group_built_processes:
+        model.group_built_processes[r, t, v] = {
+            (_r, _t)
+            for _r in geography.gather_group_regions(model, r)
+            for _t in technology.gather_group_techs(model, t)
+            if (_r, _t, v) in model.process_periods
+        }
+    return model.group_built_processes[r, t, v]
diff --git a/temoa/components/limits.py b/temoa/components/limits.py
index 702adb171..b2772e3e6 100644
--- a/temoa/components/limits.py
+++ b/temoa/components/limits.py
@@ -14,12 +14,12 @@
 
 import sys
 from logging import getLogger
-from typing import TYPE_CHECKING, cast
+from typing import TYPE_CHECKING
 
 from pyomo.environ import Constraint, quicksum, value
 
 import temoa.components.geography as geography
-import temoa.components.technology as technology
+from temoa.components import capacity
 from temoa.components.utils import (
     Operator,
     get_variable_efficiency,
@@ -27,8 +27,6 @@
 )
 
 if TYPE_CHECKING:
-    from pyomo.core import Expression
-
     from temoa.core.model import TemoaModel
     from temoa.types import ExprLike, Period, Region, Technology, Vintage
     from temoa.types.core_types import Commodity, Season, TimeOfDay
@@ -151,9 +149,8 @@ def limit_annual_capacity_factor_indices(
     return {
         (r, p, t, v, o, op)
         for r, t, v, o, op in model.limit_annual_capacity_factor_constraint_rtvo
-        for _r in geography.gather_group_regions(model, r)
-        for _t in technology.gather_group_techs(model, t)
         for p in model.time_optimize
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
         if o in model.process_outputs.get((_r, p, _t, v), [])
     }
 
@@ -221,27 +218,20 @@ def limit_resource_constraint(model: TemoaModel, r: Region, t: Technology, op: s
     # dev note:  this would generally be applied to a "dummy import" technology to restrict
     #            something like oil/mineral extraction across all model periods. Looks fine to me.
 
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
-
     activity = quicksum(
         model.v_flow_out_annual[_r, p, S_i, _t, S_v, S_o]
-        for _t in techs
-        if _t in model.tech_annual
         for p in model.time_optimize
-        for _r in regions
-        if (_r, p, _t) in model.process_vintages
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
+        if _t in model.tech_annual
         for S_v in model.process_vintages[_r, p, _t]
         for S_i in model.process_inputs[_r, p, _t, S_v]
         for S_o in model.process_outputs_by_input[_r, p, _t, S_v, S_i]
     )
     activity += quicksum(
         model.v_flow_out[_r, p, s, d, S_i, _t, S_v, S_o]
-        for _t in techs
-        if _t not in model.tech_annual
         for p in model.time_optimize
-        for _r in regions
-        if (_r, p, _t) in model.process_vintages
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
+        if _t not in model.tech_annual
         for S_v in model.process_vintages[_r, p, _t]
         for S_i in model.process_inputs[_r, p, _t, S_v]
         for S_o in model.process_outputs_by_input[_r, p, _t, S_v, S_i]
@@ -281,50 +271,42 @@ def limit_activity_share_constraint(
         \qquad \forall \{r, p, g_1, g_2\} \in \Theta_{\text{limit\_activity\_share}}
     """
 
-    regions = geography.gather_group_regions(model, r)
-
-    sub_group = technology.gather_group_techs(model, g1)
     sub_activity = quicksum(
-        model.v_flow_out[_r, p, s, d, S_i, S_t, S_v, S_o]
-        for S_t in sub_group
+        model.v_flow_out[S_r, p, s, d, S_i, S_t, S_v, S_o]
+        for S_r, S_t in capacity.gather_group_active_processes(model, r, p, g1)
         if S_t not in model.tech_annual
-        for _r in regions
-        for S_v in model.process_vintages.get((_r, p, S_t), [])
-        for S_i in model.process_inputs[_r, p, S_t, S_v]
-        for S_o in model.process_outputs_by_input[_r, p, S_t, S_v, S_i]
+        for S_v in model.process_vintages.get((S_r, p, S_t), [])
+        for S_i in model.process_inputs[S_r, p, S_t, S_v]
+        for S_o in model.process_outputs_by_input[S_r, p, S_t, S_v, S_i]
         for s in model.time_season
         for d in model.time_of_day
     )
     sub_activity += quicksum(
-        model.v_flow_out_annual[_r, p, S_i, S_t, S_v, S_o]
-        for S_t in sub_group
+        model.v_flow_out_annual[S_r, p, S_i, S_t, S_v, S_o]
+        for S_r, S_t in capacity.gather_group_active_processes(model, r, p, g1)
         if S_t in model.tech_annual
-        for _r in regions
-        for S_v in model.process_vintages.get((_r, p, S_t), [])
-        for S_i in model.process_inputs[_r, p, S_t, S_v]
-        for S_o in model.process_outputs_by_input[_r, p, S_t, S_v, S_i]
+        for S_v in model.process_vintages.get((S_r, p, S_t), [])
+        for S_i in model.process_inputs[S_r, p, S_t, S_v]
+        for S_o in model.process_outputs_by_input[S_r, p, S_t, S_v, S_i]
     )
 
-    super_group = technology.gather_group_techs(model, g2)
     super_activity = quicksum(
-        model.v_flow_out[_r, p, s, d, S_i, S_t, S_v, S_o]
-        for S_t in super_group
+        model.v_flow_out[S_r, p, s, d, S_i, S_t, S_v, S_o]
+        for S_r, S_t in capacity.gather_group_active_processes(model, r, p, g2)
         if S_t not in model.tech_annual
-        for _r in regions
-        for S_v in model.process_vintages.get((_r, p, S_t), [])
-        for S_i in model.process_inputs[_r, p, S_t, S_v]
-        for S_o in model.process_outputs_by_input[_r, p, S_t, S_v, S_i]
+        for S_v in model.process_vintages.get((S_r, p, S_t), [])
+        for S_i in model.process_inputs[S_r, p, S_t, S_v]
+        for S_o in model.process_outputs_by_input[S_r, p, S_t, S_v, S_i]
         for s in model.time_season
         for d in model.time_of_day
     )
     super_activity += quicksum(
-        model.v_flow_out_annual[_r, p, S_i, S_t, S_v, S_o]
-        for S_t in super_group
+        model.v_flow_out_annual[S_r, p, S_i, S_t, S_v, S_o]
+        for S_r, S_t in capacity.gather_group_active_processes(model, r, p, g2)
         if S_t in model.tech_annual
-        for _r in regions
-        for S_v in model.process_vintages.get((_r, p, S_t), [])
-        for S_i in model.process_inputs[_r, p, S_t, S_v]
-        for S_o in model.process_outputs_by_input[_r, p, S_t, S_v, S_i]
+        for S_v in model.process_vintages.get((S_r, p, S_t), [])
+        for S_i in model.process_inputs[S_r, p, S_t, S_v]
+        for S_o in model.process_outputs_by_input[S_r, p, S_t, S_v, S_i]
     )
 
     share_lim = value(model.limit_activity_share[r, p, g1, g2, op])
@@ -351,22 +333,13 @@ def limit_capacity_share_constraint(
     technology or technology group as a fraction of another technology or group.
     """
 
-    regions = geography.gather_group_regions(model, r)
-
-    sub_group = technology.gather_group_techs(model, g1)
     sub_capacity = quicksum(
         model.v_capacity_available_by_period_and_tech[_r, p, _t]
-        for _t in sub_group
-        for _r in regions
-        if (_r, p, _t) in model.process_vintages
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, g1)
     )
-
-    super_group = technology.gather_group_techs(model, g2)
     super_capacity = quicksum(
         model.v_capacity_available_by_period_and_tech[_r, p, _t]
-        for _t in super_group
-        for _r in regions
-        if (_r, p, _t) in model.process_vintages
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, g2)
     )
     share_lim = value(model.limit_capacity_share[r, p, g1, g2, op])
 
@@ -384,22 +357,13 @@ def limit_new_capacity_share_constraint(
     of a given technology or group as a fraction of another technology or
     group."""
 
-    regions = geography.gather_group_regions(model, r)
-
-    sub_group = technology.gather_group_techs(model, g1)
     sub_new_cap = quicksum(
         model.v_new_capacity[_r, _t, v]
-        for _t in sub_group
-        for _r in regions
-        if (_r, _t, v) in model.process_periods
+        for _r, _t in capacity.gather_group_built_processes(model, r, g1, v)
     )
-
-    super_group = technology.gather_group_techs(model, g2)
     super_new_cap = quicksum(
         model.v_new_capacity[_r, _t, v]
-        for _t in super_group
-        for _r in regions
-        if (_r, _t, v) in model.process_periods
+        for _r, _t in capacity.gather_group_built_processes(model, r, g2, v)
     )
 
     share_lim = value(model.limit_new_capacity_share[r, g1, g2, v, op])
@@ -441,31 +405,27 @@ def limit_annual_capacity_factor_constraint(
     # r can be an individual region (r='US'), or a combination of regions separated by plus
     # (r='Mexico+US+Canada'), or 'global'.
     # if r == 'global', the constraint is system-wide
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
 
     activity_rptvo = 0
 
-    for _t in techs:
-        if _t not in model.tech_annual:
-            activity_rptvo += quicksum(
-                model.v_flow_out[_r, p, s, d, S_i, _t, v, o]
-                for _r in regions
-                for S_i in model.process_inputs_by_output.get((_r, p, _t, v, o), [])
-                for s in model.time_season
-                for d in model.time_of_day
-            )
-        else:
-            activity_rptvo += quicksum(
-                model.v_flow_out_annual[_r, p, S_i, _t, v, o]
-                for _r in regions
-                for S_i in model.process_inputs_by_output.get((_r, p, _t, v, o), [])
-            )
+    activity_rptvo += quicksum(
+        model.v_flow_out[_r, p, s, d, S_i, _t, v, o]
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
+        if _t not in model.tech_annual
+        for S_i in model.process_inputs_by_output.get((_r, p, _t, v, o), [])
+        for s in model.time_season
+        for d in model.time_of_day
+    )
+    activity_rptvo += quicksum(
+        model.v_flow_out_annual[_r, p, S_i, _t, v, o]
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
+        if _t in model.tech_annual
+        for S_i in model.process_inputs_by_output.get((_r, p, _t, v, o), [])
+    )
 
     possible_activity_rptvo = quicksum(
         model.v_capacity[_r, p, _t, v] * value(model.capacity_to_activity[_r, _t])
-        for _r in regions
-        for _t in techs
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
         if v in model.process_vintages.get((_r, p, _t), [])
     )
     annual_cf = value(model.limit_annual_capacity_factor[r, t, v, o, op])
@@ -503,52 +463,31 @@ def limit_seasonal_capacity_factor_constraint(
 
         \forall \{r, p, s, t \in T^{a}\} \in \Theta_{\text{limit\_seasonal\_capacity\_factor}}
     """
-    # r can be an individual region (r='US'), or a combination of regions separated by plus
-    # (r='Mexico+US+Canada'), or 'global'.
-    # if r == 'global', the constraint is system-wide
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
-
-    # we need to screen here because it is possible that the restriction extends beyond the
-    # lifetime of any vintage of the tech...
-    if all(
-        (_r, p, _t) not in model.v_capacity_available_by_period_and_tech
-        for _r in regions
-        for _t in techs
-    ):
-        return Constraint.Skip
 
-    if TYPE_CHECKING:
-        activity_rpst = cast('Expression', 0)
-    else:
-        activity_rpst = 0
-    for _t in techs:
-        if _t not in model.tech_annual:
-            activity_rpst += quicksum(
-                model.v_flow_out[_r, p, s, d, S_i, _t, S_v, S_o]
-                for _r in regions
-                for S_v in model.process_vintages.get((_r, p, _t), [])
-                for S_i in model.process_inputs.get((_r, p, _t, S_v), [])
-                for S_o in model.process_outputs_by_input.get((_r, p, _t, S_v, S_i), [])
-                for d in model.time_of_day
-            )
-        else:
-            activity_rpst += quicksum(
-                model.v_flow_out_annual[_r, p, S_i, _t, S_v, S_o]
-                * model.segment_fraction_per_season[s]
-                for _r in regions
-                for S_v in model.process_vintages.get((_r, p, _t), [])
-                for S_i in model.process_inputs.get((_r, p, _t, S_v), [])
-                for S_o in model.process_outputs_by_input.get((_r, p, _t, S_v, S_i), [])
-            )
+    activity_rpst = 0
+    activity_rpst += quicksum(
+        model.v_flow_out[_r, p, s, d, S_i, _t, S_v, S_o]
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
+        if _t not in model.tech_annual
+        for S_v in model.process_vintages.get((_r, p, _t), [])
+        for S_i in model.process_inputs.get((_r, p, _t, S_v), [])
+        for S_o in model.process_outputs_by_input.get((_r, p, _t, S_v, S_i), [])
+        for d in model.time_of_day
+    )
+    activity_rpst += quicksum(
+        model.v_flow_out_annual[_r, p, S_i, _t, S_v, S_o] * model.segment_fraction_per_season[s]
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
+        if _t in model.tech_annual
+        for S_v in model.process_vintages.get((_r, p, _t), [])
+        for S_i in model.process_inputs.get((_r, p, _t, S_v), [])
+        for S_o in model.process_outputs_by_input.get((_r, p, _t, S_v, S_i), [])
+    )
 
     possible_activity_rpst = quicksum(
         model.v_capacity_available_by_period_and_tech[_r, p, _t]
         * value(model.capacity_to_activity[_r, _t])
         * value(model.segment_fraction_per_season[s])
-        for _r in regions
-        for _t in techs
-        if (_r, p, _t) in model.v_capacity_available_by_period_and_tech
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
     )
     seasonal_cf = value(model.limit_seasonal_capacity_factor[r, s, t, op])
     expr = operator_expression(activity_rpst, Operator(op), seasonal_cf * possible_activity_rpst)
@@ -917,17 +856,11 @@ def limit_activity_constraint(
 
        \quad \le, \ge, \text{or} = \quad LA_{r, p, t}
     """
-    # r can be an individual region (r='US'), or a combination of regions separated by
-    # a + (r='Mexico+US+Canada'), or 'global'.
-    # if r == 'global', the constraint is system-wide
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
 
     activity = quicksum(
         model.v_flow_out[_r, p, s, d, S_i, _t, S_v, S_o]
-        for _t in techs
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
         if _t not in model.tech_annual
-        for _r in regions
         for S_v in model.process_vintages.get((_r, p, _t), [])
         for S_i in model.process_inputs[_r, p, _t, S_v]
         for S_o in model.process_outputs_by_input[_r, p, _t, S_v, S_i]
@@ -936,9 +869,8 @@ def limit_activity_constraint(
     )
     activity += quicksum(
         model.v_flow_out_annual[_r, p, S_i, _t, S_v, S_o]
-        for _t in techs
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
         if _t in model.tech_annual
-        for _r in regions
         for S_v in model.process_vintages.get((_r, p, _t), [])
         for S_i in model.process_inputs[_r, p, _t, S_v]
         for S_o in model.process_outputs_by_input[_r, p, _t, S_v, S_i]
@@ -964,14 +896,10 @@ def limit_new_capacity_constraint(
 
         \textbf{NCAP}_{r, t, v} \quad \le, \ge, \text{or} = \quad LNC_{r, t, v}
     """
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
     cap_lim = value(model.limit_new_capacity[r, t, v, op])
     new_cap = quicksum(
         model.v_new_capacity[_r, _t, v]
-        for _t in techs
-        for _r in regions
-        if (_r, _t, v) in model.process_periods
+        for _r, _t in capacity.gather_group_built_processes(model, r, t, v)
     )
     expr = operator_expression(new_cap, Operator(op), cap_lim)
     if isinstance(expr, bool):
@@ -994,16 +922,12 @@ def limit_capacity_constraint(
        \textbf{CAPAVL}_{r, p, t} \quad \le, \ge, \text{or} = \quad LC_{r, p, t}
 
        \forall \{r, p, t\} \in \Theta_{\text{limit\_capacity}}"""
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
     cap_lim = value(model.limit_capacity[r, p, t, op])
-    capacity = quicksum(
+    cap = quicksum(
         model.v_capacity_available_by_period_and_tech[_r, p, _t]
-        for _t in techs
-        for _r in regions
-        if (_r, p, _t) in model.v_capacity_available_by_period_and_tech
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
     )
-    expr = operator_expression(capacity, Operator(op), cap_lim)
+    expr = operator_expression(cap, Operator(op), cap_lim)
     if isinstance(expr, bool):
         return Constraint.Skip
     return expr
diff --git a/temoa/core/model.py b/temoa/core/model.py
index 7d48780a2..bd6e2afad 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -165,6 +165,9 @@ def __init__(
         # {(r, t, v): set(p)} periods in which a process can economically or naturally retire
         self.retirement_periods: t.RetirementPeriodsDict = {}
         self.process_vintages: t.ProcessVintagesDict = {}
+        """current available (within lifespan) vintages {(r, p, t) : set(v)}"""
+        self.group_built_processes: t.GroupBuiltProcessesDict = {}
+        self.group_active_processes: t.GroupActiveProcessesDict = {}
         # {(r, t, v): set(p)} periods for which the process has a defined survival fraction
         self.survival_curve_periods: t.SurvivalCurvePeriodsDict = {}
         """current available (within lifespan) vintages {(r, p, t) : set(v)}"""
diff --git a/temoa/extensions/discrete_capacity/components/discrete_capacity.py b/temoa/extensions/discrete_capacity/components/discrete_capacity.py
index 6d0c6bbd9..cbeb53eaa 100644
--- a/temoa/extensions/discrete_capacity/components/discrete_capacity.py
+++ b/temoa/extensions/discrete_capacity/components/discrete_capacity.py
@@ -5,8 +5,7 @@
 
 from pyomo.environ import Constraint, quicksum, value
 
-import temoa.components.geography as geography
-import temoa.components.technology as technology
+from temoa.components import capacity
 
 logger = logging.getLogger(__name__)
 
@@ -18,14 +17,11 @@
 def limit_discrete_new_capacity_indices(
     model: DiscreteCapacityModel,
 ) -> set[tuple[Region, Technology, Vintage]]:
-
     indices = {
         (r, t, v)
         for r, t in model.limit_discrete_new_capacity.sparse_keys()
-        for _r in geography.gather_group_regions(model, r)
-        for _t in technology.gather_group_techs(model, t)
         for v in model.vintage_optimize
-        if (_r, _t, v) in model.process_periods
+        if capacity.gather_group_built_processes(model, r, t, v)
     }
     return indices
 
@@ -45,18 +41,12 @@ def limit_discrete_new_capacity_constraint_rule(
 
        \forall \{r, t, v\} \in \Theta_{\text{limit\_discrete\_new\_capacity}}
     """
-
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
-    unit_cap = value(model.limit_discrete_new_capacity[r, t])
-
+    discrete_cap = value(model.limit_discrete_new_capacity[r, t])
     new_capacity = quicksum(
         model.v_new_capacity[_r, _t, v]
-        for _r in regions
-        for _t in techs
-        if (_r, _t, v) in model.process_periods
+        for _r, _t in capacity.gather_group_built_processes(model, r, t, v)
     )
-    expr = new_capacity == unit_cap * model.v_discrete_new_capacity[r, t, v]
+    expr = new_capacity == discrete_cap * model.v_discrete_new_capacity[r, t, v]
     if isinstance(expr, bool):
         return Constraint.Skip
     return expr
@@ -68,10 +58,8 @@ def limit_discrete_capacity_indices(
     indices = {
         (r, p, t)
         for r, t in model.limit_discrete_capacity.sparse_keys()
-        for _r in geography.gather_group_regions(model, r)
-        for _t in technology.gather_group_techs(model, t)
         for p in model.time_optimize
-        if (_r, p, _t) in model.v_capacity_available_by_period_and_tech
+        if capacity.gather_group_active_processes(model, r, p, t)
     }
     return indices
 
@@ -91,18 +79,12 @@ def limit_discrete_capacity_constraint_rule(
 
        \forall \{r, p, t\} \in \Theta_{\text{limit\_discrete\_net\_capacity}}
     """
-
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
-    capacity = value(model.limit_discrete_capacity[r, t])
-
+    discrete_cap = value(model.limit_discrete_capacity[r, t])
     net_capacity = quicksum(
         model.v_capacity_available_by_period_and_tech[_r, p, _t]
-        for _r in regions
-        for _t in techs
-        if (_r, p, _t) in model.v_capacity_available_by_period_and_tech
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
     )
-    expr = net_capacity == capacity * model.v_discrete_capacity[r, p, t]
+    expr = net_capacity == discrete_cap * model.v_discrete_capacity[r, p, t]
     if isinstance(expr, bool):
         return Constraint.Skip
     return expr
diff --git a/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py b/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
index f7caf8d07..e07c27f57 100644
--- a/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
@@ -5,8 +5,7 @@
 
 from pyomo.environ import quicksum, value
 
-import temoa.components.geography as geography
-import temoa.components.technology as technology
+from temoa.components import capacity
 from temoa.components.costs import fixed_or_variable_cost
 
 if TYPE_CHECKING:
@@ -212,19 +211,14 @@ def cost_fixed_eos_capacity_constraint(
     :code:`v_capacity_available_by_period_and_tech[r', p, t']`.
     """
 
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
-
     cap_eos = quicksum(
         model.v_cost_fixed_eos_capacity[r, p, t, n] for n in model.cost_fixed_eos_segments[r, p, t]
     )
-    capacity = quicksum(
+    cap = quicksum(
         model.v_capacity_available_by_period_and_tech[_r, p, _t]
-        for _t in techs
-        for _r in regions
-        if (_r, p, _t) in model.v_capacity_available_by_period_and_tech
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
     )
-    return capacity == cap_eos
+    return cap == cap_eos
 
 
 # --- Calculating costs ---
diff --git a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
index e56ade449..6f890bbcb 100644
--- a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
@@ -1,13 +1,13 @@
 from __future__ import annotations
 
 import logging
-from itertools import product as cross_product
 from typing import TYPE_CHECKING, cast
 
 from pyomo.environ import quicksum, value
 
 import temoa.components.geography as geography
 import temoa.components.technology as technology
+from temoa.components import capacity
 from temoa.components.costs import loan_cost, loan_cost_survival_curve
 
 if TYPE_CHECKING:
@@ -26,13 +26,10 @@ def cost_invest_eos_cumulative_capacity_indices(
     model: EOSModel,
 ) -> set[tuple[Region, Period, Technology, int]]:
     return {
-        (r, cast('Period', v), t, n)
+        (r, _p, t, n)
         for r, t, n in model.cost_invest_eos.sparse_keys()
-        for _r in geography.gather_group_regions(model, r)
-        for _t in technology.gather_group_techs(model, t)
         for _p in model.time_optimize
-        for v in model.process_vintages.get((_r, _p, _t), set())
-        if v == _p
+        for _r, _t in capacity.gather_group_built_processes(model, r, t, _p)
     }
 
 
@@ -49,11 +46,8 @@ def append_cost_invest_eos_rtv(model: EOSModel) -> None:
     discounting in the objective function.
     """
     for r, p, t in model.cost_invest_eos_period_rpt:
-        regions = geography.gather_group_regions(model, r)
-        techs = technology.gather_group_techs(model, t)
-
         valid_rtv = {
-            (_r, _t, p) for _r in regions for _t in techs if (_r, _t, p) in model.process_periods
+            (_r, _t, p) for _r, _t in capacity.gather_group_built_processes(model, r, t, p)
         }
         for rtv in valid_rtv:
             if rtv not in model.cost_invest_rtv:
@@ -124,35 +118,31 @@ def initialize_cost_invest_eos(model: EOSModel) -> None:
     # parameters.  Check that all r, t combos in the cluster share the same
     # lifetime and loan parameters.
     for r, p, t in model.cost_invest_eos_period_rpt:
-        regions = geography.gather_group_regions(model, r)
-        techs = technology.gather_group_techs(model, t)
-
-        for _r, _t in cross_product(regions, techs):
-            if (_r, _t, p) in model.process_periods:
-                # Store first valid process as our reference for this period
-                if (r, p, t) not in model.cost_invest_eos_reference_process:
-                    model.cost_invest_eos_reference_process[r, p, t] = _r, _t
-
-                # Check that the assumptions hold
-                r0, t0 = model.cost_invest_eos_reference_process[r, p, t]
-                if any(
-                    (
-                        abs(life[r0, t0, p] - life[_r, _t, p]) >= 0.001,
-                        abs(loan_life[r0, t0, p] - loan_life[_r, _t, p]) >= 0.001,
-                        abs(loan_rate[r0, t0, p] - loan_rate[_r, _t, p]) >= 0.001,
-                    )
-                ):
-                    msg = (
-                        'Processes assigned to the same cost_invest_eos cost curve must all have '
-                        'the same process lifetime, loan lifetime, and loan rate. These two '
-                        'processes do not match:\n '
-                        f'({r0}, {t0}, {p}) : lifetime = {life[r0, t0, p]}, '
-                        f'loan life = {loan_life[r0, t0, p]}, loan rate = {loan_rate[r0, t0, p]}\n'
-                        f'({_r}, {_t}, {p}) : lifetime = {life[_r, _t, p]}, '
-                        f'loan life = {loan_life[_r, _t, p]}, loan rate = {loan_rate[_r, _t, p]}'
-                    )
-                    logger.error(msg)
-                    raise ValueError(msg)
+        for _r, _t in capacity.gather_group_built_processes(model, r, t, p):
+            # Store first valid process as our reference for this period
+            if (r, p, t) not in model.cost_invest_eos_reference_process:
+                model.cost_invest_eos_reference_process[r, p, t] = _r, _t
+
+            # Check that the assumptions hold
+            r0, t0 = model.cost_invest_eos_reference_process[r, p, t]
+            if any(
+                (
+                    abs(life[r0, t0, p] - life[_r, _t, p]) >= 0.001,
+                    abs(loan_life[r0, t0, p] - loan_life[_r, _t, p]) >= 0.001,
+                    abs(loan_rate[r0, t0, p] - loan_rate[_r, _t, p]) >= 0.001,
+                )
+            ):
+                msg = (
+                    'Processes assigned to the same cost_invest_eos cost curve must all have '
+                    'the same process lifetime, loan lifetime, and loan rate. These two '
+                    'processes do not match:\n '
+                    f'({r0}, {t0}, {p}) : lifetime = {life[r0, t0, p]}, '
+                    f'loan life = {loan_life[r0, t0, p]}, loan rate = {loan_rate[r0, t0, p]}\n'
+                    f'({_r}, {_t}, {p}) : lifetime = {life[_r, _t, p]}, '
+                    f'loan life = {loan_life[_r, _t, p]}, loan rate = {loan_rate[_r, _t, p]}'
+                )
+                logger.error(msg)
+                raise ValueError(msg)
 
 
 # --- Enforce the rules of cumulative capacity progression up the cost curve ---
diff --git a/temoa/extensions/economies_of_scale/components/cost_variable_eos.py b/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
index c0c5361be..119d9bfba 100644
--- a/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_variable_eos.py
@@ -5,8 +5,7 @@
 
 from pyomo.environ import quicksum, value
 
-import temoa.components.geography as geography
-import temoa.components.technology as technology
+from temoa.components import capacity
 from temoa.components.costs import fixed_or_variable_cost
 
 if TYPE_CHECKING:
@@ -218,18 +217,14 @@ def cost_variable_eos_activity_constraint(
     :code:`v_flow_out_annual` for annual technologies (no :math:`s,d` indices).
     """
 
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
-
     activity_eos = quicksum(
         model.v_cost_variable_eos_activity[r, p, t, n]
         for n in model.cost_variable_eos_segments[r, p, t]
     )
     activity = quicksum(
         model.v_flow_out[_r, p, s, d, S_i, _t, S_v, S_o]
-        for _t in techs
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
         if _t not in model.tech_annual
-        for _r in regions
         for S_v in model.process_vintages.get((_r, p, _t), [])
         for S_i in model.process_inputs[_r, p, _t, S_v]
         for S_o in model.process_outputs_by_input[_r, p, _t, S_v, S_i]
@@ -238,9 +233,8 @@ def cost_variable_eos_activity_constraint(
     )
     activity += quicksum(
         model.v_flow_out_annual[_r, p, S_i, _t, S_v, S_o]
-        for _t in techs
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
         if _t in model.tech_annual
-        for _r in regions
         for S_v in model.process_vintages.get((_r, p, _t), [])
         for S_i in model.process_inputs[_r, p, _t, S_v]
         for S_o in model.process_outputs_by_input[_r, p, _t, S_v, S_i]
diff --git a/temoa/extensions/growth_rates/components/growth_capacity.py b/temoa/extensions/growth_rates/components/growth_capacity.py
index 434ba90e1..dd1c6f6aa 100644
--- a/temoa/extensions/growth_rates/components/growth_capacity.py
+++ b/temoa/extensions/growth_rates/components/growth_capacity.py
@@ -6,6 +6,7 @@
 
 import temoa.components.geography as geography
 import temoa.components.technology as technology
+from temoa.components import capacity
 from temoa.components.utils import Operator, get_adjusted_existing_capacity, operator_expression
 
 if TYPE_CHECKING:
@@ -89,15 +90,11 @@ def limit_growth_capacity(
     growth = model.limit_degrowth_capacity if degrowth else model.limit_growth_capacity
     rate = 1 + value(growth[r, t, op][0])
     seed = value(growth[r, t, op][1])
-    cap_rpt = model.v_capacity_available_by_period_and_tech
 
-    cap_indices = {(_r, _p, _t) for _r, _p, _t in cap_rpt.keys() if _t in techs and _r in regions}
-    periods = sorted({_p for _r, _p, _t in cap_indices})
-
-    if len(periods) == 0:
-        return Constraint.Skip
-
-    capacity = quicksum(cap_rpt[_r, _p, _t] for _r, _p, _t in cap_indices if _p == p)
+    cap = quicksum(
+        model.v_capacity_available_by_period_and_tech[_r, p, _t]
+        for _r, _t in capacity.gather_group_active_processes(model, r, p, t)
+    )
 
     capacity_prev = 0.0
 
@@ -114,12 +111,15 @@ def limit_growth_capacity(
             )
     else:
         p_prev = model.time_optimize.prev(p)
-        capacity_prev = quicksum(cap_rpt[_r, _p, _t] for _r, _p, _t in cap_indices if _p == p_prev)
+        capacity_prev = quicksum(
+            model.v_capacity_available_by_period_and_tech[_r, p_prev, _t]
+            for _r, _t in capacity.gather_group_active_processes(model, r, p_prev, t)
+        )
 
     if degrowth:
-        expr = operator_expression(capacity_prev, Operator(op), seed + capacity * rate)
+        expr = operator_expression(capacity_prev, Operator(op), seed + cap * rate)
     else:
-        expr = operator_expression(capacity, Operator(op), seed + capacity_prev * rate)
+        expr = operator_expression(cap, Operator(op), seed + capacity_prev * rate)
 
     if isinstance(expr, bool):
         return Constraint.Skip
diff --git a/temoa/extensions/growth_rates/components/growth_new_capacity.py b/temoa/extensions/growth_rates/components/growth_new_capacity.py
index 51c279fd4..4792a67aa 100644
--- a/temoa/extensions/growth_rates/components/growth_new_capacity.py
+++ b/temoa/extensions/growth_rates/components/growth_new_capacity.py
@@ -1,16 +1,17 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, cast
 
 from pyomo.environ import Constraint, quicksum, value
 
 import temoa.components.geography as geography
 import temoa.components.technology as technology
+from temoa.components import capacity
 from temoa.components.utils import Operator, operator_expression
 
 if TYPE_CHECKING:
     from temoa.extensions.growth_rates.core.model import GrowthRatesModel
-    from temoa.types import ExprLike, Period, Region, Technology
+    from temoa.types import ExprLike, Period, Region, Technology, Vintage
 
 
 def limit_growth_new_capacity_indices(
@@ -84,26 +85,21 @@ def limit_growth_new_capacity(
             \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacity}}
     """
 
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
-
     growth = model.limit_degrowth_new_capacity if degrowth else model.limit_growth_new_capacity
     rate = 1 + value(growth[r, t, op][0])
     seed = value(growth[r, t, op][1])
-    new_cap_rtv = model.v_new_capacity
-
-    cap_rtv = {(_r, _t, _v) for _r, _t, _v in new_cap_rtv.keys() if _t in techs and _r in regions}
-    periods = sorted({_v for _r, _t, _v in cap_rtv})
 
-    if len(periods) == 0:
-        return Constraint.Skip
-
-    new_cap = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p)
+    new_cap = quicksum(
+        model.v_new_capacity[_r, _t, p]
+        for _r, _t in capacity.gather_group_built_processes(model, r, t, cast('Vintage', p))
+    )
 
     new_cap_prev = 0.0
 
     if p == model.time_optimize.first():
         if model.time_exist:
+            regions = geography.gather_group_regions(model, r)
+            techs = technology.gather_group_techs(model, t)
             p_prev = model.time_exist.last()
             new_cap_prev = quicksum(
                 value(model.existing_capacity[_r, _t, _v])
@@ -112,7 +108,12 @@ def limit_growth_new_capacity(
             )
     else:
         p_prev = model.time_optimize.prev(p)
-        new_cap_prev = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev)
+        new_cap_prev = quicksum(
+            model.v_new_capacity[_r, _t, p_prev]
+            for _r, _t in capacity.gather_group_built_processes(
+                model, r, t, cast('Vintage', p_prev)
+            )
+        )
 
     if degrowth:
         expr = operator_expression(new_cap_prev, Operator(op), seed + new_cap * rate)
diff --git a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
index 48f99bc81..c850a8fbe 100644
--- a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
+++ b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
@@ -1,16 +1,17 @@
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, cast
 
 from pyomo.environ import Constraint, quicksum, value
 
 import temoa.components.geography as geography
 import temoa.components.technology as technology
+from temoa.components import capacity
 from temoa.components.utils import Operator, operator_expression
 
 if TYPE_CHECKING:
     from temoa.extensions.growth_rates.core.model import GrowthRatesModel
-    from temoa.types import ExprLike, Period, Region, Technology
+    from temoa.types import ExprLike, Period, Region, Technology, Vintage
 
 
 def limit_growth_new_capacity_delta_indices(
@@ -87,7 +88,6 @@ def limit_growth_new_capacity_delta(
 
             \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacity_\delta}}
     """
-
     regions = geography.gather_group_regions(model, r)
     techs = technology.gather_group_techs(model, t)
 
@@ -98,15 +98,11 @@ def limit_growth_new_capacity_delta(
     )
     rate = 1 + value(growth[r, t, op][0])
     seed = value(growth[r, t, op][1])
-    new_cap_rtv = model.v_new_capacity
-
-    cap_rtv = {(_r, _t, _v) for _r, _t, _v in new_cap_rtv.keys() if _t in techs and _r in regions}
-    periods = sorted({_v for _r, _t, _v in cap_rtv})
-
-    if len(periods) == 0:
-        return Constraint.Skip
 
-    new_cap = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p)
+    new_cap = quicksum(
+        model.v_new_capacity[_r, _t, p]
+        for _r, _t in capacity.gather_group_built_processes(model, r, t, cast('Vintage', p))
+    )
 
     new_cap_prev = 0.0
     new_cap_prev2 = 0.0
@@ -128,7 +124,12 @@ def limit_growth_new_capacity_delta(
             )
     else:
         p_prev = model.time_optimize.prev(p)
-        new_cap_prev = quicksum(new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev)
+        new_cap_prev = quicksum(
+            model.v_new_capacity[_r, _t, p_prev]
+            for _r, _t in capacity.gather_group_built_processes(
+                model, r, t, cast('Vintage', p_prev)
+            )
+        )
         if p == model.time_optimize.at(2):
             if model.time_exist:
                 p_prev2 = model.time_exist.last()
@@ -140,7 +141,10 @@ def limit_growth_new_capacity_delta(
         else:
             p_prev2 = model.time_optimize.prev(p_prev)
             new_cap_prev2 = quicksum(
-                new_cap_rtv[_r, _t, _v] for _r, _t, _v in cap_rtv if _v == p_prev2
+                model.v_new_capacity[_r, _t, p_prev2]
+                for _r, _t in capacity.gather_group_built_processes(
+                    model, r, t, cast('Vintage', p_prev2)
+                )
             )
 
     nc_delta_prev = new_cap_prev - new_cap_prev2
diff --git a/temoa/extensions/template/components/example_limit.py b/temoa/extensions/template/components/example_limit.py
index a00570bce..aa10fccce 100644
--- a/temoa/extensions/template/components/example_limit.py
+++ b/temoa/extensions/template/components/example_limit.py
@@ -11,16 +11,15 @@
 
 from __future__ import annotations
 
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, cast
 
 from pyomo.environ import Constraint, quicksum, value
 
-import temoa.components.geography as geography
-import temoa.components.technology as technology
+from temoa.components import capacity
 
 if TYPE_CHECKING:
     from temoa.extensions.template.core.model import ExampleModel
-    from temoa.types import ExprLike, Period, Region, Technology
+    from temoa.types import ExprLike, Period, Region, Technology, Vintage
 
 
 def example_new_capacity_limit_indices(
@@ -43,16 +42,13 @@ def example_new_capacity_limit_constraint_rule(
     model: ExampleModel, r: Region, p: Period, t: Technology
 ) -> ExprLike:
     """Cap total new capacity built in period ``p`` for region/group ``r``/``t``."""
-    regions = geography.gather_group_regions(model, r)
-    techs = technology.gather_group_techs(model, t)
 
     limit = value(model.example_new_capacity_limit[r, t])
 
     new_cap_rtv = model.v_new_capacity
     new_cap = quicksum(
-        new_cap_rtv[_r, _t, _v]
-        for _r, _t, _v in new_cap_rtv.keys()
-        if _r in regions and _t in techs and _v == p
+        new_cap_rtv[_r, _t, p]
+        for _r, _t in capacity.gather_group_built_processes(model, r, t, cast('Vintage', p))
     )
 
     if isinstance(new_cap, (int, float)):

From c774ec2c8ef8836f5270169a84957ca11e6ec313 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Mon, 13 Jul 2026 21:35:52 -0400
Subject: [PATCH 37/56] Remove season ramp constraints and refactor

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 docs/source/computational_implementation.rst |  14 +-
 docs/source/mathematical_formulation.rst     |  15 +-
 temoa/components/operations.py               | 398 +++++--------------
 temoa/components/time.py                     |  18 +
 temoa/core/model.py                          |  29 +-
 temoa/types/__init__.py                      |   4 +
 temoa/types/dict_types.py                    |   2 +
 tests/testing_data/mediumville_sets.json     |   6 +-
 tests/testing_data/test_system_sets.json     |   6 +-
 tests/testing_data/utopia_sets.json          |   6 +-
 10 files changed, 156 insertions(+), 342 deletions(-)

diff --git a/docs/source/computational_implementation.rst b/docs/source/computational_implementation.rst
index 943452766..5c9b0408c 100644
--- a/docs/source/computational_implementation.rst
+++ b/docs/source/computational_implementation.rst
@@ -268,7 +268,7 @@ which determines the valid indices from other model components. This second meth
 when the indices of a constraint do not exactly align with the indices of the database
 table. For example, the database table :code:`ramp_up_hourly` is indexed by :code:`region`,
 :code:`tech` in the database but one of its inheriting constraints,
-:code:`ramp_up_day_constraint`, is indexed by :code:`region`, :code:`period`,
+:code:`ramp_up_constraint`, is indexed by :code:`region`, :code:`period`,
 :code:`season`, :code:`time_of_day`, :code:`tech`, :code:`vintage` in the model. In this case,
 an index function is needed to determine the valid indices for the constraint.
 
@@ -277,11 +277,11 @@ an index function is needed to determine the valid indices for the constraint.
    .. code-block:: python
       :linenos:
 
-      self.ramp_up_day_constraint_rpsdtv = Set(
-         dimen=6, initialize=operations.ramp_up_day_constraint_indices
+      self.ramp_up_constraint_rpsdtv = Set(
+         dimen=6, initialize=operations.ramp_up_constraint_indices
       )
-      self.ramp_up_day_constraint = Constraint(
-         self.ramp_up_day_constraint_rpsdtv, rule=operations.ramp_up_day_constraint
+      self.ramp_up__constraint = Constraint(
+         self.ramp_up_constraint_rpsdtv, rule=operations.ramp_up_constraint
       )
 
 .. topic:: in ``temoa/components/operations.py`` (return valid indices)
@@ -289,7 +289,7 @@ an index function is needed to determine the valid indices for the constraint.
    .. code-block:: python
       :linenos:
 
-      def ramp_up_day_constraint_indices(
+      def ramp_up_constraint_indices(
          model: TemoaModel,
       ) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
          indices = {
@@ -302,7 +302,7 @@ an index function is needed to determine the valid indices for the constraint.
 
          return indices
 
-With the sparse set (:code:`demand_constraint_rpc` or :code:`ramp_up_day_constraint_rpsdtv`)
+With the sparse set (:code:`demand_constraint_rpc` or :code:`ramp_up_constraint_rpsdtv`)
 created, we can now can use it in place of the sets specified in the non-sparse
 implementation.  Pyomo will now call the constraint implementation rule the
 minimum number of times.
diff --git a/docs/source/mathematical_formulation.rst b/docs/source/mathematical_formulation.rst
index 86bd4b4fc..8bbd7a21e 100644
--- a/docs/source/mathematical_formulation.rst
+++ b/docs/source/mathematical_formulation.rst
@@ -838,9 +838,7 @@ ramp_down_hourly
 
 The :code:`ramp_down_hourly` parameter specifies the fraction of installed capacity
 by which a technology can ramp output down per hour.  This is used in the
-:code:`ramp_down_day_constraint` (between time-of-day slices) and
-:code:`ramp_down_season_constraint` (between the last time-of-day slice in one
-season and the first in the next).
+:code:`ramp_down_constraint`.
 
 
 ramp_up_hourly
@@ -850,8 +848,7 @@ ramp_up_hourly
 
 The :code:`ramp_up_hourly` parameter specifies the fraction of installed capacity
 by which a technology can ramp output up per hour.  This is used in the
-:code:`ramp_up_day_constraint` (between time-of-day slices) and
-:code:`ramp_up_season_constraint` (between seasons).
+:code:`ramp_up_constraint`.
 
 
 reserve_capacity_derate
@@ -1312,13 +1309,9 @@ various physical and operational real-world phenomena.
 
 .. autofunction:: temoa.components.storage.storage_throughput_constraint
 
-.. autofunction:: temoa.components.operations.ramp_up_day_constraint
+.. autofunction:: temoa.components.operations.ramp_up_constraint
 
-.. autofunction:: temoa.components.operations.ramp_down_day_constraint
-
-.. autofunction:: temoa.components.operations.ramp_up_season_constraint
-
-.. autofunction:: temoa.components.operations.ramp_down_season_constraint
+.. autofunction:: temoa.components.operations.ramp_down_constraint
 
 .. autofunction:: temoa.components.reserves.reserve_margin_static
 
diff --git a/temoa/components/operations.py b/temoa/components/operations.py
index ab49431c6..7fd9e72ab 100644
--- a/temoa/components/operations.py
+++ b/temoa/components/operations.py
@@ -15,7 +15,9 @@
 from logging import getLogger
 from typing import TYPE_CHECKING
 
-from pyomo.environ import Constraint, value
+from pyomo.environ import Constraint, quicksum, value
+
+from temoa.components import time
 
 if TYPE_CHECKING:
     from temoa.core.model import TemoaModel
@@ -41,7 +43,7 @@ def baseload_diurnal_constraint_indices(
     }
 
 
-def ramp_up_day_constraint_indices(
+def ramp_up_constraint_indices(
     model: TemoaModel,
 ) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
     return {
@@ -53,7 +55,7 @@ def ramp_up_day_constraint_indices(
     }
 
 
-def ramp_down_day_constraint_indices(
+def ramp_down_constraint_indices(
     model: TemoaModel,
 ) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
     return {
@@ -65,44 +67,6 @@ def ramp_down_day_constraint_indices(
     }
 
 
-def ramp_up_season_constraint_indices(
-    model: TemoaModel,
-) -> set[tuple[Region, Period, Season, Season, Technology, Vintage]]:
-    # Season-to-season ramp constraints require full inter-season ordering;
-    # skip for consecutive_days (no season links) and seasonal_timeslices (no TOD ordering).
-    if model.time_sequencing.first() in ('consecutive_days', 'seasonal_timeslices'):
-        return set()
-
-    # s, s_next indexing ensures we dont build redundant constraints
-    return {
-        (r, p, s, s_next, t, v)
-        for r, p, t in model.ramp_up_vintages
-        for v in model.ramp_up_vintages[r, p, t]
-        for s_seq, s in model.ordered_season_sequential
-        for s_next in (model.sequential_to_season[model.time_next_sequential[s_seq]],)
-        if s_next != model.time_next[s, model.time_of_day.last()][0]
-    }
-
-
-def ramp_down_season_constraint_indices(
-    model: TemoaModel,
-) -> set[tuple[Region, Period, Season, Season, Technology, Vintage]]:
-    # Season-to-season ramp constraints require full inter-season ordering;
-    # skip for consecutive_days (no season links) and seasonal_timeslices (no TOD ordering).
-    if model.time_sequencing.first() in ('consecutive_days', 'seasonal_timeslices'):
-        return set()
-
-    # s, s_next indexing ensures we dont build redundant constraints
-    return {
-        (r, p, s, s_next, t, v)
-        for r, p, t in model.ramp_down_vintages
-        for v in model.ramp_down_vintages[r, p, t]
-        for s_seq, s in model.ordered_season_sequential
-        for s_next in (model.sequential_to_season[model.time_next_sequential[s_seq]],)
-        if s_next != model.time_next[s, model.time_of_day.last()][0]
-    }
-
-
 # ============================================================================
 # PYOMO CONSTRAINT RULES
 # ============================================================================
@@ -168,13 +132,13 @@ def baseload_diurnal_constraint(
     # So:   (ActA / SegA) == (ActB / SegB)
     #   computationally, however, multiplication is cheaper than division, so:
     #       (ActA * SegB) == (ActB * SegA)
-    activity_sd = sum(
+    activity_sd = quicksum(
         model.v_flow_out[r, p, s, d, S_i, t, v, S_o]
         for S_i in model.process_inputs[r, p, t, v]
         for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
     )
 
-    activity_sd_0 = sum(
+    activity_sd_0 = quicksum(
         model.v_flow_out[r, p, s, d_0, S_i, t, v, S_o]
         for S_i in model.process_inputs[r, p, t, v]
         for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
@@ -228,22 +192,85 @@ def create_operational_vintage_sets(model: TemoaModel) -> None:
         model.is_seasonal_storage[t] = t in model.tech_seasonal_storage
 
 
-def ramp_up_day_constraint(
+def _ramp_constraint(
     model: TemoaModel,
+    ramp_up: bool,
     r: Region,
     p: Period,
     s: Season,
     d: TimeOfDay,
+    s_next: Season,
+    d_next: TimeOfDay,
     t: Technology,
     v: Vintage,
 ) -> ExprLike:
-    r"""
-    One of two constraints built from the ramp_up_hourly table, along with the
-    ramp_up_season_constraint. ramp_up_day constrains ramp rates between time slices
-    within each season and ramp_up_season constrains ramp rates between sequential
-    seasons. If the :code:`time_sequencing` parameter is set to :code:`consecutive_days`
-    then the ramp_up_season constraint is skipped as seasons already connect together.
+    """
+    Helper function to compute ramping constraints for both ramp-up and ramp-down.
+
+    Args:
+        model (TemoaModel): The Temoa model instance.
+        ramp_up (bool): True for ramp-up constraints, False for ramp-down constraints.
+        r (Region): The region.
+        p (Period): The period.
+        s (Season): The season.
+        d (TimeOfDay): The time of day.
+        s_next (Season): The next season.
+        d_next (TimeOfDay): The next time of day.
+        t (Technology): The technology.
+        v (Vintage): The vintage.
+
+    Returns:
+        Expression | Constraint.Skip: A tuple containing the activity increase
+        and rampable activity expressions or a constraint skip.
+    """
+    ramping_param = model.ramp_up_hourly if ramp_up else model.ramp_down_hourly
 
+    hourly_activity_sd = quicksum(
+        model.v_flow_out[r, p, s, d, S_i, t, v, S_o]
+        for S_i in model.process_inputs[r, p, t, v]
+        for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
+    ) / time.hours_in_time_slice(model, s, d)
+    hourly_activity_sd_next = quicksum(
+        model.v_flow_out[r, p, s_next, d_next, S_i, t, v, S_o]
+        for S_i in model.process_inputs[r, p, t, v]
+        for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
+    ) / time.hours_in_time_slice(model, s_next, d_next)
+
+    # Elapsed hours from middle of this time slice to middle of next time slice
+    hours_elapsed = time.tod_elapsed_hours(model, d, d_next)
+    ramp_fraction = hours_elapsed * value(ramping_param[r, t])
+    if ramp_fraction >= 1:
+        msg = (
+            'Warning: Rate for {}[{}, {}] is too large to be constraining from '
+            '({}, {}, {}) to ({}, {}, {}). '
+            f'Should be less than {1 / hours_elapsed:.4f}. Constraint skipped.'
+        )
+        logger.warning(msg.format(ramping_param.name, r, t, p, s, d, p, s_next, d_next))
+        return Constraint.Skip
+
+    activity_increase = hourly_activity_sd_next - hourly_activity_sd
+    rampable_activity = (
+        ramp_fraction
+        * model.v_capacity[r, p, t, v]
+        * value(model.capacity_to_activity[r, t])
+        / (24 * value(model.days_per_period))
+    )
+    if ramp_up:
+        return activity_increase <= rampable_activity
+    else:
+        return -activity_increase <= rampable_activity
+
+
+def ramp_up_constraint(
+    model: TemoaModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
     The ramp rate constraint is utilized to limit the rate of electricity generation
     increase and decrease between two adjacent time slices in order to account for
     physical limits associated with thermal power plants. This constraint is only
@@ -254,10 +281,11 @@ def ramp_up_day_constraint(
 
     In a representative periods or seasonal time slices model, the next time slice,
     :math:`(s_{next},d_{next})`, from the end of each season, :math:`(s,d_{last})`
-    is the beginning of the same season, :math:`(s,d_{first})`
+    is the beginning of the same season, :math:`(s,d_{first})`. For these time
+    sequencing modes, ramp rates do not apply between seasons.
 
     .. math::
-       :label: ramp_up_day
+       :label: ramp_up
 
             \frac{
                 \sum_{I,O} \mathbf{FO}_{r,p,s_{next},d_{next},i,t,v,o}
@@ -273,7 +301,7 @@ def ramp_up_day_constraint(
             \leq
             RUH_{r,t} \cdot \Delta H \cdot \frac{CAP_{r,p,t,v} \cdot C2A_{r,t}}{24 \cdot DPP}
             \\
-            \forall \{r, p, s, d, t, v\} \in \Theta_{\text{ramp\_up\_day}}
+            \forall \{r, p, s, d, t, v\} \in \Theta_{\text{ramp\_up}}
             \\
             \text{where: } \Delta H = \frac{H_d + H_{d_{next}}}{2}
 
@@ -288,57 +316,21 @@ def ramp_up_day_constraint(
     """
 
     s_next, d_next = model.time_next[s, d]
-
-    # How many hours does this time slice represent
-    hours_adjust = value(model.segment_fraction[s, d]) * value(model.days_per_period) * 24
-    hours_adjust_next = (
-        value(model.segment_fraction[s_next, d_next]) * value(model.days_per_period) * 24
-    )
-
-    hourly_activity_sd = (
-        sum(
-            model.v_flow_out[r, p, s, d, S_i, t, v, S_o]
-            for S_i in model.process_inputs[r, p, t, v]
-            for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
-        )
-        / hours_adjust
-    )
-
-    hourly_activity_sd_next = (
-        sum(
-            model.v_flow_out[r, p, s_next, d_next, S_i, t, v, S_o]
-            for S_i in model.process_inputs[r, p, t, v]
-            for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
-        )
-        / hours_adjust_next
-    )
-
-    # elapsed hours from middle of this time slice to middle of next time slice
-    hours_elapsed = (model.time_of_day_hours[d] + model.time_of_day_hours[d_next]) / 2
-    ramp_fraction = hours_elapsed * value(model.ramp_up_hourly[r, t])
-
-    if ramp_fraction >= 1:
-        msg = (
-            'Warning: Hourly ramp up rate ({}, {}) is too large to be constraining from '
-            '({}, {}, {}) to ({}, {}, {}). '
-            f'Should be less than {1 / hours_elapsed:.4f}. Constraint skipped.'
-        )
-        logger.warning(msg.format(r, t, p, s, d, p, s_next, d_next))
-        return Constraint.Skip
-
-    activity_increase = hourly_activity_sd_next - hourly_activity_sd  # opposite sign from rampdown
-    rampable_activity = (
-        ramp_fraction
-        * model.v_capacity[r, p, t, v]
-        * value(model.capacity_to_activity[r, t])
-        / (24 * value(model.days_per_period))  # adjust capacity to hourly basis
+    return _ramp_constraint(
+        model=model,
+        ramp_up=True,
+        r=r,
+        p=p,
+        s=s,
+        d=d,
+        s_next=s_next,
+        d_next=d_next,
+        t=t,
+        v=v,
     )
-    expr = activity_increase <= rampable_activity
-
-    return expr
 
 
-def ramp_down_day_constraint(
+def ramp_down_constraint(
     model: TemoaModel,
     r: Region,
     p: Period,
@@ -349,11 +341,11 @@ def ramp_down_day_constraint(
 ) -> ExprLike:
     r"""
 
-    Similar to the :code`ramp_up_day` constraint, we use the :code:`ramp_down_day`
+    Similar to the :code`ramp_up` constraint, we use the :code:`ramp_down`
     constraint to limit ramp down rates between any two adjacent time slices.
 
     .. math::
-       :label: ramp_down_day
+       :label: ramp_down
 
             \frac{
                 \sum_{I,O} \mathbf{FO}_{r,p,s,d,i,t,v,o}
@@ -369,197 +361,21 @@ def ramp_down_day_constraint(
             \leq
             RDH_{r,t} \cdot \Delta H \cdot \frac{CAP_{r,p,t,v} \cdot C2A_{r,t}}{24 \cdot DPP}
             \\
-            \forall \{r, p, s, d, t, v\} \in \Theta_{\text{ramp\_down\_day}}
+            \forall \{r, p, s, d, t, v\} \in \Theta_{\text{ramp\_down}}
             \\
             \text{where: } \Delta H = \frac{H_d + H_{d_{next}}}{2}
     """
 
     s_next, d_next = model.time_next[s, d]
-
-    # How many hours does this time slice represent
-    hours_adjust = value(model.segment_fraction[s, d]) * value(model.days_per_period) * 24
-    hours_adjust_next = (
-        value(model.segment_fraction[s_next, d_next]) * value(model.days_per_period) * 24
-    )
-
-    hourly_activity_sd = (
-        sum(
-            model.v_flow_out[r, p, s, d, S_i, t, v, S_o]
-            for S_i in model.process_inputs[r, p, t, v]
-            for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
-        )
-        / hours_adjust
-    )
-
-    hourly_activity_sd_next = (
-        sum(
-            model.v_flow_out[r, p, s_next, d_next, S_i, t, v, S_o]
-            for S_i in model.process_inputs[r, p, t, v]
-            for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
-        )
-        / hours_adjust_next
-    )
-
-    # elapsed hours from middle of this time slice to middle of next time slice
-    hours_elapsed = (model.time_of_day_hours[d] + model.time_of_day_hours[d_next]) / 2
-    ramp_fraction = hours_elapsed * value(model.ramp_down_hourly[r, t])
-
-    if ramp_fraction >= 1:
-        msg = (
-            'Warning: Hourly ramp down rate  ({}, {}) is too large to be constraining from '
-            '({}, {}, {}) to ({}, {}, {}). '
-            f'Should be less than {1 / hours_elapsed:.4f}. Constraint skipped.'
-        )
-        logger.warning(msg.format(r, t, p, s, d, p, s_next, d_next))
-        return Constraint.Skip
-
-    activity_decrease = hourly_activity_sd - hourly_activity_sd_next  # opposite sign from rampup
-    rampable_activity = (
-        ramp_fraction
-        * model.v_capacity[r, p, t, v]
-        * value(model.capacity_to_activity[r, t])
-        / (24 * value(model.days_per_period))  # adjust capacity to hourly basis
+    return _ramp_constraint(
+        model=model,
+        ramp_up=False,
+        r=r,
+        p=p,
+        s=s,
+        d=d,
+        s_next=s_next,
+        d_next=d_next,
+        t=t,
+        v=v,
     )
-    expr = activity_decrease <= rampable_activity
-
-    return expr
-
-
-def ramp_up_season_constraint(
-    model: TemoaModel,
-    r: Region,
-    p: Period,
-    s: Season,
-    s_next: Season,
-    t: Technology,
-    v: Vintage,
-) -> ExprLike:
-    r"""
-    Constrains the ramp up rate of activity between time slices at the boundary
-    of sequential seasons. Same as ramp_up_day but only applies to the boundary
-    between sequential seasons, i.e., :math:`(s^{seq},d_{last})` to
-    :math:`(s^{seq}_{next},d_{first})`
-    and :math:`s^{seq}_{next}` is based on the TimeSequential table rather than the
-    time_season table.
-    """
-
-    d = model.time_of_day.last()
-    d_next = model.time_of_day.first()
-
-    # How many hours does this time slice represent
-    hours_adjust = value(model.segment_fraction[s, d]) * value(model.days_per_period) * 24
-    hours_adjust_next = (
-        value(model.segment_fraction[s_next, d_next]) * value(model.days_per_period) * 24
-    )
-
-    hourly_activity_sd = (
-        sum(
-            model.v_flow_out[r, p, s, d, S_i, t, v, S_o]
-            for S_i in model.process_inputs[r, p, t, v]
-            for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
-        )
-        / hours_adjust
-    )
-
-    hourly_activity_sd_next = (
-        sum(
-            model.v_flow_out[r, p, s_next, d_next, S_i, t, v, S_o]
-            for S_i in model.process_inputs[r, p, t, v]
-            for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
-        )
-        / hours_adjust_next
-    )
-
-    # elapsed hours from middle of this time slice to middle of next time slice
-    hours_elapsed = (model.time_of_day_hours[d] + model.time_of_day_hours[d_next]) / 2
-    ramp_fraction = hours_elapsed * value(model.ramp_up_hourly[r, t])
-
-    if ramp_fraction >= 1:
-        msg = (
-            'Warning: Hourly ramp up rate ({}, {}) is too large to be constraining from '
-            '({}, {}, {}) to ({}, {}, {}). '
-            f'Should be less than {1 / hours_elapsed:.4f}. Constraint skipped.'
-        )
-        logger.warning(msg.format(r, t, p, s, d, p, s_next, d_next))
-        return Constraint.Skip
-
-    activity_increase = hourly_activity_sd_next - hourly_activity_sd  # opposite sign from rampdown
-    rampable_activity = (
-        ramp_fraction
-        * model.v_capacity[r, p, t, v]
-        * value(model.capacity_to_activity[r, t])
-        / (24 * value(model.days_per_period))  # adjust capacity to hourly basis
-    )
-    expr = activity_increase <= rampable_activity
-
-    return expr
-
-
-def ramp_down_season_constraint(
-    model: TemoaModel,
-    r: Region,
-    p: Period,
-    s: Season,
-    s_next: Season,
-    t: Technology,
-    v: Vintage,
-) -> ExprLike:
-    r"""
-    Constrains the ramp down rate of activity between time slices at the boundary
-    of sequential seasons. Same as ramp_down_day but only applies to the boundary
-    between sequential seasons, i.e., :math:`(s^{seq},d_{last})` to
-    :math:`(s^{seq}_{next},d_{first})`
-    and :math:`s^{seq}_{next}` is based on the TimeSequential table rather than the
-    time_season table.
-    """
-
-    d = model.time_of_day.last()
-    d_next = model.time_of_day.first()
-
-    # How many hours does this time slice represent
-    hours_adjust = value(model.segment_fraction[s, d]) * value(model.days_per_period) * 24
-    hours_adjust_next = (
-        value(model.segment_fraction[s_next, d_next]) * value(model.days_per_period) * 24
-    )
-
-    hourly_activity_sd = (
-        sum(
-            model.v_flow_out[r, p, s, d, S_i, t, v, S_o]
-            for S_i in model.process_inputs[r, p, t, v]
-            for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
-        )
-        / hours_adjust
-    )
-
-    hourly_activity_sd_next = (
-        sum(
-            model.v_flow_out[r, p, s_next, d_next, S_i, t, v, S_o]
-            for S_i in model.process_inputs[r, p, t, v]
-            for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
-        )
-        / hours_adjust_next
-    )
-
-    # elapsed hours from middle of this time slice to middle of next time slice
-    hours_elapsed = (model.time_of_day_hours[d] + model.time_of_day_hours[d_next]) / 2
-    ramp_fraction = hours_elapsed * value(model.ramp_down_hourly[r, t])
-
-    if ramp_fraction >= 1:
-        msg = (
-            'Warning: Hourly ramp down rate ({}, {}) is too large to be constraining from '
-            '({}, {}, {}) to ({}, {}, {}). '
-            f'Should be less than {1 / hours_elapsed:.4f}. Constraint skipped.'
-        )
-        logger.warning(msg.format(r, t, p, s, d, p, s_next, d_next))
-        return Constraint.Skip
-
-    activity_decrease = hourly_activity_sd - hourly_activity_sd_next  # opposite sign from rampup
-    rampable_activity = (
-        ramp_fraction
-        * model.v_capacity[r, p, t, v]
-        * value(model.capacity_to_activity[r, t])
-        / (24 * value(model.days_per_period))  # adjust capacity to hourly basis
-    )
-    expr = activity_decrease <= rampable_activity
-
-    return expr
diff --git a/temoa/components/time.py b/temoa/components/time.py
index cdbb05db4..0422041ca 100644
--- a/temoa/components/time.py
+++ b/temoa/components/time.py
@@ -400,3 +400,21 @@ def create_time_season_to_sequential(model: TemoaModel) -> None:
                 f', time_season_sequential: {(s, season_frac_seq)}'
             )
             logger.warning(msg)
+
+
+def tod_elapsed_hours(
+    model: TemoaModel,
+    d: TimeOfDay,
+    d_next: TimeOfDay,
+) -> float:
+    """Helper function to get elapsed hours from one time slice to another.
+    Note this uses unadjusted time; i.e., we ignore the segment_fraction_per_season
+    adjustment where one season could be representing multiple days, enlarging
+    the segment fraction of each time slice."""
+    return (model.time_of_day_hours[d] + model.time_of_day_hours[d_next]) / 2
+
+
+def hours_in_time_slice(model: TemoaModel, s: Season, d: TimeOfDay) -> float:
+    """Helper function to get the number of hours represented by a time slice.
+    Useful for, e.g., adjusting activity to activity per hour."""
+    return value(model.segment_fraction[s, d]) * value(model.days_per_period) * 24
diff --git a/temoa/core/model.py b/temoa/core/model.py
index bd6e2afad..dd83863f1 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -952,30 +952,17 @@ def __init__(
             rule=storage.limit_storage_fraction_constraint,
         )
 
-        self.ramp_up_day_constraint_rpsdtv = Set(
-            dimen=6, initialize=operations.ramp_up_day_constraint_indices
+        self.ramp_up_constraint_rpsdtv = Set(
+            dimen=6, initialize=operations.ramp_up_constraint_indices
         )
-        self.ramp_up_day_constraint = Constraint(
-            self.ramp_up_day_constraint_rpsdtv, rule=operations.ramp_up_day_constraint
+        self.ramp_down_constraint_rpsdtv = Set(
+            dimen=6, initialize=operations.ramp_down_constraint_indices
         )
-        self.ramp_down_day_constraint_rpsdtv = Set(
-            dimen=6, initialize=operations.ramp_down_day_constraint_indices
+        self.ramp_down_constraint = Constraint(
+            self.ramp_down_constraint_rpsdtv, rule=operations.ramp_down_constraint
         )
-        self.ramp_down_day_constraint = Constraint(
-            self.ramp_down_day_constraint_rpsdtv, rule=operations.ramp_down_day_constraint
-        )
-
-        self.ramp_up_season_constraint_rpsstv = Set(
-            dimen=6, initialize=operations.ramp_up_season_constraint_indices
-        )
-        self.ramp_up_season_constraint = Constraint(
-            self.ramp_up_season_constraint_rpsstv, rule=operations.ramp_up_season_constraint
-        )
-        self.ramp_down_season_constraint_rpsstv = Set(
-            dimen=6, initialize=operations.ramp_down_season_constraint_indices
-        )
-        self.ramp_down_season_constraint = Constraint(
-            self.ramp_down_season_constraint_rpsstv, rule=operations.ramp_down_season_constraint
+        self.ramp_up_constraint = Constraint(
+            self.ramp_up_constraint_rpsdtv, rule=operations.ramp_up_constraint
         )
 
         self.reserve_margin_rpsd = Set(dimen=4, initialize=reserves.reserve_margin_indices)
diff --git a/temoa/types/__init__.py b/temoa/types/__init__.py
index 022a245d9..78d4a98ac 100644
--- a/temoa/types/__init__.py
+++ b/temoa/types/__init__.py
@@ -40,6 +40,8 @@
     'ProcessReservePeriodsDict',
     'ProcessTechsDict',
     'ProcessVintagesDict',
+    'GroupBuiltProcessesDict',
+    'GroupActiveProcessesDict',
     'RampDownVintagesDict',
     'RampUpVintagesDict',
     'RetirementPeriodsDict',
@@ -102,6 +104,8 @@
     CurtailmentVintagesDict,
     EfficiencyVariableDict,
     ExportRegionsDict,
+    GroupActiveProcessesDict,
+    GroupBuiltProcessesDict,
     ImportRegionsDict,
     InputSplitAnnualVintagesDict,
     InputSplitVintagesDict,
diff --git a/temoa/types/dict_types.py b/temoa/types/dict_types.py
index e0023277b..380e4f772 100644
--- a/temoa/types/dict_types.py
+++ b/temoa/types/dict_types.py
@@ -22,6 +22,8 @@
 ProcessPeriodsDict = dict[tuple[Region, Technology, Vintage], set[Period]]
 RetirementPeriodsDict = dict[tuple[Region, Technology, Vintage], set[Period]]
 ProcessVintagesDict = dict[tuple[Region, Period, Technology], set[Vintage]]
+GroupBuiltProcessesDict = dict[tuple[Region, Technology, Vintage], set[tuple[Region, Technology]]]
+GroupActiveProcessesDict = dict[tuple[Region, Period, Technology], set[tuple[Region, Technology]]]
 SurvivalCurvePeriodsDict = dict[tuple[Region, Technology, Vintage], set[Period]]
 CapacityConsumptionTechsDict = dict[tuple[Region, Period, Commodity], set[Technology]]
 RetirementProductionProcessesDict = dict[
diff --git a/tests/testing_data/mediumville_sets.json b/tests/testing_data/mediumville_sets.json
index acc5b16ea..97cf8566a 100644
--- a/tests/testing_data/mediumville_sets.json
+++ b/tests/testing_data/mediumville_sets.json
@@ -59,10 +59,8 @@
   "operator": "74d830836f1399fb336a0432dde7d7bd36cffa3ff76b1c42d7945350cfb9bf91",
   "ordered_season_sequential": "53bc15b6510e5bad389153a661165e5a434fea3f17ba2c8b3919568edf124f72",
   "process_life_frac_rptv": "fdb177f119430de12c8b1083c9275e3a256f45f859d6b6819a84bff5c8e92184",
-  "ramp_down_day_constraint_rpsdtv": "d766f05fa377b69768214641fda5d15617b697a43e64c863fe53503f11db4a89",
-  "ramp_down_season_constraint_rpsstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "ramp_up_day_constraint_rpsdtv": "d766f05fa377b69768214641fda5d15617b697a43e64c863fe53503f11db4a89",
-  "ramp_up_season_constraint_rpsstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "ramp_down_constraint_rpsdtv": "d766f05fa377b69768214641fda5d15617b697a43e64c863fe53503f11db4a89",
+  "ramp_up_constraint_rpsdtv": "d766f05fa377b69768214641fda5d15617b697a43e64c863fe53503f11db4a89",
   "regional_exchange_capacity_constraint_rrptv": "cf641ca7d7b664fda48e76f03b37c3b81aaa130ce821f919e6a8ac4860dad100",
   "regional_global_indices": "a4bd2969735cb437072971a2fa02a2d8fbb20a707a1bdfa695b92922daeb5d10",
   "regional_indices": "6d8dc3bc6dc8cd485bcf2a59d752df20974b0fd78cc623e3a51e705a01edeea4",
diff --git a/tests/testing_data/test_system_sets.json b/tests/testing_data/test_system_sets.json
index f5a33a549..8a7d66f84 100644
--- a/tests/testing_data/test_system_sets.json
+++ b/tests/testing_data/test_system_sets.json
@@ -59,10 +59,8 @@
   "operator": "74d830836f1399fb336a0432dde7d7bd36cffa3ff76b1c42d7945350cfb9bf91",
   "ordered_season_sequential": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "process_life_frac_rptv": "d1b75ede9f90899b1c1cbc56489bf9d12c52abc6c0466eb5fe4dccaf6f3be800",
-  "ramp_down_day_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "ramp_down_season_constraint_rpsstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "ramp_up_day_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "ramp_up_season_constraint_rpsstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "ramp_down_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "ramp_up_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "regional_exchange_capacity_constraint_rrptv": "ae0671daa1263140faff22e3d2610c1fbab942d4e814892a50471adfa1bcc740",
   "regional_global_indices": "92fa6c5d5745d765d6e16ad1bca7e1fc72f4377273be7cfbfde626ca1967d81b",
   "regional_indices": "f74187f92c4fdb3c12d5610304c7ac9696001433150bdaa9ff20793fb6365b32",
diff --git a/tests/testing_data/utopia_sets.json b/tests/testing_data/utopia_sets.json
index 6d9adc1a5..75530fa95 100644
--- a/tests/testing_data/utopia_sets.json
+++ b/tests/testing_data/utopia_sets.json
@@ -59,10 +59,8 @@
   "operator": "74d830836f1399fb336a0432dde7d7bd36cffa3ff76b1c42d7945350cfb9bf91",
   "ordered_season_sequential": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "process_life_frac_rptv": "63d17957ee2bebf664ffa6a39cea5e16ec65ad07db1df24dcea6b15bb9ebf589",
-  "ramp_down_day_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "ramp_down_season_constraint_rpsstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "ramp_up_day_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "ramp_up_season_constraint_rpsstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "ramp_down_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "ramp_up_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "regional_exchange_capacity_constraint_rrptv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
   "regional_global_indices": "ce00905893c23bc59c15dcf61d7e261c2e97ab1fc298ed0e0ccb1344f1cace37",
   "regional_indices": "ce00905893c23bc59c15dcf61d7e261c2e97ab1fc298ed0e0ccb1344f1cace37",

From ace81f3b2a59c11bbd9f01f15ea2e6153b5a5a5b Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Mon, 13 Jul 2026 21:38:17 -0400
Subject: [PATCH 38/56] Some miscellaneous refactoring/tidy up

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 docs/source/database_schema.mmd               | 54 -------------------
 temoa/_internal/table_data_puller.py          | 13 ++---
 temoa/core/model.py                           | 10 ++--
 .../economies_of_scale/core/data_puller.py    |  2 -
 .../economies_of_scale/core/model.py          |  2 -
 5 files changed, 11 insertions(+), 70 deletions(-)

diff --git a/docs/source/database_schema.mmd b/docs/source/database_schema.mmd
index 0bc047252..84f580141 100644
--- a/docs/source/database_schema.mmd
+++ b/docs/source/database_schema.mmd
@@ -275,33 +275,6 @@ limit_capacity_share {
    TEXT notes
    REAL share
 }
-limit_degrowth_capacity {
- TEXT operator PK
-   TEXT region PK
-   TEXT tech_or_group PK
-   TEXT notes
-   REAL rate
-   REAL seed
-   TEXT seed_units
-}
-limit_degrowth_new_capacity {
- TEXT operator PK
-   TEXT region PK
-   TEXT tech_or_group PK
-   TEXT notes
-   REAL rate
-   REAL seed
-   TEXT seed_units
-}
-limit_degrowth_new_capacity_delta {
- TEXT operator PK
-   TEXT region PK
-   TEXT tech_or_group PK
-   TEXT notes
-   REAL rate
-   REAL seed
-   TEXT seed_units
-}
 limit_emission {
  TEXT emis_comm PK
    TEXT operator PK
@@ -311,33 +284,6 @@ limit_emission {
    TEXT units
    REAL value
 }
-limit_growth_capacity {
- TEXT operator PK
-   TEXT region PK
-   TEXT tech_or_group PK
-   TEXT notes
-   REAL rate
-   REAL seed
-   TEXT seed_units
-}
-limit_growth_new_capacity {
- TEXT operator PK
-   TEXT region PK
-   TEXT tech_or_group PK
-   TEXT notes
-   REAL rate
-   REAL seed
-   TEXT seed_units
-}
-limit_growth_new_capacity_delta {
- TEXT operator PK
-   TEXT region PK
-   TEXT tech_or_group PK
-   TEXT notes
-   REAL rate
-   REAL seed
-   TEXT seed_units
-}
 limit_new_capacity {
  TEXT operator PK
    INTEGER period PK
diff --git a/temoa/_internal/table_data_puller.py b/temoa/_internal/table_data_puller.py
index 3973832a7..9ef239e7c 100644
--- a/temoa/_internal/table_data_puller.py
+++ b/temoa/_internal/table_data_puller.py
@@ -20,7 +20,6 @@
 from temoa._internal.exchange_tech_cost_ledger import CostType, ExchangeTechCostLedger
 from temoa.components import costs
 from temoa.components.utils import get_variable_efficiency
-from temoa.extensions.economies_of_scale.core import data_puller as eos
 from temoa.types.model_types import EI, FI, SLI, CapData, FlowType
 
 if TYPE_CHECKING:
@@ -491,14 +490,10 @@ def poll_cost_results(
                 }
             )
 
-    # Get nonlinear costs from the EOS extension, if active
-    eos.poll_costs(
-        model=model,
-        exchange_costs=exchange_costs,
-        entries=entries,
-        p_0=p_0_true,
-        epsilon=epsilon,
-    )
+    if 'eos' in model.enabled_extensions:
+        import temoa.extensions.economies_of_scale.core.data_puller as eos
+
+        eos.poll_costs(model, exchange_costs, entries, p_0_true, epsilon)
 
     exchange_entries = exchange_costs.get_entries()
     return entries, exchange_entries
diff --git a/temoa/core/model.py b/temoa/core/model.py
index dd83863f1..c919a70d7 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -687,9 +687,13 @@ def __init__(
         self.seasonal_storage_constraints_rpsdtv = Set(
             dimen=6, initialize=storage.seasonal_storage_constraint_indices
         )
-        self.limit_storage_fraction_param_rsdt = (
-            Set()
-        )  # populated by hybrid_loader with (r, s, d, t, op) keys
+        self.limit_storage_fraction_param_rsdt = Set(
+            within=self.regional_global_indices
+            * (self.time_season | self.time_season_sequential)
+            * self.time_of_day
+            * self.tech_storage
+            * self.operator
+        )
         self.limit_storage_fraction = Param(
             self.limit_storage_fraction_param_rsdt, validate=validate_0to1
         )
diff --git a/temoa/extensions/economies_of_scale/core/data_puller.py b/temoa/extensions/economies_of_scale/core/data_puller.py
index d34a6279c..59ecf12a8 100644
--- a/temoa/extensions/economies_of_scale/core/data_puller.py
+++ b/temoa/extensions/economies_of_scale/core/data_puller.py
@@ -33,8 +33,6 @@ def poll_costs(
     Poll the fixed and variable costs for all EOS clusters in the planning horizon
     and add them to the cost entries for the model.
     """
-    if 'eos' not in model.enabled_extensions:
-        return
     model = cast('EOSModel', model)
 
     global_discount_rate = value(model.global_discount_rate)
diff --git a/temoa/extensions/economies_of_scale/core/model.py b/temoa/extensions/economies_of_scale/core/model.py
index 6b1298a41..42b4656a1 100644
--- a/temoa/extensions/economies_of_scale/core/model.py
+++ b/temoa/extensions/economies_of_scale/core/model.py
@@ -82,8 +82,6 @@ class EOSModel(TemoaModel):
 
 def register_early_eos_components(model: TemoaModel) -> None:
     """Build cost_invest_eos components that must be instantiated before loan parameters."""
-    if 'eos' not in model.enabled_extensions:
-        return
     m = cast('EOSModel', model)
 
     m.cost_invest_eos_rtn = Set(

From 3679fc6cdb9247e9edca771b4b2473a483ae530c Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 22 Jul 2026 11:15:05 -0400
Subject: [PATCH 39/56] Refactor existing components in preparation for
 unit_commitment connections

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/components/capacity.py   |  18 +-
 temoa/components/operations.py |  77 +++++----
 temoa/components/reserves.py   | 292 +++++++++++++++++----------------
 temoa/components/storage.py    |  51 ++----
 temoa/components/utils.py      |  55 ++++++-
 temoa/core/model.py            |   2 +
 6 files changed, 262 insertions(+), 233 deletions(-)

diff --git a/temoa/components/capacity.py b/temoa/components/capacity.py
index 988a9c915..78b681346 100644
--- a/temoa/components/capacity.py
+++ b/temoa/components/capacity.py
@@ -20,7 +20,7 @@
 
 from temoa.components import geography, technology
 
-from .utils import get_adjusted_existing_capacity, get_capacity_factor
+from .utils import get_adjusted_existing_capacity, get_available_output
 
 if TYPE_CHECKING:
     from temoa.core.model import TemoaModel
@@ -463,21 +463,9 @@ def capacity_constraint(
             for S_i in model.process_inputs[r, p, t, v]
             for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
         )
-        return (
-            get_capacity_factor(model, r, s, d, t, v)
-            * value(model.capacity_to_activity[r, t])
-            * value(model.segment_fraction[s, d])
-            * model.v_capacity[r, p, t, v]
-            == useful_activity + curtailment
-        )
+        return get_available_output(model, r, p, s, d, t, v) == useful_activity + curtailment
     else:
-        return (
-            get_capacity_factor(model, r, s, d, t, v)
-            * value(model.capacity_to_activity[r, t])
-            * value(model.segment_fraction[s, d])
-            * model.v_capacity[r, p, t, v]
-            >= useful_activity
-        )
+        return get_available_output(model, r, p, s, d, t, v) >= useful_activity
 
 
 def adjusted_capacity_constraint(
diff --git a/temoa/components/operations.py b/temoa/components/operations.py
index 7fd9e72ab..df60d38c9 100644
--- a/temoa/components/operations.py
+++ b/temoa/components/operations.py
@@ -20,6 +20,8 @@
 from temoa.components import time
 
 if TYPE_CHECKING:
+    from pyomo.core.base import Expression
+
     from temoa.core.model import TemoaModel
     from temoa.types import ExprLike
     from temoa.types.core_types import Period, Region, Season, Technology, TimeOfDay, Vintage
@@ -192,7 +194,7 @@ def create_operational_vintage_sets(model: TemoaModel) -> None:
         model.is_seasonal_storage[t] = t in model.tech_seasonal_storage
 
 
-def _ramp_constraint(
+def _ramp_activity_increase(
     model: TemoaModel,
     ramp_up: bool,
     r: Region,
@@ -203,25 +205,12 @@ def _ramp_constraint(
     d_next: TimeOfDay,
     t: Technology,
     v: Vintage,
-) -> ExprLike:
-    """
-    Helper function to compute ramping constraints for both ramp-up and ramp-down.
-
-    Args:
-        model (TemoaModel): The Temoa model instance.
-        ramp_up (bool): True for ramp-up constraints, False for ramp-down constraints.
-        r (Region): The region.
-        p (Period): The period.
-        s (Season): The season.
-        d (TimeOfDay): The time of day.
-        s_next (Season): The next season.
-        d_next (TimeOfDay): The next time of day.
-        t (Technology): The technology.
-        v (Vintage): The vintage.
-
-    Returns:
-        Expression | Constraint.Skip: A tuple containing the activity increase
-        and rampable activity expressions or a constraint skip.
+) -> tuple[Expression, float] | None:
+    """Compute the hourly activity increase between adjacent time slices and the
+    ramp fraction for the given direction.
+
+    Returns ``(activity_increase, ramp_fraction)`` or ``None`` when the ramp
+    rate is so large that the constraint would never bind (skip).
     """
     ramping_param = model.ramp_up_hourly if ramp_up else model.ramp_down_hourly
 
@@ -246,19 +235,51 @@ def _ramp_constraint(
             f'Should be less than {1 / hours_elapsed:.4f}. Constraint skipped.'
         )
         logger.warning(msg.format(ramping_param.name, r, t, p, s, d, p, s_next, d_next))
-        return Constraint.Skip
+        return None
 
     activity_increase = hourly_activity_sd_next - hourly_activity_sd
-    rampable_activity = (
+    return activity_increase, ramp_fraction
+
+
+def _rampable_activity(
+    model: TemoaModel,
+    r: Region,
+    p: Period,
+    t: Technology,
+    v: Vintage,
+    ramp_fraction: float,
+) -> ExprLike:
+    """Rampable activity for the core model: fraction of total installed capacity."""
+    return (
         ramp_fraction
         * model.v_capacity[r, p, t, v]
         * value(model.capacity_to_activity[r, t])
         / (24 * value(model.days_per_period))
     )
+
+
+def _ramp_constraint(
+    model: TemoaModel,
+    ramp_up: bool,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    """Helper that composes :func:`_ramp_activity_increase` and
+    :func:`_rampable_activity` into the core-model ramp constraint."""
+    s_next, d_next = model.time_next[s, d]
+    result = _ramp_activity_increase(model, ramp_up, r, p, s, d, s_next, d_next, t, v)
+    if result is None:
+        return Constraint.Skip
+    activity_increase, ramp_fraction = result
+    rampable = _rampable_activity(model, r, p, t, v, ramp_fraction)
     if ramp_up:
-        return activity_increase <= rampable_activity
+        return activity_increase <= rampable
     else:
-        return -activity_increase <= rampable_activity
+        return -activity_increase <= rampable
 
 
 def ramp_up_constraint(
@@ -314,8 +335,6 @@ def ramp_up_constraint(
       i.e. :math:`(H_d + H_{d_{next}}) / 2`
     - :math:`CAP \cdot C2A / (24 \cdot DPP)` gives the maximum hourly capacity
     """
-
-    s_next, d_next = model.time_next[s, d]
     return _ramp_constraint(
         model=model,
         ramp_up=True,
@@ -323,8 +342,6 @@ def ramp_up_constraint(
         p=p,
         s=s,
         d=d,
-        s_next=s_next,
-        d_next=d_next,
         t=t,
         v=v,
     )
@@ -365,8 +382,6 @@ def ramp_down_constraint(
             \\
             \text{where: } \Delta H = \frac{H_d + H_{d_{next}}}{2}
     """
-
-    s_next, d_next = model.time_next[s, d]
     return _ramp_constraint(
         model=model,
         ramp_up=False,
@@ -374,8 +389,6 @@ def ramp_down_constraint(
         p=p,
         s=s,
         d=d,
-        s_next=s_next,
-        d_next=d_next,
         t=t,
         v=v,
     )
diff --git a/temoa/components/reserves.py b/temoa/components/reserves.py
index 390ffc718..9b519d89a 100644
--- a/temoa/components/reserves.py
+++ b/temoa/components/reserves.py
@@ -13,9 +13,9 @@
 from logging import getLogger
 from typing import TYPE_CHECKING
 
-from pyomo.environ import Constraint, value
+from pyomo.environ import Constraint, Expression, value
 
-from .utils import get_capacity_factor, get_variable_efficiency
+from .utils import get_available_output, get_variable_efficiency
 
 if TYPE_CHECKING:
     from temoa.core.model import TemoaModel
@@ -45,66 +45,15 @@ def reserve_margin_indices(model: TemoaModel) -> set[tuple[Region, Period, Seaso
 # ============================================================================
 
 
-def reserve_margin_dynamic(
+def _available_activity_dynamic(
     model: TemoaModel, r: Region, p: Period, s: Season, d: TimeOfDay
-) -> ExprLike:
-    r"""
-    A dynamic alternative to the traditional, static reserve margin constraint. Capacity values
-    are calculated from availability of generation in each hour—like an operating reserve margin—\
-    accounting for a capacity derate factor subtracting, for example, forced outage due to icing.
-
-    .. math::
-        :label: reserve_margin_dynamic
-
-            &\sum_{t \in T^{res} \setminus T^{x} \setminus T^s,\ V} CFP_{r,s^*,d^*,t,v}\
-                \cdot RCD_{r,s^*,t,v}\
-                \cdot \mathbf{CAP}_{r,p,t,v} \cdot SEG_{s^*,d^*}\
-                \cdot C2A_{r,t} \\
-            &+ \sum_{t \in T^{res} \cap T^{x} \setminus T^s,\ V} CFP_{r_i - r, s^*, d^*, t, v}\
-                \cdot RCD_{r_i - r, s^*, t, v}\
-                \cdot \mathbf{CAP}_{r_i - r,p,t,v} \cdot SEG_{s^*,d^*}\
-                \cdot C2A_{r_i - r, t} \\
-            &- \sum_{t \in T^{res} \cap T^{x} \setminus T^s,\ V} CFP_{r - r_i, s^*, d^*, t, v}\
-                \cdot RCD_{r - r_i, s^*, t, v}\
-                \cdot \mathbf{CAP}_{r - r_i,p,t,v}\
-                \cdot SEG_{s^*,d^*} \cdot C2A_{r - r_i, t} \\
-            &+ \sum_{t \in (T^s \cap T^{res}), V, I, O} \
-                \left(\
-                \mathbf{FO}_{r,p,s,d,i,t,v,o} - \mathbf{FI}_{r,p,s,d,i,t,v,o}\
-                \right)\
-                \cdot RCD_{r,s,t,v} \\
-            &\geq\
-                \left[\
-                \sum_{t \in T^{res} \setminus T^{x} \setminus T^a, V, I, O}\
-                \mathbf{FO}_{r, p, s, d, i, t, v, o}\
-                \right. \\
-            &+ \sum_{t \in T^{res} \cap T^a, V, I, O}
-                \begin{cases} DSD_{r,s,d,o} & \text{if } o \in C^d \\
-                SEG_{s,d} & \text{otherwise} \end{cases}
-                \cdot \mathbf{FOA}_{r, p, i, t, v, o} \\
-            &+ \sum_{t \in T^{res} \cap T^{x}, V, I, O} \
-                \mathbf{FO}_{r_i - r, p, s, d, i, t, v, o} \\
-            &- \sum_{t \in T^{res} \cap T^{x}, V, I, O} \
-                \mathbf{FI}_{r - r_i, p, s, d, i, t, v, o} \\
-            &- \left. \sum_{t \in T^{res} \cap T^{s}, V, I, O} \
-                \mathbf{FI}_{r, p, s, d, i, t, v, o} \right] \cdot (1 + PRM_r) \\
-            \\
-            &\qquad \qquad \forall \{r, p, s, d\} \in \
-            \Theta_{\text{ReserveMargin}} \text{ and } \forall r_i \in R
-    """
-    if (not model.tech_reserve) or (
-        (r, p) not in model.process_reserve_periods
-    ):  # If reserve set empty or if r,p not in M.processReservePeriod, skip the constraint
-        return Constraint.Skip
+) -> Expression:
 
     # Everything but storage and exchange techs
     # Derated available generation
     available = sum(
-        model.v_capacity[r, p, t, v]
+        get_available_output(model, r, p, s, d, t, v)
         * value(model.reserve_capacity_derate[r, s, t, v])
-        * get_capacity_factor(model, r, s, d, t, v)
-        * value(model.capacity_to_activity[r, t])
-        * value(model.segment_fraction[s, d])
         for (t, v) in model.process_reserve_periods[r, p]
         if t not in model.tech_uncap and t not in model.tech_storage
     )
@@ -144,85 +93,28 @@ def reserve_margin_dynamic(
             continue
         r1, r2 = r1r2.split('-')
 
+        output = sum(
+            get_available_output(model, r1r2, p, s, d, t, v)
+            * value(model.reserve_capacity_derate[r1r2, s, t, v])
+            for (t, v) in model.process_reserve_periods[r1r2, p]
+        )
+
         # Only consider exchange technologies connecting to this region
         if r2 == r:
             # Add the firm capacity commitment TO this region
             # (this region was guaranteed an import of power)
-            available += sum(
-                model.v_capacity[r1r2, p, t, v]
-                * value(model.reserve_capacity_derate[r1r2, s, t, v])
-                * get_capacity_factor(model, r1r2, s, d, t, v)
-                * value(model.capacity_to_activity[r1r2, t])
-                * value(model.segment_fraction[s, d])
-                for (t, v) in model.process_reserve_periods[r1r2, p]
-            )
+            available += output
         elif r1 == r:
             # Subtract the firm capacity commitment FROM this region
             # (this region guaranteed an export of power)
-            available -= sum(
-                model.v_capacity[r1r2, p, t, v]
-                * value(model.reserve_capacity_derate[r1r2, s, t, v])
-                * get_capacity_factor(model, r1r2, s, d, t, v)
-                * value(model.capacity_to_activity[r1r2, t])
-                * value(model.segment_fraction[s, d])
-                for (t, v) in model.process_reserve_periods[r1r2, p]
-            )
+            available -= output
 
     return available
 
 
-def reserve_margin_static(
+def _available_activity_static(
     model: TemoaModel, r: Region, p: Period, s: Season, d: TimeOfDay
-) -> ExprLike:
-    r"""
-
-    During each period :math:`p`, the sum of capacity values of all reserve
-    technologies :math:`\sum_{t \in T^{res}} \textbf{CAP}_{r,p,t,v}`, which are
-    defined in the set :math:`\textbf{T}^{res}`, should exceed the peak load by
-    :math:`PRM`, the regional reserve margin. Note that the reserve
-    margin is expressed in percentage of the peak load. Generally speaking, in
-    a database we may not know the peak demand before running the model, therefore,
-    we write this equation for all the time-slices defined in the database in each region.
-    Each generator is allowed to contribute its available capacity times a pre-defined
-    capacity credit, :math:`CC_{r,p,t,v}`.
-
-    For exchange technologies (i.e., inter-regional transmission), reserve contributions
-    are added to the downstream region but *subtracted* from the upstream region. This is
-    because, since they are not generating any power, their summed contribution across
-    regions should be zero.
-
-    .. math::
-        :label: reserve_margin_static
-
-            &\sum_{t \in T^{res} \setminus T^{x}, V} {CC_{r,p,t,v}
-            \cdot \textbf{CAP}_{r,p,t,v} \cdot
-            SEG_{s^*,d^*} \cdot C2A_{r,t} }\\
-            &+ \sum_{t \in T^{res} \cap T^{x}, V} {CC_{r_i-r,p,t,v}
-            \cdot \textbf{CAP}_{r_i-r,p,t,v} \cdot
-            SEG_{s^*,d^*} \cdot C2A_{r_i-r,t} }\\
-            &- \sum_{t \in T^{res} \cap T^{x}, V} {CC_{r-r_i,p,t,v}
-            \cdot \textbf{CAP}_{r-r_i,p,t,v} \cdot
-            SEG_{s^*,d^*} \cdot C2A_{r-r_i,t} }\\
-            &\geq \left [ \sum_{ t \in T^{res} \setminus T^{x} \setminus T^a,V,I,O }
-            \textbf{FO}_{r, p, s, d, i, t, v, o}\right.\\
-            &+ \sum_{ t \in T^{res} \cap T^a,V,I,O }
-            \begin{cases} DSD_{r,s,d,o} & \text{if } o \in C^d \\
-            SEG_{s,d} & \text{otherwise} \end{cases}
-            \cdot \textbf{FOA}_{r, p, i, t, v, o}\\
-            &+ \sum_{ t \in T^{res} \cap T^{x},V,I,O } \textbf{FO}_{r_i-r, p, s, d, i, t, v, o}\\
-            &- \sum_{ t \in T^{res} \cap T^{x},V,I,O } \textbf{FI}_{r-r_i, p, s, d, i, t, v, o}\\
-            &- \left.\sum_{ t \in T^{res} \cap T^{s},V,I,O } \textbf{FI}_{r, p, s, d, i, t, v, o}
-            \right]
-            \cdot (1 + PRM_r)\\
-
-            \\
-            &\qquad\qquad\forall \{r, p, s, d\} \in \Theta_{\text{ReserveMargin}} \text{and} \forall
-            r_i \in R
-    """
-    if (not model.tech_reserve) or (
-        (r, p) not in model.process_reserve_periods
-    ):  # If reserve set empty or if r,p not in M.processReservePeriod, skip the constraint
-        return Constraint.Skip
+) -> Expression:
 
     available = sum(
         value(model.capacity_credit[r, p, t, v])
@@ -276,27 +168,9 @@ def reserve_margin_static(
     return available
 
 
-# ============================================================================
-# PYOMO CONSTRAINT RULE
-# ============================================================================
-
-
-def reserve_margin_constraint(
+def _required_available_activity(
     model: TemoaModel, r: Region, p: Period, s: Season, d: TimeOfDay
 ) -> ExprLike:
-    # Get available generation in this time slice depending on method specified in config file
-    match model.reserve_margin_method.first():
-        case 'static':
-            available = reserve_margin_static(model, r, p, s, d)
-        case 'dynamic':
-            available = reserve_margin_dynamic(model, r, p, s, d)
-        case _:
-            msg = (
-                f"Invalid reserve margin parameter '{model.reserve_margin_method.first()}'. "
-                'Check the config file.'
-            )
-            logger.error(msg)
-            raise ValueError(msg)
 
     # In most Temoa input databases, demand is endogenous, so we use electricity
     # generation instead as a proxy for electricity demand.
@@ -367,4 +241,136 @@ def reserve_margin_constraint(
             )
 
     requirement = total_generation * (1 + value(model.planning_reserve_margin[r]))
-    return available >= requirement
+    return requirement
+
+
+# ============================================================================
+# PYOMO CONSTRAINT RULE
+# ============================================================================
+
+
+def reserve_margin_dynamic(
+    model: TemoaModel, r: Region, p: Period, s: Season, d: TimeOfDay
+) -> Constraint:
+    r"""
+    A dynamic alternative to the traditional, static reserve margin constraint. Capacity values
+    are calculated from availability of generation in each hour—like an operating reserve margin—\
+    accounting for a capacity derate factor subtracting, for example, forced outage due to icing.
+
+    .. math::
+        :label: reserve_margin_dynamic
+
+            &\sum_{t \in T^{res} \setminus T^{x} \setminus T^s,\ V} CFP_{r,s^*,d^*,t,v}\
+                \cdot RCD_{r,s^*,t,v}\
+                \cdot \mathbf{CAP}_{r,p,t,v} \cdot SEG_{s^*,d^*}\
+                \cdot C2A_{r,t} \\
+            &+ \sum_{t \in T^{res} \cap T^{x} \setminus T^s,\ V} CFP_{r_i - r, s^*, d^*, t, v}\
+                \cdot RCD_{r_i - r, s^*, t, v}\
+                \cdot \mathbf{CAP}_{r_i - r,p,t,v} \cdot SEG_{s^*,d^*}\
+                \cdot C2A_{r_i - r, t} \\
+            &- \sum_{t \in T^{res} \cap T^{x} \setminus T^s,\ V} CFP_{r - r_i, s^*, d^*, t, v}\
+                \cdot RCD_{r - r_i, s^*, t, v}\
+                \cdot \mathbf{CAP}_{r - r_i,p,t,v}\
+                \cdot SEG_{s^*,d^*} \cdot C2A_{r - r_i, t} \\
+            &+ \sum_{t \in (T^s \cap T^{res}), V, I, O} \
+                \left(\
+                \mathbf{FO}_{r,p,s,d,i,t,v,o} - \mathbf{FI}_{r,p,s,d,i,t,v,o}\
+                \right)\
+                \cdot RCD_{r,s,t,v} \\
+            &\geq\
+                \left[\
+                \sum_{t \in T^{res} \setminus T^{x} \setminus T^a, V, I, O}\
+                \mathbf{FO}_{r, p, s, d, i, t, v, o}\
+                \right. \\
+            &+ \sum_{t \in T^{res} \cap T^a, V, I, O}
+                \begin{cases} DSD_{r,s,d,o} & \text{if } o \in C^d \\
+                SEG_{s,d} & \text{otherwise} \end{cases}
+                \cdot \mathbf{FOA}_{r, p, i, t, v, o} \\
+            &+ \sum_{t \in T^{res} \cap T^{x}, V, I, O} \
+                \mathbf{FO}_{r_i - r, p, s, d, i, t, v, o} \\
+            &- \sum_{t \in T^{res} \cap T^{x}, V, I, O} \
+                \mathbf{FI}_{r - r_i, p, s, d, i, t, v, o} \\
+            &- \left. \sum_{t \in T^{res} \cap T^{s}, V, I, O} \
+                \mathbf{FI}_{r, p, s, d, i, t, v, o} \right] \cdot (1 + PRM_r) \\
+            \\
+            &\qquad \qquad \forall \{r, p, s, d\} \in \
+            \Theta_{\text{ReserveMargin}} \text{ and } \forall r_i \in R
+    """
+    return _available_activity_dynamic(model, r, p, s, d) >= _required_available_activity(
+        model, r, p, s, d
+    )
+
+
+def reserve_margin_static(
+    model: TemoaModel, r: Region, p: Period, s: Season, d: TimeOfDay
+) -> Constraint:
+    r"""
+    During each period :math:`p`, the sum of capacity values of all reserve
+    technologies :math:`\sum_{t \in T^{res}} \textbf{CAP}_{r,p,t,v}`, which are
+    defined in the set :math:`\textbf{T}^{res}`, should exceed the peak load by
+    :math:`PRM`, the regional reserve margin. Note that the reserve
+    margin is expressed in percentage of the peak load. Generally speaking, in
+    a database we may not know the peak demand before running the model, therefore,
+    we write this equation for all the time-slices defined in the database in each region.
+    Each generator is allowed to contribute its available capacity times a pre-defined
+    capacity credit, :math:`CC_{r,p,t,v}`.
+
+    For exchange technologies (i.e., inter-regional transmission), reserve contributions
+    are added to the downstream region but *subtracted* from the upstream region. This is
+    because, since they are not generating any power, their summed contribution across
+    regions should be zero.
+
+    .. math::
+        :label: reserve_margin_static
+
+            &\sum_{t \in T^{res} \setminus T^{x}, V} {CC_{r,p,t,v}
+            \cdot \textbf{CAP}_{r,p,t,v} \cdot
+            SEG_{s^*,d^*} \cdot C2A_{r,t} }\\
+            &+ \sum_{t \in T^{res} \cap T^{x}, V} {CC_{r_i-r,p,t,v}
+            \cdot \textbf{CAP}_{r_i-r,p,t,v} \cdot
+            SEG_{s^*,d^*} \cdot C2A_{r_i-r,t} }\\
+            &- \sum_{t \in T^{res} \cap T^{x}, V} {CC_{r-r_i,p,t,v}
+            \cdot \textbf{CAP}_{r-r_i,p,t,v} \cdot
+            SEG_{s^*,d^*} \cdot C2A_{r-r_i,t} }\\
+            &\geq \left [ \sum_{ t \in T^{res} \setminus T^{x} \setminus T^a,V,I,O }
+            \textbf{FO}_{r, p, s, d, i, t, v, o}\right.\\
+            &+ \sum_{ t \in T^{res} \cap T^a,V,I,O }
+            \begin{cases} DSD_{r,s,d,o} & \text{if } o \in C^d \\
+            SEG_{s,d} & \text{otherwise} \end{cases}
+            \cdot \textbf{FOA}_{r, p, i, t, v, o}\\
+            &+ \sum_{ t \in T^{res} \cap T^{x},V,I,O } \textbf{FO}_{r_i-r, p, s, d, i, t, v, o}\\
+            &- \sum_{ t \in T^{res} \cap T^{x},V,I,O } \textbf{FI}_{r-r_i, p, s, d, i, t, v, o}\\
+            &- \left.\sum_{ t \in T^{res} \cap T^{s},V,I,O } \textbf{FI}_{r, p, s, d, i, t, v, o}
+            \right]
+            \cdot (1 + PRM_r)\\
+
+            \\
+            &\qquad\qquad\forall \{r, p, s, d\} \in \Theta_{\text{ReserveMargin}} \text{and} \forall
+            r_i \in R
+    """
+    return _available_activity_static(model, r, p, s, d) >= _required_available_activity(
+        model, r, p, s, d
+    )
+
+
+def reserve_margin_constraint(
+    model: TemoaModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+) -> ExprLike:
+    """Returns the appropriate reserve margin constraint rule."""
+    if (not model.tech_reserve) or (
+        (r, p) not in model.process_reserve_periods
+    ):  # If reserve set empty or if r,p not in M.processReservePeriod, skip the constraint
+        return Constraint.Skip
+    mode = model.reserve_margin_method.first()
+    if mode == 'dynamic':
+        return reserve_margin_dynamic(model, r, p, s, d)
+    elif mode == 'static':
+        return reserve_margin_static(model, r, p, s, d)
+    else:
+        raise ValueError(
+            f"Invalid reserve margin method: {mode}. Must be either 'dynamic' or 'static'."
+        )
diff --git a/temoa/components/storage.py b/temoa/components/storage.py
index 2cce3ce57..c7415c96e 100644
--- a/temoa/components/storage.py
+++ b/temoa/components/storage.py
@@ -16,9 +16,9 @@
 from logging import getLogger
 from typing import TYPE_CHECKING
 
-from pyomo.environ import Constraint, value
+from pyomo.environ import Constraint, quicksum, value
 
-from .utils import Operator, get_capacity_factor, get_variable_efficiency, operator_expression
+from .utils import Operator, get_available_output, get_variable_efficiency, operator_expression
 
 if TYPE_CHECKING:
     from temoa.core.model import TemoaModel
@@ -152,14 +152,14 @@ def storage_energy_constraint(
     if model.is_seasonal_storage[t] and d == model.time_of_day.last():
         return Constraint.Skip
 
-    charge = sum(
+    charge = quicksum(
         model.v_flow_in[r, p, s, d, S_i, t, v, S_o]
         * get_variable_efficiency(model, r, p, s, d, S_i, t, v, S_o)
         for S_i in model.process_inputs[r, p, t, v]
         for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
     )
 
-    discharge = sum(
+    discharge = quicksum(
         model.v_flow_out[r, p, s, d, S_i, t, v, S_o]
         for S_o in model.process_outputs[r, p, t, v]
         for S_i in model.process_inputs_by_output[r, p, t, v, S_o]
@@ -244,7 +244,7 @@ def seasonal_storage_energy_constraint(
 
     # This is the sum of all input=i sent TO storage tech t of vintage v with
     # output=o in p,s
-    charge = sum(
+    charge = quicksum(
         model.v_flow_in[r, p, s, model.time_of_day.last(), S_i, t, v, S_o]
         * get_variable_efficiency(model, r, p, s, model.time_of_day.last(), S_i, t, v, S_o)
         for S_i in model.process_inputs[r, p, t, v]
@@ -253,7 +253,7 @@ def seasonal_storage_energy_constraint(
 
     # This is the sum of all output=o withdrawn FROM storage tech t of vintage v
     # with input=i in p,s
-    discharge = sum(
+    discharge = quicksum(
         model.v_flow_out[r, p, s, model.time_of_day.last(), S_i, t, v, S_o]
         for S_o in model.process_outputs[r, p, t, v]
         for S_i in model.process_inputs_by_output[r, p, t, v, S_o]
@@ -441,24 +441,15 @@ def storage_charge_rate_constraint(
 
     """
     # Calculate energy charge in each time slice
-    slice_charge = sum(
+    slice_charge = quicksum(
         model.v_flow_in[r, p, s, d, S_i, t, v, S_o]
         * get_variable_efficiency(model, r, p, s, d, S_i, t, v, S_o)
         for S_i in model.process_inputs[r, p, t, v]
         for S_o in model.process_outputs_by_input[r, p, t, v, S_i]
     )
 
-    # Maximum energy charge in each time slice
-    max_charge = (
-        model.v_capacity[r, p, t, v]
-        * value(model.capacity_to_activity[r, t])
-        * value(model.segment_fraction[s, d])
-    )
-
     # Energy charge cannot exceed the power capacity of the storage unit
-    expr = slice_charge <= max_charge
-
-    return expr
+    return slice_charge <= get_available_output(model, r, p, s, d, t, v)
 
 
 def storage_discharge_rate_constraint(
@@ -480,23 +471,14 @@ def storage_discharge_rate_constraint(
           \forall \{r,p, s, d, t, v\} \in \Theta_{\text{StorageDischargeRate}}
     """
     # Calculate energy discharge in each time slice
-    slice_discharge = sum(
+    slice_discharge = quicksum(
         model.v_flow_out[r, p, s, d, S_i, t, v, S_o]
         for S_o in model.process_outputs[r, p, t, v]
         for S_i in model.process_inputs_by_output[r, p, t, v, S_o]
     )
 
-    # Maximum energy discharge in each time slice
-    max_discharge = (
-        model.v_capacity[r, p, t, v]
-        * value(model.capacity_to_activity[r, t])
-        * value(model.segment_fraction[s, d])
-    )
-
     # Energy discharge cannot exceed the capacity of the storage unit
-    expr = slice_discharge <= max_discharge
-
-    return expr
+    return slice_discharge <= get_available_output(model, r, p, s, d, t, v)
 
 
 def storage_throughput_constraint(
@@ -520,13 +502,13 @@ def storage_throughput_constraint(
           \\
           \forall \{r, p, s, d, t, v\} \in \Theta_{\text{StorageThroughput}}
     """
-    discharge = sum(
+    discharge = quicksum(
         model.v_flow_out[r, p, s, d, S_i, t, v, S_o]
         for S_o in model.process_outputs[r, p, t, v]
         for S_i in model.process_inputs_by_output[r, p, t, v, S_o]
     )
 
-    charge = sum(
+    charge = quicksum(
         model.v_flow_in[r, p, s, d, S_i, t, v, S_o]
         * get_variable_efficiency(model, r, p, s, d, S_i, t, v, S_o)
         for S_i in model.process_inputs[r, p, t, v]
@@ -534,14 +516,7 @@ def storage_throughput_constraint(
     )
 
     throughput = charge + discharge
-    max_throughput = (
-        model.v_capacity[r, p, t, v]
-        * value(model.capacity_to_activity[r, t])
-        * get_capacity_factor(model, r, s, d, t, v)
-        * value(model.segment_fraction[s, d])
-    )
-    expr = throughput <= max_throughput
-    return expr
+    return throughput <= get_available_output(model, r, p, s, d, t, v)
 
 
 # A limit but more cohesive here than in limits.py
diff --git a/temoa/components/utils.py b/temoa/components/utils.py
index 7a8c91fae..ee18b11c0 100644
--- a/temoa/components/utils.py
+++ b/temoa/components/utils.py
@@ -15,6 +15,8 @@
 from pyomo.environ import Expression, value
 
 if TYPE_CHECKING:
+    from collections.abc import Callable
+
     from pyomo.core.expr.numeric_expr import NumericValue
 
     from temoa.core.model import TemoaModel
@@ -85,12 +87,55 @@ def get_variable_efficiency(
     return value(model.efficiency[r, i, t, v, o])
 
 
-def get_capacity_factor(
-    model: TemoaModel, r: Region, s: Season, d: TimeOfDay, t: Technology, v: Vintage
-) -> float:
+def available_output_base(
+    model: TemoaModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    Maximum available output for a process in a specific time slice.
+
+    .. math::
+
+        \textit{available} =
+        \mathbf{CAP}_{r,p,t,v}
+        \cdot CF_{r,s,d,t,v}
+        \cdot C2A_{r,t}
+        \cdot SEG_{s,d}
+
+    where :math:`CF_{r,s,d,t,v}` is taken from ``capacity_factor_process`` if a
+    process-specific value exists, otherwise from ``capacity_factor_tech``.
+    """
+    base = (
+        model.v_capacity[r, p, t, v]
+        * value(model.capacity_to_activity[r, t])
+        * value(model.segment_fraction[s, d])
+    )
     if model.is_capacity_factor_process[r, t, v]:
-        return value(model.capacity_factor_process[r, s, d, t, v])
-    return value(model.capacity_factor_tech[r, s, d, t])
+        return base * value(model.capacity_factor_process[r, s, d, t, v])
+    else:
+        return base * value(model.capacity_factor_tech[r, s, d, t])
+
+
+# May be replaced by extensions (e.g. unit_commitment) during model initialization.
+available_output_function: Callable[..., ExprLike] = available_output_base
+
+
+def get_available_output(
+    model: TemoaModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    """The maximum available output for a process in a specific time slice."""
+    return available_output_function(model, r, p, s, d, t, v)
 
 
 def get_adjusted_existing_capacity(
diff --git a/temoa/core/model.py b/temoa/core/model.py
index c919a70d7..145bf5728 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -38,6 +38,7 @@
     storage,
     technology,
     time,
+    utils,
 )
 from temoa.extensions.framework import apply_model_extension_hooks, resolve_extension_specs
 from temoa.model_checking.validators import (
@@ -110,6 +111,7 @@ def __init__(
         AbstractModel.__init__(self, *args, **kwargs)
         self.enabled_extensions = tuple(extensions or ())
         self.extension_specs = resolve_extension_specs(self.enabled_extensions)
+        utils.available_output_function = utils.available_output_base
 
         ################################################
         #       Internally used Data Containers        #

From 404d755b15b3aed2ad0690218f109c69b00c5c8d Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 22 Jul 2026 11:17:45 -0400
Subject: [PATCH 40/56] Add unit commitment extension

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 docs/source/extensions.rst                    |   1 +
 docs/source/extensions/unit_commitment.rst    | 289 +++++++++
 temoa/_internal/table_data_puller.py          |  14 +
 temoa/_internal/table_writer.py               |  10 +
 temoa/components/commodities.py               |  10 +
 temoa/components/limits.py                    |   7 +
 temoa/core/model.py                           |  18 +-
 temoa/extensions/framework.py                 |  10 +-
 temoa/extensions/unit_commitment/__init__.py  |   3 +
 .../unit_commitment/components/__init__.py    |   0
 .../unit_commitment/components/commitment.py  | 593 ++++++++++++++++++
 .../unit_commitment/components/startup.py     | 158 +++++
 .../unit_commitment/core/__init__.py          |   0
 .../unit_commitment/core/data_puller.py       | 204 ++++++
 .../extensions/unit_commitment/core/model.py  | 173 +++++
 .../unit_commitment/data_manifest.py          |  79 +++
 temoa/extensions/unit_commitment/extension.py |  23 +
 temoa/extensions/unit_commitment/tables.sql   |  68 ++
 18 files changed, 1652 insertions(+), 8 deletions(-)
 create mode 100644 docs/source/extensions/unit_commitment.rst
 create mode 100644 temoa/extensions/unit_commitment/__init__.py
 create mode 100644 temoa/extensions/unit_commitment/components/__init__.py
 create mode 100644 temoa/extensions/unit_commitment/components/commitment.py
 create mode 100644 temoa/extensions/unit_commitment/components/startup.py
 create mode 100644 temoa/extensions/unit_commitment/core/__init__.py
 create mode 100644 temoa/extensions/unit_commitment/core/data_puller.py
 create mode 100644 temoa/extensions/unit_commitment/core/model.py
 create mode 100644 temoa/extensions/unit_commitment/data_manifest.py
 create mode 100644 temoa/extensions/unit_commitment/extension.py
 create mode 100644 temoa/extensions/unit_commitment/tables.sql

diff --git a/docs/source/extensions.rst b/docs/source/extensions.rst
index 47c0fd7d8..8c844658e 100644
--- a/docs/source/extensions.rst
+++ b/docs/source/extensions.rst
@@ -246,3 +246,4 @@ as new extensions are added.
    extensions/growth_rates
    extensions/discrete_capacity
    extensions/eos
+   extensions/unit_commitment
diff --git a/docs/source/extensions/unit_commitment.rst b/docs/source/extensions/unit_commitment.rst
new file mode 100644
index 000000000..833f8e913
--- /dev/null
+++ b/docs/source/extensions/unit_commitment.rst
@@ -0,0 +1,289 @@
+.. _extension-unit-commitment:
+
+Unit Commitment
+===============
+
+The **unit_commitment** extension adds commitment-level operational constraints
+to selected technologies: online/started/stopped unit accounting, minimum
+output floors, maximum output ceilings, and minimum up-time and down-time windows.
+It also supports discounted startup costs and startup emissions and input flows.
+
+It is disabled by default and enabled per run through configuration:
+
+.. code-block:: toml
+
+   extensions = ["unit_commitment"]
+
+Conceptual Model
+----------------
+
+The core idea is that the continuous capacity variable :math:`\textbf{CAP}_{r,p,t,v}` is
+*notionally divided* into discrete units, each of size :math:`UC_{r,t}`.  The number of
+units available is therefore :math:`\textbf{CAP}_{r,p,t,v} / UC_{r,t}`.  Crucially,
+:math:`\textbf{CAP}` itself remains a standard linear (continuous) Pyomo variable — the
+extension does not change its domain.  In practice, because the UC constraints tie output
+directly to the integer count of online units, the optimiser will typically land on a
+solution where :math:`\textbf{CAP}` is an integer multiple of :math:`UC_{r,t}`, but this
+is a consequence of the optimisation rather than an explicit constraint.
+
+The three UC variables — :math:`\textbf{UCN}` (online), :math:`\textbf{UCST}` (started),
+and :math:`\textbf{UCSP}` (stopped) — count whole units and are promoted to non-negative
+integers by default (MIP).  In **linearized mode** (:code:`linearized = 1`), these
+variables are kept continuous.  This is equivalent to imagining that :math:`UC_{r,t}` is
+infinitesimally small: the commitment variables become fractional occupancy factors rather
+than discrete unit counts, and the min-output bound acts as a simple lower capacity-factor
+constraint without any integer requirements.  Linearized mode is useful for reducing solve
+time.
+
+Integration with Core Constraints
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+For some existing core constraints, the extension overrides a utility function —
+:func:`~temoa.components.utils.get_available_output` — that computes
+the maximum available output for a process in a given time slice.  For UC technologies,
+this function returns a commitment-aware expression based on online units rather than total
+installed capacity.  Because this function is used throughout the core model, the following
+constraints automatically become UC-aware for registered technologies with no further changes:
+
+- :code:`capacity_constraint` — output bounded by online capacity
+- :code:`storage_charge_rate_constraint`, :code:`storage_discharge_rate_constraint`,
+  :code:`storage_throughput_constraint` — storage rates scale with online units
+- :code:`reserve_margin_constraint` (dynamic mode only) — reserve contribution from online units only
+
+Ramp constraints are the only exception: they require explicit knowledge of
+started/stopped units to compute the ramp envelope and are therefore fully replaced by
+UC-aware versions for technologies that appear in both :code:`unit_commitment` and the
+ramp tables.
+
+.. autofunction:: temoa.components.utils.available_output_base
+
+.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_available_output
+
+.. warning::
+
+   **Annual technologies are incompatible with unit commitment.**  Technologies
+   in the :code:`tech_annual` set have no time-slice flexibility and cannot be
+   committed; the model will raise an error if any annual technology appears in
+   the :code:`unit_commitment` table.
+
+.. warning::
+
+   **Integer vs. linear relaxation.**  By default all three UC variables
+   (:math:`\textbf{UCN}`, :math:`\textbf{UCST}`, :math:`\textbf{UCSP}`) are
+   promoted to non-negative integers, turning the problem into a MIP.  Set
+   :code:`linearized = 1` in the :code:`unit_commitment` table for a
+   particular technology to keep those variables continuous (LP relaxation).
+
+Overview
+--------
+
+.. list-table::
+   :header-rows: 1
+   :widths: 28 38 34
+
+   * - Table
+     - Purpose
+     - Key interaction
+   * - :code:`unit_commitment`
+     - Core UC parameters (unit size, output fractions, up/down times).
+     - Enables UC constraints; overrides available output calculation for UC techs.
+       Commitment results are written to :code:`output_unit_commitment`.
+   * - :code:`unit_commitment_startup_cost`
+     - Direct startup cost per unit of capacity started.
+     - Added to variable costs.
+   * - :code:`unit_commitment_startup_emissions`
+     - Emissions produced at startup per unit of capacity started.
+     - Added to :code:`limit_emission_constraint` totals, emission
+       costs and :code:`output_emission` table.
+   * - :code:`unit_commitment_startup_input`
+     - Input commodity consumed at startup per unit of capacity started.
+     - Added to consumption in :code:`commodity_balance_constraint` and
+       results in :code:`output_flow_in`.
+
+Parameters
+----------
+
+unit_commitment
+~~~~~~~~~~~~~~~
+
+:math:`{UC}_{r \in R,\, t \in T}`
+
+The primary UC table.  Each row registers a technology (or technology group)
+as subject to unit-commitment constraints and specifies all operational
+parameters.  Exactly one row per :math:`(r, t)` pair is required.
+
+.. csv-table::
+   :header: "Column", "Symbol", "Default", "Description"
+   :widths: 24, 22, 10, 44
+
+   ":code:`region`", ":math:`r`", "—", "region label"
+   ":code:`tech`", ":math:`t`", "—", "technology name"
+   ":code:`unit_capacity`", ":math:`UC_{r,t}`", "—", "nameplate capacity per discrete unit (same units as :code:`v_capacity`); **required**"
+   ":code:`min_output_fraction`", ":math:`\underline{f}_{r,t}`", "0", "minimum output as a fraction of available nameplate output per online unit; :math:`[0, 1]`"
+   ":code:`max_output_fraction`", ":math:`\overline{f}_{r,t}`", "1", "maximum output as a fraction of available nameplate output per online unit; :math:`(0, 1]`"
+   ":code:`min_up_time_hours`", ":math:`T^{up}_{r,t}`", "0", "minimum number of consecutive hours a unit must remain online after starting"
+   ":code:`min_down_time_hours`", ":math:`T^{dn}_{r,t}`", "0", "minimum number of consecutive hours a unit must remain offline after stopping"
+   ":code:`linearized`", "—", "0", "if 1, UC variables are kept continuous (LP relaxation); if 0, they are promoted to non-negative integers (MIP)"
+
+unit_commitment_startup_cost
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{UCSC}_{r \in R,\, t \in T}`
+
+Optional.  Specifies a cost incurred each time a unit is started, expressed
+per unit of capacity.  The total startup cost in a timeslice :math:`(s, d)` is:
+
+.. math::
+
+   \text{startup cost} = \textbf{UCST}_{r,p,s,d,t,v} \cdot UC_{r,t} \cdot UCSC_{r,t}
+
+.. csv-table::
+   :header: "Column", "Symbol", "Description"
+   :widths: 22, 20, 58
+
+   ":code:`region`", ":math:`r`", "region label"
+   ":code:`tech`", ":math:`t`", "technology name"
+   ":code:`cost_per_cap`", ":math:`UCSC_{r,t}`", "startup cost per unit of capacity (same currency units as :code:`cost_invest`)"
+
+unit_commitment_startup_emissions
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{UCSE}_{r \in R,\, e \in C^e,\, t \in T}`
+
+Optional.  Specifies an emission produced at startup per unit of capacity
+started.  Startup emissions are summed into the :code:`limit_emission_constraint`
+alongside normal activity-based emissions.
+
+.. csv-table::
+   :header: "Column", "Symbol", "Description"
+   :widths: 22, 20, 58
+
+   ":code:`region`", ":math:`r`", "region label"
+   ":code:`emis_comm`", ":math:`e`", "emission commodity"
+   ":code:`tech`", ":math:`t`", "technology name"
+   ":code:`emis_per_cap`", ":math:`UCSE_{r,e,t}`", "emission per unit of capacity started (same units as :code:`emission_activity`)"
+
+unit_commitment_startup_input
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+:math:`{UCSI}_{r \in R,\, i \in C^p,\, t \in T}`
+
+Optional.  Specifies a physical commodity consumed at startup per unit of
+capacity started.  Startup inputs are summed into the
+:code:`commodity_balance_constraint` alongside normal flow-based consumption.
+
+.. csv-table::
+   :header: "Column", "Symbol", "Description"
+   :widths: 22, 20, 58
+
+   ":code:`region`", ":math:`r`", "region label"
+   ":code:`input_comm`", ":math:`i`", "input commodity"
+   ":code:`tech`", ":math:`t`", "technology name"
+   ":code:`input_per_cap`", ":math:`UCSI_{r,i,t}`", "input commodity consumed per unit of capacity started"
+
+.. note::
+
+   These inputs are **not** considered in network checking. If no other process produces or consumes the
+   input commodity in this region and period, it may be removed from the model and lead to errors.
+
+Decision Variables
+------------------
+
+Three UC decision variables are added per :math:`(r, p, s, d, t, v)` index.
+By default they are non-negative integers (MIP); set :code:`linearized = 1`
+to relax them to continuous non-negative reals.
+
+.. csv-table::
+   :header: "Variable", "Domain", "Description"
+   :widths: 36, 16, 48
+
+   ":math:`\textbf{UCN}_{r,p,s,d,t,v}` (:code:`v_uc_online`)", ":math:`\mathbb{Z}_{\ge 0}`", "number of units online at the start of timeslice :math:`(s,d)`"
+   ":math:`\textbf{UCST}_{r,p,s,d,t,v}` (:code:`v_uc_started`)", ":math:`\mathbb{Z}_{\ge 0}`", "number of units that start up during timeslice :math:`(s,d)`"
+   ":math:`\textbf{UCSP}_{r,p,s,d,t,v}` (:code:`v_uc_stopped`)", ":math:`\mathbb{Z}_{\ge 0}`", "number of units that shut down during timeslice :math:`(s,d)`"
+
+Constraints
+-----------
+
+Unit Count Bounds
+~~~~~~~~~~~~~~~~~
+
+.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_online_upper_constraint
+
+.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_started_upper_tightening_constraint
+
+.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_stopped_upper_tightening_constraint
+
+Commitment Transition
+~~~~~~~~~~~~~~~~~~~~~
+
+.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_transition_constraint
+
+Output Bounds
+~~~~~~~~~~~~~
+
+The minimum output constraint enforces a floor on generation per online unit.
+The maximum output (capacity) constraint is handled by the standard core-model
+:code:`capacity_constraint` — the extension overrides
+:func:`~temoa.components.utils.get_available_output` so that available output
+is based on online units rather than total installed capacity, requiring no
+separate replacement constraint.
+
+.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_min_output_constraint
+
+Minimum Up/Down Time
+~~~~~~~~~~~~~~~~~~~~
+
+.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_min_up_time_constraint
+
+.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_min_down_time_constraint
+
+Ramp Constraints
+~~~~~~~~~~~~~~~~
+
+When a technology appears in both the :code:`unit_commitment` table and the
+:code:`ramp_up_hourly` / :code:`ramp_down_hourly` tables, the standard core-model
+ramp constraints (:code:`ramp_up_constraint`, :code:`ramp_down_constraint`) are
+**replaced** by UC-aware versions for that technology.  Non-UC technologies retain
+the original core-model ramp constraints unchanged.
+
+The core ramp constraint bounds the change in hourly activity against a fraction of
+total installed capacity.  The UC version replaces this with a commitment-aware
+expression: only online units contribute to the ramp envelope, and the operating
+point assumed for units that start or stop during the transition adds or removes
+headroom according to the effective minimum output fraction.  Units are assumed to
+start and stop at their minimum viable output level, taken as the larger of their
+:code:`min_output_fraction` and :code:`ramp_up_fraction` / :code:`ramp_down_fraction`.
+
+.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_ramp_up_constraint
+
+.. autofunction:: temoa.extensions.unit_commitment.components.commitment.uc_ramp_down_constraint
+
+Objective Contributions
+-----------------------
+
+.. autofunction:: temoa.extensions.unit_commitment.components.startup.append_startup_costs
+
+Output Table
+------------
+
+Results are written to the :code:`output_unit_commitment` table with one row per
+:math:`(scenario, region, period, season, tod, tech, vintage)`:
+
+.. csv-table::
+   :header: "Column", "Description"
+   :widths: 22, 78
+
+   ":code:`online_cap`", "capacity online at the start of the timeslice (:math:`\textbf{UCN} \cdot UC_{r,t}`)"
+   ":code:`start_cap`", "capacity started during the timeslice (:math:`\textbf{UCST} \cdot UC_{r,t}`)"
+   ":code:`stop_cap`", "capacity stopped during the timeslice (:math:`\textbf{UCSP} \cdot UC_{r,t}`)"
+
+.. note::
+
+   **Starts and stops take effect in the following time slice.**  The transition
+   constraint links :math:`\textbf{UCST}_{s,d}` and :math:`\textbf{UCSP}_{s,d}` to the
+   *change* in online count between :math:`(s,d)` and its successor
+   :math:`(s_{next}, d_{next})`.  A unit started during slice :math:`(s,d)` therefore
+   first appears as online — and is first able to produce output — in
+   :math:`(s_{next}, d_{next})`.  Equivalently, a unit stopped during :math:`(s,d)` is
+   still counted as online for that slice and goes offline from
+   :math:`(s_{next}, d_{next})` onward.
diff --git a/temoa/_internal/table_data_puller.py b/temoa/_internal/table_data_puller.py
index 9ef239e7c..6eb71b308 100644
--- a/temoa/_internal/table_data_puller.py
+++ b/temoa/_internal/table_data_puller.py
@@ -246,6 +246,11 @@ def poll_flow_results(model: TemoaModel, epsilon: float = 1e-5) -> dict[FI, dict
                         continue
                     res[fi][FlowType.OUT] = flow
 
+    if 'unit_commitment' in model.enabled_extensions:
+        import temoa.extensions.unit_commitment.core.data_puller as uc
+
+        uc.poll_startup_input_results(model, res, epsilon)
+
     return res
 
 
@@ -494,6 +499,10 @@ def poll_cost_results(
         import temoa.extensions.economies_of_scale.core.data_puller as eos
 
         eos.poll_costs(model, exchange_costs, entries, p_0_true, epsilon)
+    if 'unit_commitment' in model.enabled_extensions:
+        import temoa.extensions.unit_commitment.core.data_puller as uc
+
+        uc.poll_startup_cost_results(model, exchange_costs, entries, p_0_true, epsilon)
 
     exchange_entries = exchange_costs.get_entries()
     return entries, exchange_entries
@@ -558,6 +567,11 @@ def poll_emissions(
             * model.emission_activity[r, e, i, t, v, o]
         )
 
+    if 'unit_commitment' in model.enabled_extensions:
+        from temoa.extensions.unit_commitment.core import data_puller as uc
+
+        uc.poll_emission_results(model, flows)
+
     # gather costs
     ud_costs: dict[tuple[Region, Period, Technology, Vintage], float] = defaultdict(float)
     d_costs: dict[tuple[Region, Period, Technology, Vintage], float] = defaultdict(float)
diff --git a/temoa/_internal/table_writer.py b/temoa/_internal/table_writer.py
index 221c23e8f..d28d3f0fd 100644
--- a/temoa/_internal/table_writer.py
+++ b/temoa/_internal/table_writer.py
@@ -483,6 +483,16 @@ def write_capacity_tables(self, model: TemoaModel, iteration: int | None = None)
         cap_data = poll_capacity_results(model=model, epsilon=self.output_threshold_capacity)
         self._insert_capacity_results(cap_data=cap_data, iteration=iteration)
 
+        if 'unit_commitment' in model.enabled_extensions:
+            import temoa.extensions.unit_commitment.core.data_puller as uc_puller
+
+            uc_puller.write_uc_results(
+                model=model,
+                writer=self,
+                iteration=iteration,
+                epsilon=self.output_threshold_capacity,
+            )
+
     def _insert_capacity_results(self, cap_data: CapData, iteration: int | None) -> None:
         if self.tech_sectors is None:
             raise RuntimeError('tech sectors not available... code error')
diff --git a/temoa/components/commodities.py b/temoa/components/commodities.py
index 1328d65a8..fe2f1ebf2 100644
--- a/temoa/components/commodities.py
+++ b/temoa/components/commodities.py
@@ -425,6 +425,11 @@ def commodity_balance_constraint(
             for s_o in model.process_outputs_by_input[r, p, s_t, s_v, c]
         )
 
+    if 'unit_commitment' in model.enabled_extensions:
+        from temoa.extensions.unit_commitment.components import startup
+
+        consumed += startup.uc_startup_input_rpsdc(model, r, p, s, d, c)
+
     if (r, p, c) in model.capacity_consumption_techs:
         # Consumed by building capacity
         # Assume evenly distributed over a year
@@ -573,6 +578,11 @@ def annual_commodity_balance_constraint(
             for s_o in model.process_outputs_by_input[r, p, s_t, s_v, c]
         )
 
+    if 'unit_commitment' in model.enabled_extensions:
+        from temoa.extensions.unit_commitment.components import startup
+
+        consumed += startup.uc_startup_input_rpc(model, r, p, c)
+
     if (r, p, c) in model.capacity_consumption_techs:
         # Consumed by building capacity
         # Assume evenly distributed over a year
diff --git a/temoa/components/limits.py b/temoa/components/limits.py
index b2772e3e6..35eacb054 100644
--- a/temoa/components/limits.py
+++ b/temoa/components/limits.py
@@ -795,6 +795,13 @@ def limit_emission_constraint(
         if (reg, p, S_t, S_v) in model.process_inputs
     )
 
+    if 'unit_commitment' in model.enabled_extensions:
+        from temoa.extensions.unit_commitment.components import startup
+
+        process_emissions += quicksum(
+            startup.uc_startup_emissions_rpe(model, reg, p, e) for reg in regions
+        )
+
     embodied_emissions = quicksum(
         model.v_new_capacity[reg, t, v]
         * value(model.emission_embodied[reg, e, t, v])
diff --git a/temoa/core/model.py b/temoa/core/model.py
index 145bf5728..645d15c45 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -557,6 +557,11 @@ def __init__(
         self.initialize_CapacityFactors = BuildAction(rule=capacity.check_capacity_factor_process)
         self.initialize_efficiency_variable = BuildAction(rule=technology.check_efficiency_variable)
 
+        if 'unit_commitment' in self.enabled_extensions:
+            import temoa.extensions.unit_commitment.core.model as uc
+
+            uc.register_early_components(self)
+
         # Define technology cost parameters
         self.cost_fixed_rptv = Set(dimen=4, initialize=costs.cost_fixed_indices)
         self.cost_fixed = Param(self.cost_fixed_rptv)
@@ -964,12 +969,13 @@ def __init__(
         self.ramp_down_constraint_rpsdtv = Set(
             dimen=6, initialize=operations.ramp_down_constraint_indices
         )
-        self.ramp_down_constraint = Constraint(
-            self.ramp_down_constraint_rpsdtv, rule=operations.ramp_down_constraint
-        )
-        self.ramp_up_constraint = Constraint(
-            self.ramp_up_constraint_rpsdtv, rule=operations.ramp_up_constraint
-        )
+        if 'unit_commitment' not in self.enabled_extensions:
+            self.ramp_down_constraint = Constraint(
+                self.ramp_down_constraint_rpsdtv, rule=operations.ramp_down_constraint
+            )
+            self.ramp_up_constraint = Constraint(
+                self.ramp_up_constraint_rpsdtv, rule=operations.ramp_up_constraint
+            )
 
         self.reserve_margin_rpsd = Set(dimen=4, initialize=reserves.reserve_margin_indices)
         self.validate_reserve_margin = BuildAction(rule=validate_reserve_margin)
diff --git a/temoa/extensions/framework.py b/temoa/extensions/framework.py
index d194fc327..d6b96b247 100644
--- a/temoa/extensions/framework.py
+++ b/temoa/extensions/framework.py
@@ -59,8 +59,14 @@ def get_known_extension_specs() -> dict[str, ExtensionSpec]:
     from temoa.extensions.discrete_capacity.extension import DISCRETE_CAPACITY_EXTENSION
     from temoa.extensions.economies_of_scale.extension import EOS_EXTENSION
     from temoa.extensions.growth_rates.extension import GROWTH_RATES_EXTENSION
-
-    specs = [GROWTH_RATES_EXTENSION, DISCRETE_CAPACITY_EXTENSION, EOS_EXTENSION]
+    from temoa.extensions.unit_commitment.extension import UNIT_COMMITMENT_EXTENSION
+
+    specs = [
+        GROWTH_RATES_EXTENSION,
+        DISCRETE_CAPACITY_EXTENSION,
+        EOS_EXTENSION,
+        UNIT_COMMITMENT_EXTENSION,
+    ]
     return {spec.extension_id: spec for spec in specs}
 
 
diff --git a/temoa/extensions/unit_commitment/__init__.py b/temoa/extensions/unit_commitment/__init__.py
new file mode 100644
index 000000000..ea4da100e
--- /dev/null
+++ b/temoa/extensions/unit_commitment/__init__.py
@@ -0,0 +1,3 @@
+from temoa.extensions.unit_commitment.extension import UNIT_COMMITMENT_EXTENSION
+
+__all__ = ['UNIT_COMMITMENT_EXTENSION']
diff --git a/temoa/extensions/unit_commitment/components/__init__.py b/temoa/extensions/unit_commitment/components/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/temoa/extensions/unit_commitment/components/commitment.py b/temoa/extensions/unit_commitment/components/commitment.py
new file mode 100644
index 000000000..5b4966b33
--- /dev/null
+++ b/temoa/extensions/unit_commitment/components/commitment.py
@@ -0,0 +1,593 @@
+"""Unit-commitment constraints for the unit_commitment extension.
+
+Implements:
+  - cyclic previous-time map (uc_time_prev) built from model.time_next
+  - integer-domain promotion for UC variables
+  - online/started/stopped upper bounds + tightening constraints
+  - commitment transition
+  - min/max output from online units
+  - min up-time and min down-time via cyclic windows
+  - ramp-up and ramp-down constraints that account for online units and started/stopped units
+  - dynamic reserve margin constraint that accounts for online units and started/stopped units
+"""
+
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING
+
+from pyomo.environ import Constraint, NonNegativeIntegers, quicksum, value
+
+import temoa.components.utils as utils
+from temoa.components.operations import _ramp_activity_increase
+from temoa.components.time import tod_elapsed_hours
+from temoa.components.utils import available_output_base
+
+if TYPE_CHECKING:
+    from pyomo.environ import Expression
+
+    from temoa.extensions.unit_commitment.core.model import UnitCommitmentModel
+    from temoa.types import ExprLike
+    from temoa.types.core_types import Period, Region, Season, Technology, TimeOfDay, Vintage
+
+logger = logging.getLogger(__name__)
+
+
+# ---------------------------------------------------------------------------
+# Build helpers
+# ---------------------------------------------------------------------------
+
+
+def apply_integer_domains(model: UnitCommitmentModel) -> None:
+    """Set integer domain on UC variable indices where integer_flag == 1."""
+    for r, p, s, d, t, v in model.uc_indices_rpsdtv:
+        if not value(model.uc_linearized[r, t]):
+            model.v_uc_online[r, p, s, d, t, v].domain = NonNegativeIntegers
+            model.v_uc_started[r, p, s, d, t, v].domain = NonNegativeIntegers
+            model.v_uc_stopped[r, p, s, d, t, v].domain = NonNegativeIntegers
+
+
+# ---------------------------------------------------------------------------
+# Index set
+# ---------------------------------------------------------------------------
+
+
+def initialize_unit_commitment(model: UnitCommitmentModel) -> None:
+    """Initialize the unit commitment index set."""
+
+    # Override get_available_output with the UC-aware version for this run.
+    utils.available_output_function = uc_available_output
+
+    # Annual techs cant use unit commitment as their flows are not flexible
+    bad_techs = {t for _, t in model.uc_unit_capacity.sparse_keys() if t in model.tech_annual}
+    if bad_techs:
+        msg = (
+            'Unit commitment constraints cannot be applied to annual technologies as they '
+            'have no flexibility in operations: {}'
+        ).format(', '.join(sorted(bad_techs)))
+        logger.error(msg)
+        raise ValueError(msg)
+
+    # Make sure any startup parameters have a valid unit commitment process
+    startup_rt = (
+        set(model.uc_startup_cost.sparse_keys())
+        | {(r, t) for r, e, t in model.uc_startup_emissions.sparse_keys()}
+        | {(r, t) for r, i, t in model.uc_startup_input.sparse_keys()}
+    )
+    bad_rt = set(startup_rt) - set(model.uc_unit_capacity.sparse_keys())
+    if bad_rt:
+        msg = (
+            'Startup parameters provided for (region, tech) pairs not in unit_commitment: {}'
+        ).format(', '.join(f'({r}, {t})' for r, t in sorted(bad_rt)))
+        logger.error(msg)
+        raise ValueError(msg)
+
+    # Initialise the time slice back-check lists for min up/down time constraints
+    # Tells us which previous time slices' startups/shutdowns are relevant
+    epsilon = 1e-6  # To buffer float/integer interactions
+
+    # We only care about how many hours back we're looking, so why redo work?
+    hours_back = {
+        int(value(model.uc_min_down_time_hours[r, t]))
+        for (r, t) in model.uc_min_down_time_hours.sparse_keys()
+    }
+    hours_back |= {
+        int(value(model.uc_min_up_time_hours[r, t]))
+        for (r, t) in model.uc_min_up_time_hours.sparse_keys()
+    }
+
+    # Invert the time next sequence to start...
+    time_prev = {model.time_next[s, d]: (s, d) for s, d in model.time_next}
+    # Then back down the chain until the next timeslice back is irrelevant
+    for hb in hours_back:
+        for s, d in time_prev:
+            model.uc_backslices[s, d, hb] = set()
+            _s, _d = s, d
+            _hours = float(hb)
+            i = 0  # Some loop safety
+            while i + 1 < len(model.time_next):
+                s_prev, d_prev = time_prev[_s, _d]
+                if s_prev == _s and d_prev == _d:
+                    msg = (
+                        'When finding relevant past time slices for min up/downtime '
+                        'constraints, looped back to the same time slice. This would '
+                        'likely cause infeasibility and is not supported.  If the '
+                        'min up/downtime is longer than a season, try instead '
+                        'flagging the technology as production baseload "pb" and '
+                        'setting min up/down times to zero to skip the constraints. '
+                    )
+                    logger.error(msg)
+                    raise ValueError(msg)
+                elapsed = tod_elapsed_hours(model, d_prev, _d)
+                _hours -= elapsed
+                if _hours < -epsilon:
+                    break  # too far back (with some rounding buffer) so ignore
+                i += 1
+                model.uc_backslices[s, d, hb].add((s_prev, d_prev))
+                _s, _d = s_prev, d_prev
+
+
+def uc_constraint_indices(
+    model: UnitCommitmentModel,
+) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
+    """All (r, p, s, d, t, v) indices for unit commitment constraints."""
+    return {
+        (r, p, s, d, t, v)
+        for r, t in model.uc_unit_capacity.sparse_keys()
+        for p in model.time_optimize
+        for v in model.process_vintages.get((r, p, t), [])
+        for s in model.time_season
+        for d in model.time_of_day
+    }
+
+
+def capacity_constraint_indices(
+    model: UnitCommitmentModel,
+) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
+    # Non uc processes back to default capacity constraint
+    return set(model.capacity_constraint_rpsdtv - model.uc_indices_rpsdtv)
+
+
+def ramp_up_constraint_indices(
+    model: UnitCommitmentModel,
+) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
+    # Non uc processes back to default ramp up constraint
+    return set(model.ramp_up_constraint_rpsdtv - model.uc_indices_rpsdtv)
+
+
+def ramp_down_constraint_indices(
+    model: UnitCommitmentModel,
+) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
+    # Non uc processes back to default ramp down constraint
+    return set(model.ramp_down_constraint_rpsdtv - model.uc_indices_rpsdtv)
+
+
+def uc_ramp_up_constraint_indices(
+    model: UnitCommitmentModel,
+) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
+    # UC processes ramp up constraint
+    return set(model.ramp_up_constraint_rpsdtv & model.uc_indices_rpsdtv)
+
+
+def uc_ramp_down_constraint_indices(
+    model: UnitCommitmentModel,
+) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
+    # UC processes ramp down constraint
+    return set(model.ramp_down_constraint_rpsdtv & model.uc_indices_rpsdtv)
+
+
+# ---------------------------------------------------------------------------
+# Helper expressions
+# ---------------------------------------------------------------------------
+
+
+def _total_units(
+    model: UnitCommitmentModel, r: Region, p: Period, t: Technology, v: Vintage
+) -> ExprLike:
+    return model.v_capacity[r, p, t, v] / value(model.uc_unit_capacity[r, t])
+
+
+def _flow_out_sum(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> Expression:
+    """Total output energy for process (r,p,s,d,t,v): sum over inputs/outputs of v_flow_out."""
+    return quicksum(
+        model.v_flow_out[r, p, s, d, _i, t, v, _o]
+        for _i in model.process_inputs[r, p, t, v]
+        for _o in model.process_outputs_by_input[r, p, t, v, _i]
+    )
+
+
+def uc_available_output(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    Commitment-aware maximum available output for a process in a specific time slice.
+
+    For non-UC technologies, delegates to
+    :func:`~temoa.components.utils.available_output_base`.  For UC technologies,
+    online units replace installed capacity:
+
+    .. math::
+
+        \textit{available} =
+        \mathbf{UCN}_{r,p,s,d,t,v}
+        \cdot UC_{r,t}
+        \cdot \overline{f}_{r,t}
+        \cdot CF_{r,s,d,t,v}
+        \cdot C2A_{r,t}
+        \cdot SEG_{s,d}
+
+    where :math:`\overline{f}_{r,t}` is ``max_output_fraction`` and
+    :math:`CF_{r,s,d,t,v}` is taken from ``capacity_factor_process`` or
+    ``capacity_factor_tech`` as appropriate.  Offline units contribute zero.
+
+    This function is registered as :data:`~temoa.components.utils.available_output_function`
+    during model initialization when the ``unit_commitment`` extension is active,
+    so it is called transparently by :func:`~temoa.components.utils.get_available_output`
+    throughout the core model.
+    """
+    if (r, t) not in model.uc_unit_capacity:
+        return available_output_base(model, r, p, s, d, t, v)
+    base = (
+        model.capacity_to_activity[r, t]
+        * model.segment_fraction[s, d]
+        * value(model.uc_max_output_fraction[r, t])
+        * value(model.uc_unit_capacity[r, t])
+        * model.v_uc_online[r, p, s, d, t, v]
+    )
+    if model.is_capacity_factor_process[r, t, v]:
+        return base * value(model.capacity_factor_process[r, s, d, t, v])
+    else:
+        return base * value(model.capacity_factor_tech[r, s, d, t])
+
+
+# ---------------------------------------------------------------------------
+# Constraints
+# ---------------------------------------------------------------------------
+
+
+def uc_online_upper_constraint(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    Online units cannot exceed the number of available (physical) units:
+
+    .. math::
+
+        \textbf{UCN}_{r,p,s,d,t,v} \le \frac{\textbf{CAP}_{r,p,t,v}}{UC_{r,t}}
+    """
+    return model.v_uc_online[r, p, s, d, t, v] <= _total_units(model, r, p, t, v)
+
+
+def uc_started_upper_tightening_constraint(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    Tightening: cannot start more units than are currently offline.
+    Redundant but makes the integer formulation a bit more efficient.
+
+    .. math::
+
+        \textbf{UCST}_{r,p,s,d,t,v}
+        \le \frac{\textbf{CAP}_{r,p,t,v}}{UC_{r,t}}
+          - \textbf{UCN}_{r,p,s,d,t,v}
+    """
+    offline = _total_units(model, r, p, t, v) - model.v_uc_online[r, p, s, d, t, v]
+    return model.v_uc_started[r, p, s, d, t, v] <= offline
+
+
+def uc_stopped_upper_tightening_constraint(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    Tightening: cannot shutdown more units than are currently online.
+    Redundant but makes the integer formulation a bit more efficient.
+
+    .. math::
+
+        \textbf{UCSP}_{r,p,s,d,t,v}
+        \le \textbf{UCN}_{r,p,s,d,t,v}
+    """
+    return model.v_uc_stopped[r, p, s, d, t, v] <= model.v_uc_online[r, p, s, d, t, v]
+
+
+def uc_transition_constraint(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    Commitment transition: change in online units equals started minus stopped.
+    The constraint is indexed by the current slice :math:`(s,d)` and links to its
+    successor :math:`(s_{next}, d_{next})` via :code:`model.time_next`.
+
+    .. math::
+
+        \textbf{UCN}_{r,p,s_{next},d_{next},t,v} - \textbf{UCN}_{r,p,s,d,t,v}
+        = \textbf{UCST}_{r,p,s,d,t,v} - \textbf{UCSP}_{r,p,s,d,t,v}
+    """
+    s_next, d_next = model.time_next[s, d]
+    return (
+        model.v_uc_online[r, p, s_next, d_next, t, v] - model.v_uc_online[r, p, s, d, t, v]
+        == model.v_uc_started[r, p, s, d, t, v] - model.v_uc_stopped[r, p, s, d, t, v]
+    )
+
+
+def uc_min_output_constraint(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    Output must be at least min_output_fraction * unit_capacity per online unit,
+    converted to energy units via capacity_to_activity and segment_fraction.
+
+    .. math::
+
+        \sum_{i,o} \textbf{FO}_{r,p,s,d,i,t,v,o}
+        \ge \text{minFrac} \cdot UC_{r,t} \cdot C2A_{r,t} \cdot SEG_{s,d}
+            \cdot \textbf{UCN}_{r,p,s,d,t,v}
+    """
+    min_frac = value(model.uc_min_output_fraction[r, t])
+    if min_frac <= 0.0:
+        return Constraint.Skip
+
+    output = _flow_out_sum(model, r, p, s, d, t, v)
+    # We can't use the regular available output here because it includes the max_output_fraction
+    available = (
+        model.capacity_to_activity[r, t]
+        * model.segment_fraction[s, d]
+        * value(model.uc_unit_capacity[r, t])
+        * model.v_uc_online[r, p, s, d, t, v]
+    )
+    return output >= min_frac * available
+
+
+def uc_min_up_time_constraint(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    Sum of starts over a cyclic window of length min_up_time_steps ending at (s,d)
+    must not exceed online units at (s,d).
+
+    .. math::
+
+        \sum_{\tau \in W^{\text{up}}_{s,d}} \textbf{UCST}_{r,p,\tau,t,v}
+        \le \textbf{UCN}_{r,p,s,d,t,v}
+    """
+    hours_back = int(value(model.uc_min_up_time_hours[r, t]))
+    started_sum = quicksum(
+        model.v_uc_started[r, p, _s, _d, t, v] for _s, _d in model.uc_backslices[s, d, hours_back]
+    )
+    return model.v_uc_online[r, p, s, d, t, v] >= started_sum
+
+
+def uc_min_down_time_constraint(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    Sum of stops over a cyclic window of length min_down_time_steps ending at (s,d)
+    must not exceed offline units at (s,d).
+
+    .. math::
+
+        \sum_{\tau \in W^{\text{dn}}_{s,d}} \textbf{UCSP}_{r,p,\tau,t,v}
+        \le \frac{\textbf{CAP}_{r,p,t,v}}{UC_{r,t}} - \textbf{UCN}_{r,p,s,d,t,v}
+
+    .. warning::
+
+        **Floating-point precision of time-slice hours.**  The
+        :code:`min_x_time_hours` values are integers, but the hour length of
+        each time-of-day segment is stored as a float.  When walking
+        backwards through the time-slice sequence to build the look-back window
+        :math:`W^{\text{dn}}_{s,d}`, the cumulative elapsed hours are compared
+        against the integer target with a tolerance of :math:`10^{-6}` hours.
+        This buffer is intentionally tiny
+        and will not mask genuine misalignment, and means that the look-back cyclic
+        window is only correct when the segment hours are near-exact fractions
+        of the day.  If your :code:`time_of_day`: :code:`hours` or :code:`time_season`:
+        :code:`segment_fraction` data are rounded imprecisely, the window boundary may be
+        mis-classified by one time slice.
+    """
+    hours_back = int(value(model.uc_min_down_time_hours[r, t]))
+    stopped_sum = quicksum(
+        model.v_uc_stopped[r, p, _s, _d, t, v] for _s, _d in model.uc_backslices[s, d, hours_back]
+    )
+    offline = _total_units(model, r, p, t, v) - model.v_uc_online[r, p, s, d, t, v]
+    return offline >= stopped_sum
+
+
+def _rampable_activity(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+    ramp_up: bool,
+    ramp_fraction: float,
+) -> ExprLike:
+
+    unit_cap = value(model.uc_unit_capacity[r, t])
+    online = ramp_fraction * model.v_uc_online[r, p, s, d, t, v] * unit_cap
+
+    min_fraction = max(value(model.uc_min_output_fraction[r, t]), ramp_fraction)
+    startup = min_fraction * model.v_uc_started[r, p, s, d, t, v] * unit_cap
+    shutdown = min_fraction * model.v_uc_stopped[r, p, s, d, t, v] * unit_cap
+
+    capacity_ramp = (online + startup - shutdown) if ramp_up else (online + shutdown - startup)
+    return (
+        capacity_ramp
+        * value(model.capacity_to_activity[r, t])
+        / (24 * value(model.days_per_period))
+    )
+
+
+def _ramp_constraint(
+    model: UnitCommitmentModel,
+    ramp_up: bool,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    s_next, d_next = model.time_next[s, d]
+    result = _ramp_activity_increase(model, ramp_up, r, p, s, d, s_next, d_next, t, v)
+    if result is None:
+        return Constraint.Skip
+    activity_increase, ramp_fraction = result
+    rampable = _rampable_activity(model, r, p, s, d, t, v, ramp_up, ramp_fraction)
+    if ramp_up:
+        return activity_increase <= rampable
+    else:
+        return -activity_increase <= rampable
+
+
+def uc_ramp_up_constraint(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    UC-aware ramp-up constraint.  Replaces the core
+    :code:`ramp_up_constraint` for technologies that appear in both the
+    :code:`unit_commitment` and :code:`ramp_up_hourly` tables.
+
+    The ramp envelope is driven by *online units* rather than total installed
+    capacity.  Units that start during slice :math:`(s,d)` arrive part-way to
+    their maximum output, providing additional headroom; units that stop reduce
+    it:
+
+    .. math::
+       :label: uc_ramp_up
+
+        \frac{\sum_{I,O}\textbf{FO}_{r,p,s_{next},d_{next},i,t,v,o}}{H_{s_{next},d_{next}}}
+        -
+        \frac{\sum_{I,O}\textbf{FO}_{r,p,s,d,i,t,v,o}}{H_{s,d}}
+        \;\le\;
+        \left[
+            RH_{r,t} \cdot \Delta H \cdot \textbf{UCN}_{r,p,s,d,t,v}
+            + f^{\min}_{\text{eff}} \cdot \textbf{UCST}_{r,p,s,d,t,v}
+            - f^{\min}_{\text{eff}} \cdot \textbf{UCSP}_{r,p,s,d,t,v}
+        \right]
+        \cdot \frac{UC_{r,t} \cdot C2A_{r,t}}{24 \cdot DPP}
+
+    where :math:`f^{\min}_{\text{eff}} = \max(\underline{f}_{r,t},\, RH_{r,t} \cdot \Delta H)`
+    is the effective minimum output fraction for started/stopped units, and
+    :math:`\Delta H = (H_{s,d} + H_{s_{next},d_{next}}) / 2`.
+    """
+    return _ramp_constraint(
+        model=model,
+        ramp_up=True,
+        r=r,
+        p=p,
+        s=s,
+        d=d,
+        t=t,
+        v=v,
+    )
+
+
+def uc_ramp_down_constraint(
+    model: UnitCommitmentModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    t: Technology,
+    v: Vintage,
+) -> ExprLike:
+    r"""
+    UC-aware ramp-down constraint.  Replaces the core
+    :code:`ramp_down_constraint` for technologies that appear in both the
+    :code:`unit_commitment` and :code:`ramp_down_hourly` tables.
+
+    Symmetric to :func:`uc_ramp_up_constraint` with signs on
+    :math:`\textbf{UCST}` and :math:`\textbf{UCSP}` reversed: a unit that stops
+    during :math:`(s,d)` adds headroom (output falls), while a starting unit
+    reduces it:
+
+    .. math::
+       :label: uc_ramp_down
+
+        \frac{\sum_{I,O}\textbf{FO}_{r,p,s,d,i,t,v,o}}{H_{s,d}}
+        -
+        \frac{\sum_{I,O}\textbf{FO}_{r,p,s_{next},d_{next},i,t,v,o}}{H_{s_{next},d_{next}}}
+        \;\le\;
+        \left[
+            RD_{r,t} \cdot \Delta H \cdot \textbf{UCN}_{r,p,s,d,t,v}
+            + f^{\min}_{\text{eff}} \cdot \textbf{UCSP}_{r,p,s,d,t,v}
+            - f^{\min}_{\text{eff}} \cdot \textbf{UCST}_{r,p,s,d,t,v}
+        \right]
+        \cdot \frac{UC_{r,t} \cdot C2A_{r,t}}{24 \cdot DPP}
+
+    where :math:`f^{\min}_{\text{eff}} = \max(\underline{f}_{r,t},\, RD_{r,t} \cdot \Delta H)`.
+    """
+    return _ramp_constraint(
+        model=model,
+        ramp_up=False,
+        r=r,
+        p=p,
+        s=s,
+        d=d,
+        t=t,
+        v=v,
+    )
diff --git a/temoa/extensions/unit_commitment/components/startup.py b/temoa/extensions/unit_commitment/components/startup.py
new file mode 100644
index 000000000..ba7a37cae
--- /dev/null
+++ b/temoa/extensions/unit_commitment/components/startup.py
@@ -0,0 +1,158 @@
+"""Startup cost and emissions wiring for the unit_commitment extension.
+
+Responsibilities:
+  - uc_startup_rte_indices: sparse (r, t, e) set for startup emissions/cost data.
+  - uc_startup_emission_expr_rule: per-(r, p, e) Expression of startup emissions
+    (used in limit_emission_constraint).
+  - append_startup_cost_to_total_cost: BuildAction that appends discounted startup
+    cost to the objective.
+  - append_startup_emission_cost_to_total_cost: BuildAction that appends discounted
+    startup emission cost (started_units * unit_cap * emissions * cost_emission) to
+    the objective.
+"""
+
+from __future__ import annotations
+
+import logging
+from typing import TYPE_CHECKING, cast
+
+from pyomo.environ import Expression, quicksum, value
+
+from temoa.components.costs import fixed_or_variable_cost
+
+if TYPE_CHECKING:
+    from pyomo.core.base.objective import ObjectiveData
+
+    from temoa.core.model import TemoaModel
+    from temoa.extensions.unit_commitment.core.model import UnitCommitmentModel
+    from temoa.types.core_types import (
+        Commodity,
+        Period,
+        Region,
+        Season,
+        Technology,
+        TimeOfDay,
+        Vintage,
+    )
+
+logger = logging.getLogger(__name__)
+
+
+def uc_startup_emissions_rpe(model: TemoaModel, r: Region, p: Period, e: Commodity) -> Expression:
+    """
+    Startup emissions to add to limit_emission_constraint.
+    """
+    model = cast('UnitCommitmentModel', model)
+    return quicksum(
+        value(model.uc_startup_emissions[_r, _e, t])
+        * value(model.uc_unit_capacity[_r, t])
+        * model.v_uc_started[_r, p, s, d, t, v]
+        for _r, _e, t in model.uc_startup_emissions.sparse_keys()
+        if _r == r and _e == e
+        for v in model.process_vintages.get((_r, p, t), [])
+        for s in model.time_season
+        for d in model.time_of_day
+    )
+
+
+def uc_startup_input_rpc(
+    model: TemoaModel,
+    r: Region,
+    p: Period,
+    c: Commodity,
+) -> Expression:
+    """
+    Startup inputs to add to annual_commodity_balance_constraint.
+    """
+    model = cast('UnitCommitmentModel', model)
+    return quicksum(
+        uc_startup_input_rpsdc(model, r, p, s, d, c)
+        for s in model.time_season
+        for d in model.time_of_day
+    )
+
+
+def uc_startup_input_rpsdc(
+    model: TemoaModel,
+    r: Region,
+    p: Period,
+    s: Season,
+    d: TimeOfDay,
+    c: Commodity,
+) -> Expression:
+    """
+    Startup inputs to add to commodity_balance_constraint.
+    """
+    model = cast('UnitCommitmentModel', model)
+    return quicksum(
+        value(model.uc_startup_input[r, i, t])
+        * value(model.uc_unit_capacity[r, t])
+        * model.v_uc_started[r, p, s, d, t, v]
+        for _r, i, t in model.uc_startup_input.sparse_keys()
+        if _r == r and i == c
+        for v in model.process_vintages.get((_r, p, t), [])
+    )
+
+
+def uc_startup_cost_rptv(
+    model: TemoaModel,
+    r: Region,
+    p: Period,
+    t: Technology,
+    v: Vintage,
+) -> Expression:
+    model = cast('UnitCommitmentModel', model)
+    unit_cap = value(model.uc_unit_capacity[r, t])
+    startup_cost_per_cap = value(model.uc_startup_cost[r, t])
+    return quicksum(
+        unit_cap * model.v_uc_started[r, p, s, d, t, v] * startup_cost_per_cap
+        for s in model.time_season
+        for d in model.time_of_day
+    )
+
+
+def append_startup_costs(model: UnitCommitmentModel) -> None:
+    r"""
+    Append discounted startup costs and startup emission costs to the total-cost objective.
+
+    Two cost terms are added:
+
+    1. **Direct startup cost**: for each :math:`(r, t)` in :code:`uc_startup_cost`,
+       the cost per timeslice is
+       :math:`started\_units \cdot UC_{r,t} \cdot startup\_cost\_per\_capacity`,
+       discounted and summed over all periods and vintages.
+
+    2. **Startup emission cost**: for each :math:`(r, p, e)` in :code:`cost_emission`,
+       the startup emissions (from :code:`uc_startup_emissions`) are multiplied by the
+       emission cost rate, then discounted and added to the objective.
+    """
+
+    p_0 = min(model.time_optimize)
+    gdr = value(model.global_discount_rate)
+
+    startup_costs = quicksum(
+        fixed_or_variable_cost(
+            cap_or_flow=1.0,
+            cost_factor=uc_startup_cost_rptv(model, r, p, t, v),
+            cost_years=value(model.period_length[p]),
+            global_discount_rate=gdr,
+            p_0=p_0,
+            p=p,
+        )
+        for (r, t) in model.uc_startup_cost.sparse_keys()
+        for p in model.time_optimize
+        for v in model.process_vintages.get((r, p, t), [])
+    )
+    startup_costs += quicksum(
+        fixed_or_variable_cost(
+            cap_or_flow=1.0,
+            cost_factor=(model.cost_emission[r, p, e] * uc_startup_emissions_rpe(model, r, p, e)),
+            cost_years=value(model.period_length[p]),
+            global_discount_rate=gdr,
+            p_0=p_0,
+            p=p,
+        )
+        for (r, p, e) in model.cost_emission
+    )
+
+    model.total_cost.set_value(cast('ObjectiveData', model.total_cost).expr + startup_costs)
diff --git a/temoa/extensions/unit_commitment/core/__init__.py b/temoa/extensions/unit_commitment/core/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/temoa/extensions/unit_commitment/core/data_puller.py b/temoa/extensions/unit_commitment/core/data_puller.py
new file mode 100644
index 000000000..1f16d24a6
--- /dev/null
+++ b/temoa/extensions/unit_commitment/core/data_puller.py
@@ -0,0 +1,204 @@
+from __future__ import annotations
+
+import logging
+import sqlite3
+from typing import TYPE_CHECKING, NamedTuple, cast
+
+from pyomo.environ import quicksum, value
+
+from temoa._internal.exchange_tech_cost_ledger import CostType, ExchangeTechCostLedger
+from temoa.components import costs
+from temoa.extensions.unit_commitment.components import startup
+from temoa.types.model_types import EI, FI, FlowType
+
+if TYPE_CHECKING:
+    from temoa._internal.table_writer import TableWriter
+    from temoa.core.model import TemoaModel
+    from temoa.extensions.unit_commitment.core.model import UnitCommitmentModel
+    from temoa.types import Commodity, Period, Region, Season, Technology, TimeOfDay, Vintage
+
+logger = logging.getLogger(__name__)
+
+
+class UCI(NamedTuple):
+    """Unit Commitment Index"""
+
+    r: Region
+    p: Period
+    s: Season
+    d: TimeOfDay
+    t: Technology
+    v: Vintage
+
+
+def poll_commitment_results(model: TemoaModel) -> dict[UCI, tuple[float, float, float]]:
+    """
+    Poll the start, stop, and online capacity for all unit commitment process,
+    periods, and time slices, and add them to the output_unit_commitment table.
+    """
+    model = cast('UnitCommitmentModel', model)
+
+    results: dict[UCI, tuple[float, float, float]] = {}
+    for r, p, s, d, t, v in model.uc_indices_rpsdtv:
+        unit_cap = value(model.uc_unit_capacity[r, t])
+
+        online = unit_cap * value(model.v_uc_online[r, p, s, d, t, v])
+        started = unit_cap * value(model.v_uc_started[r, p, s, d, t, v])
+        stopped = unit_cap * value(model.v_uc_stopped[r, p, s, d, t, v])
+
+        if online > 0 or started > 0 or stopped > 0:
+            results[UCI(r, p, s, d, t, v)] = (online, started, stopped)
+    return results
+
+
+def write_uc_results(
+    model: TemoaModel, writer: TableWriter, iteration: int | None, epsilon: float = 1e-5
+) -> None:
+    if writer.tech_sectors is None:
+        raise RuntimeError('Missing tech_sectors')
+
+    results = poll_commitment_results(model)
+    scenario = writer._get_scenario_name(iteration)
+    unit_prop = writer.unit_propagator
+    records = []
+
+    for uci, (online, started, stopped) in results.items():
+        if all(abs(v) < epsilon for v in (online, started, stopped)):
+            continue
+        row = {
+            'scenario': scenario,
+            'region': uci.r,
+            'sector': writer.tech_sectors.get(uci.t),
+            'period': uci.p,
+            'season': uci.s,
+            'tod': uci.d,
+            'tech': uci.t,
+            'vintage': uci.v,
+            'online_cap': online,
+            'start_cap': started,
+            'stop_cap': stopped,
+            'units': unit_prop.get_capacity_units(uci.t) if unit_prop else None,
+        }
+        records.append(row)
+    try:
+        writer.connection.execute(
+            'DELETE FROM output_unit_commitment WHERE scenario == ?', (scenario,)
+        )
+    except sqlite3.OperationalError:
+        pass
+
+    writer._bulk_insert('output_unit_commitment', records)
+    writer.connection.commit()
+
+
+def poll_startup_input_results(
+    model: TemoaModel, res: dict[FI, dict[FlowType, float]], epsilon: float = 1e-5
+) -> None:
+    """
+    Poll the emissions for all unit commitment processes in the planning horizon
+    and add them to the cost entries for the model.
+    """
+    model = cast('UnitCommitmentModel', model)
+
+    keys = {
+        FI(r, p, s, d, i, t, v, cast('Commodity', None))
+        for r, i, t in model.uc_startup_input.sparse_keys()
+        for p in model.time_optimize
+        for v in model.process_vintages.get((r, p, t), [])
+        for s in model.time_season
+        for d in model.time_of_day
+    }
+    for fi in keys:
+        flow = (
+            value(model.uc_startup_input[fi.r, fi.i, fi.t])
+            * value(model.uc_unit_capacity[fi.r, fi.t])
+            * value(model.v_uc_started[fi.r, fi.p, fi.s, fi.d, fi.t, fi.v])
+        )
+        if abs(flow) < epsilon:
+            continue
+        res[fi][FlowType.IN] = flow
+
+
+def poll_emission_results(model: TemoaModel, flows: dict[EI, float]) -> None:
+    """
+    Poll the emissions for all unit commitment processes in the planning horizon
+    and add them to the cost entries for the model.
+    """
+    model = cast('UnitCommitmentModel', model)
+
+    keys = {
+        EI(r, p, t, v, e)
+        for r, e, t in model.uc_startup_emissions.sparse_keys()
+        for p in model.time_optimize
+        for v in model.process_vintages.get((r, p, t), [])
+    }
+    for ei in keys:
+        unit_cap = value(model.uc_unit_capacity[ei.r, ei.t])
+        emis_per_cap = value(model.uc_startup_emissions[ei.r, ei.e, ei.t])
+        emis = quicksum(
+            value(model.v_uc_started[ei.r, ei.p, s, d, ei.t, ei.v]) * unit_cap * emis_per_cap
+            for s in model.time_season
+            for d in model.time_of_day
+        )
+        flows[ei] += float(emis)
+
+
+# --- Poll unit commitment results ---
+def poll_startup_cost_results(
+    model: TemoaModel,
+    exchange_costs: ExchangeTechCostLedger,
+    entries: dict[tuple[Region, Period, Technology, Vintage], dict[CostType, float]],
+    p_0: Period,
+    epsilon: float,
+) -> None:
+    """
+    Poll the startup costs for all unit commitment processes in the planning horizon
+    and add them to the cost entries for the model.
+    """
+    model = cast('UnitCommitmentModel', model)
+
+    global_discount_rate = value(model.global_discount_rate)
+
+    keys = {
+        (r, p, t, v)
+        for r, t in model.uc_startup_cost.sparse_keys()
+        for p in model.time_optimize
+        for v in model.process_vintages.get((r, p, t), [])
+    }
+    for r, p, t, v in keys:
+        cost = float(value(startup.uc_startup_cost_rptv(model, r, p, t, v)))
+        if abs(cost) < epsilon:
+            continue
+
+        ud_variable = float(cost * value(model.period_length[p]))
+        d_variable = costs.fixed_or_variable_cost(
+            cap_or_flow=1.0,
+            cost_factor=cost,
+            cost_years=value(model.period_length[p]),
+            global_discount_rate=global_discount_rate,
+            p_0=float(p_0),
+            p=p,
+        )
+        d_variable = float(value(d_variable))
+
+        if '-' in r:
+            exchange_costs.add_cost_record(
+                r,
+                period=p,
+                tech=t,
+                vintage=v,
+                cost=d_variable,
+                cost_type=CostType.D_VARIABLE,
+            )
+            exchange_costs.add_cost_record(
+                r,
+                period=p,
+                tech=t,
+                vintage=v,
+                cost=ud_variable,
+                cost_type=CostType.VARIABLE,
+            )
+        else:
+            entry = entries[r, p, t, v]
+            entry[CostType.D_VARIABLE] = entry.get(CostType.D_VARIABLE, 0.0) + d_variable
+            entry[CostType.VARIABLE] = entry.get(CostType.VARIABLE, 0.0) + ud_variable
diff --git a/temoa/extensions/unit_commitment/core/model.py b/temoa/extensions/unit_commitment/core/model.py
new file mode 100644
index 000000000..0fe4c5bcf
--- /dev/null
+++ b/temoa/extensions/unit_commitment/core/model.py
@@ -0,0 +1,173 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, cast
+
+from pyomo.environ import (
+    Binary,
+    BuildAction,
+    Constraint,
+    Integers,
+    NonNegativeReals,
+    Param,
+    PositiveReals,
+    Set,
+    Var,
+)
+
+from temoa.components import operations
+from temoa.extensions.unit_commitment.components import commitment, startup
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+    from temoa.types.core_types import Season, TimeOfDay
+
+    class UnitCommitmentModel(TemoaModel):
+        """TemoaModel extended with unit-commitment components for type hinting/checking."""
+
+        # --- Instantiation helpers ---
+        uc_backslices: dict[tuple[Season, TimeOfDay, int], set[tuple[Season, TimeOfDay]]]
+
+        # --- UC process parameters (indexed by region, tech) ---
+        uc_unit_capacity: Param
+        uc_min_output_fraction: Param
+        uc_max_output_fraction: Param
+        uc_min_up_time_hours: Param
+        uc_min_down_time_hours: Param
+        uc_linearized: Param
+
+        # --- Startup parameters (indexed by region, tech, emission_commodity) ---
+        uc_startup_cost: Param
+        uc_startup_emissions: Param
+        uc_startup_input: Param
+
+        # --- Index sets ---
+        uc_indices_rpsdtv: Set  # all (r,p,s,d,t,v) subject to UC
+        default_capacity_constraint_rpsdtv: Set
+        default_ramp_up_constraint_rpsdtv: Set
+        default_ramp_down_constraint_rpsdtv: Set
+        uc_ramp_up_constraint_rpsdtv: Set
+        uc_ramp_down_constraint_rpsdtv: Set
+
+        # --- Build actions ---
+        uc_initialise: BuildAction
+        uc_apply_integer_domains: BuildAction
+        uc_append_startup_costs: BuildAction
+
+        # --- Decision variables ---
+        v_uc_online: Var
+        v_uc_started: Var
+        v_uc_stopped: Var
+
+        # --- Constraints ---
+        uc_online_upper_constraint: Constraint
+        uc_min_output_constraint: Constraint
+        uc_max_output_constraint: Constraint
+        uc_started_upper_tightening_constraint: Constraint
+        uc_stopped_upper_tightening_constraint: Constraint
+        uc_transition_constraint: Constraint
+        uc_min_up_time_constraint: Constraint
+        uc_min_down_time_constraint: Constraint
+        uc_ramp_up_constraint: Constraint
+        uc_ramp_down_constraint: Constraint
+
+
+def register_early_components(model: TemoaModel) -> None:
+    """Attach unit-commitment components to the core Temoa model."""
+    m = cast('UnitCommitmentModel', model)
+
+    # Instantiation helpers
+    m.uc_backslices = {}
+
+    # Params
+    m.uc_unit_capacity = Param(m.regions, m.tech_with_capacity, domain=PositiveReals)
+    m.uc_min_output_fraction = Param(
+        m.regions, m.tech_with_capacity, domain=NonNegativeReals, default=0.0
+    )
+    m.uc_max_output_fraction = Param(
+        m.regions, m.tech_with_capacity, domain=NonNegativeReals, default=1.0
+    )
+    m.uc_min_up_time_hours = Param(m.regions, m.tech_with_capacity, domain=Integers, default=0)
+    m.uc_min_down_time_hours = Param(m.regions, m.tech_with_capacity, domain=Integers, default=0)
+    m.uc_linearized = Param(m.regions, m.tech_with_capacity, domain=Binary, default=0)
+
+    # Startup params
+    m.uc_startup_cost = Param(m.regions, m.tech_with_capacity, domain=PositiveReals)
+    m.uc_startup_emissions = Param(
+        m.regions, m.commodity_emissions, m.tech_with_capacity, domain=PositiveReals
+    )
+    m.uc_startup_input = Param(
+        m.regions, m.commodity_physical, m.tech_with_capacity, domain=PositiveReals
+    )
+
+    # Index sets
+    m.uc_indices_rpsdtv = Set(dimen=6, initialize=commitment.uc_constraint_indices)
+
+    # BuildAction to initialise
+    m.uc_initialise = BuildAction(rule=commitment.initialize_unit_commitment)
+
+    # Decision variables
+    m.v_uc_online = Var(m.uc_indices_rpsdtv, domain=NonNegativeReals, initialize=0)
+    m.v_uc_started = Var(m.uc_indices_rpsdtv, domain=NonNegativeReals, initialize=0)
+    m.v_uc_stopped = Var(m.uc_indices_rpsdtv, domain=NonNegativeReals, initialize=0)
+
+    # BuildAction to upgrade domains to integers where flag is set
+    m.uc_apply_integer_domains = BuildAction(rule=commitment.apply_integer_domains)
+
+
+def register_model_components(model: TemoaModel) -> None:
+    """Attach unit-commitment components to the core Temoa model."""
+    m = cast('UnitCommitmentModel', model)
+
+    # We intercepted these earlier. Split them by unit commitment vs default
+    m.default_ramp_up_constraint_rpsdtv = Set(
+        dimen=6, initialize=commitment.ramp_up_constraint_indices
+    )
+    m.default_ramp_down_constraint_rpsdtv = Set(
+        dimen=6, initialize=commitment.ramp_down_constraint_indices
+    )
+    m.uc_ramp_up_constraint_rpsdtv = Set(
+        dimen=6, initialize=commitment.uc_ramp_up_constraint_indices
+    )
+    m.uc_ramp_down_constraint_rpsdtv = Set(
+        dimen=6, initialize=commitment.uc_ramp_down_constraint_indices
+    )
+
+    # Rebuild default constraints we intercepted
+    m.ramp_up_constraint = Constraint(
+        m.default_ramp_up_constraint_rpsdtv, rule=operations.ramp_up_constraint
+    )
+    m.ramp_down_constraint = Constraint(
+        m.default_ramp_down_constraint_rpsdtv, rule=operations.ramp_down_constraint
+    )
+
+    # Constraints
+    m.uc_online_upper_constraint = Constraint(
+        m.uc_indices_rpsdtv, rule=commitment.uc_online_upper_constraint
+    )
+    m.uc_started_upper_tightening_constraint = Constraint(
+        m.uc_indices_rpsdtv, rule=commitment.uc_started_upper_tightening_constraint
+    )
+    m.uc_stopped_upper_tightening_constraint = Constraint(
+        m.uc_indices_rpsdtv, rule=commitment.uc_stopped_upper_tightening_constraint
+    )
+    m.uc_transition_constraint = Constraint(
+        m.uc_indices_rpsdtv, rule=commitment.uc_transition_constraint
+    )
+    m.uc_min_output_constraint = Constraint(
+        m.uc_indices_rpsdtv, rule=commitment.uc_min_output_constraint
+    )
+    m.uc_min_up_time_constraint = Constraint(
+        m.uc_indices_rpsdtv, rule=commitment.uc_min_up_time_constraint
+    )
+    m.uc_min_down_time_constraint = Constraint(
+        m.uc_indices_rpsdtv, rule=commitment.uc_min_down_time_constraint
+    )
+    m.uc_ramp_up_constraint = Constraint(
+        m.uc_ramp_up_constraint_rpsdtv, rule=commitment.uc_ramp_up_constraint
+    )
+    m.uc_ramp_down_constraint = Constraint(
+        m.uc_ramp_down_constraint_rpsdtv, rule=commitment.uc_ramp_down_constraint
+    )
+
+    # Startup costs to objective function
+    m.uc_append_startup_costs = BuildAction(rule=startup.append_startup_costs)
diff --git a/temoa/extensions/unit_commitment/data_manifest.py b/temoa/extensions/unit_commitment/data_manifest.py
new file mode 100644
index 000000000..e4aafb624
--- /dev/null
+++ b/temoa/extensions/unit_commitment/data_manifest.py
@@ -0,0 +1,79 @@
+from __future__ import annotations
+
+from typing import TYPE_CHECKING, Any, cast
+
+from temoa.data_io.loader_manifest import LoadItem
+
+if TYPE_CHECKING:
+    from temoa.core.model import TemoaModel
+    from temoa.extensions.unit_commitment.core.model import UnitCommitmentModel
+
+
+def build_manifest_items(model: TemoaModel) -> list[LoadItem]:
+    m = cast('UnitCommitmentModel', model)
+    uc: dict[str, Any] = {
+        'table': 'unit_commitment',
+        'validator_name': 'viable_rt',
+        'validation_map': (0, 1),
+        'is_table_required': False,
+        'is_period_filtered': False,
+    }
+    return [
+        LoadItem(
+            component=m.uc_unit_capacity,
+            columns=['region', 'tech', 'unit_capacity'],
+            **uc,
+        ),
+        LoadItem(
+            component=m.uc_min_output_fraction,
+            columns=['region', 'tech', 'min_output_fraction'],
+            **uc,
+        ),
+        LoadItem(
+            component=m.uc_max_output_fraction,
+            columns=['region', 'tech', 'max_output_fraction'],
+            **uc,
+        ),
+        LoadItem(
+            component=m.uc_min_up_time_hours,
+            columns=['region', 'tech', 'min_up_time_hours'],
+            **uc,
+        ),
+        LoadItem(
+            component=m.uc_min_down_time_hours,
+            columns=['region', 'tech', 'min_down_time_hours'],
+            **uc,
+        ),
+        LoadItem(
+            component=m.uc_linearized,
+            columns=['region', 'tech', 'linearized'],
+            **uc,
+        ),
+        LoadItem(
+            component=m.uc_startup_cost,
+            table='unit_commitment_startup_cost',
+            columns=['region', 'tech', 'cost_per_cap'],
+            is_period_filtered=False,
+            is_table_required=False,
+            validator_name='viable_rt',
+            validation_map=(0, 1),
+        ),
+        LoadItem(
+            component=m.uc_startup_emissions,
+            table='unit_commitment_startup_emissions',
+            columns=['region', 'emis_comm', 'tech', 'emis_per_cap'],
+            is_period_filtered=False,
+            is_table_required=False,
+            validator_name='viable_rt',
+            validation_map=(0, 2),
+        ),
+        LoadItem(
+            component=m.uc_startup_input,
+            table='unit_commitment_startup_input',
+            columns=['region', 'input_comm', 'tech', 'input_per_cap'],
+            is_period_filtered=False,
+            is_table_required=False,
+            validator_name='viable_rt',
+            validation_map=(0, 2),
+        ),
+    ]
diff --git a/temoa/extensions/unit_commitment/extension.py b/temoa/extensions/unit_commitment/extension.py
new file mode 100644
index 000000000..5fbb92f2c
--- /dev/null
+++ b/temoa/extensions/unit_commitment/extension.py
@@ -0,0 +1,23 @@
+from __future__ import annotations
+
+from pathlib import Path
+
+from temoa.extensions.framework import ExtensionSpec
+from temoa.extensions.unit_commitment.core.model import register_model_components
+from temoa.extensions.unit_commitment.data_manifest import build_manifest_items
+
+UNIT_COMMITMENT_EXTENSION = ExtensionSpec(
+    extension_id='unit_commitment',
+    owned_tables=(
+        'unit_commitment',
+        'unit_commitment_startup_cost',
+        'unit_commitment_startup_emissions',
+        'unit_commitment_startup_input',
+        'output_unit_commitment',
+    ),
+    regional_group_tables={},
+    register_model_components=register_model_components,
+    build_manifest_items=build_manifest_items,
+    schema_sql_path=str(Path(__file__).parent / 'tables.sql'),
+    fail_if_tables_populated_when_disabled=True,
+)
diff --git a/temoa/extensions/unit_commitment/tables.sql b/temoa/extensions/unit_commitment/tables.sql
new file mode 100644
index 000000000..41ca48662
--- /dev/null
+++ b/temoa/extensions/unit_commitment/tables.sql
@@ -0,0 +1,68 @@
+CREATE TABLE IF NOT EXISTS unit_commitment
+(
+    region               TEXT    NOT NULL,
+    tech                 TEXT    NOT NULL,
+    unit_capacity        REAL    NOT NULL,
+    min_output_fraction  REAL    NOT NULL DEFAULT 0.0,
+    max_output_fraction  REAL    NOT NULL DEFAULT 1.0,
+    min_up_time_hours    INTEGER NOT NULL DEFAULT 0,
+    min_down_time_hours  INTEGER NOT NULL DEFAULT 0,
+    linearized           INTEGER NOT NULL DEFAULT 0,
+    units                TEXT,
+    notes                TEXT,
+    CHECK (unit_capacity > 0),
+    CHECK (0 <= min_output_fraction AND min_output_fraction <= 1),
+    CHECK (0 < max_output_fraction AND max_output_fraction <= 1),
+    CHECK (min_up_time_hours >= 0),
+    CHECK (min_down_time_hours >= 0),
+    CHECK (linearized IN (0, 1)),
+    PRIMARY KEY (region, tech)
+);
+CREATE TABLE IF NOT EXISTS unit_commitment_startup_cost
+(
+    region                          TEXT NOT NULL,
+    tech                            TEXT NOT NULL,
+    cost_per_cap                    REAL NOT NULL DEFAULT 0.0,
+    units                           TEXT,
+    notes                           TEXT,
+    CHECK (cost_per_cap > 0),
+    PRIMARY KEY (region, tech)
+);
+CREATE TABLE IF NOT EXISTS unit_commitment_startup_emissions
+(
+    region                          TEXT NOT NULL,
+    emis_comm                       TEXT NOT NULL DEFAULT '',
+    tech                            TEXT NOT NULL,
+    emis_per_cap                    REAL NOT NULL DEFAULT 0.0,
+    units                           TEXT,
+    notes                           TEXT,
+    CHECK (emis_per_cap > 0),
+    PRIMARY KEY (region, emis_comm, tech)
+);
+CREATE TABLE IF NOT EXISTS unit_commitment_startup_input
+(
+    region                          TEXT NOT NULL,
+    input_comm                      TEXT NOT NULL DEFAULT '',
+    tech                            TEXT NOT NULL,
+    input_per_cap                   REAL NOT NULL DEFAULT 0.0,
+    units                           TEXT,
+    notes                           TEXT,
+    CHECK (input_per_cap > 0),
+    PRIMARY KEY (region, input_comm, tech)
+);
+CREATE TABLE IF NOT EXISTS output_unit_commitment
+(
+    scenario                        TEXT NOT NULL,
+    region                          TEXT NOT NULL,
+    sector                          TEXT NOT NULL,
+    period                          INTEGER NOT NULL,
+    season                          TEXT NOT NULL,
+    tod                             TEXT NOT NULL,
+    tech                            TEXT NOT NULL,
+    vintage                         INTEGER NOT NULL,
+    online_cap                      REAL,
+    start_cap                       REAL,
+    stop_cap                        REAL,
+    units                           TEXT,
+    PRIMARY KEY (scenario, region, sector, period, season, tod, tech, vintage)
+);

From b46be76cdcf0ec117bd9a9354a641db88e083786 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 22 Jul 2026 11:18:28 -0400
Subject: [PATCH 41/56] Add a test for unit_commitment

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 tests/conftest.py                           |   6 +
 tests/test_full_runs.py                     |  45 ++++++++
 tests/testing_configs/config_test_week.toml |  23 ++++
 tests/testing_data/test_week.sql            | 119 ++++++++++++++++++++
 4 files changed, 193 insertions(+)
 create mode 100644 tests/testing_configs/config_test_week.toml
 create mode 100644 tests/testing_data/test_week.sql

diff --git a/tests/conftest.py b/tests/conftest.py
index 5714aa84e..199c7813c 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -103,6 +103,7 @@ def refresh_databases() -> None:
         ('materials.sql', 'materials.sqlite'),
         ('simple_linked_tech.sql', 'simple_linked_tech.sqlite'),
         ('storageville.sql', 'storageville.sqlite'),
+        ('test_week.sql', 'test_week.sqlite'),
         (None, 'utopia_stochastic.sqlite'),
     ]
 
@@ -221,6 +222,11 @@ def system_test_run(
     if myopic_overrides is not None:
         config.myopic_inputs = {**(config.myopic_inputs or {}), **myopic_overrides}
 
+    # Allow parametrized tests to override myopic settings per case.
+    time_sequencing_override = request.param.get('time_sequencing')
+    if time_sequencing_override is not None:
+        config.time_sequencing = time_sequencing_override
+
     sequencer = TemoaSequencer(config=config)
 
     sequencer.start()
diff --git a/tests/test_full_runs.py b/tests/test_full_runs.py
index 74a8e960d..5e572ef68 100644
--- a/tests/test_full_runs.py
+++ b/tests/test_full_runs.py
@@ -50,6 +50,12 @@ class MyopicStressCase(TypedDict):
     myopic: MyopicSettings
 
 
+class TimeSequenceCase(TypedDict):
+    name: str
+    filename: str
+    time_sequencing: str
+
+
 myopic_stress_tests: list[MyopicStressCase] = [
     {
         'name': (
@@ -69,6 +75,16 @@ class MyopicStressCase(TypedDict):
 ]
 
 
+time_sequence_tests: list[TimeSequenceCase] = [
+    {
+        'name': (f'test_week | {time_sequencing}'),
+        'filename': 'config_test_week.toml',
+        'time_sequencing': time_sequencing,
+    }
+    for time_sequencing in ['consecutive_days', 'representative_periods', 'seasonal_timeslices']
+]
+
+
 @pytest.mark.parametrize(
     'system_test_run',
     argvalues=legacy_config_files,
@@ -209,6 +225,35 @@ def test_myopic_stress_tests(
         )
 
 
+@pytest.mark.parametrize(
+    'system_test_run',
+    argvalues=time_sequence_tests,
+    indirect=True,
+    ids=[d['name'] for d in time_sequence_tests],
+)
+def test_time_sequence_tests(
+    system_test_run: tuple[str, SolverResults | None, TemoaModel | None, TemoaSequencer],
+) -> None:
+    _, _, _, sequencer = system_test_run
+    import contextlib
+
+    objectives = {
+        'consecutive_days': 1445.875735,
+        'representative_periods': 1467.912766,
+        'seasonal_timeslices': 1467.912766,
+    }
+    time_sequencing = str(sequencer.config.time_sequencing)
+    expected_obj = objectives[time_sequencing]
+
+    with contextlib.closing(sqlite3.connect(sequencer.config.output_database)) as con:
+        cur = con.cursor()
+        res = cur.execute('SELECT SUM(total_system_cost) FROM main.output_objective').fetchone()
+        obj = res[0]
+        assert obj == pytest.approx(expected_obj, abs=0.00001), (
+            'objective function value did not match expected for time sequencing test'
+        )
+
+
 @pytest.mark.parametrize(
     'system_test_run',
     argvalues=stochastic_files,
diff --git a/tests/testing_configs/config_test_week.toml b/tests/testing_configs/config_test_week.toml
new file mode 100644
index 000000000..484272eae
--- /dev/null
+++ b/tests/testing_configs/config_test_week.toml
@@ -0,0 +1,23 @@
+scenario = "test_week"
+scenario_mode = "perfect_foresight"
+extensions= ["unit_commitment"]
+input_database = "tests/testing_outputs/test_week.sqlite"
+output_database = "tests/testing_outputs/test_week.sqlite"
+neos = false
+solver_name = "appsi_highs"
+save_excel = false
+save_duals = false
+save_lp_file = false
+days_per_period = 7
+reserve_margin = "static"
+
+[MGA]
+slack = 0.1
+iterations = 4
+weight = "integer"
+
+[myopic]
+view_depth = 1
+step_size = 1
+evolving = false
+evolution_script = ''
diff --git a/tests/testing_data/test_week.sql b/tests/testing_data/test_week.sql
new file mode 100644
index 000000000..a0384dc26
--- /dev/null
+++ b/tests/testing_data/test_week.sql
@@ -0,0 +1,119 @@
+REPLACE INTO metadata VALUES('DB_MAJOR',4,'DB major version number');
+REPLACE INTO metadata VALUES('DB_MINOR',0,'DB minor version number');
+REPLACE INTO metadata_real VALUES('global_discount_rate',0.05000000000000000277,'Discount Rate for future costs');
+REPLACE INTO metadata_real VALUES('default_loan_rate',0.05000000000000000277,'Default Loan Rate if not specified in LoanRate table');
+REPLACE INTO sector_label VALUES('energy',NULL);
+REPLACE INTO capacity_factor_tech VALUES('region','d01','h01','uc_cheap',0.0,NULL);
+REPLACE INTO capacity_factor_tech VALUES('region','d02','h12','uc_cheap',0.0,NULL);
+REPLACE INTO capacity_factor_tech VALUES('region','d03','h20','uc_cheap',0.0,NULL);
+REPLACE INTO capacity_factor_tech VALUES('region','d04','h24','uc_cheap',0.0,NULL);
+REPLACE INTO capacity_factor_tech VALUES('region','d05','h01','uc_cheap',0.0,NULL);
+REPLACE INTO capacity_factor_tech VALUES('region','d06','h22','uc_cheap',0.0,NULL);
+REPLACE INTO capacity_factor_tech VALUES('region','d05','h16','uc_expensive',0.0,NULL);
+REPLACE INTO capacity_factor_tech VALUES('region','d01','h16','uc_expensive',0.0,NULL);
+REPLACE INTO capacity_to_activity VALUES('region','uc_cheap',168.0,NULL,NULL);
+REPLACE INTO capacity_to_activity VALUES('region','uc_expensive',168.0,NULL,NULL);
+REPLACE INTO commodity VALUES('source','s',NULL,NULL);
+REPLACE INTO commodity VALUES('demand','d',NULL,NULL);
+REPLACE INTO commodity VALUES('co2','e',NULL,NULL);
+REPLACE INTO commodity VALUES('dummy','p',NULL,NULL);
+REPLACE INTO commodity_type VALUES('s','source commodity');
+REPLACE INTO commodity_type VALUES('a','annual commodity');
+REPLACE INTO commodity_type VALUES('p','physical commodity');
+REPLACE INTO commodity_type VALUES('d','demand commodity');
+REPLACE INTO commodity_type VALUES('e','emissions commodity');
+REPLACE INTO commodity_type VALUES('w','waste commodity');
+REPLACE INTO commodity_type VALUES('wa','waste annual commodity');
+REPLACE INTO commodity_type VALUES('wp','waste physical commodity');
+REPLACE INTO cost_emission VALUES('region',0,'co2',1.0,'$/kt',NULL);
+REPLACE INTO cost_fixed VALUES('region',0,'uc_cheap',0,8.0,'$/MWy',NULL);
+REPLACE INTO cost_fixed VALUES('region',0,'uc_expensive',0,10.0,'$/MWy',NULL);
+REPLACE INTO cost_invest VALUES('region','uc_cheap',0,8.0,'$/MW',NULL);
+REPLACE INTO cost_invest VALUES('region','uc_expensive',0,10.0,'$/MW',NULL);
+REPLACE INTO cost_invest VALUES('region','daily_storage',0,5.0,'$/MW',NULL);
+REPLACE INTO cost_invest VALUES('region','seasonal_storage',0,5.0,'$/MW',NULL);
+REPLACE INTO cost_variable VALUES('region',0,'uc_cheap',0,8.0,'$/MWh',NULL);
+REPLACE INTO cost_variable VALUES('region',0,'uc_expensive',0,10.0,'$/MWh',NULL);
+REPLACE INTO demand VALUES('region',0,'demand',168.0,'MWh',NULL);
+REPLACE INTO efficiency VALUES('region','source','uc_cheap',0,'dummy',1.0,'MW/MW',NULL);
+REPLACE INTO efficiency VALUES('region','source','uc_expensive',0,'dummy',1.0,'MW/MW',NULL);
+REPLACE INTO efficiency VALUES('region','dummy','demand_sink',0,'demand',1.0,'MW/MW',NULL);
+REPLACE INTO efficiency VALUES('region','dummy','daily_storage',0,'dummy',1.0,'MW/MW',NULL);
+REPLACE INTO efficiency VALUES('region','dummy','seasonal_storage',0,'dummy',1.0,'MW/MW',NULL);
+REPLACE INTO lifetime_tech VALUES('region','uc_cheap',1.0,NULL,NULL);
+REPLACE INTO lifetime_tech VALUES('region','uc_expensive',1.0,NULL,NULL);
+REPLACE INTO operator VALUES('e','equal to');
+REPLACE INTO operator VALUES('le','less than or equal to');
+REPLACE INTO operator VALUES('ge','greater than or equal to');
+REPLACE INTO limit_activity VALUES('region',0,'uc_expensive','ge',10.0,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',0,'uc_cheap','ge',10.0,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',0,'daily_storage','ge',10.0,NULL,NULL);
+REPLACE INTO limit_activity VALUES('region',0,'seasonal_storage','ge',10.0,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',0,'uc_cheap','le',1.0,NULL,NULL);
+REPLACE INTO limit_capacity VALUES('region',0,'uc_expensive','le',2.0,NULL,NULL);
+REPLACE INTO limit_emission VALUES('global',0,'co2','le',100.0,NULL,NULL);
+REPLACE INTO ramp_down_hourly VALUES('region','uc_expensive',0.5,NULL);
+REPLACE INTO ramp_down_hourly VALUES('region','uc_cheap',0.5,NULL);
+REPLACE INTO ramp_up_hourly VALUES('region','uc_expensive',0.5,NULL);
+REPLACE INTO ramp_up_hourly VALUES('region','uc_cheap',0.5,NULL);
+REPLACE INTO ramp_up_hourly VALUES('region','seasonal_storage',0.5,NULL);
+REPLACE INTO ramp_up_hourly VALUES('region','daily_storage',0.5,NULL);
+REPLACE INTO region VALUES('region',NULL);REPLACE INTO storage_duration VALUES('region','daily_storage',1.0,NULL);
+REPLACE INTO storage_duration VALUES('region','seasonal_storage',1.0,NULL);
+REPLACE INTO technology_type VALUES('p','production technology');
+REPLACE INTO technology_type VALUES('pb','baseload production technology');
+REPLACE INTO technology_type VALUES('ps','storage production technology');
+REPLACE INTO time_of_day VALUES(1,'h01',1.0,NULL);
+REPLACE INTO time_of_day VALUES(2,'h02',1.0,NULL);
+REPLACE INTO time_of_day VALUES(3,'h03',1.0,NULL);
+REPLACE INTO time_of_day VALUES(4,'h04',1.0,NULL);
+REPLACE INTO time_of_day VALUES(5,'h05',1.0,NULL);
+REPLACE INTO time_of_day VALUES(6,'h06',1.0,NULL);
+REPLACE INTO time_of_day VALUES(7,'h07',1.0,NULL);
+REPLACE INTO time_of_day VALUES(8,'h08',1.0,NULL);
+REPLACE INTO time_of_day VALUES(9,'h09',1.0,NULL);
+REPLACE INTO time_of_day VALUES(10,'h10',1.0,NULL);
+REPLACE INTO time_of_day VALUES(11,'h11',1.0,NULL);
+REPLACE INTO time_of_day VALUES(12,'h12',1.0,NULL);
+REPLACE INTO time_of_day VALUES(13,'h13',1.0,NULL);
+REPLACE INTO time_of_day VALUES(14,'h14',1.0,NULL);
+REPLACE INTO time_of_day VALUES(15,'h15',1.0,NULL);
+REPLACE INTO time_of_day VALUES(16,'h16',1.0,NULL);
+REPLACE INTO time_of_day VALUES(17,'h17',1.0,NULL);
+REPLACE INTO time_of_day VALUES(18,'h18',1.0,NULL);
+REPLACE INTO time_of_day VALUES(19,'h19',1.0,NULL);
+REPLACE INTO time_of_day VALUES(20,'h20',1.0,NULL);
+REPLACE INTO time_of_day VALUES(21,'h21',1.0,NULL);
+REPLACE INTO time_of_day VALUES(22,'h22',1.0,NULL);
+REPLACE INTO time_of_day VALUES(23,'h23',1.0,NULL);
+REPLACE INTO time_of_day VALUES(24,'h24',1.0,NULL);
+REPLACE INTO time_period VALUES(0,0,'f');
+REPLACE INTO time_period VALUES(1,1,'f');
+REPLACE INTO time_period_type VALUES('e','existing vintages');
+REPLACE INTO time_period_type VALUES('f','future');REPLACE INTO technology VALUES('uc_cheap','p','energy',NULL,NULL,0,0,0,0,0,0,0,0,NULL);
+REPLACE INTO technology VALUES('uc_expensive','p','energy',NULL,NULL,0,0,0,0,0,0,0,0,NULL);
+REPLACE INTO technology VALUES('demand_sink','p','energy',NULL,NULL,1,0,0,0,0,0,0,0,NULL);
+REPLACE INTO technology VALUES('daily_storage','ps','energy',NULL,NULL,0,0,0,0,0,0,0,0,NULL);
+REPLACE INTO technology VALUES('seasonal_storage','ps','energy',NULL,NULL,0,0,0,0,0,0,0,1,NULL);
+REPLACE INTO time_season VALUES(1,'d01',0.1428571428571428493,'1/7');
+REPLACE INTO time_season VALUES(2,'d02',0.1428571428571428493,'1/7');
+REPLACE INTO time_season VALUES(3,'d03',0.1428571428571428493,'1/7');
+REPLACE INTO time_season VALUES(4,'d04',0.1428571428571428493,'1/7');
+REPLACE INTO time_season VALUES(5,'d05',0.1428571428571428493,'1/7');
+REPLACE INTO time_season VALUES(6,'d06',0.1428571428571428493,'1/7');
+REPLACE INTO time_season VALUES(7,'d07',0.1428571428571428493,'1/7');
+REPLACE INTO time_season_sequential VALUES(1,'d01','d03',0.1428571428571428493,'1/7');
+REPLACE INTO time_season_sequential VALUES(2,'d02','d05',0.1428571428571428493,'1/7');
+REPLACE INTO time_season_sequential VALUES(3,'d03','d01',0.1428571428571428493,'1/7');
+REPLACE INTO time_season_sequential VALUES(4,'d04','d07',0.1428571428571428493,'1/7');
+REPLACE INTO time_season_sequential VALUES(5,'d05','d04',0.1428571428571428493,'1/7');
+REPLACE INTO time_season_sequential VALUES(6,'d06','d06',0.1428571428571428493,'1/7');
+REPLACE INTO time_season_sequential VALUES(7,'d07','d02',0.1428571428571428493,'1/7');
+REPLACE INTO unit_commitment VALUES('region','uc_cheap',0.2000000000000000111,0.5,1.0,3,5,0,NULL,NULL);
+REPLACE INTO unit_commitment VALUES('region','uc_expensive',0.2000000000000000111,0.5,1.0,2,1,1,NULL,NULL);
+REPLACE INTO unit_commitment_startup_cost VALUES('region','uc_expensive',5.0,NULL,NULL);
+REPLACE INTO unit_commitment_startup_cost VALUES('region','uc_cheap',4.0,NULL,NULL);
+REPLACE INTO unit_commitment_startup_emissions VALUES('region','co2','uc_expensive',5.0,NULL,NULL);
+REPLACE INTO unit_commitment_startup_emissions VALUES('region','co2','uc_cheap',4.0,NULL,NULL);
+REPLACE INTO unit_commitment_startup_input VALUES('region','source','uc_expensive',5.0,NULL,NULL);
+REPLACE INTO unit_commitment_startup_input VALUES('region','source','uc_cheap',4.0,NULL,NULL);

From 92f465b5cbf64ad20e4803975da8fb7c4a00270c Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 22 Jul 2026 12:50:44 -0400
Subject: [PATCH 42/56] Miscellaneous tidying for the rabbit

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/components/time.py                      | 14 ++------
 temoa/data_io/hybrid_loader.py                | 31 +++++++++--------
 .../extensions/discrete_capacity/extension.py |  1 -
 .../components/cost_invest_eos.py             | 33 +++++++++----------
 .../economies_of_scale/core/model.py          |  8 +++--
 .../economies_of_scale/extension.py           |  1 -
 temoa/extensions/framework.py                 | 14 +++-----
 temoa/extensions/growth_rates/extension.py    |  1 -
 temoa/extensions/template/extension.py        |  3 --
 temoa/extensions/unit_commitment/extension.py |  1 -
 temoa/extensions/unit_commitment/tables.sql   | 10 +++---
 tests/conftest.py                             |  2 +-
 12 files changed, 49 insertions(+), 70 deletions(-)

diff --git a/temoa/components/time.py b/temoa/components/time.py
index 0422041ca..769d8825e 100644
--- a/temoa/components/time.py
+++ b/temoa/components/time.py
@@ -308,13 +308,7 @@ def create_time_sequence(model: TemoaModel) -> None:
 
 
 def create_time_season_to_sequential(model: TemoaModel) -> None:
-    if all(
-        (
-            not model.tech_seasonal_storage,
-            not model.ramp_up_hourly,
-            not model.ramp_down_hourly,
-        )
-    ):
+    if not model.tech_seasonal_storage:
         # Don't need it anyway
         return
 
@@ -334,11 +328,9 @@ def create_time_season_to_sequential(model: TemoaModel) -> None:
         else:
             msg = (
                 f'No data in time_season_sequential but time_sequencing parameter set to '
-                f'{model.time_sequencing.first()} and inter-season features used. '
+                f'{model.time_sequencing.first()} and seasonal storage used. '
                 'time_season_sequential must be filled for this type of time sequencing if '
-                'seasonal storage or inter-season constraints like ramp_up/ramp_down are used. '
-                'Check '
-                'the config file.'
+                'seasonal storage is used. Check the config file.'
             )
             logger.error(msg)
             raise ValueError(msg)
diff --git a/temoa/data_io/hybrid_loader.py b/temoa/data_io/hybrid_loader.py
index 42ad02e97..6f7e26b1c 100644
--- a/temoa/data_io/hybrid_loader.py
+++ b/temoa/data_io/hybrid_loader.py
@@ -564,7 +564,7 @@ def _load_tech_group_members(
         filtered_data: Sequence[tuple[object, ...]],
     ) -> None:
         """Loads members into the indexed set `tech_group_members`."""
-        model = TemoaModel()
+        model = self.model
         validator = self.viable_techs.members if self.viable_techs else None
         for group_name, tech in filtered_data:
             if validator is None or tech in validator:
@@ -582,7 +582,7 @@ def _load_time_season(
         """
         Loads time_season as a flat ordered set of season names.
         """
-        model = TemoaModel()
+        model = self.model
         if not filtered_data:
             logger.warning('No time_season table found. Loading a single filler season "S".')
             seasons_to_load: list[tuple[object, ...]] = [('S',)]
@@ -599,7 +599,7 @@ def _load_time_season_sequential(
         """
         Composite loader for time_season_sequential and its associated index sets.
         """
-        model = TemoaModel()
+        model = self.model
         if filtered_data:
             seg_frac_data = [
                 (row[0], row[2]) for row in filtered_data
@@ -623,7 +623,7 @@ def _load_existing_capacity(
         Handles different queries for myopic vs. standard runs and also
         populates the `tech_exist` set.
         """
-        model = TemoaModel()
+        model = self.model
         cur = self.con.cursor()
         mi = self.myopic_index
 
@@ -652,7 +652,6 @@ def _load_existing_capacity(
             self._load_component_data(data, model.vintage_exist, vintage_exist_data)
 
             # Collect existing capacity data indices
-            self.viable_existing_techs = {row[1] for row in rows_to_load}
             self.viable_existing_rt = {(row[0], row[1]) for row in rows_to_load}
             self.viable_existing_rtv = {(row[0], row[1], row[2]) for row in rows_to_load}
 
@@ -672,7 +671,7 @@ def _load_retired_existing_capacity(
             )
             return
 
-        model = TemoaModel()
+        model = self.model
         cur = self.con.cursor()
         mi = self.myopic_index
 
@@ -701,12 +700,12 @@ def _load_lifetime_tech(
         filtered_data: Sequence[tuple[object, ...]],
     ) -> None:
         """Loads the lifetime_tech component."""
-        model = TemoaModel()
+        model = self.model
         cur = self.con.cursor()
         rows_to_load = cur.execute('SELECT region, tech, lifetime FROM lifetime_tech').fetchall()
         rt_getter = itemgetter(0, 1)
         if self.viable_rt:
-            valid_rt = self.viable_rt.members | self.viable_existing_rt
+            valid_rt = self.viable_rt.member_tuples | self.viable_existing_rt
             rows_to_load = [item for item in rows_to_load if rt_getter(item) in valid_rt]
         self._load_component_data(data, model.lifetime_tech, rows_to_load)
 
@@ -717,7 +716,7 @@ def _load_lifetime_process(
         filtered_data: Sequence[tuple[object, ...]],
     ) -> None:
         """Loads the lifetime_process component."""
-        model = TemoaModel()
+        model = self.model
         cur = self.con.cursor()
         mi = self.myopic_index
 
@@ -743,7 +742,7 @@ def _load_lifetime_survival_curve(
         filtered_data: Sequence[tuple[object, ...]],
     ) -> None:
         """Loads the lifetime_survival_curve component."""
-        model = TemoaModel()
+        model = self.model
         cur = self.con.cursor()
         mi = self.myopic_index
 
@@ -771,7 +770,7 @@ def _load_global_discount_rate(
         filtered_data: Sequence[tuple[object, ...]],
     ) -> None:
         """Loads the required singleton global_discount_rate."""
-        model = TemoaModel()
+        model = self.model
         if filtered_data:
             data[model.global_discount_rate.name] = {None: cast('float', filtered_data[0][0])}
         else:
@@ -787,7 +786,7 @@ def _load_default_loan_rate(
         filtered_data: Sequence[tuple[object, ...]],
     ) -> None:
         """Loads the optional singleton default_loan_rate."""
-        model = TemoaModel()
+        model = self.model
         if filtered_data:
             data[model.default_loan_rate.name] = {None: cast('float', filtered_data[0][0])}
 
@@ -799,7 +798,7 @@ def _load_efficiency(
         filtered_data: Sequence[tuple[object, ...]],
     ) -> None:
         """Loads the main efficiency parameter, which is pre-calculated."""
-        model = TemoaModel()
+        model = self.model
         self._load_component_data(data, model.efficiency, self.efficiency_values)
 
     def _load_linked_techs(
@@ -832,7 +831,7 @@ def _load_ramping_down(
         filtered_data: Sequence[tuple[object, ...]],
     ) -> None:
         """Composite loader for ramp_down_hourly and its index set `tech_downramping`."""
-        model = TemoaModel()
+        model = self.model
         self._load_component_data(data, model.ramp_down_hourly, filtered_data)
         if filtered_data:
             tech_data = sorted({(row[1],) for row in filtered_data})
@@ -848,7 +847,7 @@ def _load_ramping_up(
         filtered_data: Sequence[tuple[object, ...]],
     ) -> None:
         """Composite loader for ramp_up_hourly and its index set `tech_upramping`."""
-        model = TemoaModel()
+        model = self.model
         self._load_component_data(data, model.ramp_up_hourly, filtered_data)
         if filtered_data:
             tech_data = sorted({(row[1],) for row in filtered_data})
@@ -864,7 +863,7 @@ def _load_rps_requirement(
         filtered_data: Sequence[tuple[object, ...]],
     ) -> None:
         """Handles deprecation warning for renewable_portfolio_standard."""
-        model = TemoaModel()
+        model = self.model
         self._load_component_data(data, model.renewable_portfolio_standard, filtered_data)
         if filtered_data:
             logger.warning(
diff --git a/temoa/extensions/discrete_capacity/extension.py b/temoa/extensions/discrete_capacity/extension.py
index d9a062c89..fb58c8cdd 100644
--- a/temoa/extensions/discrete_capacity/extension.py
+++ b/temoa/extensions/discrete_capacity/extension.py
@@ -16,5 +16,4 @@
     register_model_components=register_model_components,
     build_manifest_items=build_manifest_items,
     schema_sql_path=str(Path(__file__).parent / 'tables.sql'),
-    fail_if_tables_populated_when_disabled=True,
 )
diff --git a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
index 6f890bbcb..90cd156af 100644
--- a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
@@ -397,27 +397,26 @@ def period_cost(model: EOSModel, r: Region, p: Period, t: Technology) -> Express
         # Existing capacity costs to subtract (needed for myopic)
         regions = geography.gather_group_regions(model, r)
         techs = technology.gather_group_techs(model, t)
-        existing_capacity = quicksum(
+        existing_capacity = sum(
             value(model.existing_capacity[_r, _t, _v])
             for _r, _t, _v in model.existing_capacity
             if _r in regions and _t in techs
         )
-        if existing_capacity:
-            found_valid_segment = False
-            for n in model.cost_invest_eos_segments[r, t]:
-                cap_lower, cap_upper, _, _ = model.cost_invest_eos[r, t, n]
-                if value(cap_lower) <= existing_capacity <= value(cap_upper):
-                    prev_cum_cost = cost_invest_eos_segment_cost(model, r, t, n, existing_capacity)
-                    found_valid_segment = True
-                    break  # in case we're exactly on the boundary of two segments
-            if not found_valid_segment:
-                msg = (
-                    'Existing capacity for a cost_invest_eos cluster is outside the bounds of '
-                    'the cost curve. Check the cost_invest_eos table and existing_capacity '
-                    f'for {r, t}: {existing_capacity}'
-                )
-                logger.error(msg)
-                raise ValueError(msg)
+        in_bounds = False
+        for n in model.cost_invest_eos_segments[r, t]:
+            cap_lower, cap_upper, _, _ = model.cost_invest_eos[r, t, n]
+            if value(cap_lower) <= existing_capacity <= value(cap_upper):
+                prev_cum_cost = cost_invest_eos_segment_cost(model, r, t, n, existing_capacity)
+                in_bounds = True
+                break
+        if not in_bounds:
+            msg = (
+                'Existing capacity for a cost_invest_eos cluster is outside the bounds of '
+                'the cost curve. Check the cost_invest_eos table and existing_capacity '
+                f'for {r, t}: {existing_capacity}'
+            )
+            logger.error(msg)
+            raise ValueError(msg)
 
     return cumulative_cost - prev_cum_cost
 
diff --git a/temoa/extensions/economies_of_scale/core/model.py b/temoa/extensions/economies_of_scale/core/model.py
index 42b4656a1..eca233a7a 100644
--- a/temoa/extensions/economies_of_scale/core/model.py
+++ b/temoa/extensions/economies_of_scale/core/model.py
@@ -14,9 +14,11 @@
     Var,
 )
 
-import temoa.extensions.economies_of_scale.components.cost_fixed_eos as cost_fixed_eos
-import temoa.extensions.economies_of_scale.components.cost_invest_eos as cost_invest_eos
-import temoa.extensions.economies_of_scale.components.cost_variable_eos as cost_variable_eos
+from temoa.extensions.economies_of_scale.components import (
+    cost_fixed_eos,
+    cost_invest_eos,
+    cost_variable_eos,
+)
 
 if TYPE_CHECKING:
     from temoa.core.model import TemoaModel
diff --git a/temoa/extensions/economies_of_scale/extension.py b/temoa/extensions/economies_of_scale/extension.py
index c0b5d8cf5..ecfb7911c 100644
--- a/temoa/extensions/economies_of_scale/extension.py
+++ b/temoa/extensions/economies_of_scale/extension.py
@@ -17,5 +17,4 @@
     register_model_components=register_model_components,
     build_manifest_items=build_manifest_items,
     schema_sql_path=str(Path(__file__).parent / 'tables.sql'),
-    fail_if_tables_populated_when_disabled=True,
 )
diff --git a/temoa/extensions/framework.py b/temoa/extensions/framework.py
index d6b96b247..bf32b3bee 100644
--- a/temoa/extensions/framework.py
+++ b/temoa/extensions/framework.py
@@ -29,7 +29,6 @@ class ExtensionSpec:
     register_model_components: ModelHook | None = None
     build_manifest_items: ManifestHook | None = None
     schema_sql_path: str | None = None
-    fail_if_tables_populated_when_disabled: bool = False
 
 
 def normalize_extension_ids(extension_ids: Sequence[str | object] | None) -> tuple[str, ...]:
@@ -43,7 +42,7 @@ def normalize_extension_ids(extension_ids: Sequence[str | object] | None) -> tup
         if not isinstance(ext_id, str):
             msg = f'Extension ids must be strings. Received: {type(ext_id).__name__}'
             logger.error(msg)
-            raise ValueError(msg)
+            raise TypeError(msg)
         cleaned = ext_id.strip().lower()
         if not cleaned:
             continue
@@ -125,24 +124,19 @@ def merge_regional_group_tables(
 def assert_disabled_extension_tables_are_empty(
     con: Connection, enabled_specs: Sequence[ExtensionSpec]
 ) -> None:
-    """Fail if disabled extensions with strict guards own tables populated with data."""
+    """Warn if disabled extension has table populated with data."""
     enabled_ids = {spec.extension_id for spec in enabled_specs}
     for spec in get_known_extension_specs().values():
         if spec.extension_id in enabled_ids:
             continue
-        if not spec.fail_if_tables_populated_when_disabled:
-            continue
 
-        populated: list[str] = []
-        for table in spec.owned_tables:
-            if _table_has_rows(con, table):
-                populated.append(table)
+        populated = [table for table in spec.owned_tables if _table_has_rows(con, table)]
 
         if populated:
             table_list = ', '.join(sorted(populated))
             msg = (
                 f"Extension '{spec.extension_id}' is not enabled, but extension-owned table(s) "
-                f'contain data: {table_list}. Enable the extension or remove those rows.'
+                f'contain data: {table_list}.'
             )
             logger.warning(msg)
 
diff --git a/temoa/extensions/growth_rates/extension.py b/temoa/extensions/growth_rates/extension.py
index 15847fc0c..7adbeb9f4 100644
--- a/temoa/extensions/growth_rates/extension.py
+++ b/temoa/extensions/growth_rates/extension.py
@@ -27,5 +27,4 @@
     register_model_components=register_model_components,
     build_manifest_items=build_manifest_items,
     schema_sql_path=str(Path(__file__).parent / 'tables.sql'),
-    fail_if_tables_populated_when_disabled=True,
 )
diff --git a/temoa/extensions/template/extension.py b/temoa/extensions/template/extension.py
index 9c8509d85..14fc64887 100644
--- a/temoa/extensions/template/extension.py
+++ b/temoa/extensions/template/extension.py
@@ -28,7 +28,4 @@
     build_manifest_items=build_manifest_items,
     # Schema applied (with consent) when enabled but tables are missing.
     schema_sql_path=str(Path(__file__).parents[0] / 'tables.sql'),
-    # If True, loading fails when this extension is DISABLED but its tables hold
-    # data, preventing silently-ignored inputs.
-    fail_if_tables_populated_when_disabled=True,
 )
diff --git a/temoa/extensions/unit_commitment/extension.py b/temoa/extensions/unit_commitment/extension.py
index 5fbb92f2c..27e2c7e7b 100644
--- a/temoa/extensions/unit_commitment/extension.py
+++ b/temoa/extensions/unit_commitment/extension.py
@@ -19,5 +19,4 @@
     register_model_components=register_model_components,
     build_manifest_items=build_manifest_items,
     schema_sql_path=str(Path(__file__).parent / 'tables.sql'),
-    fail_if_tables_populated_when_disabled=True,
 )
diff --git a/temoa/extensions/unit_commitment/tables.sql b/temoa/extensions/unit_commitment/tables.sql
index 41ca48662..282929adb 100644
--- a/temoa/extensions/unit_commitment/tables.sql
+++ b/temoa/extensions/unit_commitment/tables.sql
@@ -22,7 +22,7 @@ CREATE TABLE IF NOT EXISTS unit_commitment_startup_cost
 (
     region                          TEXT NOT NULL,
     tech                            TEXT NOT NULL,
-    cost_per_cap                    REAL NOT NULL DEFAULT 0.0,
+    cost_per_cap                    REAL NOT NULL,
     units                           TEXT,
     notes                           TEXT,
     CHECK (cost_per_cap > 0),
@@ -31,9 +31,9 @@ CREATE TABLE IF NOT EXISTS unit_commitment_startup_cost
 CREATE TABLE IF NOT EXISTS unit_commitment_startup_emissions
 (
     region                          TEXT NOT NULL,
-    emis_comm                       TEXT NOT NULL DEFAULT '',
+    emis_comm                       TEXT NOT NULL,
     tech                            TEXT NOT NULL,
-    emis_per_cap                    REAL NOT NULL DEFAULT 0.0,
+    emis_per_cap                    REAL NOT NULL,
     units                           TEXT,
     notes                           TEXT,
     CHECK (emis_per_cap > 0),
@@ -42,9 +42,9 @@ CREATE TABLE IF NOT EXISTS unit_commitment_startup_emissions
 CREATE TABLE IF NOT EXISTS unit_commitment_startup_input
 (
     region                          TEXT NOT NULL,
-    input_comm                      TEXT NOT NULL DEFAULT '',
+    input_comm                      TEXT NOT NULL,
     tech                            TEXT NOT NULL,
-    input_per_cap                   REAL NOT NULL DEFAULT 0.0,
+    input_per_cap                   REAL NOT NULL,
     units                           TEXT,
     notes                           TEXT,
     CHECK (input_per_cap > 0),
diff --git a/tests/conftest.py b/tests/conftest.py
index 199c7813c..444aebd50 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -222,7 +222,7 @@ def system_test_run(
     if myopic_overrides is not None:
         config.myopic_inputs = {**(config.myopic_inputs or {}), **myopic_overrides}
 
-    # Allow parametrized tests to override myopic settings per case.
+    # Allow parametrized tests to override time sequencing mode per case.
     time_sequencing_override = request.param.get('time_sequencing')
     if time_sequencing_override is not None:
         config.time_sequencing = time_sequencing_override

From 4e7b09f982fd4f411946f7aa1e2007147f2bef25 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 22 Jul 2026 12:50:59 -0400
Subject: [PATCH 43/56] Update mediumville set and make empty sets more obvious
 for diagnosis

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 tests/test_set_consistency.py                 |   4 +-
 tests/testing_data/mediumville_sets.json      |  58 +++++-----
 tests/testing_data/test_system_sets.json      |  84 +++++++--------
 tests/testing_data/utopia_sets.json           | 100 +++++++++---------
 .../utilities/capture_set_values_for_cache.py |   4 +-
 tests/utilities/hash_utils.py                 |  14 +++
 6 files changed, 139 insertions(+), 125 deletions(-)

diff --git a/tests/test_set_consistency.py b/tests/test_set_consistency.py
index 7f18054cb..74108b765 100644
--- a/tests/test_set_consistency.py
+++ b/tests/test_set_consistency.py
@@ -12,7 +12,7 @@
 from temoa._internal.temoa_sequencer import TemoaSequencer
 from temoa.core.config import TemoaConfig
 from temoa.core.modes import TemoaMode
-from tests.utilities.hash_utils import hash_set
+from tests.utilities.hash_utils import decode_hashes, hash_set
 
 TESTING_CONFIGS_DIR = pathlib.Path(__file__).parent / 'testing_configs'
 
@@ -48,7 +48,7 @@ def test_set_consistency(
     # retrieve the cache which now stores hashes
     cache_file = pathlib.Path(__file__).parent / 'testing_data' / set_file
     with open(cache_file) as src:
-        cached_sets = json.load(src)
+        cached_sets = decode_hashes(json.load(src))
 
     # compare hashes where they exist in the model.
     mismatched_sets = {}
diff --git a/tests/testing_data/mediumville_sets.json b/tests/testing_data/mediumville_sets.json
index 97cf8566a..3aca6a682 100644
--- a/tests/testing_data/mediumville_sets.json
+++ b/tests/testing_data/mediumville_sets.json
@@ -1,6 +1,6 @@
 {
-  "annual_commodity_balance_constraint_rpc": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "annual_retirement_var_rptv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "annual_commodity_balance_constraint_rpc": "(empty)",
+  "annual_retirement_var_rptv": "(empty)",
   "baseload_diurnal_constraint_rpsdtv": "d766f05fa377b69768214641fda5d15617b697a43e64c863fe53503f11db4a89",
   "capacity_annual_constraint_rptv": "6bd365e2e2f3267c7b838774484507a0812b25077f3006bcbfe135eceda11a28",
   "capacity_available_var_rpt": "34f71aae4b6b3a07130b57fa7910379bc1ecc3e12a6b4930fca5717bf54f8f56",
@@ -8,7 +8,7 @@
   "capacity_factor_rsdt": "596087531ddbb1b27bc63b78e85b3d4fbb56c621ed2dbe35ef4f9f0ffcc49f68",
   "capacity_var_rptv": "fdb177f119430de12c8b1083c9275e3a256f45f859d6b6819a84bff5c8e92184",
   "commodity_all": "1967c4b68c028414d99b55bfe9e03efd2fff370d15540a95282b721875d41460",
-  "commodity_annual": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "commodity_annual": "(empty)",
   "commodity_balance_constraint_rpsdc": "a1d06a815047ba07b42ced6dc65df3511301af2f30791b3094fb7f25ccdd4217",
   "commodity_carrier": "1b95135b3de272d1ecab3761bdb976f1e48c044dcb2b5b6d320bc19dae0038cd",
   "commodity_demand": "f0ecafabcdc5015dab09f4b23f3c742a27b536f1c5634057a902a9b9c4a741b8",
@@ -17,7 +17,7 @@
   "commodity_physical": "7dd03855822916eb73171efbb05042535e0f89c26614139ed357a002b8a80fd1",
   "commodity_sink": "f0ecafabcdc5015dab09f4b23f3c742a27b536f1c5634057a902a9b9c4a741b8",
   "commodity_source": "ab3705f3ba0b69baa453c70d1bdfde3faa4eaeabc007204278258b4aacd861f3",
-  "commodity_waste": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "commodity_waste": "(empty)",
   "cost_emission_rpe": "14c414e00f949816cbdbbfc01ab7df2fea18cd7f0ab4e84a33571e41667bd057",
   "cost_fixed_rptv": "fdb177f119430de12c8b1083c9275e3a256f45f859d6b6819a84bff5c8e92184",
   "cost_invest_rtv": "cc795cbbeaaae0c046247752c104269e877cd4c402391b63ce6fe4d6ed4cf46b",
@@ -26,7 +26,7 @@
   "demand_activity_constraint_rpsdtv_dem": "91570a9fbe4b071c37f1985c1671de2f33d9dfa7847f791a2933b8b3f262f8e8",
   "demand_constraint_rpc": "65996df03f7f3d85067ae18d36bdffe8596881473ae847052dc5df735cd01262",
   "emission_activity_reitvo": "1292a5003c98c9ae6b7476807aca4bcc528b3dc28aec79827a47aeaaaaab74e4",
-  "flex_var_annual_rpitvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "flex_var_annual_rpitvo": "(empty)",
   "flex_var_rpsditvo": "e4a8d7519d3e9deda0a32a471bdfa825eb893f10ba5781b895c9e3a3ef5faaa3",
   "flow_in_storage_rpsditvo": "ff680754a218ee843941e77bd07cbc5e5afd74e2b7b29a76ea86621624e8c0fd",
   "flow_var_annual_rpitvo": "6f5c569787fbf1e0a4076011f75fcd50a840bac85bb57b026f4fc5682739f888",
@@ -34,30 +34,30 @@
   "lifetime_tech_rt": "6786f2e9acdccce907ebad50d2ea70481bff72a749253e78168d29b480b07f65",
   "lifetime_process_rtv": "212639322f29aa7687eb9962fb9d74ef60961d720a2a753e2af53473b9e1648f",
   "limit_activity_constraint_rpt": "90461349933d0b32167abdca242233004b66212b57ed57213dce6f6818203963",
-  "limit_activity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_annual_capacity_factor_constraint_rptvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_annual_capacity_factor_constraint_rtvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_activity_share_constraint_rpgg": "(empty)",
+  "limit_annual_capacity_factor_constraint_rptvo": "(empty)",
+  "limit_annual_capacity_factor_constraint_rtvo": "(empty)",
   "limit_capacity_constraint_rpt": "118826dabd14af75ae09adbd5bdbba750528b3d59907cbfba3690223ffc7def7",
-  "limit_capacity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_capacity_share_constraint_rpgg": "(empty)",
   "limit_emission_constraint_rpe": "9bf30514ecc261370f67cd0c2e18194f45ff14c15764d274cc342a5a27eaf2a0",
-  "limit_new_capacity_constraint_rtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_new_capacity_constraint_rtv": "(empty)",
   "limit_new_capacity_share_constraint_rggv": "296e4148565f752973655692bae04ebf50877bd13fe9cec8f9563f347a61d885",
   "limit_resource_constraint_rt": "b9b44ae8bc9642da0a81202877bd69f0b35ce193e31590dd3325ac0828edb5cf",
-  "limit_seasonal_capacity_factor_constraint_rpst": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_seasonal_capacity_factor_constraint_rst": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_storage_fraction_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_storage_fraction_param_rsdt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_tech_input_split_annual_constraint_rpitv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_tech_input_split_average_constraint_rpitv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_seasonal_capacity_factor_constraint_rpst": "(empty)",
+  "limit_seasonal_capacity_factor_constraint_rst": "(empty)",
+  "limit_storage_fraction_constraint_rpsdtv": "(empty)",
+  "limit_storage_fraction_param_rsdt": "(empty)",
+  "limit_tech_input_split_annual_constraint_rpitv": "(empty)",
+  "limit_tech_input_split_average_constraint_rpitv": "(empty)",
   "limit_tech_input_split_constraint_rpsditv": "7a0e9b6c8271bcc30ccd6588da984c4aa8afe5d768ce5035fe6d8e62b31f8b3e",
-  "limit_tech_output_split_annual_constraint_rptvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_tech_output_split_average_constraint_rptvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_tech_output_split_annual_constraint_rptvo": "(empty)",
+  "limit_tech_output_split_average_constraint_rptvo": "(empty)",
   "limit_tech_output_split_constraint_rpsdtvo": "7cf9f5c111231f4e5c3f0ee8acfcddf52f5b1af3474d4cb949b969997602c8d7",
   "linked_emissions_tech_constraint_rpsdtve": "f5accc0ee9eaaf16e584566a50e576405f8b5e1eb7d13815b87cb2f8b33a19b8",
   "loan_lifetime_process_rtv": "212639322f29aa7687eb9962fb9d74ef60961d720a2a753e2af53473b9e1648f",
   "new_capacity_var_rtv": "212639322f29aa7687eb9962fb9d74ef60961d720a2a753e2af53473b9e1648f",
   "operator": "74d830836f1399fb336a0432dde7d7bd36cffa3ff76b1c42d7945350cfb9bf91",
-  "ordered_season_sequential": "53bc15b6510e5bad389153a661165e5a434fea3f17ba2c8b3919568edf124f72",
+  "ordered_season_sequential": "(empty)",
   "process_life_frac_rptv": "fdb177f119430de12c8b1083c9275e3a256f45f859d6b6819a84bff5c8e92184",
   "ramp_down_constraint_rpsdtv": "d766f05fa377b69768214641fda5d15617b697a43e64c863fe53503f11db4a89",
   "ramp_up_constraint_rpsdtv": "d766f05fa377b69768214641fda5d15617b697a43e64c863fe53503f11db4a89",
@@ -68,9 +68,9 @@
   "renewable_portfolio_standard_constraint_rpg": "ab39415b5df1f906b11f06034cbfca390f7332b6a17adae60a71a74d7b421f67",
   "reserve_margin_method": "7869283c0d14273f720716309207a8f0c24606d03c679d6b68e656ed8d86241d",
   "reserve_margin_rpsd": "9bd91053e57055456e04648c00d8e581addc9aa503cf31cf44c7a439c6f4fe0f",
-  "retired_capacity_var_rptv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "seasonal_storage_constraints_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "seasonal_storage_level_rpstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "retired_capacity_var_rptv": "(empty)",
+  "seasonal_storage_constraints_rpsdtv": "(empty)",
+  "seasonal_storage_level_rpstv": "(empty)",
   "storage_constraints_rpsdtv": "e1fe21679519e4410954d233e22d9490b182f21fda460b31a8d02538856fb85c",
   "storage_init_rpstv": "90db44be71af3d9d75369791755570cf888e63e3544be22800077a4a2871175c",
   "storage_level_rpsdtv": "e1fe21679519e4410954d233e22d9490b182f21fda460b31a8d02538856fb85c",
@@ -81,7 +81,7 @@
   "tech_demand": "b9e4a17c6dbf50597b7fd89aa581889bc19b262bd61629465295a52d91208096",
   "tech_downramping": "ddcf6ff7665c2a8acc4dff1b43655fae1b5a265135cbee18cec638df4e954346",
   "tech_exchange": "4ad32a8fc9b95e840aa771b2dabc6fb35fae4904c089d4552659a4a9267883a7",
-  "tech_exist": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_exist": "(empty)",
   "tech_flex": "658ce9e7b9c3d7bcc751d8d49b9ece9c57623b3e25470c4f849af44b61ea5e20",
   "tech_group_members": "6b923047f11d1c00a828b0f02aed79e853d81fd35ffd4667fbdc828ce356e515",
   "tech_group_names": "6b923047f11d1c00a828b0f02aed79e853d81fd35ffd4667fbdc828ce356e515",
@@ -89,20 +89,20 @@
   "tech_production": "24f75b6f705a36033456d02638e7c50667908c45c474151fb8490666d928c63f",
   "tech_reserve": "b28d0fd7ec11abdd0e645c2a9d83b05c08ecadcfb944d4a7bbd844ff4b83bfbf",
   "tech_retirement": "ddcf6ff7665c2a8acc4dff1b43655fae1b5a265135cbee18cec638df4e954346",
-  "tech_seasonal_storage": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_seasonal_storage": "(empty)",
   "tech_storage": "e4e91128cadba8c633bf98029cf6666adc3959c63967c6f396028b78e2e9f0cf",
-  "tech_uncap": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_uncap": "(empty)",
   "tech_upramping": "ddcf6ff7665c2a8acc4dff1b43655fae1b5a265135cbee18cec638df4e954346",
   "tech_with_capacity": "24f75b6f705a36033456d02638e7c50667908c45c474151fb8490666d928c63f",
-  "time_exist": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "time_exist": "(empty)",
   "time_future": "6b150df8e12ac4dd15396b52f304c7935a41d2cc4da498186552819973171389",
-  "time_manual": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "time_manual": "(empty)",
   "time_of_day": "f9bbfe9130c510cba59a13e8b385b4d0206196abbdfe8032b995502bb7215f76",
   "time_optimize": "9c9380fb50cd4f4f9e2032bd9a18645ae4fc1d30335672c62c897bcb9e099ba5",
   "time_season": "1e413891065e24bbf66543d4747ff12b1c65bf23c4ff9857b0bf0520eccd7f21",
-  "time_season_sequential": "1e413891065e24bbf66543d4747ff12b1c65bf23c4ff9857b0bf0520eccd7f21",
+  "time_season_sequential": "(empty)",
   "time_sequencing": "91f69c8abab9959c1f8c90f5aaa56db29bccc67e37d12673ab41c54e4179d7ca",
   "vintage_all": "9c9380fb50cd4f4f9e2032bd9a18645ae4fc1d30335672c62c897bcb9e099ba5",
-  "vintage_exist": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "vintage_exist": "(empty)",
   "vintage_optimize": "9c9380fb50cd4f4f9e2032bd9a18645ae4fc1d30335672c62c897bcb9e099ba5"
 }
diff --git a/tests/testing_data/test_system_sets.json b/tests/testing_data/test_system_sets.json
index 8a7d66f84..40e5b7ab4 100644
--- a/tests/testing_data/test_system_sets.json
+++ b/tests/testing_data/test_system_sets.json
@@ -1,24 +1,24 @@
 {
-  "annual_commodity_balance_constraint_rpc": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "annual_commodity_balance_constraint_rpc": "(empty)",
   "annual_retirement_var_rptv": "ee162bcd5c52c6e713033f89c7ffd0d244e4a34721217cfaf699959b131adcda",
   "baseload_diurnal_constraint_rpsdtv": "20070e9c3c7443e237d3779a8ef33a25ae3a29284f5e1158a257f1a1d80c1421",
-  "capacity_annual_constraint_rptv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "capacity_annual_constraint_rptv": "(empty)",
   "capacity_available_var_rpt": "8f305de45d0d42708ef17b16602d770ef731810252b0d0b3a89dc396b54b8e8a",
   "capacity_constraint_rpsdtv": "cd98cf3db577dec19c292199f5b7b8af2dfe336174af315ce2186bbcbd8e81cf",
   "capacity_factor_rsdt": "53e46681758c146b82380d26b0fc8eb4f6e95a91c3c2766221e33f895863e1aa",
   "capacity_var_rptv": "d839477ae7f5d8fc897e2df4c3c519d742f946b2ce74e1d92fff91e50285296f",
   "commodity_all": "01fbdcd2e272aa7c36fbf1400e575188f4501e1957bba1dc2b29cd11ec6a070c",
-  "commodity_annual": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "commodity_annual": "(empty)",
   "commodity_balance_constraint_rpsdc": "4a46a0de6ec903639858a35c63fc46223f82ab1e057b20f4a1624eacb6652229",
   "commodity_carrier": "3508a787012b20265e9c97acebe2c39d6648b972e7bb4a6d42083e7e167b5c92",
   "commodity_demand": "6b657255c2baf8b6d4fc96f21cb21263bae7378eb11a9b9cf25a0d8aa83c6aca",
   "commodity_emissions": "6aa406c61418fb1a0cc0d9f505fafcbf94e65a66cb5c5f1dc0afa8117b762979",
-  "commodity_flex": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "commodity_flex": "(empty)",
   "commodity_physical": "555367a723a957f166d9ec6c580ea46e958bd3a3f684aceee050e26ba2d423c6",
   "commodity_sink": "6b657255c2baf8b6d4fc96f21cb21263bae7378eb11a9b9cf25a0d8aa83c6aca",
   "commodity_source": "44567fa34febd7556a3797bba4949e8d57aa1416fc240258417955809226d723",
-  "commodity_waste": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "cost_emission_rpe": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "commodity_waste": "(empty)",
+  "cost_emission_rpe": "(empty)",
   "cost_fixed_rptv": "d839477ae7f5d8fc897e2df4c3c519d742f946b2ce74e1d92fff91e50285296f",
   "cost_invest_rtv": "46d311691b8fc8d384d75ae29216ecbbd4ecb16253e4d1836e868c5b2f8a6bc5",
   "cost_variable_rptv": "5501652d0145dbf7c2e8c006aabd3dbb85ca64ed5caf1d8f45a1957274af81ca",
@@ -26,81 +26,81 @@
   "demand_activity_constraint_rpsdtv_dem": "5e98cba1dc8ee89799becaa6a4bb7824d41badf80940f18ddb11724ec883e93d",
   "demand_constraint_rpc": "eae7c4920f895c8e036bc95461418eafb9dc9eb1f836755ad16c78b945019623",
   "emission_activity_reitvo": "a161b5d9619833e599c9201d4da6e0f45df261cfb93b185b5840daee36880443",
-  "flex_var_annual_rpitvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "flex_var_rpsditvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "flex_var_annual_rpitvo": "(empty)",
+  "flex_var_rpsditvo": "(empty)",
   "flow_in_storage_rpsditvo": "8c97fbeacbca1a772ba04f63d0a82f7703500f83c0dc602114b17c64ad4d2e28",
   "flow_var_annual_rpitvo": "f98f5f41c5cba8ce2a894734abbc5e90310b695bee3c24c52acd8b4800c5ab85",
   "flow_var_rpsditvo": "784d98e451a8dcf0122f475c2e229162d99e403bdea85f7c608a3d86e850db44",
   "lifetime_tech_rt": "984cc175a7aa58e77bb626e3237ca9bf625f5d9b15250870bef1cddc5f57f642",
   "lifetime_process_rtv": "5033502364848a3a3f295f1b3d051531ecd5c1e5f8bbaecd61afcd18181225ab",
   "limit_activity_constraint_rpt": "2561103e7e6dd3dee3ba5832290ab5e933f4af08661dff4f2e661b6f4ffefc86",
-  "limit_activity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_annual_capacity_factor_constraint_rptvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_annual_capacity_factor_constraint_rtvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_capacity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_capacity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_activity_share_constraint_rpgg": "(empty)",
+  "limit_annual_capacity_factor_constraint_rptvo": "(empty)",
+  "limit_annual_capacity_factor_constraint_rtvo": "(empty)",
+  "limit_capacity_constraint_rpt": "(empty)",
+  "limit_capacity_share_constraint_rpgg": "(empty)",
   "limit_emission_constraint_rpe": "6f11e4ee041970584903d5afba7ee1147824b233260422564fdf0c701e9fabde",
-  "limit_new_capacity_constraint_rtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_new_capacity_share_constraint_rggv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_resource_constraint_rt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_seasonal_capacity_factor_constraint_rpst": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_seasonal_capacity_factor_constraint_rst": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_new_capacity_constraint_rtv": "(empty)",
+  "limit_new_capacity_share_constraint_rggv": "(empty)",
+  "limit_resource_constraint_rt": "(empty)",
+  "limit_seasonal_capacity_factor_constraint_rpst": "(empty)",
+  "limit_seasonal_capacity_factor_constraint_rst": "(empty)",
   "limit_storage_fraction_constraint_rpsdtv": "13bd0438fa93073d0820deb25c91729fc14bde24f8053cbc42f9412d10f25cd3",
   "limit_storage_fraction_param_rsdt": "426fc3cc85aeb1d61ea1e862f82915520e380ee9dbdf81c17423dc881a29791b",
-  "limit_tech_input_split_annual_constraint_rpitv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_tech_input_split_average_constraint_rpitv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_tech_input_split_annual_constraint_rpitv": "(empty)",
+  "limit_tech_input_split_average_constraint_rpitv": "(empty)",
   "limit_tech_input_split_constraint_rpsditv": "ccadc066c091a1c0326154aff6b60229c6f1885a8ace32b7957aff39af910682",
-  "limit_tech_output_split_annual_constraint_rptvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_tech_output_split_average_constraint_rptvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_tech_output_split_annual_constraint_rptvo": "(empty)",
+  "limit_tech_output_split_average_constraint_rptvo": "(empty)",
   "limit_tech_output_split_constraint_rpsdtvo": "115dc2061e98232f0b3b4884fedd68d5bb347dc04db7debf615655ba1e511d35",
-  "linked_emissions_tech_constraint_rpsdtve": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "linked_emissions_tech_constraint_rpsdtve": "(empty)",
   "loan_lifetime_process_rtv": "5033502364848a3a3f295f1b3d051531ecd5c1e5f8bbaecd61afcd18181225ab",
   "new_capacity_var_rtv": "bc0ec9e7f812410cb2af924cbc99a31c6e99cd95fc2de26193daad38f33cc132",
   "operator": "74d830836f1399fb336a0432dde7d7bd36cffa3ff76b1c42d7945350cfb9bf91",
-  "ordered_season_sequential": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "ordered_season_sequential": "(empty)",
   "process_life_frac_rptv": "d1b75ede9f90899b1c1cbc56489bf9d12c52abc6c0466eb5fe4dccaf6f3be800",
-  "ramp_down_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "ramp_up_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "ramp_down_constraint_rpsdtv": "(empty)",
+  "ramp_up_constraint_rpsdtv": "(empty)",
   "regional_exchange_capacity_constraint_rrptv": "ae0671daa1263140faff22e3d2610c1fbab942d4e814892a50471adfa1bcc740",
   "regional_global_indices": "92fa6c5d5745d765d6e16ad1bca7e1fc72f4377273be7cfbfde626ca1967d81b",
   "regional_indices": "f74187f92c4fdb3c12d5610304c7ac9696001433150bdaa9ff20793fb6365b32",
   "regions": "0ddd05d695b255ac719dfa85de1e900a3036d547ffc7261c9c9ca2c81bfda029",
-  "renewable_portfolio_standard_constraint_rpg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "renewable_portfolio_standard_constraint_rpg": "(empty)",
   "reserve_margin_method": "7869283c0d14273f720716309207a8f0c24606d03c679d6b68e656ed8d86241d",
-  "reserve_margin_rpsd": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "retired_capacity_var_rptv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "seasonal_storage_constraints_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "seasonal_storage_level_rpstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "reserve_margin_rpsd": "(empty)",
+  "retired_capacity_var_rptv": "(empty)",
+  "seasonal_storage_constraints_rpsdtv": "(empty)",
+  "seasonal_storage_level_rpstv": "(empty)",
   "storage_constraints_rpsdtv": "a724916a2cae70bf0de3b0af98d53d017c515cec75692363b541580ead74dc7c",
   "storage_init_rpstv": "60214760f620f09278b3aa4b6b510411c1e2c177df5e80838ab97917ca84445d",
   "storage_level_rpsdtv": "a724916a2cae70bf0de3b0af98d53d017c515cec75692363b541580ead74dc7c",
   "tech_all": "85a3645929dbeaf6b7eb17e8085c8923ef86949eaa3fb4fd81724dcdcf38fd30",
-  "tech_annual": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_annual": "(empty)",
   "tech_baseload": "050aff703818154bf3439ed7d4a2cfef892be61da0c477526001c8c38b41a935",
   "tech_curtailment": "81683c0099a4eb22c8cca4b8eaf65a5bbf77c24b559cd1219823e6d6eb6cf915",
   "tech_demand": "cf8d1075bb0667935fc3834c5266e775d1c746692179ef253809eaaa7abab6f8",
-  "tech_downramping": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_downramping": "(empty)",
   "tech_exchange": "6610eb4a0360be009669b5d50a2c3e1447bcf39eb820a0e63fd3718c27fae768",
   "tech_exist": "eefd900ce35331470ba9f3312de6f03883efb5f402d321ff714cfe22d9ecdf94",
-  "tech_flex": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "tech_group_members": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "tech_group_names": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_flex": "(empty)",
+  "tech_group_members": "(empty)",
+  "tech_group_names": "(empty)",
   "tech_or_group": "85a3645929dbeaf6b7eb17e8085c8923ef86949eaa3fb4fd81724dcdcf38fd30",
   "tech_production": "85a3645929dbeaf6b7eb17e8085c8923ef86949eaa3fb4fd81724dcdcf38fd30",
-  "tech_reserve": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "tech_retirement": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "tech_seasonal_storage": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_reserve": "(empty)",
+  "tech_retirement": "(empty)",
+  "tech_seasonal_storage": "(empty)",
   "tech_storage": "7109b89425e6707adc8a5e571bf70fc64475d2d76471e5afe93110fd86bbcec8",
   "tech_uncap": "50b9da0bce0fcc3b318930929a2191c6c6c5e535e9ee986ca2ee740c7ff789bc",
-  "tech_upramping": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_upramping": "(empty)",
   "tech_with_capacity": "bf3db0293ae9b3ec605ba8260a111eb71cbf3a786077a8172142a4e90ca1141b",
   "time_exist": "5206b4814992da4c7a4f643fdf04124735accc989ec0047874eb80e8541766c9",
   "time_future": "2739be4c64d75aa5fb1552392c1f9d5587f15dba7a728f1768e415c0792b044e",
-  "time_manual": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "time_manual": "(empty)",
   "time_of_day": "9f58a9fbc74271e641f4b7624b22daca061195a3d85b58d270fb8590937007b1",
   "time_optimize": "376da8132a26c5ebebc6d27395c2c883261928ac8d91004c167843c1e21d6141",
   "time_season": "6d8e2fd49929c1f5216c0313307108c4993e58b00207210d3b6390d3f64e2896",
-  "time_season_sequential": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "time_season_sequential": "(empty)",
   "time_sequencing": "91f69c8abab9959c1f8c90f5aaa56db29bccc67e37d12673ab41c54e4179d7ca",
   "vintage_all": "a19045d7d5b67af65f00af8d62f398968fea2c2d418f182b5d3ad0a56415eddf",
   "vintage_exist": "5206b4814992da4c7a4f643fdf04124735accc989ec0047874eb80e8541766c9",
diff --git a/tests/testing_data/utopia_sets.json b/tests/testing_data/utopia_sets.json
index 75530fa95..dded63032 100644
--- a/tests/testing_data/utopia_sets.json
+++ b/tests/testing_data/utopia_sets.json
@@ -1,106 +1,106 @@
 {
-  "annual_commodity_balance_constraint_rpc": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "annual_commodity_balance_constraint_rpc": "(empty)",
   "annual_retirement_var_rptv": "e2487c314e1404726bdfbc8ba061d507f18882c658e81ea27c4369f0d4a892fd",
   "baseload_diurnal_constraint_rpsdtv": "da0dafcd9aef41d231282c85362d767636d8ba3815ea809e0b7eeb326233fbf9",
-  "capacity_annual_constraint_rptv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "capacity_annual_constraint_rptv": "(empty)",
   "capacity_available_var_rpt": "96e94bf0459e843802e1ea858c807be22b09354409fbd93a6b1a91d4438a7727",
   "capacity_constraint_rpsdtv": "67324b45087c277b42b4664f23c93bd75820eb6a0ed7298afe6b185165b97a25",
   "capacity_factor_rsdt": "1e5fae1e3999dbea84cc6d39e3ad91e95a2064c96f3569ea2dfef041d6011c5a",
   "capacity_var_rptv": "972a1a82e59135297f51ef6ca2ce5760a8e0fcb67e064b270b14cbf5e4661831",
   "commodity_all": "25fb43b483a85d6e4b4d8251a272a4c78fb9d02a65af63a9c044d64211661563",
-  "commodity_annual": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "commodity_annual": "(empty)",
   "commodity_balance_constraint_rpsdc": "79a5589e5d9b834ff2132fd4ce354a16e3a17529415245da9b9d8b13814ad382",
   "commodity_carrier": "23deb826164f35ff8adf73b9c64a4edb3efeeb51b683e14ea40f0771eba42eb8",
   "commodity_demand": "8d35b293b5cef0a6d0c6552029082eaec587db0bc5813783f24ab1aafe7491c8",
   "commodity_emissions": "cc2dd294fd87cfc0324fcd1d62eb647ff83bd89d7b5abd5dd5374debea96d91b",
-  "commodity_flex": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "commodity_flex": "(empty)",
   "commodity_physical": "3aab3aa4622d1545fe0f3cb8bd1a01fb9918632cff7186cfd49fa8575b73b2f3",
   "commodity_sink": "8d35b293b5cef0a6d0c6552029082eaec587db0bc5813783f24ab1aafe7491c8",
   "commodity_source": "9679c6d5ef1c2949d7c4b6685ba2fd4195282539b3f24650247f40be62eecf3a",
-  "commodity_waste": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "cost_emission_rpe": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "commodity_waste": "(empty)",
+  "cost_emission_rpe": "(empty)",
   "cost_fixed_rptv": "972a1a82e59135297f51ef6ca2ce5760a8e0fcb67e064b270b14cbf5e4661831",
   "cost_invest_rtv": "651a10edbb8297f51b380318385c9f1ae824a73216318e1c9aea78fc9f371a14",
   "cost_variable_rptv": "37ad263f78986f4d38c63278a0d1a5a85b3eb8b833e8bfabbbea254eaf3a3efb",
-  "curtailment_var_rpsditvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "curtailment_var_rpsditvo": "(empty)",
   "demand_activity_constraint_rpsdtv_dem": "264109f8bf88d194fdfe03d2e18654ffe0ba11bdf8430c50b39c03bdc43a53e1",
   "demand_constraint_rpc": "c1654f787e15af2031bcea2dcebde3830df52ea0f798e854ba784e6f1223b301",
   "emission_activity_reitvo": "8b4c8f2cf9b46db814898d140f48dc75e50c34bcf71a55adee31afa67cea1eba",
-  "flex_var_annual_rpitvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "flex_var_rpsditvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "flex_var_annual_rpitvo": "(empty)",
+  "flex_var_rpsditvo": "(empty)",
   "flow_in_storage_rpsditvo": "99eb864a26adcb6633c95462649bca3ef7096f67682702915d7769b54b5de386",
   "flow_var_annual_rpitvo": "4053866a304af0a6b9a1d293ddaf358dfee5b170dcb01d41e6bc52437908a98a",
   "flow_var_rpsditvo": "350739a59b14969da094cf1c95524134b9c9acd0989710456a8dcc6596d0a401",
   "lifetime_tech_rt": "7b3703e1f021594993a54c55427a599ed03fc512cf34826b7a7670eb93edfb9a",
   "lifetime_process_rtv": "2cfc288b15f25957dfc70f6396d97ad655ecbed91c5a11582329749f1fb3dbd7",
-  "limit_activity_constraint_rpt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_activity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_annual_capacity_factor_constraint_rptvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_annual_capacity_factor_constraint_rtvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_activity_constraint_rpt": "(empty)",
+  "limit_activity_share_constraint_rpgg": "(empty)",
+  "limit_annual_capacity_factor_constraint_rptvo": "(empty)",
+  "limit_annual_capacity_factor_constraint_rtvo": "(empty)",
   "limit_capacity_constraint_rpt": "5a43de033187da68c612c5bcef6a76edb6ab9806464b6d865e46d289ccbbd815",
-  "limit_capacity_share_constraint_rpgg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_emission_constraint_rpe": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_new_capacity_constraint_rtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_new_capacity_share_constraint_rggv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_resource_constraint_rt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_seasonal_capacity_factor_constraint_rpst": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_seasonal_capacity_factor_constraint_rst": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_storage_fraction_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_storage_fraction_param_rsdt": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_tech_input_split_annual_constraint_rpitv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_tech_input_split_average_constraint_rpitv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_tech_input_split_constraint_rpsditv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_tech_output_split_annual_constraint_rptvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "limit_tech_output_split_average_constraint_rptvo": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "limit_capacity_share_constraint_rpgg": "(empty)",
+  "limit_emission_constraint_rpe": "(empty)",
+  "limit_new_capacity_constraint_rtv": "(empty)",
+  "limit_new_capacity_share_constraint_rggv": "(empty)",
+  "limit_resource_constraint_rt": "(empty)",
+  "limit_seasonal_capacity_factor_constraint_rpst": "(empty)",
+  "limit_seasonal_capacity_factor_constraint_rst": "(empty)",
+  "limit_storage_fraction_constraint_rpsdtv": "(empty)",
+  "limit_storage_fraction_param_rsdt": "(empty)",
+  "limit_tech_input_split_annual_constraint_rpitv": "(empty)",
+  "limit_tech_input_split_average_constraint_rpitv": "(empty)",
+  "limit_tech_input_split_constraint_rpsditv": "(empty)",
+  "limit_tech_output_split_annual_constraint_rptvo": "(empty)",
+  "limit_tech_output_split_average_constraint_rptvo": "(empty)",
   "limit_tech_output_split_constraint_rpsdtvo": "f8e7d420020c7bc28dc29fb313fae2027f40143e43bc8c39347060d4e63a087d",
-  "linked_emissions_tech_constraint_rpsdtve": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "linked_emissions_tech_constraint_rpsdtve": "(empty)",
   "loan_lifetime_process_rtv": "2cfc288b15f25957dfc70f6396d97ad655ecbed91c5a11582329749f1fb3dbd7",
   "new_capacity_var_rtv": "d4f1cc8b432075001befddab648d54d1f82a29099236948845393a193b6add5b",
   "operator": "74d830836f1399fb336a0432dde7d7bd36cffa3ff76b1c42d7945350cfb9bf91",
-  "ordered_season_sequential": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "ordered_season_sequential": "(empty)",
   "process_life_frac_rptv": "63d17957ee2bebf664ffa6a39cea5e16ec65ad07db1df24dcea6b15bb9ebf589",
-  "ramp_down_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "ramp_up_constraint_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "regional_exchange_capacity_constraint_rrptv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "ramp_down_constraint_rpsdtv": "(empty)",
+  "ramp_up_constraint_rpsdtv": "(empty)",
+  "regional_exchange_capacity_constraint_rrptv": "(empty)",
   "regional_global_indices": "ce00905893c23bc59c15dcf61d7e261c2e97ab1fc298ed0e0ccb1344f1cace37",
   "regional_indices": "ce00905893c23bc59c15dcf61d7e261c2e97ab1fc298ed0e0ccb1344f1cace37",
   "regions": "ce00905893c23bc59c15dcf61d7e261c2e97ab1fc298ed0e0ccb1344f1cace37",
-  "renewable_portfolio_standard_constraint_rpg": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "renewable_portfolio_standard_constraint_rpg": "(empty)",
   "reserve_margin_method": "7869283c0d14273f720716309207a8f0c24606d03c679d6b68e656ed8d86241d",
-  "reserve_margin_rpsd": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "retired_capacity_var_rptv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "seasonal_storage_constraints_rpsdtv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "seasonal_storage_level_rpstv": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "reserve_margin_rpsd": "(empty)",
+  "retired_capacity_var_rptv": "(empty)",
+  "seasonal_storage_constraints_rpsdtv": "(empty)",
+  "seasonal_storage_level_rpstv": "(empty)",
   "storage_constraints_rpsdtv": "fe4c04240f67fbe31572a29c9c1d3bef9dfb10c1090d311797530deeae8393e9",
   "storage_init_rpstv": "86f4e3cf182540836f499c369cbac966e81c807d55a4f70d9b7a1473276c07b4",
   "storage_level_rpsdtv": "fe4c04240f67fbe31572a29c9c1d3bef9dfb10c1090d311797530deeae8393e9",
   "tech_all": "5c321f60e5d16e60c5063b83d59ac9e184ab78e7fc469e41b21fd8aea83f600c",
-  "tech_annual": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_annual": "(empty)",
   "tech_baseload": "e7c3d5843adeb51ccb0774118e8e5085f4a01c787a32b5ed34cba220efd9121a",
-  "tech_curtailment": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_curtailment": "(empty)",
   "tech_demand": "481b9363bcd61f44255efcc7bb7cc4112bef3c969435024dd5e2659e3c8dbfdb",
-  "tech_downramping": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "tech_exchange": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_downramping": "(empty)",
+  "tech_exchange": "(empty)",
   "tech_exist": "b7d598371119e425be7beedbdde0525c88b7aa0018887e81d2cccc6bb0385ffa",
-  "tech_flex": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "tech_group_members": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "tech_group_names": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_flex": "(empty)",
+  "tech_group_members": "(empty)",
+  "tech_group_names": "(empty)",
   "tech_or_group": "5c321f60e5d16e60c5063b83d59ac9e184ab78e7fc469e41b21fd8aea83f600c",
   "tech_production": "5c321f60e5d16e60c5063b83d59ac9e184ab78e7fc469e41b21fd8aea83f600c",
-  "tech_reserve": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "tech_retirement": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
-  "tech_seasonal_storage": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_reserve": "(empty)",
+  "tech_retirement": "(empty)",
+  "tech_seasonal_storage": "(empty)",
   "tech_storage": "245737c06f3e838e63da08a47a7d2a8605340ea5cad86397e1bb66461a574358",
   "tech_uncap": "b2c8c3f94a51bb7ab55ad7b534cb7aba64a506678c109abb4141f4d2e84bf431",
-  "tech_upramping": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "tech_upramping": "(empty)",
   "tech_with_capacity": "459b04924b80d93e0061564b6c1f1b8d39543d697b81150413d7bc86c3003e33",
   "time_exist": "c9529ee6b8874a867c196738619704c725ba6fbf61a03b9739090422b8904de2",
   "time_future": "8c9cb7410e2199a84d1b5607c46429f0c6bc67a2b9e322a48434d83a2e81e007",
-  "time_manual": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "time_manual": "(empty)",
   "time_of_day": "9f58a9fbc74271e641f4b7624b22daca061195a3d85b58d270fb8590937007b1",
   "time_optimize": "b36c1cbd59292ec15b8ff1504ec03c5657665e2b3350e224dfd31364cb393ffa",
   "time_season": "df37d485468915bce6cd7fa627702773c5d6c3dee47cffdc6360d31dd1dd28eb",
-  "time_season_sequential": "4f53cda18c2baa0c0354bb5f9a3ecbe5ed12ab4d8e11ba873c2f11161202b945",
+  "time_season_sequential": "(empty)",
   "time_sequencing": "91f69c8abab9959c1f8c90f5aaa56db29bccc67e37d12673ab41c54e4179d7ca",
   "vintage_all": "b96a0eef5579c688203bc71c6700b5a74d6d9306ee443980e67beef17ac4e8f0",
   "vintage_exist": "c9529ee6b8874a867c196738619704c725ba6fbf61a03b9739090422b8904de2",
diff --git a/tests/utilities/capture_set_values_for_cache.py b/tests/utilities/capture_set_values_for_cache.py
index f0ca2d218..aed5b18f9 100644
--- a/tests/utilities/capture_set_values_for_cache.py
+++ b/tests/utilities/capture_set_values_for_cache.py
@@ -13,7 +13,7 @@
 from temoa.core.config import TemoaConfig
 from temoa.core.modes import TemoaMode
 from tests.conftest import refresh_databases
-from tests.utilities.hash_utils import hash_set
+from tests.utilities.hash_utils import encode_hashes, hash_set
 
 output_path = Path(__file__).parent.parent / 'testing_log'  # capture the log here
 output_path.mkdir(parents=True, exist_ok=True)
@@ -50,4 +50,4 @@
 
     # stash the result in a json file...
     with open(scenario['output_file'], 'w') as f_out:
-        json.dump(sets_dict, f_out, indent=2, sort_keys=True)
+        json.dump(encode_hashes(sets_dict), f_out, indent=2, sort_keys=True)
diff --git a/tests/utilities/hash_utils.py b/tests/utilities/hash_utils.py
index 008aa7378..03480bf04 100644
--- a/tests/utilities/hash_utils.py
+++ b/tests/utilities/hash_utils.py
@@ -14,3 +14,17 @@ def hash_set(s: Any) -> str:
         sorted_elements = sorted([(type(e).__name__, str(e)) for e in s])
     s_bytes = json.dumps(sorted_elements, ensure_ascii=False).encode('utf-8')
     return hashlib.sha256(s_bytes).hexdigest()
+
+
+EMPTY_SET_HASH = hash_set([])
+EMPTY_SET_SENTINEL = '(empty)'
+
+
+def encode_hashes(sets_dict: dict[str, str]) -> dict[str, str]:
+    """Replace the empty-set hash with a readable sentinel for storage."""
+    return {k: EMPTY_SET_SENTINEL if v == EMPTY_SET_HASH else v for k, v in sets_dict.items()}
+
+
+def decode_hashes(sets_dict: dict[str, str]) -> dict[str, str]:
+    """Resolve the empty-set sentinel back to its hash for comparison."""
+    return {k: EMPTY_SET_HASH if v == EMPTY_SET_SENTINEL else v for k, v in sets_dict.items()}

From c554938bd045cf0906e498d6f09bea08a0be991b Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 19:34:14 -0400
Subject: [PATCH 44/56] Many little fixes for a picky little rabbit

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 docs/source/computational_implementation.rst  |  2 +-
 docs/source/extensions/unit_commitment.rst    |  6 +-
 scripts/generate_etl_figure.py                |  2 +-
 temoa/_internal/table_writer.py               |  2 +
 temoa/components/costs.py                     |  2 -
 temoa/components/operations.py                |  4 +-
 temoa/components/utils.py                     |  2 +-
 temoa/core/config.py                          |  6 ++
 temoa/core/model.py                           |  9 ++-
 .../components/cost_fixed_eos.py              |  4 +-
 .../components/cost_invest_eos.py             |  6 +-
 .../economies_of_scale/core/data_puller.py    |  6 +-
 .../unit_commitment/components/commitment.py  | 26 ++++----
 .../unit_commitment/core/data_puller.py       | 61 ++++++++++++++++++-
 .../extensions/unit_commitment/core/model.py  | 24 ++++----
 temoa/extensions/unit_commitment/tables.sql   |  1 +
 tests/test_full_runs.py                       |  2 +-
 17 files changed, 117 insertions(+), 48 deletions(-)

diff --git a/docs/source/computational_implementation.rst b/docs/source/computational_implementation.rst
index 5c9b0408c..6ca9eb5a8 100644
--- a/docs/source/computational_implementation.rst
+++ b/docs/source/computational_implementation.rst
@@ -280,7 +280,7 @@ an index function is needed to determine the valid indices for the constraint.
       self.ramp_up_constraint_rpsdtv = Set(
          dimen=6, initialize=operations.ramp_up_constraint_indices
       )
-      self.ramp_up__constraint = Constraint(
+      self.ramp_up_constraint = Constraint(
          self.ramp_up_constraint_rpsdtv, rule=operations.ramp_up_constraint
       )
 
diff --git a/docs/source/extensions/unit_commitment.rst b/docs/source/extensions/unit_commitment.rst
index 833f8e913..795ba32a3 100644
--- a/docs/source/extensions/unit_commitment.rst
+++ b/docs/source/extensions/unit_commitment.rst
@@ -197,9 +197,9 @@ to relax them to continuous non-negative reals.
    :header: "Variable", "Domain", "Description"
    :widths: 36, 16, 48
 
-   ":math:`\textbf{UCN}_{r,p,s,d,t,v}` (:code:`v_uc_online`)", ":math:`\mathbb{Z}_{\ge 0}`", "number of units online at the start of timeslice :math:`(s,d)`"
-   ":math:`\textbf{UCST}_{r,p,s,d,t,v}` (:code:`v_uc_started`)", ":math:`\mathbb{Z}_{\ge 0}`", "number of units that start up during timeslice :math:`(s,d)`"
-   ":math:`\textbf{UCSP}_{r,p,s,d,t,v}` (:code:`v_uc_stopped`)", ":math:`\mathbb{Z}_{\ge 0}`", "number of units that shut down during timeslice :math:`(s,d)`"
+   ":math:`\textbf{UCN}_{r,p,s,d,t,v}` (:code:`v_uc_online`)", ":math:`\mathbb{Z}_{\ge 0}` when `linearized = 0`; :math:`\mathbb{R}_{\ge 0}` when `linearized = 1`", "number of units online at the start of timeslice :math:`(s,d)`"
+   ":math:`\textbf{UCST}_{r,p,s,d,t,v}` (:code:`v_uc_started`)", ":math:`\mathbb{Z}_{\ge 0}` when `linearized = 0`; :math:`\mathbb{R}_{\ge 0}` when `linearized = 1`", "number of units that start up during timeslice :math:`(s,d)`"
+   ":math:`\textbf{UCSP}_{r,p,s,d,t,v}` (:code:`v_uc_stopped`)", ":math:`\mathbb{Z}_{\ge 0}` when `linearized = 0`; :math:`\mathbb{R}_{\ge 0}` when `linearized = 1`", "number of units that shut down during timeslice :math:`(s,d)`"
 
 Constraints
 -----------
diff --git a/scripts/generate_etl_figure.py b/scripts/generate_etl_figure.py
index 4e42ee48c..f9990f897 100644
--- a/scripts/generate_etl_figure.py
+++ b/scripts/generate_etl_figure.py
@@ -13,7 +13,7 @@
 import matplotlib
 import matplotlib.patches as mpatches
 import matplotlib.pyplot as plt
-import matplotlib.ticker as ticker
+from matplotlib import ticker
 
 matplotlib.rcParams.update(
     {
diff --git a/temoa/_internal/table_writer.py b/temoa/_internal/table_writer.py
index d28d3f0fd..240ed43b8 100644
--- a/temoa/_internal/table_writer.py
+++ b/temoa/_internal/table_writer.py
@@ -480,6 +480,8 @@ def write_emissions(self, iteration: int | None = None) -> None:
         self.connection.commit()
 
     def write_capacity_tables(self, model: TemoaModel, iteration: int | None = None) -> None:
+        if not self.tech_sectors:
+            self._set_tech_sectors()
         cap_data = poll_capacity_results(model=model, epsilon=self.output_threshold_capacity)
         self._insert_capacity_results(cap_data=cap_data, iteration=iteration)
 
diff --git a/temoa/components/costs.py b/temoa/components/costs.py
index 9edaf1a23..91216c5ac 100644
--- a/temoa/components/costs.py
+++ b/temoa/components/costs.py
@@ -732,7 +732,6 @@ def poll_loan_costs(
     p_e: int,
     global_discount_rate: float,
     vintage: int,
-    **kwargs: object,
 ) -> tuple[float, float]:
     """
     Calculate Loan costs by calling the loan annualize and loan cost functions in temoa_rules
@@ -778,7 +777,6 @@ def poll_loan_costs_survival_curve(
     p_0: Period,
     p_e: Period,
     global_discount_rate: float,
-    **kwargs: object,
 ) -> tuple[float, float]:
     """
     Calculate Loan costs by calling the loan annualize and loan cost functions in temoa_rules
diff --git a/temoa/components/operations.py b/temoa/components/operations.py
index df60d38c9..29df0c641 100644
--- a/temoa/components/operations.py
+++ b/temoa/components/operations.py
@@ -194,7 +194,7 @@ def create_operational_vintage_sets(model: TemoaModel) -> None:
         model.is_seasonal_storage[t] = t in model.tech_seasonal_storage
 
 
-def _ramp_activity_increase(
+def ramp_activity_increase(
     model: TemoaModel,
     ramp_up: bool,
     r: Region,
@@ -271,7 +271,7 @@ def _ramp_constraint(
     """Helper that composes :func:`_ramp_activity_increase` and
     :func:`_rampable_activity` into the core-model ramp constraint."""
     s_next, d_next = model.time_next[s, d]
-    result = _ramp_activity_increase(model, ramp_up, r, p, s, d, s_next, d_next, t, v)
+    result = ramp_activity_increase(model, ramp_up, r, p, s, d, s_next, d_next, t, v)
     if result is None:
         return Constraint.Skip
     activity_increase, ramp_fraction = result
diff --git a/temoa/components/utils.py b/temoa/components/utils.py
index ee18b11c0..9bf1940b0 100644
--- a/temoa/components/utils.py
+++ b/temoa/components/utils.py
@@ -135,7 +135,7 @@ def get_available_output(
     v: Vintage,
 ) -> ExprLike:
     """The maximum available output for a process in a specific time slice."""
-    return available_output_function(model, r, p, s, d, t, v)
+    return model.available_output_function(model, r, p, s, d, t, v)
 
 
 def get_adjusted_existing_capacity(
diff --git a/temoa/core/config.py b/temoa/core/config.py
index 449024bd8..3e68c9225 100644
--- a/temoa/core/config.py
+++ b/temoa/core/config.py
@@ -302,6 +302,12 @@ def build_config(config_file: Path, output_path: Path, silent: bool = False) ->
         else:
             raise SolverNotAvailableError('No solver name specified in the configuration.')
 
+        if data.get('solver_name') == 'appsi_highs' and data.get('save_duals', False):
+            raise ValueError(
+                'save_duals is not supported with appsi_highs (it does not expose duals via the '
+                'APPSI interface). Disable save_duals or choose a different solver.'
+            )
+
         if 'stochastic' in data:
             stoch_data = data.pop('stochastic')
             if 'stochastic_config' in stoch_data:
diff --git a/temoa/core/model.py b/temoa/core/model.py
index 645d15c45..b52ec1779 100755
--- a/temoa/core/model.py
+++ b/temoa/core/model.py
@@ -111,7 +111,7 @@ def __init__(
         AbstractModel.__init__(self, *args, **kwargs)
         self.enabled_extensions = tuple(extensions or ())
         self.extension_specs = resolve_extension_specs(self.enabled_extensions)
-        utils.available_output_function = utils.available_output_base
+        self.available_output_function = utils.available_output_base
 
         ################################################
         #       Internally used Data Containers        #
@@ -626,7 +626,12 @@ def __init__(
         )
         self.limit_activity = Param(self.limit_activity_constraint_rpt)
 
-        self.limit_seasonal_capacity_factor_constraint_rst = Set()
+        self.limit_seasonal_capacity_factor_constraint_rst = Set(
+            within=self.regional_global_indices
+            * self.time_season
+            * self.tech_or_group
+            * self.operator
+        )
         self.limit_seasonal_capacity_factor = Param(
             self.limit_seasonal_capacity_factor_constraint_rst, validate=validate_0to1
         )
diff --git a/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py b/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
index e07c27f57..cbdbe629c 100644
--- a/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_fixed_eos.py
@@ -228,13 +228,13 @@ def cost_fixed_eos_segment_cost(
     p: Period,
     t: Technology,
     n: int,
-    capacity: ExprLike,
+    cap: ExprLike,
     binary: VarData | bool = True,
 ) -> ExprLike:
     """Fixed cost within a segment, if capacity were in that segment"""
     cap_lower, cap_upper, cost_lower, cost_upper = model.cost_fixed_eos[r, p, t, n]
     m = (value(cost_upper) - value(cost_lower)) / (value(cap_upper) - value(cap_lower))
-    return m * capacity + binary * (value(cost_lower) - m * value(cap_lower))
+    return m * cap + binary * (value(cost_lower) - m * value(cap_lower))
 
 
 def period_cost(model: EOSModel, r: Region, p: Period, t: Technology) -> Expression:
diff --git a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
index 90cd156af..51e26a529 100644
--- a/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
+++ b/temoa/extensions/economies_of_scale/components/cost_invest_eos.py
@@ -288,7 +288,7 @@ def cost_invest_eos_cumulative_capacity_constraint(
     )
 
     # Sum all actually built capacity so far
-    cap_deployed = quicksum(
+    cap_deployed = sum(
         value(model.existing_capacity[_r, _t, _v])
         for _r, _t, _v in model.existing_capacity.sparse_keys()
         if _r in regions and _t in techs
@@ -311,13 +311,13 @@ def cost_invest_eos_segment_cost(
     r: Region,
     t: Technology,
     n: int,
-    cumulative_capacity: ExprLike,
+    cum_cap: ExprLike,
     binary: VarData | bool = True,
 ) -> ExprLike:
     """Cumulative investment cost within an EOS invest segment, if capacity were in that segment"""
     cap_lower, cap_upper, cost_lower, cost_upper = model.cost_invest_eos[r, t, n]
     m = (value(cost_upper) - value(cost_lower)) / (value(cap_upper) - value(cap_lower))
-    return m * cumulative_capacity + binary * (value(cost_lower) - m * value(cap_lower))
+    return m * cum_cap + binary * (value(cost_lower) - m * value(cap_lower))
 
 
 def cost_invest_eos_cluster_cumulative_cost(
diff --git a/temoa/extensions/economies_of_scale/core/data_puller.py b/temoa/extensions/economies_of_scale/core/data_puller.py
index 59ecf12a8..a28b06e8b 100644
--- a/temoa/extensions/economies_of_scale/core/data_puller.py
+++ b/temoa/extensions/economies_of_scale/core/data_puller.py
@@ -76,7 +76,7 @@ def poll_costs(
             )
 
         # screen for linked region...
-        if '-' in r:
+        if '-' in r and '+' not in r:
             exchange_costs.add_cost_record(
                 r,
                 period=p,
@@ -116,7 +116,7 @@ def poll_costs(
         )
         d_fixed = float(value(d_fixed))
 
-        if '-' in r:
+        if '-' in r and '+' not in r:
             exchange_costs.add_cost_record(
                 r,
                 period=p,
@@ -155,7 +155,7 @@ def poll_costs(
         )
         d_variable = float(value(d_variable))
 
-        if '-' in r:
+        if '-' in r and '+' not in r:
             exchange_costs.add_cost_record(
                 r,
                 period=p,
diff --git a/temoa/extensions/unit_commitment/components/commitment.py b/temoa/extensions/unit_commitment/components/commitment.py
index 5b4966b33..998502517 100644
--- a/temoa/extensions/unit_commitment/components/commitment.py
+++ b/temoa/extensions/unit_commitment/components/commitment.py
@@ -14,18 +14,18 @@
 from __future__ import annotations
 
 import logging
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, cast
 
 from pyomo.environ import Constraint, NonNegativeIntegers, quicksum, value
 
-import temoa.components.utils as utils
-from temoa.components.operations import _ramp_activity_increase
+from temoa.components.operations import ramp_activity_increase
 from temoa.components.time import tod_elapsed_hours
 from temoa.components.utils import available_output_base
 
 if TYPE_CHECKING:
     from pyomo.environ import Expression
 
+    from temoa.core.model import TemoaModel
     from temoa.extensions.unit_commitment.core.model import UnitCommitmentModel
     from temoa.types import ExprLike
     from temoa.types.core_types import Period, Region, Season, Technology, TimeOfDay, Vintage
@@ -55,8 +55,8 @@ def apply_integer_domains(model: UnitCommitmentModel) -> None:
 def initialize_unit_commitment(model: UnitCommitmentModel) -> None:
     """Initialize the unit commitment index set."""
 
-    # Override get_available_output with the UC-aware version for this run.
-    utils.available_output_function = uc_available_output
+    # Override get_available_output with the UC-aware version for this model instance.
+    model.available_output_function = uc_available_output
 
     # Annual techs cant use unit commitment as their flows are not flexible
     bad_techs = {t for _, t in model.uc_unit_capacity.sparse_keys() if t in model.tech_annual}
@@ -141,13 +141,6 @@ def uc_constraint_indices(
     }
 
 
-def capacity_constraint_indices(
-    model: UnitCommitmentModel,
-) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
-    # Non uc processes back to default capacity constraint
-    return set(model.capacity_constraint_rpsdtv - model.uc_indices_rpsdtv)
-
-
 def ramp_up_constraint_indices(
     model: UnitCommitmentModel,
 ) -> set[tuple[Region, Period, Season, TimeOfDay, Technology, Vintage]]:
@@ -205,7 +198,7 @@ def _flow_out_sum(
 
 
 def uc_available_output(
-    model: UnitCommitmentModel,
+    model: TemoaModel,
     r: Region,
     p: Period,
     s: Season,
@@ -239,6 +232,7 @@ def uc_available_output(
     so it is called transparently by :func:`~temoa.components.utils.get_available_output`
     throughout the core model.
     """
+    model = cast('UnitCommitmentModel', model)
     if (r, t) not in model.uc_unit_capacity:
         return available_output_base(model, r, p, s, d, t, v)
     base = (
@@ -401,6 +395,8 @@ def uc_min_up_time_constraint(
         \le \textbf{UCN}_{r,p,s,d,t,v}
     """
     hours_back = int(value(model.uc_min_up_time_hours[r, t]))
+    if hours_back <= 0:
+        return Constraint.Skip
     started_sum = quicksum(
         model.v_uc_started[r, p, _s, _d, t, v] for _s, _d in model.uc_backslices[s, d, hours_back]
     )
@@ -441,6 +437,8 @@ def uc_min_down_time_constraint(
         mis-classified by one time slice.
     """
     hours_back = int(value(model.uc_min_down_time_hours[r, t]))
+    if hours_back <= 0:
+        return Constraint.Skip
     stopped_sum = quicksum(
         model.v_uc_stopped[r, p, _s, _d, t, v] for _s, _d in model.uc_backslices[s, d, hours_back]
     )
@@ -486,7 +484,7 @@ def _ramp_constraint(
     v: Vintage,
 ) -> ExprLike:
     s_next, d_next = model.time_next[s, d]
-    result = _ramp_activity_increase(model, ramp_up, r, p, s, d, s_next, d_next, t, v)
+    result = ramp_activity_increase(model, ramp_up, r, p, s, d, s_next, d_next, t, v)
     if result is None:
         return Constraint.Skip
     activity_increase, ramp_fraction = result
diff --git a/temoa/extensions/unit_commitment/core/data_puller.py b/temoa/extensions/unit_commitment/core/data_puller.py
index 1f16d24a6..4c9212733 100644
--- a/temoa/extensions/unit_commitment/core/data_puller.py
+++ b/temoa/extensions/unit_commitment/core/data_puller.py
@@ -159,13 +159,14 @@ def poll_startup_cost_results(
 
     global_discount_rate = value(model.global_discount_rate)
 
-    keys = {
+    # Variable
+    valid_rptv = {
         (r, p, t, v)
         for r, t in model.uc_startup_cost.sparse_keys()
         for p in model.time_optimize
         for v in model.process_vintages.get((r, p, t), [])
     }
-    for r, p, t, v in keys:
+    for r, p, t, v in valid_rptv:
         cost = float(value(startup.uc_startup_cost_rptv(model, r, p, t, v)))
         if abs(cost) < epsilon:
             continue
@@ -202,3 +203,59 @@ def poll_startup_cost_results(
             entry = entries[r, p, t, v]
             entry[CostType.D_VARIABLE] = entry.get(CostType.D_VARIABLE, 0.0) + d_variable
             entry[CostType.VARIABLE] = entry.get(CostType.VARIABLE, 0.0) + ud_variable
+
+    # Emission
+    valid_rpetv = {
+        (r, p, e, t, v)
+        for r, e, t in model.uc_startup_emissions.sparse_keys()
+        for p in model.time_optimize
+        if (r, p, e) in model.cost_emission
+        for v in model.process_vintages.get((r, p, t), [])
+    }
+    for r, p, e, t, v in valid_rpetv:
+        startups = sum(
+            value(model.v_uc_started[r, p, s, d, t, v])
+            for s in model.time_season
+            for d in model.time_of_day
+        )
+        cost = (
+            startups
+            * value(model.uc_unit_capacity[r, t])
+            * value(model.uc_startup_emissions[r, e, t])
+            * value(model.cost_emission[r, p, e])
+        )
+        if abs(cost) < epsilon:
+            continue
+
+        ud_emission = float(cost * value(model.period_length[p]))
+        d_emission = costs.fixed_or_variable_cost(
+            cap_or_flow=1.0,
+            cost_factor=cost,
+            cost_years=value(model.period_length[p]),
+            global_discount_rate=global_discount_rate,
+            p_0=float(p_0),
+            p=p,
+        )
+        d_emission = float(value(d_emission))
+
+        if '-' in r:
+            exchange_costs.add_cost_record(
+                r,
+                period=p,
+                tech=t,
+                vintage=v,
+                cost=d_emission,
+                cost_type=CostType.D_EMISS,
+            )
+            exchange_costs.add_cost_record(
+                r,
+                period=p,
+                tech=t,
+                vintage=v,
+                cost=ud_emission,
+                cost_type=CostType.EMISS,
+            )
+        else:
+            entry = entries[r, p, t, v]
+            entry[CostType.D_EMISS] = entry.get(CostType.D_EMISS, 0.0) + d_emission
+            entry[CostType.EMISS] = entry.get(CostType.EMISS, 0.0) + ud_emission
diff --git a/temoa/extensions/unit_commitment/core/model.py b/temoa/extensions/unit_commitment/core/model.py
index 0fe4c5bcf..4482152d1 100644
--- a/temoa/extensions/unit_commitment/core/model.py
+++ b/temoa/extensions/unit_commitment/core/model.py
@@ -42,7 +42,6 @@ class UnitCommitmentModel(TemoaModel):
 
         # --- Index sets ---
         uc_indices_rpsdtv: Set  # all (r,p,s,d,t,v) subject to UC
-        default_capacity_constraint_rpsdtv: Set
         default_ramp_up_constraint_rpsdtv: Set
         default_ramp_down_constraint_rpsdtv: Set
         uc_ramp_up_constraint_rpsdtv: Set
@@ -61,7 +60,6 @@ class UnitCommitmentModel(TemoaModel):
         # --- Constraints ---
         uc_online_upper_constraint: Constraint
         uc_min_output_constraint: Constraint
-        uc_max_output_constraint: Constraint
         uc_started_upper_tightening_constraint: Constraint
         uc_stopped_upper_tightening_constraint: Constraint
         uc_transition_constraint: Constraint
@@ -79,24 +77,28 @@ def register_early_components(model: TemoaModel) -> None:
     m.uc_backslices = {}
 
     # Params
-    m.uc_unit_capacity = Param(m.regions, m.tech_with_capacity, domain=PositiveReals)
+    m.uc_unit_capacity = Param(m.regional_indices, m.tech_with_capacity, domain=PositiveReals)
     m.uc_min_output_fraction = Param(
-        m.regions, m.tech_with_capacity, domain=NonNegativeReals, default=0.0
+        m.regional_indices, m.tech_with_capacity, domain=NonNegativeReals, default=0.0
     )
     m.uc_max_output_fraction = Param(
-        m.regions, m.tech_with_capacity, domain=NonNegativeReals, default=1.0
+        m.regional_indices, m.tech_with_capacity, domain=NonNegativeReals, default=1.0
     )
-    m.uc_min_up_time_hours = Param(m.regions, m.tech_with_capacity, domain=Integers, default=0)
-    m.uc_min_down_time_hours = Param(m.regions, m.tech_with_capacity, domain=Integers, default=0)
-    m.uc_linearized = Param(m.regions, m.tech_with_capacity, domain=Binary, default=0)
+    m.uc_min_up_time_hours = Param(
+        m.regional_indices, m.tech_with_capacity, domain=Integers, default=0
+    )
+    m.uc_min_down_time_hours = Param(
+        m.regional_indices, m.tech_with_capacity, domain=Integers, default=0
+    )
+    m.uc_linearized = Param(m.regional_indices, m.tech_with_capacity, domain=Binary, default=0)
 
     # Startup params
-    m.uc_startup_cost = Param(m.regions, m.tech_with_capacity, domain=PositiveReals)
+    m.uc_startup_cost = Param(m.regional_indices, m.tech_with_capacity, domain=PositiveReals)
     m.uc_startup_emissions = Param(
-        m.regions, m.commodity_emissions, m.tech_with_capacity, domain=PositiveReals
+        m.regional_indices, m.commodity_emissions, m.tech_with_capacity, domain=PositiveReals
     )
     m.uc_startup_input = Param(
-        m.regions, m.commodity_physical, m.tech_with_capacity, domain=PositiveReals
+        m.regional_indices, m.commodity_physical, m.tech_with_capacity, domain=PositiveReals
     )
 
     # Index sets
diff --git a/temoa/extensions/unit_commitment/tables.sql b/temoa/extensions/unit_commitment/tables.sql
index 282929adb..8e1867fda 100644
--- a/temoa/extensions/unit_commitment/tables.sql
+++ b/temoa/extensions/unit_commitment/tables.sql
@@ -13,6 +13,7 @@ CREATE TABLE IF NOT EXISTS unit_commitment
     CHECK (unit_capacity > 0),
     CHECK (0 <= min_output_fraction AND min_output_fraction <= 1),
     CHECK (0 < max_output_fraction AND max_output_fraction <= 1),
+    CHECK (min_output_fraction <= max_output_fraction),
     CHECK (min_up_time_hours >= 0),
     CHECK (min_down_time_hours >= 0),
     CHECK (linearized IN (0, 1)),
diff --git a/tests/test_full_runs.py b/tests/test_full_runs.py
index 5e572ef68..c23ca57d3 100644
--- a/tests/test_full_runs.py
+++ b/tests/test_full_runs.py
@@ -249,7 +249,7 @@ def test_time_sequence_tests(
         cur = con.cursor()
         res = cur.execute('SELECT SUM(total_system_cost) FROM main.output_objective').fetchone()
         obj = res[0]
-        assert obj == pytest.approx(expected_obj, abs=0.00001), (
+        assert obj == pytest.approx(expected_obj, rel=1e-5), (
             'objective function value did not match expected for time sequencing test'
         )
 

From 950f5e133f3bffe1fbdeef93ffa75a8fb3c490a0 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 19:40:16 -0400
Subject: [PATCH 45/56] Stop asking appsi for duals

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 tests/testing_configs/config_myopic_capacities.toml | 4 ++--
 tests/testing_configs/config_utopia_myopic.toml     | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/tests/testing_configs/config_myopic_capacities.toml b/tests/testing_configs/config_myopic_capacities.toml
index 4ff76c5b3..77b49abde 100644
--- a/tests/testing_configs/config_myopic_capacities.toml
+++ b/tests/testing_configs/config_myopic_capacities.toml
@@ -5,8 +5,8 @@ input_database = "tests/testing_outputs/myopic_capacities.sqlite"
 output_database = "tests/testing_outputs/myopic_capacities.sqlite"
 neos = false
 solver_name = "appsi_highs"
-save_excel = true
-save_duals = true
+save_excel = false
+save_duals = false
 save_lp_file = false
 time_sequencing = "seasonal_timeslices"
 days_per_period = 365
diff --git a/tests/testing_configs/config_utopia_myopic.toml b/tests/testing_configs/config_utopia_myopic.toml
index ddab12b0c..2744e9809 100644
--- a/tests/testing_configs/config_utopia_myopic.toml
+++ b/tests/testing_configs/config_utopia_myopic.toml
@@ -4,8 +4,8 @@ input_database = "tests/testing_outputs/myo_utopia.sqlite"
 output_database = "tests/testing_outputs/myo_utopia.sqlite"
 neos = false
 solver_name = "appsi_highs"
-save_excel = true
-save_duals = true
+save_excel = false
+save_duals = false
 save_lp_file = false
 time_sequencing = "seasonal_timeslices"
 days_per_period = 365

From 0b6a5b153a783465b0a4b608e962c17f01c076da Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 20:02:54 -0400
Subject: [PATCH 46/56] Update test_week to check that output_cost matches
 objective

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 tests/test_full_runs.py | 10 +++++++---
 1 file changed, 7 insertions(+), 3 deletions(-)

diff --git a/tests/test_full_runs.py b/tests/test_full_runs.py
index c23ca57d3..05d4f586a 100644
--- a/tests/test_full_runs.py
+++ b/tests/test_full_runs.py
@@ -235,7 +235,6 @@ def test_time_sequence_tests(
     system_test_run: tuple[str, SolverResults | None, TemoaModel | None, TemoaSequencer],
 ) -> None:
     _, _, _, sequencer = system_test_run
-    import contextlib
 
     objectives = {
         'consecutive_days': 1445.875735,
@@ -247,11 +246,16 @@ def test_time_sequence_tests(
 
     with contextlib.closing(sqlite3.connect(sequencer.config.output_database)) as con:
         cur = con.cursor()
-        res = cur.execute('SELECT SUM(total_system_cost) FROM main.output_objective').fetchone()
-        obj = res[0]
+        obj = cur.execute('SELECT SUM(total_system_cost) FROM main.output_objective').fetchone()[0]
         assert obj == pytest.approx(expected_obj, rel=1e-5), (
             'objective function value did not match expected for time sequencing test'
         )
+        summed = cur.execute(
+            'SELECT SUM(d_invest+d_fixed+d_var+d_emiss) FROM main.output_cost'
+        ).fetchone()[0]
+        assert obj == pytest.approx(summed, rel=1e-10), (
+            'summed discounted costs from output_cost did not match objective function'
+        )
 
 
 @pytest.mark.parametrize(

From 9c629476436b1edc8653347847fb85530ba2d511 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 7 Aug 2026 20:36:22 -0400
Subject: [PATCH 47/56] Few more small fixes for Bugs

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/components/operations.py                |  4 +--
 .../components/growth_new_capacity_delta.py   |  4 +--
 temoa/extensions/unit_commitment/tables.sql   | 30 +++++++++++--------
 3 files changed, 22 insertions(+), 16 deletions(-)

diff --git a/temoa/components/operations.py b/temoa/components/operations.py
index 29df0c641..3d6ab7dfc 100644
--- a/temoa/components/operations.py
+++ b/temoa/components/operations.py
@@ -268,7 +268,7 @@ def _ramp_constraint(
     t: Technology,
     v: Vintage,
 ) -> ExprLike:
-    """Helper that composes :func:`_ramp_activity_increase` and
+    """Helper that composes :func:`ramp_activity_increase` and
     :func:`_rampable_activity` into the core-model ramp constraint."""
     s_next, d_next = model.time_next[s, d]
     result = ramp_activity_increase(model, ramp_up, r, p, s, d, s_next, d_next, t, v)
@@ -358,7 +358,7 @@ def ramp_down_constraint(
 ) -> ExprLike:
     r"""
 
-    Similar to the :code`ramp_up` constraint, we use the :code:`ramp_down`
+    Similar to the :code:`ramp_up` constraint, we use the :code:`ramp_down`
     constraint to limit ramp down rates between any two adjacent time slices.
 
     .. math::
diff --git a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
index c850a8fbe..b8b619267 100644
--- a/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
+++ b/temoa/extensions/growth_rates/components/growth_new_capacity_delta.py
@@ -76,7 +76,7 @@ def limit_growth_new_capacity_delta(
 
             \text{ where } v_i=p
 
-            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_growth\_capacity_\delta}}
+            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_growth\_new\_capacity\_delta}}
 
             \begin{aligned}\text{Degrowth:}\\
             &\mathbf{NCAP}_{r,t,v_{i-1}} - \mathbf{NCAP}_{r,t,v_{i-2}}
@@ -86,7 +86,7 @@ def limit_growth_new_capacity_delta(
 
             \text{ where } v_i=p
 
-            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_capacity_\delta}}
+            \qquad \forall \{r, p, t\} \in \Theta_{\text{limit\_degrowth\_new\_capacity\_delta}}
     """
     regions = geography.gather_group_regions(model, r)
     techs = technology.gather_group_techs(model, t)
diff --git a/temoa/extensions/unit_commitment/tables.sql b/temoa/extensions/unit_commitment/tables.sql
index 8e1867fda..f6d9f3694 100644
--- a/temoa/extensions/unit_commitment/tables.sql
+++ b/temoa/extensions/unit_commitment/tables.sql
@@ -53,17 +53,23 @@ CREATE TABLE IF NOT EXISTS unit_commitment_startup_input
 );
 CREATE TABLE IF NOT EXISTS output_unit_commitment
 (
-    scenario                        TEXT NOT NULL,
-    region                          TEXT NOT NULL,
-    sector                          TEXT NOT NULL,
-    period                          INTEGER NOT NULL,
-    season                          TEXT NOT NULL,
-    tod                             TEXT NOT NULL,
-    tech                            TEXT NOT NULL,
-    vintage                         INTEGER NOT NULL,
-    online_cap                      REAL,
-    start_cap                       REAL,
-    stop_cap                        REAL,
-    units                           TEXT,
+    scenario        TEXT,
+    region          TEXT,
+    sector          TEXT
+        REFERENCES sector_label (sector),
+    period          INTEGER
+        REFERENCES time_period (period),
+    season          TEXT
+        REFERENCES time_season (season),
+    tod             TEXT
+        REFERENCES time_of_day (tod),
+    tech            TEXT
+        REFERENCES technology (tech),
+    vintage         INTEGER
+        REFERENCES time_period (period),
+    online_cap      REAL,
+    start_cap       REAL,
+    stop_cap        REAL,
+    units           TEXT,
     PRIMARY KEY (scenario, region, sector, period, season, tod, tech, vintage)
 );

From 813f5660b7a5e405d212b151ebfe65b1b8649cb5 Mon Sep 17 00:00:00 2001
From: jdecarolis <2837947+jdecarolis@users.noreply.github.com>
Date: Sun, 16 Aug 2026 01:22:41 +0000
Subject: [PATCH 48/56] chore: upgrade dependencies (canary)

---
 requirements-dev.txt | 1092 +++++++++++++++++++++++-----------------
 requirements.txt     |  328 ++++++------
 uv.lock              | 1121 ++++++++++++++++++++++++------------------
 3 files changed, 1466 insertions(+), 1075 deletions(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index d71a37f03..4d747769a 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -9,45 +9,68 @@ alabaster==1.0.0 \
     --hash=sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e \
     --hash=sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b
     # via sphinx
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via typer
-ast-serialize==0.6.0 \
-    --hash=sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f \
-    --hash=sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b \
-    --hash=sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596 \
-    --hash=sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e \
-    --hash=sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089 \
-    --hash=sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24 \
-    --hash=sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a \
-    --hash=sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516 \
-    --hash=sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a \
-    --hash=sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790 \
-    --hash=sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e \
-    --hash=sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a \
-    --hash=sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66 \
-    --hash=sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14 \
-    --hash=sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c \
-    --hash=sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1 \
-    --hash=sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8 \
-    --hash=sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b \
-    --hash=sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a \
-    --hash=sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc \
-    --hash=sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f \
-    --hash=sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264 \
-    --hash=sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe \
-    --hash=sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b \
-    --hash=sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32 \
-    --hash=sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec \
-    --hash=sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081 \
-    --hash=sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b \
-    --hash=sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e \
-    --hash=sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77 \
-    --hash=sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b \
-    --hash=sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7 \
-    --hash=sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad \
-    --hash=sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554
+ast-serialize==0.8.0 \
+    --hash=sha256:0485a25ef519c62e749ee3c1ad8070e591b380d67226349eb5a70b228dc1ac4a \
+    --hash=sha256:057769b5921336eb2d9124f2a731b42ed05ffdac559b840dbdf6f3937cf153dc \
+    --hash=sha256:1f9caa63fad8241257ae401b5ff0a64026c6adb36b8e86cbe8782d9ea505daf6 \
+    --hash=sha256:252f883290d1cdb728eb7fe1d9a7221b88af5a329aae0bc91ddee4dafb820331 \
+    --hash=sha256:2880350b13d3eae69a0d70bc1fb6c9bfaca4dbd0e20ba8cd1aa483080b56ff06 \
+    --hash=sha256:293cc1c5bfa741f8e3fbe8175b9c07beee487c9a6fdbb25a5acad9f1df2d30a9 \
+    --hash=sha256:2d39a56282cfcc0d8eeea37267c754be59c98d48505c23b1dae5c6011f3813dd \
+    --hash=sha256:2efa40b068197d5efb62655b43baadb842ed71c4958cccd3e8b86a35726f0119 \
+    --hash=sha256:31883542dd6c94d178f5db3d32fbd69c5eb88b3a7c018e7ac8cc0c45195ddbed \
+    --hash=sha256:3926fa117b5e65019853a2969966d11c7175af377a3425991f3fe73784412405 \
+    --hash=sha256:39e92ff8e8cb45947fe9007174b2950e1fb098e6abd00266a13cd3bcf6675068 \
+    --hash=sha256:3a8660fe66667b76a6e9dccd1d33e66b229fde3b308db991c041609226c005b6 \
+    --hash=sha256:3ccebbed24f1281062d5852353c72c47502955926cfcb8345ffb3a44d87ff3d3 \
+    --hash=sha256:3d822605fa7bb326ef868d25fafced7fc660fa46d9b90c02ea86d5e2f5d325f7 \
+    --hash=sha256:40a57b73731be45da4fa41430c4d5dc94a24b3a4faba7b9e069978c0402064ea \
+    --hash=sha256:43dd6d596879bb1cb8a12cc9dae7bb10090a39a35883026c24f82488a195619a \
+    --hash=sha256:485f1113af805e9e170b95ef993ca3fbd4f89c04bab25c58b4fc632d854801ab \
+    --hash=sha256:4c38b915511e32bc718c49dbce98ff9af36bac0ad6a604f58000cd5e3aecdba7 \
+    --hash=sha256:4ca7e6fd1ad845d1cc649dc2ecd499db2f8f46af5bf8da7b70dd858774cc038b \
+    --hash=sha256:5075b9da3ef807eda752502446dfecea3b381c4900b7e27a5d5f4f899eb39951 \
+    --hash=sha256:54f95b486018d262bcb387a9afd96f0da74508b442762b80c769454a6fbb3ee3 \
+    --hash=sha256:6102f2f985c2e542be85cd857678ec9356fefa792b93cadfadd31139f5696f27 \
+    --hash=sha256:6479d9722a4cd21b578f5478074c41e6169f04811996ec881655560f703a5bba \
+    --hash=sha256:6c37c43e4004dfb42d321ddedc569dc17ff4259296f3af577c9ea46a809bc010 \
+    --hash=sha256:6f18048fe9f6dd266bd577cdec48bdcecb74faaa01fe941324435483b013ed2a \
+    --hash=sha256:77308ae6c5cf5264cc0f01a7c556ec77a9e68eb1f61b093534d698139fdc3b14 \
+    --hash=sha256:861794565b06337005c1447ef23103a3d5a627d08bdc827870d00d0b28ef5f51 \
+    --hash=sha256:86b8a1e6d90467345356098b040150e82fbc26d24a7a202224b13dc1f6264ca0 \
+    --hash=sha256:8c9d537f59e936392cfd3597789d1390304dd659efc3c486ce7f40fb6b8a9f53 \
+    --hash=sha256:8d53a23f27e1ed3a36b2d26fd2a1a6228c8e85a1ed62ff7cdb44bd610769f20a \
+    --hash=sha256:9118ad3e369727060b2696fc4078f250ecffca4248ba87f537f55cea9f9dce06 \
+    --hash=sha256:96abc072ad29db8d02194afd47d68987322622787daceae82398d7b69f3ba2e6 \
+    --hash=sha256:9830ff7e764f74d9eefb01170c61a9f0fd2c027dac5fcb72e064decd57d56371 \
+    --hash=sha256:9a2ef9cf12f2de4f1028c42c1dd7d775255e0fb3e5bb48896c97e35ef52366fe \
+    --hash=sha256:9d187197d234aa45d6cfa2b096be5f666e8cc2e7eb3722d0ab8926293cf5720c \
+    --hash=sha256:9da7330f3e235bf7da89b8d39205c6350fc0c08a85379743f2df9fff87d6d980 \
+    --hash=sha256:a02cbed7d8bfdcdee88edaac12bd50d53d9953aaa2e1852ef078625be5f1c0b5 \
+    --hash=sha256:a63bed264e818cd83eec11feed0f50aa162542b91132ef58afebc857182763a5 \
+    --hash=sha256:ab0f9a59f7d63d0d441b56b9a818b273705264352d5115cfee12e940e816d958 \
+    --hash=sha256:ac4f0a83c55a9b782f79ad55a5247b7db123c1db405959791c2ef886e9710c9f \
+    --hash=sha256:b2a5978662fd4db463dfb4b974d2b10ac6430b98f5333aabc7051909df3561d0 \
+    --hash=sha256:bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16 \
+    --hash=sha256:c85d8d18db5b2dfcb3b7e38a4d600ca35504c0ed8a6f75cd1c811e4ffe248a15 \
+    --hash=sha256:d8b3c8eee4c1baef9d4e84d2a59a805501617127be42615cb48970b15b0892b6 \
+    --hash=sha256:db1b957291bca08c7e72f43a12357b2948e20775d970e3fc3dac0aa3160ab725 \
+    --hash=sha256:ddd3b61f45c132da66c5476b281891e08c1fd87fbdabe8a6973e1622efc85f06 \
+    --hash=sha256:e0910c3442a75216dde0f102d854ba2aaa71d2482e0ee213630b9bf29584fba3 \
+    --hash=sha256:e1bd223df0f6c96b396975fa604cb33bce53d9b4a0185490be4c4a289f7c9c87 \
+    --hash=sha256:e7266307e5fba39836edb79def8608887af48820508bff3c5f2941e1e04d1534 \
+    --hash=sha256:e94f9121d13fa36cbf21314783c77d05ae3a0868decd18cf5233fdcc6de49ac8 \
+    --hash=sha256:f0190a33d7f97c65e9069f7a7f40499eea6b5cbe260c558378109caf20ce934b \
+    --hash=sha256:f3186969ee66a9863b00acc6523ace44c56974eecb348a7ea4b228d9f0b80e19 \
+    --hash=sha256:f359df4bd921918af8bebd142a376c77511d7151cc8ba852760b587b5a4a54f3 \
+    --hash=sha256:f7cc5f10386994c0f4844f1e6d6a97127e9b478660eb6dec2b257644f0acab64 \
+    --hash=sha256:fa70ed4dea0bb18b30a1789c77baa701d0ef30c474f2ccabdea61e25623a8827 \
+    --hash=sha256:fdc0d5b18ff8fb364e87923e47c0a91d0d69dbcaeaa274591f7fd26892cc3a3a \
+    --hash=sha256:ffa5e7cb08f96fed9121f77b224151e41caf88feab9d652bb46c78202b6fbeda
     # via mypy
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -59,69 +82,139 @@ beautifulsoup4==4.15.0 \
     --hash=sha256:288e3ca7d54b06f2ac191970bc275c1939cb46d450b255bf6718b04aa37ab4f7 \
     --hash=sha256:d6f88de62e1d4e38ecb1077eb9724cd0eff29d2a08ca16a401e9b9e93f117cf9
     # via pydata-sphinx-theme
-certifi==2026.6.17 \
-    --hash=sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432 \
-    --hash=sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db
+certifi==2026.7.22 \
+    --hash=sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775 \
+    --hash=sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55
     # via requests
 cfgv==3.5.0 \
     --hash=sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0 \
     --hash=sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132
     # via pre-commit
-charset-normalizer==3.4.9 \
-    --hash=sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380 \
-    --hash=sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62 \
-    --hash=sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226 \
-    --hash=sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b \
-    --hash=sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501 \
-    --hash=sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698 \
-    --hash=sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e \
-    --hash=sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4 \
-    --hash=sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519 \
-    --hash=sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe \
-    --hash=sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614 \
-    --hash=sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0 \
-    --hash=sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0 \
-    --hash=sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917 \
-    --hash=sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9 \
-    --hash=sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32 \
-    --hash=sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63 \
-    --hash=sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd \
-    --hash=sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198 \
-    --hash=sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde \
-    --hash=sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012 \
-    --hash=sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b \
-    --hash=sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5 \
-    --hash=sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8 \
-    --hash=sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35 \
-    --hash=sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642 \
-    --hash=sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2 \
-    --hash=sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9 \
-    --hash=sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c \
-    --hash=sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33 \
-    --hash=sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf \
-    --hash=sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9 \
-    --hash=sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84 \
-    --hash=sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44 \
-    --hash=sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9 \
-    --hash=sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177 \
-    --hash=sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b \
-    --hash=sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39 \
-    --hash=sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41 \
-    --hash=sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0 \
-    --hash=sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9 \
-    --hash=sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48 \
-    --hash=sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046 \
-    --hash=sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632 \
-    --hash=sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2 \
-    --hash=sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1 \
-    --hash=sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990 \
-    --hash=sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b \
-    --hash=sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534 \
-    --hash=sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81 \
-    --hash=sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a \
-    --hash=sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d \
-    --hash=sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf \
-    --hash=sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115
+charset-normalizer==3.5.1 \
+    --hash=sha256:01e93745f7f219b703b60ba7afead36cfc4242782be5af484673fc500df12da5 \
+    --hash=sha256:04368edf83514385ffc3e1cfd4546e595f4f1272dd23ba437a93a9cc3741d47b \
+    --hash=sha256:09a7bba9f739468c8e78c36a75c33768e53cb1959fc638f510454c14683f00d5 \
+    --hash=sha256:0c6dfb5ca6723eeed15aa8e564a014d69fcb8812f94eef11fe3631e0508199f5 \
+    --hash=sha256:0d929fc574b4d6fd9e7c0f5c2ede8716a41911923aa7fa5fce38e0818aa4a1ac \
+    --hash=sha256:15f024313246a4ed976c60f440bb8d257815513a681d212ff74fd46f7d715a90 \
+    --hash=sha256:195ce897c6153c0700078142cf8efe3e6454ca4cf4357499e4078dfd83396626 \
+    --hash=sha256:19a3dd5aa73cef1c99687c4fc57db016a9c17104ae1185da88ba566a5d3bebe4 \
+    --hash=sha256:1d1c7a53a6c2103925cdd6d7229f8c567379f211c869793df679f2e9f738c369 \
+    --hash=sha256:1f5883d77fd409a261abb5dc8ccbe335720d798b1de4abb3b1d47ccbbc76b53b \
+    --hash=sha256:21b82d8082f6f5e7f456ef0bd16323d08de1266efbfeb476e64b2a91d1471a4e \
+    --hash=sha256:252d099029bcbea642f2a06c4ed5046bdf8b5a8150b64afa5e027e88b106e5ee \
+    --hash=sha256:256dd4d85d9e4dc595e2bc983c980e73f62ddeb3165c58b4c3dfe78c5c8548c1 \
+    --hash=sha256:26422d45fd13551cf564c58932f7d72b4f58b93b0fcf18c35ba6be12b46bb102 \
+    --hash=sha256:2679de311c7946dde5d3b6f44941844133ff5c7cb86099c0061ab1e8901c20a8 \
+    --hash=sha256:2bced4061f000f7187254a02ad3433ae17eaf991747ceea2f478422590a5bba9 \
+    --hash=sha256:2f06b7eae9dbe77fe1d644ca244dad508de8d302870a43f3c559b521270938a0 \
+    --hash=sha256:2f293479cce755c75f1697e87c409b7ae4c555c7dfecb6e988ad13abba943031 \
+    --hash=sha256:329fc3ccb63ad22d867d84c2adea759a64079a37ba4a343433b02c7a2816871e \
+    --hash=sha256:343fb4f2821043bd87095f7b08a1a181febc8e36ac64212143bbfd0a0e1bc235 \
+    --hash=sha256:3588e376b3ea2eea84976f67273d679f229e24c66dce7b82ae45aef04ff6e072 \
+    --hash=sha256:35aea775dc2bd5f54cd84a1cd2696cc3207c479cb9cf0bd346f0d343e4300ddb \
+    --hash=sha256:35fe081843b35aad20ffeccec3eeffbe637b15d14f3fb22cc1b59cd8ec17e93c \
+    --hash=sha256:36047af20e17097c3bb9476c2b7655f2f7aa51322c0ba58c07695bedf755a950 \
+    --hash=sha256:3617ac3cfd8b9888f145ad89dd6e692285834b0201c6074a5eeaad3fd4d668c2 \
+    --hash=sha256:394fea06235c8543390050ed5f529187074b029fb027213f6c46ac11ab5d950e \
+    --hash=sha256:41876ee62a3dddf48ff1121ad8f0798032aa03f2fd35f21f34a4cab14f18d8d2 \
+    --hash=sha256:4582c27e8c889d64811987b5967fbd3ae0c823fe1fd933b543d55ac20bb475fa \
+    --hash=sha256:485a0d363cafefcd2538a73c7c838daa2035f09b2c9f9b5e3133f80c6aeb84c2 \
+    --hash=sha256:496846868fea80e479324862fa877f02411f2fd0f83b79ccee2607aa68b2a032 \
+    --hash=sha256:4abdc5f9ad448c1ecbfae2974b820535d6bc6e7eef63babbab3d81cf46968c71 \
+    --hash=sha256:4b599739b93b2cbeded49645ae3c8d1405c29ddfbceac1545c87a3f9580a9e96 \
+    --hash=sha256:4bea7f8ebe90bbd7f0e4a2de42ca6924ba23e3e76418c408ff82f1d46fabd687 \
+    --hash=sha256:4c4fb141a727957c93edfe5c32a26ceb6b5f6461d67146e2d39f51e16170bea8 \
+    --hash=sha256:4c9548dc78002099910abaebc0a72ac58b7d30931869e0351c09b507dff4ece3 \
+    --hash=sha256:4d26f14f041e83dd8edfd61f4cd4fa7285d31798b5bf1f28e70c367ba6c41d61 \
+    --hash=sha256:4f298bdadb8f0b9e5672877f647d1be9373ef5320c9e2f049795e26cad28b6a9 \
+    --hash=sha256:52ec005752a56ae79547a05c0139ca2501a0c866390b6115008456b9f0e7cde1 \
+    --hash=sha256:58d3e12c88e0950bca850ae1f7c256055c097639c2edb9eb123af9807d8b15e4 \
+    --hash=sha256:58d4aa13a59c969dbfdf9e6a9560e242cbfd9e8a8f50c2747714df1a423adf65 \
+    --hash=sha256:59171c6e45bf07d0d5cab3b0bf81d945035530f6873398b3b531c31184d46663 \
+    --hash=sha256:5b6d1386bf0096d26d3a863dc0a487a5b4eb9aa93cf5ba69683d29dde6b9d60f \
+    --hash=sha256:5c0ea61a470e070686aa30892fed79e297d2c8d0ab46b8bcdf027d38c51da591 \
+    --hash=sha256:5c84bec0ab5ae0c64bfe73a7d2adcb5ce73b467523fc27fd6a28ab2aa6cbe35a \
+    --hash=sha256:5d8531a6569d025f68e2321e7638fb7978f23db58e5f69f56913837aae03816e \
+    --hash=sha256:5fc45d653ea8c9a20479167e11d4a0f8cb2fa3470737ab6f9c827532313187b7 \
+    --hash=sha256:6117b84ea48435e5356dc737f5121485c30920ba43375fa7b434fd753df0eac3 \
+    --hash=sha256:6199d5606e2bbf2b096cf64d03f8b6790c91081d5ac866b8e7bb6422738cc60c \
+    --hash=sha256:62b55f6722735a6c472f88361cde6640608773d9443cebdbb51abf436a1fcdd3 \
+    --hash=sha256:687c9ca3035544b113bea2055e180af96fb63c0c476e22a9180f51925186e7b7 \
+    --hash=sha256:6b7430cf5728e68f6c462254009a6ef4086e1bea43cf2f57aa9c55fb4f50ff96 \
+    --hash=sha256:6c9cdde8becb25a7fde49924511aa2644d6f8081cc8df8e9452724303348d8e3 \
+    --hash=sha256:6df0ec430f9a831772c23ca5a224cba36517a58a84bb32c32bb59a9fa67c47f6 \
+    --hash=sha256:70055ff39b97c99e7ae40ea3e393fb62aa2e44dbd9b29f8d14f42fb0025c3959 \
+    --hash=sha256:706bfd38730a5ac7a365793269a00f4e988178cec121391f4248d84ad8c972e9 \
+    --hash=sha256:7235dc28fc6dd9d832ac7c7bce95367dedb85929f17368a0c2bee1e080b9acbf \
+    --hash=sha256:774d157f112367ff4abd29019f38f023c24e00e56edc7829c20e358a5a913ad8 \
+    --hash=sha256:77efcff2b23071c349402ac1066667a3d011f62398d81408c9b88ad991747c9e \
+    --hash=sha256:7ac76cf9afd34929d76eb7fcb63be476a4853d8a96f0dcf2d0db68a0cbdf9885 \
+    --hash=sha256:7c0c10730342b0c9b35dd1d619beb8214e520bd96a1f870f452680b238aab3e0 \
+    --hash=sha256:823f82903d189af463d7df250ef1f7f696f3cee08cc8d91deb565e8d425f6506 \
+    --hash=sha256:838648accb3a7fd9803fd45c87bce8509648eb0c11bc34e216141300977244f2 \
+    --hash=sha256:854066be00447fa8de2ccbbe893e2ffc4b123ef16d897af794c1e18bd4a714b0 \
+    --hash=sha256:85d5855daafc240cc045c026d7a15fd198a09b0fc8ff6f5ecbb5297b509cb11e \
+    --hash=sha256:87e4f41d375c0b9be2fb5251aee4b8a689169e134535aed81bf085c3b647451e \
+    --hash=sha256:88ca277405c2d3b71c4e1c2ee0e7966e807bcba86a69d11e19ba199d18ae4491 \
+    --hash=sha256:88e85ab89cb822c1e635f51d6d32e488f94e002e70e2f492bdb8b945543f345a \
+    --hash=sha256:8ac8c94b6539074e0f40899301273ac8402b9b3e01c7b7ba269ff30340aaaf20 \
+    --hash=sha256:8fe532b3c966d1fb794e0698e4589d0444017ae77fc0b31edea13c0e35bcc449 \
+    --hash=sha256:9085f87b0e38a2b92b8923059b4e8789fe40d9279712d15dcc670048d77079af \
+    --hash=sha256:90b7481fb62fbe172c558bc6fd1c4c98d82004a54a7551f20e11ac9bf0b8708c \
+    --hash=sha256:92caef967d287a407085d61176fce4012b1dd62daed4eb6d5ceb26d3d2538712 \
+    --hash=sha256:9362dd90aa7dab48c0054a21187791ccf05473f7dba5d92b8033ae62164675e7 \
+    --hash=sha256:94d78ecec2605a8d0398b0f365d5f12a63248438516f5dac536a5eff7337df4a \
+    --hash=sha256:96fef3e886d6a9874b14f27fc193fbdc69d5d8035783d86aa4e1cea594e695f9 \
+    --hash=sha256:977cdbd483a9cff38179bea4fd754289a6f2195c7abd414aba85410b3e66cc5e \
+    --hash=sha256:978eab16f55b4ab2c2a745be9a0a840bf8f09a7f227d9c76eb30214d078865a5 \
+    --hash=sha256:9ac4444d8d4fd4c4bd08bf451ed3167aa9e7ec6cdb41b648794f1d1103652e36 \
+    --hash=sha256:9b5db6052055d34d41230fb78d7c439c23dc536a9896f6cb039e8dd92cfc1263 \
+    --hash=sha256:9d9a0dc7cbe9bec24c3f767c9122c41fe5a1bc43f47cd099d00d393e09769de4 \
+    --hash=sha256:9dbdd9205662134957cf0c324f639bdc5031c0ca056e2369e238db75187c0f11 \
+    --hash=sha256:9eea3ab2597a5e65fe65296e2d6a84570845a6b55532d90333d740d48bbc850a \
+    --hash=sha256:a2028475ba855475b8b4d3cfeb4994269c967aea8b9892dfba907f4263a863a3 \
+    --hash=sha256:a3a370082ce34d0612f421e15fe011c53bb1feff21a26d06ad4fb244dab5a375 \
+    --hash=sha256:a5cbd90ecf0fc62e64726917ad083b73001f0563657a87ec3c0b504e277dc90d \
+    --hash=sha256:a6dac12ff6b846103483683f60c5f8fee205121adc58ffd87e90a90a3af69e99 \
+    --hash=sha256:aae2ee51122d3ae968a3837d97dc24a0aeebb0dea23694422cd172bd30017cd6 \
+    --hash=sha256:ab743e9bc90c1f73552ec33e10e3331315acd2c397b36065b591b0181de533cc \
+    --hash=sha256:ac13b004224fb341e1e25a1ed5e19d32f57cdb2a403e01f003b46f051a550f6f \
+    --hash=sha256:acaf604462bf330b0d07e7a07c1d6e4adac79e5fb13e9c5140590542cafacc00 \
+    --hash=sha256:ae4a097991662cd4fff0ddc74e0fe7874f82e00042fa0ea00855645ed0c79598 \
+    --hash=sha256:aea996a6aba25260827c9ea511d1addfde2da9eb686ac961838509086188b7e6 \
+    --hash=sha256:b39b69b347e5e47a3b5b8cfc005c68c1ba347474e3960236c4944a8ecd174962 \
+    --hash=sha256:b9af956078716df40d985fb0dfeb2c2120c5ca92ba4ff4b388acfd01cdc14d08 \
+    --hash=sha256:ba501e667c17d8411f98e67a022d9604ef179aff0e459b7e292c796837c13573 \
+    --hash=sha256:baf3775a2635e5a11fbd5e4e64ee69c7e86875d224a5c72aca4c141064589a90 \
+    --hash=sha256:bb57753e36e4855b8ca375069482250a6246372331a3e4f3407eaebb007443f5 \
+    --hash=sha256:c010f5581d9c612804cc59fcf7b524b707fbcb72828551237ab545bb5c7034af \
+    --hash=sha256:c428c6c31eb5f4277d7f8eccaf767fbd548ddd5ce3c8b4f4cbbfab3d96b5904c \
+    --hash=sha256:c658c50ac0c98cd755a2dd50b7977d3bca7df401dcc47fbdfa87db53ef7d4e8b \
+    --hash=sha256:c71fb0d56c920c269cd3e2e3fe7c610e3f1fdb21a6ce60efa6430ff63676cea6 \
+    --hash=sha256:cc0329df4caaceb950d2f580b5ac716a377f7059624a0bafaeaf8a218c6ed774 \
+    --hash=sha256:cc5d36d96478aa9c60654bd932525bf32964c62a7281eafdf16d85003a8d6004 \
+    --hash=sha256:ced3fdd71aaa83ce593746c2edb42b7a59cb4c19c8b5c407781c72e493aae55a \
+    --hash=sha256:cee5dd7c6fb5dd52a0fe2a740f9bc6e3593f5f8b1788bde49de02086f30182b2 \
+    --hash=sha256:cfa1c0cc3a8f9f53f1243a5a99ac36fd003880199383b37672e86ddda9cb07e2 \
+    --hash=sha256:d59b75732e9b6f27388e10c14b0259cc5f2e48c78627d185e6a177b58ad3cffe \
+    --hash=sha256:d63600d620ad0064c3a748b950ac5ea38a80190e5498532efefa4b7b3f1da1f3 \
+    --hash=sha256:dd732602a7009217f658d5863d12d79d373a4de0eebc111094bcdd3bb8e0a6cc \
+    --hash=sha256:e199fb99720074809a7720f1c0b4d919eea8b87e88713e0f8f602f7bef543d9d \
+    --hash=sha256:e4b018dc5a0eee4676e38fe84a47a427816c590b93b55d9025274ec4d6ffc2dc \
+    --hash=sha256:e6621fb2a4988d6e53eedc455e5903e2679f3967b8acb3d639f1b63c14a2e893 \
+    --hash=sha256:e71c909f353863b2b89c83de2ebed71ea6d0df8a6ef65a128193c5e650766bef \
+    --hash=sha256:e90251c0c7bdd54a100a0dce3c07b7e637278c93af29dbf78ebb89a58c4bac7d \
+    --hash=sha256:f03ac127268b43ef4fe9e6ab6794a6794b49485a0cc0c1db79876d2f33f75bc7 \
+    --hash=sha256:f6f7deae3feb4edfa2efaf7c574fe88cbf055038a6abdb40188e4fff66d5699f \
+    --hash=sha256:f9f8405c2c758532c74fed975dbee57be1f31a6e865c031870c79a6ed3212ada \
+    --hash=sha256:fa48b1b63d639f9483e0633e092f5851e2348c352f1f9bb6c8182f87884ef876 \
+    --hash=sha256:fb78f6e7fcd8ad785d28cd577168bc1aaee827b25bb8755638f694794ea98f0a \
+    --hash=sha256:fbc597639158fd7c14d55e808718848319540f51b0e6746e3eefa59723a4a348 \
+    --hash=sha256:fce8cbd4997efeb450bd298b54f755dcdff18d496f7a5ddbb4867c6d7c88fdc3 \
+    --hash=sha256:fd0350afdc3aabd5576f60ea109228bd5538139713c7b094c5cd27c73a98bc6f \
+    --hash=sha256:fd0a274c0e5f9a21565cd9d3dd749b61f96b7aa1e20a93aa1ba4029518f2e5c0 \
+    --hash=sha256:fdb8a068947befafba9952162645dc2fecaeb400e64584829ed5e9b2fbe21a7f
     # via requests
 colorama==0.4.6 ; sys_platform == 'win32' \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
@@ -188,69 +281,99 @@ contourpy==1.3.3 \
     --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
     --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
     # via matplotlib
-coverage==7.15.2 \
-    --hash=sha256:075560438765b7a2ef43bf7aa7758661b53d889df47f062a31bda6c1ade553a2 \
-    --hash=sha256:0901cfe6c13bcd2302da4f83e884555d2a22bda6e4c476f09ef204ba20ca536e \
-    --hash=sha256:0e55510bc98ae943cece9e667a6c0fe94c6a92913720dea34243657a17993d0c \
-    --hash=sha256:1121caa19159a38b5463eaae4b1e1fde81e525b15ecc5e000cd5b1a108f743a8 \
-    --hash=sha256:1473b3ba8e7ee0f076117b1a72c23f579a2b9e2bb742f48a8d86ea27ca93f91a \
-    --hash=sha256:17c432b5f73ad52ef46fb06019f6fa7c66ce381961cf0f7dfd1d3a4bd3a98145 \
-    --hash=sha256:1adac78e5abc7c5438f7a209c9ca69d06542f0bf481d728b6989ea80b813fdf9 \
-    --hash=sha256:1cd7a5beb7af3e864a13b1f0fb26efd3695da43ef0daf71e586adfffaf34d5b2 \
-    --hash=sha256:25fd15dd40a0a2c51a500d664ca29053c09c3259d998407bf982b6e114696138 \
-    --hash=sha256:2617f8799d268fabdeef42a7e89ac3a23e1deee9025427db2df970f99a89a578 \
-    --hash=sha256:26c3b04a6377fd7c09800921fa934e3a17c0020439cd59df73e73ae1d4b6a78c \
-    --hash=sha256:2fbeeeecea279727f8ac16c8e1133ddfeee793e985c86ae343d6a5ce744eef8c \
-    --hash=sha256:2ff08701be2d1556fc78b326c80a3e8042da09352ecb3819105f8e386c8a3071 \
-    --hash=sha256:38c9518b7103826c403a461544e3c2e77151e8676d06eaed85911a97e962584a \
-    --hash=sha256:3df60dc267f0a2ca23cb7a9ab1109c62b9335ffbf519fcfe167157c28c09b81d \
-    --hash=sha256:3ed010aa1b69cda8e827aabfca9866216c980e2dca82ab9a78c5f83689964c8b \
-    --hash=sha256:40f633c5c5fc783732f6312280122e859538fa24461235597c13d803ea9a108a \
-    --hash=sha256:42ec3d989421b174a2ab607c1539f24127ad362757b7f1c0c0d7a2993f7eb37b \
-    --hash=sha256:434e68d531858205895eb0d74b73d20b84260de426387d53c422a5acda2cf050 \
-    --hash=sha256:4510fb9cdf6bb02dfa6af0be4a534b8102d086e22e4a33f8836df663da3d660d \
-    --hash=sha256:582edc45c2040543fef83341be23c43024a3ab3ae0c2d8bc498a06282905ad40 \
-    --hash=sha256:63022c4c8dec1d0342f05c3ede99842fe3d007689acc45e86f123a1746e4a026 \
-    --hash=sha256:68af907f595ab01a78f794932ff3bdf929c316d3000810d38dbc247129e26f8b \
-    --hash=sha256:6aa28cfb6488e5453b5b762d65f73aa586380f6693a04d58078ce228a29b06c0 \
-    --hash=sha256:6c0be82b4d4aa5b2704e08518e2252f3e3d110164bcca826816801052e48a7aa \
-    --hash=sha256:6f6966fc30e6f06ca8f98fb0ce51eda6b111b3ee8d066a8b1ec9e77fa06ab55d \
-    --hash=sha256:6fc448c377d6eeb00a47c673494bd9bae29280ca53987e1869e67ebedfe20658 \
-    --hash=sha256:7466cc7ab6dc0db871d264bf99e8779f0917ee63d40730af0552f71535a6e072 \
-    --hash=sha256:77f091ea3a9cc611cd29f433565476bc1936c084ac8eee00ea0e7e70c27e4199 \
-    --hash=sha256:77f0ef5011df53a4bd1b35211ab122287f8d9b8d7aa1c4553e5c2deb24b1d446 \
-    --hash=sha256:7c63387e21ab21f512c69c9756a8c7dadd322c7275edb064064433c9a09c3743 \
-    --hash=sha256:7d29ca7bd67af6e12e74632d65f026eabc1364da5c254494cd914446a28a3ef7 \
-    --hash=sha256:7dc2950a2992cd676d35c20ae63522836deeb034f08874699d14068710af3dc1 \
-    --hash=sha256:835ec4e20b45f0a7f63ed78f94065aca00de033403df8377bfe8b9c6abc0a7be \
-    --hash=sha256:913b6c56e110da40e035bbd168353bf7aaa2544a5eaccea5d98a4629aac156c7 \
-    --hash=sha256:97a5c5457a9fb1d6c4e06cfb5dc835871fbfb6a6a51addc9e925bdeff5ef7440 \
-    --hash=sha256:9854ca62c152874b2060772503535be2e8f53f70b8aaa7686b094888d872f984 \
-    --hash=sha256:9911f31aad8906abe337c271343485cf20df5e70df5d2f57f9f136e7b55f26bc \
-    --hash=sha256:9deddf09eecb717b7f980414b43d90a5b22ff3967d2949ab29cb0aa83d9e9098 \
-    --hash=sha256:9e36686f7a442185db2400b3df171aac520869faf9deb59df687d28659eda2a6 \
-    --hash=sha256:a0f47002c6eeb7c280228467a4cb0cc15ca2103a8421b986b2d3ec04a0f9bd8b \
-    --hash=sha256:a164b50081fc7357331c4024ef4d17b78ba325f8380d05f5a69599a7e05257ee \
-    --hash=sha256:a300c6934e0989c327b9e8a1e110329da4641149f872bbe9f70168be66da76c1 \
-    --hash=sha256:a638db90c61cd219aeee65e83a24fdaa57269a741ae0cf773309208ac862cee3 \
-    --hash=sha256:aaccad4129d735a8a4d526f26929894c9a4e8ef7034566f210b176749d6906e3 \
-    --hash=sha256:ae901f7e55ba405c84ee1cab3d3e962e4e871e4a2bcb9c90911adbd69b42ac5a \
-    --hash=sha256:afa29e2eff3d5729267e2cb2fd4ce9d61c952932fb2694e34ccb5d9540c6a296 \
-    --hash=sha256:b171bdd71cb7ff792bf32e376173b0ace7e7963e7e57c58dfc42063a6a7174cd \
-    --hash=sha256:b868acc62aa5de3be7a9d05c2333bf8359ca987e43f9cb30ff8fbda6a024ab73 \
-    --hash=sha256:b9a6367e4aff723e8ee8190836836124284e8fcd4265e307c844010cfa074f3f \
-    --hash=sha256:bbf44513ceb1589e31948e20eafbde9deaface90e1a1afa5f5f77b4423d17ce6 \
-    --hash=sha256:bcc0aae933921d03096f53b0b03eeb702129fd406dee59f08d2efacc68681fa5 \
-    --hash=sha256:bfd341ccf78128e72c094bc70cc25b3ef309c33c7c2c66ba3ed4309549e02de1 \
-    --hash=sha256:cb0fddaa6884be6aae36ced9544b5e90f7d5f03845a2853bf47a14953a4e8688 \
-    --hash=sha256:db9c8438057e5b0f6a22a0af99c0c1d26b57fbbdbd1be5861ddb8f897fcc3a2d \
-    --hash=sha256:dee88b1ed88587abd8c0269a1fc1f4cc77f7750d1dfde2869e2a123af420e67d \
-    --hash=sha256:e370c12133095ff18432de8c044962be85a5a96d90c6fcbce8e17e76236d2328 \
-    --hash=sha256:e38def96ad59853824c97953fdcd2c320a84ba3ce99b417db78af8bb6c3db635 \
-    --hash=sha256:e8f91bce78e32343af184c3b7fa28fcf5a9e2641f4b6623d392038f804939188 \
-    --hash=sha256:eb6bcae8d1a9d305351ecb108232441d11c5cfe9de840a04388ba5d2db8d735c \
-    --hash=sha256:f653e5d7248c1191ec988a85c72edeab46c3ff44f90639a4ed4874ec0be90243 \
-    --hash=sha256:fe41909c9515c3bfdb5f02c4d1f857dba322d9a9a1178069b91eea77889df63a
+coverage==7.15.4 \
+    --hash=sha256:002a438859f7b430bc99afeaf01a6d187dad1d0dc907b64cdeffc632a5db8fd8 \
+    --hash=sha256:050467a7983b8e2fe7dd41a78bb30c3e7f8c0b8cafda14b1c46f8b5e3cf2dd3c \
+    --hash=sha256:050f66a08805acb5b8a23c6d4a517b1ecf82c08e81ed0e4bd727df065e5c6624 \
+    --hash=sha256:0548198fff07ccf4faf469520bce1c2eceb1ce3e62891921138dec10907f9d00 \
+    --hash=sha256:05e491d4f3165d62d4f5c8fd48dfeabf2ae8f42cbbd484319af33ea851b78982 \
+    --hash=sha256:07545711d4f0f32852a18f18ad11f76f0109909d09e78b9008b4cfc67e829429 \
+    --hash=sha256:12b59c90084e3234fb11184886bf4a40f4f16a8c8f867be2e087b81f8e8868d4 \
+    --hash=sha256:141fae2cabf5569b782c10afc4c850ce10f618c13f8db54765cba99cc839da1f \
+    --hash=sha256:150089274bdc9f940628552cb92844e0223c987f1902ab8efe9f45a2ec758d88 \
+    --hash=sha256:1587fb771d1ccceef708fdde1e5af8c7ed24b486b61d13a321acb7d8145390aa \
+    --hash=sha256:1c9bf40ebef178a45192c75c4964760bb261b0e6ad725da5fc4c93f674f19753 \
+    --hash=sha256:1cd685005cd2c4200adfc14cf39a603b9320efab3f18a8f7f156d20c9cc3345f \
+    --hash=sha256:1d10025d96ea89fc2f73714dbc4cbd433fe012c1ac9e23f895d7728b238b6e52 \
+    --hash=sha256:1f4f826d70f772ab8b0c052329580d7fe8b8abd191e4ce0c8f81aec6614665d3 \
+    --hash=sha256:226c66e80ec0598d3b9b4874123df167ccca342aca8714f77cac6829688ee09c \
+    --hash=sha256:2413074a5ecbb61a01a7888fc72db0ca324d13588c5b38bc0dd8564cdcdfea26 \
+    --hash=sha256:288bde2a2d7ab6b6c2d7252fcde8b524387f2d970bdba9658fc6f8bbcaef0f9b \
+    --hash=sha256:2c9872e4d9dc5d3cf616bf4b382f5a00359305a5be666a3dd0b5cdb4e49597f9 \
+    --hash=sha256:2e179f19bfe1d31f8eeeaa12990194d761c4f62f0759661000bca6cd8729f40b \
+    --hash=sha256:2ff8f5e9b8f7a94f0c11c45631eee103dbcb7d63274edd12c56efe1be690b3b4 \
+    --hash=sha256:337399ad2c93b3acd2a937627dae8b3e86b66707cd3d3e856347999aadf1ef8d \
+    --hash=sha256:349062d66f00b40fa2c1c222438bad25fabf755631b5d82937fe985c8008615c \
+    --hash=sha256:37e2f0cdf58e2e1fed4e4d5a8f8786ae2f7eb80b478016876667dc4a01d60a97 \
+    --hash=sha256:39ece820e29e0a2ba34b3ecb3be83c27e997eed8926f2ba6fe7ce7a0bda5843b \
+    --hash=sha256:3a54f5a0d85050c73a38f6793090ee83974531e67fe5e57a1da9bee11398aa5e \
+    --hash=sha256:3d6f4955b73b5445271379a59e3792b0d978f42d4a01e0cf7a67d9c33a3bb0a5 \
+    --hash=sha256:3da9e92d1c551fd7563833e9ade686efb0c4b7363ab7681a94283958c950bf5e \
+    --hash=sha256:3fc9e047706fb4a9abb54f719d3aa643e80e5bb3818182c40aee01ac0f0247ba \
+    --hash=sha256:3ff205ab5e3ecc670f6a4dd19d9cbf12ede53dd41cfc1e15716ec961ea6d314e \
+    --hash=sha256:4256ced708e598e05209bc1a8ab4074e04a51dba4c62fb45926a229af675ace7 \
+    --hash=sha256:43619d04c3671792d2c4706ae8bf45e265dc87bbd4078189ef8b847ea1e74be2 \
+    --hash=sha256:460115e32ee40566476db5048f9bec1e842c127ad8e6f8be745aad3ac9cbc839 \
+    --hash=sha256:46822e9b6ff1c6a72b518c162c44a8f45a61a1d609c51084bf5b16c023c5037b \
+    --hash=sha256:474223409d88eb20d2d6a0d37ea60e8647a65a90cc008dc1f0410af5f64f1e0d \
+    --hash=sha256:4a4bf917c9953f57c957be31c1cd504e3bd2f34d4a352b9d391a3025336f6768 \
+    --hash=sha256:4e6f6f632b7b2f714bf7a1346e8f97b650ee71f3c298aaad42a2ab60f0f07645 \
+    --hash=sha256:5172326e861a38b48b48befca15e0f477a26b283337a33a739c8fed229934e36 \
+    --hash=sha256:5669c8378ebde86f5def7a25d29586631b58acc27ffde04399f678f3dfc6e082 \
+    --hash=sha256:5a325e815318638aed1655d9c06e6d7c2d3d46c09231ce988070428a8762d734 \
+    --hash=sha256:5c3431b2161279b7db5c2a1aa58ae02e5cb8c3c42d93a5094be3f5537bd5b11b \
+    --hash=sha256:67bc345491ab55b837277d76f5775d057e8c7f1ac44d890d8c2c82adde258c6f \
+    --hash=sha256:68be5e1de60ff13c9095bbec0e5a7fa45b33b101752215b91345ea1f61c4a278 \
+    --hash=sha256:6befeab5fb2b51c958ca4ac6c5d141a1e8240f4f76e46350f1911963deda49cd \
+    --hash=sha256:6e0a8a5083b096487d6cfced94cdd514d8f5db6f113610fb36c0620edb1028cf \
+    --hash=sha256:770e9325ab5ea6d56f77e59b29ecfe0ac20b57a82a601876f90494a4dda0386f \
+    --hash=sha256:7bbd7d6418e0dab31a206af5203bd43ae36edb8e7fba1940b055d3e9249290d7 \
+    --hash=sha256:7c922735321eef3f87c280a3d39afff6b646723a2880b862cda4ac7a093b8aa8 \
+    --hash=sha256:7d1abebdb047729e852b9c77a00497dfbeb11eb3a117e037d7dbc3ac8e5f5c54 \
+    --hash=sha256:7f2f62ae3cd189dd2e13aece758c57b3eecbd27be070dbd4cbd10936049e5dbf \
+    --hash=sha256:81294c7e6ab30c5f74c0353b11b2fd6320e72d9bee6ac73b357caa8b916323a5 \
+    --hash=sha256:899b9da30f3c6c336566e3707495bb23e8302d39d862f01fa78c48b99b9437e2 \
+    --hash=sha256:8af623e5cd92080acddd02b38f2f406a2c3a0893c38950b211890361448fbf26 \
+    --hash=sha256:8b4f1c3a69ca580f3fbd6b2046915f536d7f586874f25c1bb23add2a3c88d50f \
+    --hash=sha256:8bc16bb47b7679670eceff71d78bfb7d6e5b143f6c2cd117487ec7c75e0d4b78 \
+    --hash=sha256:8df457da2249d3c75ca2e5e835d59c725abfe92d27fdff6cd99eed85b51d5e9a \
+    --hash=sha256:93a3a0b662abcc10c73a47cbc72cd60f63618d6989fb2d1286e50eacd974f303 \
+    --hash=sha256:964730a1e9de9c0cf11be6a1a3c79ce419c34882842abd256086ba4698705e84 \
+    --hash=sha256:96e257121228ec5cd2bb919276e94ac11074471bc37d68dbae0e8308cce15fff \
+    --hash=sha256:9e71e7bc71c686a123347ae47a0de33a175e797a85bb57b791492adf4eec8ed8 \
+    --hash=sha256:a0865421cfdc53654b342d515e5a233187590882d20b95752150e53f65460017 \
+    --hash=sha256:a58a94fed5da6997d258e8f7668c1e195fbd04a691d781b7558f1e468f9e68bc \
+    --hash=sha256:a9447978a92f405d301123cfd39ff49895490efb769a758fe2734c7f631bf8ce \
+    --hash=sha256:ac41cc14bebda0dbfb0628036b7f75706935c95bcc07fefe9a0f93614aa60a57 \
+    --hash=sha256:af6c538498ce66c10d3fd541c2a8d5b03da5850355add34e6cba564210cb9e72 \
+    --hash=sha256:be619439dbcd31a2eab10b32de9fff62c26ed4bab69dc32b8363fdaaa0882809 \
+    --hash=sha256:c2de40895718f91951b86712b4c5b694acaf9a0a49be13874896f599a1eed3f4 \
+    --hash=sha256:c38efe30fd74e5c19e9433f11fb1f5dc9c6522770971b7c6145bbaa413dc8800 \
+    --hash=sha256:c65a9e0dfc6143491879da4e13b5e30f8be192055de508d737fb14601edbd22c \
+    --hash=sha256:c705b28feb2775dc82a25f1d473a370bc37ff93f5177f4e29ce2425f560f6921 \
+    --hash=sha256:c7dbc748ac8a1e3e59a2b28bea47675e6e778081dbbf081bde0d75def2fcbe1d \
+    --hash=sha256:cbde877ef9dd7baf272b9bfef2b8a25edd45d9170fc326951dd20eb480335e85 \
+    --hash=sha256:d003b7a5708ddad5c206c79607a6b92abb6fc13c57d99d8a4468cc03a2941ced \
+    --hash=sha256:d12b33a3a50a1676b7784dc8d00a0c6d66a9f2add4b85a041c19b6a7e53ef23c \
+    --hash=sha256:d15715e8c46552827e5e4f30a35575a2dbcad14454cf3284c54483946bd16931 \
+    --hash=sha256:d28a4a899354d0ea6214cc59b4fa19eefbce1b9ff1688ab579acf49e894bd3fb \
+    --hash=sha256:d4fedd1f7f428f9fe83b1ead5e7cc87a43427be31aadafbac3ac0636dc7abb22 \
+    --hash=sha256:d802e1947603162ded419bff83ac7489820355d2b856dfb09206574e3a37ac0c \
+    --hash=sha256:d80f974b20782d9612c8b4c9beeca867074c7cf4079d1419843fa25a26428b25 \
+    --hash=sha256:d9df165544774574ee004b953023d1bebada1894a80b1052a43d798b0f676e67 \
+    --hash=sha256:def597967dafc2e8d97c9097ea453c464e0bb8ed38f193a43070f10dc623bb6d \
+    --hash=sha256:e101dbb4b9b72f0cddd8cdc8c9c5b47f456766f5e0ac82dbfb75e5c55409b78a \
+    --hash=sha256:e4193a04b518f7968f3099755f5509ee7cccc6dc2b92a6b14841934d22e222c9 \
+    --hash=sha256:e98dcc55d572b38e69d117da7e8e8efb8500f1f5eaf81ecd460a63220790b839 \
+    --hash=sha256:ebd5a6d8466ff30836572f3ba2cae8a5e8f85029b1c6d5e2ed338dc472a5166a \
+    --hash=sha256:f0204ed122758782970526057093f448051a39db9d810d4e344bb87a3546f425 \
+    --hash=sha256:f21b56dcace11dfe013014201f577dcd592b2a9b72182d930361b47cf6f73f25 \
+    --hash=sha256:f41c17c4668a655ce96d090d8d5ffdc24ef64b5a02f9753884d08483e8a4a41a \
+    --hash=sha256:f9de0a24a4079b53e523b5c5e2c5945ec251ab486652659955187cf255a259bc \
+    --hash=sha256:fb55d0e70bb15f2e81477613627286581414693d74ac7963c93a790dd453ca9d \
+    --hash=sha256:ff97a14362eef486483ed44042ca2027ea257df6ff768e62358ee0c9776925ac \
+    --hash=sha256:ffb3c2aacea411cc7e1d27712490c11108e2de1d39019ae32915493a59a8b9ed \
+    --hash=sha256:ffb58d7eff5b7f6ecc6fa21d6288ab7f968a212cb67d682c269c09b9eba3b66f
     # via pytest-cov
 cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
@@ -281,9 +404,9 @@ et-xmlfile==2.0.0 \
     --hash=sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa \
     --hash=sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54
     # via openpyxl
-filelock==3.31.0 \
-    --hash=sha256:739b73e580fe88bb78d830aeddbc492519ece3d97ac8368de13a2032c61010c1 \
-    --hash=sha256:c188cbc4307c18894c5424fa73f97ea7fa127ddf62192487546da3a214d0a381
+filelock==3.32.3 \
+    --hash=sha256:0ffa185a3540854c95caa7fa76b76cb219d907415e2c5dc9af25fd970563487f \
+    --hash=sha256:7f0ca4bcc0e181c60dbbd8aa9ab5b120ebb99e4e064e83636340056f833a1f09
     # via
     #   python-discovery
     #   virtualenv
@@ -407,6 +530,7 @@ jinja2==3.1.6 \
     --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
     # via
     #   myst-parser
+    #   pydata-sphinx-theme
     #   sphinx
     #   sphinxcontrib-mermaid
 joblib==1.5.3 \
@@ -498,62 +622,101 @@ latexcodec==3.0.1 \
     --hash=sha256:a9eb8200bff693f0437a69581f7579eb6bca25c4193515c09900ce76451e452e \
     --hash=sha256:e78a6911cd72f9dec35031c6ec23584de6842bfbc4610a9678868d14cdfb0357
     # via pybtex
-librt==0.13.0 ; platform_python_implementation != 'PyPy' \
-    --hash=sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b \
-    --hash=sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22 \
-    --hash=sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6 \
-    --hash=sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7 \
-    --hash=sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007 \
-    --hash=sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781 \
-    --hash=sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6 \
-    --hash=sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71 \
-    --hash=sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259 \
-    --hash=sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99 \
-    --hash=sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9 \
-    --hash=sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0 \
-    --hash=sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c \
-    --hash=sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c \
-    --hash=sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1 \
-    --hash=sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e \
-    --hash=sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0 \
-    --hash=sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628 \
-    --hash=sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0 \
-    --hash=sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a \
-    --hash=sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db \
-    --hash=sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650 \
-    --hash=sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b \
-    --hash=sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18 \
-    --hash=sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348 \
-    --hash=sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6 \
-    --hash=sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61 \
-    --hash=sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd \
-    --hash=sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927 \
-    --hash=sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3 \
-    --hash=sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d \
-    --hash=sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5 \
-    --hash=sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9 \
-    --hash=sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04 \
-    --hash=sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16 \
-    --hash=sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a \
-    --hash=sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5 \
-    --hash=sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39 \
-    --hash=sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f \
-    --hash=sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3 \
-    --hash=sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7 \
-    --hash=sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c \
-    --hash=sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03 \
-    --hash=sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1 \
-    --hash=sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9 \
-    --hash=sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9 \
-    --hash=sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46 \
-    --hash=sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566 \
-    --hash=sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82 \
-    --hash=sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1 \
-    --hash=sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa \
-    --hash=sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180 \
-    --hash=sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6 \
-    --hash=sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37 \
-    --hash=sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e
+librt==0.15.0 ; platform_python_implementation != 'PyPy' \
+    --hash=sha256:077471b3182db4e17c36ae91555f36a4d2c00080b267f749bcad34a478a9a302 \
+    --hash=sha256:0a15cb554761247d84a3ec0cbdf4078d70725384f0e4662c0fa3b26266eb60ad \
+    --hash=sha256:0da0d94cb802f32a0524653e7201f2cef72d5f700a5407678f5290483d4fcd08 \
+    --hash=sha256:0f0ee3644d951f31055ad07d77d92520e84505dd7a432cc4cd501dd70ee06785 \
+    --hash=sha256:1256589e0b0adb31751d685a68bce29d73407ddf4ef05d4188f49d5dcf9566d9 \
+    --hash=sha256:1cd3b721f24c206398b9e26da3c3a9c011e6e89d06f318ba8ebefc30f1003890 \
+    --hash=sha256:1e47b8ba865d7ede071a91a7163073bbaeb72541f1ef8a07d512c45c7b5007f2 \
+    --hash=sha256:2067ff438048cead9d223ca5675bae2a25e520a7c3e6c1498bf9c6892d22caab \
+    --hash=sha256:22d6263b9d39d7bbb286fa791945646e3218f1be2d693e36fb630f1d0e59cd13 \
+    --hash=sha256:234d8d394721fa0d786af15ebf1f3fb7f3ed82fd1cd0cde45c2f247b5d4281d2 \
+    --hash=sha256:291bf73caf78b9e88d6fae9bfd693207ff7d832e2fdbe2cf8e746bc13f5f892b \
+    --hash=sha256:2cfd1a81a648806e6a7717be4cc4d1bb392fa229752bf8444ba365e381e984d6 \
+    --hash=sha256:2fde98cf1fc4bac144ce23c2c4c017b924ba714509ea9334977b0b27050c837d \
+    --hash=sha256:32896a0af72508ea979e0acb4e4c04cbeeae04938167950d535c83c45597167d \
+    --hash=sha256:3722a099730704c9a3d70c879fc0f51daec25fe5f1555672d97bc595abeafb95 \
+    --hash=sha256:38c0c7d4b6fc06c3324b3f9162c8391bfc4fd9dde53afe1033ce7edb48d5a714 \
+    --hash=sha256:39ffd14646190c454f0d86e0d256b33f00a87a26ab410e619773b841d0e41416 \
+    --hash=sha256:3de789c82752730f94782a5ee518baf9c05edf85733aeaf73bb6e518755cdf54 \
+    --hash=sha256:3e79f05e4a08b4d880342673312bbc895b56df7765605796f15902eb5367d3ae \
+    --hash=sha256:3ff5893a2c23d886aa9ce786de5ac6ddc74aeeaf90743682b74d920e117d2e28 \
+    --hash=sha256:411ca4d1b905b860ceba7570dd6717a71dedaddcc4b0f77ece710aa41ee11f8d \
+    --hash=sha256:4a6369168d371207339b1e50d4532b06a7121586141f82599505a3f315751d47 \
+    --hash=sha256:4bbcc257e3babea20a91715c361b24554ec4e8f51aa578568afc230799fe1a19 \
+    --hash=sha256:4e66cbe84437497d951b799d3e1551291b6fb3d643820a7014b3655d57a59162 \
+    --hash=sha256:4e6ee93fc3cf848dcbf0cce2eca73d8e7dcd0cc2b6df3a529d57750b30a4c55c \
+    --hash=sha256:5500eeae393a184d14e1f35645962c27129d20c81afa4069e6ef826ebc2b3aaa \
+    --hash=sha256:55456ea87d8df21808446d03817be2f65e20391c1c615d9187440dff28cd08dc \
+    --hash=sha256:5563302a8359bc2295bb7084d1a8ed1519df96afb30eb2aa4e0bff7b54228988 \
+    --hash=sha256:59fe030d8ae4a57e3fb7756bf35a858de74e04066fc8555c53d0af979132af81 \
+    --hash=sha256:5a6526a2a956bbb1e4ae3568c82e650fc99119c66bb011ea60715744955a2b4d \
+    --hash=sha256:5a86a5a08c2235316bdb359d5dbb6ce0abfca7fac06363103e2c5af571d92f95 \
+    --hash=sha256:5d2a91724463bfed4f573cd7a9fdc856d2e230d0c0e5a61416a93481dccd8605 \
+    --hash=sha256:64b0c8c35aa4c4ed79896359f3e0b285cbe4e610042106500da4811c322cc108 \
+    --hash=sha256:6912fa5e635d74529ac7cdb1bdf6ca3af4453da8d1edbe0110ee1cb4ad407ebf \
+    --hash=sha256:6c0eb900c0e91f4aebe680845242e614f1864edfd44106380d0752ac29522bf8 \
+    --hash=sha256:6d15a29033c57490cfe2069097c6fc4049e4e65ffbb749be7dc453b7c4c68965 \
+    --hash=sha256:6d28a05796b99f749bf8794f17ba9ba1612d0076b802e9cfc62c554634e9ce3b \
+    --hash=sha256:6d5225ef8801e4ea5e482fa9b5dfb891dd9ef6f6d870f1f25d449ca2c70ac218 \
+    --hash=sha256:6ecfc32dfb46fb7b565bcd6abf9412acf978775a998273d22888a6d7953730dd \
+    --hash=sha256:713bd7df21170b982e729e46870f31d6b437bd1a9b4648cffb529bd3c2ec5c4b \
+    --hash=sha256:71599e011ac880e8e45d46047d714871894c7d4ab6f25626f8d4f89da21f368d \
+    --hash=sha256:7220697efaa6e5348fc3d18ee7f8563d4bfecd9872b37ffb915bfc1d08840622 \
+    --hash=sha256:73b30cfa976659b3917c8f6153bdb0591c6a9ec6583599fd24a689b690622022 \
+    --hash=sha256:779a6e7c894737e5983e7790a9c78c4000c30e23c9aada08081bdbea53b0fa60 \
+    --hash=sha256:8443e38dcfcfdbcf5add5118c623efd788d65ac2e25756d6251a54a06a4d0aca \
+    --hash=sha256:84d244b00604d17df3fc7736c327892d6bba66181254aa4087be807b6c342bdc \
+    --hash=sha256:856f743ae607f2c1380eccb566c0038a9fb3eabf0fc2be2704d76d9f73557239 \
+    --hash=sha256:85ea21ec6730194d67156b0e0b5430ccb1d61f8b8b907e39b37f9812b74a13f0 \
+    --hash=sha256:86a21a7bd3fe3a419512ef424cc1c020f6771d0b29cfddff36d1635a855e63f0 \
+    --hash=sha256:89cc46cfd15022e35084355478c9ac809d90b1152222706ac9a7655ec21df6fa \
+    --hash=sha256:8b2fdd7ead3c995c37940a790690660d0ca006c302db26cc51933f6766866fc3 \
+    --hash=sha256:8b62076030baa2d8b1501a46bf0e19c27a489aa90671c55665bff7887f7660b0 \
+    --hash=sha256:8e11699ed745931c395acd3621b07062e0f840efa6935aad87a64ed0995f0915 \
+    --hash=sha256:92bfed8deec93df30286b9fe9e3b1dd17329cc076a192b4ee5ec223841d54953 \
+    --hash=sha256:96bb17dbe8bab3c0954fbebfc69ed395599de75b6bbc35e3270a878e15d4dd65 \
+    --hash=sha256:a417149c0cba4d50b61e992e5a15e69eaf96746609b461cc4ed168aeef6b79dd \
+    --hash=sha256:a5207ec414d1c4a2a7231b2086970dc036f94293cdf338190984958a013a42f1 \
+    --hash=sha256:a54cf9e0ef47b96af580849db5471142200568ce1e02cbf416addab551369570 \
+    --hash=sha256:a56a1d4f859a82ca5b99fc4b82c9b027b15e3c455c5cd99e7d0719f27bb20b6c \
+    --hash=sha256:a6cd22c9da0d866558e46a041f1cc0c2bbb26b61b137b2347fa834c332e1d101 \
+    --hash=sha256:aa1f1995789dca3698bc550aaceb09a51bd5df0a057ff84ff15296cd1975b801 \
+    --hash=sha256:b30e600e8f337b9bd7f39b86d9fdfedc73cc46e3d0f745931a23a234220bb7e2 \
+    --hash=sha256:b845b8d48088fad0cadc84be4b8fda63203be7e9237b71015b3925443c1f35ab \
+    --hash=sha256:b87d67e33afaf265262f2a66db578284b88ee2e6fcd224579cb5c15518677ad8 \
+    --hash=sha256:c16d15ee371643ab48dc8248a3e680ebbeca573a13af2c3dd0c985b142d77162 \
+    --hash=sha256:c434e072557ade9cbc642d052c89d031efe47d5c9614523619d0d74a02378e81 \
+    --hash=sha256:c47318cd3a61401452de11282242937e3e057c4fd3dbaf601e269d0928a06c0a \
+    --hash=sha256:c7eec6a42018bc1d45763b1c162d3d2bf7c3b9a1b0ed30d3e91dcba390efefcc \
+    --hash=sha256:c802434092b769b1d613ed2e13fac15fbfce1934a74bd10283b03c0fae231cd1 \
+    --hash=sha256:cc30523e3f1a23fb7511cc659834a0d01a1042bb9de359bc1c131cc4ec6c9656 \
+    --hash=sha256:d00d20d1818e82a07a0ee0aa89a98b17ed7916b92441090b683719cb20a59b6d \
+    --hash=sha256:d2813ba2503764f0450680c533d13df7cff9b49df1411062eded5f67db4195b9 \
+    --hash=sha256:d2c05c729b589e734c09578bf5964be48a911765484840d017bbc84f49d4c4ad \
+    --hash=sha256:d4c7bacb70930f3d0a56f4ecf1be474a1f0d941b01dd73b756f3c256d42cb879 \
+    --hash=sha256:d5f51401d102c885b9ca509e62c79b1dbff286e1b9b047fde6f763780789356d \
+    --hash=sha256:d8363d7accb0286ac3a0e633f396e93800dafb8150494505daf9515bbda591f3 \
+    --hash=sha256:d8bc24219b24c0af375718942ab75e3544b2763085f40f965be4326734ae8328 \
+    --hash=sha256:d8edcf6f550e918dca779c069b9e156385c60b406f99fc7641f32c52f7193659 \
+    --hash=sha256:da7a94d6a3411f579d72aa3e3bc5fbca7ed4549f3dbd7e5de3aa567333374285 \
+    --hash=sha256:db13ca398005abcbe538deda87b686d9bd08b7001cf40c4c06b444960ae10a26 \
+    --hash=sha256:dbab647e88d90b3167b91efe7091e248653688ed4337e4f90907a722c7361bb9 \
+    --hash=sha256:dbd605739f228912dc49027cb764456b9757750bdc2b6b7773164db7096c6fd1 \
+    --hash=sha256:e0b5deec9a8664eb722c797241970fd4aa1894d25fda36a1ddac0f7407606bd6 \
+    --hash=sha256:e3b461183c5fa7681b48560f91515f53a953122fb30c71e07abc67d7ddf58c38 \
+    --hash=sha256:e56b6a368529bed262da40ce13f8fef590db0479819cca84f16a1f01ac356d0b \
+    --hash=sha256:e87bc679f86a99aa3b26e3c78eeb821a247c9a28eae48eaafcc32c3bf4c3bb9e \
+    --hash=sha256:e8c9a650a188e38bac005048cbe6342e81407782944d01934540ab75e417df21 \
+    --hash=sha256:ec3ba415afaf951f6951b1dd16d3c8e4f540065fc382d7e70b823a79567ca374 \
+    --hash=sha256:ec4b19788f835711a2072f9dbe6b03b3bf32ed1f0fb30cf399bdd59d9f0c33fa \
+    --hash=sha256:f395a4a9a03ac062dbe9a9f82e0c720502e590a38feee6a757bc82e9c63afbd8 \
+    --hash=sha256:f42b74a53e5f26a0ba0007411a7455b66c67ce4022a39cc1f56fc4efd65bcbab \
+    --hash=sha256:f54598964d357b1c5ab77cf5d92f21e598fe0e23cdbe9618480807f81b4eba15 \
+    --hash=sha256:f5de7feedc56337a088eb15cd9fafa9938367362221d8cc62c642b7f94821993 \
+    --hash=sha256:fa60887537e1d0cd2d9982269d33a709bf54b195cd2b9364fc0a758022af5bd9
     # via mypy
 markdown-it-py==4.2.0 \
     --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
@@ -682,38 +845,47 @@ multiprocess==0.70.19 \
     --hash=sha256:97404393419dcb2a8385910864eedf47a3cadf82c66345b44f036420eb0b5d87 \
     --hash=sha256:e8cc7fbdff15c0613f0a1f1f8744bef961b0a164c0ca29bdff53e9d2d93c5e5f
     # via salib
-mypy==2.3.0 \
-    --hash=sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491 \
-    --hash=sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762 \
-    --hash=sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654 \
-    --hash=sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe \
-    --hash=sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5 \
-    --hash=sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b \
-    --hash=sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3 \
-    --hash=sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7 \
-    --hash=sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f \
-    --hash=sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e \
-    --hash=sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7 \
-    --hash=sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373 \
-    --hash=sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88 \
-    --hash=sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2 \
-    --hash=sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757 \
-    --hash=sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b \
-    --hash=sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97 \
-    --hash=sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4 \
-    --hash=sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac \
-    --hash=sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5 \
-    --hash=sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556 \
-    --hash=sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c \
-    --hash=sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88 \
-    --hash=sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595 \
-    --hash=sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1 \
-    --hash=sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef \
-    --hash=sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6 \
-    --hash=sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db \
-    --hash=sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff \
-    --hash=sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60 \
-    --hash=sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c
+mypy==2.3.1 \
+    --hash=sha256:114dff494000f18bd10d5d95d84b8567b26da60279ecbe838131841df20e635d \
+    --hash=sha256:18162b128c3f9c703cd35f5537446900b0d21a2549aa7a95d21380d2ef643fb0 \
+    --hash=sha256:192abaedf75da1bc0b1cef104927e70ec49c1ef0031cc4825c7ee10a438ed24d \
+    --hash=sha256:1c80fbc405ed8020f5ff3802dc18cf060197bcdd3fbdd6a26ef2fd34dfdd5226 \
+    --hash=sha256:2329c0501293d4e1f33bc15d04d6304d65a1cdda967ee93a05c1e681a3923133 \
+    --hash=sha256:2a0ba2e57847849fb0d1fcdabb32786d223095ed8bc121dfe322bcdb3d9c46bc \
+    --hash=sha256:30c0477d4aab7b7f39c8397dc877f2c96b9fe5588ec379f372c56eb63d599f63 \
+    --hash=sha256:375d7013876a8233b2d05be185bfa09f689696cd999ce8b1cfe6acac5c80e8a3 \
+    --hash=sha256:3c80cd23d85368bdd9f37d5231dfd97d35bcbf5bf41af96ef3a9b078ad1957f9 \
+    --hash=sha256:3f7e865dd51f235f60a2dbcd8728a1c095f5ca28f095d48a725b84cd935735c4 \
+    --hash=sha256:47a8a7a0a7f6f6e63995c0ac36fa0c07b127413fdc81f0439b7f3dccafd33561 \
+    --hash=sha256:47c1b1207258513a9d93495f69c8be9de73916186f0e52703e8c461b7a623419 \
+    --hash=sha256:4956f34d145e145562a0a0bf367f642bbc85c04ec2baf47ae015947c3169a85d \
+    --hash=sha256:4c5095a327483591c94e0c8d3ef9e50d4ab1369b541eae007c1f23bc2a41f6bb \
+    --hash=sha256:5159ae60f5dbc3a498af5ba8365505808ac8031bc63f9e00304ad545d40bdd9b \
+    --hash=sha256:586b3612214cceabb3c0f588c97e7d1e535393f06a60e912e994f6b3ace97523 \
+    --hash=sha256:667196b352f4cf304ded4c10f90cfc179263a1acfb3cdcfa984bdfd340d498bc \
+    --hash=sha256:6941ab3619377bc3f32ca02876b07d27f216f5201604b664d3937ea0fdd23bb4 \
+    --hash=sha256:6ed5c7e3419083268e5c9258bd1c1ef91af44a9e89374dbcaf37b775716e72eb \
+    --hash=sha256:6f041a6de52c9217ca125e78ba0a335cb7fd98a1c0580978e49ab2b126f70b57 \
+    --hash=sha256:71af9c8a894e862b58e92abb08e53b05a384a1e5e5d6dc7cda59126211a53d82 \
+    --hash=sha256:77ad9529e67dca28e511f5cd5671436584ce91f6d3bac159a353158187b986ac \
+    --hash=sha256:84081f538ce27375045c02e3d7f81bd11d853400621ae245d87ce7b6c420ec74 \
+    --hash=sha256:851833db876e7b650f93719c74b7879a08e338979c96054fdfc3bfd90a486355 \
+    --hash=sha256:858fc57d3d91fa728e33e7ad71def60fc6272694607b306cd3292db53ae39080 \
+    --hash=sha256:8ad80807dc3ab8ea978b1b2b6e4a657194ace1d4ef03e0e731aff1abd517da29 \
+    --hash=sha256:8e036f06b41630f4c8a1d48f9ac6aa26acc65f8be089973f5519da643318f03f \
+    --hash=sha256:a32bbbb940af990d3be0b8af321c7b6815bb1b3b48142fe7459b9cc5f58959ff \
+    --hash=sha256:b9c53e395c12cad2c6d4b67d5da7c6057638a132d85c08b73646b18f802a0045 \
+    --hash=sha256:bb26deed807bdb0457cf3e3f1cd7c4a1cf9d66864eaf1b4a61e06805d4c6b1f9 \
+    --hash=sha256:bbfe022634a2a195406bd469e888d2eaf193b02ba7e607391cd7640374aaae3b \
+    --hash=sha256:bf678dffd16efcda2c15cbd30e9ecc0081388e29ea23687a88e686ed92638dc3 \
+    --hash=sha256:c8637731bb5eee3671eb2c3200827aa3564ed8a9309ecee4d1afe77e6d031bdb \
+    --hash=sha256:cfb12e360242d23d91f5e978d94f58ea66acf5804c4fb6f2f794a20d4cb1b595 \
+    --hash=sha256:e598c8c66401d26b150872154a286e6d484cf2789c3bb28a7556806298423021 \
+    --hash=sha256:e5f1c50bb05b64e2026b52867e8d21106f01313c744a2c4ecc34c90d12e8d6e2 \
+    --hash=sha256:e9144ac16fde007096f9563eb2041b4433c2d705c4218edeb79e7e9d01035ee6 \
+    --hash=sha256:eda22fd4efa9dcd39331d1dede9b5b8b8a7fd69af07592e778433da98610d29e \
+    --hash=sha256:ef0c6335cda9d807f8193d8ff6204a72bc909fa9882aacbca14f43cdb7188306 \
+    --hash=sha256:ff715e45b2231a8e85de1d163d1b42791e4d7aab8f5145f85fee1b710b735aff
 mypy-extensions==1.1.0 \
     --hash=sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505 \
     --hash=sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558
@@ -730,51 +902,73 @@ nodeenv==1.10.0 \
     --hash=sha256:5bb13e3eed2923615535339b3c620e76779af4cb4c6a90deccc9e36b274d3827 \
     --hash=sha256:996c191ad80897d076bdfba80a41994c2b47c68e224c542b48feba42ba00f8bb
     # via pre-commit
-numpy==2.5.1 \
-    --hash=sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2 \
-    --hash=sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d \
-    --hash=sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1 \
-    --hash=sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b \
-    --hash=sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd \
-    --hash=sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077 \
-    --hash=sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a \
-    --hash=sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e \
-    --hash=sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277 \
-    --hash=sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6 \
-    --hash=sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75 \
-    --hash=sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7 \
-    --hash=sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1 \
-    --hash=sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9 \
-    --hash=sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21 \
-    --hash=sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca \
-    --hash=sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0 \
-    --hash=sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb \
-    --hash=sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d \
-    --hash=sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75 \
-    --hash=sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74 \
-    --hash=sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf \
-    --hash=sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0 \
-    --hash=sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8 \
-    --hash=sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af \
-    --hash=sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a \
-    --hash=sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4 \
-    --hash=sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22 \
-    --hash=sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3 \
-    --hash=sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1 \
-    --hash=sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b \
-    --hash=sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1 \
-    --hash=sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373 \
-    --hash=sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95 \
-    --hash=sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6 \
-    --hash=sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09 \
-    --hash=sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9 \
-    --hash=sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438 \
-    --hash=sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2 \
-    --hash=sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7 \
-    --hash=sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace \
-    --hash=sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3 \
-    --hash=sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2 \
-    --hash=sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107
+numpy==2.5.2 \
+    --hash=sha256:0090ccdd57ec2703e9b49d0bf554767370581c1dd0a6b2bb2b2d9def317d042a \
+    --hash=sha256:078f9b027b478c9379b9677babbf0f8b8f1ecfada27636d7b9a93990c638739f \
+    --hash=sha256:07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7 \
+    --hash=sha256:0a4035ae1129ff8777f08bfbd44f1e5d8e9c049ce0c2dd78fc0d92c13e7251c0 \
+    --hash=sha256:0aadf13b60048d501e05fa699efaf7734e2494f3498a4c2a5521d822640324f3 \
+    --hash=sha256:14e373cfc6387177e8409dac3c7159be8eb05cd77096cd7c950268b86f62831c \
+    --hash=sha256:1ab3d4a901f844ea836c3e80bf463c6a27d7f3c14e8e292fcf28d348b25b9bce \
+    --hash=sha256:24b9dc2e3d84aa58523798805194e23e736f3f6ce2d1a5b92583ae734e6dbda8 \
+    --hash=sha256:27650bb0e7140fa3d37b9923b4803645e0b125d190f326eecfd3f4dad8e8ade1 \
+    --hash=sha256:28ac63476ec7651484215ee7fa15a1f78b57c14621f01e392afe17b9a1390ce4 \
+    --hash=sha256:29b86ff8a6cc556b47ec6b64b194815cc80e6bf5eedcc6cddfd65318cb0b4eee \
+    --hash=sha256:29d81e97f668489cba8ebfd796b9bdd453525d35dd9e162e2daec94bf3fc7740 \
+    --hash=sha256:2cc779226e476d1e1f08c74068c419e60f41a9e0e069c92f6671d31d5c985e98 \
+    --hash=sha256:2ffa7bacab3e2ee1b19ed31766bb60bb380b68c23f051e199c5cc598afd68710 \
+    --hash=sha256:318b9a4c845dbea06708a29c84ee429cc3065048db34cdb799047643492050ee \
+    --hash=sha256:34c319e2963be042673fb46570501b2f06c41924e17e3563d58646b4380dfb68 \
+    --hash=sha256:3a2f061cebd9e3d23bdcfaaded5e2293a4c6a5b60fa42df85d410a725ce621bf \
+    --hash=sha256:3cdec01fa790a186d430433fdd4d4ffb70eed6f0eeb4bf05c8dbe2dce0a9bcb8 \
+    --hash=sha256:3e4c367352d3747784248a227fbec218e193b56f7e6692e3b64fc805478ecfdf \
+    --hash=sha256:40f4d451aed46a8046a1aae41c4e55fb3612273df9c502480135e1501576a34b \
+    --hash=sha256:44ef9675d908e65f9953063837c3277730f3f4437615a4cdab67b366cabaf884 \
+    --hash=sha256:4bbd96c833ecc8cc069ce518078fc8c60cb9cbfb0fea5b7a803ad65035596d03 \
+    --hash=sha256:4ec954036759bcee3aa484f8603bd9c14f3e776293b85578b8734c2d72777c69 \
+    --hash=sha256:4f9744f9fbdcea0bc552e8f19e1f141f811a3f9bc2be2cc6e86d982cab23e3f4 \
+    --hash=sha256:50a68f4bacd8a2b33d8da3d2269d0d78500f86ea582e4786dc10f5ef2c2c6842 \
+    --hash=sha256:50e500dc868e9313530ce12ba470fe50ff3afe3d62993ed6eff652dacd555b65 \
+    --hash=sha256:52c808f96484f5571a5cc863775ce50247c17dfb3b0361f8ed6b4b0456f80080 \
+    --hash=sha256:5f8e00be2ec6f45f4e8a41a527f68d44a7d96fee92a650e4d8b1326f77f61e6e \
+    --hash=sha256:60e902ac295855348a5ca2ea4c89108989a9f5fddfad3dfc0a8f36b10358567e \
+    --hash=sha256:65f188481f1669e26f62b701e8205d19e460fa4a9b52a1414ba382330e4a3414 \
+    --hash=sha256:6950c4b7dd562453090548ba7f5da7e59f57f85663f15d5dcc60e249192f7e59 \
+    --hash=sha256:6a9bb119fb8dd21ba30b3f0e555b7e2b081bd9883af21ec9c1c633d161cda3a8 \
+    --hash=sha256:6b588cc8f902d6bff201c19fd00c43ab8545671e3554d014e12e14139e5e8617 \
+    --hash=sha256:6df895598c0edcb41030126c89e0f353b07d93238116143b7405e937359736c4 \
+    --hash=sha256:6e8172ddfcf5cf74b811d372b570b83c60bd2de87a6fbfbebdadb4a9bd9c6cbb \
+    --hash=sha256:7354826bc6f8f69402e9b7fe28d15fcd34feebd74f856f111585c5b0c9fb0251 \
+    --hash=sha256:7587f53dfbd5edc0f7b87c6217b4c6d2d1f2ef9c3da70bc1315e7db5f8d7ec9d \
+    --hash=sha256:77843ca236b777e67f8d6b3660ea116e499612703a0ecd7093f316201eb9d8e2 \
+    --hash=sha256:7999d4ddb0c4025018373fd787510d46e04c769467af22869707b3c1cfd459ab \
+    --hash=sha256:85aaccb24182c25df891ad0ec333585967e115269d5f1b17f2c9ae005bc96657 \
+    --hash=sha256:8e4cb9a754c8a0c62eaa88273a5fba3391f4a610d1dee893c0755da31c083f15 \
+    --hash=sha256:8ee9c4eeb8454b3660a8b53493563c3e121c2fc94fbd72b848ef814ed7b676a9 \
+    --hash=sha256:9a0731745a72a184490a582fb4af2533512bd071ace67785b5fdffc0ae58dce8 \
+    --hash=sha256:9e9413326d726c2545bfa65d2c0876871e8d8386e77f992c1d426e180bbd4323 \
+    --hash=sha256:a610dc7e3c52edd39c2bc2375ff9c3fd59cb3ad00e4472d36f83bc1457145788 \
+    --hash=sha256:a839318485284a6fb31be4f8f2c91c8f2cb22f4543c4a8903f12b0671ffe07cc \
+    --hash=sha256:afb3f0632d6b2e3ba04dbce8d1e48d321b369138b73830b5ca371a0e8d479d56 \
+    --hash=sha256:b879fb674276e331513fb136b78dbc6bd3c848309e0d841cfd63be3896c4cfc1 \
+    --hash=sha256:b9727f472d2f3888053b8a75ab0cb94745a9de224bb5846dbadc0092101bc71d \
+    --hash=sha256:ba0a474801b8dc67b66bf465548abc90e82b44d2611b5770f33008dcabffe8ec \
+    --hash=sha256:bd68ece1553d2023c09a4226d9e41c586ad2d20594d1a456186c33513d2cb3f2 \
+    --hash=sha256:c081cbe16ba1ab53078e5ff29013621e33c509eedab055775d956427712c236e \
+    --hash=sha256:c1f017dc0875c9209d219f97feceb7d54c2661bb243deb4114478e1295808af7 \
+    --hash=sha256:cebc2d6dbb605a7703d59751dea4bd6b0ab127a5a4338a6f432df1936fef8b26 \
+    --hash=sha256:cf7de32f486e4ac9e2d93b810f9e9ac72a728dd46a32a0bb403222f27f653514 \
+    --hash=sha256:d482d171c406ae88c5b19cad3b6a1c4c5209f886ab74bc44c2c865c23f52d860 \
+    --hash=sha256:d6a48072864e3324e194a8fbb3c657bcc5b5c869dbc64c9537b1d5c862572c0a \
+    --hash=sha256:d787cf769c3baeb5f6235e778edb52c08dfa923789b5958f28e6450f96107cb1 \
+    --hash=sha256:dc649493697006bc90614a5f0bbc8cb3cb1866715c474e473694968d7e6b99ab \
+    --hash=sha256:ddf47472af2e4280d79bac82304f5e80150211f1b9e614b760061d5fdfbb6eba \
+    --hash=sha256:e5651f3f87add730ee6608d915009e19c911fba0cb000c7e3ea994b7d768eb12 \
+    --hash=sha256:e79aba74ffaf5f78a050d777c184cddf8fdffabab38acf5f3ef1fecbc17895d6 \
+    --hash=sha256:eaa088384c46f519dacb93b7ec483a6d6b19a4a2085ae4f25ab9b1c43d387d1e \
+    --hash=sha256:eaca7ff36f0f52e2111ec71f169d8fd3e889e7ddc0d2592e0d703fd8d3ce8fac \
+    --hash=sha256:f06571a052127dc1b4e8b83029b4d1b20daa2b64a31cdd181fc6bc774e9000eb \
+    --hash=sha256:fd0d703772bba096843785bd38371e31bb4a0c1151497ad5739d182114a73f7f
     # via
     #   contourpy
     #   highspy
@@ -791,61 +985,55 @@ openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
     --hash=sha256:cf0e3cf56142039133628b5acffe8ef0c12bc902d2aadd3e0fe5878dc08d1050
     # via temoa
-packaging==26.2 \
-    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
-    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
+packaging==26.3 \
+    --hash=sha256:94edc256424af38762eb31306eed28beb9f0efc50a8837492c9d6fd6004aed79 \
+    --hash=sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c
     # via
     #   matplotlib
     #   pytest
     #   sphinx
-pandas==3.0.3 \
-    --hash=sha256:0383c72c75cdcca61a9e116e611143902dbfd08bff356829c2f6d1cf40a9ca8c \
-    --hash=sha256:08d789b41f87e0905880e293cedf6197ce71fe67cc081358b1e148a491b9bd13 \
-    --hash=sha256:0d589105b3c14645af1738ff279b2995102d8f7a03b0a66dc8d95550eb513e04 \
-    --hash=sha256:13fc1e853d9e04743d11ba75a985ccbc2a317fe07d8af61e445a6fd24dacd6a6 \
-    --hash=sha256:1928e07221f82db493cd4af1e23c1bfca524a19a4699887975bff68f49a72bfb \
-    --hash=sha256:261e308dfb22448384b7580cf719d2f998fe2966c92893c3e77d14008af1f066 \
-    --hash=sha256:275c14e0fce14a2ec20eee474aecd305478ea3c1e6f6a9d8fe219a165542717e \
-    --hash=sha256:335f62418ed562cfc3c49e9e196375c28b729dcef8543abf4f9438e381bf3c76 \
-    --hash=sha256:3650109c0f22879df8bd6179ab9ee3d7f1d1d4e7e0094a3f0032d9f51e2e64ac \
-    --hash=sha256:39436b377d56d2a2e52d0395bdbee171f01068e99af5250509aceeb929f765c7 \
-    --hash=sha256:3c20a521bbb85902f79f7270c80a59e1b5452d96d170c034f207181870f97ac5 \
-    --hash=sha256:3e91cec1879ada0624fc3dc9953c5cbd60208e59c0db28f540c5d6d47502422f \
-    --hash=sha256:46997386d528eb40376ecd6b033cf4a8a1e5282580f68f43de875b78cba2199d \
-    --hash=sha256:4db8c527972a821cf5286b40ccc57642a39bc62e62022b42f99f8a67fca8c3a1 \
-    --hash=sha256:51b1fe551acb77dac643c6fda86084d8d446c10fe64b06a9cc29c4cc8540e7f2 \
-    --hash=sha256:557409bc4178e70ee8d9ddb494798e51ebf6ea59330f6be22c51bab2a7db6c49 \
-    --hash=sha256:60ae316d3fd75d1858d450d0db0103ea2be3e7d4a95ec2f064f7e2ae63f7b028 \
-    --hash=sha256:67b3b64c11910cfa29f4e94a14d3bff9ee693b6fc76055e7cad549cee0aec5fa \
-    --hash=sha256:696a4a00a2a2a35d4e5deb3fc946641b96c944f02230e4f76137fe35d806c4fc \
-    --hash=sha256:6dc0b3fd2169c9157deed50b4d519553a3655c8c6a96027136d654592be973a9 \
-    --hash=sha256:7e65d5407dc0b394f509699650e4a2ec01c0514f21850f453fa60f3be79a5dbf \
-    --hash=sha256:819959dab7bbd0049c15623fbac4e29a191b9528160a61fb1032242d8ced2d9c \
-    --hash=sha256:9c39be2d709d01fa972a0cabc522389fceca4f3969332ba25a7d6c5802cf976a \
-    --hash=sha256:9d71c63ae4ebdbf70209742096f1fc46a83a0613c99d4b23766cced9ff8cd62a \
-    --hash=sha256:a2d2dff8a04f3917b55ab3910c32990f8ddf7eceba114947838cefa976a68977 \
-    --hash=sha256:a4eeb6830daf35a71cc09649bd823e2b542dac246cdee9614c6e4bd65028cd6a \
-    --hash=sha256:a82d532a3351d435432cd913edbccaf8b8e01d4dd0e5ced5a8d2e8ecd94c7e44 \
-    --hash=sha256:b168fc218fd80a6cbdbdbc1a97ddc7889ed057d7eb45f50d866ceab5f39904c4 \
-    --hash=sha256:b2c95f8bfc1ee412bf482605d7bfd30c12d1d26bd59fdd91efeef1d4718decb1 \
-    --hash=sha256:ba7e08b9ac1d54569cd1e256e3668975ed624d6826f7b68df0342b012007bddb \
-    --hash=sha256:bab900348131a7db1f69a7309ef141fd5680f1487094193bcbbb61791573bf8f \
-    --hash=sha256:bd3a518890b400d32f9023722dc9a9a5c969f00b415419a3c06c043f09bb5d7d \
-    --hash=sha256:c7be265b62cef88e253a941e4698604973736dcfe242fdb5198f0f7bc473cdcc \
-    --hash=sha256:d26cbe1fcfc12e8fd900e2454163e466b2d3af84f7c75481df7683ffc073d870 \
-    --hash=sha256:d4be06d68f9ddcfc645b87534911da79a8fbffc7573c80e0edcf42a5020624d8 \
-    --hash=sha256:d72828c20c6d6e83e1e22a6a3b47b326b71664112fa9705dcbccfd7a39b62085 \
-    --hash=sha256:dd1a5d1def6a46002e964510bdc67c368aa0951df5d1d9f8365336f5a1f490cd \
-    --hash=sha256:e3a2ec42c98ffa2565a67e08e218d06d72576d758d90facb7c00805194d8f360 \
-    --hash=sha256:f8894dc474d648fe7b6ff0ca9b0bd73950d19952bc1a6534540762c5d79d305c \
-    --hash=sha256:fed2ff7fd9779120e388e285fc029bd5cf9490cdd2e4166a9ee22c0e49a9ab09
+pandas==3.0.5 \
+    --hash=sha256:0d298e951f23016ce4699951d044ae6418dbc91bf68cefca0f77666fcbb4e5c6 \
+    --hash=sha256:1c10461f6eeb35d8f05b6184c65c8b9991663b66c46b1d559b682cb34ae7c6ea \
+    --hash=sha256:25ff585b972a18ef1fe9ffa3ac6544d9950508aa76832e5147640b6022821e49 \
+    --hash=sha256:2a29c53d85ea98c5e792c59ef82ee9fbe6ca902c0d0adb6b23f45ef894cd7bf6 \
+    --hash=sha256:2f264fc46911cc8131a7322a16199bbf8e353d27c10bb211f5bd0c814324dc36 \
+    --hash=sha256:303da736987d481074ca720ada325f8bd80c64ebc2d45ed79b29df3aaa4a26ca \
+    --hash=sha256:3b2801bbb049d0136f6c213eae02b5fca969384fc2064dd728d8620552aa49da \
+    --hash=sha256:3c5015fd1730fbf883647e88068176c839c102cea883ba1769a6f4593bfc1f8c \
+    --hash=sha256:3c5ed2e7c06e91d340dfd091d7934f9bc82e4a36b95f647f090b9d1c9ac649da \
+    --hash=sha256:4b11c36e218331d0387cbe3a0a5f75162357a1d92d57b2b08a336ff94b19b2be \
+    --hash=sha256:5183427f5a8156d480f30333777bc978be93650a49a7c01db26adffe95b31e85 \
+    --hash=sha256:53730687fcd161883b24e10411c06d6a4c0f2275d2faf3bb2bc25deb4ba8007c \
+    --hash=sha256:66266d3442a5e8b3c90274c2b8b230bee42dd1c286bc822cc2f9f2c7e12b883e \
+    --hash=sha256:73fa87b08a7ef706f8aafda39ddaccf2a99047bea62d8c88a0361bcafb2237bc \
+    --hash=sha256:80a611068e8a3ac23f7398c6c14eb46dc974e5cc9997f653e2dcfd1da74edd41 \
+    --hash=sha256:960d3ebcf249f75206899fcd2c6de53f736b7265759ced0d3e559df0b8b709b0 \
+    --hash=sha256:9e94c2c5ca43bd3ca32bf64d32308887b65e5f9bfd8023ea52755107a999f93b \
+    --hash=sha256:a5ad3b02ed6bc7d7ae9b70804b2c6aa31827489d150f8e623ce82491b82085d7 \
+    --hash=sha256:b2acb4650527eec6822c3dadb2b771277b65e7dae7a267d4bccf65fd1bb3fbce \
+    --hash=sha256:b58b1b39d46a5862e3fb18f50d1a201398619d16a0f9f73f57eea5583cf0e63c \
+    --hash=sha256:b86765f268b56f7e665b93bce9d5df69dee7f99e595cf8fb839483ab315942a3 \
+    --hash=sha256:c1c05a767fe8e5b4fe9e1c29806829c582052eaedb9120a3da83ba3f69e24a5b \
+    --hash=sha256:c2e26bb46934b8a2ca0c3de1d3d606fc5f6746584791b2db264d58cf370e08dc \
+    --hash=sha256:c597ecf5616b5c420372c1d4d4c00dbbfba7398bea857dcc984347e1ea48417b \
+    --hash=sha256:cce3a9d11d2b1f82c69a27ec1f4948a170e2c403c4bbfa8cca62e3fdebe2ef3a \
+    --hash=sha256:cd8f7c6dc98527058ee6264219343f5392240a6f1bfa654fc5d79023020d0c92 \
+    --hash=sha256:cf52e1f61d229496da17dc7ab54acdee627357e7008fd4fecba3d0ba2937fa58 \
+    --hash=sha256:d373ce03ffd84010ed9839fa73672a9c8256990532e158440c0085db7d914b34 \
+    --hash=sha256:db172144bb56422bd157812f3b021eacc255451470b31e2c633c349490a1cfee \
+    --hash=sha256:dca3734d6ab7c906e6730f0788b0a1dbb9f2467731f9711f77995c8e9d62d712 \
+    --hash=sha256:e2759e890db96dfcffdbd9b86c3c2cb6afaf58def482820317e06163ec1066cd \
+    --hash=sha256:e819dd5f62966b481a8cb649d3299ebd886a1ea91ed5a99bf7ce77c98d18ab94 \
+    --hash=sha256:ef01af4d8dc6cd2c8d6c7736f149574ef93fe043811eeb5e445f2647154b5040 \
+    --hash=sha256:fa290c16964d4963fbfbc358928239cf3bd755b20e988ce944877def2f44471d
     # via
     #   salib
     #   seaborn
     #   temoa
-pandas-stubs==3.0.3.260530 \
-    --hash=sha256:a6277eb1c8cebf48d9b2413fcd2e9a6b4ff479c934a223c29eacbc3058c4cb55 \
-    --hash=sha256:d1efe47b2e5a312c047d7feabec5cb7a55365747983420077e9fcbe9ab74f714
+pandas-stubs==3.0.5.260730 \
+    --hash=sha256:60e90e3e1eda6937e337e243cbe6217e151c11137cd7eddf832af537c7310bfd \
+    --hash=sha256:f70a232c57d93a5a2c81f8a53953e10891a5374bc92652277deb325e2e4d0ff3
 pathspec==1.1.1 \
     --hash=sha256:17db5ecd524104a120e173814c90367a96a98d07c45b2e10c2f3919fff91bf5a \
     --hash=sha256:a00ce642f577bf7f473932318056212bc4f8bfdf53128c78bbd5af0b9b20b189
@@ -920,12 +1108,11 @@ pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
     --hash=sha256:f8f5df6cf65314d74da1ade1bf96f8e3e4d0c41b51577ac53c49e7d44ca5acee
     # via temoa
-platformdirs==4.10.1 \
-    --hash=sha256:0e4eff26be2d75293977f7cddc153fd9b8eaa7fb0c7b64ffe4076cb443117443 \
-    --hash=sha256:ceab4084426fe6319ce18e86deada8ab1b7487c7aee7040c55e277c9ae793695
+platformdirs==4.11.3 \
+    --hash=sha256:5ed065d443751de711da036041a7a214122efc4a4de393b3f4137ba5576540e7 \
+    --hash=sha256:66a73d38a849810252df809a3d8bcbda8e26f6c189920e7535ad608a48dbb5ab
     # via
     #   pint
-    #   python-discovery
     #   virtualenv
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
@@ -933,9 +1120,9 @@ pluggy==1.6.0 \
     # via
     #   pytest
     #   pytest-cov
-pre-commit==4.6.0 \
-    --hash=sha256:718d2208cef53fdc38206e40524a6d4d9576d103eb16f0fec11c875e7716e9d9 \
-    --hash=sha256:e2cf246f7299edcabcf15f9b0571fdce06058527f0a06535068a86d38089f29b
+pre-commit==4.6.2 \
+    --hash=sha256:8f5d7bfb021ecdbcd9d49d89847082dd24172ccde534390081a679ad046e2441 \
+    --hash=sha256:e2dde9a75d3bce11bd3831c26d134df00a2803c1d818be6a0383c3dcda25dc4e
 pybtex==0.26.1 \
     --hash=sha256:2e5543bea424e60e9e42eef70bff597be48649d8f68ba061a7a092b2477d5464 \
     --hash=sha256:e26c0412cc54f5f21b2a6d9d175762a2d2af9ccf3a8f651cdb89ec035db77aa1
@@ -946,9 +1133,9 @@ pybtex-docutils==1.0.3 \
     --hash=sha256:3a7ebdf92b593e00e8c1c538aa9a20bca5d92d84231124715acc964d51d93c6b \
     --hash=sha256:8fd290d2ae48e32fcb54d86b0efb8d573198653c7e2447d5bec5847095f430b9
     # via sphinxcontrib-bibtex
-pydata-sphinx-theme==0.16.1 \
-    --hash=sha256:225331e8ac4b32682c18fcac5a57a6f717c4e632cea5dd0e247b55155faeccde \
-    --hash=sha256:a08b7f0b7f70387219dc659bff0893a7554d5eb39b59d3b8ef37b8401b7642d7
+pydata-sphinx-theme==0.20.0 \
+    --hash=sha256:0da172d41e19a66de875f4002f7054b385372ec65763852193791e658d50bb4a \
+    --hash=sha256:56744483c9d72c783e075de716ab95d486108b69605df7528078090b73f11f69
     # via sphinx-book-theme
 pygments==2.20.0 \
     --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
@@ -1000,9 +1187,9 @@ python-dateutil==2.9.0.post0 \
     # via
     #   matplotlib
     #   pandas
-python-discovery==1.4.4 \
-    --hash=sha256:5cad33982d412c1f3ffb8f9ca4ea292c9680bca3942451d30b69c37fce53a4a3 \
-    --hash=sha256:abebe9120b43453b68c908acfb1e72a19d1a959ed2cb620ad38fc57d08056dbe
+python-discovery==1.5.2 \
+    --hash=sha256:3e338c2d0f15dfaeea57493f4c2c6caebe0e998ea815c30ae8bf8ee21f1112d3 \
+    --hash=sha256:45fd4f20a4e3f9b7bf2e0817870bc8e3b320a19658da177af800768c82dbf354
     # via virtualenv
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1052,7 +1239,9 @@ pyyaml==6.0.3 \
 requests==2.34.2 \
     --hash=sha256:2a0d60c172f83ac6ab31e4554906c0f3b3588d37b5cb939b1c061f4907e278e0 \
     --hash=sha256:f288924cae4e29463698d6d60bc6a4da69c89185ad1e0bcc4104f584e960b9ed
-    # via sphinx
+    # via
+    #   pydata-sphinx-theme
+    #   sphinx
 rich==15.0.0 \
     --hash=sha256:33bd4ef74232fb73fe9279a257718407f169c09b78a87ad3d296f548e27de0bb \
     --hash=sha256:edd07a4824c6b40189fb7ac9bc4c52536e9780fbbfbddf6f1e2502c31b068c36
@@ -1063,25 +1252,25 @@ roman-numerals==4.1.0 \
     --hash=sha256:1af8b147eb1405d5839e78aeb93131690495fe9da5c91856cb33ad55a7f1e5b2 \
     --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
     # via sphinx
-ruff==0.15.22 \
-    --hash=sha256:11c1c715af53a09f714e011106bffc419751ec8232fcb5da42173284ea3fec6f \
-    --hash=sha256:1877d63b9d24ed278744f1523fd11b85540566d54641f97c566d7d9dc5ca5296 \
-    --hash=sha256:1e0dd1b2e4d3d585f897a0d137cbf4eaf6223bef4e8ce34d6bb12556c5f9249e \
-    --hash=sha256:225dbf095a87f1d9f90f5fd7924d2613ee452a75a4308c63a8f50f761787aa7c \
-    --hash=sha256:365523eb91d9224e1bcb03b022fbf0facb8f9e23792a2c53d9d4b3924bdbdebb \
-    --hash=sha256:3f15175b1fb580126f58285a5dae6b2ea89000136d980c64499211f116b54809 \
-    --hash=sha256:44423e73493737f5e7c5b41d475483898ff37afcdae38bc3da5085e29af1c2d8 \
-    --hash=sha256:62d425005c1835eb24e2ee4161cb90e8db263415f4a71c8c72c33abaa6c0c224 \
-    --hash=sha256:630479b18625f5ffc373f77603a22a9f8ac0acd7ff0501178b5db28ec71e9c64 \
-    --hash=sha256:72af58b951b0ae395935ae79763dc349bc0eb706319d28f7a33ad2cfb3cfc178 \
-    --hash=sha256:742a29cf29bddb7c8327895d6a10e0e6c5b38a96dd407af9b5d0857f809c0576 \
-    --hash=sha256:9be63ba1eb936acd2d1342fb8337c356353706fce233b2a15a09a97037e6acde \
-    --hash=sha256:a1606c510bd7215680d32efab38965f7cdec3ef69f5170a3f4791404ffdd5262 \
-    --hash=sha256:b82c6482946e9eda7ff2e091d25b8bad3f718684e1916d41bd56873cee05b697 \
-    --hash=sha256:e1168075b72158510839f250027659cdd78476f40507dd517892304c41318661 \
-    --hash=sha256:e5ba0e4a13fd14abbed2a77b517a3911290c6c6c59ef67784328d1668fab76cf \
-    --hash=sha256:e8b9b3f8779a4f08c969defc3c8c35abffaa757e601ed5ae66d6d1db6519969a \
-    --hash=sha256:fabfd168afdf29fee5be98b831efa9683c94d7c5a3b58b9ce5a2e38444589a74
+ruff==0.16.3 \
+    --hash=sha256:09571e6d1288ed9be475207a3ac04ada404f1cd898104be0f6ab8d7df438575b \
+    --hash=sha256:0c5710e247a58a4521e66e124ba9a74655b414f61ba3a2e9e3811e11098f48f7 \
+    --hash=sha256:294b95c4ae0cda9388525c2047778aa758d6b8d4bb876fd4e9eaa3ebc92343eb \
+    --hash=sha256:2c18c5a101eb540010638cc1ff3c84944d3adb3df62b8d98ca8f22ba484d3413 \
+    --hash=sha256:388cdf2166642bd9b13d52b5932d3170f34f8abed7e8d9a855f1d84b83645a0a \
+    --hash=sha256:3d0c7c40c87c2a820509c31ba007968da6e1306468c067b2d82fbfdbcd0e8474 \
+    --hash=sha256:8457c44f15033c85ddbb77b15d451df9e24e4bd03b628396dd3610cedc3b8f82 \
+    --hash=sha256:9e0b1da805eb043654645d74d5de1e5ce2edc686e40790d2b86f56d71cc06a84 \
+    --hash=sha256:9f738c0fdfa8eed0b2ce7fb27ee7258208a92a68d7949e62aa15164bc7b389da \
+    --hash=sha256:a2d85c02f9b8e165d85e6779184d38c4132de12603dab59c51c28e22584f9e4d \
+    --hash=sha256:a37bdea0bbe21780f590bf437d6412c8c4e1b6cd010f91a65c2c40c5e5f5f870 \
+    --hash=sha256:b8ca152da82c1acc1fa8d5874b15951935f0eef46f10e6954c83859011b6178a \
+    --hash=sha256:c5536e3acfbf9563085aa2be7b13c629c3077e902afc5b941ac44024dbb9f506 \
+    --hash=sha256:e2ed719e14aa64d895c2ee922594a90a43c861a93f0575a95ff8c47cdbd13eb9 \
+    --hash=sha256:e76d33a347661a84b5be6d043d0347fdc745dfdcf825a8f4fed64b5e26eebdf2 \
+    --hash=sha256:e80a7d69ca2a6d1c4d352ec91458cdca6e56c83cdbcabd93e4abe1e53591d948 \
+    --hash=sha256:fb785f0be25abe69d320415cd4f833b59e17ba7613d9ba6a958023b6bceb0a50 \
+    --hash=sha256:fe155130631a2471fd2e14a7a664a4dfbd7194b8229c3d7b2a40b21178639081
 salib==1.5.2 \
     --hash=sha256:6f4b6bebc1eeed1d081c8f951fa8c2ad7b0cd8a7159d206af48ef137cc806c43 \
     --hash=sha256:a8eeedc4e87cf070f7ef450b76cdecd120d1e5c602a9c35855ec7777591f949f
@@ -1155,9 +1344,9 @@ sortedcontainers==2.4.0 \
     --hash=sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88 \
     --hash=sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0
     # via sortedcollections
-soupsieve==2.9 \
-    --hash=sha256:a2b2c76d67df2382d245409fd71e321a571717e58463efa32ace87dcadac2c12 \
-    --hash=sha256:acee8417325c5653e1377dc31eccad59eb82cbc65942afe6174c53b3aaad63fc
+soupsieve==2.9.2 \
+    --hash=sha256:4a55d8cf158a9c2e587fa4922f1bbb91d68ac829e2d6f25403a85747c71daf74 \
+    --hash=sha256:8089a26fd974ca7a1f30276d3d8492ab266ab15af581642dfe8aa162e0c1c823
     # via beautifulsoup4
 sphinx==9.1.0 \
     --hash=sha256:7741722357dd75f8190766926071fed3bdc211c74dd2d7d4df5404da95930ddb \
@@ -1169,9 +1358,9 @@ sphinx==9.1.0 \
     #   sphinxcontrib-bibtex
     #   sphinxcontrib-mermaid
     #   temoa
-sphinx-book-theme==1.2.0 \
-    --hash=sha256:4a7ebfc7da4395309ac942ddfc38fbec5c5254c3be22195e99ad12586fbda9e3 \
-    --hash=sha256:709605d308e1991c5ef0cf19c481dbe9084b62852e317fafab74382a0ee7ccfa
+sphinx-book-theme==1.4.0 \
+    --hash=sha256:10fd57d667ee0b565928c3ce95562e281c5d1b94bd5a2aafc5cd41a5d498dcd0 \
+    --hash=sha256:fee3cd70573d9a8cd4ab380a3cb1f11139c24dcaa2cf47d06d7f924f1b44eaff
     # via temoa
 sphinxcontrib-applehelp==2.0.0 \
     --hash=sha256:2f29ef331735ce958efa4734873f084941970894c6090408b079c61b2e1c06d1 \
@@ -1217,16 +1406,16 @@ tomlkit==0.15.1 \
     --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
     --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via temoa
-typer==0.27.0 \
-    --hash=sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5 \
-    --hash=sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1
+typer==0.27.1 \
+    --hash=sha256:53150287edd11baeb4e4722c8e394fcdf8181c0ae89485cba8d25c778d5edd56 \
+    --hash=sha256:a79bef8469a79c45498e7b814ecf8d603cc7644e9acbd9e19cac0334240b18df
     # via temoa
-types-deprecated==1.3.1.20260520 \
-    --hash=sha256:4d0d9e5521432d9ce88169fb8b793b45d70d8e8cc1a7ecd5a4465abbf83c9ab4 \
-    --hash=sha256:8af853b7ccd3b7685159f3ab2e3b6f7999b6cd7e425cda02749e32a42a96c7d6
-types-networkx==3.6.1.20260624 \
-    --hash=sha256:071734f88733afaaa06cbb62eb8c603626f4f9aa18424771acbdd3a638828d9a \
-    --hash=sha256:f031a9ee0bd27de4ab6d3e35a10f3492a4befc7b8c348607892b0ccb1b415d4d
+types-deprecated==1.3.1.20260728 \
+    --hash=sha256:cab836fdcf6b57d3e277e62d9d76d8a4c556a2639fd0e90cb555fa0e8300d164 \
+    --hash=sha256:d94b3e1db08db6a63ad0e8519e2da2b2d22843f015efa7bd83baef6aa99f7403
+types-networkx==3.6.1.20260728 \
+    --hash=sha256:0be72ff7625dbdfcd2d76ed7662de96987d0d5433b7055c320065d5b3621f9f6 \
+    --hash=sha256:f193e4fc6a41c973c7d687fa3c12f8008d8e7dcd22b0ab62f0300cc47b65eb28
 typing-extensions==4.16.0 \
     --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
     --hash=sha256:dc983d19a509c94dba722ee6abd33940f7c05a89e243c47e907eb4db6f1a43e5
@@ -1236,7 +1425,6 @@ typing-extensions==4.16.0 \
     #   flexparser
     #   mypy
     #   pint
-    #   pydata-sphinx-theme
 tzdata==2026.3 ; sys_platform == 'emscripten' or sys_platform == 'win32' \
     --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
     --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
@@ -1245,68 +1433,68 @@ urllib3==2.7.0 \
     --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
     --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-virtualenv==21.6.1 \
-    --hash=sha256:15f978b7cd329f24855ff4a0c4b4899cc7678589f49adbdcbbb4d3232e641128 \
-    --hash=sha256:afe991df855715a2b2f60edfcc0107ef95a79fdfd8cb4cdaa71603d1c12e463b
+virtualenv==21.7.4 \
+    --hash=sha256:376ec93cd6aab3044fa395d7db226db38043b7b5748948044b2a87168525e843 \
+    --hash=sha256:c9d960c95fa458171e58222a5ccab7465298e4b6559977865e627c4719f1e825
     # via pre-commit
-wrapt==2.2.2 \
-    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
-    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
-    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
-    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
-    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
-    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
-    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
-    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
-    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
-    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
-    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
-    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
-    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
-    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
-    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
-    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
-    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
-    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
-    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
-    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
-    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
-    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
-    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
-    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
-    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
-    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
-    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
-    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
-    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
-    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
-    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
-    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
-    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
-    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
-    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
-    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
-    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
-    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
-    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
-    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
-    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
-    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
-    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
-    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
-    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
-    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
-    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
-    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
-    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
-    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
-    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
-    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
-    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
-    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
-    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
-    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
-    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
+wrapt==2.3.0 \
+    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
+    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
+    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
+    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
+    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
+    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
+    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
+    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
+    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
+    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
+    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
+    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
+    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
+    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
+    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
+    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
+    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
+    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
+    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
+    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
+    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
+    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
+    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
+    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
+    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
+    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
+    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
+    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
+    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
+    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
+    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
+    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
+    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
+    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
+    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
+    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
+    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
+    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
+    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
+    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
+    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
+    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
+    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
+    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
+    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
+    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
+    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
+    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
+    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
+    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
+    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
+    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
+    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
+    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
+    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via deprecated
 xlsxwriter==3.2.9 \
     --hash=sha256:254b1c37a368c444eac6e2f867405cc9e461b0ed97a3233b2ac1e574efb4140c \
diff --git a/requirements.txt b/requirements.txt
index 3b1907ff1..f935fb75f 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,9 +1,9 @@
 # This file was autogenerated by uv via the following command:
 #    uv export --no-dev -o requirements.txt
 -e .
-annotated-doc==0.0.4 \
-    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
-    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-doc==0.0.5 \
+    --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
+    --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via typer
 colorama==0.4.6 ; sys_platform == 'win32' \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
@@ -321,51 +321,73 @@ networkx==3.6.1 \
     --hash=sha256:26b7c357accc0c8cde558ad486283728b65b6a95d85ee1cd66bafab4c8168509 \
     --hash=sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762
     # via temoa
-numpy==2.5.1 \
-    --hash=sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2 \
-    --hash=sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d \
-    --hash=sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1 \
-    --hash=sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b \
-    --hash=sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd \
-    --hash=sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077 \
-    --hash=sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a \
-    --hash=sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e \
-    --hash=sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277 \
-    --hash=sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6 \
-    --hash=sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75 \
-    --hash=sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7 \
-    --hash=sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1 \
-    --hash=sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9 \
-    --hash=sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21 \
-    --hash=sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca \
-    --hash=sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0 \
-    --hash=sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb \
-    --hash=sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d \
-    --hash=sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75 \
-    --hash=sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74 \
-    --hash=sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf \
-    --hash=sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0 \
-    --hash=sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8 \
-    --hash=sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af \
-    --hash=sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a \
-    --hash=sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4 \
-    --hash=sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22 \
-    --hash=sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3 \
-    --hash=sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1 \
-    --hash=sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b \
-    --hash=sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1 \
-    --hash=sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373 \
-    --hash=sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95 \
-    --hash=sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6 \
-    --hash=sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09 \
-    --hash=sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9 \
-    --hash=sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438 \
-    --hash=sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2 \
-    --hash=sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7 \
-    --hash=sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace \
-    --hash=sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3 \
-    --hash=sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2 \
-    --hash=sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107
+numpy==2.5.2 \
+    --hash=sha256:0090ccdd57ec2703e9b49d0bf554767370581c1dd0a6b2bb2b2d9def317d042a \
+    --hash=sha256:078f9b027b478c9379b9677babbf0f8b8f1ecfada27636d7b9a93990c638739f \
+    --hash=sha256:07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7 \
+    --hash=sha256:0a4035ae1129ff8777f08bfbd44f1e5d8e9c049ce0c2dd78fc0d92c13e7251c0 \
+    --hash=sha256:0aadf13b60048d501e05fa699efaf7734e2494f3498a4c2a5521d822640324f3 \
+    --hash=sha256:14e373cfc6387177e8409dac3c7159be8eb05cd77096cd7c950268b86f62831c \
+    --hash=sha256:1ab3d4a901f844ea836c3e80bf463c6a27d7f3c14e8e292fcf28d348b25b9bce \
+    --hash=sha256:24b9dc2e3d84aa58523798805194e23e736f3f6ce2d1a5b92583ae734e6dbda8 \
+    --hash=sha256:27650bb0e7140fa3d37b9923b4803645e0b125d190f326eecfd3f4dad8e8ade1 \
+    --hash=sha256:28ac63476ec7651484215ee7fa15a1f78b57c14621f01e392afe17b9a1390ce4 \
+    --hash=sha256:29b86ff8a6cc556b47ec6b64b194815cc80e6bf5eedcc6cddfd65318cb0b4eee \
+    --hash=sha256:29d81e97f668489cba8ebfd796b9bdd453525d35dd9e162e2daec94bf3fc7740 \
+    --hash=sha256:2cc779226e476d1e1f08c74068c419e60f41a9e0e069c92f6671d31d5c985e98 \
+    --hash=sha256:2ffa7bacab3e2ee1b19ed31766bb60bb380b68c23f051e199c5cc598afd68710 \
+    --hash=sha256:318b9a4c845dbea06708a29c84ee429cc3065048db34cdb799047643492050ee \
+    --hash=sha256:34c319e2963be042673fb46570501b2f06c41924e17e3563d58646b4380dfb68 \
+    --hash=sha256:3a2f061cebd9e3d23bdcfaaded5e2293a4c6a5b60fa42df85d410a725ce621bf \
+    --hash=sha256:3cdec01fa790a186d430433fdd4d4ffb70eed6f0eeb4bf05c8dbe2dce0a9bcb8 \
+    --hash=sha256:3e4c367352d3747784248a227fbec218e193b56f7e6692e3b64fc805478ecfdf \
+    --hash=sha256:40f4d451aed46a8046a1aae41c4e55fb3612273df9c502480135e1501576a34b \
+    --hash=sha256:44ef9675d908e65f9953063837c3277730f3f4437615a4cdab67b366cabaf884 \
+    --hash=sha256:4bbd96c833ecc8cc069ce518078fc8c60cb9cbfb0fea5b7a803ad65035596d03 \
+    --hash=sha256:4ec954036759bcee3aa484f8603bd9c14f3e776293b85578b8734c2d72777c69 \
+    --hash=sha256:4f9744f9fbdcea0bc552e8f19e1f141f811a3f9bc2be2cc6e86d982cab23e3f4 \
+    --hash=sha256:50a68f4bacd8a2b33d8da3d2269d0d78500f86ea582e4786dc10f5ef2c2c6842 \
+    --hash=sha256:50e500dc868e9313530ce12ba470fe50ff3afe3d62993ed6eff652dacd555b65 \
+    --hash=sha256:52c808f96484f5571a5cc863775ce50247c17dfb3b0361f8ed6b4b0456f80080 \
+    --hash=sha256:5f8e00be2ec6f45f4e8a41a527f68d44a7d96fee92a650e4d8b1326f77f61e6e \
+    --hash=sha256:60e902ac295855348a5ca2ea4c89108989a9f5fddfad3dfc0a8f36b10358567e \
+    --hash=sha256:65f188481f1669e26f62b701e8205d19e460fa4a9b52a1414ba382330e4a3414 \
+    --hash=sha256:6950c4b7dd562453090548ba7f5da7e59f57f85663f15d5dcc60e249192f7e59 \
+    --hash=sha256:6a9bb119fb8dd21ba30b3f0e555b7e2b081bd9883af21ec9c1c633d161cda3a8 \
+    --hash=sha256:6b588cc8f902d6bff201c19fd00c43ab8545671e3554d014e12e14139e5e8617 \
+    --hash=sha256:6df895598c0edcb41030126c89e0f353b07d93238116143b7405e937359736c4 \
+    --hash=sha256:6e8172ddfcf5cf74b811d372b570b83c60bd2de87a6fbfbebdadb4a9bd9c6cbb \
+    --hash=sha256:7354826bc6f8f69402e9b7fe28d15fcd34feebd74f856f111585c5b0c9fb0251 \
+    --hash=sha256:7587f53dfbd5edc0f7b87c6217b4c6d2d1f2ef9c3da70bc1315e7db5f8d7ec9d \
+    --hash=sha256:77843ca236b777e67f8d6b3660ea116e499612703a0ecd7093f316201eb9d8e2 \
+    --hash=sha256:7999d4ddb0c4025018373fd787510d46e04c769467af22869707b3c1cfd459ab \
+    --hash=sha256:85aaccb24182c25df891ad0ec333585967e115269d5f1b17f2c9ae005bc96657 \
+    --hash=sha256:8e4cb9a754c8a0c62eaa88273a5fba3391f4a610d1dee893c0755da31c083f15 \
+    --hash=sha256:8ee9c4eeb8454b3660a8b53493563c3e121c2fc94fbd72b848ef814ed7b676a9 \
+    --hash=sha256:9a0731745a72a184490a582fb4af2533512bd071ace67785b5fdffc0ae58dce8 \
+    --hash=sha256:9e9413326d726c2545bfa65d2c0876871e8d8386e77f992c1d426e180bbd4323 \
+    --hash=sha256:a610dc7e3c52edd39c2bc2375ff9c3fd59cb3ad00e4472d36f83bc1457145788 \
+    --hash=sha256:a839318485284a6fb31be4f8f2c91c8f2cb22f4543c4a8903f12b0671ffe07cc \
+    --hash=sha256:afb3f0632d6b2e3ba04dbce8d1e48d321b369138b73830b5ca371a0e8d479d56 \
+    --hash=sha256:b879fb674276e331513fb136b78dbc6bd3c848309e0d841cfd63be3896c4cfc1 \
+    --hash=sha256:b9727f472d2f3888053b8a75ab0cb94745a9de224bb5846dbadc0092101bc71d \
+    --hash=sha256:ba0a474801b8dc67b66bf465548abc90e82b44d2611b5770f33008dcabffe8ec \
+    --hash=sha256:bd68ece1553d2023c09a4226d9e41c586ad2d20594d1a456186c33513d2cb3f2 \
+    --hash=sha256:c081cbe16ba1ab53078e5ff29013621e33c509eedab055775d956427712c236e \
+    --hash=sha256:c1f017dc0875c9209d219f97feceb7d54c2661bb243deb4114478e1295808af7 \
+    --hash=sha256:cebc2d6dbb605a7703d59751dea4bd6b0ab127a5a4338a6f432df1936fef8b26 \
+    --hash=sha256:cf7de32f486e4ac9e2d93b810f9e9ac72a728dd46a32a0bb403222f27f653514 \
+    --hash=sha256:d482d171c406ae88c5b19cad3b6a1c4c5209f886ab74bc44c2c865c23f52d860 \
+    --hash=sha256:d6a48072864e3324e194a8fbb3c657bcc5b5c869dbc64c9537b1d5c862572c0a \
+    --hash=sha256:d787cf769c3baeb5f6235e778edb52c08dfa923789b5958f28e6450f96107cb1 \
+    --hash=sha256:dc649493697006bc90614a5f0bbc8cb3cb1866715c474e473694968d7e6b99ab \
+    --hash=sha256:ddf47472af2e4280d79bac82304f5e80150211f1b9e614b760061d5fdfbb6eba \
+    --hash=sha256:e5651f3f87add730ee6608d915009e19c911fba0cb000c7e3ea994b7d768eb12 \
+    --hash=sha256:e79aba74ffaf5f78a050d777c184cddf8fdffabab38acf5f3ef1fecbc17895d6 \
+    --hash=sha256:eaa088384c46f519dacb93b7ec483a6d6b19a4a2085ae4f25ab9b1c43d387d1e \
+    --hash=sha256:eaca7ff36f0f52e2111ec71f169d8fd3e889e7ddc0d2592e0d703fd8d3ce8fac \
+    --hash=sha256:f06571a052127dc1b4e8b83029b4d1b20daa2b64a31cdd181fc6bc774e9000eb \
+    --hash=sha256:fd0d703772bba096843785bd38371e31bb4a0c1151497ad5739d182114a73f7f
     # via
     #   contourpy
     #   highspy
@@ -380,53 +402,47 @@ openpyxl==3.1.5 \
     --hash=sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2 \
     --hash=sha256:cf0e3cf56142039133628b5acffe8ef0c12bc902d2aadd3e0fe5878dc08d1050
     # via temoa
-packaging==26.2 \
-    --hash=sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e \
-    --hash=sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661
+packaging==26.3 \
+    --hash=sha256:94edc256424af38762eb31306eed28beb9f0efc50a8837492c9d6fd6004aed79 \
+    --hash=sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c
     # via
     #   matplotlib
     #   pytest
-pandas==3.0.3 \
-    --hash=sha256:0383c72c75cdcca61a9e116e611143902dbfd08bff356829c2f6d1cf40a9ca8c \
-    --hash=sha256:08d789b41f87e0905880e293cedf6197ce71fe67cc081358b1e148a491b9bd13 \
-    --hash=sha256:0d589105b3c14645af1738ff279b2995102d8f7a03b0a66dc8d95550eb513e04 \
-    --hash=sha256:13fc1e853d9e04743d11ba75a985ccbc2a317fe07d8af61e445a6fd24dacd6a6 \
-    --hash=sha256:1928e07221f82db493cd4af1e23c1bfca524a19a4699887975bff68f49a72bfb \
-    --hash=sha256:261e308dfb22448384b7580cf719d2f998fe2966c92893c3e77d14008af1f066 \
-    --hash=sha256:275c14e0fce14a2ec20eee474aecd305478ea3c1e6f6a9d8fe219a165542717e \
-    --hash=sha256:335f62418ed562cfc3c49e9e196375c28b729dcef8543abf4f9438e381bf3c76 \
-    --hash=sha256:3650109c0f22879df8bd6179ab9ee3d7f1d1d4e7e0094a3f0032d9f51e2e64ac \
-    --hash=sha256:39436b377d56d2a2e52d0395bdbee171f01068e99af5250509aceeb929f765c7 \
-    --hash=sha256:3c20a521bbb85902f79f7270c80a59e1b5452d96d170c034f207181870f97ac5 \
-    --hash=sha256:3e91cec1879ada0624fc3dc9953c5cbd60208e59c0db28f540c5d6d47502422f \
-    --hash=sha256:46997386d528eb40376ecd6b033cf4a8a1e5282580f68f43de875b78cba2199d \
-    --hash=sha256:4db8c527972a821cf5286b40ccc57642a39bc62e62022b42f99f8a67fca8c3a1 \
-    --hash=sha256:51b1fe551acb77dac643c6fda86084d8d446c10fe64b06a9cc29c4cc8540e7f2 \
-    --hash=sha256:557409bc4178e70ee8d9ddb494798e51ebf6ea59330f6be22c51bab2a7db6c49 \
-    --hash=sha256:60ae316d3fd75d1858d450d0db0103ea2be3e7d4a95ec2f064f7e2ae63f7b028 \
-    --hash=sha256:67b3b64c11910cfa29f4e94a14d3bff9ee693b6fc76055e7cad549cee0aec5fa \
-    --hash=sha256:696a4a00a2a2a35d4e5deb3fc946641b96c944f02230e4f76137fe35d806c4fc \
-    --hash=sha256:6dc0b3fd2169c9157deed50b4d519553a3655c8c6a96027136d654592be973a9 \
-    --hash=sha256:7e65d5407dc0b394f509699650e4a2ec01c0514f21850f453fa60f3be79a5dbf \
-    --hash=sha256:819959dab7bbd0049c15623fbac4e29a191b9528160a61fb1032242d8ced2d9c \
-    --hash=sha256:9c39be2d709d01fa972a0cabc522389fceca4f3969332ba25a7d6c5802cf976a \
-    --hash=sha256:9d71c63ae4ebdbf70209742096f1fc46a83a0613c99d4b23766cced9ff8cd62a \
-    --hash=sha256:a2d2dff8a04f3917b55ab3910c32990f8ddf7eceba114947838cefa976a68977 \
-    --hash=sha256:a4eeb6830daf35a71cc09649bd823e2b542dac246cdee9614c6e4bd65028cd6a \
-    --hash=sha256:a82d532a3351d435432cd913edbccaf8b8e01d4dd0e5ced5a8d2e8ecd94c7e44 \
-    --hash=sha256:b168fc218fd80a6cbdbdbc1a97ddc7889ed057d7eb45f50d866ceab5f39904c4 \
-    --hash=sha256:b2c95f8bfc1ee412bf482605d7bfd30c12d1d26bd59fdd91efeef1d4718decb1 \
-    --hash=sha256:ba7e08b9ac1d54569cd1e256e3668975ed624d6826f7b68df0342b012007bddb \
-    --hash=sha256:bab900348131a7db1f69a7309ef141fd5680f1487094193bcbbb61791573bf8f \
-    --hash=sha256:bd3a518890b400d32f9023722dc9a9a5c969f00b415419a3c06c043f09bb5d7d \
-    --hash=sha256:c7be265b62cef88e253a941e4698604973736dcfe242fdb5198f0f7bc473cdcc \
-    --hash=sha256:d26cbe1fcfc12e8fd900e2454163e466b2d3af84f7c75481df7683ffc073d870 \
-    --hash=sha256:d4be06d68f9ddcfc645b87534911da79a8fbffc7573c80e0edcf42a5020624d8 \
-    --hash=sha256:d72828c20c6d6e83e1e22a6a3b47b326b71664112fa9705dcbccfd7a39b62085 \
-    --hash=sha256:dd1a5d1def6a46002e964510bdc67c368aa0951df5d1d9f8365336f5a1f490cd \
-    --hash=sha256:e3a2ec42c98ffa2565a67e08e218d06d72576d758d90facb7c00805194d8f360 \
-    --hash=sha256:f8894dc474d648fe7b6ff0ca9b0bd73950d19952bc1a6534540762c5d79d305c \
-    --hash=sha256:fed2ff7fd9779120e388e285fc029bd5cf9490cdd2e4166a9ee22c0e49a9ab09
+pandas==3.0.5 \
+    --hash=sha256:0d298e951f23016ce4699951d044ae6418dbc91bf68cefca0f77666fcbb4e5c6 \
+    --hash=sha256:1c10461f6eeb35d8f05b6184c65c8b9991663b66c46b1d559b682cb34ae7c6ea \
+    --hash=sha256:25ff585b972a18ef1fe9ffa3ac6544d9950508aa76832e5147640b6022821e49 \
+    --hash=sha256:2a29c53d85ea98c5e792c59ef82ee9fbe6ca902c0d0adb6b23f45ef894cd7bf6 \
+    --hash=sha256:2f264fc46911cc8131a7322a16199bbf8e353d27c10bb211f5bd0c814324dc36 \
+    --hash=sha256:303da736987d481074ca720ada325f8bd80c64ebc2d45ed79b29df3aaa4a26ca \
+    --hash=sha256:3b2801bbb049d0136f6c213eae02b5fca969384fc2064dd728d8620552aa49da \
+    --hash=sha256:3c5015fd1730fbf883647e88068176c839c102cea883ba1769a6f4593bfc1f8c \
+    --hash=sha256:3c5ed2e7c06e91d340dfd091d7934f9bc82e4a36b95f647f090b9d1c9ac649da \
+    --hash=sha256:4b11c36e218331d0387cbe3a0a5f75162357a1d92d57b2b08a336ff94b19b2be \
+    --hash=sha256:5183427f5a8156d480f30333777bc978be93650a49a7c01db26adffe95b31e85 \
+    --hash=sha256:53730687fcd161883b24e10411c06d6a4c0f2275d2faf3bb2bc25deb4ba8007c \
+    --hash=sha256:66266d3442a5e8b3c90274c2b8b230bee42dd1c286bc822cc2f9f2c7e12b883e \
+    --hash=sha256:73fa87b08a7ef706f8aafda39ddaccf2a99047bea62d8c88a0361bcafb2237bc \
+    --hash=sha256:80a611068e8a3ac23f7398c6c14eb46dc974e5cc9997f653e2dcfd1da74edd41 \
+    --hash=sha256:960d3ebcf249f75206899fcd2c6de53f736b7265759ced0d3e559df0b8b709b0 \
+    --hash=sha256:9e94c2c5ca43bd3ca32bf64d32308887b65e5f9bfd8023ea52755107a999f93b \
+    --hash=sha256:a5ad3b02ed6bc7d7ae9b70804b2c6aa31827489d150f8e623ce82491b82085d7 \
+    --hash=sha256:b2acb4650527eec6822c3dadb2b771277b65e7dae7a267d4bccf65fd1bb3fbce \
+    --hash=sha256:b58b1b39d46a5862e3fb18f50d1a201398619d16a0f9f73f57eea5583cf0e63c \
+    --hash=sha256:b86765f268b56f7e665b93bce9d5df69dee7f99e595cf8fb839483ab315942a3 \
+    --hash=sha256:c1c05a767fe8e5b4fe9e1c29806829c582052eaedb9120a3da83ba3f69e24a5b \
+    --hash=sha256:c2e26bb46934b8a2ca0c3de1d3d606fc5f6746584791b2db264d58cf370e08dc \
+    --hash=sha256:c597ecf5616b5c420372c1d4d4c00dbbfba7398bea857dcc984347e1ea48417b \
+    --hash=sha256:cce3a9d11d2b1f82c69a27ec1f4948a170e2c403c4bbfa8cca62e3fdebe2ef3a \
+    --hash=sha256:cd8f7c6dc98527058ee6264219343f5392240a6f1bfa654fc5d79023020d0c92 \
+    --hash=sha256:cf52e1f61d229496da17dc7ab54acdee627357e7008fd4fecba3d0ba2937fa58 \
+    --hash=sha256:d373ce03ffd84010ed9839fa73672a9c8256990532e158440c0085db7d914b34 \
+    --hash=sha256:db172144bb56422bd157812f3b021eacc255451470b31e2c633c349490a1cfee \
+    --hash=sha256:dca3734d6ab7c906e6730f0788b0a1dbb9f2467731f9711f77995c8e9d62d712 \
+    --hash=sha256:e2759e890db96dfcffdbd9b86c3c2cb6afaf58def482820317e06163ec1066cd \
+    --hash=sha256:e819dd5f62966b481a8cb649d3299ebd886a1ea91ed5a99bf7ce77c98d18ab94 \
+    --hash=sha256:ef01af4d8dc6cd2c8d6c7736f149574ef93fe043811eeb5e445f2647154b5040 \
+    --hash=sha256:fa290c16964d4963fbfbc358928239cf3bd755b20e988ce944877def2f44471d
     # via
     #   salib
     #   seaborn
@@ -501,9 +517,9 @@ pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
     --hash=sha256:f8f5df6cf65314d74da1ade1bf96f8e3e4d0c41b51577ac53c49e7d44ca5acee
     # via temoa
-platformdirs==4.10.1 \
-    --hash=sha256:0e4eff26be2d75293977f7cddc153fd9b8eaa7fb0c7b64ffe4076cb443117443 \
-    --hash=sha256:ceab4084426fe6319ce18e86deada8ab1b7487c7aee7040c55e277c9ae793695
+platformdirs==4.11.3 \
+    --hash=sha256:5ed065d443751de711da036041a7a214122efc4a4de393b3f4137ba5576540e7 \
+    --hash=sha256:66a73d38a849810252df809a3d8bcbda8e26f6c189920e7535ad608a48dbb5ab
     # via pint
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
@@ -634,9 +650,9 @@ tomlkit==0.15.1 \
     --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
     --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via temoa
-typer==0.27.0 \
-    --hash=sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5 \
-    --hash=sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1
+typer==0.27.1 \
+    --hash=sha256:53150287edd11baeb4e4722c8e394fcdf8181c0ae89485cba8d25c778d5edd56 \
+    --hash=sha256:a79bef8469a79c45498e7b814ecf8d603cc7644e9acbd9e19cac0334240b18df
     # via temoa
 typing-extensions==4.16.0 \
     --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
@@ -649,64 +665,64 @@ tzdata==2026.3 ; sys_platform == 'emscripten' or sys_platform == 'win32' \
     --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
     --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via pandas
-wrapt==2.2.2 \
-    --hash=sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9 \
-    --hash=sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302 \
-    --hash=sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194 \
-    --hash=sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a \
-    --hash=sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc \
-    --hash=sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af \
-    --hash=sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745 \
-    --hash=sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb \
-    --hash=sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79 \
-    --hash=sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c \
-    --hash=sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663 \
-    --hash=sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac \
-    --hash=sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c \
-    --hash=sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9 \
-    --hash=sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94 \
-    --hash=sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4 \
-    --hash=sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff \
-    --hash=sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a \
-    --hash=sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28 \
-    --hash=sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c \
-    --hash=sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a \
-    --hash=sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406 \
-    --hash=sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab \
-    --hash=sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d \
-    --hash=sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab \
-    --hash=sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f \
-    --hash=sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec \
-    --hash=sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56 \
-    --hash=sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048 \
-    --hash=sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b \
-    --hash=sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf \
-    --hash=sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900 \
-    --hash=sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5 \
-    --hash=sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b \
-    --hash=sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c \
-    --hash=sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d \
-    --hash=sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69 \
-    --hash=sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c \
-    --hash=sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063 \
-    --hash=sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d \
-    --hash=sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f \
-    --hash=sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f \
-    --hash=sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81 \
-    --hash=sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0 \
-    --hash=sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33 \
-    --hash=sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20 \
-    --hash=sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8 \
-    --hash=sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77 \
-    --hash=sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca \
-    --hash=sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00 \
-    --hash=sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617 \
-    --hash=sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5 \
-    --hash=sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da \
-    --hash=sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347 \
-    --hash=sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95 \
-    --hash=sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066 \
-    --hash=sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e
+wrapt==2.3.0 \
+    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
+    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
+    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
+    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
+    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
+    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
+    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
+    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
+    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
+    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
+    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
+    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
+    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
+    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
+    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
+    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
+    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
+    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
+    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
+    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
+    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
+    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
+    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
+    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
+    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
+    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
+    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
+    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
+    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
+    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
+    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
+    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
+    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
+    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
+    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
+    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
+    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
+    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
+    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
+    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
+    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
+    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
+    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
+    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
+    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
+    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
+    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
+    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
+    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
+    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
+    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
+    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
+    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
+    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
+    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
+    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
+    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
     # via deprecated
 xlsxwriter==3.2.9 \
     --hash=sha256:254b1c37a368c444eac6e2f867405cc9e461b0ed97a3233b2ac1e574efb4140c \
diff --git a/uv.lock b/uv.lock
index 5e54368ce..1dab469d6 100644
--- a/uv.lock
+++ b/uv.lock
@@ -36,52 +36,75 @@ wheels = [
 
 [[package]]
 name = "annotated-doc"
-version = "0.0.4"
+version = "0.0.5"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/57/ba/046ceea27344560984e26a590f90bc7f4a75b06701f653222458922b558c/annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4", size = 7288, upload-time = "2025-11-10T22:07:42.062Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/5a/8e/38aa427ed5402449e226975b649c5dc73ccadfefeb95e6aecb8f8ea4b6b6/annotated_doc-0.0.5.tar.gz", hash = "sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb", size = 10758, upload-time = "2026-07-28T13:50:58.129Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1e/d3/26bf1008eb3d2daa8ef4cacc7f3bfdc11818d111f7e2d0201bc6e3b49d45/annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320", size = 5303, upload-time = "2025-11-10T22:07:40.673Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/30/e900b21425a860e195f32e37657aa1f7c7f2b1bfb26f03ca209b90933c06/annotated_doc-0.0.5-py3-none-any.whl", hash = "sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101", size = 5302, upload-time = "2026-07-28T13:50:57.239Z" },
 ]
 
 [[package]]
 name = "ast-serialize"
-version = "0.6.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/58/ad/0d70a3a2d6e01968d985415259e8ec7ad3f777903f9b1c1f3c8c44642c60/ast_serialize-0.6.0.tar.gz", hash = "sha256:aadd3ffcf4858c9726bf3515f7b199c7eadbe504f96028e4a87172c0da65a8fe", size = 61489, upload-time = "2026-06-30T20:02:55.555Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/3f/12/3e5f575f156555547c250a8b0d1347517a3a20fc7f4492e9703a69d4f45e/ast_serialize-0.6.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:a7520b672827885bafeae7501f684d14d47d17e5f45256f9df547686cca52264", size = 1177640, upload-time = "2026-06-30T20:02:06.708Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/a4/921a9e27951627983b0f368859ea00f8330a551dc0bf4c2fdcb11855a98b/ast_serialize-0.6.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a14191beec7e0c078d2fc1f6edc0aee88bcd4db9f18e1bc9f8052b559c22dddc", size = 1168111, upload-time = "2026-06-30T20:02:08.366Z" },
-    { url = "https://files.pythonhosted.org/packages/00/69/950cf404de7b8782cf95e5c1237e25e2aa46177b287f39f9eeddf481fd6f/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:32ef62ec34cf6be20ad77d4799556638fbdf187f3ae10698dfb20ef9f2c89516", size = 1227656, upload-time = "2026-06-30T20:02:09.843Z" },
-    { url = "https://files.pythonhosted.org/packages/4c/a8/46f8f6a6479d9d2273980957bb091a506c55f5b95d3c029ee58518a78407/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:13b7769970a39983b0adf2f38917b1cd3b8946f76df045756c3d741bc689f089", size = 1227706, upload-time = "2026-06-30T20:02:11.367Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/b9/9ac415bda0a40e49eab8fea3b2741c19c98bb84d57d62c4cfc6230eb67be/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6f7a408601bb3edaefb3bc67a4c01f5235e3253653b6a5729a2ee2382b35341c", size = 1431705, upload-time = "2026-06-30T20:02:12.737Z" },
-    { url = "https://files.pythonhosted.org/packages/e5/06/8807115d441444879f7561b5eede5ac18fc80392f11826d61ccf31f503b1/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8670bfa51208a2c0c8d138928e40e998fab158f9200d53bb80c088b5b8eda7b8", size = 1249533, upload-time = "2026-06-30T20:02:14.571Z" },
-    { url = "https://files.pythonhosted.org/packages/3e/c0/c2ba82ef9618650357d9421a1fdb27ffec862a7f57e8e2de82a3ccd11e12/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a4826809eb8597a8cd59fd924b6d7c285b8969a1e0007e2cb652cab62376270f", size = 1252619, upload-time = "2026-06-30T20:02:16.219Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/a7/fa31d52dd4102cede29fb9634e98d214129b2783b4f95528c6dc6a8f6587/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:577a6c189068686869f5f1ddc38363f3ae1808a4753b577266f9202071a7bb66", size = 1242983, upload-time = "2026-06-30T20:02:17.813Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/20/ddf742b5ad3c4bafd3466f2265037cfd99bc1b9a5ee46a5d58c90d523242/ast_serialize-0.6.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:085de7f62dc9cc247eb01e965a362707d1d90b1d89a82c5bf78301a60a3c417b", size = 1296148, upload-time = "2026-06-30T20:02:19.146Z" },
-    { url = "https://files.pythonhosted.org/packages/24/cb/9f6f217cce8b3b632c5568b478d195a35e79dce4dbe309438cb89ba6ea4f/ast_serialize-0.6.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:9f8a8b78b13173de6a9ec22111d9be674874cd5bdccda04f14ae5ebc2bef403a", size = 1403826, upload-time = "2026-06-30T20:02:20.696Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/f8/9d16d4f0107a183924425cc0e7618d8bf76f96b45afa9ff19f924ed1ad57/ast_serialize-0.6.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:f2ff3baffc3a29c1f15bc9098aa0c09763410262d5e6cef42116f7356c184554", size = 1502943, upload-time = "2026-06-30T20:02:22.034Z" },
-    { url = "https://files.pythonhosted.org/packages/80/dd/bbc1c38756350dddf7e24acae1c9482ef42051c267417e019aecc1ed4075/ast_serialize-0.6.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:0067b25fce104eaae5b88383de9ab803faeb671831e14ca698b771b356e2600f", size = 1497632, upload-time = "2026-06-30T20:02:23.517Z" },
-    { url = "https://files.pythonhosted.org/packages/42/7e/9daffefcf5b97e6bb4c3e0b3c024c1aee9722f23d3cf7cd2ff80d6fb4a40/ast_serialize-0.6.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:c617417f9cbb0cb144f6283c3cbe0d2e0f01beaf9f608f662b21191058a626ec", size = 1448858, upload-time = "2026-06-30T20:02:24.889Z" },
-    { url = "https://files.pythonhosted.org/packages/e5/1f/f9baaab81a677ea0af7d2458cac2f94ebcc85958f8a3c15ba9d9e5dab653/ast_serialize-0.6.0-cp314-cp314t-win32.whl", hash = "sha256:5337cb256dcea3df9288205213d1601581536526b8f4da44b6974f1180f3252a", size = 1052600, upload-time = "2026-06-30T20:02:26.263Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/1f/41b535866519512d8cf6669cb2cff7823b7672bb6279c0333b4ff89d7d9f/ast_serialize-0.6.0-cp314-cp314t-win_amd64.whl", hash = "sha256:2d947e45cafc4b09bd7528917fa84c517654a43de173c79785574b7b3068ac24", size = 1095570, upload-time = "2026-06-30T20:02:27.639Z" },
-    { url = "https://files.pythonhosted.org/packages/50/64/e472fe3e3a2d33d874b987e8518aedf24562919e3b6161a4fa1797e89c0f/ast_serialize-0.6.0-cp314-cp314t-win_arm64.whl", hash = "sha256:6e15ec740436e1a0d62de848641abe5f3a2f89a7f94907d534795ac91bbacf14", size = 1067267, upload-time = "2026-06-30T20:02:28.949Z" },
-    { url = "https://files.pythonhosted.org/packages/52/19/ac8348ae8711c9b5ae834634f635780cab62a0f5e6f988882e048b89c2ae/ast_serialize-0.6.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:093cb8bb91b720d8523580498d031791bb1bbaa048599c3d21085d380e11a596", size = 1185367, upload-time = "2026-06-30T20:02:30.427Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/f6/ec7ec652c51db77c2f61d8573338e13e4704303265ccc658cb4031d9f354/ast_serialize-0.6.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:e61580a69faf47e3689795367ed211f2a10fd741478cc0f36a0f128793360aad", size = 1178657, upload-time = "2026-06-30T20:02:31.964Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/02/613a7534a41d0122f37d1e0c64aa8ac78bfb831f8c92f6db057a311abb3c/ast_serialize-0.6.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:305802f2ce2a7c4e87835078ea85c58b586ddda8095b92fe2ead9364ae19c80a", size = 1238620, upload-time = "2026-06-30T20:02:33.664Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/21/087957bba486242afc52f49b2d9e21c9dad00289356cf9efe67084015a9d/ast_serialize-0.6.0-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:c7b8b8f0c42f752ea00b2b7d7c090b3f80d9c1c5c75cadf16423790a0cc74081", size = 1236075, upload-time = "2026-06-30T20:02:34.936Z" },
-    { url = "https://files.pythonhosted.org/packages/82/04/78128bbb170071c2c72a210a181f1c00e11cc1cec60a8beef747b07f9201/ast_serialize-0.6.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:cd5b91b9e6f2356ace3a556963b0cd783b395fbbb0bb17b4defc283415466e77", size = 1441348, upload-time = "2026-06-30T20:02:36.245Z" },
-    { url = "https://files.pythonhosted.org/packages/64/64/62fb99d6faf199b4c3e5b08a07136e9a0d7664bb249c6de3670e5b63e9b6/ast_serialize-0.6.0-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:4d6ef91590258ada18909b9caea344dac4de2013906b035473cd674a43f4b790", size = 1258580, upload-time = "2026-06-30T20:02:37.53Z" },
-    { url = "https://files.pythonhosted.org/packages/ca/87/b4d6c38e0ccd5e85dc54cecdf933a152c60b28fe5d993a6d8a72fa6d5896/ast_serialize-0.6.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:dcbed41e9386059fc0261d602445ede0976c2ecec2939688bcbcb9ed0b6f28b7", size = 1261693, upload-time = "2026-06-30T20:02:39.123Z" },
-    { url = "https://files.pythonhosted.org/packages/0e/4b/3676ca2191f39bafb75f93f99b2f429ec464586158fece2165f3572805dc/ast_serialize-0.6.0-cp39-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:cdc4e6f930b9090c2f92c9036ad12ffb8e6e44d4a5ba06f1458a05d60f203f7b", size = 1252517, upload-time = "2026-06-30T20:02:40.511Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/58/494ef8c4b4acb2f4a265ac934caf45f792a08fe27d6b853de35ad991941a/ast_serialize-0.6.0-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:897ac47b5637be41c0c07061c8a912fafa967ef1dc73fa115e4bfa70882a093b", size = 1304843, upload-time = "2026-06-30T20:02:41.961Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/f2/13736d920ab3d49bbee80ef1a277dd7b7aaf3b3545efd9d2a8114fe05525/ast_serialize-0.6.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:c4af9a1386166e40ed01464991806f89038a2d89782576c7774876fa77034e32", size = 1413698, upload-time = "2026-06-30T20:02:44.179Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/5a/e046f3899e2acba4677d7427b76431443a1aa1a0e583dfb05b55b69d55cf/ast_serialize-0.6.0-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:c901adbd750029b9ac4ad3d6aa56853e0ad4875119fbf52b7b8298afc223828b", size = 1512209, upload-time = "2026-06-30T20:02:45.584Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/c7/e42aaca7bb2d22a7c06d5a8c7930086c5a334e93d716e6fa5e6647a4515f/ast_serialize-0.6.0-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:3ae22a366b752ab4496191525b78b097b5b72d531752e3c1dd7e383a8f2c8a1a", size = 1508464, upload-time = "2026-06-30T20:02:46.942Z" },
-    { url = "https://files.pythonhosted.org/packages/95/93/5524a3dc6c3f593de3228ed9cbef73afa047625b7000ec21b7f58e6eb4d4/ast_serialize-0.6.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:4ed29121da8b3fdc291002801a1de0f76248fa07dce89157a5f277842cf6126e", size = 1457164, upload-time = "2026-06-30T20:02:48.294Z" },
-    { url = "https://files.pythonhosted.org/packages/4f/c0/36a6ffb4d653cf621427b4c4928671f53ad800c453474de2b82564a44ad9/ast_serialize-0.6.0-cp39-abi3-pyemscripten_2026_0_wasm32.whl", hash = "sha256:b1dac4e09d341c1300ba69cdcbe62867b32a8c75d90db9bf4d083bec3b039f0b", size = 863014, upload-time = "2026-06-30T20:02:49.742Z" },
-    { url = "https://files.pythonhosted.org/packages/09/c7/7d5ad8b49e1278e1c2a1e0274bd7850560b3f09313aa00c13bc8d5544792/ast_serialize-0.6.0-cp39-abi3-win32.whl", hash = "sha256:82c312a7844d2fdeb4d5c48bd3d215bf940dafd4704e1a9bcf252a99010a99b1", size = 1063165, upload-time = "2026-06-30T20:02:50.98Z" },
-    { url = "https://files.pythonhosted.org/packages/47/ae/6710c14ecb276031cf10249f6adf5a59e2d3fdb3b5183bd59f70524067ee/ast_serialize-0.6.0-cp39-abi3-win_amd64.whl", hash = "sha256:113b58346f9ceb664352032770caca817d4a3c86f611c6088e6ef65ddaa70f0e", size = 1101444, upload-time = "2026-06-30T20:02:52.554Z" },
-    { url = "https://files.pythonhosted.org/packages/66/40/c53deb2cd0c9b0fb636d24d9f40924cf2e65028e6b20b10cd5c1eeb2c730/ast_serialize-0.6.0-cp39-abi3-win_arm64.whl", hash = "sha256:ccd132fe8db56f61fe743b1f644d01b8d65b83248a8da506f3132bda86d6ed5e", size = 1072965, upload-time = "2026-06-30T20:02:54.097Z" },
+version = "0.8.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e1/a9/11851c3e02a3fea2ddc9932d1fdc7d2edaeecc0d2e11bc5f2a7fde2b0934/ast_serialize-0.8.0.tar.gz", hash = "sha256:6c37c43e4004dfb42d321ddedc569dc17ff4259296f3af577c9ea46a809bc010", size = 845638, upload-time = "2026-08-07T11:29:02.152Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/34/16/6e520b57cd8c75914b38c670ad4593d13c22911e4306cc7165dab8b0789b/ast_serialize-0.8.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:3d822605fa7bb326ef868d25fafced7fc660fa46d9b90c02ea86d5e2f5d325f7", size = 863924, upload-time = "2026-08-07T11:27:34.579Z" },
+    { url = "https://files.pythonhosted.org/packages/03/e1/48802de9b22a2bcad42ec80601a17e3f69172fe4f590e6311bcc2b323aeb/ast_serialize-0.8.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:2efa40b068197d5efb62655b43baadb842ed71c4958cccd3e8b86a35726f0119", size = 1177662, upload-time = "2026-08-07T11:27:36.196Z" },
+    { url = "https://files.pythonhosted.org/packages/38/d4/323438db76bded3a1f3523a3167b8325916b2ddceb2107a330c6ec9fcf4d/ast_serialize-0.8.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:db1b957291bca08c7e72f43a12357b2948e20775d970e3fc3dac0aa3160ab725", size = 1167072, upload-time = "2026-08-07T11:27:37.646Z" },
+    { url = "https://files.pythonhosted.org/packages/77/82/53c5400b54144b56de8ed7f957fd1ccd97e42482009292ab46121d15f8dd/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fdc0d5b18ff8fb364e87923e47c0a91d0d69dbcaeaa274591f7fd26892cc3a3a", size = 1225497, upload-time = "2026-08-07T11:27:39.225Z" },
+    { url = "https://files.pythonhosted.org/packages/44/5f/36c07327a8b91303fbf1382c7c3e8a2902072dbe1b9546138a5288e75ff0/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:9da7330f3e235bf7da89b8d39205c6350fc0c08a85379743f2df9fff87d6d980", size = 1227101, upload-time = "2026-08-07T11:27:40.799Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/48/5adf5c67addc7ddb328122208c6d375a84cf154984f412b4087330a157bd/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f3186969ee66a9863b00acc6523ace44c56974eecb348a7ea4b228d9f0b80e19", size = 1424001, upload-time = "2026-08-07T11:27:42.708Z" },
+    { url = "https://files.pythonhosted.org/packages/38/a1/70074dd3869d2b0e934f91891d8d6b734361cd3b80f85ca7ece2e668ecdd/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:40a57b73731be45da4fa41430c4d5dc94a24b3a4faba7b9e069978c0402064ea", size = 1245545, upload-time = "2026-08-07T11:27:44.4Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/be/53b9c0a8a6399950c2e3546bdfab96d2b299d5b114b47eb94fd3c49c4054/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5075b9da3ef807eda752502446dfecea3b381c4900b7e27a5d5f4f899eb39951", size = 1248961, upload-time = "2026-08-07T11:27:45.781Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/13/3651d3812548a2bda15e26e5dd51aadb48cf682d0865370255fcf0e367dd/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:293cc1c5bfa741f8e3fbe8175b9c07beee487c9a6fdbb25a5acad9f1df2d30a9", size = 1243877, upload-time = "2026-08-07T11:27:47.325Z" },
+    { url = "https://files.pythonhosted.org/packages/21/a0/521f0bf000f675e9312a4aae2c8ba7a992405d072a85c485e08fd59433b9/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:e0910c3442a75216dde0f102d854ba2aaa71d2482e0ee213630b9bf29584fba3", size = 1293903, upload-time = "2026-08-07T11:27:49.264Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/7e/402fc902568aa2ee65865a3e151f000db0153da8ce6b1be4c9c349025f8d/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:43dd6d596879bb1cb8a12cc9dae7bb10090a39a35883026c24f82488a195619a", size = 1401070, upload-time = "2026-08-07T11:27:50.947Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/7c/97d4b66c057f1706fc8be6dd532cc77c988794357c8f4ffdb6adabb39562/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:8c9d537f59e936392cfd3597789d1390304dd659efc3c486ce7f40fb6b8a9f53", size = 1502602, upload-time = "2026-08-07T11:27:52.364Z" },
+    { url = "https://files.pythonhosted.org/packages/89/6f/72cc3b71562001bba46e898ccfbf1844f7939b3e28912736206102f2e5a8/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:f0190a33d7f97c65e9069f7a7f40499eea6b5cbe260c558378109caf20ce934b", size = 1495848, upload-time = "2026-08-07T11:27:53.803Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/53/d6f629d1e49308b2f363dae028baa213ec222c9106fa1f7f0d1f7b41499a/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:77308ae6c5cf5264cc0f01a7c556ec77a9e68eb1f61b093534d698139fdc3b14", size = 1556556, upload-time = "2026-08-07T11:27:55.342Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/22/340f35dd8dfc6d412d53dc20699ca014b8d228db923e8ed4759c512b162c/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:8d53a23f27e1ed3a36b2d26fd2a1a6228c8e85a1ed62ff7cdb44bd610769f20a", size = 1417822, upload-time = "2026-08-07T11:27:56.712Z" },
+    { url = "https://files.pythonhosted.org/packages/11/29/6dde5c13fbebc051d3a6df4ec0a6fd1d5359333cc1193f7f609f3410b4d8/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ffa5e7cb08f96fed9121f77b224151e41caf88feab9d652bb46c78202b6fbeda", size = 1445153, upload-time = "2026-08-07T11:27:58.275Z" },
+    { url = "https://files.pythonhosted.org/packages/62/c5/f473a8ed030f7a0ca24b9849cca184677a50c053867a7b808c2e1289bbd3/ast_serialize-0.8.0-cp314-cp314t-win32.whl", hash = "sha256:fa70ed4dea0bb18b30a1789c77baa701d0ef30c474f2ccabdea61e25623a8827", size = 1063711, upload-time = "2026-08-07T11:27:59.793Z" },
+    { url = "https://files.pythonhosted.org/packages/23/63/39e171fcd38ca057c2e1979d5ee81ac7a3502784abe3d83df7454f7a0978/ast_serialize-0.8.0-cp314-cp314t-win_amd64.whl", hash = "sha256:d8b3c8eee4c1baef9d4e84d2a59a805501617127be42615cb48970b15b0892b6", size = 1103740, upload-time = "2026-08-07T11:28:01.405Z" },
+    { url = "https://files.pythonhosted.org/packages/21/1c/d00762b399e7726d68d0a088cc946e3a4c60f1c6176f557608f672f627f3/ast_serialize-0.8.0-cp314-cp314t-win_arm64.whl", hash = "sha256:ac4f0a83c55a9b782f79ad55a5247b7db123c1db405959791c2ef886e9710c9f", size = 1076021, upload-time = "2026-08-07T11:28:02.947Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/11/911210c3c78923273a9211a2b6cfc4c8aa723b30dab3e1c8d19afb983b40/ast_serialize-0.8.0-cp315-abi3.abi3t-macosx_10_12_x86_64.whl", hash = "sha256:86b8a1e6d90467345356098b040150e82fbc26d24a7a202224b13dc1f6264ca0", size = 1177715, upload-time = "2026-08-07T11:28:04.654Z" },
+    { url = "https://files.pythonhosted.org/packages/77/89/6282881c8587606638db153cbe21e1e0c4d1f3970dee1aa0610a1c62a026/ast_serialize-0.8.0-cp315-abi3.abi3t-macosx_11_0_arm64.whl", hash = "sha256:39e92ff8e8cb45947fe9007174b2950e1fb098e6abd00266a13cd3bcf6675068", size = 1169347, upload-time = "2026-08-07T11:28:06.1Z" },
+    { url = "https://files.pythonhosted.org/packages/97/78/a9f846a03a340ff3728c915f23338ca742742f3292700559cdb3ad999b1e/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c85d8d18db5b2dfcb3b7e38a4d600ca35504c0ed8a6f75cd1c811e4ffe248a15", size = 1225916, upload-time = "2026-08-07T11:28:07.654Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/15/aba6ef8a988a6eceb6f0359589aac509e29ae2dba67fd9bfd5af0c3f13e7/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:9830ff7e764f74d9eefb01170c61a9f0fd2c027dac5fcb72e064decd57d56371", size = 1227135, upload-time = "2026-08-07T11:28:09.504Z" },
+    { url = "https://files.pythonhosted.org/packages/94/29/3f63d696ea7c5b8abadcecc3505be51bd900daaccc522ed8322fa5b05a93/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6479d9722a4cd21b578f5478074c41e6169f04811996ec881655560f703a5bba", size = 1425040, upload-time = "2026-08-07T11:28:11.044Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/5d/0aac338604ff59df5774d4304307898982252f325ff7cafe31d52fedcb65/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a63bed264e818cd83eec11feed0f50aa162542b91132ef58afebc857182763a5", size = 1246278, upload-time = "2026-08-07T11:28:12.519Z" },
+    { url = "https://files.pythonhosted.org/packages/23/ca/9f1ef795bb724719532bd86dbec11e5b66857d3fbe9b6772baec0191a6ed/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9d187197d234aa45d6cfa2b096be5f666e8cc2e7eb3722d0ab8926293cf5720c", size = 1250029, upload-time = "2026-08-07T11:28:13.896Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/25/5e061372d2ed953b9ba3b9c4f73de3b8e9234cda3f6c088db4686801d0e1/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_31_riscv64.whl", hash = "sha256:2d39a56282cfcc0d8eeea37267c754be59c98d48505c23b1dae5c6011f3813dd", size = 1243575, upload-time = "2026-08-07T11:28:15.37Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/c1/ae7da218053120635a4ca802366c69f707203641af95372eeb83f70dfd52/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:f7cc5f10386994c0f4844f1e6d6a97127e9b478660eb6dec2b257644f0acab64", size = 1294396, upload-time = "2026-08-07T11:28:16.813Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/89/271d1f49c5269fcddcc789ea3f25be401f6723fc1138aeda539f4d05516d/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_aarch64.whl", hash = "sha256:6102f2f985c2e542be85cd857678ec9356fefa792b93cadfadd31139f5696f27", size = 1401987, upload-time = "2026-08-07T11:28:18.333Z" },
+    { url = "https://files.pythonhosted.org/packages/55/be/4e7d77fcf571ac7cb5cf7115a20c36642bd7d29473b45dfaaefeb9618f90/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_armv7l.whl", hash = "sha256:3a8660fe66667b76a6e9dccd1d33e66b229fde3b308db991c041609226c005b6", size = 1502904, upload-time = "2026-08-07T11:28:20.039Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/ae/ed1de2db7e019d4236fbc164ffa5ef9a6022a300a342bbf142d21b7c141e/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_i686.whl", hash = "sha256:e7266307e5fba39836edb79def8608887af48820508bff3c5f2941e1e04d1534", size = 1496967, upload-time = "2026-08-07T11:28:21.734Z" },
+    { url = "https://files.pythonhosted.org/packages/92/89/5fea507fae5c5f18b7dc7f95e5c00956574b8c717b8fd2049c504fab0b18/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_ppc64le.whl", hash = "sha256:4ca7e6fd1ad845d1cc649dc2ecd499db2f8f46af5bf8da7b70dd858774cc038b", size = 1559041, upload-time = "2026-08-07T11:28:23.194Z" },
+    { url = "https://files.pythonhosted.org/packages/42/71/478d69df21b64e064554a68134c94be304270316ca676a94e63c389a636a/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_riscv64.whl", hash = "sha256:2880350b13d3eae69a0d70bc1fb6c9bfaca4dbd0e20ba8cd1aa483080b56ff06", size = 1417367, upload-time = "2026-08-07T11:28:24.601Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/2d/8962dc8d5b3a9dc27b36f9db199afa25264c741505469d9ec10ffbfd2ba7/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_x86_64.whl", hash = "sha256:ab0f9a59f7d63d0d441b56b9a818b273705264352d5115cfee12e940e816d958", size = 1446178, upload-time = "2026-08-07T11:28:26.152Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/22/14d2ad4fd1d1bcd0dc687ca268e0630069f45162496260c0efb70ee0ea72/ast_serialize-0.8.0-cp315-abi3.abi3t-win32.whl", hash = "sha256:0485a25ef519c62e749ee3c1ad8070e591b380d67226349eb5a70b228dc1ac4a", size = 1063811, upload-time = "2026-08-07T11:28:27.864Z" },
+    { url = "https://files.pythonhosted.org/packages/18/1d/84a327c0202a41aa5fdba3ade33904d6d8f3b9e6806fa83568d835395850/ast_serialize-0.8.0-cp315-abi3.abi3t-win_amd64.whl", hash = "sha256:bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16", size = 1105518, upload-time = "2026-08-07T11:28:29.691Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/92/74556dec52fde85a2ad84ed159991b916241043788609c15d8b77e14570b/ast_serialize-0.8.0-cp315-abi3.abi3t-win_arm64.whl", hash = "sha256:057769b5921336eb2d9124f2a731b42ed05ffdac559b840dbdf6f3937cf153dc", size = 1076319, upload-time = "2026-08-07T11:28:31.282Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/5d/c650b1f2cc1e75193358da95a080261422e8cd10b66d7370b1688c9915c5/ast_serialize-0.8.0-cp315-cp315-pyemscripten_2026_5_wasm32.whl", hash = "sha256:a02cbed7d8bfdcdee88edaac12bd50d53d9953aaa2e1852ef078625be5f1c0b5", size = 852914, upload-time = "2026-08-07T11:28:32.929Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/e3/6142e920fec6ef7bccabd8c24ed8ed99f8bdc6cb8b065e1df7c6a3b2d667/ast_serialize-0.8.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:e1bd223df0f6c96b396975fa604cb33bce53d9b4a0185490be4c4a289f7c9c87", size = 1184007, upload-time = "2026-08-07T11:28:34.654Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/e9/6e8be8df02b35d85e2b8809f7f1cfa290bdf5882b55127a539d049482db0/ast_serialize-0.8.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:ddd3b61f45c132da66c5476b281891e08c1fd87fbdabe8a6973e1622efc85f06", size = 1177588, upload-time = "2026-08-07T11:28:36.318Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/80/7e0fd2e2e2aba257820db4a8657c4c356844d36b914b20a4af294bcfb902/ast_serialize-0.8.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1f9caa63fad8241257ae401b5ff0a64026c6adb36b8e86cbe8782d9ea505daf6", size = 1234575, upload-time = "2026-08-07T11:28:37.772Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/6a/3bae0af06f9b1bae3001c44d64215f5b567877e7aae9ffd45db11c3a7647/ast_serialize-0.8.0-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3926fa117b5e65019853a2969966d11c7175af377a3425991f3fe73784412405", size = 1236015, upload-time = "2026-08-07T11:28:39.14Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/c4/ce2d41a1bc22508e82618901f7e10f2a5e2f9556553fea90624daf9875e2/ast_serialize-0.8.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:485f1113af805e9e170b95ef993ca3fbd4f89c04bab25c58b4fc632d854801ab", size = 1432808, upload-time = "2026-08-07T11:28:40.664Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/90/f5058f209756dd70e958b7538aaa82d25d24944baf9ec8ae6f27b06fcacc/ast_serialize-0.8.0-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3ccebbed24f1281062d5852353c72c47502955926cfcb8345ffb3a44d87ff3d3", size = 1256251, upload-time = "2026-08-07T11:28:42.223Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/32/7f77ea87fa0836daab706ed5cb7f903bb25fa26a77439011aee626af11d8/ast_serialize-0.8.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:252f883290d1cdb728eb7fe1d9a7221b88af5a329aae0bc91ddee4dafb820331", size = 1258574, upload-time = "2026-08-07T11:28:43.751Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/5a/75b82ad2725b5e8e8c742732f9e76c6738a292d0709e1f60d10a973730b4/ast_serialize-0.8.0-cp39-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:96abc072ad29db8d02194afd47d68987322622787daceae82398d7b69f3ba2e6", size = 1254075, upload-time = "2026-08-07T11:28:45.28Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/54/8c20ed4eea805516a3fd23dd4a721ce28c64f50f0e4b359969f60a8c97a6/ast_serialize-0.8.0-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:9118ad3e369727060b2696fc4078f250ecffca4248ba87f537f55cea9f9dce06", size = 1301018, upload-time = "2026-08-07T11:28:46.851Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/5b/9f14430f12fe830b656fb38f8e2e05ee13b02a88967660bef46af0ab22a8/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:f359df4bd921918af8bebd142a376c77511d7151cc8ba852760b587b5a4a54f3", size = 1409951, upload-time = "2026-08-07T11:28:48.312Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/3d/084882eca93c842bd4262591a071ec7f825340644035e51501208cc5a8d4/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:e94f9121d13fa36cbf21314783c77d05ae3a0868decd18cf5233fdcc6de49ac8", size = 1509544, upload-time = "2026-08-07T11:28:49.847Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/73/ea84852096c2036c61cc0b2f97b90242207419f534dc671060ee1c8e05cb/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:54f95b486018d262bcb387a9afd96f0da74508b442762b80c769454a6fbb3ee3", size = 1505671, upload-time = "2026-08-07T11:28:51.239Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/88/287b9a5300c1f2f651d259f670931b63110adc265b7613c885b44c5bc53d/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_ppc64le.whl", hash = "sha256:4c38b915511e32bc718c49dbce98ff9af36bac0ad6a604f58000cd5e3aecdba7", size = 1563685, upload-time = "2026-08-07T11:28:53.112Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/f3/1bc3a79afcf0c2a8d2c37182d0d659d1545a9d7f7f6dc9cf3e63d6c17135/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_riscv64.whl", hash = "sha256:9a2ef9cf12f2de4f1028c42c1dd7d775255e0fb3e5bb48896c97e35ef52366fe", size = 1427977, upload-time = "2026-08-07T11:28:54.418Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/cd/440c798957e14e31776bfeb024d8fafe0bb1d5b89c51c2f067e69938f7b0/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:6f18048fe9f6dd266bd577cdec48bdcecb74faaa01fe941324435483b013ed2a", size = 1454335, upload-time = "2026-08-07T11:28:55.968Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/4a/587eb36dcc240a54c8660f599464516b469ecad96f0dbdb6bccbedb50745/ast_serialize-0.8.0-cp39-abi3-win32.whl", hash = "sha256:31883542dd6c94d178f5db3d32fbd69c5eb88b3a7c018e7ac8cc0c45195ddbed", size = 1068858, upload-time = "2026-08-07T11:28:57.541Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/a4/3e887bbd92164e183cb6e412c6a3e9198ddd446d7fe405958293ef5ef49c/ast_serialize-0.8.0-cp39-abi3-win_amd64.whl", hash = "sha256:861794565b06337005c1447ef23103a3d5a627d08bdc827870d00d0b28ef5f51", size = 1111839, upload-time = "2026-08-07T11:28:59Z" },
+    { url = "https://files.pythonhosted.org/packages/25/6c/b400476d3ceba681ab929787edc9554f6d88fcc69435eb681b00fc0457a5/ast_serialize-0.8.0-cp39-abi3-win_arm64.whl", hash = "sha256:b2a5978662fd4db463dfb4b974d2b10ac6430b98f5333aabc7051909df3561d0", size = 1083655, upload-time = "2026-08-07T11:29:00.349Z" },
 ]
 
 [[package]]
@@ -108,11 +131,11 @@ wheels = [
 
 [[package]]
 name = "certifi"
-version = "2026.6.17"
+version = "2026.7.22"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/c9/c7/424b75da314c1045981bd9777432fad05a9e0c69daa4ed7e308bbaffe405/certifi-2026.6.17.tar.gz", hash = "sha256:024c88eeec92ca068db80f02b8b07c9cef7b9fe261d1d535abfd5abd6f6af432", size = 134594, upload-time = "2026-06-17T10:31:07.894Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a3/c2/24167ea9858356b47a87a50d39908bfdb72ceeefe0041586e704e5376b3a/certifi-2026.7.22.tar.gz", hash = "sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55", size = 138112, upload-time = "2026-07-22T03:35:12.644Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ef/2f/c5464532e965badff2f4c4c1a3a83f5697f0d7c407ed0cda44aaa99bb451/certifi-2026.6.17-py3-none-any.whl", hash = "sha256:2227dcbaafe0d2f59279d1762ddddc37783ed4354594f194ffc31d20f41fc3db", size = 133289, upload-time = "2026-06-17T10:31:06.348Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/a7/71ac2cff56fec219ed242bb11b8efb69fcc4bec75db06fb7bfe35de520e6/certifi-2026.7.22-py3-none-any.whl", hash = "sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775", size = 136983, upload-time = "2026-07-22T03:35:11.276Z" },
 ]
 
 [[package]]
@@ -126,63 +149,133 @@ wheels = [
 
 [[package]]
 name = "charset-normalizer"
-version = "3.4.9"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/bd/2a/23f34ec9d04624958e137efdc394888716353190e75f25dd22c7a2c7a8aa/charset_normalizer-3.4.9.tar.gz", hash = "sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b", size = 152439, upload-time = "2026-07-07T14:34:58.454Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/70/4a/ecbd131485c07fcdfad54e28946d513e3da22ef3b4bd854dcafae54ec739/charset_normalizer-3.4.9-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:45b0cc4e3556cd875e09102988d1ab8356c998b596c9fced84547c8138b487a0", size = 319300, upload-time = "2026-07-07T14:33:15.666Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/96/5d9364e3342d69f3a045e1777bc47c85c383e6e9466d561b33fdb419d1f9/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9b2aff1c7b3884512b9512c3eaadd9bab39fb45042ffaaa1dd08ff2b9f8109d9", size = 215802, upload-time = "2026-07-07T14:33:17.031Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/4c/5361f9aa7f2cb58d94f2ab831b3d493f69efb1d239654b4744e3c09527cb/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:9104ed0bd76a429d46f9ec0dbc9b08ad1d2dcdf2b00a5a0daa1c145329b35b44", size = 237171, upload-time = "2026-07-07T14:33:18.576Z" },
-    { url = "https://files.pythonhosted.org/packages/50/78/ce342ca4ff30b2eb49fe6d9578df85974f90c67d294113e94efdd9664cbd/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7b86a2b16095d250c6f58b3d9b2eee6f4147754344f3dab0922f7c9bf7d226c9", size = 233075, upload-time = "2026-07-07T14:33:20.084Z" },
-    { url = "https://files.pythonhosted.org/packages/01/c4/4fa4c8b3097a11f3c5f09a35b72ed6855fb1d332469504962ab7bafcc702/charset_normalizer-3.4.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5e226f6218febc71f6c1fc2fafb91c226f75bdc1d8fb12d66823716e891608fd", size = 224256, upload-time = "2026-07-07T14:33:21.747Z" },
-    { url = "https://files.pythonhosted.org/packages/87/3a/ad914516df7e358a81aae018caa5e0470ba827fa6d763b1d2e87d920a5f6/charset_normalizer-3.4.9-cp312-cp312-manylinux_2_31_armv7l.whl", hash = "sha256:90c44bc373b7687f6948b693cceaea1348ae0975d7474746559494468e3c1d84", size = 208784, upload-time = "2026-07-07T14:33:23.313Z" },
-    { url = "https://files.pythonhosted.org/packages/d7/74/3c12f9755717dfe5c5c87da63f35d765fa0c00382ec26bf23f7fae34f2ba/charset_normalizer-3.4.9-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9cdef90ae47919cae358d8ab15797a800ed41da7aba5d72419fb510729e2ed4b", size = 219928, upload-time = "2026-07-07T14:33:24.814Z" },
-    { url = "https://files.pythonhosted.org/packages/33/9a/895095b83e7907abd6d3d99aad3a38ad0d9686cc186cb0c94c24320fe63e/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:60f44ade2cf573dad7a277e6f8ca9a51a21dda572b13bd7d8539bb3cd5dbedde", size = 218489, upload-time = "2026-07-07T14:33:26.42Z" },
-    { url = "https://files.pythonhosted.org/packages/a1/34/ef5c05f412f42520d7709b7d3784d19640839eb7366ded1755511585429f/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:a1786910334ed46ab1dd73222f2cd1e05c2c3bb39f6dddb4f8b36fc382058a39", size = 210267, upload-time = "2026-07-07T14:33:27.952Z" },
-    { url = "https://files.pythonhosted.org/packages/83/dc/9b29fa4412b318bf3bfea985c35d67eb55e04b59a7c3f2237168b0e0be6f/charset_normalizer-3.4.9-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:03d07803992c6c7bbc976327f34b18b6160327fc81cb82c9d504720ac0be3b62", size = 226030, upload-time = "2026-07-07T14:33:29.397Z" },
-    { url = "https://files.pythonhosted.org/packages/0e/42/6dbc00b8cd16011691203e33570fa42ed5746599a2e878112d16eab403a3/charset_normalizer-3.4.9-cp312-cp312-win32.whl", hash = "sha256:78841cccf1af7b40f6f716338d50c0902dbe88d9f800b3c973b7a9a0a693a642", size = 151185, upload-time = "2026-07-07T14:33:30.781Z" },
-    { url = "https://files.pythonhosted.org/packages/80/cc/f920afd1a23c58ccd53c1d36085a71893a4737ff5e66e0371efab6809850/charset_normalizer-3.4.9-cp312-cp312-win_amd64.whl", hash = "sha256:4b3dac63058cc36820b0dd072f89898604e2d39686fe05321729d00d8ac185a0", size = 162557, upload-time = "2026-07-07T14:33:32.176Z" },
-    { url = "https://files.pythonhosted.org/packages/f0/e6/0386d43a261ff4e4b30c5857af7df877254b46bec7b9d1b74b6bf969a90b/charset_normalizer-3.4.9-cp312-cp312-win_arm64.whl", hash = "sha256:78fa18e436a1a0e58dbd7e02fc4473f3f32cceb12df9dfca542d075961c307d2", size = 152665, upload-time = "2026-07-07T14:33:33.711Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/06/97ec2aeae780b31d742b6352218b43841a6871e2564578ca522dce4a45c3/charset_normalizer-3.4.9-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:440eede837960000d74978f0eba527be106b5b9aee0daf779d395276ed0b0614", size = 317688, upload-time = "2026-07-07T14:33:35.408Z" },
-    { url = "https://files.pythonhosted.org/packages/d0/39/8ff066c672434225f8d25f8b739f992af250944392173dcc88362681c9bf/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:21e764fd1e70b6a3e205a0e46f3051701f98a8cb3fad66eeb80e48bb502f8698", size = 214982, upload-time = "2026-07-07T14:33:36.996Z" },
-    { url = "https://files.pythonhosted.org/packages/92/8f/3a47a3667c83c2df9483d91644c6c107de3bf8874aa1793da9d3012eb986/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e4fd89cc178bced6ad29cb3e6dd4aa63fa5017c3524dbd0b25998fb64a87cc8b", size = 236460, upload-time = "2026-07-07T14:33:38.536Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/60/b22cdbee7e4013dab8b0d7647fc6181120fbbbc8f7025c226d15bd5a47fc/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:bd47ba7fc3ca94896759ea0109775132d3e7ab921fbf54038e1bab2e46c313c9", size = 232003, upload-time = "2026-07-07T14:33:40.059Z" },
-    { url = "https://files.pythonhosted.org/packages/ea/f8/72eb13dcabe7257035cea8aefd922caad2f110d252bf9f67c4c2ca763aee/charset_normalizer-3.4.9-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:84fd18bcc17526fc2b3c1af7d2b9217d32c9c04448c16ec693b9b4f1985c3d33", size = 223149, upload-time = "2026-07-07T14:33:41.631Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/3e/faee8f9de92b14ee1198e9163252bb15efee7301b31256a3b6d9ebfdd0dd/charset_normalizer-3.4.9-cp313-cp313-manylinux_2_31_armv7l.whl", hash = "sha256:5b10cd92fc5c498b35a8635df6d5a100207f88b63a4dc1de7ef9a548e1e2cd63", size = 207901, upload-time = "2026-07-07T14:33:43.209Z" },
-    { url = "https://files.pythonhosted.org/packages/3a/25/45f30093ae27dd7b92a793b61882a38685f993700113ca36e0c9c14965e1/charset_normalizer-3.4.9-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a4fbdde9dd4a9ce5fd52c2b3a347bb50cc89483ef783f1cb00d408c13f7a96c0", size = 219176, upload-time = "2026-07-07T14:33:44.725Z" },
-    { url = "https://files.pythonhosted.org/packages/48/18/c8f397329c35e32f6a837e488986f4ae03bd2abebc453b48714991630c2f/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:416c229f77e5ea25b3dfd4b582f8d73d7e43c22320302b9ab128a2d3a0b38efe", size = 217356, upload-time = "2026-07-07T14:33:46.192Z" },
-    { url = "https://files.pythonhosted.org/packages/86/7e/5ce0bba863470fd1902d5e5843968951bddf38abe4742fc97116ef4598b3/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:75286256590a6320cf106a0d28970d3560aad9ee09aa7b34fb40524792436d35", size = 209614, upload-time = "2026-07-07T14:33:47.705Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/ef/2473d3c4d869155be4af1191111d59c4d5c4e0173026f7e85b176e23bf65/charset_normalizer-3.4.9-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:69b157c5d3292bcd443faca052f3096f637f1e074b98212a933c074ae23dc3b8", size = 224991, upload-time = "2026-07-07T14:33:49.238Z" },
-    { url = "https://files.pythonhosted.org/packages/d0/a3/53ddae3db108a088156aa8ddfafd411ebbc1340f48c5573f697b27f69a39/charset_normalizer-3.4.9-cp313-cp313-win32.whl", hash = "sha256:51307f5c71007673a2bf8232ad973483d281e74cb99c8c5a990af1eefa6277d9", size = 150622, upload-time = "2026-07-07T14:33:50.711Z" },
-    { url = "https://files.pythonhosted.org/packages/e8/ef/6953a77c7cf2c2ff9998e6f575ab3e380119f100223381565a4f94c1f836/charset_normalizer-3.4.9-cp313-cp313-win_amd64.whl", hash = "sha256:fe2c7201c642b7c308f1675355ad7ff7b66acfe3541625efe5a3ad38f29d6115", size = 161947, upload-time = "2026-07-07T14:33:52.197Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/fb/d560d1d1555debbfe7849d9cac6145c1b537709d79576bf22557ed803b82/charset_normalizer-3.4.9-cp313-cp313-win_arm64.whl", hash = "sha256:611057cc5d5c0afc743ba8be6bd828c17e0aaa8643f9d0a9b9bb7dea80eb8012", size = 152594, upload-time = "2026-07-07T14:33:53.486Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/8d/496817fa0944239ecae662dd57ea765cfeaec6a735f9f025d4b7b72e7143/charset_normalizer-3.4.9-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:0327fcd59a935777d83410750c50600ee9571af2846f71ce40f25b13da1ef380", size = 317253, upload-time = "2026-07-07T14:33:54.994Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/f9/ef4a69ea338ad3c0deceea0f5f7d2380ae8b52132b06d652cb0d2cd86706/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8a79d9f4d8001473a30c163556b3c3bfebec837495a412dde78b51672f6134f9", size = 215898, upload-time = "2026-07-07T14:33:56.334Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/e7/5ddfd76fc061eb52de219658a4aa431cbacadf0a0219c8854f00da50d289/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:33bdcc2a32c0a0e861f60841a512c8acc658c87c2ac59d89e3a46dacf7d866e4", size = 236718, upload-time = "2026-07-07T14:33:57.9Z" },
-    { url = "https://files.pythonhosted.org/packages/49/ba/768fa3f36048d81c477a0ce61f813bc1454d80917ccfe550abd9f44f5e24/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f840ed6d8ecba8255df8c42b87fadeda98ddfc6eeec05e2dc66e26d46dd6f58a", size = 232519, upload-time = "2026-07-07T14:33:59.811Z" },
-    { url = "https://files.pythonhosted.org/packages/f4/c4/b3e049d2aa3766180c78507110543d9d50894cc97f57de543f1be521dcdc/charset_normalizer-3.4.9-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c25fe15c70c59eb7c5ce8c06a1f3fa1da0ecc5ea1e7a5922c40fd2fa9b0d5046", size = 223143, upload-time = "2026-07-07T14:34:01.517Z" },
-    { url = "https://files.pythonhosted.org/packages/19/79/55c32d06d76ae4feafe053f061f3e3ab70bcf19f4007797ce8c3efda7830/charset_normalizer-3.4.9-cp314-cp314-manylinux_2_31_armv7l.whl", hash = "sha256:f7fb7d750cfa0a070d2c24e831fd3481019a60dd317ea2b39acbcebc08b6ed81", size = 206742, upload-time = "2026-07-07T14:34:03.04Z" },
-    { url = "https://files.pythonhosted.org/packages/10/e0/47c079dd82d217c807479cd59ffd30af56307ea31c108b75758970459ad3/charset_normalizer-3.4.9-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:4d1c96a7a18b9690a4d46df09e3e3382406ae3213727cd1019ebade1c4a81917", size = 219191, upload-time = "2026-07-07T14:34:04.657Z" },
-    { url = "https://files.pythonhosted.org/packages/42/ab/b9bc2e77d6b44a7e46ef62ec5cac1c9a6ba7b9135a5d560f002696ec9995/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a4cfde78a9f2880208d16a93b795726a3017d5977e08d1e162a7a31322479c41", size = 218328, upload-time = "2026-07-07T14:34:06.115Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/78/c9c71d599f5aa2d42bcdd35cbbd46d7f535351a57e40ff7d8e5a7e219401/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:d4d6fcde76f94f5cb9e43e9e9a61f16dacefd228cbbf6f1a09bd9b219a92f1a1", size = 207406, upload-time = "2026-07-07T14:34:07.554Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/39/c914445c321a845097ce4f6ac7de9a18228a77b766272125a1ce00d851eb/charset_normalizer-3.4.9-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:898f0e9068ca27d37f8e83a5b962821df851532e6c4a7d615c1c033f9da6eedf", size = 225157, upload-time = "2026-07-07T14:34:09.061Z" },
-    { url = "https://files.pythonhosted.org/packages/9b/f2/c0d4b8508565a36bc5c624e88ed297f5b0b1095011034d7f5b83a69908b5/charset_normalizer-3.4.9-cp314-cp314-win32.whl", hash = "sha256:c1c948747b03be832dceed96ca815cef7360de9aa19d37c730f8e3f6101aca48", size = 151095, upload-time = "2026-07-07T14:34:10.901Z" },
-    { url = "https://files.pythonhosted.org/packages/49/fd/a1d26144398c67486422a72bf5812cda22cb4ccfcd95a290fb41ceb4b8e2/charset_normalizer-3.4.9-cp314-cp314-win_amd64.whl", hash = "sha256:16b65ea0f2465b6fb52aa22de5eca612aa964ddfec00a912e26f4656cbef890b", size = 162796, upload-time = "2026-07-07T14:34:12.47Z" },
-    { url = "https://files.pythonhosted.org/packages/20/95/d75e82f8ce9fd323ebf059c16c9aadefb22a1ecde13b7840b35835e4886c/charset_normalizer-3.4.9-cp314-cp314-win_arm64.whl", hash = "sha256:40a126142a56b2dfc0aacbad1de8310cbf60da7656db0e6b16eebd48e3e93519", size = 153334, upload-time = "2026-07-07T14:34:14.044Z" },
-    { url = "https://files.pythonhosted.org/packages/00/5e/17398df3a139985ba9d11ed072531986f408c8fca952835ef1ab1820c02b/charset_normalizer-3.4.9-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:609b3ba8fcc0fb5ab7af00719d0fb6ad0cb518e48e7712d12fd68f1327951198", size = 338848, upload-time = "2026-07-07T14:34:15.688Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/91/7253a32e86b7e1d1239b1b36ba6dd0f021a21107ab33054b53119cc083b9/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:51447e9aa2684679af07ca5021c3db526e0284347ebf4ffcec1154c3350cfe32", size = 223022, upload-time = "2026-07-07T14:34:17.248Z" },
-    { url = "https://files.pythonhosted.org/packages/cb/32/2e64bd2be10e89c61e57ebe6a93fd98ae88eb7ebe414b5121f22c96c69eb/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:cc1b0fff8ead343dae06305f954eb8468ba0ec1a97881f42489d198e4ce3c632", size = 241590, upload-time = "2026-07-07T14:34:18.813Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/ef/d96ec496cfea0c21db43b0ad03891308b02388d054cc902cf0e5a1ad6a88/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:fa36ec09ef71d158186bc79e359ff5fdd6e7996fe8ab638f00d6b93139ba4fcf", size = 239584, upload-time = "2026-07-07T14:34:20.52Z" },
-    { url = "https://files.pythonhosted.org/packages/d4/ce/9af95f7876194bd7a14e3dfe4a4de2e0bff02666a3910d72beafd06cc297/charset_normalizer-3.4.9-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:df115d4d83168fdf2cae48ef1ff6d1cb4c466364e30861b37121de0f3bf1b990", size = 230224, upload-time = "2026-07-07T14:34:22.189Z" },
-    { url = "https://files.pythonhosted.org/packages/52/94/af74dde74a3996bd959c350709bfe50e297823d70a8c1cbd54b838880863/charset_normalizer-3.4.9-cp314-cp314t-manylinux_2_31_armv7l.whl", hash = "sha256:f86c6358749bd4fda175388691e3ba8c46e24c5347d0afd20f9b7edfc9faf07d", size = 212667, upload-time = "2026-07-07T14:34:23.857Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/f0/f1c4fe746c395922961b5916ed1d7d6e7d4c84851d19ed43cc89980ec953/charset_normalizer-3.4.9-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:32286a2c8d167e897177b673176c1e3e00d4057caf5d2b64eef9a3666b03018e", size = 227179, upload-time = "2026-07-07T14:34:25.586Z" },
-    { url = "https://files.pythonhosted.org/packages/e4/56/6c745619ac397e8871e2bcd3cea1eec86b877488f33888b3aef5c3ed506e/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:83aed2c10721ddd90f68140685391b50811a880af20654c59af6b6c66c40513c", size = 225372, upload-time = "2026-07-07T14:34:27.212Z" },
-    { url = "https://files.pythonhosted.org/packages/78/ad/98aae8630ac71f16711968e38a5acfecce41b778bf2f0312851020f565a8/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:cd6c3d4b783c556fa00bf540854e42f135e2f256abd29669fcd0da0f2dec79c2", size = 215222, upload-time = "2026-07-07T14:34:28.774Z" },
-    { url = "https://files.pythonhosted.org/packages/f7/40/9593d54209765207a7f11073c06494c1721e4ca4a0a426c597679bf7f91e/charset_normalizer-3.4.9-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ee2f2a527e3c1a6e6411eb4209642e138b544a2d72fe5d0d76daf77b24063534", size = 231958, upload-time = "2026-07-07T14:34:30.345Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/27/693ee5e8a18191eb38647360c51cd505013e2bd3b366aa43fd5344c21e3c/charset_normalizer-3.4.9-cp314-cp314t-win32.whl", hash = "sha256:0d861473f743244d349b50f850d10eb87aeb22bbdcc8e64f79273c94af5a8226", size = 155580, upload-time = "2026-07-07T14:34:31.884Z" },
-    { url = "https://files.pythonhosted.org/packages/80/3f/bd97d3d9c613013d07cb7733d299385b41df37f0471310f5a73dc359f0b8/charset_normalizer-3.4.9-cp314-cp314t-win_amd64.whl", hash = "sha256:9b8e0f3107e2200b76f6054de99016eac3ee6762713587b36baaa7e4bd2ae177", size = 167620, upload-time = "2026-07-07T14:34:33.438Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/c6/eee9dca4439b1061f76373f06ea855678cc4a64c1c3c90b50e479edbb8eb/charset_normalizer-3.4.9-cp314-cp314t-win_arm64.whl", hash = "sha256:19ac87f93086ce37b86e098888555c4b4bc48102279bae3350098c0ed664b501", size = 158037, upload-time = "2026-07-07T14:34:35.018Z" },
-    { url = "https://files.pythonhosted.org/packages/98/2b/f97f1c193fb855c345d678f5077d6926034db0722df74c8f057020e05a25/charset_normalizer-3.4.9-py3-none-any.whl", hash = "sha256:68e5f26a1ad57ded6d1cfb85331d1c1a195314756471d97758c48498bb4dcdf5", size = 64538, upload-time = "2026-07-07T14:34:56.993Z" },
+version = "3.5.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e5/3f/143b048436775b0f76ac3eec145c019e8173ccc2885c8f20319b996d5e83/charset_normalizer-3.5.1.tar.gz", hash = "sha256:6117b84ea48435e5356dc737f5121485c30920ba43375fa7b434fd753df0eac3", size = 171764, upload-time = "2026-08-15T08:20:44.807Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/30/27/78873dc8b6a56357517b74b6bb9568b80450e7bb4f6ef7e3fa9d22aa0bd7/charset_normalizer-3.5.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:5b6d1386bf0096d26d3a863dc0a487a5b4eb9aa93cf5ba69683d29dde6b9d60f", size = 344456, upload-time = "2026-08-15T08:17:10.072Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/4c/be49ada26b1f0232d57aa89bbebf997a5cc2332a5616b6eca26ff680044d/charset_normalizer-3.5.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4582c27e8c889d64811987b5967fbd3ae0c823fe1fd933b543d55ac20bb475fa", size = 238530, upload-time = "2026-08-15T08:17:11.563Z" },
+    { url = "https://files.pythonhosted.org/packages/76/84/6f1290fa07ae6978d3960caa3eb1b8019bf9284ab7c2297b00c099ef4250/charset_normalizer-3.5.1-cp312-cp312-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:1d1c7a53a6c2103925cdd6d7229f8c567379f211c869793df679f2e9f738c369", size = 230200, upload-time = "2026-08-15T08:17:12.919Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/a0/47b18adeed31c8f16ba9700f32c1b18594cfa09f47eb672a488c273c22bf/charset_normalizer-3.5.1-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e6621fb2a4988d6e53eedc455e5903e2679f3967b8acb3d639f1b63c14a2e893", size = 262222, upload-time = "2026-08-15T08:17:14.571Z" },
+    { url = "https://files.pythonhosted.org/packages/38/fe/341861ac118dae06f3ec0eb487488af52128f2ef2faf0b11003944d22259/charset_normalizer-3.5.1-cp312-cp312-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7c0c10730342b0c9b35dd1d619beb8214e520bd96a1f870f452680b238aab3e0", size = 258951, upload-time = "2026-08-15T08:17:16.158Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/89/bb5108dc6c3651dca963f2b0a3ba19bbcb370c94e1b6d3e0e844a58e6dca/charset_normalizer-3.5.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b9af956078716df40d985fb0dfeb2c2120c5ca92ba4ff4b388acfd01cdc14d08", size = 248801, upload-time = "2026-08-15T08:17:17.683Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/ba/ef83ae3aca816393decfa3530976f38a79812d707b80b580ac33b83f9877/charset_normalizer-3.5.1-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:f9f8405c2c758532c74fed975dbee57be1f31a6e865c031870c79a6ed3212ada", size = 244070, upload-time = "2026-08-15T08:17:19.191Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/0b/c5292a2462d69b7378ea89793bbb5b2b6fcf6f7dd6d1667f9619094ad553/charset_normalizer-3.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:96fef3e886d6a9874b14f27fc193fbdc69d5d8035783d86aa4e1cea594e695f9", size = 240110, upload-time = "2026-08-15T08:17:20.547Z" },
+    { url = "https://files.pythonhosted.org/packages/46/22/111e5be3b740d5c2a5bfcedb3d237b6591e5c2e82ae9d6ffcb121fe0909c/charset_normalizer-3.5.1-cp312-cp312-musllinux_1_2_armv7l.whl", hash = "sha256:5d8531a6569d025f68e2321e7638fb7978f23db58e5f69f56913837aae03816e", size = 232836, upload-time = "2026-08-15T08:17:21.895Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/d2/d2aad6fe0dbb44b194bf3becb60f5a0ac48446ade999a47fe7bb41eb09a7/charset_normalizer-3.5.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:aae2ee51122d3ae968a3837d97dc24a0aeebb0dea23694422cd172bd30017cd6", size = 262712, upload-time = "2026-08-15T08:17:23.727Z" },
+    { url = "https://files.pythonhosted.org/packages/35/5a/337e4663a5eae6de99db940ee8066d4145caafb61327db62deda15313cce/charset_normalizer-3.5.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:7235dc28fc6dd9d832ac7c7bce95367dedb85929f17368a0c2bee1e080b9acbf", size = 242977, upload-time = "2026-08-15T08:17:25.157Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/85/f82f8a92e31c7519410e2e1afdc630f28ec47490ce2c09a11c1a43cbb459/charset_normalizer-3.5.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:4abdc5f9ad448c1ecbfae2974b820535d6bc6e7eef63babbab3d81cf46968c71", size = 260207, upload-time = "2026-08-15T08:17:26.602Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/52/643d11ffd60e9ac2fd1fb87e167a19285b9eefeff4a40e63c87cbfbeab36/charset_normalizer-3.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ba501e667c17d8411f98e67a022d9604ef179aff0e459b7e292c796837c13573", size = 250562, upload-time = "2026-08-15T08:17:27.971Z" },
+    { url = "https://files.pythonhosted.org/packages/62/16/46556278c2168d12df9da7fede5dc6fc70e60301b26a82bbeec238c9cfe3/charset_normalizer-3.5.1-cp312-cp312-win32.whl", hash = "sha256:cfa1c0cc3a8f9f53f1243a5a99ac36fd003880199383b37672e86ddda9cb07e2", size = 178507, upload-time = "2026-08-15T08:17:29.277Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/7a/4c6c298171e6b3e745633180ff59350fc0ca0db1ffd28df1e369e0579f71/charset_normalizer-3.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:3617ac3cfd8b9888f145ad89dd6e692285834b0201c6074a5eeaad3fd4d668c2", size = 200551, upload-time = "2026-08-15T08:17:30.668Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/d7/eb95a042f0dd22e304b0b6472b154f3546a1a039a9ee89ccb2a7f61591fc/charset_normalizer-3.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:88e85ab89cb822c1e635f51d6d32e488f94e002e70e2f492bdb8b945543f345a", size = 180700, upload-time = "2026-08-15T08:17:32.028Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/61/2cb6ad133dbbb449fa2d37ccae973232f4827e799af258d15e589a3d1e9e/charset_normalizer-3.5.1-cp313-cp313-android_24_arm64_v8a.whl", hash = "sha256:4f298bdadb8f0b9e5672877f647d1be9373ef5320c9e2f049795e26cad28b6a9", size = 211584, upload-time = "2026-08-15T08:17:33.597Z" },
+    { url = "https://files.pythonhosted.org/packages/18/57/a305c968be1ca13f3dd1b32f445877e97addf55d80b65c7cb35fac82b777/charset_normalizer-3.5.1-cp313-cp313-android_24_x86_64.whl", hash = "sha256:88ca277405c2d3b71c4e1c2ee0e7966e807bcba86a69d11e19ba199d18ae4491", size = 223359, upload-time = "2026-08-15T08:17:35.022Z" },
+    { url = "https://files.pythonhosted.org/packages/09/0a/d3646670292ce8d8f8cc11ac067d44885e697a5591f57a9221128da5e7b3/charset_normalizer-3.5.1-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:9362dd90aa7dab48c0054a21187791ccf05473f7dba5d92b8033ae62164675e7", size = 194464, upload-time = "2026-08-15T08:17:36.452Z" },
+    { url = "https://files.pythonhosted.org/packages/de/93/d51ec556e01042fed6f993ea859311bc7917b466684182fbbceb6ca24762/charset_normalizer-3.5.1-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:977cdbd483a9cff38179bea4fd754289a6f2195c7abd414aba85410b3e66cc5e", size = 197676, upload-time = "2026-08-15T08:17:37.819Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/a0/562247944386f7d4ef94467e84876600cc1e0f1b93239aaa9213d2bc3cbd/charset_normalizer-3.5.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:e90251c0c7bdd54a100a0dce3c07b7e637278c93af29dbf78ebb89a58c4bac7d", size = 340473, upload-time = "2026-08-15T08:17:39.303Z" },
+    { url = "https://files.pythonhosted.org/packages/31/e7/1d994be1b93d41e9502b8b0460eaa88a1dd8df335df415db87d6c3e91ab2/charset_normalizer-3.5.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:94d78ecec2605a8d0398b0f365d5f12a63248438516f5dac536a5eff7337df4a", size = 240156, upload-time = "2026-08-15T08:17:40.66Z" },
+    { url = "https://files.pythonhosted.org/packages/09/53/27923ce5cc6cbccb832037b27dca98882d9c53e9b69e866bbbef4aae7fc8/charset_normalizer-3.5.1-cp313-cp313-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:d59b75732e9b6f27388e10c14b0259cc5f2e48c78627d185e6a177b58ad3cffe", size = 228246, upload-time = "2026-08-15T08:17:42.003Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/48/5a97e84d63af1d55c07439cb80e56d99a8efb4295700eb4e18c0d1615d2c/charset_normalizer-3.5.1-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:0d929fc574b4d6fd9e7c0f5c2ede8716a41911923aa7fa5fce38e0818aa4a1ac", size = 263660, upload-time = "2026-08-15T08:17:43.627Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/c2/071575791dcc88316c0a9a65ce38897a82e4cfe4a325f0f7fe1b1ac47bcf/charset_normalizer-3.5.1-cp313-cp313-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:394fea06235c8543390050ed5f529187074b029fb027213f6c46ac11ab5d950e", size = 260354, upload-time = "2026-08-15T08:17:45.094Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/af/63240b0c0248c075c2535a1f1bd992821d8251b9f173abc13329661d09e4/charset_normalizer-3.5.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:62b55f6722735a6c472f88361cde6640608773d9443cebdbb51abf436a1fcdd3", size = 250638, upload-time = "2026-08-15T08:17:46.496Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/66/70dfad64f15be09c15ccfee81330a7e515895dbe296dd23114e9a231268a/charset_normalizer-3.5.1-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:fa48b1b63d639f9483e0633e092f5851e2348c352f1f9bb6c8182f87884ef876", size = 244583, upload-time = "2026-08-15T08:17:47.963Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/24/ef36367d38b9ddd4bccbf72888c342e8de1f5ae506fa0b2dcf970e2732a1/charset_normalizer-3.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:c71fb0d56c920c269cd3e2e3fe7c610e3f1fdb21a6ce60efa6430ff63676cea6", size = 242038, upload-time = "2026-08-15T08:17:49.481Z" },
+    { url = "https://files.pythonhosted.org/packages/db/ab/55e683ba0fff2e43adafc10daa3001eac90fdaa419a97227d5a7067eedde/charset_normalizer-3.5.1-cp313-cp313-musllinux_1_2_armv7l.whl", hash = "sha256:485a0d363cafefcd2538a73c7c838daa2035f09b2c9f9b5e3133f80c6aeb84c2", size = 233677, upload-time = "2026-08-15T08:17:50.845Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/67/0f40eaf8d1b6e7cf15e82382a2965efaca787fc1c2794b7021d37aaf5036/charset_normalizer-3.5.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:5c0ea61a470e070686aa30892fed79e297d2c8d0ab46b8bcdf027d38c51da591", size = 264491, upload-time = "2026-08-15T08:17:52.61Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/64/12b4c2a11ee8df4fcc518c78b0d93e3a92bd3d5253d1617ce74ff0e8c7ef/charset_normalizer-3.5.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:90b7481fb62fbe172c558bc6fd1c4c98d82004a54a7551f20e11ac9bf0b8708c", size = 245196, upload-time = "2026-08-15T08:17:54.023Z" },
+    { url = "https://files.pythonhosted.org/packages/37/2e/651d910af6d0fba325eee1cda37ec5443462ed25360e666c144166eb6091/charset_normalizer-3.5.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:35fe081843b35aad20ffeccec3eeffbe637b15d14f3fb22cc1b59cd8ec17e93c", size = 261660, upload-time = "2026-08-15T08:17:55.491Z" },
+    { url = "https://files.pythonhosted.org/packages/90/c6/b09e05e6db7f64338e0dc067c79577b1138da86c1e38369096851d96be88/charset_normalizer-3.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:fd0350afdc3aabd5576f60ea109228bd5538139713c7b094c5cd27c73a98bc6f", size = 252618, upload-time = "2026-08-15T08:17:57.025Z" },
+    { url = "https://files.pythonhosted.org/packages/76/4e/362d4f9fdcdf5556fb2aa3ce7d4a58ebce03ed1ff03aa1d9aca8d02f13f3/charset_normalizer-3.5.1-cp313-cp313-pyemscripten_2025_0_wasm32.whl", hash = "sha256:9d9a0dc7cbe9bec24c3f767c9122c41fe5a1bc43f47cd099d00d393e09769de4", size = 140362, upload-time = "2026-08-15T08:17:58.425Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/d4/703be739b26acce318bd29eb3b25b7209e1b1f527f9eae3d1f1f01fdde2b/charset_normalizer-3.5.1-cp313-cp313-win32.whl", hash = "sha256:d63600d620ad0064c3a748b950ac5ea38a80190e5498532efefa4b7b3f1da1f3", size = 177755, upload-time = "2026-08-15T08:18:00.037Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/33/56d97ade41c8db611e727168c52ae46c9224c362ec28d4b65d7e9869e8da/charset_normalizer-3.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:aea996a6aba25260827c9ea511d1addfde2da9eb686ac961838509086188b7e6", size = 199295, upload-time = "2026-08-15T08:18:01.506Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/75/5b20dd1e6573a01a08158fe104104fa2c8abf941745596954185726cd46c/charset_normalizer-3.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:fd0a274c0e5f9a21565cd9d3dd749b61f96b7aa1e20a93aa1ba4029518f2e5c0", size = 179856, upload-time = "2026-08-15T08:18:02.929Z" },
+    { url = "https://files.pythonhosted.org/packages/29/cd/2b812ce5e888f1ce69a5350281e58aab07ae64a958ecae8912f30865718e/charset_normalizer-3.5.1-cp314-cp314-android_24_arm64_v8a.whl", hash = "sha256:774d157f112367ff4abd29019f38f023c24e00e56edc7829c20e358a5a913ad8", size = 212318, upload-time = "2026-08-15T08:18:04.403Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/4a/a6ee107430768a5334e6d63f31f148a04a1a491ef161a1ac9415a73f2fa8/charset_normalizer-3.5.1-cp314-cp314-android_24_x86_64.whl", hash = "sha256:26422d45fd13551cf564c58932f7d72b4f58b93b0fcf18c35ba6be12b46bb102", size = 224897, upload-time = "2026-08-15T08:18:05.997Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/d9/35ae3f64f29d0179c35c3baefe575904df2913dde519129c7f75995a2b1d/charset_normalizer-3.5.1-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:09a7bba9f739468c8e78c36a75c33768e53cb1959fc638f510454c14683f00d5", size = 194848, upload-time = "2026-08-15T08:18:07.397Z" },
+    { url = "https://files.pythonhosted.org/packages/74/76/f2fc7380f056cc273a53af37f50d08ad54b2c59f61078f31432edcf1c2bd/charset_normalizer-3.5.1-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:4c9548dc78002099910abaebc0a72ac58b7d30931869e0351c09b507dff4ece3", size = 198163, upload-time = "2026-08-15T08:18:08.989Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/40/095ce62fa078483cccc1fa2b36e6bc9580b85422a20ee9f925341c50e44f/charset_normalizer-3.5.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:c428c6c31eb5f4277d7f8eccaf767fbd548ddd5ce3c8b4f4cbbfab3d96b5904c", size = 341823, upload-time = "2026-08-15T08:18:10.458Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/5a/0e58b1c04a1596e0256f407274a92d5fb2ee21324409d1fab1da48a65b5b/charset_normalizer-3.5.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2f06b7eae9dbe77fe1d644ca244dad508de8d302870a43f3c559b521270938a0", size = 242458, upload-time = "2026-08-15T08:18:11.989Z" },
+    { url = "https://files.pythonhosted.org/packages/22/95/b4618ce912e6db0b1aae89ba788e38e8a7eba0f3025cc66e8c0699f977b2/charset_normalizer-3.5.1-cp314-cp314-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:6b7430cf5728e68f6c462254009a6ef4086e1bea43cf2f57aa9c55fb4f50ff96", size = 226717, upload-time = "2026-08-15T08:18:13.401Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/76/c681192bbda3d55356db5dadd64381d5202b37c6b598fcda5282e88b5d3d/charset_normalizer-3.5.1-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ab743e9bc90c1f73552ec33e10e3331315acd2c397b36065b591b0181de533cc", size = 266111, upload-time = "2026-08-15T08:18:14.961Z" },
+    { url = "https://files.pythonhosted.org/packages/88/be/55127bfca72c0cff6c022488d140d7c5b04c771e3b72e9bdb4836d54979d/charset_normalizer-3.5.1-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:f6f7deae3feb4edfa2efaf7c574fe88cbf055038a6abdb40188e4fff66d5699f", size = 263128, upload-time = "2026-08-15T08:18:16.515Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/91/39c3af510b0aa32bbda03374259200f28430febfd1bf5e511fe765282ce5/charset_normalizer-3.5.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:15f024313246a4ed976c60f440bb8d257815513a681d212ff74fd46f7d715a90", size = 251240, upload-time = "2026-08-15T08:18:18.127Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/a5/cbe418bbc6ecdfc3e05a0116002897c4b403a5e838d697e64c78e9f0190d/charset_normalizer-3.5.1-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:823f82903d189af463d7df250ef1f7f696f3cee08cc8d91deb565e8d425f6506", size = 245282, upload-time = "2026-08-15T08:18:19.625Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/a4/689bb42e8e7cd492f3cb64907c6bc00ad247ec9a3628cd3f8eed126e8ae1/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:01e93745f7f219b703b60ba7afead36cfc4242782be5af484673fc500df12da5", size = 244597, upload-time = "2026-08-15T08:18:21.121Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/ce/9962938e179cf9f699d3f1e7b3114b5d7642dee6a893745229f9dd04f274/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_armv7l.whl", hash = "sha256:329fc3ccb63ad22d867d84c2adea759a64079a37ba4a343433b02c7a2816871e", size = 231376, upload-time = "2026-08-15T08:18:22.57Z" },
+    { url = "https://files.pythonhosted.org/packages/85/54/46000450ada53bd9eac5429a2c8c54cd2d9b39c0c255f229aea9af0948a5/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:bb57753e36e4855b8ca375069482250a6246372331a3e4f3407eaebb007443f5", size = 266715, upload-time = "2026-08-15T08:18:24.235Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/bb/618749d70f792b44252a777bf89bfb86823b9bbc1ea13fe8ce759b07f38a/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:fce8cbd4997efeb450bd298b54f755dcdff18d496f7a5ddbb4867c6d7c88fdc3", size = 245848, upload-time = "2026-08-15T08:18:25.726Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/3f/ffb64458527c7668031d5eb095d978de561958dc9f5b53f8e488a533e603/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:6c9cdde8becb25a7fde49924511aa2644d6f8081cc8df8e9452724303348d8e3", size = 264521, upload-time = "2026-08-15T08:18:27.193Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/ab/74a55fd803916a35ac461daf002708191aac19b546b80dc8cabfedc63d98/charset_normalizer-3.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:9ac4444d8d4fd4c4bd08bf451ed3167aa9e7ec6cdb41b648794f1d1103652e36", size = 253054, upload-time = "2026-08-15T08:18:28.568Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/2a/6a9034b7d3c60b17499afb482df5878bf9fa20b50cc3887d5ef017a833db/charset_normalizer-3.5.1-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:f03ac127268b43ef4fe9e6ab6794a6794b49485a0cc0c1db79876d2f33f75bc7", size = 140580, upload-time = "2026-08-15T08:18:30.214Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/46/1d362e1a00d035d66b9869e1281eee115907f7e390a16a07824ab5737360/charset_normalizer-3.5.1-cp314-cp314-win32.whl", hash = "sha256:1f5883d77fd409a261abb5dc8ccbe335720d798b1de4abb3b1d47ccbbc76b53b", size = 180325, upload-time = "2026-08-15T08:18:31.877Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/7c/4938c329b6a9d446f6a59aa2092ff7118f274209b5ed0e26893d1d30a63c/charset_normalizer-3.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:c658c50ac0c98cd755a2dd50b7977d3bca7df401dcc47fbdfa87db53ef7d4e8b", size = 204175, upload-time = "2026-08-15T08:18:33.466Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/33/eeb384dbd8dec570661354592f4f2e1b2fcc92585624d146a000caf53841/charset_normalizer-3.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:4bea7f8ebe90bbd7f0e4a2de42ca6924ba23e3e76418c408ff82f1d46fabd687", size = 184123, upload-time = "2026-08-15T08:18:34.913Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/6c/c73fa9d5a85f6ab05395de61c5f6984e0a9ff40bb5ff888d46dff02526c6/charset_normalizer-3.5.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:fbc597639158fd7c14d55e808718848319540f51b0e6746e3eefa59723a4a348", size = 381682, upload-time = "2026-08-15T08:18:36.349Z" },
+    { url = "https://files.pythonhosted.org/packages/30/c7/63565f860921457feba93bae6c86fb7746deb4cffeed2f375cb845318146/charset_normalizer-3.5.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e71c909f353863b2b89c83de2ebed71ea6d0df8a6ef65a128193c5e650766bef", size = 240826, upload-time = "2026-08-15T08:18:37.887Z" },
+    { url = "https://files.pythonhosted.org/packages/06/ae/7ae8807410dfa33f8e6f1715740adeaafa8a816cc4cb33508f54b1f7c896/charset_normalizer-3.5.1-cp314-cp314t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:7ac76cf9afd34929d76eb7fcb63be476a4853d8a96f0dcf2d0db68a0cbdf9885", size = 227861, upload-time = "2026-08-15T08:18:39.315Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/a3/887c1642f0da26000b0e0652d91071113c0e72cea33952e225cf589f49a9/charset_normalizer-3.5.1-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a3a370082ce34d0612f421e15fe011c53bb1feff21a26d06ad4fb244dab5a375", size = 260758, upload-time = "2026-08-15T08:18:40.88Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/11/e6f5b9a3d0e55b0ef7505cd3765cdd48f22db89994c947b316f52f801fd8/charset_normalizer-3.5.1-cp314-cp314t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:256dd4d85d9e4dc595e2bc983c980e73f62ddeb3165c58b4c3dfe78c5c8548c1", size = 259950, upload-time = "2026-08-15T08:18:42.351Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/ee/e4e10a94d51cd1ee638aa7e00b65399e6b2a4e8376ab6d2eac9f95586671/charset_normalizer-3.5.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:58d4aa13a59c969dbfdf9e6a9560e242cbfd9e8a8f50c2747714df1a423adf65", size = 249329, upload-time = "2026-08-15T08:18:43.914Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/25/d5f4198819e6059735a84e8d0bfb72dc33976da67b97adcd3fb5a5e07ec6/charset_normalizer-3.5.1-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:0c6dfb5ca6723eeed15aa8e564a014d69fcb8812f94eef11fe3631e0508199f5", size = 243137, upload-time = "2026-08-15T08:18:45.368Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/e9/e925ca7569cf9fb9701fd82503fee73eea5268fdb856bdd64947092d3daa/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:c010f5581d9c612804cc59fcf7b524b707fbcb72828551237ab545bb5c7034af", size = 242820, upload-time = "2026-08-15T08:18:46.842Z" },
+    { url = "https://files.pythonhosted.org/packages/34/17/672c251a888ed2aebcdd2fe830ad0104e25ff83c43f5c4f9c15e9fc6853c/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:52ec005752a56ae79547a05c0139ca2501a0c866390b6115008456b9f0e7cde1", size = 230504, upload-time = "2026-08-15T08:18:48.353Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/fc/f6a85abebd42ce4da2f1db0aa56cc6a0df1995e318b3875d14401b8381d1/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:2bced4061f000f7187254a02ad3433ae17eaf991747ceea2f478422590a5bba9", size = 263087, upload-time = "2026-08-15T08:18:49.859Z" },
+    { url = "https://files.pythonhosted.org/packages/98/66/7c42677e739ba66746b297e2046918d793078094dc239e1e72768cffccc6/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:9eea3ab2597a5e65fe65296e2d6a84570845a6b55532d90333d740d48bbc850a", size = 243269, upload-time = "2026-08-15T08:18:51.601Z" },
+    { url = "https://files.pythonhosted.org/packages/de/d8/a50b79237f417af10f8c2a501ce8d1ca87829a22e69117891ca4ba20a69e/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:496846868fea80e479324862fa877f02411f2fd0f83b79ccee2607aa68b2a032", size = 258766, upload-time = "2026-08-15T08:18:53.23Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/1d/0fc91aeaeb3c83b748f532399ce67cf84604b48297405d740000f7a9e786/charset_normalizer-3.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:85d5855daafc240cc045c026d7a15fd198a09b0fc8ff6f5ecbb5297b509cb11e", size = 250814, upload-time = "2026-08-15T08:18:54.768Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/10/3d8c777cf9024615295aa1b808324ad5b4a77855869c00824bad74ffaf8a/charset_normalizer-3.5.1-cp314-cp314t-win32.whl", hash = "sha256:58d3e12c88e0950bca850ae1f7c256055c097639c2edb9eb123af9807d8b15e4", size = 191074, upload-time = "2026-08-15T08:18:56.305Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/81/ae557d3c44d1a1d688696d60563413a0866a91b7ebc50f20df838be3d8c8/charset_normalizer-3.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:acaf604462bf330b0d07e7a07c1d6e4adac79e5fb13e9c5140590542cafacc00", size = 216476, upload-time = "2026-08-15T08:18:57.889Z" },
+    { url = "https://files.pythonhosted.org/packages/27/e9/61c01fb8b804692569c036b3fc50495814502dcf13a60649c6055390b02c/charset_normalizer-3.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:fdb8a068947befafba9952162645dc2fecaeb400e64584829ed5e9b2fbe21a7f", size = 194115, upload-time = "2026-08-15T08:18:59.418Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/4e/8544831ef59d8f27ce92c80871380fdacc8076a8a56ed62f82e54f991333/charset_normalizer-3.5.1-cp315-cp315-macosx_10_15_universal2.whl", hash = "sha256:9085f87b0e38a2b92b8923059b4e8789fe40d9279712d15dcc670048d77079af", size = 342048, upload-time = "2026-08-15T08:19:01.054Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/a6/e3b46852424246065355644f4fb6dbccc0239a42a2eee27ecfc8957f0bcd/charset_normalizer-3.5.1-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2679de311c7946dde5d3b6f44941844133ff5c7cb86099c0061ab1e8901c20a8", size = 242997, upload-time = "2026-08-15T08:19:02.492Z" },
+    { url = "https://files.pythonhosted.org/packages/03/3b/0cc9a26777334ab2f2e3089b948bbf4e4fe72ea70b897715ef6415043ec8/charset_normalizer-3.5.1-cp315-cp315-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:baf3775a2635e5a11fbd5e4e64ee69c7e86875d224a5c72aca4c141064589a90", size = 237014, upload-time = "2026-08-15T08:19:03.943Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/c2/027335f0aa337a2a2e121bac1ad88c4f02ba6053ea0926802784f3db11af/charset_normalizer-3.5.1-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:8ac8c94b6539074e0f40899301273ac8402b9b3e01c7b7ba269ff30340aaaf20", size = 266174, upload-time = "2026-08-15T08:19:05.598Z" },
+    { url = "https://files.pythonhosted.org/packages/86/d3/e367787febe4e74769dec0f406f2c3c8d1b955fce5aee1fd0f94e8367a45/charset_normalizer-3.5.1-cp315-cp315-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:8fe532b3c966d1fb794e0698e4589d0444017ae77fc0b31edea13c0e35bcc449", size = 263361, upload-time = "2026-08-15T08:19:07.251Z" },
+    { url = "https://files.pythonhosted.org/packages/af/3d/391b193eb9f3e84b02f9314088c386debdc0debee843535aaea2e2c6715d/charset_normalizer-3.5.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5c84bec0ab5ae0c64bfe73a7d2adcb5ce73b467523fc27fd6a28ab2aa6cbe35a", size = 252143, upload-time = "2026-08-15T08:19:08.816Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/57/de221f1745a90d418199761967e2776bfe2c275a1194220985e8c1d37833/charset_normalizer-3.5.1-cp315-cp315-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:854066be00447fa8de2ccbbe893e2ffc4b123ef16d897af794c1e18bd4a714b0", size = 252086, upload-time = "2026-08-15T08:19:10.255Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/e3/d119f86a01f9331e8186175f24873b1d74a7ee9e2e4b4d68f9947dae5afd/charset_normalizer-3.5.1-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:21b82d8082f6f5e7f456ef0bd16323d08de1266efbfeb476e64b2a91d1471a4e", size = 245231, upload-time = "2026-08-15T08:19:11.807Z" },
+    { url = "https://files.pythonhosted.org/packages/26/de/d8e48c135ae480879539cdb179c8d3b50c7879497d75dd899b5763b69cee/charset_normalizer-3.5.1-cp315-cp315-musllinux_1_2_armv7l.whl", hash = "sha256:838648accb3a7fd9803fd45c87bce8509648eb0c11bc34e216141300977244f2", size = 241546, upload-time = "2026-08-15T08:19:13.416Z" },
+    { url = "https://files.pythonhosted.org/packages/67/c4/217755fd1abc50d326c252922cd642002758095a81ff45010337b8b3ef65/charset_normalizer-3.5.1-cp315-cp315-musllinux_1_2_ppc64le.whl", hash = "sha256:195ce897c6153c0700078142cf8efe3e6454ca4cf4357499e4078dfd83396626", size = 267033, upload-time = "2026-08-15T08:19:14.981Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/d7/34d8e404e358d2adcc5a228c2134643af00104c8fb0bf525f3688d756f05/charset_normalizer-3.5.1-cp315-cp315-musllinux_1_2_riscv64.whl", hash = "sha256:978eab16f55b4ab2c2a745be9a0a840bf8f09a7f227d9c76eb30214d078865a5", size = 252045, upload-time = "2026-08-15T08:19:16.618Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/fa/40414471acf0aa0692ca77305aa00e434fcd8288f0941c93c30e9a5f8f2f/charset_normalizer-3.5.1-cp315-cp315-musllinux_1_2_s390x.whl", hash = "sha256:cc0329df4caaceb950d2f580b5ac716a377f7059624a0bafaeaf8a218c6ed774", size = 264866, upload-time = "2026-08-15T08:19:18.101Z" },
+    { url = "https://files.pythonhosted.org/packages/32/90/fcc850bae791abd2e0c041847f13e270aa08692a79f3e00de6d2dce1cb50/charset_normalizer-3.5.1-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:687c9ca3035544b113bea2055e180af96fb63c0c476e22a9180f51925186e7b7", size = 253932, upload-time = "2026-08-15T08:19:19.734Z" },
+    { url = "https://files.pythonhosted.org/packages/af/af/53afe99068b3c10b4cbae592a52ef72a7c92c0188440e83ee3a078fd8f75/charset_normalizer-3.5.1-cp315-cp315-win32.whl", hash = "sha256:706bfd38730a5ac7a365793269a00f4e988178cec121391f4248d84ad8c972e9", size = 180320, upload-time = "2026-08-15T08:19:21.37Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/bc/f46a132041b29e4a8779ed712d3df1bf112e94ca8de58b66d7ec2c0cf8b9/charset_normalizer-3.5.1-cp315-cp315-win_amd64.whl", hash = "sha256:92caef967d287a407085d61176fce4012b1dd62daed4eb6d5ceb26d3d2538712", size = 204174, upload-time = "2026-08-15T08:19:23.088Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/5d/9ed554480eda8e447b673648628fdc29574d23dbad01fe11837adedd1cae/charset_normalizer-3.5.1-cp315-cp315-win_arm64.whl", hash = "sha256:5fc45d653ea8c9a20479167e11d4a0f8cb2fa3470737ab6f9c827532313187b7", size = 184126, upload-time = "2026-08-15T08:19:24.471Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/32/9b8929bf384061ee1fe5d9c27c6f9776d3d824039ad4e14c88ec00c7808e/charset_normalizer-3.5.1-cp315-cp315t-macosx_10_15_universal2.whl", hash = "sha256:59171c6e45bf07d0d5cab3b0bf81d945035530f6873398b3b531c31184d46663", size = 381441, upload-time = "2026-08-15T08:19:26.038Z" },
+    { url = "https://files.pythonhosted.org/packages/96/10/e9aa7923d3ddac652c99a1c5f7be494e737e151566a44abe018daf757f2c/charset_normalizer-3.5.1-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9dbdd9205662134957cf0c324f639bdc5031c0ca056e2369e238db75187c0f11", size = 241742, upload-time = "2026-08-15T08:19:27.532Z" },
+    { url = "https://files.pythonhosted.org/packages/28/53/a2d249ebddf47b889a100c0bdcb61a2f9dbb8bc24ef325cc062e4f476877/charset_normalizer-3.5.1-cp315-cp315t-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:e4b018dc5a0eee4676e38fe84a47a427816c590b93b55d9025274ec4d6ffc2dc", size = 235298, upload-time = "2026-08-15T08:19:29.274Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/07/469f78af590f7d5cd48e20d8dbfa3d66deeff9ba37768c04d886b5afd45c/charset_normalizer-3.5.1-cp315-cp315t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ced3fdd71aaa83ce593746c2edb42b7a59cb4c19c8b5c407781c72e493aae55a", size = 262500, upload-time = "2026-08-15T08:19:30.955Z" },
+    { url = "https://files.pythonhosted.org/packages/55/66/3bb56a47f7dcba014055b1a1d33c6f08bbe9c1e74dba154cfa25f90ae885/charset_normalizer-3.5.1-cp315-cp315t-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:19a3dd5aa73cef1c99687c4fc57db016a9c17104ae1185da88ba566a5d3bebe4", size = 258888, upload-time = "2026-08-15T08:19:32.458Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/c1/2adc2800903fb013210349313b710a5376856578d9e33e6b9a1d8b36714a/charset_normalizer-3.5.1-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:cc5d36d96478aa9c60654bd932525bf32964c62a7281eafdf16d85003a8d6004", size = 250243, upload-time = "2026-08-15T08:19:33.94Z" },
+    { url = "https://files.pythonhosted.org/packages/95/b5/a18d0dd1157ab655cc2cb14a545f4a4784bbad70ab3502412e36097502d9/charset_normalizer-3.5.1-cp315-cp315t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:04368edf83514385ffc3e1cfd4546e595f4f1272dd23ba437a93a9cc3741d47b", size = 249871, upload-time = "2026-08-15T08:19:35.413Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/c3/525f508cd1e58d0450ac55ed40ac75bc3a97482c59def5278456a5fbf03c/charset_normalizer-3.5.1-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:9b5db6052055d34d41230fb78d7c439c23dc536a9896f6cb039e8dd92cfc1263", size = 243580, upload-time = "2026-08-15T08:19:36.886Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/c1/49a91fe7e97c8140094ca5c64161ab623a70d9f636bf834eace14048acb5/charset_normalizer-3.5.1-cp315-cp315t-musllinux_1_2_armv7l.whl", hash = "sha256:252d099029bcbea642f2a06c4ed5046bdf8b5a8150b64afa5e027e88b106e5ee", size = 239807, upload-time = "2026-08-15T08:19:38.392Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/58/56a48c296601274c4689b864a8e2dfb209b81dfcb39472753ce95eea662b/charset_normalizer-3.5.1-cp315-cp315t-musllinux_1_2_ppc64le.whl", hash = "sha256:6199d5606e2bbf2b096cf64d03f8b6790c91081d5ac866b8e7bb6422738cc60c", size = 264083, upload-time = "2026-08-15T08:19:39.856Z" },
+    { url = "https://files.pythonhosted.org/packages/10/4c/dc48409274a1817ff349711d26c62aa0c597df865d4d69ef79160c859193/charset_normalizer-3.5.1-cp315-cp315t-musllinux_1_2_riscv64.whl", hash = "sha256:77efcff2b23071c349402ac1066667a3d011f62398d81408c9b88ad991747c9e", size = 250317, upload-time = "2026-08-15T08:19:41.53Z" },
+    { url = "https://files.pythonhosted.org/packages/81/58/d325912115caec62d6bdd77bbab5e0b7da5d234a9f20affdffcbcb530d0b/charset_normalizer-3.5.1-cp315-cp315t-musllinux_1_2_s390x.whl", hash = "sha256:a5cbd90ecf0fc62e64726917ad083b73001f0563657a87ec3c0b504e277dc90d", size = 258173, upload-time = "2026-08-15T08:19:43.07Z" },
+    { url = "https://files.pythonhosted.org/packages/34/f7/b13b1ccae2c8ec63980d13be1890eb73f8aeabbfce02a24aabc0908788f5/charset_normalizer-3.5.1-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:4d26f14f041e83dd8edfd61f4cd4fa7285d31798b5bf1f28e70c367ba6c41d61", size = 251960, upload-time = "2026-08-15T08:19:44.587Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/25/ed3f9919c5aef8cc818be1f972f565f7610d7b2076b8ebb98839516ffc3c/charset_normalizer-3.5.1-cp315-cp315t-win32.whl", hash = "sha256:ac13b004224fb341e1e25a1ed5e19d32f57cdb2a403e01f003b46f051a550f6f", size = 191186, upload-time = "2026-08-15T08:19:46.293Z" },
+    { url = "https://files.pythonhosted.org/packages/69/d5/43c2b3e9d8267092b913eb8b0603f0f71993c395632886bd37a7223f96cf/charset_normalizer-3.5.1-cp315-cp315t-win_amd64.whl", hash = "sha256:35aea775dc2bd5f54cd84a1cd2696cc3207c479cb9cf0bd346f0d343e4300ddb", size = 215947, upload-time = "2026-08-15T08:19:47.853Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/76/9aad3e9c8865e5e0efa9a7f6f81c37a67635a985145ecd44528a81e088ee/charset_normalizer-3.5.1-cp315-cp315t-win_arm64.whl", hash = "sha256:fb78f6e7fcd8ad785d28cd577168bc1aaee827b25bb8755638f694794ea98f0a", size = 193909, upload-time = "2026-08-15T08:19:49.383Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/97/fb4e82231aba271ffd775a1b4993b0defc4e3059f286ae41d9433409fe85/charset_normalizer-3.5.1-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:41876ee62a3dddf48ff1121ad8f0798032aa03f2fd35f21f34a4cab14f18d8d2", size = 331467, upload-time = "2026-08-15T08:19:50.959Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/2f/fe3f187327aac18e2d54e9d2b08e15d27bf9b642d9e51c219f130fc34d1a/charset_normalizer-3.5.1-cp37-abi3-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:a6dac12ff6b846103483683f60c5f8fee205121adc58ffd87e90a90a3af69e99", size = 253057, upload-time = "2026-08-15T08:19:52.654Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/c7/9e48cee5c161fe24da823b61bf381921d77cb994a0a4de148e95018c1984/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cee5dd7c6fb5dd52a0fe2a740f9bc6e3593f5f8b1788bde49de02086f30182b2", size = 240930, upload-time = "2026-08-15T08:19:54.163Z" },
+    { url = "https://files.pythonhosted.org/packages/49/e0/716601f3cc69be7b198951150c75ead1ece33c3c8036ff6ffa46029659a0/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:343fb4f2821043bd87095f7b08a1a181febc8e36ac64212143bbfd0a0e1bc235", size = 230822, upload-time = "2026-08-15T08:19:55.807Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/05/71bfc5caa0abcc45aea1f6a4d50ac68e59605ddc7666fe8494f4cd229665/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ae4a097991662cd4fff0ddc74e0fe7874f82e00042fa0ea00855645ed0c79598", size = 260037, upload-time = "2026-08-15T08:19:57.312Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/92/de7e32ed05341e7a9c4c877c318418197b7f2d66a3b68d561bf2ac57ca3e/charset_normalizer-3.5.1-cp37-abi3-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:4b599739b93b2cbeded49645ae3c8d1405c29ddfbceac1545c87a3f9580a9e96", size = 255097, upload-time = "2026-08-15T08:19:59.056Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/7b/ade0a122600319dfa0b1000ab0f9731c94a817904cf3c5de408c73a4ede7/charset_normalizer-3.5.1-cp37-abi3-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b39b69b347e5e47a3b5b8cfc005c68c1ba347474e3960236c4944a8ecd174962", size = 250166, upload-time = "2026-08-15T08:20:00.612Z" },
+    { url = "https://files.pythonhosted.org/packages/75/9c/019fbb9f4834491a160951349b1a3714439376f66e5f7cf18b4f18f0c7aa/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:a2028475ba855475b8b4d3cfeb4994269c967aea8b9892dfba907f4263a863a3", size = 241821, upload-time = "2026-08-15T08:20:02.321Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/b8/11d4840bfc99330cc7fbcc2681ee5a044553a6e77655508d8f9b2bff7b34/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:36047af20e17097c3bb9476c2b7655f2f7aa51322c0ba58c07695bedf755a950", size = 232529, upload-time = "2026-08-15T08:20:04.008Z" },
+    { url = "https://files.pythonhosted.org/packages/18/96/2b3a21492d9f65171ac75d872f5018260013d00bfa0ff70ec9f179148cbd/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_ppc64le.whl", hash = "sha256:4c4fb141a727957c93edfe5c32a26ceb6b5f6461d67146e2d39f51e16170bea8", size = 260348, upload-time = "2026-08-15T08:20:05.877Z" },
+    { url = "https://files.pythonhosted.org/packages/d6/aa/a69a2028e8bd052476c245460ab19d7de595de084dd968f2d75cd50c3e25/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_riscv64.whl", hash = "sha256:2f293479cce755c75f1697e87c409b7ae4c555c7dfecb6e988ad13abba943031", size = 247234, upload-time = "2026-08-15T08:20:07.487Z" },
+    { url = "https://files.pythonhosted.org/packages/35/8a/3d130aeabcaf3d2466af76b7b141c08d9e89c9016ab4b7cdd0f7dc2d1c62/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_s390x.whl", hash = "sha256:3588e376b3ea2eea84976f67273d679f229e24c66dce7b82ae45aef04ff6e072", size = 256917, upload-time = "2026-08-15T08:20:09.142Z" },
+    { url = "https://files.pythonhosted.org/packages/80/c2/a7379b840292d0c1ab9fbd17d1f3967aa81794dc95bc74be8999d7fedcf7/charset_normalizer-3.5.1-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:e199fb99720074809a7720f1c0b4d919eea8b87e88713e0f8f602f7bef543d9d", size = 254846, upload-time = "2026-08-15T08:20:10.727Z" },
+    { url = "https://files.pythonhosted.org/packages/01/65/d43b714731bb2f40d4053dfa00ecfc1c5a301f8e3316c5db3a09af59fe94/charset_normalizer-3.5.1-cp37-abi3-win32.whl", hash = "sha256:dd732602a7009217f658d5863d12d79d373a4de0eebc111094bcdd3bb8e0a6cc", size = 174216, upload-time = "2026-08-15T08:20:12.334Z" },
+    { url = "https://files.pythonhosted.org/packages/35/4f/b911ed898b26a09789eba9c9200c999aff6c61b4bafaf4838e56d1a1e1a3/charset_normalizer-3.5.1-cp37-abi3-win_amd64.whl", hash = "sha256:70055ff39b97c99e7ae40ea3e393fb62aa2e44dbd9b29f8d14f42fb0025c3959", size = 199764, upload-time = "2026-08-15T08:20:13.908Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/a7/920baf467bfd9bf689f3b318340f37aee4572a71f162bd8db51da55ba4fa/charset_normalizer-3.5.1-cp37-abi3-win_arm64.whl", hash = "sha256:87e4f41d375c0b9be2fb5251aee4b8a689169e134535aed81bf085c3b647451e", size = 287318, upload-time = "2026-08-15T08:20:15.551Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/61/d01fc49b8dea277640b55a9e15960dbca9fdc8c9fde18e572d39c59f4019/charset_normalizer-3.5.1-py3-none-any.whl", hash = "sha256:6df0ec430f9a831772c23ca5a224cba36517a58a84bb32c32bb59a9fa67c47f6", size = 68658, upload-time = "2026-08-15T08:20:43.306Z" },
 ]
 
 [[package]]
@@ -262,71 +355,101 @@ wheels = [
 
 [[package]]
 name = "coverage"
-version = "7.15.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/76/d0/55fe630f4cf94e3fcba868240fad8c8cdd1f764e2a932f8926347e6ec4cd/coverage-7.15.2.tar.gz", hash = "sha256:3df60dc267f0a2ca23cb7a9ab1109c62b9335ffbf519fcfe167157c28c09b81d", size = 927741, upload-time = "2026-07-15T18:56:19.558Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/6a/50/eb5bf42e531611a9f8d272556b1ed4de503f84a91413584094487cf69f8f/coverage-7.15.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:1adac78e5abc7c5438f7a209c9ca69d06542f0bf481d728b6989ea80b813fdf9", size = 221587, upload-time = "2026-07-15T18:54:18.439Z" },
-    { url = "https://files.pythonhosted.org/packages/06/d1/da99af464c335d4e023a6efcd7ec30f63b88a43c93745154ab74ffb31cea/coverage-7.15.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b868acc62aa5de3be7a9d05c2333bf8359ca987e43f9cb30ff8fbda6a024ab73", size = 221943, upload-time = "2026-07-15T18:54:20.062Z" },
-    { url = "https://files.pythonhosted.org/packages/5b/8a/13c42723d61ca447eafa18732e8141dd6a63f2732e1c7e1502c182dd88d7/coverage-7.15.2-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:6f6966fc30e6f06ca8f98fb0ce51eda6b111b3ee8d066a8b1ec9e77fa06ab55d", size = 253450, upload-time = "2026-07-15T18:54:21.765Z" },
-    { url = "https://files.pythonhosted.org/packages/d7/29/99021303f98fbdcb63504b4d07bea4cc025b9b2dd907c4f07c85d50a0dab/coverage-7.15.2-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:68af907f595ab01a78f794932ff3bdf929c316d3000810d38dbc247129e26f8b", size = 256187, upload-time = "2026-07-15T18:54:23.4Z" },
-    { url = "https://files.pythonhosted.org/packages/f9/a8/fd503715ed6ca9c5d742923aa5209257340b367a867b2ced0c7d4ba8a0b9/coverage-7.15.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:afa29e2eff3d5729267e2cb2fd4ce9d61c952932fb2694e34ccb5d9540c6a296", size = 257301, upload-time = "2026-07-15T18:54:25.183Z" },
-    { url = "https://files.pythonhosted.org/packages/da/40/3f4b8fb409810036ebc2857d36adc0498c6e957b5df0290c5036b2e143f1/coverage-7.15.2-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:bbf44513ceb1589e31948e20eafbde9deaface90e1a1afa5f5f77b4423d17ce6", size = 259562, upload-time = "2026-07-15T18:54:27.204Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/8a/9bdffbef47db77cce3d6b02a28f7e919b19f0106c4b080c2c2246040f885/coverage-7.15.2-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9deddf09eecb717b7f980414b43d90a5b22ff3967d2949ab29cb0aa83d9e9098", size = 253841, upload-time = "2026-07-15T18:54:29.134Z" },
-    { url = "https://files.pythonhosted.org/packages/1b/1e/9031efde019d31a06646261fce6dfc5c3c74e951e27a71e5c9a424563178/coverage-7.15.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ae901f7e55ba405c84ee1cab3d3e962e4e871e4a2bcb9c90911adbd69b42ac5a", size = 255221, upload-time = "2026-07-15T18:54:31.142Z" },
-    { url = "https://files.pythonhosted.org/packages/56/db/787acde872389fc84a9ef9d8cd1ccc658e391ab4cb5b28092a714426a394/coverage-7.15.2-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:a0f47002c6eeb7c280228467a4cb0cc15ca2103a8421b986b2d3ec04a0f9bd8b", size = 253366, upload-time = "2026-07-15T18:54:32.886Z" },
-    { url = "https://files.pythonhosted.org/packages/2f/9b/6f57bc4b93c842eef1695f8cdaf2318e35e7ba54f5ba80d84be213ab7858/coverage-7.15.2-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:1cd7a5beb7af3e864a13b1f0fb26efd3695da43ef0daf71e586adfffaf34d5b2", size = 257434, upload-time = "2026-07-15T18:54:34.7Z" },
-    { url = "https://files.pythonhosted.org/packages/88/26/b3186a21b2acc83e451118978905c81c7072c3333707804db09a78c096a2/coverage-7.15.2-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:97a5c5457a9fb1d6c4e06cfb5dc835871fbfb6a6a51addc9e925bdeff5ef7440", size = 252935, upload-time = "2026-07-15T18:54:36.548Z" },
-    { url = "https://files.pythonhosted.org/packages/20/c2/c9f3376b2e717ea69ed7a6e9a5fcab968fb0b290db6cf4bd9a1fc7541b75/coverage-7.15.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:0901cfe6c13bcd2302da4f83e884555d2a22bda6e4c476f09ef204ba20ca536e", size = 254807, upload-time = "2026-07-15T18:54:38.296Z" },
-    { url = "https://files.pythonhosted.org/packages/f0/e1/dfc15401f4a8aaeb486e1ba3e9e3c40522a6e38bd0ecf0b3f29cb8082957/coverage-7.15.2-cp312-cp312-win32.whl", hash = "sha256:b171bdd71cb7ff792bf32e376173b0ace7e7963e7e57c58dfc42063a6a7174cd", size = 223641, upload-time = "2026-07-15T18:54:40.103Z" },
-    { url = "https://files.pythonhosted.org/packages/91/40/81b6d809d320cd366ec5bdf8176575e897dcb8efe7fb4b489ef9e93e4d13/coverage-7.15.2-cp312-cp312-win_amd64.whl", hash = "sha256:582edc45c2040543fef83341be23c43024a3ab3ae0c2d8bc498a06282905ad40", size = 224172, upload-time = "2026-07-15T18:54:41.882Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/28/9f14ec438149f7de557f45518f09b4a7917b795cc37083aa7db482693f8c/coverage-7.15.2-cp312-cp312-win_arm64.whl", hash = "sha256:a638db90c61cd219aeee65e83a24fdaa57269a741ae0cf773309208ac862cee3", size = 223556, upload-time = "2026-07-15T18:54:43.674Z" },
-    { url = "https://files.pythonhosted.org/packages/fc/d5/f8c838e6b7282976f7c918884b792df7a0c42c5bba5d99c60ad2d221d56d/coverage-7.15.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1121caa19159a38b5463eaae4b1e1fde81e525b15ecc5e000cd5b1a108f743a8", size = 221606, upload-time = "2026-07-15T18:54:45.448Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/37/97c926376364f66298cc44893b89cdf17b8bc406376497c4061ae4b8a8ff/coverage-7.15.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:a300c6934e0989c327b9e8a1e110329da4641149f872bbe9f70168be66da76c1", size = 221982, upload-time = "2026-07-15T18:54:47.341Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/30/a36050a6e83c2135ee0776f452ca3948224befc6d7f26acecc082d0c106a/coverage-7.15.2-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:2617f8799d268fabdeef42a7e89ac3a23e1deee9025427db2df970f99a89a578", size = 252972, upload-time = "2026-07-15T18:54:49.2Z" },
-    { url = "https://files.pythonhosted.org/packages/31/d3/06b5f1daf95f0f15ab05bd75f26ba5f3c8b33d0bb72f3aaa3cf41d1bad3a/coverage-7.15.2-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:7dc2950a2992cd676d35c20ae63522836deeb034f08874699d14068710af3dc1", size = 255569, upload-time = "2026-07-15T18:54:51.098Z" },
-    { url = "https://files.pythonhosted.org/packages/81/1c/9afb3f8de2b8d36960391c48559a2e3ff96594b58099f115921549ea8d0d/coverage-7.15.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9e36686f7a442185db2400b3df171aac520869faf9deb59df687d28659eda2a6", size = 256806, upload-time = "2026-07-15T18:54:53.145Z" },
-    { url = "https://files.pythonhosted.org/packages/64/d8/b989f96061a5e32d82fddd1b1b9ff48a7c8f8ae7606f0e80fd9de54b1e33/coverage-7.15.2-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:7d29ca7bd67af6e12e74632d65f026eabc1364da5c254494cd914446a28a3ef7", size = 258936, upload-time = "2026-07-15T18:54:55.015Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/fa/f99771f5110457c7b511c1935ca49ddf288218eaa84322e028b9334146ae/coverage-7.15.2-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:db9c8438057e5b0f6a22a0af99c0c1d26b57fbbdbd1be5861ddb8f897fcc3a2d", size = 253178, upload-time = "2026-07-15T18:54:57.527Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/96/c098a6044d119c751ceede7be91035fa8310170ec24a6523aff72f0a5793/coverage-7.15.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:63022c4c8dec1d0342f05c3ede99842fe3d007689acc45e86f123a1746e4a026", size = 254934, upload-time = "2026-07-15T18:54:59.41Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/a2/1457b3a7a50c8d77500103b97a046db863e2f59a1cf6d2f814595f349885/coverage-7.15.2-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:6c0be82b4d4aa5b2704e08518e2252f3e3d110164bcca826816801052e48a7aa", size = 252898, upload-time = "2026-07-15T18:55:01.338Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/0e/76958874c471ecfcdde0d2b2747bb2c61bdbf34a40636f4ce9db9923e643/coverage-7.15.2-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:4510fb9cdf6bb02dfa6af0be4a534b8102d086e22e4a33f8836df663da3d660d", size = 257056, upload-time = "2026-07-15T18:55:03.243Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/7c/3d7c4e3bf58baa40327dc7edc2272b17cf02299366d52763db1b0ca1556a/coverage-7.15.2-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:42ec3d989421b174a2ab607c1539f24127ad362757b7f1c0c0d7a2993f7eb37b", size = 252718, upload-time = "2026-07-15T18:55:05.029Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/b8/1cecffed9ce14fb25be9ba42d37b6bb61485c9a3ddd43cd3dde36b6087d8/coverage-7.15.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e8f91bce78e32343af184c3b7fa28fcf5a9e2641f4b6623d392038f804939188", size = 254490, upload-time = "2026-07-15T18:55:06.889Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/2c/42984561bc7f4c045dca67516a0c50ee5ef8d84352dbeb5559dc86c4823e/coverage-7.15.2-cp313-cp313-win32.whl", hash = "sha256:434e68d531858205895eb0d74b73d20b84260de426387d53c422a5acda2cf050", size = 223647, upload-time = "2026-07-15T18:55:08.941Z" },
-    { url = "https://files.pythonhosted.org/packages/41/9f/39c7c9245efc583beddf89a87683574e663ed93637f3afb6cd7b88405676/coverage-7.15.2-cp313-cp313-win_amd64.whl", hash = "sha256:26c3b04a6377fd7c09800921fa934e3a17c0020439cd59df73e73ae1d4b6a78c", size = 224190, upload-time = "2026-07-15T18:55:10.789Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/de/3a2883cf8a213659280ef4b403059e17a9acaeb7fc7fd4105e1226ff2e6d/coverage-7.15.2-cp313-cp313-win_arm64.whl", hash = "sha256:3ed010aa1b69cda8e827aabfca9866216c980e2dca82ab9a78c5f83689964c8b", size = 223583, upload-time = "2026-07-15T18:55:12.678Z" },
-    { url = "https://files.pythonhosted.org/packages/81/5f/aed265fd7a3551a394f36dfe41868aee709b7f95db4052205b4ad1563ac3/coverage-7.15.2-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:40f633c5c5fc783732f6312280122e859538fa24461235597c13d803ea9a108a", size = 221650, upload-time = "2026-07-15T18:55:14.527Z" },
-    { url = "https://files.pythonhosted.org/packages/6b/2c/222ba12a545189017120f8eddfc1a0bd4616b47d5d4a8d99421edb2fe4c6/coverage-7.15.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:075560438765b7a2ef43bf7aa7758661b53d889df47f062a31bda6c1ade553a2", size = 221988, upload-time = "2026-07-15T18:55:16.674Z" },
-    { url = "https://files.pythonhosted.org/packages/aa/38/304b5877ab46e6c290b4292cfcf3fe28245f0e5597cad7f6acc91fc7e0a4/coverage-7.15.2-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:25fd15dd40a0a2c51a500d664ca29053c09c3259d998407bf982b6e114696138", size = 253029, upload-time = "2026-07-15T18:55:18.856Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/58/821b533b8db9e44cf1d8a97bd525149ced40dde1d0093da02cb78e715244/coverage-7.15.2-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:b9a6367e4aff723e8ee8190836836124284e8fcd4265e307c844010cfa074f3f", size = 255536, upload-time = "2026-07-15T18:55:21.027Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/f2/7aa06604c389d32ea7f0a6a988359a7eafc3cd3f8e7bc2e88cd2fdf0b877/coverage-7.15.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9854ca62c152874b2060772503535be2e8f53f70b8aaa7686b094888d872f984", size = 256881, upload-time = "2026-07-15T18:55:23.125Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/4f/1ef342339c7916d0096bc5888cc0f653882cc7bc8f897d5cb89143287c9b/coverage-7.15.2-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:913b6c56e110da40e035bbd168353bf7aaa2544a5eaccea5d98a4629aac156c7", size = 259196, upload-time = "2026-07-15T18:55:25.099Z" },
-    { url = "https://files.pythonhosted.org/packages/fe/f4/7ed055d7a9c5ec13b161773a115a5ccc6b0081d568c31fad830806306cc7/coverage-7.15.2-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:aaccad4129d735a8a4d526f26929894c9a4e8ef7034566f210b176749d6906e3", size = 253036, upload-time = "2026-07-15T18:55:27.018Z" },
-    { url = "https://files.pythonhosted.org/packages/14/79/ea82cca18c242a3a38b6c017da39726aa62dcb64aa635abf79b92009975c/coverage-7.15.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a164b50081fc7357331c4024ef4d17b78ba325f8380d05f5a69599a7e05257ee", size = 254887, upload-time = "2026-07-15T18:55:29.084Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/ba/a136db3c0d9562b00e10b72540dbf3a33cd3bc5b95060c9308e247494623/coverage-7.15.2-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:bfd341ccf78128e72c094bc70cc25b3ef309c33c7c2c66ba3ed4309549e02de1", size = 252852, upload-time = "2026-07-15T18:55:31.184Z" },
-    { url = "https://files.pythonhosted.org/packages/17/17/ea334246b16b7d059953fad6fdefa11e33c68efbd3fe37b1098120a1fac2/coverage-7.15.2-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:1473b3ba8e7ee0f076117b1a72c23f579a2b9e2bb742f48a8d86ea27ca93f91a", size = 257128, upload-time = "2026-07-15T18:55:33.163Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/c3/074fb66d46d607855f710876b117cbda562c5ab08363528e78820449f937/coverage-7.15.2-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:17c432b5f73ad52ef46fb06019f6fa7c66ce381961cf0f7dfd1d3a4bd3a98145", size = 252668, upload-time = "2026-07-15T18:55:35.063Z" },
-    { url = "https://files.pythonhosted.org/packages/e1/c1/f620850ada9b36435921c9a3a8057013422b1d964eb4bf37fe138724d192/coverage-7.15.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:77f0ef5011df53a4bd1b35211ab122287f8d9b8d7aa1c4553e5c2deb24b1d446", size = 254325, upload-time = "2026-07-15T18:55:37.125Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/31/a729ca3689404493af82ef8e6ff70bd88bdda8da89aeef6ca9b387aeb2b4/coverage-7.15.2-cp314-cp314-win32.whl", hash = "sha256:f653e5d7248c1191ec988a85c72edeab46c3ff44f90639a4ed4874ec0be90243", size = 223844, upload-time = "2026-07-15T18:55:39.078Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/83/5d809dc808fb1698c671f3e372259bb9158e64b7ea526fc6ab7de64de9fe/coverage-7.15.2-cp314-cp314-win_amd64.whl", hash = "sha256:9911f31aad8906abe337c271343485cf20df5e70df5d2f57f9f136e7b55f26bc", size = 224331, upload-time = "2026-07-15T18:55:41.346Z" },
-    { url = "https://files.pythonhosted.org/packages/16/4e/35e488548e952795829e129995c4174df33bf432b591d1aa42c8d9e4e7ad/coverage-7.15.2-cp314-cp314-win_arm64.whl", hash = "sha256:e38def96ad59853824c97953fdcd2c320a84ba3ce99b417db78af8bb6c3db635", size = 223760, upload-time = "2026-07-15T18:55:43.518Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/49/dd2c86cd6374038f6e415fb5bfb86db5218553209c081384a020369dee79/coverage-7.15.2-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:835ec4e20b45f0a7f63ed78f94065aca00de033403df8377bfe8b9c6abc0a7be", size = 222384, upload-time = "2026-07-15T18:55:45.569Z" },
-    { url = "https://files.pythonhosted.org/packages/d3/74/173ff17a1c0808e5a438f549f6f145d5ac7528f2791310b63523e3200ac7/coverage-7.15.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:7466cc7ab6dc0db871d264bf99e8779f0917ee63d40730af0552f71535a6e072", size = 222647, upload-time = "2026-07-15T18:55:47.544Z" },
-    { url = "https://files.pythonhosted.org/packages/84/f8/b8cba872162356fb44ac79c10309d987206a4461e32072fc29228dad7331/coverage-7.15.2-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:e370c12133095ff18432de8c044962be85a5a96d90c6fcbce8e17e76236d2328", size = 264013, upload-time = "2026-07-15T18:55:49.768Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/67/a807a7586d0b8cae485308ddd55756f0806c92f8e0b411bacbf23c48edf3/coverage-7.15.2-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:fe41909c9515c3bfdb5f02c4d1f857dba322d9a9a1178069b91eea77889df63a", size = 266135, upload-time = "2026-07-15T18:55:51.941Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/67/cd78771dc985f7e4ebdcc82b1a96d9a932af9e806f01f2f91a89f4c72e80/coverage-7.15.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6aa28cfb6488e5453b5b762d65f73aa586380f6693a04d58078ce228a29b06c0", size = 268555, upload-time = "2026-07-15T18:55:54.065Z" },
-    { url = "https://files.pythonhosted.org/packages/18/3e/10134cf81275188c58568f324fc74aedff32c63ca4d5bbc513a91944a6f0/coverage-7.15.2-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:bcc0aae933921d03096f53b0b03eeb702129fd406dee59f08d2efacc68681fa5", size = 269674, upload-time = "2026-07-15T18:55:56.066Z" },
-    { url = "https://files.pythonhosted.org/packages/75/4a/771b77de446cba985dc414bbc5844bd21604da05dbc044286df8318a48a7/coverage-7.15.2-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7c63387e21ab21f512c69c9756a8c7dadd322c7275edb064064433c9a09c3743", size = 263101, upload-time = "2026-07-15T18:55:58.107Z" },
-    { url = "https://files.pythonhosted.org/packages/5f/b5/70a7011da15f4071943361183aefa27847f3e3aec4fd335f1cb3d3a622b1/coverage-7.15.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:0e55510bc98ae943cece9e667a6c0fe94c6a92913720dea34243657a17993d0c", size = 266007, upload-time = "2026-07-15T18:56:00.468Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/0d/f9547e804ce7ad49646ffeffac26699510efbe6c0f751b66fdc960c4e825/coverage-7.15.2-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:2ff08701be2d1556fc78b326c80a3e8042da09352ecb3819105f8e386c8a3071", size = 263611, upload-time = "2026-07-15T18:56:02.615Z" },
-    { url = "https://files.pythonhosted.org/packages/ac/59/f576a396659c0efd351f5c1544f67c3560e89c7761cabf7f65e412beeda5/coverage-7.15.2-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:38c9518b7103826c403a461544e3c2e77151e8676d06eaed85911a97e962584a", size = 267344, upload-time = "2026-07-15T18:56:04.622Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/5d/c2e4fce3579c0cb635024293f1a32bbe26df101b3e3a69f22243d1352b6c/coverage-7.15.2-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:dee88b1ed88587abd8c0269a1fc1f4cc77f7750d1dfde2869e2a123af420e67d", size = 262456, upload-time = "2026-07-15T18:56:06.641Z" },
-    { url = "https://files.pythonhosted.org/packages/bb/dd/956287d69436b66094bc4b57ac2da71e43bfd2a5524e958900b9f582fcf8/coverage-7.15.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:2fbeeeecea279727f8ac16c8e1133ddfeee793e985c86ae343d6a5ce744eef8c", size = 264771, upload-time = "2026-07-15T18:56:08.795Z" },
-    { url = "https://files.pythonhosted.org/packages/2c/5a/6f979530c2734c575de77cf58f5f28d51f7123a94b5030fd9156fe5f363c/coverage-7.15.2-cp314-cp314t-win32.whl", hash = "sha256:cb0fddaa6884be6aae36ced9544b5e90f7d5f03845a2853bf47a14953a4e8688", size = 224151, upload-time = "2026-07-15T18:56:10.856Z" },
-    { url = "https://files.pythonhosted.org/packages/54/7e/27f6b2a74d484742f4017553e710b01e396b23d809df3e95ca0bb9a2824b/coverage-7.15.2-cp314-cp314t-win_amd64.whl", hash = "sha256:77f091ea3a9cc611cd29f433565476bc1936c084ac8eee00ea0e7e70c27e4199", size = 224981, upload-time = "2026-07-15T18:56:12.928Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/48/284863423aa474240f6842bd00d680da22f4e6ea2e466618ef7c9c9e69a9/coverage-7.15.2-cp314-cp314t-win_arm64.whl", hash = "sha256:6fc448c377d6eeb00a47c673494bd9bae29280ca53987e1869e67ebedfe20658", size = 224294, upload-time = "2026-07-15T18:56:15.156Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/82/32e3bd191d498e64f6f911ad55d14006a0861e54869d2d32452326399e65/coverage-7.15.2-py3-none-any.whl", hash = "sha256:eb6bcae8d1a9d305351ecb108232441d11c5cfe9de840a04388ba5d2db8d735c", size = 213375, upload-time = "2026-07-15T18:56:17.305Z" },
+version = "7.15.4"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/be/c3/4f2195f512fb172aa425a8803a874b2baa9ba7f80ff7b6080998761fc701/coverage-7.15.4.tar.gz", hash = "sha256:0548198fff07ccf4faf469520bce1c2eceb1ce3e62891921138dec10907f9d00", size = 936952, upload-time = "2026-08-06T13:50:24.442Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1d/48/bc8d4ba7b37551a767bd863f15b3f80182b271c2f55975356f5f7dbe94c2/coverage-7.15.4-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d4fedd1f7f428f9fe83b1ead5e7cc87a43427be31aadafbac3ac0636dc7abb22", size = 222543, upload-time = "2026-08-06T13:47:37.562Z" },
+    { url = "https://files.pythonhosted.org/packages/20/dd/88d6f83f1fffc974a3691a34a97951c5b12df7512a6782c5963883cbc058/coverage-7.15.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:37e2f0cdf58e2e1fed4e4d5a8f8786ae2f7eb80b478016876667dc4a01d60a97", size = 222905, upload-time = "2026-08-06T13:47:38.927Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/5c/54ee0d4748585bb0acab9891cd8d92f2d3593165b4e59fc9de113bfb3140/coverage-7.15.4-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:fb55d0e70bb15f2e81477613627286581414693d74ac7963c93a790dd453ca9d", size = 254407, upload-time = "2026-08-06T13:47:40.488Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/3f/f0642a372f494bd0d7dad3b497083b910194a5f1c88be2c94fef707c3b59/coverage-7.15.4-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:899b9da30f3c6c336566e3707495bb23e8302d39d862f01fa78c48b99b9437e2", size = 257145, upload-time = "2026-08-06T13:47:41.931Z" },
+    { url = "https://files.pythonhosted.org/packages/71/17/8b46d0ed68251016002ec972c8fc0119961a765d0984cafb8bf317c43758/coverage-7.15.4-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d15715e8c46552827e5e4f30a35575a2dbcad14454cf3284c54483946bd16931", size = 258257, upload-time = "2026-08-06T13:47:43.527Z" },
+    { url = "https://files.pythonhosted.org/packages/30/b8/8498a0e72d0adbe15477dd07463d2b3bb2c9f6a4815e8589e50939e2c3ae/coverage-7.15.4-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:002a438859f7b430bc99afeaf01a6d187dad1d0dc907b64cdeffc632a5db8fd8", size = 260517, upload-time = "2026-08-06T13:47:45.121Z" },
+    { url = "https://files.pythonhosted.org/packages/41/e1/7dce19c3bdb1e3dd63e769508216500edad81bd5f69a26d724e32aceaf78/coverage-7.15.4-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e4193a04b518f7968f3099755f5509ee7cccc6dc2b92a6b14841934d22e222c9", size = 254785, upload-time = "2026-08-06T13:47:46.541Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/b1/e1494703c675a2561723cd9b89f45c9168782c31280c611b1f767851e57c/coverage-7.15.4-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e98dcc55d572b38e69d117da7e8e8efb8500f1f5eaf81ecd460a63220790b839", size = 256176, upload-time = "2026-08-06T13:47:48.155Z" },
+    { url = "https://files.pythonhosted.org/packages/73/76/a5629d270fb638a43a4b10466f51e2f49d532c1aa4da2913cbbb150bbe0a/coverage-7.15.4-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:af6c538498ce66c10d3fd541c2a8d5b03da5850355add34e6cba564210cb9e72", size = 254321, upload-time = "2026-08-06T13:47:49.757Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/4f/9c44447218435d5766b911534f9d798144a5560f85e9a54ebe5f3f5d19f9/coverage-7.15.4-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:1d10025d96ea89fc2f73714dbc4cbd433fe012c1ac9e23f895d7728b238b6e52", size = 258390, upload-time = "2026-08-06T13:47:51.248Z" },
+    { url = "https://files.pythonhosted.org/packages/de/36/c1e127616fb3fa18a9ff71e76c417f2fd7424332a4870015ac224ef4c039/coverage-7.15.4-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:d802e1947603162ded419bff83ac7489820355d2b856dfb09206574e3a37ac0c", size = 253894, upload-time = "2026-08-06T13:47:52.816Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/b9/fdb92c8ae7a8bb9b850cc253b7b3b9c8526f68130002048b5671cd510d09/coverage-7.15.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c2de40895718f91951b86712b4c5b694acaf9a0a49be13874896f599a1eed3f4", size = 255763, upload-time = "2026-08-06T13:47:54.296Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/c0/a7d51b2587c7bdb76e71b0896d2565bf7d60436b5122fc83e511adb1f7cd/coverage-7.15.4-cp312-cp312-win32.whl", hash = "sha256:5c3431b2161279b7db5c2a1aa58ae02e5cb8c3c42d93a5094be3f5537bd5b11b", size = 224597, upload-time = "2026-08-06T13:47:56.074Z" },
+    { url = "https://files.pythonhosted.org/packages/49/b9/5c5f80cc55f5acaaca6dee677626bfcec8c87204a7809b438b08e84f4571/coverage-7.15.4-cp312-cp312-win_amd64.whl", hash = "sha256:6befeab5fb2b51c958ca4ac6c5d141a1e8240f4f76e46350f1911963deda49cd", size = 225135, upload-time = "2026-08-06T13:47:57.52Z" },
+    { url = "https://files.pythonhosted.org/packages/47/e4/2a4561f89ff6bf7c925c287d0f2cce8bdf139c3a33735c87e3203401cf94/coverage-7.15.4-cp312-cp312-win_arm64.whl", hash = "sha256:67bc345491ab55b837277d76f5775d057e8c7f1ac44d890d8c2c82adde258c6f", size = 224515, upload-time = "2026-08-06T13:47:58.977Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/84/651a9310859673aaa3b3203f1aa1641ca60fcf2494683e1c9474c7172780/coverage-7.15.4-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c705b28feb2775dc82a25f1d473a370bc37ff93f5177f4e29ce2425f560f6921", size = 222565, upload-time = "2026-08-06T13:48:00.796Z" },
+    { url = "https://files.pythonhosted.org/packages/82/f9/4dcf700137e8af550670f4d74d1b63828ce93e1e2b05e5f10710eb2ea987/coverage-7.15.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3ff205ab5e3ecc670f6a4dd19d9cbf12ede53dd41cfc1e15716ec961ea6d314e", size = 222936, upload-time = "2026-08-06T13:48:02.391Z" },
+    { url = "https://files.pythonhosted.org/packages/07/4a/612ff1e780b3fbfd637486f542f84adc5503873d8b5d279dec1ffeef9414/coverage-7.15.4-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:5172326e861a38b48b48befca15e0f477a26b283337a33a739c8fed229934e36", size = 253926, upload-time = "2026-08-06T13:48:04.382Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/04/d1cff1c2ead4708a6a79c01d3736b6a25bd38a36678398f72a8dd33dfad9/coverage-7.15.4-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:12b59c90084e3234fb11184886bf4a40f4f16a8c8f867be2e087b81f8e8868d4", size = 256523, upload-time = "2026-08-06T13:48:05.996Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/80/d34e13fb4b293cbdb9665838cf5522077b8ad14ef947550631a4bced36a5/coverage-7.15.4-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:349062d66f00b40fa2c1c222438bad25fabf755631b5d82937fe985c8008615c", size = 257759, upload-time = "2026-08-06T13:48:08.036Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/e7/2c5fe7636fdb0732fe0f09f308a5b066864078b7fc61f6678e8478554f2e/coverage-7.15.4-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:4256ced708e598e05209bc1a8ab4074e04a51dba4c62fb45926a229af675ace7", size = 259890, upload-time = "2026-08-06T13:48:09.834Z" },
+    { url = "https://files.pythonhosted.org/packages/92/28/9689f0858dfff59c2ea688938ab9fa2925631235df67126a42b6c5c70ae1/coverage-7.15.4-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:d80f974b20782d9612c8b4c9beeca867074c7cf4079d1419843fa25a26428b25", size = 254121, upload-time = "2026-08-06T13:48:11.459Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/e2/785077c230c157243eb5aa9a26c3be260ecd02001bead54a3cada3df8e03/coverage-7.15.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:2e179f19bfe1d31f8eeeaa12990194d761c4f62f0759661000bca6cd8729f40b", size = 255891, upload-time = "2026-08-06T13:48:13.209Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/90/e20371b17b40f912f21305c2db2f30efa3de306f7320fc916804872c85a4/coverage-7.15.4-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:8bc16bb47b7679670eceff71d78bfb7d6e5b143f6c2cd117487ec7c75e0d4b78", size = 253859, upload-time = "2026-08-06T13:48:14.736Z" },
+    { url = "https://files.pythonhosted.org/packages/05/49/25371987ee459a5f67c0427fb75c74f9358e65f2c71fe75bf41c1b6c5fcb/coverage-7.15.4-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:1cd685005cd2c4200adfc14cf39a603b9320efab3f18a8f7f156d20c9cc3345f", size = 258011, upload-time = "2026-08-06T13:48:16.464Z" },
+    { url = "https://files.pythonhosted.org/packages/30/6e/32e67467f6154bf4f1c4f63b05acc5097cba4237d45bbeeea446b52e8ac1/coverage-7.15.4-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:337399ad2c93b3acd2a937627dae8b3e86b66707cd3d3e856347999aadf1ef8d", size = 253676, upload-time = "2026-08-06T13:48:18.493Z" },
+    { url = "https://files.pythonhosted.org/packages/03/c1/8b24192e89286399765155251f99ee9f070a9d637109018ac23d99b99f6f/coverage-7.15.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:96e257121228ec5cd2bb919276e94ac11074471bc37d68dbae0e8308cce15fff", size = 255453, upload-time = "2026-08-06T13:48:20.057Z" },
+    { url = "https://files.pythonhosted.org/packages/16/6f/8b41ebdf67c87854e17c035336a90f1cfbad0c14c2a584301be6ff148718/coverage-7.15.4-cp313-cp313-win32.whl", hash = "sha256:c65a9e0dfc6143491879da4e13b5e30f8be192055de508d737fb14601edbd22c", size = 224605, upload-time = "2026-08-06T13:48:21.655Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/e2/2946c7f0b42b152ecb21ff1bdad72e3d301e790c0c487e4a86e8c9f69347/coverage-7.15.4-cp313-cp313-win_amd64.whl", hash = "sha256:2ff8f5e9b8f7a94f0c11c45631eee103dbcb7d63274edd12c56efe1be690b3b4", size = 225148, upload-time = "2026-08-06T13:48:23.376Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/83/3f4a69957f48ae7a0aba76c34743f88963d607b19e03f3f8e66f91cae0f9/coverage-7.15.4-cp313-cp313-win_arm64.whl", hash = "sha256:6e0a8a5083b096487d6cfced94cdd514d8f5db6f113610fb36c0620edb1028cf", size = 224536, upload-time = "2026-08-06T13:48:25.117Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/ac/748cf29eeb2d6be34a3176ce26a4f49e38085ee08e8935f05f6f26ed7e0f/coverage-7.15.4-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:770e9325ab5ea6d56f77e59b29ecfe0ac20b57a82a601876f90494a4dda0386f", size = 222608, upload-time = "2026-08-06T13:48:26.806Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/02/1abbf5c984677b0aa439cdacaccbf38d248939d8ef8fe1cc7a50d73edb77/coverage-7.15.4-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:d12b33a3a50a1676b7784dc8d00a0c6d66a9f2add4b85a041c19b6a7e53ef23c", size = 222940, upload-time = "2026-08-06T13:48:28.432Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/e1/ff8f9f53d9fcf586125b55d0b1f04ec1c14955fee41e83d5814bee141bb5/coverage-7.15.4-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:5669c8378ebde86f5def7a25d29586631b58acc27ffde04399f678f3dfc6e082", size = 253985, upload-time = "2026-08-06T13:48:29.995Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/26/595759762e514e81be1d7d01ed03444303bcd152226a6529998d253f9201/coverage-7.15.4-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:ff97a14362eef486483ed44042ca2027ea257df6ff768e62358ee0c9776925ac", size = 256492, upload-time = "2026-08-06T13:48:31.634Z" },
+    { url = "https://files.pythonhosted.org/packages/24/68/b79aabac54d482be23b5fcdd4f4662bff24a78edc4ee29201726929936d5/coverage-7.15.4-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5a325e815318638aed1655d9c06e6d7c2d3d46c09231ce988070428a8762d734", size = 257837, upload-time = "2026-08-06T13:48:33.186Z" },
+    { url = "https://files.pythonhosted.org/packages/09/0f/bf7f297885a5bf6fd71e5782404e0ff059ca09e8711ceb3a08544abde45a/coverage-7.15.4-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:474223409d88eb20d2d6a0d37ea60e8647a65a90cc008dc1f0410af5f64f1e0d", size = 260152, upload-time = "2026-08-06T13:48:34.75Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/f1/296744e854ff8368542343457414380465e9ceefb9192342feb9d3bc461d/coverage-7.15.4-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7f2f62ae3cd189dd2e13aece758c57b3eecbd27be070dbd4cbd10936049e5dbf", size = 253978, upload-time = "2026-08-06T13:48:36.434Z" },
+    { url = "https://files.pythonhosted.org/packages/55/b0/bbdb2e9057493e66220a2e149ca2d301ba0e3a58a83bd6b90de9826d16f3/coverage-7.15.4-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:39ece820e29e0a2ba34b3ecb3be83c27e997eed8926f2ba6fe7ce7a0bda5843b", size = 255846, upload-time = "2026-08-06T13:48:38.317Z" },
+    { url = "https://files.pythonhosted.org/packages/96/e4/38015b2b6d21258713bd17e76b59d033b191efb5703589cffd037dfbca20/coverage-7.15.4-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:f21b56dcace11dfe013014201f577dcd592b2a9b72182d930361b47cf6f73f25", size = 253808, upload-time = "2026-08-06T13:48:39.993Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/64/0d515c1e60ee6fbfd1a0e79c07cd87d388a233b7adc37758735677203808/coverage-7.15.4-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:93a3a0b662abcc10c73a47cbc72cd60f63618d6989fb2d1286e50eacd974f303", size = 258081, upload-time = "2026-08-06T13:48:41.971Z" },
+    { url = "https://files.pythonhosted.org/packages/91/71/04d9e7a3642146c6351338aef4ef85ab11dbbb54744c13245caba1aad1c0/coverage-7.15.4-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:141fae2cabf5569b782c10afc4c850ce10f618c13f8db54765cba99cc839da1f", size = 253624, upload-time = "2026-08-06T13:48:43.731Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/a7/6c28b74c81ebff66987b0e2522ba5cffa3e90b0c33cb6a2eb264d4ee8cf1/coverage-7.15.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:81294c7e6ab30c5f74c0353b11b2fd6320e72d9bee6ac73b357caa8b916323a5", size = 255280, upload-time = "2026-08-06T13:48:45.58Z" },
+    { url = "https://files.pythonhosted.org/packages/52/af/bc19996a7014b98d7bbb0f0939453c67074af65784a3aa16a789a07381fa/coverage-7.15.4-cp314-cp314-win32.whl", hash = "sha256:7bbd7d6418e0dab31a206af5203bd43ae36edb8e7fba1940b055d3e9249290d7", size = 224768, upload-time = "2026-08-06T13:48:47.525Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/90/219484e476d6e101ba0a444852579e05f5b75c37c611a42ed1190f73ef62/coverage-7.15.4-cp314-cp314-win_amd64.whl", hash = "sha256:f0204ed122758782970526057093f448051a39db9d810d4e344bb87a3546f425", size = 225259, upload-time = "2026-08-06T13:48:49.513Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/66/fa77daf4e383e5f776dac62c2409b6af81910ae6fe326bd5170dba74cc63/coverage-7.15.4-cp314-cp314-win_arm64.whl", hash = "sha256:9e71e7bc71c686a123347ae47a0de33a175e797a85bb57b791492adf4eec8ed8", size = 224684, upload-time = "2026-08-06T13:48:51.235Z" },
+    { url = "https://files.pythonhosted.org/packages/58/5b/f03bf0ce362bbf3f785fa5219620d00778d4ac6fc9e407734828e9c672f6/coverage-7.15.4-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7c922735321eef3f87c280a3d39afff6b646723a2880b862cda4ac7a093b8aa8", size = 223338, upload-time = "2026-08-06T13:48:52.896Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/76/e77d0ae22501831cc9f92193e8a957a5caa1dd177f90a6d1d9b106242d92/coverage-7.15.4-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:f41c17c4668a655ce96d090d8d5ffdc24ef64b5a02f9753884d08483e8a4a41a", size = 223609, upload-time = "2026-08-06T13:48:54.688Z" },
+    { url = "https://files.pythonhosted.org/packages/82/1a/b1f089da8d38ac612fa2dd6dc7f4a1a7657d12f3e261d2996edd3a838d0b/coverage-7.15.4-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:46822e9b6ff1c6a72b518c162c44a8f45a61a1d609c51084bf5b16c023c5037b", size = 264970, upload-time = "2026-08-06T13:48:56.403Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/31/e66d98d6e9c7fcc88470f1e234eaf6b1950dc0dfbf797f7282c1c861da24/coverage-7.15.4-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:3d6f4955b73b5445271379a59e3792b0d978f42d4a01e0cf7a67d9c33a3bb0a5", size = 267088, upload-time = "2026-08-06T13:48:58.41Z" },
+    { url = "https://files.pythonhosted.org/packages/59/a1/ae94eb2c541add426378408379f233591e069040b1e2cdb33df9498a0682/coverage-7.15.4-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3fc9e047706fb4a9abb54f719d3aa643e80e5bb3818182c40aee01ac0f0247ba", size = 269508, upload-time = "2026-08-06T13:49:00.42Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/c7/88a10694a1c6a213569766aba9f25847b28155d4ac731b13226db216356d/coverage-7.15.4-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:05e491d4f3165d62d4f5c8fd48dfeabf2ae8f42cbbd484319af33ea851b78982", size = 270629, upload-time = "2026-08-06T13:49:02.234Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/34/d8b8232e5e55169933b59aabcef2fedfa4b9d8897361bb80fcbda146505f/coverage-7.15.4-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:226c66e80ec0598d3b9b4874123df167ccca342aca8714f77cac6829688ee09c", size = 264043, upload-time = "2026-08-06T13:49:04.102Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/35/58b009dbf8c471c7224716478b9fed4a7e1af15320e1ed41660978504663/coverage-7.15.4-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ac41cc14bebda0dbfb0628036b7f75706935c95bcc07fefe9a0f93614aa60a57", size = 266963, upload-time = "2026-08-06T13:49:05.821Z" },
+    { url = "https://files.pythonhosted.org/packages/62/aa/57fbda1b42c892968273c56b6ee9dc0f1310850859230a507bc7873b1f65/coverage-7.15.4-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:8af623e5cd92080acddd02b38f2f406a2c3a0893c38950b211890361448fbf26", size = 264569, upload-time = "2026-08-06T13:49:07.706Z" },
+    { url = "https://files.pythonhosted.org/packages/98/8a/360e6e7f24d477b7e889703af0afa878d15b6d4d8d2a822b2835c169a879/coverage-7.15.4-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:07545711d4f0f32852a18f18ad11f76f0109909d09e78b9008b4cfc67e829429", size = 268299, upload-time = "2026-08-06T13:49:09.587Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/89/6f701261aee21b6b5fa8f7872229406dc917e125069448292223bf213606/coverage-7.15.4-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:a0865421cfdc53654b342d515e5a233187590882d20b95752150e53f65460017", size = 263413, upload-time = "2026-08-06T13:49:11.604Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/0f/6f04036edc260ed425af83e834f627fad48941ce97b50bfe6edd8b6fa623/coverage-7.15.4-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:460115e32ee40566476db5048f9bec1e842c127ad8e6f8be745aad3ac9cbc839", size = 265725, upload-time = "2026-08-06T13:49:13.38Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/ce/d19b5d4d5c49a7bfb925fd74310fee7d28bc99520ac3367ccbc54e662518/coverage-7.15.4-cp314-cp314t-win32.whl", hash = "sha256:cbde877ef9dd7baf272b9bfef2b8a25edd45d9170fc326951dd20eb480335e85", size = 225079, upload-time = "2026-08-06T13:49:15.265Z" },
+    { url = "https://files.pythonhosted.org/packages/26/bb/7aa1b3b173faee0679037ca950bbbe1247273656697994d8d13f80f8d4b4/coverage-7.15.4-cp314-cp314t-win_amd64.whl", hash = "sha256:3da9e92d1c551fd7563833e9ade686efb0c4b7363ab7681a94283958c950bf5e", size = 225911, upload-time = "2026-08-06T13:49:17.279Z" },
+    { url = "https://files.pythonhosted.org/packages/81/1c/4ea9e47426d80038d9222db3c4534cb6021a74b237d3ff97ffd33b6600dd/coverage-7.15.4-cp314-cp314t-win_arm64.whl", hash = "sha256:3a54f5a0d85050c73a38f6793090ee83974531e67fe5e57a1da9bee11398aa5e", size = 225219, upload-time = "2026-08-06T13:49:19.293Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/c4/dc5d2ac8f9142e7ec7de66e7bf0591db29d78955a040bd915870d9c0e657/coverage-7.15.4-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:2c9872e4d9dc5d3cf616bf4b382f5a00359305a5be666a3dd0b5cdb4e49597f9", size = 222604, upload-time = "2026-08-06T13:49:21.279Z" },
+    { url = "https://files.pythonhosted.org/packages/70/39/33e63df81fe2ee100897451841c821467635923e58e37c6bd4b46dd8106c/coverage-7.15.4-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:e101dbb4b9b72f0cddd8cdc8c9c5b47f456766f5e0ac82dbfb75e5c55409b78a", size = 222944, upload-time = "2026-08-06T13:49:23.187Z" },
+    { url = "https://files.pythonhosted.org/packages/99/1f/ef3ffb5557febc75a0d97aa459d0266d7d741110265121cc6d8539343d44/coverage-7.15.4-cp315-cp315-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:7d1abebdb047729e852b9c77a00497dfbeb11eb3a117e037d7dbc3ac8e5f5c54", size = 254050, upload-time = "2026-08-06T13:49:25.008Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/f5/1f0f6f77698c3601ca0ae7431e34b24c62ca2f06fecb23b73ed1f651d2be/coverage-7.15.4-cp315-cp315-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:d28a4a899354d0ea6214cc59b4fa19eefbce1b9ff1688ab579acf49e894bd3fb", size = 256967, upload-time = "2026-08-06T13:49:26.896Z" },
+    { url = "https://files.pythonhosted.org/packages/03/7a/2ed9bed79925f4367c83c77f66a89e5ca7229c288d2d19ad5f36d1ca0070/coverage-7.15.4-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ffb3c2aacea411cc7e1d27712490c11108e2de1d39019ae32915493a59a8b9ed", size = 258587, upload-time = "2026-08-06T13:49:28.692Z" },
+    { url = "https://files.pythonhosted.org/packages/45/8c/fa34044f71b7cc4ecb6da9c2408770959b0591fa9b5fb6fb6bca38f94298/coverage-7.15.4-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a9447978a92f405d301123cfd39ff49895490efb769a758fe2734c7f631bf8ce", size = 260785, upload-time = "2026-08-06T13:49:30.472Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/54/d5727ce36b4524a7394ab9f5f1df378e1f23affcdab01037dc8655185cc7/coverage-7.15.4-cp315-cp315-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:050467a7983b8e2fe7dd41a78bb30c3e7f8c0b8cafda14b1c46f8b5e3cf2dd3c", size = 254545, upload-time = "2026-08-06T13:49:32.271Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/e6/6e3783e576719590194bdffb6dd6d85490801785b7c331e35a245d8cb8b5/coverage-7.15.4-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:d003b7a5708ddad5c206c79607a6b92abb6fc13c57d99d8a4468cc03a2941ced", size = 256682, upload-time = "2026-08-06T13:49:34.089Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/f2/bacdbde18b69ed2de424fcf64d9fb0a4913753d4f0eca8bae9daad69f4bd/coverage-7.15.4-cp315-cp315-musllinux_1_2_i686.whl", hash = "sha256:c38efe30fd74e5c19e9433f11fb1f5dc9c6522770971b7c6145bbaa413dc8800", size = 254560, upload-time = "2026-08-06T13:49:36.052Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/a3/1fb927196e3477c1b48831169ab58ba08f451ba87ae311ff1de68b26a616/coverage-7.15.4-cp315-cp315-musllinux_1_2_ppc64le.whl", hash = "sha256:1f4f826d70f772ab8b0c052329580d7fe8b8abd191e4ce0c8f81aec6614665d3", size = 258792, upload-time = "2026-08-06T13:49:38.01Z" },
+    { url = "https://files.pythonhosted.org/packages/41/58/30d4c149c69053de0edfe325614c1d28d508f62b1783e0e4a234d2e49136/coverage-7.15.4-cp315-cp315-musllinux_1_2_riscv64.whl", hash = "sha256:4a4bf917c9953f57c957be31c1cd504e3bd2f34d4a352b9d391a3025336f6768", size = 253968, upload-time = "2026-08-06T13:49:39.934Z" },
+    { url = "https://files.pythonhosted.org/packages/89/e4/77f639371b918aad30dda4051f95404b43578f7f2e2f87ba73e02ed1ff37/coverage-7.15.4-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:1c9bf40ebef178a45192c75c4964760bb261b0e6ad725da5fc4c93f674f19753", size = 255893, upload-time = "2026-08-06T13:49:41.825Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/62/13be29b3ddab35f14c87967a4820a05106d2a3eccb4fa4ff550bf30b75e0/coverage-7.15.4-cp315-cp315-win32.whl", hash = "sha256:43619d04c3671792d2c4706ae8bf45e265dc87bbd4078189ef8b847ea1e74be2", size = 224768, upload-time = "2026-08-06T13:49:44.08Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/70/af0c6be0f964af6954f6b74bc109b0dbca02824696d2520fb17fe1ab06e3/coverage-7.15.4-cp315-cp315-win_amd64.whl", hash = "sha256:be619439dbcd31a2eab10b32de9fff62c26ed4bab69dc32b8363fdaaa0882809", size = 225242, upload-time = "2026-08-06T13:49:45.899Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/2d/f3bd3aab899fc9efc18b53133ee68f5f98574ef480649b23e12962226387/coverage-7.15.4-cp315-cp315-win_arm64.whl", hash = "sha256:def597967dafc2e8d97c9097ea453c464e0bb8ed38f193a43070f10dc623bb6d", size = 224674, upload-time = "2026-08-06T13:49:48.322Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/ca/f69251cd63eabc6438321aea22148754cce758a26bde07dd490e3fe7cfc5/coverage-7.15.4-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:c7dbc748ac8a1e3e59a2b28bea47675e6e778081dbbf081bde0d75def2fcbe1d", size = 223333, upload-time = "2026-08-06T13:49:50.293Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/a7/037b53b2885b0d8447064432491a4d5a1014cd9f97a594d53acd0c04541a/coverage-7.15.4-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:2413074a5ecbb61a01a7888fc72db0ca324d13588c5b38bc0dd8564cdcdfea26", size = 223630, upload-time = "2026-08-06T13:49:52.637Z" },
+    { url = "https://files.pythonhosted.org/packages/80/4f/152b8a4779ae90da11bb24f7467df8a59f0be48a5c52acb856325ca48289/coverage-7.15.4-cp315-cp315t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:4e6f6f632b7b2f714bf7a1346e8f97b650ee71f3c298aaad42a2ab60f0f07645", size = 264489, upload-time = "2026-08-06T13:49:54.52Z" },
+    { url = "https://files.pythonhosted.org/packages/10/2d/84b4b9e0e1dd6528a51920ff7031f35b789382e467a28ec6a5a578cb8812/coverage-7.15.4-cp315-cp315t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:8df457da2249d3c75ca2e5e835d59c725abfe92d27fdff6cd99eed85b51d5e9a", size = 267567, upload-time = "2026-08-06T13:49:56.721Z" },
+    { url = "https://files.pythonhosted.org/packages/53/fc/ba01cc25299f9f8a2c8b02d3b28c53f3543d9fbfbe4e74fa2760b48f163e/coverage-7.15.4-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:050f66a08805acb5b8a23c6d4a517b1ecf82c08e81ed0e4bd727df065e5c6624", size = 270123, upload-time = "2026-08-06T13:49:58.736Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/d0/db2647cbf40b14f8c308f94ff7bf89c06d564e59f396906edf50086ec788/coverage-7.15.4-cp315-cp315t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:1587fb771d1ccceef708fdde1e5af8c7ed24b486b61d13a321acb7d8145390aa", size = 271107, upload-time = "2026-08-06T13:50:00.811Z" },
+    { url = "https://files.pythonhosted.org/packages/70/ff/4d2d17924552c458bb4f77dd631f0e3bc92fbbdf2d2d916cd4b33bbfd5b1/coverage-7.15.4-cp315-cp315t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:8b4f1c3a69ca580f3fbd6b2046915f536d7f586874f25c1bb23add2a3c88d50f", size = 264955, upload-time = "2026-08-06T13:50:03.023Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/de/dc010c7a3691f396d93bbc26bfcafa1c2a3a351cd520470f15faf5795bd5/coverage-7.15.4-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:ffb58d7eff5b7f6ecc6fa21d6288ab7f968a212cb67d682c269c09b9eba3b66f", size = 267949, upload-time = "2026-08-06T13:50:05.557Z" },
+    { url = "https://files.pythonhosted.org/packages/78/ea/dc96a11375e83c045c2f7c61fb6918277cfe9401db7c0f7b1d111a84b2e5/coverage-7.15.4-cp315-cp315t-musllinux_1_2_i686.whl", hash = "sha256:d9df165544774574ee004b953023d1bebada1894a80b1052a43d798b0f676e67", size = 264421, upload-time = "2026-08-06T13:50:07.612Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/86/b77131a0f9503ce461cd577076147d7a9040f0c5dda772686f729e2cc9cb/coverage-7.15.4-cp315-cp315t-musllinux_1_2_ppc64le.whl", hash = "sha256:f9de0a24a4079b53e523b5c5e2c5945ec251ab486652659955187cf255a259bc", size = 269121, upload-time = "2026-08-06T13:50:09.58Z" },
+    { url = "https://files.pythonhosted.org/packages/24/24/944bc35007862955e7ebf05754e645419dcf5d7526c52735cfa2715e8ebf/coverage-7.15.4-cp315-cp315t-musllinux_1_2_riscv64.whl", hash = "sha256:150089274bdc9f940628552cb92844e0223c987f1902ab8efe9f45a2ec758d88", size = 264565, upload-time = "2026-08-06T13:50:11.722Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/cc/a3bb9f93e7e740659163e2ea584f8196ddcd2c456a5dbe15f6c50105fec1/coverage-7.15.4-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:a58a94fed5da6997d258e8f7668c1e195fbd04a691d781b7558f1e468f9e68bc", size = 266522, upload-time = "2026-08-06T13:50:13.786Z" },
+    { url = "https://files.pythonhosted.org/packages/49/dd/e0e40f3560d878d888c580698ff5ad1179f5e1c3ac949684ef66b41a3817/coverage-7.15.4-cp315-cp315t-win32.whl", hash = "sha256:ebd5a6d8466ff30836572f3ba2cae8a5e8f85029b1c6d5e2ed338dc472a5166a", size = 225068, upload-time = "2026-08-06T13:50:15.825Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/7e/37732ea80eebc30e976e4cdab15c190bc42d96959a42e38ddf6f8c60468f/coverage-7.15.4-cp315-cp315t-win_amd64.whl", hash = "sha256:288bde2a2d7ab6b6c2d7252fcde8b524387f2d970bdba9658fc6f8bbcaef0f9b", size = 225895, upload-time = "2026-08-06T13:50:17.928Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/08/1e00f7923eaaba45fb3d51dd794125fc766304b1df264f3a9c6557bfb30e/coverage-7.15.4-cp315-cp315t-win_arm64.whl", hash = "sha256:68be5e1de60ff13c9095bbec0e5a7fa45b33b101752215b91345ea1f61c4a278", size = 225213, upload-time = "2026-08-06T13:50:19.981Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/d9/e70c286c979378f061d8266e279b686ab0b0b688e1fe0af864684f23a77d/coverage-7.15.4-py3-none-any.whl", hash = "sha256:964730a1e9de9c0cf11be6a1a3c79ce419c34882842abd256086ba4698705e84", size = 214332, upload-time = "2026-08-06T13:50:22.192Z" },
 ]
 
 [[package]]
@@ -388,11 +511,11 @@ wheels = [
 
 [[package]]
 name = "filelock"
-version = "3.31.0"
+version = "3.32.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/4a/9f/994e80905542b748eb5b9f36d71458f0aea51a7be0fcb52ad959787dc1b7/filelock-3.31.0.tar.gz", hash = "sha256:c188cbc4307c18894c5424fa73f97ea7fa127ddf62192487546da3a214d0a381", size = 180931, upload-time = "2026-07-18T05:53:29.262Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/64/a02e6765de08964ed371eca577870593245afc9dfac16d037de7c10d18e6/filelock-3.32.3.tar.gz", hash = "sha256:0ffa185a3540854c95caa7fa76b76cb219d907415e2c5dc9af25fd970563487f", size = 218135, upload-time = "2026-08-13T16:00:05.577Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5b/4a/e213905d3b8ad3d35d14fc056b36134a274e7f6a1050e94428b5be10a94c/filelock-3.31.0-py3-none-any.whl", hash = "sha256:739b73e580fe88bb78d830aeddbc492519ece3d97ac8368de13a2032c61010c1", size = 96080, upload-time = "2026-07-18T05:53:27.732Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/8e/50f46a9c0ce8d2861a394c1347caae037ea0431d2f67d7feb151cbc4649a/filelock-3.32.3-py3-none-any.whl", hash = "sha256:7f0ca4bcc0e181c60dbbd8aa9ab5b120ebb99e4e064e83636340056f833a1f09", size = 98901, upload-time = "2026-08-13T16:00:03.974Z" },
 ]
 
 [[package]]
@@ -687,64 +810,103 @@ wheels = [
 
 [[package]]
 name = "librt"
-version = "0.13.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/dc/2f/3908645ddddab7120b46295e541ead308109fa48dbec7d67d7a778870d60/librt-0.13.0.tar.gz", hash = "sha256:1d2a610c14ac0d0750ee0a3ab8548e83155258387891caaca04def4bf7289781", size = 211402, upload-time = "2026-07-08T12:26:29.834Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/f0/f4/b2933ddae222dac338476abb872641169a5cfed2c2bb5444a5b07b32b0c3/librt-0.13.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:30536798f4504c0fad0885b1d371b0539abb081e4570c9d7c641cb51141b49f0", size = 150990, upload-time = "2026-07-08T12:25:02.42Z" },
-    { url = "https://files.pythonhosted.org/packages/90/ef/db98f744ca50e6efc9c95c70ee49b77aefac31f6a3fc7c83754a42d6a74f/librt-0.13.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:93d24ebb82aa4420b1409c389e7857bc35bd0b668007ac8172427d5c73cc8cc5", size = 155238, upload-time = "2026-07-08T12:25:03.681Z" },
-    { url = "https://files.pythonhosted.org/packages/03/e7/a197e7bc72baf2c61ce7fdc6906a5054dc05bd8da0819aa894e4857bf87e/librt-0.13.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cb8a1adce42d8b75485a5d56a9623a50bcab995b6079f1dac59fc44034dd93d9", size = 503073, upload-time = "2026-07-08T12:25:05.049Z" },
-    { url = "https://files.pythonhosted.org/packages/f8/e7/7887712e27da7c1ab80fcabb1de6eb24243964f6557cae530d4b70706dbd/librt-0.13.0-cp312-cp312-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:0763ca2ab66058174f9dee426dc64f5e0a89c24a7df8d3fe3f1836c04e25de4b", size = 496528, upload-time = "2026-07-08T12:25:06.26Z" },
-    { url = "https://files.pythonhosted.org/packages/94/f0/f2283385bb6b950b26a1410f4ce51ec27231e0b3a4b925c46366d218b198/librt-0.13.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b222493da6e7b6199db9bd79502436cf5a27da3c1f7fa83c7e285444fc93fd03", size = 531786, upload-time = "2026-07-08T12:25:07.658Z" },
-    { url = "https://files.pythonhosted.org/packages/36/11/69ac3b54766ffba5fd7e5acebfb048d66dbe1f9f2d14516c2b3edc59cf87/librt-0.13.0-cp312-cp312-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:fadc63331f4388c3dc90090448f682a7e9feafc11481391c1e94f2f907a3976e", size = 524393, upload-time = "2026-07-08T12:25:09.121Z" },
-    { url = "https://files.pythonhosted.org/packages/61/5f/d72f95fd444a926a3c14b4e24979474116988dd57a45be242077c45d3c22/librt-0.13.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:70d9c62a4cffd9f23396cd5ef93fc5d11b31596b9b7d6306074abe3d5fcf09bd", size = 543026, upload-time = "2026-07-08T12:25:10.459Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/08/dcd9993ad192737a004ba263d549f8ea605b326b952e7d6205c7d4170b76/librt-0.13.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:66c0e7e6b02a155576df2c77ec933a70b72da726e248c494abf690923e624348", size = 546829, upload-time = "2026-07-08T12:25:11.716Z" },
-    { url = "https://files.pythonhosted.org/packages/96/d5/6d9bb2f54e4109a956b7128836529653eb9d740f784bc47ed10a02c1000e/librt-0.13.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:ac04bcd3328eb91d99dfedf6a60d9c1f15d3434e6f6daf922f0420f7d90b85c7", size = 535700, upload-time = "2026-07-08T12:25:13.144Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/f2/10946922503858a359492fa27f13e86228bde702116a740ac7b3cd185f24/librt-0.13.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:db327e7271e653c32040b85ae6188059c924b57d7e1e29f935523fa017cd4e82", size = 573566, upload-time = "2026-07-08T12:25:14.336Z" },
-    { url = "https://files.pythonhosted.org/packages/48/a8/94f00e3c99479a18088af3685ea016c42f3c7d5d1964d8dbb40c08d7f1aa/librt-0.13.0-cp312-cp312-win32.whl", hash = "sha256:860bd1d8ba48456ce08feaf8d343a8aaeb2fa086f2bcaa2a923fa3f7a3ff9aa3", size = 106099, upload-time = "2026-07-08T12:25:16.159Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/7b/2da9c74c1ed25a89cc4e1c8e007ea2eb4a0f1fafa3e70d757fe3242c5c5c/librt-0.13.0-cp312-cp312-win_amd64.whl", hash = "sha256:e54a315caf843c8d77e388cadc56ea9ded569935ee2d2347d7ea94992e5aa6fa", size = 126934, upload-time = "2026-07-08T12:25:17.275Z" },
-    { url = "https://files.pythonhosted.org/packages/d0/65/aead61bbf3b5358593f9d4779d2a0e88eaf6ec191a6342dde36dd1df6371/librt-0.13.0-cp312-cp312-win_arm64.whl", hash = "sha256:c718e99a0992127af84385378460db624103b559ab260435abcfe77a4e4ed1c1", size = 112236, upload-time = "2026-07-08T12:25:18.425Z" },
-    { url = "https://files.pythonhosted.org/packages/67/3b/18e7b63255297a2bdc9c25c8d6d4ca8eca9f63aceb1252c0f7427ac7099e/librt-0.13.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:a468951af16155824e88bdd8326ebe5bdb371f3ec0ac04642994b98201d914f3", size = 151027, upload-time = "2026-07-08T12:25:19.638Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/68/e2248452c00d1a03b45fee1752cdc8f790a476efd2402b75181da88a9e61/librt-0.13.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:ae01d8512cc17079e53425635327dbf3f7ff57a42c00dec348bf79791c56444c", size = 155152, upload-time = "2026-07-08T12:25:20.851Z" },
-    { url = "https://files.pythonhosted.org/packages/0e/16/52b1c99bf19057a062aac39c900cbb81499f6f75d6c537c14463d247ba78/librt-0.13.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:32c26893cd085c1efe83219e78d866da23fb20a066101b8f68210004361d224c", size = 502499, upload-time = "2026-07-08T12:25:22.055Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/54/b811151805c795f55e0dedee6ec687b75f9982a8105d240ea3910737a77b/librt-0.13.0-cp313-cp313-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:5929da1981a46bcf4b28b1b9499905f0ff58e2419da402a048234e9783acbc4b", size = 496108, upload-time = "2026-07-08T12:25:23.296Z" },
-    { url = "https://files.pythonhosted.org/packages/8f/f8/094d6b2bd93f3fdaa54db54cc788c4a365333bddad65ab02e04da0b1d004/librt-0.13.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:94b85d664d777bab6c0d709416cb42938251fda9e221b79e3a2215d85df5f4f9", size = 531576, upload-time = "2026-07-08T12:25:24.648Z" },
-    { url = "https://files.pythonhosted.org/packages/2e/40/541733d5755824f968f7ec39d78ffbd75d145964157ae5e69a09ec6d7326/librt-0.13.0-cp313-cp313-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:531b2df3e9fe96b1fcf73a6d165921e4656be5f58d631d384ebce344298368db", size = 524390, upload-time = "2026-07-08T12:25:25.898Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/b5/255673cfdbf5ba663339d36cd863c897289ab4337577e19f9405ce059f36/librt-0.13.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:109b84a9edf69ad89dc1f66358659e14a031baca95e3e5b0060bd903ede8efd6", size = 543053, upload-time = "2026-07-08T12:25:27.436Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/11/ab5005e9c9850710f21e354201bf090646349d3fabf5f951eaf70235729e/librt-0.13.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:1304368a3e7ffc3e9db986796cc5326fdb5943a3567ecc137cff318e4240c0e7", size = 546387, upload-time = "2026-07-08T12:25:28.65Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/04/a5d7ce1d1df1afd15ca283dcdf7530ac073e12d69ae8c40879dda96f7868/librt-0.13.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:e4f9b472e7d308d94b62c801982065661158c6ed02790d6c7ddb4337cea0f9c1", size = 535970, upload-time = "2026-07-08T12:25:30.171Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/76/927e267a6daa290174ac281b23c9804c8829b042ade9c6f24a065f540958/librt-0.13.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9f836c37478f167a81200d8c8b2c920a22224564bed2c23d7aeec760965c367a", size = 573582, upload-time = "2026-07-08T12:25:31.507Z" },
-    { url = "https://files.pythonhosted.org/packages/10/24/b6c5213efe39c19f9e13605644d0cf063b4ddaa33ac2e45b088e23a70e2e/librt-0.13.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl", hash = "sha256:4000d961ff9598ac6ea603c6c836a5ed49bc205ade5fc378b998dfe1e2c36628", size = 82189, upload-time = "2026-07-08T12:25:32.675Z" },
-    { url = "https://files.pythonhosted.org/packages/4c/00/d29736be177a906ac0b84a5b04b4fbfa22c776dc2f366de4172b0f968c08/librt-0.13.0-cp313-cp313-win32.whl", hash = "sha256:79e44cff71750d299d61a678e49995b0d5935a9cda238c2574daeca3ba536927", size = 106193, upload-time = "2026-07-08T12:25:33.692Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/ac/aff6fb45393cb8912f39dfb156ef6b2d1cadb207ff465fc8f66141054be8/librt-0.13.0-cp313-cp313-win_amd64.whl", hash = "sha256:54dab44a847d5ad1acd05c8a83fe518ae685516ecf4d3f7cc6e3df2a66767650", size = 126962, upload-time = "2026-07-08T12:25:34.769Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/3a/d68cb2b334d53fd30fac81d3a489ce4ba0d9506f4df43fcf676b68352b19/librt-0.13.0-cp313-cp313-win_arm64.whl", hash = "sha256:d4cb6fbfdf874340ab5e51450753c0f817b6958a3621125ee695bbc3de866566", size = 112127, upload-time = "2026-07-08T12:25:35.981Z" },
-    { url = "https://files.pythonhosted.org/packages/7b/66/f49ae0d592bd45b6941e9a8bafcb6a87cddcd501ee7874707e767f01b585/librt-0.13.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:25218d94b1d2cbc0ba1d8a3f9dc9af578d9646e5ed16443a70cde1dfdcce6d71", size = 149818, upload-time = "2026-07-08T12:25:37.203Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/50/51c76d74014d04fb95b6506d286808984b78a2f7a41039094e6b2194ac48/librt-0.13.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:f26629539d4893c2957a16c41bb058e1e135c1f150f6a2e25ed047f64cf3f5c6", size = 154071, upload-time = "2026-07-08T12:25:39.399Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/fe/f19b0f5f82d5a1f2da736586bc840abd00ce07d6388136ae80b7333883fc/librt-0.13.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a4517d47b2b8af26975a406fba7d314de9696d864252e0257c6ea90238cfe27f", size = 494168, upload-time = "2026-07-08T12:25:40.641Z" },
-    { url = "https://files.pythonhosted.org/packages/94/bc/b8550c75775127fd31a5f20e8775997f7b527ad661fc8ddccd7497c064f7/librt-0.13.0-cp314-cp314-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:f19e181de5b3a1148bb3420b8c4b0b0ea0fce6950099724ad151d6cea5acc180", size = 491054, upload-time = "2026-07-08T12:25:41.905Z" },
-    { url = "https://files.pythonhosted.org/packages/30/14/4d0204867623df3f33f86efd3d3692ba5e01321443f4d6eab35a22697618/librt-0.13.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:22034924f5b42d5a56371cf271771bfeaabf235a7a8b6264bef2d20013f786c6", size = 523006, upload-time = "2026-07-08T12:25:43.327Z" },
-    { url = "https://files.pythonhosted.org/packages/19/0a/c45fc9a260934696bace1ac5df1e148ac92bd71767aee3bf7cd7a4534f4c/librt-0.13.0-cp314-cp314-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:c7897db4e95e22468bdda33d8e012ceacd0182abf001e6389d763f0def6286b9", size = 515058, upload-time = "2026-07-08T12:25:44.541Z" },
-    { url = "https://files.pythonhosted.org/packages/13/0a/50c5ce45b326854ef8fa6ae4c36cf5142e5c55315eaf9e51d0ae73ac4da3/librt-0.13.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:1ce61b3746545029d4f5c17d6bd74b676254ad98433086c846ffb5e8fa73f007", size = 534025, upload-time = "2026-07-08T12:25:45.825Z" },
-    { url = "https://files.pythonhosted.org/packages/89/2d/08c413c8f93fc13b8103624fce38e5caa86cd08cbbc8465870ab287af54b/librt-0.13.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:46c330e82565962c761dbce7941be2cff7db674ee807455a8d0cadc5f9b759b0", size = 540557, upload-time = "2026-07-08T12:25:47.059Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/c1/93af71fb4a364952210051811dd4e40174e79656b050c89cacac18af3330/librt-0.13.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:375f5af8f99cbaa99dd293af986e3d57caabc9ba81a5d3f021603764854197a1", size = 523201, upload-time = "2026-07-08T12:25:48.392Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/6e/9766f07b676a4889d9f8bc2864e9ba5fff165653143ef4dda7df6aa34d16/librt-0.13.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:9320d34c3376ae204b2cd176e8d4883a013934e0aef822f1aed9c536490c275d", size = 565740, upload-time = "2026-07-08T12:25:49.678Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/1e/664e3472ce2b6e10e9b83f29d4a36eb982ff6b5a169ae7567bba3a4c4ff5/librt-0.13.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:9af313c66157a69dc69ea0059a66961692250e0dc95af9c385a48ffb770a0d16", size = 81611, upload-time = "2026-07-08T12:25:50.857Z" },
-    { url = "https://files.pythonhosted.org/packages/2f/d4/8582a4d65e2234673685e07309d02c230b28a85724eb0acbf13f019b7f6e/librt-0.13.0-cp314-cp314-win32.whl", hash = "sha256:f2a7253458e34f33543551394ae4fe104b497ec2a65ac266074de64c1df82e37", size = 100106, upload-time = "2026-07-08T12:25:52.03Z" },
-    { url = "https://files.pythonhosted.org/packages/63/ce/0cb99efe6086b46cd985dc26672166fae312a239690e75871f7fafbd3fc5/librt-0.13.0-cp314-cp314-win_amd64.whl", hash = "sha256:a3dfe4edf10e8ed7e55b026a8bfc2c2a8704218b659cd4bffdf604fab966dc39", size = 121209, upload-time = "2026-07-08T12:25:53.166Z" },
-    { url = "https://files.pythonhosted.org/packages/26/85/4f3ccb083a3c9b0d42e223acdb3c3f507953324a59cdcab4826e8e2e3b89/librt-0.13.0-cp314-cp314-win_arm64.whl", hash = "sha256:68a5faee4bba381cb93b5961f684a514cf0053cb92308ff9c792c2fea0b174c6", size = 106404, upload-time = "2026-07-08T12:25:54.253Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/77/333191499538c8e8189de7a4cba8e6f49ee949fd6d6e6324b21fd1522466/librt-0.13.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:a38fb81d8376dfa2f8963b265fec07637802b0d01e2a127c19c66cb070fb24f5", size = 159231, upload-time = "2026-07-08T12:25:55.432Z" },
-    { url = "https://files.pythonhosted.org/packages/7a/9e/2aa83758f22c278b837a1d8025898434ce2b8bff36678d5330ecaef56dff/librt-0.13.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:d4c8d9bd5abce34b2e75edb3bf37ab0f34e49b1f915a40ae8468eb7c85bc5b46", size = 161300, upload-time = "2026-07-08T12:25:56.585Z" },
-    { url = "https://files.pythonhosted.org/packages/bb/c0/86791e936553ca763d6b3c2fb4d31d596cd00e14fa631c283a40ba01559a/librt-0.13.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:387e2f1d27e89bffe0d3f520f0da0662c973fd607ca16c1808f8a5085419485e", size = 582056, upload-time = "2026-07-08T12:25:58.144Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/d3/a9ec15984a185e000c4d2a16ba28bd623124ad4c38a10974c7ff78e3a893/librt-0.13.0-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:4f6db193d2e5e0ed60359b9a5a682cd67205d0d3b1e459a867dd4b5c4e7eaa7a", size = 562758, upload-time = "2026-07-08T12:25:59.544Z" },
-    { url = "https://files.pythonhosted.org/packages/3c/af/dbe36b78b19c06a55097f99305e4ea9458e2273e6ae16a3cbecaad7ee978/librt-0.13.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0d38604854e8d22faadf683ec6c02bb0f886e2ba56ef981a1c36ee275f21ea22", size = 602095, upload-time = "2026-07-08T12:26:00.991Z" },
-    { url = "https://files.pythonhosted.org/packages/2a/a8/2966891b4dd2830f5203fbee92ac2c4947653a2390ba73dfa44244fad025/librt-0.13.0-cp314-cp314t-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:371f7ce73026815dafd51c50ce38416e91428b28c4b2ec97cd39271164b0045c", size = 593452, upload-time = "2026-07-08T12:26:02.352Z" },
-    { url = "https://files.pythonhosted.org/packages/61/f5/4df8bfc8405ecf8c0d525b4d69636f694bdd8620b313ec8b76e54a5926cc/librt-0.13.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:3aaedf52171bee90860704c560bc798fe83b76247df47568e0197e9b13c735a0", size = 623729, upload-time = "2026-07-08T12:26:04.294Z" },
-    { url = "https://files.pythonhosted.org/packages/d6/13/9ac202dffc8db06f75d06c08c2f9f6ff054be67d21272dcc078fa1cc0c57/librt-0.13.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:96bad8725a4f196a798366c25ce075d1f7543a4ec045ffc13e6a7ec095cdab04", size = 617077, upload-time = "2026-07-08T12:26:05.845Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/f0/ebe38610716aee5cb28efd95089bb90192096179802779381e1c5dcf239c/librt-0.13.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:6bf6a559ffe4a93bbea6cf31ddf01a7fd9ba342ef51f27beb178e318b74acd61", size = 599561, upload-time = "2026-07-08T12:26:07.21Z" },
-    { url = "https://files.pythonhosted.org/packages/4f/5c/c2e72e236fff7abc716d5b1753b8b8cd3ea85ac46fe17d2e7c51d4e1c723/librt-0.13.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:301067672387902c55f94b51d5022304b36c966ea9fe1f21caab99a9bef487c9", size = 645511, upload-time = "2026-07-08T12:26:08.562Z" },
-    { url = "https://files.pythonhosted.org/packages/0c/99/6203ce619dee940d6bfbe099ec3fe4be00a68e9d60f70abf906cf124fe66/librt-0.13.0-cp314-cp314t-win32.whl", hash = "sha256:5fdcf34f86de8fb66d7dc7589f96ba91c4aa46671200d400e6fd6f109a483f18", size = 104357, upload-time = "2026-07-08T12:26:09.828Z" },
-    { url = "https://files.pythonhosted.org/packages/52/dd/843b6314087c41657c7036d7914d8f294bdf9b580aa8513ea0588c8e9a3d/librt-0.13.0-cp314-cp314t-win_amd64.whl", hash = "sha256:260c33e92263fa629b4f6d3c51967a1c2158fe6c33237aaa3ebeac586b085259", size = 126998, upload-time = "2026-07-08T12:26:10.975Z" },
-    { url = "https://files.pythonhosted.org/packages/5f/5d/3dcec2884ba1b0806d1408612555c38dd5d68e90156b59f75f6e36435c3a/librt-0.13.0-cp314-cp314t-win_arm64.whl", hash = "sha256:2f281549a4c52ac7bb97997f14353f8bd0e53a34ca0dad1c905cfd0b4a58ae99", size = 110771, upload-time = "2026-07-08T12:26:12.303Z" },
+version = "0.15.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/36/9b/356320fbae2ac8467e21c5e73e1389c80468e4998c62cc7d3536cc51b614/librt-0.15.0.tar.gz", hash = "sha256:4e66cbe84437497d951b799d3e1551291b6fb3d643820a7014b3655d57a59162", size = 214338, upload-time = "2026-08-07T10:49:42.663Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ba/39/99c25030e782bdfb7a21be8c05254806a2e4bbb05c8d50c2a2130acbfa05/librt-0.15.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:e87bc679f86a99aa3b26e3c78eeb821a247c9a28eae48eaafcc32c3bf4c3bb9e", size = 151021, upload-time = "2026-08-07T10:47:00.057Z" },
+    { url = "https://files.pythonhosted.org/packages/14/43/f4b1bd1b2888798a1409808889a25ea1ba49eaabce7d681ed27734c2df9d/librt-0.15.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:71599e011ac880e8e45d46047d714871894c7d4ab6f25626f8d4f89da21f368d", size = 155267, upload-time = "2026-08-07T10:47:01.311Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/db/3ad9c965c72f1e1d6beeec44ec10a54e17be8ae042fbb4baade16cbadced/librt-0.15.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c802434092b769b1d613ed2e13fac15fbfce1934a74bd10283b03c0fae231cd1", size = 503136, upload-time = "2026-08-07T10:47:02.45Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/07/5888a6d76acd62ebce66c61b74d94e9370b9c32929f111e487bb6546f8ed/librt-0.15.0-cp312-cp312-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:5500eeae393a184d14e1f35645962c27129d20c81afa4069e6ef826ebc2b3aaa", size = 496670, upload-time = "2026-08-07T10:47:03.675Z" },
+    { url = "https://files.pythonhosted.org/packages/29/39/ab57cc2f5b276156da02bb7f5a8921bada1cb1993ffec99acf811c602c23/librt-0.15.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:6ecfc32dfb46fb7b565bcd6abf9412acf978775a998273d22888a6d7953730dd", size = 513688, upload-time = "2026-08-07T10:47:04.981Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/b9/bdbb0b648b5c2befb031f4c6f3b1dd857415e8fb492a25a3c764a6681e6c/librt-0.15.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:89cc46cfd15022e35084355478c9ac809d90b1152222706ac9a7655ec21df6fa", size = 531904, upload-time = "2026-08-07T10:47:06.211Z" },
+    { url = "https://files.pythonhosted.org/packages/93/26/473c2e4b6c104e9e58e27ce95fc8005c8bd4fc36cae4f254371125a92db8/librt-0.15.0-cp312-cp312-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:d5f51401d102c885b9ca509e62c79b1dbff286e1b9b047fde6f763780789356d", size = 524427, upload-time = "2026-08-07T10:47:07.592Z" },
+    { url = "https://files.pythonhosted.org/packages/26/60/03b3abb82b41714671b907bf6989b228e31e6a8af52dec82b5b0728dc250/librt-0.15.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:cc30523e3f1a23fb7511cc659834a0d01a1042bb9de359bc1c131cc4ec6c9656", size = 543155, upload-time = "2026-08-07T10:47:08.866Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/0e/9bb1f0a4affbd0a1888f4f79dc03ed2a299d9a2c26c59ab2a97dcbf11903/librt-0.15.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:59fe030d8ae4a57e3fb7756bf35a858de74e04066fc8555c53d0af979132af81", size = 546890, upload-time = "2026-08-07T10:47:10.327Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/84/6937a280d461f7de6e031ffb02edc2b7c3c90d49d630565ce8ff27cbc5f2/librt-0.15.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:5a6526a2a956bbb1e4ae3568c82e650fc99119c66bb011ea60715744955a2b4d", size = 555163, upload-time = "2026-08-07T10:47:11.798Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/95/2a2853c1ee014bf102116e7f897a04beeaeb2461b45b79af98bdfb95f1ef/librt-0.15.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:85ea21ec6730194d67156b0e0b5430ccb1d61f8b8b907e39b37f9812b74a13f0", size = 535812, upload-time = "2026-08-07T10:47:13.279Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/4c/cf9601c1b4c5f09280acd5d83abdb2e68527a2be8257136eb42304218622/librt-0.15.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:1e47b8ba865d7ede071a91a7163073bbaeb72541f1ef8a07d512c45c7b5007f2", size = 573688, upload-time = "2026-08-07T10:47:14.727Z" },
+    { url = "https://files.pythonhosted.org/packages/47/6d/9ac7cbec46189a7625af4b5acbd25f10d827f4141b2002181848c8418923/librt-0.15.0-cp312-cp312-win32.whl", hash = "sha256:a5207ec414d1c4a2a7231b2086970dc036f94293cdf338190984958a013a42f1", size = 106138, upload-time = "2026-08-07T10:47:15.973Z" },
+    { url = "https://files.pythonhosted.org/packages/38/d0/2ae99c83be86ce23f925ac1aeeedc777e97f427c4a8d190c70d0a16e9a87/librt-0.15.0-cp312-cp312-win_amd64.whl", hash = "sha256:73b30cfa976659b3917c8f6153bdb0591c6a9ec6583599fd24a689b690622022", size = 126974, upload-time = "2026-08-07T10:47:17.049Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/ef/dd24f9635c730b86b87587967dda7516b1845e8b17684603d31607fed598/librt-0.15.0-cp312-cp312-win_arm64.whl", hash = "sha256:a54cf9e0ef47b96af580849db5471142200568ce1e02cbf416addab551369570", size = 112292, upload-time = "2026-08-07T10:47:18.222Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/42/467b53a601b406ccd7b97c1fd54b59cb34f9185ad5ce7e9d5c3c4e8961c8/librt-0.15.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:db13ca398005abcbe538deda87b686d9bd08b7001cf40c4c06b444960ae10a26", size = 151029, upload-time = "2026-08-07T10:47:19.312Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/e6/36c2299b7a94b84fdd01220d8a777a71be5be0925bb0dbdf71c0a06a34d9/librt-0.15.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:aa1f1995789dca3698bc550aaceb09a51bd5df0a057ff84ff15296cd1975b801", size = 155194, upload-time = "2026-08-07T10:47:20.398Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/b6/ed5071f9325845e670bd36012757419767fbf56af77ed483077b9e4db541/librt-0.15.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:55456ea87d8df21808446d03817be2f65e20391c1c615d9187440dff28cd08dc", size = 502568, upload-time = "2026-08-07T10:47:21.652Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/81/6450c67c3615d87704bcbc21323fafc69c799b06a044c447529f725d4b01/librt-0.15.0-cp313-cp313-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:5a86a5a08c2235316bdb359d5dbb6ce0abfca7fac06363103e2c5af571d92f95", size = 496153, upload-time = "2026-08-07T10:47:22.925Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/d6/5f52b722bc75076954b3bfd49be15ea362df4d580c6fb315d0f617100d30/librt-0.15.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:e56b6a368529bed262da40ce13f8fef590db0479819cca84f16a1f01ac356d0b", size = 513336, upload-time = "2026-08-07T10:47:24.213Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/e2/c08fd1d36ce63ea5a12b85c5d37f4550b5f86a692167e41e5a74222607ae/librt-0.15.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:234d8d394721fa0d786af15ebf1f3fb7f3ed82fd1cd0cde45c2f247b5d4281d2", size = 531661, upload-time = "2026-08-07T10:47:25.507Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/d8/d9482fcbeb177b9eb87bb3899eeb3b42be690313c652f9e146b1d0681fb2/librt-0.15.0-cp313-cp313-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:d8363d7accb0286ac3a0e633f396e93800dafb8150494505daf9515bbda591f3", size = 524487, upload-time = "2026-08-07T10:47:26.79Z" },
+    { url = "https://files.pythonhosted.org/packages/10/cc/075171517b41f861753034fbb151b42cfc83bcc853849f24f5e66fd60ccf/librt-0.15.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:0f0ee3644d951f31055ad07d77d92520e84505dd7a432cc4cd501dd70ee06785", size = 543201, upload-time = "2026-08-07T10:47:27.999Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/03/42c2330f37eeb475b6affeedd06518f60035f323af3a839335e3fc9fef2d/librt-0.15.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:2cfd1a81a648806e6a7717be4cc4d1bb392fa229752bf8444ba365e381e984d6", size = 546467, upload-time = "2026-08-07T10:47:29.396Z" },
+    { url = "https://files.pythonhosted.org/packages/57/1e/1ad4c5638f7e64d8560328bd25c54b409a661bdb6ff254b38ff90744288d/librt-0.15.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:a6cd22c9da0d866558e46a041f1cc0c2bbb26b61b137b2347fa834c332e1d101", size = 555139, upload-time = "2026-08-07T10:47:30.815Z" },
+    { url = "https://files.pythonhosted.org/packages/49/41/39fa7d15db1204cd1cbe6514680fbdc243adf754a0885061308f43afc013/librt-0.15.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:6d5225ef8801e4ea5e482fa9b5dfb891dd9ef6f6d870f1f25d449ca2c70ac218", size = 536050, upload-time = "2026-08-07T10:47:32.222Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/88/c6dcf0dd8e26dc0c9a499a2abab8646c86dcaf9ecea9524cb46d3686331a/librt-0.15.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6d28a05796b99f749bf8794f17ba9ba1612d0076b802e9cfc62c554634e9ce3b", size = 573700, upload-time = "2026-08-07T10:47:33.527Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/9b/ab54c71a7918a7c34fa5327fb61390a77446a07a146fbfb1165250a61035/librt-0.15.0-cp313-cp313-pyemscripten_2025_0_wasm32.whl", hash = "sha256:2067ff438048cead9d223ca5675bae2a25e520a7c3e6c1498bf9c6892d22caab", size = 82194, upload-time = "2026-08-07T10:47:34.835Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/b2/4f9a243bb892395f3becb80789ade13771701091f9f07ab8230247953ba8/librt-0.15.0-cp313-cp313-win32.whl", hash = "sha256:1cd3b721f24c206398b9e26da3c3a9c011e6e89d06f318ba8ebefc30f1003890", size = 106231, upload-time = "2026-08-07T10:47:36.251Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/af/64aff4885a40b93132382f2c314647d722574605416504379184ef3045ea/librt-0.15.0-cp313-cp313-win_amd64.whl", hash = "sha256:f395a4a9a03ac062dbe9a9f82e0c720502e590a38feee6a757bc82e9c63afbd8", size = 126996, upload-time = "2026-08-07T10:47:37.453Z" },
+    { url = "https://files.pythonhosted.org/packages/27/83/335bccf6c7cb9028cb0b54aead27d9ece3f01f83bc6baa2abace5da655c1/librt-0.15.0-cp313-cp313-win_arm64.whl", hash = "sha256:0a15cb554761247d84a3ec0cbdf4078d70725384f0e4662c0fa3b26266eb60ad", size = 112188, upload-time = "2026-08-07T10:47:38.729Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/93/949053fb462eecc4a9a5ee770a81f4b40be7b79538b245545d4aebc6b58b/librt-0.15.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:f5de7feedc56337a088eb15cd9fafa9938367362221d8cc62c642b7f94821993", size = 149833, upload-time = "2026-08-07T10:47:39.86Z" },
+    { url = "https://files.pythonhosted.org/packages/61/ca/8281aa6cd560a3420e4497729f6b704b53be3eeaaef82d5aeadddaf7441f/librt-0.15.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:6c0eb900c0e91f4aebe680845242e614f1864edfd44106380d0752ac29522bf8", size = 154088, upload-time = "2026-08-07T10:47:41.065Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/02/1a1662dceaba6a086360891448d5ce9a7d3555976cae59a31a39d744b9c7/librt-0.15.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e8c9a650a188e38bac005048cbe6342e81407782944d01934540ab75e417df21", size = 494215, upload-time = "2026-08-07T10:47:42.388Z" },
+    { url = "https://files.pythonhosted.org/packages/69/84/99211619dc656370a3740c33d2b0b6d5a3fb1e73689314f6ed477a397dc4/librt-0.15.0-cp314-cp314-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:92bfed8deec93df30286b9fe9e3b1dd17329cc076a192b4ee5ec223841d54953", size = 491173, upload-time = "2026-08-07T10:47:43.683Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/aa/5448d0b05f4579b635d3899176817ebf561af0e57bacd425b5b1887264c1/librt-0.15.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:ec4b19788f835711a2072f9dbe6b03b3bf32ed1f0fb30cf399bdd59d9f0c33fa", size = 505512, upload-time = "2026-08-07T10:47:45.314Z" },
+    { url = "https://files.pythonhosted.org/packages/95/82/01940e40b83c43a546c4a3c896cf34ca272a9690899d55914e4827b3dcce/librt-0.15.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d4c7bacb70930f3d0a56f4ecf1be474a1f0d941b01dd73b756f3c256d42cb879", size = 523073, upload-time = "2026-08-07T10:47:46.66Z" },
+    { url = "https://files.pythonhosted.org/packages/88/fa/759c0030f3ee371439eb26de34fc745807caf0abb878af7af4b8b7c3dd3d/librt-0.15.0-cp314-cp314-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:3e79f05e4a08b4d880342673312bbc895b56df7765605796f15902eb5367d3ae", size = 515080, upload-time = "2026-08-07T10:47:48.319Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/27/894e072228fcb159703c655da69f8cd10dbed489c36e3df7dd032a2483be/librt-0.15.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:a417149c0cba4d50b61e992e5a15e69eaf96746609b461cc4ed168aeef6b79dd", size = 534164, upload-time = "2026-08-07T10:47:49.875Z" },
+    { url = "https://files.pythonhosted.org/packages/98/a3/0078e91c1f36f8815db17827de15650b9a3fe56c55fbf998c854b34e40d3/librt-0.15.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:da7a94d6a3411f579d72aa3e3bc5fbca7ed4549f3dbd7e5de3aa567333374285", size = 540616, upload-time = "2026-08-07T10:47:51.408Z" },
+    { url = "https://files.pythonhosted.org/packages/86/33/81a29b796dd52a45e9ef7974c7732926e8f10f15b8d2be505665979f896d/librt-0.15.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:856f743ae607f2c1380eccb566c0038a9fb3eabf0fc2be2704d76d9f73557239", size = 545890, upload-time = "2026-08-07T10:47:52.818Z" },
+    { url = "https://files.pythonhosted.org/packages/05/82/8be1baa1350e5d30cfd70ae79d0a6f4dc5862ef47f7bb2808aabc9bb86e5/librt-0.15.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:779a6e7c894737e5983e7790a9c78c4000c30e23c9aada08081bdbea53b0fa60", size = 523287, upload-time = "2026-08-07T10:47:54.165Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/4f/d1be6a01a35c20ef734e0e44113f87d4af756a9354a89dcfbe3b4f8af5e1/librt-0.15.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:96bb17dbe8bab3c0954fbebfc69ed395599de75b6bbc35e3270a878e15d4dd65", size = 565868, upload-time = "2026-08-07T10:47:55.566Z" },
+    { url = "https://files.pythonhosted.org/packages/67/88/649cfa33f5825927b160610f670bdab012a64d627eddb94fa795ea4292fd/librt-0.15.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:7220697efaa6e5348fc3d18ee7f8563d4bfecd9872b37ffb915bfc1d08840622", size = 81619, upload-time = "2026-08-07T10:47:56.886Z" },
+    { url = "https://files.pythonhosted.org/packages/22/31/8e88a8d5e48fc8d1a817787fb6811dfff6499acd6c8683dd83934aa6ede0/librt-0.15.0-cp314-cp314-win32.whl", hash = "sha256:f54598964d357b1c5ab77cf5d92f21e598fe0e23cdbe9618480807f81b4eba15", size = 100138, upload-time = "2026-08-07T10:47:58.093Z" },
+    { url = "https://files.pythonhosted.org/packages/80/92/20fd6c4b6a1b1a564b076d55cd3d427d8428217d7638dc25a654cc4791d4/librt-0.15.0-cp314-cp314-win_amd64.whl", hash = "sha256:3ff5893a2c23d886aa9ce786de5ac6ddc74aeeaf90743682b74d920e117d2e28", size = 121258, upload-time = "2026-08-07T10:47:59.564Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/28/6af430b44d9ebb897b865a3c363b6dcace51357be2347cc0f8f869656a86/librt-0.15.0-cp314-cp314-win_arm64.whl", hash = "sha256:3722a099730704c9a3d70c879fc0f51daec25fe5f1555672d97bc595abeafb95", size = 106467, upload-time = "2026-08-07T10:48:01.097Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/aa/b42bb798942ced219f6d63b27e07f91237887a8d0bd0921666db79a13790/librt-0.15.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:38c0c7d4b6fc06c3324b3f9162c8391bfc4fd9dde53afe1033ce7edb48d5a714", size = 159523, upload-time = "2026-08-07T10:48:02.442Z" },
+    { url = "https://files.pythonhosted.org/packages/75/03/1b53cd4ef904e73b1d828a5f90143bf94a2967d7cfff0b9ccf93e12aa9b4/librt-0.15.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:8b2fdd7ead3c995c37940a790690660d0ca006c302db26cc51933f6766866fc3", size = 161638, upload-time = "2026-08-07T10:48:03.725Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/c4/9f9c9fba097d49e9e694c2b4dc331df31884645ecbc58a93b4b5fc69d2c5/librt-0.15.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2fde98cf1fc4bac144ce23c2c4c017b924ba714509ea9334977b0b27050c837d", size = 701795, upload-time = "2026-08-07T10:48:05.135Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/05/0966840bda0380c8ae167b9043c6230202941cc90ea29c48e096964c765e/librt-0.15.0-cp314-cp314t-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:e3b461183c5fa7681b48560f91515f53a953122fb30c71e07abc67d7ddf58c38", size = 682147, upload-time = "2026-08-07T10:48:06.555Z" },
+    { url = "https://files.pythonhosted.org/packages/18/af/1c47ca573c30ea47d195aec26133af522fea1104afaace028d7b32247ea8/librt-0.15.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:4bbcc257e3babea20a91715c361b24554ec4e8f51aa578568afc230799fe1a19", size = 696397, upload-time = "2026-08-07T10:48:08.03Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/0f/1aed6223d4f9f9d1171a8596ff100ea4c3f7699fea7a4ba657c3e60daa6c/librt-0.15.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b845b8d48088fad0cadc84be4b8fda63203be7e9237b71015b3925443c1f35ab", size = 722542, upload-time = "2026-08-07T10:48:09.569Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/22/9e3a929aea456c97d69e6ef3884efea56d4807f97399471cc946baebd8af/librt-0.15.0-cp314-cp314t-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:b30e600e8f337b9bd7f39b86d9fdfedc73cc46e3d0f745931a23a234220bb7e2", size = 729709, upload-time = "2026-08-07T10:48:11.129Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/1b/c327ef6018e3a9ca0b8e7c5eddeeb331ba8f9b76c24e126d37d0f6d62faf/librt-0.15.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:64b0c8c35aa4c4ed79896359f3e0b285cbe4e610042106500da4811c322cc108", size = 752891, upload-time = "2026-08-07T10:48:12.558Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/d1/d5f1ea02c56930087009e39db9b70660a663e76c730b27b925d786718457/librt-0.15.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:0da0d94cb802f32a0524653e7201f2cef72d5f700a5407678f5290483d4fcd08", size = 745301, upload-time = "2026-08-07T10:48:14.55Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/3c/5f7c585d15ebb2250c73e7c0ee4e9e47be72c65d520c07ddbcdc62037674/librt-0.15.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:4a6369168d371207339b1e50d4532b06a7121586141f82599505a3f315751d47", size = 747921, upload-time = "2026-08-07T10:48:16.453Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/52/1443a446486eba966bcbca1696b472e4f210320ec42f490a47f48fbf0fdc/librt-0.15.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c434e072557ade9cbc642d052c89d031efe47d5c9614523619d0d74a02378e81", size = 727561, upload-time = "2026-08-07T10:48:18.089Z" },
+    { url = "https://files.pythonhosted.org/packages/79/91/2270a9380f11725cf83ce1925a5e32dd1dde2be9bba597f25c10a38644e7/librt-0.15.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:c7eec6a42018bc1d45763b1c162d3d2bf7c3b9a1b0ed30d3e91dcba390efefcc", size = 774417, upload-time = "2026-08-07T10:48:19.611Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/3b/f4b1548d4f5b99186737fe27aec238e9823e8d5d23bf4df007c030689dc5/librt-0.15.0-cp314-cp314t-win32.whl", hash = "sha256:6912fa5e635d74529ac7cdb1bdf6ca3af4453da8d1edbe0110ee1cb4ad407ebf", size = 104381, upload-time = "2026-08-07T10:48:21.048Z" },
+    { url = "https://files.pythonhosted.org/packages/80/b6/134afad262def1de04c0843c376d02135f1168af43f22e09a52bd8394727/librt-0.15.0-cp314-cp314t-win_amd64.whl", hash = "sha256:8e11699ed745931c395acd3621b07062e0f840efa6935aad87a64ed0995f0915", size = 127034, upload-time = "2026-08-07T10:48:22.561Z" },
+    { url = "https://files.pythonhosted.org/packages/99/5f/1b6846b20572bd699c9e9ec321a5f781845bee477df2aa2a43b28bc40119/librt-0.15.0-cp314-cp314t-win_arm64.whl", hash = "sha256:5d2a91724463bfed4f573cd7a9fdc856d2e230d0c0e5a61416a93481dccd8605", size = 110827, upload-time = "2026-08-07T10:48:23.804Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/44/4de9f4ddadb009a55c7758eb5736d62534a7daaf27bd71bc50e64b606b06/librt-0.15.0-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:8443e38dcfcfdbcf5add5118c623efd788d65ac2e25756d6251a54a06a4d0aca", size = 149843, upload-time = "2026-08-07T10:48:25.148Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/eb/5d9ab71e30119c44094e0275f38b47dd327aea0f843a080396677029d508/librt-0.15.0-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:6d15a29033c57490cfe2069097c6fc4049e4e65ffbb749be7dc453b7c4c68965", size = 154510, upload-time = "2026-08-07T10:48:26.485Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/9c/8505d1b8f5e8c19587bd03f7429993b3e9ce5c06819d856bfb11d919374c/librt-0.15.0-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d2c05c729b589e734c09578bf5964be48a911765484840d017bbc84f49d4c4ad", size = 497543, upload-time = "2026-08-07T10:48:28.045Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/9a/3a8390775cb095765aded027ac9c63e7c8ea74e731498607544c6505de0e/librt-0.15.0-cp315-cp315-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:fa60887537e1d0cd2d9982269d33a709bf54b195cd2b9364fc0a758022af5bd9", size = 480452, upload-time = "2026-08-07T10:48:29.531Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/40/258a4a7117ee915d66de5cd9b8ade65a440993161107ce3a686f1859955c/librt-0.15.0-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:d8bc24219b24c0af375718942ab75e3544b2763085f40f965be4326734ae8328", size = 507768, upload-time = "2026-08-07T10:48:31.007Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/c6/2f4dd296c97a0b85b98894519b279408ec9dd602d4f692b1ea0e25dee670/librt-0.15.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:86a21a7bd3fe3a419512ef424cc1c020f6771d0b29cfddff36d1635a855e63f0", size = 525122, upload-time = "2026-08-07T10:48:32.7Z" },
+    { url = "https://files.pythonhosted.org/packages/49/dd/29eab42be13b2bf0ea8cb227135a45d44693e30a7e8b92871981ff56b82b/librt-0.15.0-cp315-cp315-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:dbab647e88d90b3167b91efe7091e248653688ed4337e4f90907a722c7361bb9", size = 520371, upload-time = "2026-08-07T10:48:34.294Z" },
+    { url = "https://files.pythonhosted.org/packages/91/ed/4bad71adeca8fe208b775c2a35417fa5a2584c8f4791daaf89a89450fea1/librt-0.15.0-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:d8edcf6f550e918dca779c069b9e156385c60b406f99fc7641f32c52f7193659", size = 537258, upload-time = "2026-08-07T10:48:35.88Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/63/59dba6143fdcc7240c54458b629f3250000a61b8945890fc9efd451b19c5/librt-0.15.0-cp315-cp315-musllinux_1_2_i686.whl", hash = "sha256:8b62076030baa2d8b1501a46bf0e19c27a489aa90671c55665bff7887f7660b0", size = 527432, upload-time = "2026-08-07T10:48:37.466Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/21/21a24c6a2327d8362580efebe77286bf47b0f4062ec5ea41766e609d3c7d/librt-0.15.0-cp315-cp315-musllinux_1_2_ppc64le.whl", hash = "sha256:d00d20d1818e82a07a0ee0aa89a98b17ed7916b92441090b683719cb20a59b6d", size = 548108, upload-time = "2026-08-07T10:48:39.384Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/6d/fc68c89a7971418b41f9a873623ff935cb864097544c6a2f8ce491c8ef5d/librt-0.15.0-cp315-cp315-musllinux_1_2_riscv64.whl", hash = "sha256:4e6ee93fc3cf848dcbf0cce2eca73d8e7dcd0cc2b6df3a529d57750b30a4c55c", size = 529681, upload-time = "2026-08-07T10:48:41.392Z" },
+    { url = "https://files.pythonhosted.org/packages/65/7e/c2d98766124400d722063a630b0fde38a9fc768705d37eecca15c47dc192/librt-0.15.0-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:32896a0af72508ea979e0acb4e4c04cbeeae04938167950d535c83c45597167d", size = 567736, upload-time = "2026-08-07T10:48:43.124Z" },
+    { url = "https://files.pythonhosted.org/packages/55/6c/f8c34a95e3a515c6e1c192b89511e7253c89a7760c6b500d57ffdb8d2dc8/librt-0.15.0-cp315-cp315-pyemscripten_2026_5_wasm32.whl", hash = "sha256:ec3ba415afaf951f6951b1dd16d3c8e4f540065fc382d7e70b823a79567ca374", size = 81673, upload-time = "2026-08-07T10:48:44.645Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/9e/e23fa8e78679ec45728188650b39e8ff476c83b691c96f749217df3b1b7c/librt-0.15.0-cp315-cp315-win32.whl", hash = "sha256:d2813ba2503764f0450680c533d13df7cff9b49df1411062eded5f67db4195b9", size = 100081, upload-time = "2026-08-07T10:48:46.171Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/dc/3eb4c5e297343f0620a55532cd7c8d764d3001fa2159212dadf480464827/librt-0.15.0-cp315-cp315-win_amd64.whl", hash = "sha256:b87d67e33afaf265262f2a66db578284b88ee2e6fcd224579cb5c15518677ad8", size = 121228, upload-time = "2026-08-07T10:48:47.631Z" },
+    { url = "https://files.pythonhosted.org/packages/97/70/43abce19f04e49762f8ec834c8fafee13cc40fd6b94a72a24e534febfcd0/librt-0.15.0-cp315-cp315-win_arm64.whl", hash = "sha256:713bd7df21170b982e729e46870f31d6b437bd1a9b4648cffb529bd3c2ec5c4b", size = 106487, upload-time = "2026-08-07T10:48:49.095Z" },
+    { url = "https://files.pythonhosted.org/packages/de/15/83f2deddb9368b8951ec8c9477269b5b9b8bd9bbf15e57402d0f38817dca/librt-0.15.0-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:3de789c82752730f94782a5ee518baf9c05edf85733aeaf73bb6e518755cdf54", size = 159448, upload-time = "2026-08-07T10:48:50.649Z" },
+    { url = "https://files.pythonhosted.org/packages/06/bf/043097353f9b3c73b583d07f6b8e552795463f4bfc8caf85e42eee50c26a/librt-0.15.0-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:e0b5deec9a8664eb722c797241970fd4aa1894d25fda36a1ddac0f7407606bd6", size = 161686, upload-time = "2026-08-07T10:48:52.174Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/2a/8ae77f9719d42ce71cd708560a3557b38ac3c17a0383e57f87084de45bbe/librt-0.15.0-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5563302a8359bc2295bb7084d1a8ed1519df96afb30eb2aa4e0bff7b54228988", size = 710668, upload-time = "2026-08-07T10:48:53.782Z" },
+    { url = "https://files.pythonhosted.org/packages/61/34/c0436ea134deb9a0d6da80a396a2739a81cb31e0418f7227239e23140898/librt-0.15.0-cp315-cp315t-manylinux2014_i686.manylinux_2_17_i686.manylinux_2_28_i686.whl", hash = "sha256:22d6263b9d39d7bbb286fa791945646e3218f1be2d693e36fb630f1d0e59cd13", size = 679396, upload-time = "2026-08-07T10:48:55.645Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/9f/001e0d99aa9250d5cd5715a9081291a20656083459f9019cda15255329e1/librt-0.15.0-cp315-cp315t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:39ffd14646190c454f0d86e0d256b33f00a87a26ab410e619773b841d0e41416", size = 704313, upload-time = "2026-08-07T10:48:57.46Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/53/b34fa9d0ff00f136f4d58ebb4c411ff634baed1eb412bb602a2bc8dcafcb/librt-0.15.0-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c47318cd3a61401452de11282242937e3e057c4fd3dbaf601e269d0928a06c0a", size = 729847, upload-time = "2026-08-07T10:48:59.231Z" },
+    { url = "https://files.pythonhosted.org/packages/86/ac/fa4d7a424665040e95baf480a6d523446057684b6758624c85338e8a23b2/librt-0.15.0-cp315-cp315t-manylinux_2_34_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a56a1d4f859a82ca5b99fc4b82c9b027b15e3c455c5cd99e7d0719f27bb20b6c", size = 742736, upload-time = "2026-08-07T10:49:01.151Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/f1/e17a9bb5de6fb8c3186ed1a7d68d21618b027ac2d3633e03d3b6109c67ae/librt-0.15.0-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:077471b3182db4e17c36ae91555f36a4d2c00080b267f749bcad34a478a9a302", size = 763454, upload-time = "2026-08-07T10:49:03.039Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/ec/ecd02cd30935b931b9cdbfed6ab5a099c51b280b4e7baa274da80978ed27/librt-0.15.0-cp315-cp315t-musllinux_1_2_i686.whl", hash = "sha256:411ca4d1b905b860ceba7570dd6717a71dedaddcc4b0f77ece710aa41ee11f8d", size = 743296, upload-time = "2026-08-07T10:49:04.941Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/b5/b3c2b8353ce820a4854f78d19321344242f89fa71c975b71132ba9bf242a/librt-0.15.0-cp315-cp315t-musllinux_1_2_ppc64le.whl", hash = "sha256:1256589e0b0adb31751d685a68bce29d73407ddf4ef05d4188f49d5dcf9566d9", size = 756217, upload-time = "2026-08-07T10:49:06.825Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/52/6cc22542ba59146b05cca2a656f9ff8bb67e38e63d12c3b0cc183d837bf1/librt-0.15.0-cp315-cp315t-musllinux_1_2_riscv64.whl", hash = "sha256:f42b74a53e5f26a0ba0007411a7455b66c67ce4022a39cc1f56fc4efd65bcbab", size = 741934, upload-time = "2026-08-07T10:49:08.839Z" },
+    { url = "https://files.pythonhosted.org/packages/40/32/a04b72b1aa86e3be23b2ecff8c1aad2dcc955bd3956d6d26e7e34267e57a/librt-0.15.0-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:291bf73caf78b9e88d6fae9bfd693207ff7d832e2fdbe2cf8e746bc13f5f892b", size = 783763, upload-time = "2026-08-07T10:49:10.661Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/f0/89eb11dffbe9279ff37144dec786927314502ae0b114f1449dc78c458aab/librt-0.15.0-cp315-cp315t-win32.whl", hash = "sha256:c16d15ee371643ab48dc8248a3e680ebbeca573a13af2c3dd0c985b142d77162", size = 104313, upload-time = "2026-08-07T10:49:12.305Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/4a/1f1978c200f563beda63c36adff2d65bbecb81e365e8e69e572f5f70fbc6/librt-0.15.0-cp315-cp315t-win_amd64.whl", hash = "sha256:dbd605739f228912dc49027cb764456b9757750bdc2b6b7773164db7096c6fd1", size = 126889, upload-time = "2026-08-07T10:49:13.881Z" },
+    { url = "https://files.pythonhosted.org/packages/38/a6/800800bfed7b1fb10fc3f3d557785c3854e80d3f7a9800d784b176a1fc2d/librt-0.15.0-cp315-cp315t-win_arm64.whl", hash = "sha256:84d244b00604d17df3fc7736c327892d6bba66181254aa4087be807b6c342bdc", size = 110700, upload-time = "2026-08-07T10:49:15.499Z" },
 ]
 
 [[package]]
@@ -930,7 +1092,7 @@ wheels = [
 
 [[package]]
 name = "mypy"
-version = "2.3.0"
+version = "2.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "ast-serialize" },
@@ -939,38 +1101,47 @@ dependencies = [
     { name = "pathspec" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/12/af/4e516a05d3ca2eb9283e9ec45b2c02225c1514dd6da49fd3c9eaa6639370/mypy-2.3.0.tar.gz", hash = "sha256:465965d41cd9a2726694e983e8ce7113259327bec798115d1e1dfa2a52fb666e", size = 3988104, upload-time = "2026-07-13T11:34:53.387Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/dc/94/0e7e592619e2133596a47cdd642534b0456545c218430bd3b9d8fefdd1b1/mypy-2.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2d53fc67b9d28a43c6199077f49fea0f05839e36cf6158500331c9549225e5a5", size = 15026523, upload-time = "2026-07-13T11:34:49.206Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/d2/1e1731df090a857df2807177a4626863e5ac0f0256513c35780efe53986f/mypy-2.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:fbc00cee7bdbb9291979ddc9d08034a29dfcda4932628c9bbc28c1edd589df0c", size = 14032189, upload-time = "2026-07-13T11:33:57.168Z" },
-    { url = "https://files.pythonhosted.org/packages/44/95/cab921f4a806e171f34113e6181dd23c55358ccf6a80741269ef594a410e/mypy-2.3.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:04e617030eca5221909c8b7d8d7fd1c637948199aa2100b2ad9813feb07e1491", size = 14198696, upload-time = "2026-07-13T11:32:12.767Z" },
-    { url = "https://files.pythonhosted.org/packages/66/80/e6d008bb19fe446e3662d85e0e2717bf9f2d611a2164fb29d6e067dbf46c/mypy-2.3.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:56c184d2c20ca6b6378d58d1960270a767f41f5e44acbbd27f05effef4f4e1d7", size = 15286904, upload-time = "2026-07-13T11:34:27.594Z" },
-    { url = "https://files.pythonhosted.org/packages/db/83/94397c9293608a364aa03e8084fb34ede4ae976a260384b9b52929308135/mypy-2.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3961a4a34b05f7c74b0f05aa51fbfe99a2d1e126038df40318d15c8f558b7ef3", size = 15528342, upload-time = "2026-07-13T11:34:07.819Z" },
-    { url = "https://files.pythonhosted.org/packages/cf/96/d8b37d819adec6cfccfb1fd3afc1735d94717ddeafb45536db9c6943e09b/mypy-2.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:b1942b9314d4c784b8ea1dbab4972603290e5dd5630f06675f13aec97526bc4c", size = 11218346, upload-time = "2026-07-13T11:28:27.745Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/cd/cd9f725b19b19e5b530a154cf9bcf9e94279c5d55b3c34fb42b3aa48ea1b/mypy-2.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:be51653d7669d7d7955d613b8d0bb57d5b652eaf71a873ddf65ac87254dd2595", size = 10204525, upload-time = "2026-07-13T11:31:02.552Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/ae/f7d056eb0294586a572d0d0d89580ec633c064db520f11d37d5a2fb833bd/mypy-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:91ad22a52ae2c7e621c2f67c94d5a17f66b3209a4cff5cf8a573579835c69e97", size = 14947298, upload-time = "2026-07-13T11:27:47.734Z" },
-    { url = "https://files.pythonhosted.org/packages/32/d5/db3e7af01e7844d21662c6ddc1f7825ec7cb4053f0391ac02faf3638396f/mypy-2.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:99ac767cc5d3b64c8d0ae226ead10c96694f94e4e7da1668642225dcd4e75aac", size = 13950768, upload-time = "2026-07-13T11:27:57.726Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/fb/43c031f0190513d1ec248ed037eceb742ddd2a4d74bbf406658a28173837/mypy-2.3.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:de6d2c484742a4d7b0ed6d07b143375624d3b899c5749c7b3c947f56261f48a6", size = 14151586, upload-time = "2026-07-13T11:29:18.615Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/c3/f8b2ffc60883084da91be51af58e88a7ffd4ff9795acb7d902ff88d31eb1/mypy-2.3.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7da939dd335cfd2ad788bdfd081c9f4e47634ab995e5a45eb15fd1e5bc052f8b", size = 15227411, upload-time = "2026-07-13T11:30:29.904Z" },
-    { url = "https://files.pythonhosted.org/packages/83/2e/16b917fc7adcf03f1aadddfc93aab804ffb234b1ab09c0ffd6d92a5d34a2/mypy-2.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:7247eb2824f996722a949530183394921ca71deb9680052a338cf53cff7925c2", size = 15478790, upload-time = "2026-07-13T11:33:14.686Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/88/aaa65a93c73d0cdae7e42f8adb302bf6885bb281302084f99d0290a35347/mypy-2.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:75b0984bb3cbd76bb5c9291a8671f7ae66ca3b51c7584c358fc2e923259f0757", size = 11234919, upload-time = "2026-07-13T11:33:39.28Z" },
-    { url = "https://files.pythonhosted.org/packages/35/19/b40de63f1a80e63bc2d40f0679a6a8dbd34e95176c8122119bdf406aa552/mypy-2.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:d78fcf900b59cb7e82cb7e3a235e31b462d9333d92285bd1e4952d355b8ffba1", size = 10201510, upload-time = "2026-07-13T11:31:52.619Z" },
-    { url = "https://files.pythonhosted.org/packages/a4/58/fa0ae047da911f540284009b4f44b96fe09d83c076d7c103e9d645f46303/mypy-2.3.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:ea317b060ce83e26050f8f9e4d7d6bf44ed7597c8ff9990bccffbb9d1d8522db", size = 14941909, upload-time = "2026-07-13T11:32:34.332Z" },
-    { url = "https://files.pythonhosted.org/packages/15/14/2ba1d61452d7c2a7fe12741e8d374e52b183476b07aa7f9e2a0d02b0720a/mypy-2.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:094af99f92638aa92852326188b85a89e50f4a472f44827c03362228482f0762", size = 13967581, upload-time = "2026-07-13T11:30:00.587Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/5a/483fb9e5ffbbb1a28dccc7b0a13d141b17ac769b6c9f488c0a0c63698962/mypy-2.3.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:de121747278144fc9ae7caa2e978cf5df12aebc82933182f5b3b86081a30baef", size = 14168807, upload-time = "2026-07-13T11:28:48.6Z" },
-    { url = "https://files.pythonhosted.org/packages/ae/77/70d7a10732063beb74ad713682cf871e88f5c5fa39bfc8beff8a524bf9cb/mypy-2.3.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:37fa4de896a84e2dc9200d91e614c22563b43d1a266789d4bbac7b22ebe6192b", size = 15200144, upload-time = "2026-07-13T11:31:25.283Z" },
-    { url = "https://files.pythonhosted.org/packages/56/72/766218ac783be4fdfcd699b90037b63017348a3e86fb2c1fbfb18302637d/mypy-2.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:f1b3a98dfd21058bc759bb3337d5d1f61d0fdf9f3cf9c00f4291790fb5427bff", size = 15460389, upload-time = "2026-07-13T11:29:29.077Z" },
-    { url = "https://files.pythonhosted.org/packages/38/4e/8a9db7411ecb8ec0cb1fd05dba432f28bafffcd38b4e887714a4a0506689/mypy-2.3.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:944c665d984157cb96a679dfb7a4a81dd1d36b24b9c284b699514e6e626b82d4", size = 7753664, upload-time = "2026-07-13T11:29:08.147Z" },
-    { url = "https://files.pythonhosted.org/packages/65/4c/c3f8bfd6ed0e5e38b5a244403b27f821d433443df5a15a278417c10a3a3c/mypy-2.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:4359424140d985192c778c1ce2c114a10c1ca58a381ed79cfa70d37df94b299f", size = 11417237, upload-time = "2026-07-13T11:33:47.467Z" },
-    { url = "https://files.pythonhosted.org/packages/3c/00/89a32eaf5ccf174bc4f90db0eaea5d70636c01b8d49f384bdab2e8834390/mypy-2.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:3dd0bed92c4bdec57c42505b96416fb9e6a5aa7be84d2809bcd5f2ecec2860d7", size = 10389252, upload-time = "2026-07-13T11:31:43.81Z" },
-    { url = "https://files.pythonhosted.org/packages/31/56/104f93d69aa9f339b6b9d3b0a7faa699b8b466c942cf3ae86cc2a2ec0915/mypy-2.3.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:691fdc37132b1ae628d834f672e74de83462d9fb4aff621835767fb43a8dd373", size = 16385495, upload-time = "2026-07-13T11:29:49.818Z" },
-    { url = "https://files.pythonhosted.org/packages/d2/03/f1d2123313f55efafdd27706960f43a771c62f1b68426c76043f3ab9ebf3/mypy-2.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:aec15d465d477558fd842757b487849007311cf3897849cdda0e3162ac0ac556", size = 15098155, upload-time = "2026-07-13T11:30:40.301Z" },
-    { url = "https://files.pythonhosted.org/packages/e5/5d/d5f9200399b445e81726c4f23becee33f233aee81c72680b1ef3a258b641/mypy-2.3.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b352b7e49f5e6576009e8df730e1ff4f915cb565b851b396d2ffe2f5a6f5da88", size = 15514155, upload-time = "2026-07-13T11:34:38.569Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/ce/69977c555f08faa3190cfde44189b89dbd56861b1ab97aa18fc5f3a2e4a3/mypy-2.3.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1c6c6bf687b17f90dbfcad95b960d32eaa0154c00da45f03ab50bf8952e047fe", size = 16766351, upload-time = "2026-07-13T11:33:29.195Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/92/6648b6caa3ab9e00f9ac0c2a78307805f873dd48139b24a6f6f7c3667bbf/mypy-2.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f4ed18f111bfe2d599bca7468e7f9251042c1c2118f762c8de2766a56d773c60", size = 17043490, upload-time = "2026-07-13T11:30:53.927Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/ab/0dc91d80f3f016634c68d451f294a97320fe903a9b6f90b9e57b3f7f1717/mypy-2.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:0b025a93cffb9781d231f232be07a17912f35f10a313c24f301c81e842870654", size = 12146869, upload-time = "2026-07-13T11:29:38.874Z" },
-    { url = "https://files.pythonhosted.org/packages/85/b5/4c964d02634ba81f4d1c84838e5c5b18ab06d13ed568960f5d6318495ccc/mypy-2.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:adebc76aab4f3495a88b41d48aa4aff0c03f2822501da76625afcca5975f19e5", size = 10965113, upload-time = "2026-07-13T11:28:07.056Z" },
-    { url = "https://files.pythonhosted.org/packages/2c/fa/fdc54fe583ba3cafbcedfb70eeeaf03849f75b1827a07096c7bd996f582d/mypy-2.3.0-py3-none-any.whl", hash = "sha256:6b1cdb579446b60432432b2b2403a6201b4b475a004d7f488511c9ba177c9e88", size = 2753292, upload-time = "2026-07-13T11:33:18.48Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/82/6a/878cc1097d4035f82bd516658d0c528d2a9955bc7b363afcbd0b07fea11b/mypy-2.3.1.tar.gz", hash = "sha256:47c1b1207258513a9d93495f69c8be9de73916186f0e52703e8c461b7a623419", size = 3992554, upload-time = "2026-08-15T03:03:38.549Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/85/da/d6effc4f808a842d91edc22535dc9e799d2ff6e91449168b7f47a0771f54/mypy-2.3.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a32bbbb940af990d3be0b8af321c7b6815bb1b3b48142fe7459b9cc5f58959ff", size = 14047547, upload-time = "2026-08-15T03:02:57.707Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/e6/478229701dab76f26485fc8ff5d6f241f393da22447400bbc56f6946aebe/mypy-2.3.1-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ff715e45b2231a8e85de1d163d1b42791e4d7aab8f5145f85fee1b710b735aff", size = 14216515, upload-time = "2026-08-15T03:01:26.496Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/fe/7c42327a3b21e84681f691982cbfe43f334a3685f3b683b72c376476c4fa/mypy-2.3.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:858fc57d3d91fa728e33e7ad71def60fc6272694607b306cd3292db53ae39080", size = 15307789, upload-time = "2026-08-15T03:03:31.62Z" },
+    { url = "https://files.pythonhosted.org/packages/59/f4/7e597edbe01b5a56fa958ce541302dcaabfed979966f1dffedbea0ea0fc2/mypy-2.3.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:851833db876e7b650f93719c74b7879a08e338979c96054fdfc3bfd90a486355", size = 15548831, upload-time = "2026-08-15T03:03:15.55Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/52/cb31e084bc0314a1e384bdd677a4b80e55af04ccac077545e2238b9d320a/mypy-2.3.1-cp312-cp312-win_amd64.whl", hash = "sha256:4c5095a327483591c94e0c8d3ef9e50d4ab1369b541eae007c1f23bc2a41f6bb", size = 11226359, upload-time = "2026-08-15T03:03:29.002Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/47/88fcf6217b43fa2da81a8c2611370af18141536a4f0294bbf98b457d456d/mypy-2.3.1-cp312-cp312-win_arm64.whl", hash = "sha256:bbfe022634a2a195406bd469e888d2eaf193b02ba7e607391cd7640374aaae3b", size = 10214707, upload-time = "2026-08-15T03:02:48.807Z" },
+    { url = "https://files.pythonhosted.org/packages/de/cf/862010ee800ca9c2bd0c4c0dacf0f092e5411824a09b8f97ad4be8fe250e/mypy-2.3.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:114dff494000f18bd10d5d95d84b8567b26da60279ecbe838131841df20e635d", size = 13964542, upload-time = "2026-08-15T03:02:21.43Z" },
+    { url = "https://files.pythonhosted.org/packages/75/5a/3f3a2107b41e3e92e617e25daaee121413b91e9784bea733131ed4fecc5d/mypy-2.3.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c8637731bb5eee3671eb2c3200827aa3564ed8a9309ecee4d1afe77e6d031bdb", size = 14168922, upload-time = "2026-08-15T03:03:00.351Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/41/04dc4fe7e63d7820fa4eff272e95157d30cbea921388f3ab3fe77794cd0b/mypy-2.3.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1c80fbc405ed8020f5ff3802dc18cf060197bcdd3fbdd6a26ef2fd34dfdd5226", size = 15244791, upload-time = "2026-08-15T03:02:31.089Z" },
+    { url = "https://files.pythonhosted.org/packages/96/fc/c3053b26b9054949285aa868cb6af8c10e7591541cacd79c5dcc06a1fcf9/mypy-2.3.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:84081f538ce27375045c02e3d7f81bd11d853400621ae245d87ce7b6c420ec74", size = 15501627, upload-time = "2026-08-15T03:03:34.128Z" },
+    { url = "https://files.pythonhosted.org/packages/70/4e/d77daab008bbc4e5001374d7928f4a260d28f0e6747af444fc4763f7a310/mypy-2.3.1-cp313-cp313-win_amd64.whl", hash = "sha256:e9144ac16fde007096f9563eb2041b4433c2d705c4218edeb79e7e9d01035ee6", size = 11243961, upload-time = "2026-08-15T03:02:11.952Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/f8/7eb68c136e4abd30569fe31ef2bfcb7eceae9952cab80017c04cd09f5d0c/mypy-2.3.1-cp313-cp313-win_arm64.whl", hash = "sha256:77ad9529e67dca28e511f5cd5671436584ce91f6d3bac159a353158187b986ac", size = 10213219, upload-time = "2026-08-15T03:02:26.361Z" },
+    { url = "https://files.pythonhosted.org/packages/be/c4/42a49d44aeff804edf1b19acce0b49e8bd1a9c57dee9605dd8d980aa43d7/mypy-2.3.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:192abaedf75da1bc0b1cef104927e70ec49c1ef0031cc4825c7ee10a438ed24d", size = 13986778, upload-time = "2026-08-15T03:01:33.69Z" },
+    { url = "https://files.pythonhosted.org/packages/45/13/9331fd2dfed7194d66c5304072894a8be3e51e9deda6863c1eceaa35a43d/mypy-2.3.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bf678dffd16efcda2c15cbd30e9ecc0081388e29ea23687a88e686ed92638dc3", size = 14188467, upload-time = "2026-08-15T03:02:40.554Z" },
+    { url = "https://files.pythonhosted.org/packages/78/f7/f4a34edab45667c5465855dc585a20e87978ffa8aee711445b7239d120c6/mypy-2.3.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8e036f06b41630f4c8a1d48f9ac6aa26acc65f8be089973f5519da643318f03f", size = 15225538, upload-time = "2026-08-15T03:03:09.761Z" },
+    { url = "https://files.pythonhosted.org/packages/40/05/534b3590757bd05794f73e07f6666c2a77b8597ffed795c94ce570096aa0/mypy-2.3.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:71af9c8a894e862b58e92abb08e53b05a384a1e5e5d6dc7cda59126211a53d82", size = 15480805, upload-time = "2026-08-15T03:01:41.134Z" },
+    { url = "https://files.pythonhosted.org/packages/55/da/bdfba852e2562f599624af5bb7d29e36b0b4f526f2b8bac85efe0dd1803d/mypy-2.3.1-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:3c80cd23d85368bdd9f37d5231dfd97d35bcbf5bf41af96ef3a9b078ad1957f9", size = 7761712, upload-time = "2026-08-15T03:02:36.008Z" },
+    { url = "https://files.pythonhosted.org/packages/98/31/60fc64a74cdba4f2a5d642d32317993e479163e1ac7d91b695e5d15e2264/mypy-2.3.1-cp314-cp314-win_amd64.whl", hash = "sha256:4956f34d145e145562a0a0bf367f642bbc85c04ec2baf47ae015947c3169a85d", size = 11423968, upload-time = "2026-08-15T03:02:06.931Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/23/eb5950b24cd26ba3b78f87707a275568d633c77dae8e61c9661be6055ca6/mypy-2.3.1-cp314-cp314-win_arm64.whl", hash = "sha256:cfb12e360242d23d91f5e978d94f58ea66acf5804c4fb6f2f794a20d4cb1b595", size = 10399323, upload-time = "2026-08-15T03:02:33.671Z" },
+    { url = "https://files.pythonhosted.org/packages/82/c7/f80f4e46c0b9a00eb5f78a79d49dda8bdf56a5230f7257fb33e76be04da7/mypy-2.3.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:e5f1c50bb05b64e2026b52867e8d21106f01313c744a2c4ecc34c90d12e8d6e2", size = 15121308, upload-time = "2026-08-15T03:01:46.053Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/74/9b04f17c7074cc5188f02fb63a2ca1d43fedf479e84fe3091c39061a1d7f/mypy-2.3.1-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:667196b352f4cf304ded4c10f90cfc179263a1acfb3cdcfa984bdfd340d498bc", size = 15536590, upload-time = "2026-08-15T03:01:35.941Z" },
+    { url = "https://files.pythonhosted.org/packages/26/04/c837ef6208e567774e2ed1f863f8ba6ec4817b1b6dd426315e5d559b6ec9/mypy-2.3.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b9c53e395c12cad2c6d4b67d5da7c6057638a132d85c08b73646b18f802a0045", size = 16791074, upload-time = "2026-08-15T03:01:31.073Z" },
+    { url = "https://files.pythonhosted.org/packages/37/68/48730230afa45192d5bd429a6a2ff24a6f8dedda90fdf2b221792b54518f/mypy-2.3.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:18162b128c3f9c703cd35f5537446900b0d21a2549aa7a95d21380d2ef643fb0", size = 17069183, upload-time = "2026-08-15T03:02:28.566Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/ea/ca23fc9c20eeda09a15c9cbcf50015d0e73f409f6ead059e42aa69a608ff/mypy-2.3.1-cp314-cp314t-win_amd64.whl", hash = "sha256:30c0477d4aab7b7f39c8397dc877f2c96b9fe5588ec379f372c56eb63d599f63", size = 12154679, upload-time = "2026-08-15T03:02:04.809Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/67/8d982126034990869466f73b8db80dcb2234a7ac39b4dad093e047a79835/mypy-2.3.1-cp314-cp314t-win_arm64.whl", hash = "sha256:6941ab3619377bc3f32ca02876b07d27f216f5201604b664d3937ea0fdd23bb4", size = 10969159, upload-time = "2026-08-15T03:02:38.152Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/f7/41e7f2d8117fbc7a7587286162ffe2f688984b69c46ed63cf5f2e4fc3bae/mypy-2.3.1-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:6f041a6de52c9217ca125e78ba0a335cb7fd98a1c0580978e49ab2b126f70b57", size = 13990694, upload-time = "2026-08-15T03:03:21.919Z" },
+    { url = "https://files.pythonhosted.org/packages/06/85/8f665811a0c8f3bf6fa1d9acd665ec2d97a2bcc453ae68dcd92340941cd6/mypy-2.3.1-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5159ae60f5dbc3a498af5ba8365505808ac8031bc63f9e00304ad545d40bdd9b", size = 14203518, upload-time = "2026-08-15T03:01:48.455Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/82/91b866c8546b120bff83b73a439d90d2d63ef3aff113599e6b8e4d566848/mypy-2.3.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:47a8a7a0a7f6f6e63995c0ac36fa0c07b127413fdc81f0439b7f3dccafd33561", size = 15220224, upload-time = "2026-08-15T03:01:23.577Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/78/c226c99208ee40de7c768369fa533f933afa003dfdc606ff021450724e91/mypy-2.3.1-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:2329c0501293d4e1f33bc15d04d6304d65a1cdda967ee93a05c1e681a3923133", size = 15501512, upload-time = "2026-08-15T03:02:09.453Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/e7/7cfb3f106c393979f4cc37ad6c0586044d50401e3c35b0c003e4f3ba6bc9/mypy-2.3.1-cp315-cp315-pyemscripten_2026_5_wasm32.whl", hash = "sha256:bb26deed807bdb0457cf3e3f1cd7c4a1cf9d66864eaf1b4a61e06805d4c6b1f9", size = 7761913, upload-time = "2026-08-15T03:01:55.65Z" },
+    { url = "https://files.pythonhosted.org/packages/99/3c/52affefa273b97939a1f474ae4a349c8718635c15b941112dfab4291b0c1/mypy-2.3.1-cp315-cp315-win_amd64.whl", hash = "sha256:375d7013876a8233b2d05be185bfa09f689696cd999ce8b1cfe6acac5c80e8a3", size = 11422533, upload-time = "2026-08-15T03:03:24.101Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/b7/75643e70c72a5b346d8a9b1543c967ea8824df2ee3fb7ccba652c272b7bb/mypy-2.3.1-cp315-cp315-win_arm64.whl", hash = "sha256:586b3612214cceabb3c0f588c97e7d1e535393f06a60e912e994f6b3ace97523", size = 10397931, upload-time = "2026-08-15T03:02:55.265Z" },
+    { url = "https://files.pythonhosted.org/packages/10/ce/53be21f2d4adfcd26f63f1184a13ed797015ab463853f117e2e11e4d726f/mypy-2.3.1-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:ef0c6335cda9d807f8193d8ff6204a72bc909fa9882aacbca14f43cdb7188306", size = 15118669, upload-time = "2026-08-15T03:02:51.479Z" },
+    { url = "https://files.pythonhosted.org/packages/62/43/20de757cd42989d291a17fad607742c4c74e875ce5cea00e5a5225020ac1/mypy-2.3.1-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e598c8c66401d26b150872154a286e6d484cf2789c3bb28a7556806298423021", size = 15545627, upload-time = "2026-08-15T03:03:05.132Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/fc/092bdf77ad280eaf501422f0f3b966012b528076cc13e41a774861c907d1/mypy-2.3.1-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:eda22fd4efa9dcd39331d1dede9b5b8b8a7fd69af07592e778433da98610d29e", size = 16764157, upload-time = "2026-08-15T03:02:23.958Z" },
+    { url = "https://files.pythonhosted.org/packages/94/5c/c94c4d62d909b07f552d0d9356d7acc943825558e602a64822ffa2231536/mypy-2.3.1-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:2a0ba2e57847849fb0d1fcdabb32786d223095ed8bc121dfe322bcdb3d9c46bc", size = 17073258, upload-time = "2026-08-15T03:02:14.573Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/f7/511a88b89e478053c02d22039bb8f3ce4183efe8fd7a4f0a5910a8bb0a32/mypy-2.3.1-cp315-cp315t-win_amd64.whl", hash = "sha256:3f7e865dd51f235f60a2dbcd8728a1c095f5ca28f095d48a725b84cd935735c4", size = 12135505, upload-time = "2026-08-15T03:02:16.714Z" },
+    { url = "https://files.pythonhosted.org/packages/71/bf/02573b56964ecb0f7c644f915f53c325ae15c3faec521c5adf11599a32df/mypy-2.3.1-cp315-cp315t-win_arm64.whl", hash = "sha256:8ad80807dc3ab8ea978b1b2b6e4a657194ace1d4ef03e0e731aff1abd517da29", size = 10962647, upload-time = "2026-08-15T03:01:43.712Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/41/9675c7a1e78edecfba0b79e587a52594c56e189368261dc7b3a7fffb9527/mypy-2.3.1-py3-none-any.whl", hash = "sha256:6ed5c7e3419083268e5c9258bd1c1ef91af44a9e89374dbcaf37b775716e72eb", size = 2754338, upload-time = "2026-08-15T03:02:53.4Z" },
 ]
 
 [[package]]
@@ -1019,53 +1190,75 @@ wheels = [
 
 [[package]]
 name = "numpy"
-version = "2.5.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/22/fd/89965aa4ac08c74998539fcbf24fa3540f3e15237fbeb6bcf9c908f4aade/numpy-2.5.1.tar.gz", hash = "sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3", size = 20755553, upload-time = "2026-07-04T17:08:00.933Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/62/7b/14687aa674250e5e546f616f486b0d56d3631cd5b2415739141ce40bdcea/numpy-2.5.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277", size = 16801574, upload-time = "2026-07-04T17:06:12.423Z" },
-    { url = "https://files.pythonhosted.org/packages/e1/19/cc5bb2a3f2913d27d6dbb2c78d25921fabaedc6741d4a5a615a11f3c5bf3/numpy-2.5.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1", size = 11772250, upload-time = "2026-07-04T17:06:15.726Z" },
-    { url = "https://files.pythonhosted.org/packages/42/77/fdf34a71dd30f54979b18603bee915e0aaf825b07afe79acd60b04b691e2/numpy-2.5.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0", size = 5331516, upload-time = "2026-07-04T17:06:17.913Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/e2/eb7efa015b4cce41e2517bf182a7fce0d7d5b9d9ed76a29bfa0f4fe4505c/numpy-2.5.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e", size = 6664863, upload-time = "2026-07-04T17:06:20.02Z" },
-    { url = "https://files.pythonhosted.org/packages/a9/4b/a2b32dd94ee9ffbeecb28152240042a3949db33b1c834d44090b80e1b3b8/numpy-2.5.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75", size = 15167977, upload-time = "2026-07-04T17:06:21.621Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/a9/6e73d68500f80773f65f0654ea932019d6694329a0eb0ed0533de38df376/numpy-2.5.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca", size = 16672469, upload-time = "2026-07-04T17:06:24.064Z" },
-    { url = "https://files.pythonhosted.org/packages/24/7d/ad3e59015135f5261c95fd4cafeff159c955febd83a99a1d9250c4233815/numpy-2.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3", size = 16527531, upload-time = "2026-07-04T17:06:26.69Z" },
-    { url = "https://files.pythonhosted.org/packages/83/d0/a39b2fbcde9cb17a1dac678f254b33a6336298af9df338824c685425d5e8/numpy-2.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9", size = 18431940, upload-time = "2026-07-04T17:06:29.521Z" },
-    { url = "https://files.pythonhosted.org/packages/04/12/cff070947791c1ed425ff76413189adbdc2fbe215eba7ce7fa454a03c7f8/numpy-2.5.1-cp312-cp312-win32.whl", hash = "sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2", size = 6066764, upload-time = "2026-07-04T17:06:32.571Z" },
-    { url = "https://files.pythonhosted.org/packages/65/66/53f31807a48a750f9d748da273bc3fcedd12b27ff1f3e373bfec55ef2dc0/numpy-2.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2", size = 12430966, upload-time = "2026-07-04T17:06:34.926Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/2a/d1a88066b1c14186f5d3c0d18c94f17b064511982bab0578d49ee9d43c29/numpy-2.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b", size = 10350488, upload-time = "2026-07-04T17:06:37.785Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/07/ec2a3f0c91761581d4b7104a740791800025983f9a4dc4e73f91a99aeac4/numpy-2.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1", size = 16796419, upload-time = "2026-07-04T17:06:40.37Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/ab/ddb499fc4f8780354395face5b65c7fd107bcd6e1d667a5f07d046956f6f/numpy-2.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6", size = 11765832, upload-time = "2026-07-04T17:06:42.768Z" },
-    { url = "https://files.pythonhosted.org/packages/88/b3/3c28c558a09fc72100c646dac6d2fce8e834c471b0edca01a29996706117/numpy-2.5.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d", size = 5325143, upload-time = "2026-07-04T17:06:45.466Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/0e/ce19b985bb15c596f4f05954e76cccc77c845083b3b8f938a6c68e523128/numpy-2.5.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1", size = 6659749, upload-time = "2026-07-04T17:06:47.288Z" },
-    { url = "https://files.pythonhosted.org/packages/2e/20/1ee6614d64332a1bba6411f38e68cb79eec1b2459e20a623777c5c5492a2/numpy-2.5.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd", size = 15164716, upload-time = "2026-07-04T17:06:49.494Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/a7/2bcd3fdbb87804755c35b729bf8709d62025c5f4cfd7d5b2415997097515/numpy-2.5.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a", size = 16661440, upload-time = "2026-07-04T17:06:52.061Z" },
-    { url = "https://files.pythonhosted.org/packages/fc/d7/a41e3310c886fe457d36e670bbf24fae411aca8a7b6ad92a32afd924077c/numpy-2.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7", size = 16526305, upload-time = "2026-07-04T17:06:54.605Z" },
-    { url = "https://files.pythonhosted.org/packages/53/75/4333a9a707c1edd3a4e1a0c58eca52c0f31e55089fa80db02b5565b24df7/numpy-2.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6", size = 18423008, upload-time = "2026-07-04T17:06:57.54Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/90/e314a32b1c11a2ffe818ddad3a57b50b4b6e1b6c487192eb50cdef0415d0/numpy-2.5.1-cp313-cp313-win32.whl", hash = "sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9", size = 6063885, upload-time = "2026-07-04T17:07:00.14Z" },
-    { url = "https://files.pythonhosted.org/packages/10/70/800b3fca480af32df9e8ea9f3d4a0c8feb4b32d7f195d174eabbda4829ad/numpy-2.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74", size = 12425674, upload-time = "2026-07-04T17:07:02.387Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/0b/196350c122f50f6ca56846f2d71efd5e0d24b7b2e07355e019b2e2c7a11e/numpy-2.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107", size = 10350256, upload-time = "2026-07-04T17:07:04.878Z" },
-    { url = "https://files.pythonhosted.org/packages/db/f4/731b6085a83faf6ca843394cbd5e217280c214399f7e8b21b9f552af0ae2/numpy-2.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8", size = 16795063, upload-time = "2026-07-04T17:07:07.374Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/64/0e215f2048dd11a55bb989ed41b3585ef57452404e638d703a211a3e4157/numpy-2.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75", size = 11776652, upload-time = "2026-07-04T17:07:09.907Z" },
-    { url = "https://files.pythonhosted.org/packages/b5/59/2b844c7a6e9deff69b404a66221e1542937734f65d5e6e39411876053862/numpy-2.5.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2", size = 5335944, upload-time = "2026-07-04T17:07:12.227Z" },
-    { url = "https://files.pythonhosted.org/packages/86/51/9bf7cb2cabcebc9e017e4ec7e6322b378317a542c08b4cb68479c1efc716/numpy-2.5.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b", size = 6656266, upload-time = "2026-07-04T17:07:14.368Z" },
-    { url = "https://files.pythonhosted.org/packages/83/3e/fb7615b211b82a32f44d5180a6d421b61f84d4fadd578b48ba4ac34e189f/numpy-2.5.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95", size = 15179720, upload-time = "2026-07-04T17:07:16.272Z" },
-    { url = "https://files.pythonhosted.org/packages/41/5f/0f992cb24560673496c5d68de61913b57166ce530ffda07c1f280e0cc464/numpy-2.5.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21", size = 16664835, upload-time = "2026-07-04T17:07:19.021Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/2f/97d6475ee91afe2587797d09446f9d3e475ad4cb681662d824809327b75a/numpy-2.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373", size = 16539135, upload-time = "2026-07-04T17:07:22.015Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/5b/4db81e4ba0be7e2776b1de68c82aa862c7f8ec27e1b4927d4ae075e20678/numpy-2.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438", size = 18426684, upload-time = "2026-07-04T17:07:24.941Z" },
-    { url = "https://files.pythonhosted.org/packages/1f/64/c0ba2d90724d450279a7df8f32057241070250a26a7e2b5337d77347f481/numpy-2.5.1-cp314-cp314-win32.whl", hash = "sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace", size = 6116103, upload-time = "2026-07-04T17:07:27.622Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/1a/837f9ed7405adcd7a40538792eb169eddd8fa5630c16a1ef49dae71a30f4/numpy-2.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a", size = 12562177, upload-time = "2026-07-04T17:07:29.887Z" },
-    { url = "https://files.pythonhosted.org/packages/22/ed/49707938b6dd0a78a9178dd93227dc89e4c11af47f5c798d70366e8d0483/numpy-2.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0", size = 10627739, upload-time = "2026-07-04T17:07:32.568Z" },
-    { url = "https://files.pythonhosted.org/packages/a6/c7/bb4b882cfe7f299cbc8b66e42e7dd78cf9d14e40f9469fc5e3db7e15b3bd/numpy-2.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22", size = 11894709, upload-time = "2026-07-04T17:07:34.941Z" },
-    { url = "https://files.pythonhosted.org/packages/40/3f/5af7f4a7f6224aef48017aa82bb6174c7a659d724be0c75017b7e64a55b4/numpy-2.5.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7", size = 5453810, upload-time = "2026-07-04T17:07:37.495Z" },
-    { url = "https://files.pythonhosted.org/packages/20/c9/3474309bc94d634d3f9c3eddf03250ecb8c22cd948ef16fef69a77cc5d7b/numpy-2.5.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d", size = 6761189, upload-time = "2026-07-04T17:07:39.563Z" },
-    { url = "https://files.pythonhosted.org/packages/90/8a/558ae39fdd55d7e7f7fef9a84a6e964ac6b23edbd2a07e52bb084500507d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09", size = 15225039, upload-time = "2026-07-04T17:07:41.682Z" },
-    { url = "https://files.pythonhosted.org/packages/63/27/ca7392b2d030277bdf0273e7d23255b3ee57d57a7c170a6f4fb3981e1e5d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4", size = 16701306, upload-time = "2026-07-04T17:07:44.611Z" },
-    { url = "https://files.pythonhosted.org/packages/02/42/03d53ae7996c44d4374a8262e9dc41671fd56cbb98f7d47ef85cf5da4c6b/numpy-2.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1", size = 16589955, upload-time = "2026-07-04T17:07:47.694Z" },
-    { url = "https://files.pythonhosted.org/packages/7b/15/6c1784ae469640e65db111e9a34b3d0f14d91e8a38b9ce34810ced370dbb/numpy-2.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077", size = 18464252, upload-time = "2026-07-04T17:07:50.684Z" },
-    { url = "https://files.pythonhosted.org/packages/94/a8/f98e50356cf167df656c526c2dfeec2d7dde182f2a3da4b458a5938e2776/numpy-2.5.1-cp314-cp314t-win32.whl", hash = "sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf", size = 6263298, upload-time = "2026-07-04T17:07:53.445Z" },
-    { url = "https://files.pythonhosted.org/packages/72/ac/96ae880cdecad0b3275d9359fcec72667b49a4863c9f12942e43679dda02/numpy-2.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af", size = 12748623, upload-time = "2026-07-04T17:07:55.384Z" },
-    { url = "https://files.pythonhosted.org/packages/a1/5a/4d2b1601df3602dba7a14f3348ba9bfe94a18adb428e693df6154c293831/numpy-2.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb", size = 10697674, upload-time = "2026-07-04T17:07:58.506Z" },
+version = "2.5.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9a/80/db0b4559e57ec36362bedbb05530a87fafbcb6067708c946967a41d449e7/numpy-2.5.2.tar.gz", hash = "sha256:d482d171c406ae88c5b19cad3b6a1c4c5209f886ab74bc44c2c865c23f52d860", size = 20773161, upload-time = "2026-08-09T13:48:27.962Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/69/72/dccb0aaf40972777283303919f613964227266d0c13adebb79ac124f1c3e/numpy-2.5.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:14e373cfc6387177e8409dac3c7159be8eb05cd77096cd7c950268b86f62831c", size = 16891693, upload-time = "2026-08-09T13:44:51.702Z" },
+    { url = "https://files.pythonhosted.org/packages/60/2e/b5aee50a1f74ac815cf8331812cb8251e29024025de462e0c047641c614c/numpy-2.5.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:4bbd96c833ecc8cc069ce518078fc8c60cb9cbfb0fea5b7a803ad65035596d03", size = 11903109, upload-time = "2026-08-09T13:44:55.501Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/f4/29e78102a80601cf034d4e9767022cffeca2c3b4c926e1754572ca95593d/numpy-2.5.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:6e8172ddfcf5cf74b811d372b570b83c60bd2de87a6fbfbebdadb4a9bd9c6cbb", size = 5350202, upload-time = "2026-08-09T13:44:58.401Z" },
+    { url = "https://files.pythonhosted.org/packages/11/4b/dcd3b7eadaf4035d2c7a4289d232523a6964f602598ef7674e4bd7291f93/numpy-2.5.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:65f188481f1669e26f62b701e8205d19e460fa4a9b52a1414ba382330e4a3414", size = 6687736, upload-time = "2026-08-09T13:45:00.813Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/21/4947e0e9d6c9fc2e2ff15b8949049ee44f63adb9cacc729ab8793f97e712/numpy-2.5.2-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:8ee9c4eeb8454b3660a8b53493563c3e121c2fc94fbd72b848ef814ed7b676a9", size = 15612696, upload-time = "2026-08-09T13:45:04.151Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/5f/62d28cf019460c7f1394105b4d49d9911a9c444cb77ab0bd95a204c5a6de/numpy-2.5.2-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3cdec01fa790a186d430433fdd4d4ffb70eed6f0eeb4bf05c8dbe2dce0a9bcb8", size = 16722264, upload-time = "2026-08-09T13:45:07.714Z" },
+    { url = "https://files.pythonhosted.org/packages/14/25/3f0be4c1b9fdf5dd5e708a6806978564d7c46a055c000496309ff2a2f8af/numpy-2.5.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7999d4ddb0c4025018373fd787510d46e04c769467af22869707b3c1cfd459ab", size = 16974396, upload-time = "2026-08-09T13:45:11.316Z" },
+    { url = "https://files.pythonhosted.org/packages/22/72/6262cbdeeb45da9d971e40715f579d791603ba8ec0b5e2db1ac55454421d/numpy-2.5.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c1f017dc0875c9209d219f97feceb7d54c2661bb243deb4114478e1295808af7", size = 18476044, upload-time = "2026-08-09T13:45:14.869Z" },
+    { url = "https://files.pythonhosted.org/packages/36/33/29208b8b075bde62d26a81d14b358c42b0f69b6cabd98d4ff97f37f22b05/numpy-2.5.2-cp312-cp312-win32.whl", hash = "sha256:d6a48072864e3324e194a8fbb3c657bcc5b5c869dbc64c9537b1d5c862572c0a", size = 6072817, upload-time = "2026-08-09T13:45:17.867Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/b9/87fea2769fe1c47c1b5b01d8310772c9d1a85d485de7cf386ef7a3332b02/numpy-2.5.2-cp312-cp312-win_amd64.whl", hash = "sha256:28ac63476ec7651484215ee7fa15a1f78b57c14621f01e392afe17b9a1390ce4", size = 12464674, upload-time = "2026-08-09T13:45:20.734Z" },
+    { url = "https://files.pythonhosted.org/packages/14/52/032b97e00461ab0809bbe4c588b035620e5a14b8cdee47ecddefc7b17d33/numpy-2.5.2-cp312-cp312-win_arm64.whl", hash = "sha256:27650bb0e7140fa3d37b9923b4803645e0b125d190f326eecfd3f4dad8e8ade1", size = 10397131, upload-time = "2026-08-09T13:45:23.73Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/d2/6b24738a0ef4557d189b150046cd07823c50e4273e8aebd651222e24306f/numpy-2.5.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:8e4cb9a754c8a0c62eaa88273a5fba3391f4a610d1dee893c0755da31c083f15", size = 16886595, upload-time = "2026-08-09T13:45:27.323Z" },
+    { url = "https://files.pythonhosted.org/packages/65/60/f2d208d366f263f39c6e69ed309290717aab41078b6d04c9be2a84fa2a07/numpy-2.5.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:52c808f96484f5571a5cc863775ce50247c17dfb3b0361f8ed6b4b0456f80080", size = 11896845, upload-time = "2026-08-09T13:45:31.638Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/79/81e0bf24f4d020a2b1d5cd297a9f60c3f24eeb116f9bba5870443f7b6a4a/numpy-2.5.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:29d81e97f668489cba8ebfd796b9bdd453525d35dd9e162e2daec94bf3fc7740", size = 5343880, upload-time = "2026-08-09T13:45:34.373Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/cc/e3141cf06d1a8a2c7e107543fe1269c1d1af760d4d683c0794a4ee1127c2/numpy-2.5.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:afb3f0632d6b2e3ba04dbce8d1e48d321b369138b73830b5ca371a0e8d479d56", size = 6682264, upload-time = "2026-08-09T13:45:36.7Z" },
+    { url = "https://files.pythonhosted.org/packages/29/f1/2a64a307d92c5d98f5255a4014eb43bb6103ee477087b61ecae44a3aa9b9/numpy-2.5.2-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0aadf13b60048d501e05fa699efaf7734e2494f3498a4c2a5521d822640324f3", size = 15609566, upload-time = "2026-08-09T13:45:39.518Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/44/59a1eb68e773c4098d107ef34a0dbdeca501d72ffcfbff9a7707343921ce/numpy-2.5.2-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:29b86ff8a6cc556b47ec6b64b194815cc80e6bf5eedcc6cddfd65318cb0b4eee", size = 16709995, upload-time = "2026-08-09T13:45:43.661Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/4c/3e54d4ddbc359a1295f8b633e8106bcd4d7d4a206e82df051bdfb3058755/numpy-2.5.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6950c4b7dd562453090548ba7f5da7e59f57f85663f15d5dcc60e249192f7e59", size = 16972511, upload-time = "2026-08-09T13:45:47.094Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/9f/02e371638ebf19b66d46231e4be52999e87f32d1961b113bc45656608b22/numpy-2.5.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b9727f472d2f3888053b8a75ab0cb94745a9de224bb5846dbadc0092101bc71d", size = 18465609, upload-time = "2026-08-09T13:45:50.808Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/ae/ad6645abc7a3510fe48e8ea1ab4598166f500057ef4ebf38bfad4f1577de/numpy-2.5.2-cp313-cp313-win32.whl", hash = "sha256:4f9744f9fbdcea0bc552e8f19e1f141f811a3f9bc2be2cc6e86d982cab23e3f4", size = 6070204, upload-time = "2026-08-09T13:45:54.111Z" },
+    { url = "https://files.pythonhosted.org/packages/15/20/f3489f86d81ea460b2bcdceaed094142ca6579f6be0ec527b781d39afe68/numpy-2.5.2-cp313-cp313-win_amd64.whl", hash = "sha256:85aaccb24182c25df891ad0ec333585967e115269d5f1b17f2c9ae005bc96657", size = 12460532, upload-time = "2026-08-09T13:45:57.167Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/21/35b31dde1b283b79de828b80f876afd8c94e28fe1e9c375f89e261cc4c0d/numpy-2.5.2-cp313-cp313-win_arm64.whl", hash = "sha256:bd68ece1553d2023c09a4226d9e41c586ad2d20594d1a456186c33513d2cb3f2", size = 10396725, upload-time = "2026-08-09T13:46:00.478Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/f8/c3b222bf075b50afd8e949a07a15c4b312a4a84bd8102a332bcd953cbbb4/numpy-2.5.2-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:d787cf769c3baeb5f6235e778edb52c08dfa923789b5958f28e6450f96107cb1", size = 16885180, upload-time = "2026-08-09T13:46:03.939Z" },
+    { url = "https://files.pythonhosted.org/packages/17/e1/2c1d4b1987795a92b5bbf7c24fe249ab96aa2573ab0d7604802c189d7b86/numpy-2.5.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:24b9dc2e3d84aa58523798805194e23e736f3f6ce2d1a5b92583ae734e6dbda8", size = 11907878, upload-time = "2026-08-09T13:46:07.045Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/ee/d08226fc858044355983a6e5b94f08ff6f3969e0a2b160a4a89f0ddb3445/numpy-2.5.2-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:9e9413326d726c2545bfa65d2c0876871e8d8386e77f992c1d426e180bbd4323", size = 5354922, upload-time = "2026-08-09T13:46:10.04Z" },
+    { url = "https://files.pythonhosted.org/packages/94/f0/6d3d933056440ebbc5e6bad92065fc6c26a48a84a36b1208580e94eea76c/numpy-2.5.2-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:60e902ac295855348a5ca2ea4c89108989a9f5fddfad3dfc0a8f36b10358567e", size = 6679168, upload-time = "2026-08-09T13:46:12.275Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/3b/ecd49dd90033cceb2704d88ca905d4d7d89b0e8c739608754ffd325fa820/numpy-2.5.2-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:50e500dc868e9313530ce12ba470fe50ff3afe3d62993ed6eff652dacd555b65", size = 15624501, upload-time = "2026-08-09T13:46:15.322Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/99/461bd36dbdfac6c1c53efa370bd55a83227542d0d118f1677dbf1a3dacd5/numpy-2.5.2-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:318b9a4c845dbea06708a29c84ee429cc3065048db34cdb799047643492050ee", size = 16713701, upload-time = "2026-08-09T13:46:18.949Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/9c/2b251df9e8a5d647b62b0cbc1b90a91850c1cf4859ecb532fd0b4eacff6c/numpy-2.5.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:34c319e2963be042673fb46570501b2f06c41924e17e3563d58646b4380dfb68", size = 16986065, upload-time = "2026-08-09T13:46:23.006Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/25/20de43f53ff1390534a124475055a19f01fe10c920a0fd11b8e18d6d6052/numpy-2.5.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:f06571a052127dc1b4e8b83029b4d1b20daa2b64a31cdd181fc6bc774e9000eb", size = 18470031, upload-time = "2026-08-09T13:46:27.102Z" },
+    { url = "https://files.pythonhosted.org/packages/56/5e/0c577ca308d6da5eb79b546ba10bbe5b60148192194e2da060913b1de4f1/numpy-2.5.2-cp314-cp314-win32.whl", hash = "sha256:2cc779226e476d1e1f08c74068c419e60f41a9e0e069c92f6671d31d5c985e98", size = 6121028, upload-time = "2026-08-09T13:46:30.046Z" },
+    { url = "https://files.pythonhosted.org/packages/15/5c/7bcbd5b11f94199073320410cddcbb80cee62415bfeb540874b265c2d922/numpy-2.5.2-cp314-cp314-win_amd64.whl", hash = "sha256:7587f53dfbd5edc0f7b87c6217b4c6d2d1f2ef9c3da70bc1315e7db5f8d7ec9d", size = 12597627, upload-time = "2026-08-09T13:46:32.886Z" },
+    { url = "https://files.pythonhosted.org/packages/87/bc/4d0b06fba0da90ccc75af62823cb9dcedb6c9ea0cffa058cb2c9ee773a77/numpy-2.5.2-cp314-cp314-win_arm64.whl", hash = "sha256:3e4c367352d3747784248a227fbec218e193b56f7e6692e3b64fc805478ecfdf", size = 10680414, upload-time = "2026-08-09T13:46:36.036Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/17/f429aac9dc08833a0d0f188eba38c532a751b1a1f2ca6018a37b455cb321/numpy-2.5.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:b879fb674276e331513fb136b78dbc6bd3c848309e0d841cfd63be3896c4cfc1", size = 12026967, upload-time = "2026-08-09T13:46:39.084Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/9f/d0849de96a2a4ceaa16662f18ee13eaa9c0aa418269fdc8c4857c56b11da/numpy-2.5.2-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:fd0d703772bba096843785bd38371e31bb4a0c1151497ad5739d182114a73f7f", size = 5473874, upload-time = "2026-08-09T13:46:42.075Z" },
+    { url = "https://files.pythonhosted.org/packages/89/3c/8df216d4a4a5422a3de045301cf7df8ea47286d76f5cb7160b0128ac26b7/numpy-2.5.2-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:3a2f061cebd9e3d23bdcfaaded5e2293a4c6a5b60fa42df85d410a725ce621bf", size = 6789276, upload-time = "2026-08-09T13:46:44.387Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/3a/20d7e9891c4ddfadd6ff8d95bf4b29f353d8e1770553de2099880551dfb9/numpy-2.5.2-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6df895598c0edcb41030126c89e0f353b07d93238116143b7405e937359736c4", size = 15659154, upload-time = "2026-08-09T13:46:47.538Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/d6/f3aa3d2688bf501b858835c6bd087ae9b51a56ae6fca8e2b0990abd177af/numpy-2.5.2-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1ab3d4a901f844ea836c3e80bf463c6a27d7f3c14e8e292fcf28d348b25b9bce", size = 16748909, upload-time = "2026-08-09T13:46:51.442Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/8f/1c5cae8d2baf86ab802ae97a00be55bc7e21ebc11b12bbc33376c5f05342/numpy-2.5.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:cebc2d6dbb605a7703d59751dea4bd6b0ab127a5a4338a6f432df1936fef8b26", size = 17027685, upload-time = "2026-08-09T13:46:55.095Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/27/71d3467404aedc1c24ce79610f91b52b0b0f466c43a701aa56fc75c145ab/numpy-2.5.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:eaca7ff36f0f52e2111ec71f169d8fd3e889e7ddc0d2592e0d703fd8d3ce8fac", size = 18501181, upload-time = "2026-08-09T13:46:59.09Z" },
+    { url = "https://files.pythonhosted.org/packages/14/2f/42921d27c40aea7e077f4a423ae509fd9220b028cd787bafefd8ab2b3a5f/numpy-2.5.2-cp314-cp314t-win32.whl", hash = "sha256:ddf47472af2e4280d79bac82304f5e80150211f1b9e614b760061d5fdfbb6eba", size = 6271085, upload-time = "2026-08-09T13:47:01.903Z" },
+    { url = "https://files.pythonhosted.org/packages/75/e6/bad5f5d56de9b1971bac959963dda276d35c40f1854475005434bbe08692/numpy-2.5.2-cp314-cp314t-win_amd64.whl", hash = "sha256:44ef9675d908e65f9953063837c3277730f3f4437615a4cdab67b366cabaf884", size = 12787971, upload-time = "2026-08-09T13:47:04.963Z" },
+    { url = "https://files.pythonhosted.org/packages/df/05/f608795cb34391acd67e38d94a3c36abd8d8576293a3a80727d7595c372c/numpy-2.5.2-cp314-cp314t-win_arm64.whl", hash = "sha256:eaa088384c46f519dacb93b7ec483a6d6b19a4a2085ae4f25ab9b1c43d387d1e", size = 10750306, upload-time = "2026-08-09T13:47:07.976Z" },
+    { url = "https://files.pythonhosted.org/packages/33/c6/28de0191c5f82b7d42a0a51390ba98587048aa93a39fafb05bdbe6e8d00c/numpy-2.5.2-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:078f9b027b478c9379b9677babbf0f8b8f1ecfada27636d7b9a93990c638739f", size = 16885274, upload-time = "2026-08-09T13:47:11.439Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/d1/973ca116000d244897e468ea1aff30b589e5022e3c8744b71706fe33bd57/numpy-2.5.2-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:50a68f4bacd8a2b33d8da3d2269d0d78500f86ea582e4786dc10f5ef2c2c6842", size = 11907846, upload-time = "2026-08-09T13:47:15.128Z" },
+    { url = "https://files.pythonhosted.org/packages/78/d9/8c4b3937ef204cb2fd88d389ccd0f265a2ffb11f35a01d2064cf46714bd6/numpy-2.5.2-cp315-cp315-macosx_14_0_arm64.whl", hash = "sha256:e79aba74ffaf5f78a050d777c184cddf8fdffabab38acf5f3ef1fecbc17895d6", size = 5354892, upload-time = "2026-08-09T13:47:18.07Z" },
+    { url = "https://files.pythonhosted.org/packages/74/9b/b6ee65ea2999fdb7023935e108e6fb776ee4082aa15f159acfa857e578c8/numpy-2.5.2-cp315-cp315-macosx_14_0_x86_64.whl", hash = "sha256:9a0731745a72a184490a582fb4af2533512bd071ace67785b5fdffc0ae58dce8", size = 6679309, upload-time = "2026-08-09T13:47:20.456Z" },
+    { url = "https://files.pythonhosted.org/packages/43/f3/acb18d8b137a393c8e7803a8c994c9e64bde3930692a69d826993113a159/numpy-2.5.2-cp315-cp315-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4ec954036759bcee3aa484f8603bd9c14f3e776293b85578b8734c2d72777c69", size = 15625850, upload-time = "2026-08-09T13:47:24.365Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/bf/a8e9bb0db815a0e265b5744ebedd3af0bd5faad8604e5b50a1cd012f3c91/numpy-2.5.2-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:dc649493697006bc90614a5f0bbc8cb3cb1866715c474e473694968d7e6b99ab", size = 16713664, upload-time = "2026-08-09T13:47:27.965Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/c3/6e913736b3dd6582344af32418b5fb9dab34282e8a8174ae1d54ceb0fc13/numpy-2.5.2-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:cf7de32f486e4ac9e2d93b810f9e9ac72a728dd46a32a0bb403222f27f653514", size = 16986749, upload-time = "2026-08-09T13:47:31.541Z" },
+    { url = "https://files.pythonhosted.org/packages/80/09/7d3b23eff5c7428ef6c01e6f7052bb60d504c4d33e317b36b8959c24ad97/numpy-2.5.2-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:2ffa7bacab3e2ee1b19ed31766bb60bb380b68c23f051e199c5cc598afd68710", size = 18470495, upload-time = "2026-08-09T13:47:35.364Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/a4/68a321d825374f6eb677ffe8ef8c6b9a328304e6fd2e39d9530822776607/numpy-2.5.2-cp315-cp315-win32.whl", hash = "sha256:6b588cc8f902d6bff201c19fd00c43ab8545671e3554d014e12e14139e5e8617", size = 6120696, upload-time = "2026-08-09T13:47:38.561Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/23/deafbb1700f79fae9cd1e91220f133d124cc267de1b584da3fbf6db2f6cd/numpy-2.5.2-cp315-cp315-win_amd64.whl", hash = "sha256:07d4e89f3a9ab0a9ba24264ccdb642b3dd951b2281e8883a5481a4aa79cc31a7", size = 12597324, upload-time = "2026-08-09T13:47:41.401Z" },
+    { url = "https://files.pythonhosted.org/packages/33/cd/3272ba105e3bbbdaeb11357eda31e7a6825ffe159e8171665660299a948f/numpy-2.5.2-cp315-cp315-win_arm64.whl", hash = "sha256:a610dc7e3c52edd39c2bc2375ff9c3fd59cb3ad00e4472d36f83bc1457145788", size = 10680466, upload-time = "2026-08-09T13:47:44.873Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/0e/58370637b1bb70a5c9ce2b43f4b521ccb224e36ccb76a6596b17ae4b447c/numpy-2.5.2-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:40f4d451aed46a8046a1aae41c4e55fb3612273df9c502480135e1501576a34b", size = 16993947, upload-time = "2026-08-09T13:47:48.97Z" },
+    { url = "https://files.pythonhosted.org/packages/10/93/2abcb807712b289d6d60fe4cf30532f98974a8396d885650f3ba5a13026e/numpy-2.5.2-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:c081cbe16ba1ab53078e5ff29013621e33c509eedab055775d956427712c236e", size = 12025331, upload-time = "2026-08-09T13:47:52.646Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/3a/2898e003a5fbaf87e76c039b4ee1f5eb390471b4ffe74887c1f34c4e791e/numpy-2.5.2-cp315-cp315t-macosx_14_0_arm64.whl", hash = "sha256:0090ccdd57ec2703e9b49d0bf554767370581c1dd0a6b2bb2b2d9def317d042a", size = 5472336, upload-time = "2026-08-09T13:47:55.403Z" },
+    { url = "https://files.pythonhosted.org/packages/61/a5/23f69d07c544597b29758b31b55c27dc9d541012a2c1496189fef702aec2/numpy-2.5.2-cp315-cp315t-macosx_14_0_x86_64.whl", hash = "sha256:6a9bb119fb8dd21ba30b3f0e555b7e2b081bd9883af21ec9c1c633d161cda3a8", size = 6788387, upload-time = "2026-08-09T13:47:58.192Z" },
+    { url = "https://files.pythonhosted.org/packages/15/ea/c0dbdbcf22f43782510a3e492dd3da73c6112b69cac8929d16d127536fc4/numpy-2.5.2-cp315-cp315t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:a839318485284a6fb31be4f8f2c91c8f2cb22f4543c4a8903f12b0671ffe07cc", size = 15667096, upload-time = "2026-08-09T13:48:01.562Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/5e/29c73c31748cdb0f7566642125ba17fd5b56780cddf891b085dab27e4466/numpy-2.5.2-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ba0a474801b8dc67b66bf465548abc90e82b44d2611b5770f33008dcabffe8ec", size = 16751730, upload-time = "2026-08-09T13:48:05.706Z" },
+    { url = "https://files.pythonhosted.org/packages/47/95/02501e8454796bb58dadf7a99d3181e0b464bf264e1003039572f9779fac/numpy-2.5.2-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:0a4035ae1129ff8777f08bfbd44f1e5d8e9c049ce0c2dd78fc0d92c13e7251c0", size = 17038686, upload-time = "2026-08-09T13:48:09.627Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/b5/53a681d91b5c82687067d8ea5035e02d917b5509d6f334cb06484a954714/numpy-2.5.2-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:77843ca236b777e67f8d6b3660ea116e499612703a0ecd7093f316201eb9d8e2", size = 18507727, upload-time = "2026-08-09T13:48:13.744Z" },
+    { url = "https://files.pythonhosted.org/packages/42/06/6e11443f7b64ee376c860506091103bf68f92d2cab9e8d96d4501babf07c/numpy-2.5.2-cp315-cp315t-win32.whl", hash = "sha256:7354826bc6f8f69402e9b7fe28d15fcd34feebd74f856f111585c5b0c9fb0251", size = 6269775, upload-time = "2026-08-09T13:48:17.543Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/18/195d6b86cd72dbbc501edfa778005fa6b87afd34c153e46028cd3a0938f4/numpy-2.5.2-cp315-cp315t-win_amd64.whl", hash = "sha256:e5651f3f87add730ee6608d915009e19c911fba0cb000c7e3ea994b7d768eb12", size = 12782559, upload-time = "2026-08-09T13:48:21.023Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/07/458c344f0f0c178f4481dad5cca790626ffe4c34eabf9467069d06ee4999/numpy-2.5.2-cp315-cp315t-win_arm64.whl", hash = "sha256:5f8e00be2ec6f45f4e8a41a527f68d44a7d96fee92a650e4d8b1326f77f61e6e", size = 10748103, upload-time = "2026-08-09T13:48:24.21Z" },
 ]
 
 [[package]]
@@ -1082,75 +1275,69 @@ wheels = [
 
 [[package]]
 name = "packaging"
-version = "26.2"
+version = "26.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d7/f1/e7a6dd94a8d4a5626c03e4e99c87f241ba9e350cd9e6d75123f992427270/packaging-26.2.tar.gz", hash = "sha256:ff452ff5a3e828ce110190feff1178bb1f2ea2281fa2075aadb987c2fb221661", size = 228134, upload-time = "2026-04-24T20:15:23.917Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/fa/3944b40b07da9ce895c0e6303a5ab7d53da063554f534556b134a54d6093/packaging-26.3.tar.gz", hash = "sha256:94edc256424af38762eb31306eed28beb9f0efc50a8837492c9d6fd6004aed79", size = 313412, upload-time = "2026-08-04T18:15:28.737Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/df/b2/87e62e8c3e2f4b32e5fe99e0b86d576da1312593b39f47d8ceef365e95ed/packaging-26.2-py3-none-any.whl", hash = "sha256:5fc45236b9446107ff2415ce77c807cee2862cb6fac22b8a73826d0693b0980e", size = 100195, upload-time = "2026-04-24T20:15:22.081Z" },
+    { url = "https://files.pythonhosted.org/packages/63/34/ba1c580383c9eada3711951fef0795c80b829a078d72188184bcab9dd527/packaging-26.3-py3-none-any.whl", hash = "sha256:d7193f7c8e4e93f444fde0262bf90af30e16fa0ad0ad44cb553c87339b23cd1c", size = 129956, upload-time = "2026-08-04T18:15:27.159Z" },
 ]
 
 [[package]]
 name = "pandas"
-version = "3.0.3"
+version = "3.0.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
     { name = "python-dateutil" },
     { name = "tzdata", marker = "sys_platform == 'emscripten' or sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f8/87/4341c6252d1c47b08768c3d25ac487362bf403f0313ddae4a2a26c9b1b4c/pandas-3.0.3.tar.gz", hash = "sha256:696a4a00a2a2a35d4e5deb3fc946641b96c944f02230e4f76137fe35d806c4fc", size = 4651414, upload-time = "2026-05-11T18:54:29.21Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/24/f1/392f8c5bfc16f66a0d2d41561c01627c228fe7ed2a0d056ef11315042570/pandas-3.0.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:fed2ff7fd9779120e388e285fc029bd5cf9490cdd2e4166a9ee22c0e49a9ab09", size = 10357846, upload-time = "2026-05-11T18:52:36.143Z" },
-    { url = "https://files.pythonhosted.org/packages/cf/3d/b16412745651e855f357e5e66930248688378853a6e2698a214e331fba1f/pandas-3.0.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b168fc218fd80a6cbdbdbc1a97ddc7889ed057d7eb45f50d866ceab5f39904c4", size = 9899550, upload-time = "2026-05-11T18:52:38.976Z" },
-    { url = "https://files.pythonhosted.org/packages/31/a8/fa2535168fffcedf67f4f6de28d2dd903a747ca7c8ea6989451aaeb3a92f/pandas-3.0.3-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0383c72c75cdcca61a9e116e611143902dbfd08bff356829c2f6d1cf40a9ca8c", size = 10412965, upload-time = "2026-05-11T18:52:41.915Z" },
-    { url = "https://files.pythonhosted.org/packages/65/b6/09b01cdbc15224e2850365192d17b7bdebb8bdbd8780ed221fcdf0d9a515/pandas-3.0.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6dc0b3fd2169c9157deed50b4d519553a3655c8c6a96027136d654592be973a9", size = 10894600, upload-time = "2026-05-11T18:52:45.02Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/a4/2eb28f2fccb4ced4a2c79ab2a5dee9ade1ebf44922ebad6fea158c9f95d4/pandas-3.0.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7e65d5407dc0b394f509699650e4a2ec01c0514f21850f453fa60f3be79a5dbf", size = 11422824, upload-time = "2026-05-11T18:52:48.058Z" },
-    { url = "https://files.pythonhosted.org/packages/f8/45/830bb57f533a4604b355e07edcb8ea18cf88b5f94e5fca92f27052d7c597/pandas-3.0.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f8894dc474d648fe7b6ff0ca9b0bd73950d19952bc1a6534540762c5d79d305c", size = 11950889, upload-time = "2026-05-11T18:52:50.905Z" },
-    { url = "https://files.pythonhosted.org/packages/b9/c5/fc1b368f303087d20e8c9bf3d6ceb186263cfac0ade735cd938538bea839/pandas-3.0.3-cp312-cp312-win_amd64.whl", hash = "sha256:c7be265b62cef88e253a941e4698604973736dcfe242fdb5198f0f7bc473cdcc", size = 9755463, upload-time = "2026-05-11T18:52:53.386Z" },
-    { url = "https://files.pythonhosted.org/packages/86/bd/fda8f9705b1b09c6ebe14bfc0fa0e4ec8584d54ea673628f157ff55131af/pandas-3.0.3-cp312-cp312-win_arm64.whl", hash = "sha256:557409bc4178e70ee8d9ddb494798e51ebf6ea59330f6be22c51bab2a7db6c49", size = 9066158, upload-time = "2026-05-11T18:52:56.038Z" },
-    { url = "https://files.pythonhosted.org/packages/c5/90/62d8302883c44308c477e222c3daf7c813a34c8e96985882fbd53d964352/pandas-3.0.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:67b3b64c11910cfa29f4e94a14d3bff9ee693b6fc76055e7cad549cee0aec5fa", size = 10331071, upload-time = "2026-05-11T18:52:58.838Z" },
-    { url = "https://files.pythonhosted.org/packages/7f/ae/6a6493c783a101f165e4356953ba3c74d6f77f0042fa7d753da9dfbb640c/pandas-3.0.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:39436b377d56d2a2e52d0395bdbee171f01068e99af5250509aceeb929f765c7", size = 9875690, upload-time = "2026-05-11T18:53:01.431Z" },
-    { url = "https://files.pythonhosted.org/packages/62/7c/5df8e9f56c69a2769fbe9382a5ef8f2658c007e376434e1e2cbb57ad895f/pandas-3.0.3-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d4be06d68f9ddcfc645b87534911da79a8fbffc7573c80e0edcf42a5020624d8", size = 10381634, upload-time = "2026-05-11T18:53:04.393Z" },
-    { url = "https://files.pythonhosted.org/packages/99/68/1237369725aa617bb358263d535803e3053fdbc593513ec5ed9c9896b5b6/pandas-3.0.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a4eeb6830daf35a71cc09649bd823e2b542dac246cdee9614c6e4bd65028cd6a", size = 10891243, upload-time = "2026-05-11T18:53:07.643Z" },
-    { url = "https://files.pythonhosted.org/packages/25/93/77d108e8af7222b4a503ebde0e30215b1c2e4f8e53a526431890f22d5586/pandas-3.0.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1928e07221f82db493cd4af1e23c1bfca524a19a4699887975bff68f49a72bfb", size = 11388659, upload-time = "2026-05-11T18:53:10.634Z" },
-    { url = "https://files.pythonhosted.org/packages/d0/bd/eff5b4399f332ac386c853f6cd2bd3fa2ca0061b9f36ecd9c4d7c4265649/pandas-3.0.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:51b1fe551acb77dac643c6fda86084d8d446c10fe64b06a9cc29c4cc8540e7f2", size = 11942880, upload-time = "2026-05-11T18:53:13.536Z" },
-    { url = "https://files.pythonhosted.org/packages/2c/20/559ace4200982c3887d0b86bfd0d856a2143ef8ddab63cc07934951a964c/pandas-3.0.3-cp313-cp313-win_amd64.whl", hash = "sha256:a82d532a3351d435432cd913edbccaf8b8e01d4dd0e5ced5a8d2e8ecd94c7e44", size = 9757091, upload-time = "2026-05-11T18:53:16.306Z" },
-    { url = "https://files.pythonhosted.org/packages/3a/66/69055a09fe200f29f922a3eeec4804611900b95f52d932ece3393c3c0c19/pandas-3.0.3-cp313-cp313-win_arm64.whl", hash = "sha256:275c14e0fce14a2ec20eee474aecd305478ea3c1e6f6a9d8fe219a165542717e", size = 9057282, upload-time = "2026-05-11T18:53:18.768Z" },
-    { url = "https://files.pythonhosted.org/packages/57/0e/efe801b0e6811e8e650cd21b7f2608e30f08a7067e2bf6e8752b0d56ee3c/pandas-3.0.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:46997386d528eb40376ecd6b033cf4a8a1e5282580f68f43de875b78cba2199d", size = 10767016, upload-time = "2026-05-11T18:53:21.227Z" },
-    { url = "https://files.pythonhosted.org/packages/ea/dc/eb55135a1d5f0f0519f28da1f609a206d2cad1f9c35c32d51e38dd7261ae/pandas-3.0.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:261e308dfb22448384b7580cf719d2f998fe2966c92893c3e77d14008af1f066", size = 10420210, upload-time = "2026-05-11T18:53:23.982Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/3e/b1d5d955ce33ffecb407465a60bc32769d74fcf68224b7ae67ae11d4dea4/pandas-3.0.3-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:dd1a5d1def6a46002e964510bdc67c368aa0951df5d1d9f8365336f5a1f490cd", size = 10336126, upload-time = "2026-05-11T18:53:26.731Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/76/a01261711ab60a22d71b862f0de20e4c504bf80457270ad8cb42110f6abc/pandas-3.0.3-cp313-cp313t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d72828c20c6d6e83e1e22a6a3b47b326b71664112fa9705dcbccfd7a39b62085", size = 10728051, upload-time = "2026-05-11T18:53:29.125Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/21/ea191195e587b18cf682e97f433f81b2d0fbe341380e80a3e0d6e4403c8e/pandas-3.0.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:d26cbe1fcfc12e8fd900e2454163e466b2d3af84f7c75481df7683ffc073d870", size = 11350796, upload-time = "2026-05-11T18:53:32.056Z" },
-    { url = "https://files.pythonhosted.org/packages/64/69/f0eaaf54939f0e8c6768fd06be9af2cef9b36048b96dfb9e1b2c685a807e/pandas-3.0.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:3e91cec1879ada0624fc3dc9953c5cbd60208e59c0db28f540c5d6d47502422f", size = 11799741, upload-time = "2026-05-11T18:53:34.985Z" },
-    { url = "https://files.pythonhosted.org/packages/45/a4/865e0e510cae5fc2194de4db28be638952de942571ba9125934fd9c01d47/pandas-3.0.3-cp313-cp313t-win_amd64.whl", hash = "sha256:08d789b41f87e0905880e293cedf6197ce71fe67cc081358b1e148a491b9bd13", size = 10499958, upload-time = "2026-05-11T18:53:37.857Z" },
-    { url = "https://files.pythonhosted.org/packages/86/54/effdcc3c0ff7a08037889200e148ebe94c16c4f653be078c7b3675955df1/pandas-3.0.3-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:3650109c0f22879df8bd6179ab9ee3d7f1d1d4e7e0094a3f0032d9f51e2e64ac", size = 10336065, upload-time = "2026-05-11T18:53:41.099Z" },
-    { url = "https://files.pythonhosted.org/packages/68/10/bf2d6738d72748b961a3751ab89522d58c54efc36a8e1a12161216cd45cf/pandas-3.0.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:bab900348131a7db1f69a7309ef141fd5680f1487094193bcbbb61791573bf8f", size = 9926101, upload-time = "2026-05-11T18:53:43.515Z" },
-    { url = "https://files.pythonhosted.org/packages/ae/e9/e35cf11c8a136e757b956f5f0efdcaa50aecde85ea055f1898dfc68262f3/pandas-3.0.3-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ba7e08b9ac1d54569cd1e256e3668975ed624d6826f7b68df0342b012007bddb", size = 10457553, upload-time = "2026-05-11T18:53:46.394Z" },
-    { url = "https://files.pythonhosted.org/packages/58/3b/1cdec6772bdbaf7b25dab360c59f03cadf05492dd724c6540af905389b07/pandas-3.0.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9d71c63ae4ebdbf70209742096f1fc46a83a0613c99d4b23766cced9ff8cd62a", size = 10914065, upload-time = "2026-05-11T18:53:49.134Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/c2/1ef644445fcd72e3627bceec77e3560636f87ddce4ed841afe76b83b5bf9/pandas-3.0.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e3a2ec42c98ffa2565a67e08e218d06d72576d758d90facb7c00805194d8f360", size = 11459188, upload-time = "2026-05-11T18:53:52.527Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/49/4d8d4f42cbc9c4adc7a1870f269c02cbd6cd40d059622c06fb298addcbad/pandas-3.0.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:335f62418ed562cfc3c49e9e196375c28b729dcef8543abf4f9438e381bf3c76", size = 11982966, upload-time = "2026-05-11T18:53:55.043Z" },
-    { url = "https://files.pythonhosted.org/packages/38/55/792619469bab9882d8bbd5865d45a72f6478762d04a9af4bf0d08c503e95/pandas-3.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:3c20a521bbb85902f79f7270c80a59e1b5452d96d170c034f207181870f97ac5", size = 9876755, upload-time = "2026-05-11T18:53:58.067Z" },
-    { url = "https://files.pythonhosted.org/packages/2a/af/33c469653b0ba03b50c3a98192d4c07f0c75c66b263ceb097fce0ee97d31/pandas-3.0.3-cp314-cp314-win_arm64.whl", hash = "sha256:a2d2dff8a04f3917b55ab3910c32990f8ddf7eceba114947838cefa976a68977", size = 9198658, upload-time = "2026-05-11T18:54:00.733Z" },
-    { url = "https://files.pythonhosted.org/packages/a2/fa/b8c257bd76b8bd060c3a9151c1fca05e9b9c5e3af5d0f549c0356f6d143d/pandas-3.0.3-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:0d589105b3c14645af1738ff279b2995102d8f7a03b0a66dc8d95550eb513e04", size = 10787242, upload-time = "2026-05-11T18:54:03.564Z" },
-    { url = "https://files.pythonhosted.org/packages/54/eb/f19206ffb0bf1919002969aa448b4702c6594845156a6f8050674855aac3/pandas-3.0.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:13fc1e853d9e04743d11ba75a985ccbc2a317fe07d8af61e445a6fd24dacd6a6", size = 10436369, upload-time = "2026-05-11T18:54:06.311Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/24/c7c39fb4fe22b71a0c2d78bf0c585c600092d85f94f086d2b3b2f6ca27e2/pandas-3.0.3-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:819959dab7bbd0049c15623fbac4e29a191b9528160a61fb1032242d8ced2d9c", size = 10358306, upload-time = "2026-05-11T18:54:09.085Z" },
-    { url = "https://files.pythonhosted.org/packages/16/ec/dd2a9eb7fa1204df88c0864164e35b228ac581062ac612ba0a67fd812e4c/pandas-3.0.3-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:60ae316d3fd75d1858d450d0db0103ea2be3e7d4a95ec2f064f7e2ae63f7b028", size = 10758394, upload-time = "2026-05-11T18:54:11.956Z" },
-    { url = "https://files.pythonhosted.org/packages/95/6e/00c61ea8e85b4f6d8d35e11852a1a4998fc7fafc91c6a602d1cc9c972d64/pandas-3.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:bd3a518890b400d32f9023722dc9a9a5c969f00b415419a3c06c043f09bb5d7d", size = 11375717, upload-time = "2026-05-11T18:54:14.539Z" },
-    { url = "https://files.pythonhosted.org/packages/31/89/8fc1c268969fac43688d65fd92e67df24bd128d53cb4d2eee534cd307399/pandas-3.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9c39be2d709d01fa972a0cabc522389fceca4f3969332ba25a7d6c5802cf976a", size = 11828897, upload-time = "2026-05-11T18:54:17.146Z" },
-    { url = "https://files.pythonhosted.org/packages/56/3b/e7d20dea247a3e6dc0bd8a6953854afbedc03951def4e7371e05e7263e25/pandas-3.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:4db8c527972a821cf5286b40ccc57642a39bc62e62022b42f99f8a67fca8c3a1", size = 10900855, upload-time = "2026-05-11T18:54:19.72Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/54/68a0978d1ef8502b8492099beaa6e7a0c1b32e3b5d4f677f5810cb08711c/pandas-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:b2c95f8bfc1ee412bf482605d7bfd30c12d1d26bd59fdd91efeef1d4718decb1", size = 9466464, upload-time = "2026-05-11T18:54:22.754Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/be/4f/5f3422a2afec5ffc46308b79e53291365a93748b498ac2e58bead0197916/pandas-3.0.5.tar.gz", hash = "sha256:dca3734d6ab7c906e6730f0788b0a1dbb9f2467731f9711f77995c8e9d62d712", size = 4658219, upload-time = "2026-07-22T22:19:28.819Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/1c/54/1dc810ea558d1320b597aa140a514f2fdf1d2ea09c38cf556f13ea712ec9/pandas-3.0.5-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:fa290c16964d4963fbfbc358928239cf3bd755b20e988ce944877def2f44471d", size = 10411717, upload-time = "2026-07-22T22:18:08.307Z" },
+    { url = "https://files.pythonhosted.org/packages/68/56/fbe81c09195924d8b7b8d4461a20458fe80a6a5ed6b24f0314da684277e1/pandas-3.0.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:c2e26bb46934b8a2ca0c3de1d3d606fc5f6746584791b2db264d58cf370e08dc", size = 9957095, upload-time = "2026-07-22T22:18:10.6Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/51/fac252f4a913ed5eabf3c11b880a9e8d5a6c10f0b2129d0462212d238b4d/pandas-3.0.5-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:73fa87b08a7ef706f8aafda39ddaccf2a99047bea62d8c88a0361bcafb2237bc", size = 10485458, upload-time = "2026-07-22T22:18:12.834Z" },
+    { url = "https://files.pythonhosted.org/packages/12/98/e976540c1addf70442be7842a18cf70884a964abbf69442504f4d2939989/pandas-3.0.5-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d373ce03ffd84010ed9839fa73672a9c8256990532e158440c0085db7d914b34", size = 10998091, upload-time = "2026-07-22T22:18:15.209Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/8c/1f29b5be8d3fc47dd7567eb167fabba2085879b31e0287ce7cba6d3d2ff4/pandas-3.0.5-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:2a29c53d85ea98c5e792c59ef82ee9fbe6ca902c0d0adb6b23f45ef894cd7bf6", size = 11499501, upload-time = "2026-07-22T22:18:17.689Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/e2/bd9c98ad2df7b38bde002adde4cdf353519da51881634323b126c55997f9/pandas-3.0.5-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:a5ad3b02ed6bc7d7ae9b70804b2c6aa31827489d150f8e623ce82491b82085d7", size = 12060559, upload-time = "2026-07-22T22:18:20.147Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/9a/ffbd852d58bd74a617fe2f8ee6a58a96982271ce41cf981eab22190b4a4b/pandas-3.0.5-cp312-cp312-pyemscripten_2024_0_wasm32.whl", hash = "sha256:b2acb4650527eec6822c3dadb2b771277b65e7dae7a267d4bccf65fd1bb3fbce", size = 7197652, upload-time = "2026-07-22T22:18:22.502Z" },
+    { url = "https://files.pythonhosted.org/packages/70/b5/d2d3e9ae73362ba4229651b0ee1455cf78073a1ce585f6ff693782ce263e/pandas-3.0.5-cp312-cp312-win_amd64.whl", hash = "sha256:80a611068e8a3ac23f7398c6c14eb46dc974e5cc9997f653e2dcfd1da74edd41", size = 9831691, upload-time = "2026-07-22T22:18:24.534Z" },
+    { url = "https://files.pythonhosted.org/packages/52/51/dea1e89d6a6796b9c43f85a09b484ee03edb8a4c4842e73e200a8c11301c/pandas-3.0.5-cp312-cp312-win_arm64.whl", hash = "sha256:25ff585b972a18ef1fe9ffa3ac6544d9950508aa76832e5147640b6022821e49", size = 9105796, upload-time = "2026-07-22T22:18:27.064Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/09/7b95c4a0025227d6f118c4039b423412ac6a982db02864166185d812fbc7/pandas-3.0.5-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c1c05a767fe8e5b4fe9e1c29806829c582052eaedb9120a3da83ba3f69e24a5b", size = 10385742, upload-time = "2026-07-22T22:18:29.346Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/0c/dc78fd8c4da477b4b5e8ad37295af352190d21ef63a9ee1bc071753074cc/pandas-3.0.5-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:b86765f268b56f7e665b93bce9d5df69dee7f99e595cf8fb839483ab315942a3", size = 9932067, upload-time = "2026-07-22T22:18:31.833Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/71/3592c055cf44df9808550f9368ceda80ff2b224d355ef73fe251dcda1802/pandas-3.0.5-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:c597ecf5616b5c420372c1d4d4c00dbbfba7398bea857dcc984347e1ea48417b", size = 10466756, upload-time = "2026-07-22T22:18:34.195Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/70/4363150359f95b4cb4bcbb34ca23572bb5495749a621a8f3d5a1ddfd293c/pandas-3.0.5-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4b11c36e218331d0387cbe3a0a5f75162357a1d92d57b2b08a336ff94b19b2be", size = 10938525, upload-time = "2026-07-22T22:18:36.81Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/d0/317e7a0c67c0e69fa905a0161409397a7dc2d46ff611f6ca4803352c042b/pandas-3.0.5-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:cf52e1f61d229496da17dc7ab54acdee627357e7008fd4fecba3d0ba2937fa58", size = 11489303, upload-time = "2026-07-22T22:18:39.287Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/8d/36dade89b49e4f9d5cbdbe863772581f98c0c6d78fc39ad4c557f6f2e17e/pandas-3.0.5-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:db172144bb56422bd157812f3b021eacc255451470b31e2c633c349490a1cfee", size = 11989004, upload-time = "2026-07-22T22:18:42.208Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/ba/18c4ec8a746e177da05a9e7a7963781d8ea195780724f854601b6ebd6b78/pandas-3.0.5-cp313-cp313-win_amd64.whl", hash = "sha256:0d298e951f23016ce4699951d044ae6418dbc91bf68cefca0f77666fcbb4e5c6", size = 9826896, upload-time = "2026-07-22T22:18:44.539Z" },
+    { url = "https://files.pythonhosted.org/packages/de/ec/28a57266b753799a87b8bc79e7887ac6fd981b8c6d2978a0b7e7b6bd708c/pandas-3.0.5-cp313-cp313-win_arm64.whl", hash = "sha256:66266d3442a5e8b3c90274c2b8b230bee42dd1c286bc822cc2f9f2c7e12b883e", size = 9094790, upload-time = "2026-07-22T22:18:47.468Z" },
+    { url = "https://files.pythonhosted.org/packages/51/2f/cf6aae281264f4463f0875bcbb15fd2bb6d291cc535187dad1732475e4a9/pandas-3.0.5-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:2f264fc46911cc8131a7322a16199bbf8e353d27c10bb211f5bd0c814324dc36", size = 10390034, upload-time = "2026-07-22T22:18:49.818Z" },
+    { url = "https://files.pythonhosted.org/packages/06/ec/5189518c7a7659c4bdcc6b1eb32c46c6f3c86b0661ffd84143d1112c7732/pandas-3.0.5-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:53730687fcd161883b24e10411c06d6a4c0f2275d2faf3bb2bc25deb4ba8007c", size = 9980065, upload-time = "2026-07-22T22:18:52.249Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/f1/598503ce8d7e3c35601e0747ba288c7864baae66380725bc12f13f884dfe/pandas-3.0.5-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:960d3ebcf249f75206899fcd2c6de53f736b7265759ced0d3e559df0b8b709b0", size = 10545532, upload-time = "2026-07-22T22:18:54.813Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/de/ceae2adf7034e07e9910299fe412e1819c4f0dd520700a888bcb03625448/pandas-3.0.5-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9e94c2c5ca43bd3ca32bf64d32308887b65e5f9bfd8023ea52755107a999f93b", size = 10963120, upload-time = "2026-07-22T22:18:57.42Z" },
+    { url = "https://files.pythonhosted.org/packages/66/25/86e0f4451874eb79e688deeebe3c451fec4557f8952005818d800ee8ac7e/pandas-3.0.5-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e819dd5f62966b481a8cb649d3299ebd886a1ea91ed5a99bf7ce77c98d18ab94", size = 11563178, upload-time = "2026-07-22T22:18:59.729Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/45/8643daa3b4147e433adfcccefdd0380d3aad79d86b15d8999730fe1944d5/pandas-3.0.5-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:3c5ed2e7c06e91d340dfd091d7934f9bc82e4a36b95f647f090b9d1c9ac649da", size = 12028708, upload-time = "2026-07-22T22:19:02.164Z" },
+    { url = "https://files.pythonhosted.org/packages/96/58/ad979ae617615576e8aafd569c9d4b62f1191d896e38f51d66ba06f3b89a/pandas-3.0.5-cp314-cp314-win_amd64.whl", hash = "sha256:cd8f7c6dc98527058ee6264219343f5392240a6f1bfa654fc5d79023020d0c92", size = 9951806, upload-time = "2026-07-22T22:19:04.596Z" },
+    { url = "https://files.pythonhosted.org/packages/69/32/7ac03886b304049a9d2625ee88f59af760d8a93bd30ed9239bce7b9869a8/pandas-3.0.5-cp314-cp314-win_arm64.whl", hash = "sha256:5183427f5a8156d480f30333777bc978be93650a49a7c01db26adffe95b31e85", size = 9238297, upload-time = "2026-07-22T22:19:06.836Z" },
+    { url = "https://files.pythonhosted.org/packages/be/ed/1d1f2ee5547d5167face2376d11c8b2a4c7bfff5a416ee7a9046891fab1e/pandas-3.0.5-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:303da736987d481074ca720ada325f8bd80c64ebc2d45ed79b29df3aaa4a26ca", size = 10849690, upload-time = "2026-07-22T22:19:09.391Z" },
+    { url = "https://files.pythonhosted.org/packages/57/55/17e17152e98fbb0c4b1e562bc65387a2f20a80db0f4a86bf8d3a0e4248d4/pandas-3.0.5-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3b2801bbb049d0136f6c213eae02b5fca969384fc2064dd728d8620552aa49da", size = 10509945, upload-time = "2026-07-22T22:19:11.773Z" },
+    { url = "https://files.pythonhosted.org/packages/88/90/817d44dbf83facf9556f33576d9af0a241981e7bb5c00606c0bcb5df8dda/pandas-3.0.5-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cce3a9d11d2b1f82c69a27ec1f4948a170e2c403c4bbfa8cca62e3fdebe2ef3a", size = 10392197, upload-time = "2026-07-22T22:19:14.024Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/da/889f00c0a6f5aa1545add70abbf01502dff87ab577adb855bd631c54d2f2/pandas-3.0.5-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ef01af4d8dc6cd2c8d6c7736f149574ef93fe043811eeb5e445f2647154b5040", size = 10862726, upload-time = "2026-07-22T22:19:16.351Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/98/f1e934fb3c98fce859c6147c6785816c7b5b9ab7821115c5d8c4de9842b9/pandas-3.0.5-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e2759e890db96dfcffdbd9b86c3c2cb6afaf58def482820317e06163ec1066cd", size = 11414864, upload-time = "2026-07-22T22:19:18.981Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/be/d448af7d657d82e1888dd8551f79c6d6fb161080b5b9752d84d910ec2319/pandas-3.0.5-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:b58b1b39d46a5862e3fb18f50d1a201398619d16a0f9f73f57eea5583cf0e63c", size = 11925105, upload-time = "2026-07-22T22:19:21.515Z" },
+    { url = "https://files.pythonhosted.org/packages/29/c1/ccb4238212c8c4f496c584f3044d94e0c030ed8e1d68999db46c91c2242f/pandas-3.0.5-cp314-cp314t-win_amd64.whl", hash = "sha256:1c10461f6eeb35d8f05b6184c65c8b9991663b66c46b1d559b682cb34ae7c6ea", size = 10387612, upload-time = "2026-07-22T22:19:24.257Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/cf/6a51b2c38980e04c279fd2fa908a1b0982064e860444acfca4ec2e2c8359/pandas-3.0.5-cp314-cp314t-win_arm64.whl", hash = "sha256:3c5015fd1730fbf883647e88068176c839c102cea883ba1769a6f4593bfc1f8c", size = 9509776, upload-time = "2026-07-22T22:19:26.694Z" },
 ]
 
 [[package]]
 name = "pandas-stubs"
-version = "3.0.3.260530"
+version = "3.0.5.260730"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/3d/aa/c41a8a0ff86fd85dbb3ec0c1f3fa488ca64a8b5f82654ae1b07d84acefe5/pandas_stubs-3.0.3.260530.tar.gz", hash = "sha256:d1efe47b2e5a312c047d7feabec5cb7a55365747983420077e9fcbe9ab74f714", size = 113183, upload-time = "2026-05-30T17:47:40.34Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/c2/d2/dea4a3a56b7b5f69c5fbca9f14625fcf28e1a39a657e9833d4a10bcac593/pandas_stubs-3.0.5.260730.tar.gz", hash = "sha256:f70a232c57d93a5a2c81f8a53953e10891a5374bc92652277deb325e2e4d0ff3", size = 114631, upload-time = "2026-07-30T14:31:42.271Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/0b/e0/99ec5b02203c4e9ce878bc63d8caa06ac1f891e4d63bded9a5ced70fcb4f/pandas_stubs-3.0.3.260530-py3-none-any.whl", hash = "sha256:a6277eb1c8cebf48d9b2413fcd2e9a6b4ff479c934a223c29eacbc3058c4cb55", size = 173780, upload-time = "2026-05-30T17:47:39.13Z" },
+    { url = "https://files.pythonhosted.org/packages/60/c2/959caec5c46f484b5f8bb6def4b0cf7a45ba6acda26f12b75142d98cc5ae/pandas_stubs-3.0.5.260730-py3-none-any.whl", hash = "sha256:60e90e3e1eda6937e337e243cbe6217e151c11137cd7eddf832af537c7310bfd", size = 174807, upload-time = "2026-07-30T14:31:41.17Z" },
 ]
 
 [[package]]
@@ -1250,11 +1437,11 @@ wheels = [
 
 [[package]]
 name = "platformdirs"
-version = "4.10.1"
+version = "4.11.3"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/52/cd/4f25b2f95b23f5d2c9c1fe43e49841bff5800562149b2666afc09309aa8f/platformdirs-4.10.1.tar.gz", hash = "sha256:ceab4084426fe6319ce18e86deada8ab1b7487c7aee7040c55e277c9ae793695", size = 31678, upload-time = "2026-07-18T03:53:43.808Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/b8/d7/e7bfbc86e9f99ff7807e24de7703f032e9c9ba80bb355cf26e0e9bc5a75e/platformdirs-4.11.3.tar.gz", hash = "sha256:66a73d38a849810252df809a3d8bcbda8e26f6c189920e7535ad608a48dbb5ab", size = 33050, upload-time = "2026-08-13T22:43:27.52Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ec/73/6fd0bb9ce84138c3857f12e9de63bc901852975a092d545f18087a204aa2/platformdirs-4.10.1-py3-none-any.whl", hash = "sha256:0e4eff26be2d75293977f7cddc153fd9b8eaa7fb0c7b64ffe4076cb443117443", size = 22906, upload-time = "2026-07-18T03:53:42.576Z" },
+    { url = "https://files.pythonhosted.org/packages/19/a9/c34aebedd3a4c9afe5101b1b8713710b3fec18087c8a36c35d2f909861bd/platformdirs-4.11.3-py3-none-any.whl", hash = "sha256:5ed065d443751de711da036041a7a214122efc4a4de393b3f4137ba5576540e7", size = 23491, upload-time = "2026-08-13T22:43:26.121Z" },
 ]
 
 [[package]]
@@ -1268,7 +1455,7 @@ wheels = [
 
 [[package]]
 name = "pre-commit"
-version = "4.6.0"
+version = "4.6.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cfgv" },
@@ -1277,9 +1464,9 @@ dependencies = [
     { name = "pyyaml" },
     { name = "virtualenv" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8e/22/2de9408ac81acbb8a7d05d4cc064a152ccf33b3d480ebe0cd292153db239/pre_commit-4.6.0.tar.gz", hash = "sha256:718d2208cef53fdc38206e40524a6d4d9576d103eb16f0fec11c875e7716e9d9", size = 198525, upload-time = "2026-04-21T20:31:41.613Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/74/89/1f3e8e1fc3e97de0fa963495832f581f025f29471602a309e48808244292/pre_commit-4.6.2.tar.gz", hash = "sha256:8f5d7bfb021ecdbcd9d49d89847082dd24172ccde534390081a679ad046e2441", size = 198670, upload-time = "2026-08-10T22:07:18.421Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/80/6e/4b28b62ecb6aae56769c34a8ff1d661473ec1e9519e2d5f8b2c150086b26/pre_commit-4.6.0-py2.py3-none-any.whl", hash = "sha256:e2cf246f7299edcabcf15f9b0571fdce06058527f0a06535068a86d38089f29b", size = 226472, upload-time = "2026-04-21T20:31:40.092Z" },
+    { url = "https://files.pythonhosted.org/packages/45/e2/bbb7129c9e7999a6b8ee9cca3b66486c25c423ab5a75f34071798b74ce94/pre_commit-4.6.2-py2.py3-none-any.whl", hash = "sha256:e2dde9a75d3bce11bd3831c26d134df00a2803c1d818be6a0383c3dcda25dc4e", size = 226202, upload-time = "2026-08-10T22:07:16.942Z" },
 ]
 
 [[package]]
@@ -1310,20 +1497,21 @@ wheels = [
 
 [[package]]
 name = "pydata-sphinx-theme"
-version = "0.16.1"
+version = "0.20.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "accessible-pygments" },
     { name = "babel" },
     { name = "beautifulsoup4" },
     { name = "docutils" },
+    { name = "jinja2" },
     { name = "pygments" },
+    { name = "requests" },
     { name = "sphinx" },
-    { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/00/20/bb50f9de3a6de69e6abd6b087b52fa2418a0418b19597601605f855ad044/pydata_sphinx_theme-0.16.1.tar.gz", hash = "sha256:a08b7f0b7f70387219dc659bff0893a7554d5eb39b59d3b8ef37b8401b7642d7", size = 2412693, upload-time = "2024-12-17T10:53:39.537Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ae/8e/add936feaaa9dade7d5b87c6852566d85e518b38ad32224dea32ef958984/pydata_sphinx_theme-0.20.0.tar.gz", hash = "sha256:0da172d41e19a66de875f4002f7054b385372ec65763852193791e658d50bb4a", size = 5004756, upload-time = "2026-07-09T09:09:14.693Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e2/0d/8ba33fa83a7dcde13eb3c1c2a0c1cc29950a048bfed6d9b0d8b6bd710b4c/pydata_sphinx_theme-0.16.1-py3-none-any.whl", hash = "sha256:225331e8ac4b32682c18fcac5a57a6f717c4e632cea5dd0e247b55155faeccde", size = 6723264, upload-time = "2024-12-17T10:53:35.645Z" },
+    { url = "https://files.pythonhosted.org/packages/80/08/28e2194ed1c3c3a3e86e0600e2dcc7f21dcd670bd31f3efab2e3e2cf0cbd/pydata_sphinx_theme-0.20.0-py3-none-any.whl", hash = "sha256:56744483c9d72c783e075de716ab95d486108b69605df7528078090b73f11f69", size = 6201166, upload-time = "2026-07-09T09:09:12.899Z" },
 ]
 
 [[package]]
@@ -1413,15 +1601,14 @@ wheels = [
 
 [[package]]
 name = "python-discovery"
-version = "1.4.4"
+version = "1.5.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "filelock" },
-    { name = "platformdirs" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4c/81/58c70036dffeccb7fe7d79d6260c69f7a28272bbd3909c29a01ea9422744/python_discovery-1.4.4.tar.gz", hash = "sha256:5cad33982d412c1f3ffb8f9ca4ea292c9680bca3942451d30b69c37fce53a4a3", size = 72212, upload-time = "2026-07-08T23:06:50.691Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/38/b7/ac44da2cf0e53ada0e419033c2d058219c95dc1403126f163304c9e814b1/python_discovery-1.5.2.tar.gz", hash = "sha256:45fd4f20a4e3f9b7bf2e0817870bc8e3b320a19658da177af800768c82dbf354", size = 82350, upload-time = "2026-08-12T14:05:26.419Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/9d/ae/84bc0d2440c95772272bb6f4b3d09ccf08b2898fce89b3d4f969a9fc74e9/python_discovery-1.4.4-py3-none-any.whl", hash = "sha256:abebe9120b43453b68c908acfb1e72a19d1a959ed2cb620ad38fc57d08056dbe", size = 34181, upload-time = "2026-07-08T23:06:49.402Z" },
+    { url = "https://files.pythonhosted.org/packages/71/45/689603d04b3bb8d7faa00f25c24acef993aab7813b3dbbfc472a459ab0b5/python_discovery-1.5.2-py3-none-any.whl", hash = "sha256:3e338c2d0f15dfaeea57493f4c2c6caebe0e998ea815c30ae8bf8ee21f1112d3", size = 38350, upload-time = "2026-08-12T14:05:25.113Z" },
 ]
 
 [[package]]
@@ -1509,27 +1696,27 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.15.22"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/3a/06/ae069393fc66e8ff33036d4b368003833bf6e88ccf182e17e7a2f1c754fd/ruff-0.15.22.tar.gz", hash = "sha256:3f15175b1fb580126f58285a5dae6b2ea89000136d980c64499211f116b54809", size = 4785063, upload-time = "2026-07-16T15:14:13.244Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/23/18/ee54b7ae1e121be7a28ea6da4b67564ebb0530e183a54415ab7e3bcd2c4e/ruff-0.15.22-py3-none-linux_armv6l.whl", hash = "sha256:44423e73493737f5e7c5b41d475483898ff37afcdae38bc3da5085e29af1c2d8", size = 10781258, upload-time = "2026-07-16T15:13:19.452Z" },
-    { url = "https://files.pythonhosted.org/packages/2f/d2/2520cb14761ddbeaf57642a76942fc36adcbdbe53b4532241995f6fc485c/ruff-0.15.22-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:b82c6482946e9eda7ff2e091d25b8bad3f718684e1916d41bd56873cee05b697", size = 10999477, upload-time = "2026-07-16T15:13:23.318Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/10/74e53572aa758dfaa678c2a2646b5c5515d884b7ca56be4d2ce03ca4b560/ruff-0.15.22-py3-none-macosx_11_0_arm64.whl", hash = "sha256:11c1c715af53a09f714e011106bffc419751ec8232fcb5da42173284ea3fec6f", size = 10466716, upload-time = "2026-07-16T15:13:26.162Z" },
-    { url = "https://files.pythonhosted.org/packages/1e/cc/44eaaf0844e028182f2d0a8f2190d0f359159aed0a9e5ab861d892f1ae2a/ruff-0.15.22-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:742a29cf29bddb7c8327895d6a10e0e6c5b38a96dd407af9b5d0857f809c0576", size = 10892644, upload-time = "2026-07-16T15:13:29.229Z" },
-    { url = "https://files.pythonhosted.org/packages/9f/21/8edf559014d2b0f82beea19cfb713993ad802ccda16868769979c6090a84/ruff-0.15.22-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:72af58b951b0ae395935ae79763dc349bc0eb706319d28f7a33ad2cfb3cfc178", size = 10576719, upload-time = "2026-07-16T15:13:32.35Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/1e/3a13abd392a3b50b62e5938a831f9ab6e588358cacad5c18545b716d2182/ruff-0.15.22-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:62d425005c1835eb24e2ee4161cb90e8db263415f4a71c8c72c33abaa6c0c224", size = 11376494, upload-time = "2026-07-16T15:13:35.958Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/3e/422d3d95bcf04dd78e1aeac22184d4f9a8fb2c01865d39d44618484a0317/ruff-0.15.22-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:e8b9b3f8779a4f08c969defc3c8c35abffaa757e601ed5ae66d6d1db6519969a", size = 12208370, upload-time = "2026-07-16T15:13:39.185Z" },
-    { url = "https://files.pythonhosted.org/packages/1e/91/5d065a0e0a02bf4813f5119ad278462eed081d2b832eb7c021ade0ec9e65/ruff-0.15.22-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1e0dd1b2e4d3d585f897a0d137cbf4eaf6223bef4e8ce34d6bb12556c5f9249e", size = 11581098, upload-time = "2026-07-16T15:13:42.132Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/f9/a0d4871d12fae702eb1f41b686caf05f1f8b124dc6db6f784f53d74918fa/ruff-0.15.22-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:365523eb91d9224e1bcb03b022fbf0facb8f9e23792a2c53d9d4b3924bdbdebb", size = 11399422, upload-time = "2026-07-16T15:13:45.2Z" },
-    { url = "https://files.pythonhosted.org/packages/18/80/c843a5176cddbceb0b7e8dd41cf9993490796c1c469348d384f5a5c13c56/ruff-0.15.22-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:fabfd168afdf29fee5be98b831efa9683c94d7c5a3b58b9ce5a2e38444589a74", size = 11381683, upload-time = "2026-07-16T15:13:48.46Z" },
-    { url = "https://files.pythonhosted.org/packages/d4/00/8485de0ae92239438a36cfc51350db9b9e85c9ebdfaea91b18e422706662/ruff-0.15.22-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:225dbf095a87f1d9f90f5fd7924d2613ee452a75a4308c63a8f50f761787aa7c", size = 10850295, upload-time = "2026-07-16T15:13:51.655Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/91/24977ec2ec72eaf15e4394ace2959fdff2dd1e14f03e005e838023407169/ruff-0.15.22-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:1877d63b9d24ed278744f1523fd11b85540566d54641f97c566d7d9dc5ca5296", size = 10579640, upload-time = "2026-07-16T15:13:54.79Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/47/9b51216951974df1f263ac19da550d34252e0ed7218c25f10c5ef9ed7517/ruff-0.15.22-py3-none-musllinux_1_2_i686.whl", hash = "sha256:a1606c510bd7215680d32efab38965f7cdec3ef69f5170a3f4791404ffdd5262", size = 11105077, upload-time = "2026-07-16T15:13:57.915Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/47/20e9d4a3b8016778acea5fc32bb50d35d207500a17ddb529ffa6996feef8/ruff-0.15.22-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:630479b18625f5ffc373f77603a22a9f8ac0acd7ff0501178b5db28ec71e9c64", size = 11490980, upload-time = "2026-07-16T15:14:01.032Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/76/3f72d8fc38c1cb77b38c56a70da9d0c17700cc1cc50f9649c9d3c8f5ba71/ruff-0.15.22-py3-none-win32.whl", hash = "sha256:e5ba0e4a13fd14abbed2a77b517a3911290c6c6c59ef67784328d1668fab76cf", size = 10789165, upload-time = "2026-07-16T15:14:04.16Z" },
-    { url = "https://files.pythonhosted.org/packages/cb/46/4965251734c2b6fcdca1b1b187d20bcac3af0ee5b083b89c910bb961ce3a/ruff-0.15.22-py3-none-win_amd64.whl", hash = "sha256:9be63ba1eb936acd2d1342fb8337c356353706fce233b2a15a09a97037e6acde", size = 11938297, upload-time = "2026-07-16T15:14:07.316Z" },
-    { url = "https://files.pythonhosted.org/packages/57/c9/e69b1ff4c8b69093ef08b8919ab767af0569666865b39c30a8795d88d3c6/ruff-0.15.22-py3-none-win_arm64.whl", hash = "sha256:e1168075b72158510839f250027659cdd78476f40507dd517892304c41318661", size = 11298172, upload-time = "2026-07-16T15:14:10.51Z" },
+version = "0.16.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/61/b3/3213589383f8f1b3938781bd1278713f6d18621a14992b3e81fefb8a5ef9/ruff-0.16.3.tar.gz", hash = "sha256:e76d33a347661a84b5be6d043d0347fdc745dfdcf825a8f4fed64b5e26eebdf2", size = 4891904, upload-time = "2026-08-13T15:17:13.381Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bf/96/493770daebd68c0a67f1549fdf519f53be51fc435186c0585bcc272fd76c/ruff-0.16.3-py3-none-linux_armv6l.whl", hash = "sha256:0c5710e247a58a4521e66e124ba9a74655b414f61ba3a2e9e3811e11098f48f7", size = 10902799, upload-time = "2026-08-13T15:16:27.382Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/e6/2becf3942fddc29a29b8df47691d456fb1085391a694f74d84513251418c/ruff-0.16.3-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:fe155130631a2471fd2e14a7a664a4dfbd7194b8229c3d7b2a40b21178639081", size = 11135539, upload-time = "2026-08-13T15:16:30.87Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/1e/4b8b72f0d006dbf19326aa99f9ca0ee2ff374187c4d301cf529a51aa06fe/ruff-0.16.3-py3-none-macosx_11_0_arm64.whl", hash = "sha256:e2ed719e14aa64d895c2ee922594a90a43c861a93f0575a95ff8c47cdbd13eb9", size = 10475095, upload-time = "2026-08-13T15:16:33.259Z" },
+    { url = "https://files.pythonhosted.org/packages/92/32/2201fa49ba1f6c101ee321e83f051ac7a4b8d07b0ef6b4d3f2772b302275/ruff-0.16.3-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9e0b1da805eb043654645d74d5de1e5ce2edc686e40790d2b86f56d71cc06a84", size = 10668771, upload-time = "2026-08-13T15:16:35.65Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/66/4afc5c8363bd04d45effce1b7c8713ca037d7a6740b7451a2403a6e3a972/ruff-0.16.3-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a37bdea0bbe21780f590bf437d6412c8c4e1b6cd010f91a65c2c40c5e5f5f870", size = 10699568, upload-time = "2026-08-13T15:16:38.195Z" },
+    { url = "https://files.pythonhosted.org/packages/53/fd/c67d246bf36bf1698551c56de39e95cd07f70e64433e0098e6267d77061b/ruff-0.16.3-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:09571e6d1288ed9be475207a3ac04ada404f1cd898104be0f6ab8d7df438575b", size = 11499365, upload-time = "2026-08-13T15:16:40.623Z" },
+    { url = "https://files.pythonhosted.org/packages/67/0b/00ecbceb99a263af7b12f6f05ac3c92bc47b905e91adc3f207a836e3bc01/ruff-0.16.3-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2c18c5a101eb540010638cc1ff3c84944d3adb3df62b8d98ca8f22ba484d3413", size = 12311728, upload-time = "2026-08-13T15:16:43.564Z" },
+    { url = "https://files.pythonhosted.org/packages/54/b2/b7b3bb54f4d3f7db504e476ad4ab8de530dceebe2c061384b2757ee419e8/ruff-0.16.3-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8457c44f15033c85ddbb77b15d451df9e24e4bd03b628396dd3610cedc3b8f82", size = 11699896, upload-time = "2026-08-13T15:16:46.209Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/30/4c468429ac195addc5ee1b717b6ab1b66632786737ca3b2ed3443fb0c26a/ruff-0.16.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:294b95c4ae0cda9388525c2047778aa758d6b8d4bb876fd4e9eaa3ebc92343eb", size = 11058736, upload-time = "2026-08-13T15:16:48.823Z" },
+    { url = "https://files.pythonhosted.org/packages/43/67/7a113cdaddf24b64d7f75b1242a99d04c82fcef4f6921fdbb832beaffb5f/ruff-0.16.3-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:3d0c7c40c87c2a820509c31ba007968da6e1306468c067b2d82fbfdbcd0e8474", size = 11586911, upload-time = "2026-08-13T15:16:51.913Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/c1/2e66f24c0f3ead25a5e660111778685e505e5da353c82802bf49f0cbe7b9/ruff-0.16.3-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:9f738c0fdfa8eed0b2ce7fb27ee7258208a92a68d7949e62aa15164bc7b389da", size = 10954265, upload-time = "2026-08-13T15:16:54.763Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/ba/4cee23bf52cba9a058d3726de623624daf50ef9638868edd86f4126157f6/ruff-0.16.3-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:fb785f0be25abe69d320415cd4f833b59e17ba7613d9ba6a958023b6bceb0a50", size = 10709886, upload-time = "2026-08-13T15:16:57.339Z" },
+    { url = "https://files.pythonhosted.org/packages/82/df/7da7194fa5d9dc0a285f7e6fa5a4722e7c63faac0b45b614ded9314363a1/ruff-0.16.3-py3-none-musllinux_1_2_i686.whl", hash = "sha256:c5536e3acfbf9563085aa2be7b13c629c3077e902afc5b941ac44024dbb9f506", size = 11210392, upload-time = "2026-08-13T15:17:00.171Z" },
+    { url = "https://files.pythonhosted.org/packages/35/85/7795f6e817af050e7517bf3e7aa9b061cce70ef33d280aad902c956c1ecf/ruff-0.16.3-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:a2d85c02f9b8e165d85e6779184d38c4132de12603dab59c51c28e22584f9e4d", size = 11626910, upload-time = "2026-08-13T15:17:03.299Z" },
+    { url = "https://files.pythonhosted.org/packages/78/9b/475b927cf27a5cbbda3c7bafb69ed6ff77e1d7923d5d85f17c2749d7ae32/ruff-0.16.3-py3-none-win32.whl", hash = "sha256:388cdf2166642bd9b13d52b5932d3170f34f8abed7e8d9a855f1d84b83645a0a", size = 10931415, upload-time = "2026-08-13T15:17:05.726Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/99/e2a2bfc4fbf0a1e8a916bc9ebe6fe6c58cc34c28e0ffc6ce281d572d1c2e/ruff-0.16.3-py3-none-win_amd64.whl", hash = "sha256:e80a7d69ca2a6d1c4d352ec91458cdca6e56c83cdbcabd93e4abe1e53591d948", size = 11445993, upload-time = "2026-08-13T15:17:08.353Z" },
+    { url = "https://files.pythonhosted.org/packages/69/3e/4132e539aed78c148854d4997a2685b0ed4dc4e87110b59ce528564e184e/ruff-0.16.3-py3-none-win_arm64.whl", hash = "sha256:b8ca152da82c1acc1fa8d5874b15951935f0eef46f10e6954c83859011b6178a", size = 11399302, upload-time = "2026-08-13T15:17:10.908Z" },
 ]
 
 [[package]]
@@ -1663,11 +1850,11 @@ wheels = [
 
 [[package]]
 name = "soupsieve"
-version = "2.9"
+version = "2.9.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/80/f1/93422647dd7e461f23d254e6b2bfa687a85b53aeb4903fcdbb74474d4584/soupsieve-2.9.tar.gz", hash = "sha256:acee8417325c5653e1377dc31eccad59eb82cbc65942afe6174c53b3aaad63fc", size = 122122, upload-time = "2026-07-19T01:35:18.425Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/69/99/a6ca3beb3ccacb41fb3321d8a60e5566f9e6467601ef8eba6a17e1b89778/soupsieve-2.9.2.tar.gz", hash = "sha256:4a55d8cf158a9c2e587fa4922f1bbb91d68ac829e2d6f25403a85747c71daf74", size = 122445, upload-time = "2026-08-07T00:57:24.801Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7b/d6/3185ab5ad1280319b31986898f3206dd7227cd75e293d4dba2a5e6bf27a0/soupsieve-2.9-py3-none-any.whl", hash = "sha256:a2b2c76d67df2382d245409fd71e321a571717e58463efa32ace87dcadac2c12", size = 37387, upload-time = "2026-07-19T01:35:17.106Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/dc/ad025c1ee131eba60c69f4dd5779b18fcf1e6b21a343e2162a84d5d133c7/soupsieve-2.9.2-py3-none-any.whl", hash = "sha256:8089a26fd974ca7a1f30276d3d8492ab266ab15af581642dfe8aa162e0c1c823", size = 37370, upload-time = "2026-08-07T00:57:23.524Z" },
 ]
 
 [[package]]
@@ -1700,15 +1887,15 @@ wheels = [
 
 [[package]]
 name = "sphinx-book-theme"
-version = "1.2.0"
+version = "1.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pydata-sphinx-theme" },
     { name = "sphinx" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/eb/f7/154786f3cfb7692cd7acc24b6dfe4dcd1146b66f376b17df9e47125555e9/sphinx_book_theme-1.2.0.tar.gz", hash = "sha256:4a7ebfc7da4395309ac942ddfc38fbec5c5254c3be22195e99ad12586fbda9e3", size = 443962, upload-time = "2026-03-09T23:20:30.442Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/e9/8a/cb008736682b3974cae6925c54939792fe56f5a167e37984cb45d8a85d8a/sphinx_book_theme-1.4.0.tar.gz", hash = "sha256:fee3cd70573d9a8cd4ab380a3cb1f11139c24dcaa2cf47d06d7f924f1b44eaff", size = 406113, upload-time = "2026-07-19T21:23:54.183Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/02/bf/6f506a37c7f8ecc4576caf9486e303c7af249f6d70447bb51dde9d78cb99/sphinx_book_theme-1.2.0-py3-none-any.whl", hash = "sha256:709605d308e1991c5ef0cf19c481dbe9084b62852e317fafab74382a0ee7ccfa", size = 455936, upload-time = "2026-03-09T23:20:28.788Z" },
+    { url = "https://files.pythonhosted.org/packages/00/5e/6c41ee74f0a4caef53f224c3e6c3869b577dade1a283767bdc874f11e51c/sphinx_book_theme-1.4.0-py3-none-any.whl", hash = "sha256:10fd57d667ee0b565928c3ce95562e281c5d1b94bd5a2aafc5cd41a5d498dcd0", size = 458862, upload-time = "2026-07-19T21:23:52.852Z" },
 ]
 
 [[package]]
@@ -1919,7 +2106,7 @@ wheels = [
 
 [[package]]
 name = "typer"
-version = "0.27.0"
+version = "0.27.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
@@ -1927,30 +2114,30 @@ dependencies = [
     { name = "rich" },
     { name = "shellingham" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/37/78/fda3361b56efc27944f24225f6ecd13d96d6fcfe37bd0eb34e2f4c63f9fc/typer-0.27.0.tar.gz", hash = "sha256:629bd12ea5d13a17148125d9a264f949eb171fb3f120f9b04d85873cab054fa5", size = 203430, upload-time = "2026-07-15T19:21:07.007Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ae/40/4a3db7990d1f62a53182aa96eaef57aeb2886a27f90a195bc66713565d31/typer-0.27.1.tar.gz", hash = "sha256:a79bef8469a79c45498e7b814ecf8d603cc7644e9acbd9e19cac0334240b18df", size = 203994, upload-time = "2026-08-03T14:41:03.438Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/40/03/26a383c9e58c213199d1aad1c3d353cfc22d4444ec6d2c0bf8ad02523843/typer-0.27.0-py3-none-any.whl", hash = "sha256:6f4b27631e47f077871b7dc30e933ec0131c1390fbe0e387ea5574b5bac9ccf1", size = 122716, upload-time = "2026-07-15T19:21:05.553Z" },
+    { url = "https://files.pythonhosted.org/packages/43/89/9518bc0c3929bee36b3a4a8e3daddd6e03f92f9961c66d4983b837160543/typer-0.27.1-py3-none-any.whl", hash = "sha256:53150287edd11baeb4e4722c8e394fcdf8181c0ae89485cba8d25c778d5edd56", size = 122874, upload-time = "2026-08-03T14:41:04.391Z" },
 ]
 
 [[package]]
 name = "types-deprecated"
-version = "1.3.1.20260520"
+version = "1.3.1.20260728"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e9/86/8cc66b0a4d01826e64f86e0001b8755105d1b6052c654e2448a0e72750ee/types_deprecated-1.3.1.20260520.tar.gz", hash = "sha256:4d0d9e5521432d9ce88169fb8b793b45d70d8e8cc1a7ecd5a4465abbf83c9ab4", size = 8649, upload-time = "2026-05-20T05:55:57.211Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6d/0f/a6c55e899f6a2b3519f4079ee1d99f64411299a6d882decbdf17b17319ba/types_deprecated-1.3.1.20260728.tar.gz", hash = "sha256:cab836fdcf6b57d3e277e62d9d76d8a4c556a2639fd0e90cb555fa0e8300d164", size = 8729, upload-time = "2026-07-28T04:51:30.946Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1c/27/e8fd41f0d41b964870d370e7fc78311193910fe9a15c7399ade4a4aeea58/types_deprecated-1.3.1.20260520-py3-none-any.whl", hash = "sha256:8af853b7ccd3b7685159f3ab2e3b6f7999b6cd7e425cda02749e32a42a96c7d6", size = 9105, upload-time = "2026-05-20T05:55:56.259Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/e6/4e4d2a7d861ac277fbdce3d9a25ce5205f366bcc4e37c021eeb2017c160c/types_deprecated-1.3.1.20260728-py3-none-any.whl", hash = "sha256:d94b3e1db08db6a63ad0e8519e2da2b2d22843f015efa7bd83baef6aa99f7403", size = 9109, upload-time = "2026-07-28T04:51:30.008Z" },
 ]
 
 [[package]]
 name = "types-networkx"
-version = "3.6.1.20260624"
+version = "3.6.1.20260728"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/44/f9/975c2bb35407c241fb788e9c75b2e2642af43a6c9cf81056a119dd98e59c/types_networkx-3.6.1.20260624.tar.gz", hash = "sha256:f031a9ee0bd27de4ab6d3e35a10f3492a4befc7b8c348607892b0ccb1b415d4d", size = 74060, upload-time = "2026-06-24T05:56:25.279Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ed/8e/9c80373fd5a33c82ac25cbe868afae25c2babf050b65468464933c5f2854/types_networkx-3.6.1.20260728.tar.gz", hash = "sha256:f193e4fc6a41c973c7d687fa3c12f8008d8e7dcd22b0ab62f0300cc47b65eb28", size = 75720, upload-time = "2026-07-28T04:51:49.37Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/14/d4/67136d3323dd8a8ecc8124531f737dee97819811026da20a2a72949f462a/types_networkx-3.6.1.20260624-py3-none-any.whl", hash = "sha256:071734f88733afaaa06cbb62eb8c603626f4f9aa18424771acbdd3a638828d9a", size = 162457, upload-time = "2026-06-24T05:56:24.063Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/4a/619f72e3f149b9291c1537ff3aceaecef8ed36877db13ea3698b2841663d/types_networkx-3.6.1.20260728-py3-none-any.whl", hash = "sha256:0be72ff7625dbdfcd2d76ed7662de96987d0d5433b7055c320065d5b3621f9f6", size = 167078, upload-time = "2026-07-28T04:51:48.071Z" },
 ]
 
 [[package]]
@@ -1982,7 +2169,7 @@ wheels = [
 
 [[package]]
 name = "virtualenv"
-version = "21.6.1"
+version = "21.7.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "distlib" },
@@ -1990,73 +2177,73 @@ dependencies = [
     { name = "platformdirs" },
     { name = "python-discovery" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/34/d9/b477fddb68840b570af8b22afe9b035cbc277b5fb7b33dea390617a8b10f/virtualenv-21.6.1.tar.gz", hash = "sha256:15f978b7cd329f24855ff4a0c4b4899cc7678589f49adbdcbbb4d3232e641128", size = 5526620, upload-time = "2026-07-10T19:33:53.312Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/2d/dc/a6eb1ddfa7f1e390fa599b078453c97edb3f6f846b34fb4eac3e8ea16401/virtualenv-21.7.4.tar.gz", hash = "sha256:c9d960c95fa458171e58222a5ccab7465298e4b6559977865e627c4719f1e825", size = 5345511, upload-time = "2026-08-10T22:54:33.316Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c1/7c/4e7225d46d634a0d8d534dd8a6ce0c319d09b4d0cf0337eb314ca4789d8c/virtualenv-21.6.1-py3-none-any.whl", hash = "sha256:afe991df855715a2b2f60edfcc0107ef95a79fdfd8cb4cdaa71603d1c12e463b", size = 5506392, upload-time = "2026-07-10T19:33:51.629Z" },
+    { url = "https://files.pythonhosted.org/packages/40/4c/eb2f52aeeaf30dbd073d315a251a63ae2b8263171ec4428c135140cb0802/virtualenv-21.7.4-py3-none-any.whl", hash = "sha256:376ec93cd6aab3044fa395d7db226db38043b7b5748948044b2a87168525e843", size = 5324444, upload-time = "2026-08-10T22:54:31.515Z" },
 ]
 
 [[package]]
 name = "wrapt"
-version = "2.2.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/fe/a4/282c8e64300a59fc834518a54bf0afabb4ff9218b5fa76958b450459a844/wrapt-2.2.2.tar.gz", hash = "sha256:0788e321027c999bf221b667bd4a54aaefd1a36283749a860ac3eb77daed0302", size = 129068, upload-time = "2026-06-20T23:49:44.49Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/2a/85/180b40628b23772692a0c76e8030114e1c0ae068470ed531919f0a5f2a4a/wrapt-2.2.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:8417fd3c674d3c8023d080292d29301531a12daf8bd938dd419710dd2f464f2b", size = 81484, upload-time = "2026-06-20T23:47:59.924Z" },
-    { url = "https://files.pythonhosted.org/packages/94/f2/21c90f2a16689702e2aaff45795b11018dff2c9b1242bac10d225483f676/wrapt-2.2.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0e7070c7472582e31af3dfc2622b2381a0df7435110a9388ed8db5ffbce67efb", size = 82151, upload-time = "2026-06-20T23:48:01.303Z" },
-    { url = "https://files.pythonhosted.org/packages/5f/b3/7e6e9fcf4fe7e1b69a49fe6cc5a44e8224bab6283c5233c97e132f14908e/wrapt-2.2.2-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:2e096c9d39a59b35b63c9aacfbbbec2088ff51ff1fc31051acc60a07f42f273a", size = 169828, upload-time = "2026-06-20T23:48:02.719Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/43/894f132d857ed5a9904d937baf368badcbe5ea9e436e2f1930fe21c9f1f0/wrapt-2.2.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6d1a6050405bf334be33bf66296f113563622972a34900ae6fa60fd283a1a900", size = 171544, upload-time = "2026-06-20T23:48:04.266Z" },
-    { url = "https://files.pythonhosted.org/packages/29/de/3c833e03725b477e9ea34028224dd21a48781830101e4e036f77e8b6b102/wrapt-2.2.2-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:10adb01371408c6de504a6658b9886480f1a4919a83752748a387a504a21df79", size = 160663, upload-time = "2026-06-20T23:48:05.708Z" },
-    { url = "https://files.pythonhosted.org/packages/33/be/27edce350b24e3054d9d047f65f16d4c4d4c1f3f31c4278a1f8a95c723c8/wrapt-2.2.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:3442eee2a5798f9b451f1b2cd7518ce8b7e28a2a364696c414460a0e295c012a", size = 169387, upload-time = "2026-06-20T23:48:07.243Z" },
-    { url = "https://files.pythonhosted.org/packages/e2/c4/9fd9679af8bf38e146652c7f47b6b352c3e5795b4ad1c0b7f94e15ac2aa7/wrapt-2.2.2-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:6c99012a22f735a85eed7c4b86a3e99c30fdd57d9e115b2b45f796264b58d0bf", size = 158849, upload-time = "2026-06-20T23:48:08.91Z" },
-    { url = "https://files.pythonhosted.org/packages/bc/c2/aa6c0c2206803068c6859dabe01f8c84c43744da93d4c67b8946d21655ee/wrapt-2.2.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3b686cfc008776a3952d6213cb296ed7f45d782a8453936406faa89eac0835ab", size = 168147, upload-time = "2026-06-20T23:48:10.374Z" },
-    { url = "https://files.pythonhosted.org/packages/42/63/3eb25da41049d20ae18fcab2dd8b056e02387c4bfa626cbdfb7c3b872e4f/wrapt-2.2.2-cp312-cp312-win32.whl", hash = "sha256:ef2cce266b5b0b07e19fa82e59673b81142b7a3607c8ed1254113d048ed668da", size = 77734, upload-time = "2026-06-20T23:48:11.769Z" },
-    { url = "https://files.pythonhosted.org/packages/da/09/0390e008a305360948fa9ce69507d041ac12cb2ee5d28e34467e2ee79391/wrapt-2.2.2-cp312-cp312-win_amd64.whl", hash = "sha256:abf8c20a2d72ee69e16328b3c91342c446e723bfe48bfcc4dded3b9722ac027f", size = 80585, upload-time = "2026-06-20T23:48:13.117Z" },
-    { url = "https://files.pythonhosted.org/packages/d3/b3/84c445c66969f2d3457276b183a48c91097d59bbef9af6c075366b0f8c36/wrapt-2.2.2-cp312-cp312-win_arm64.whl", hash = "sha256:c6c64c5d02578bc4c4bca4f0aef1504de933c1d5b4ac2710b9131111459506c8", size = 79553, upload-time = "2026-06-20T23:48:14.5Z" },
-    { url = "https://files.pythonhosted.org/packages/43/fc/f32f4b22c6511173c11d9e541ab4e7d8467a0f1b3455acaf784115d31ff8/wrapt-2.2.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:9e8b648270c613720a202d9a45ebabc33261b22c3a839b115ac5bce8c0bb0d69", size = 81296, upload-time = "2026-06-20T23:48:15.881Z" },
-    { url = "https://files.pythonhosted.org/packages/72/06/4d117d5d77a9344776c0248b24dae3d3dd2f58e5f765fa08cf887072e719/wrapt-2.2.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:e6fb7e94e8fe3e4c3067bb1653a91cce7c5e83acc119fdd41501b1bf74654617", size = 81841, upload-time = "2026-06-20T23:48:17.262Z" },
-    { url = "https://files.pythonhosted.org/packages/15/ff/63ad96f98eb58a742b1a20d80f21da88924405910149950b912368150468/wrapt-2.2.2-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:fb18fc51e813df0d9c98049e3bf2298a5495a648602040e21fa3c7329371159e", size = 167882, upload-time = "2026-06-20T23:48:18.764Z" },
-    { url = "https://files.pythonhosted.org/packages/20/1f/8bb62d8933df7acf3247194e6e9fc68edf9d2fa203252c89c94b319dd472/wrapt-2.2.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:94b00b00f806eb3ef2abe9049ed45994a81ee9284884d96e6b8314927c6cea3d", size = 167411, upload-time = "2026-06-20T23:48:20.315Z" },
-    { url = "https://files.pythonhosted.org/packages/17/09/8789dcb09ee1de715727db7521aabbb68ffa68dfade3a49468440cfced49/wrapt-2.2.2-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:62415fd095bc590b842b6d092f2b5d9ccbaeb7e0b28535c03dcea2718b48636b", size = 158607, upload-time = "2026-06-20T23:48:21.728Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/20/66e02562d53ee67d841f175e38e3c993c2d78a3e104c576cad61c028b43c/wrapt-2.2.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a41e758d80dc0ab8c210f641ac892009d356cf1f955d97db544c8dd317b4d14c", size = 166367, upload-time = "2026-06-20T23:48:23.177Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/a3/832ac4e41222fb263b3042d42c2f08d305db7d0f0c9b1d3a271a9eede8f6/wrapt-2.2.2-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:b84cd4058001c9727b0e9980b7a9e66325b5ca748b1b578e822cade1bc6b304f", size = 157176, upload-time = "2026-06-20T23:48:24.711Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/01/1bd5e4d2df9c0178989ac8da9186543465388588ee2ef153e2591accebef/wrapt-2.2.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:26fc73a1b15e0946d2942b9a4426d162b51676338327dc067ccd8d2d76385f94", size = 167025, upload-time = "2026-06-20T23:48:26.118Z" },
-    { url = "https://files.pythonhosted.org/packages/1c/69/583ed25291ab53e1ec117135fb1c33425e2f46d2bc8f29c17f7a94cf4274/wrapt-2.2.2-cp313-cp313-win32.whl", hash = "sha256:3c4095803491f6ef72128914c28ec05bbad9758433bb35f6715a3e9c8e46fb2d", size = 77605, upload-time = "2026-06-20T23:48:27.643Z" },
-    { url = "https://files.pythonhosted.org/packages/29/68/e69fc6d06e1523c68e0d00f95c9aed1158ce9908ee41603f7f2eae3d5db6/wrapt-2.2.2-cp313-cp313-win_amd64.whl", hash = "sha256:2cb07f414fab25dbe6b5c7398e1491423a5c81a6209533639969a6c928d474a4", size = 80508, upload-time = "2026-06-20T23:48:29.013Z" },
-    { url = "https://files.pythonhosted.org/packages/55/21/fe7a393d9e5dc0923bed8f5d857e9dcff210f1fa0888c02cc8f3ffaa55aa/wrapt-2.2.2-cp313-cp313-win_arm64.whl", hash = "sha256:1fc7691f070220215cccb2a20836b9adbaecb8ff22ad47abe63de5f110994fac", size = 79565, upload-time = "2026-06-20T23:48:30.429Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/e5/c120d13bf5091164f68c3c1657e84f16f57e71d978421b626393ac5bd7eb/wrapt-2.2.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:ec8f83949028366531383603139403cac7a826e4011955813cdd640017845ce5", size = 83264, upload-time = "2026-06-20T23:48:31.807Z" },
-    { url = "https://files.pythonhosted.org/packages/d3/b0/d4a1eb97e0e286625bdf21bc7f702637f9607787ffbbdb5ec14d50c79dbf/wrapt-2.2.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:4b481fb0c40d9fd90a5809911208da700987d373a20a4709dc9e3944af7a6bec", size = 83791, upload-time = "2026-06-20T23:48:33.482Z" },
-    { url = "https://files.pythonhosted.org/packages/18/1e/f060df47755e87b57684cee7bfc1362b204df55fac96ffebc0631b697b79/wrapt-2.2.2-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:0065a3b657cec06813b4241d2462ccec287f6863103d7445b725fb3a889736f9", size = 203399, upload-time = "2026-06-20T23:48:34.97Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/de/2316a757a1abb6453700b79d83e532146dcef2611348282d4d8889792161/wrapt-2.2.2-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:30f7424af5c5c345b7f26490e097f74a2ef45b3d08b664dc33571aee3bd3b56c", size = 210461, upload-time = "2026-06-20T23:48:36.569Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/29/d1160785ae18ca2495a6d82a21154103d74f656c9fd457fb35f6b11b965a/wrapt-2.2.2-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:07fdcb012821859168641acf68afad61ef9783cf37100af85f152550e9677194", size = 195313, upload-time = "2026-06-20T23:48:38.175Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/2d/7caa9598ae61a9cf0989cc501739cbeeb7d650ab3193cca1407b9af0c6ab/wrapt-2.2.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:f90038ab58fafb584801ca62d72384d7d5225d93c76f7b773c22fae545bd8066", size = 206116, upload-time = "2026-06-20T23:48:39.804Z" },
-    { url = "https://files.pythonhosted.org/packages/ac/02/281ea1088b8650d865f311b35cf86fd21df89128e2909714f1161e01c9d0/wrapt-2.2.2-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:c5d7825491bfa2d08b97e9557768987952c7b9ae687d06c3320b40a37ccb7f20", size = 192668, upload-time = "2026-06-20T23:48:41.346Z" },
-    { url = "https://files.pythonhosted.org/packages/be/7d/976e2d5b4b5c5babda40974edd54d0a5585cb60132ed86b46f4b80239b16/wrapt-2.2.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:0ad520e6daa9bbf136f14de735474dbec7dcc0891f718e1d274ce8dc92e645af", size = 198891, upload-time = "2026-06-20T23:48:43.056Z" },
-    { url = "https://files.pythonhosted.org/packages/59/b7/e47651797c097f75a37e2ce86dcf04048ff576f3a674f7c558df7b5e9622/wrapt-2.2.2-cp313-cp313t-win32.whl", hash = "sha256:25904acb9475f46c24fe0423dbc8fda8cc5fbc282ab3dc6e72e919748c53f4e9", size = 78537, upload-time = "2026-06-20T23:48:44.509Z" },
-    { url = "https://files.pythonhosted.org/packages/d1/6f/9fa5d59fb06d890defb5a8f727ce6a14d2932c8760153f96956628559fee/wrapt-2.2.2-cp313-cp313t-win_amd64.whl", hash = "sha256:305d4c247d61c4115794a169141823c62f719525ddb90b23aa332741c77d2c28", size = 82005, upload-time = "2026-06-20T23:48:46.391Z" },
-    { url = "https://files.pythonhosted.org/packages/15/80/4c7bd9873d1f9f7d138d93556b500469dbe24f42710b877519c2b9eb380d/wrapt-2.2.2-cp313-cp313t-win_arm64.whl", hash = "sha256:c20279cd1a29800815d7b2d6338b60a6c6e78263f9d6e62e0eda251ba9cae2d0", size = 80762, upload-time = "2026-06-20T23:48:47.964Z" },
-    { url = "https://files.pythonhosted.org/packages/24/05/7fd9c3f83b2c74cbfc572a0b88aa37431e04bd8aed70d2c0efd3464206de/wrapt-2.2.2-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:0e64826f920c42d9d9f87e8cc09ffae66c51ede12d59061a5a426deb9aa71745", size = 81341, upload-time = "2026-06-20T23:48:49.39Z" },
-    { url = "https://files.pythonhosted.org/packages/4b/68/1bfa43100dd90d4ef74a05897b86275cf57e1313ca14aae2545bc9f872c9/wrapt-2.2.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:dcaa5e1451bd8751d7bd1568dfa3321c78092a52a7ecb5d1a0f18a5791e1fd00", size = 81921, upload-time = "2026-06-20T23:48:50.986Z" },
-    { url = "https://files.pythonhosted.org/packages/74/eb/df7b7f0b631dbbc750f39be27d8b55f65777d8ac86da80e12be41a644c4b/wrapt-2.2.2-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:0abfd648dac9ac9c5b3aa9b523d27f1789046640b58dcd5652a720ddb325e1fc", size = 167713, upload-time = "2026-06-20T23:48:52.598Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/9a/d1bd36f6d088c8e652a9383cabbd49af30b8c576302a7eccddbab6963e3f/wrapt-2.2.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f4bfd8d1eb438153eff8b8cfe87f032ba65731e1ce06138b5090f745a33f6f95", size = 166779, upload-time = "2026-06-20T23:48:54.33Z" },
-    { url = "https://files.pythonhosted.org/packages/4c/ae/24ffacd4187fac2740a1972093929e836dea092d42c87d728cd98fee11a6/wrapt-2.2.2-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:c427c9d06d859848a69f0d928fe28b5c33a941b2265d10a0e1f15cd244f1ee33", size = 158407, upload-time = "2026-06-20T23:48:55.944Z" },
-    { url = "https://files.pythonhosted.org/packages/a3/ed/974427668249a356051e8d67d47fa54ef6c777f0fcf3bae9d292c047d4b6/wrapt-2.2.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:4250b43d1a129d947e083c4dc6baf333c9bb34edd26f912d5b0457841fc858ab", size = 166594, upload-time = "2026-06-20T23:48:57.617Z" },
-    { url = "https://files.pythonhosted.org/packages/fb/5f/e1d7c6e4523f78db2fbd7826babd0348da1d5e0834c4f918b9ab5757dfae/wrapt-2.2.2-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:173e5bb5ca350a6e0abab60b7ec7cdd7992a814cb14b4de670a28f067f105663", size = 157068, upload-time = "2026-06-20T23:48:59.171Z" },
-    { url = "https://files.pythonhosted.org/packages/1e/c1/7ebd1027f00700c0b0233b20aceef2b4784294ed64971424c4a78e069e34/wrapt-2.2.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:aa14b01804bce36c6d63d7b6a4f55df390f29f8648cc13a1f40b166f4d54680d", size = 166470, upload-time = "2026-06-20T23:49:00.737Z" },
-    { url = "https://files.pythonhosted.org/packages/99/eb/974e471a6a978b8180186b8a9dc5ae3361ce269a967190b709b8ce17abfb/wrapt-2.2.2-cp314-cp314-win32.whl", hash = "sha256:58f9f8d637c9a6e245c6ef5b109b67ec187d2faed23d1405656b51d96e0a5b56", size = 78062, upload-time = "2026-06-20T23:49:02.327Z" },
-    { url = "https://files.pythonhosted.org/packages/49/ec/e1281156cdc7a66693838ad7a0865ad641c74abd337a957d668b575aaffb/wrapt-2.2.2-cp314-cp314-win_amd64.whl", hash = "sha256:385cb1866f20479e83299af585375bfa0a4b0c6c9907a981483ea782ea8ae406", size = 80832, upload-time = "2026-06-20T23:49:03.837Z" },
-    { url = "https://files.pythonhosted.org/packages/45/7d/1b6b5ddd94005a2dac97a4490c9838f3154977850d633abcb65b30089437/wrapt-2.2.2-cp314-cp314-win_arm64.whl", hash = "sha256:8ffbeaea6771a6eba6e6eeb09767864995726bc8240bb54baf88a9bb1db34d5c", size = 80029, upload-time = "2026-06-20T23:49:05.237Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/33/9ebcf8aafe91c601127cbd93708c16aa8f688f34a10bf004046803ecdc4f/wrapt-2.2.2-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:09f811d43f6f33ec7515f0be76b159569f4057ab54d3e079c3204dddb90afa2a", size = 83357, upload-time = "2026-06-20T23:49:06.632Z" },
-    { url = "https://files.pythonhosted.org/packages/39/38/ec45b635153327b52e52732a0ea980e5f00b7efba65f9e018828f1e69daa/wrapt-2.2.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a795d3c06e5fbf9ea2f13196180b77aeab1b4685917256ee0d014cc163d90063", size = 83794, upload-time = "2026-06-20T23:49:08.098Z" },
-    { url = "https://files.pythonhosted.org/packages/4e/ea/1a89e6d3b7a83c3affe5c09cde77792c947e63e4bc85ad84cd5bb9abb0d8/wrapt-2.2.2-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:45c2f2768e790c9f8db90f239ef23a2af8e7570f25a35619ef902df4a738447f", size = 203362, upload-time = "2026-06-20T23:49:09.811Z" },
-    { url = "https://files.pythonhosted.org/packages/19/d8/3b58763d9863b5a73771c0d97110f9595d248db454009e07e1535ee905a4/wrapt-2.2.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bbf00ee0cb55ec24e2b0995a71942b85b21a066db8f3f46e1dbfdb9433ffba81", size = 210449, upload-time = "2026-06-20T23:49:11.521Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/6f/17fd9e053103d8be148d20d5d7505facc72d5fe1f9127973904ceaed79cf/wrapt-2.2.2-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:2252f77663651b89255895f58cc6ac08fcb206d4371813e5af61bb62d4f7689c", size = 195349, upload-time = "2026-06-20T23:49:13.346Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/04/d0d1ccaaa12cb7dccf28a23f0279a608ba498f71e81d949d5ed54bcfd5c1/wrapt-2.2.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:2cd7181ab1c31192ff5219269830744b5a62020b3a6d433588c4f1c95b8f8bff", size = 206099, upload-time = "2026-06-20T23:49:15.051Z" },
-    { url = "https://files.pythonhosted.org/packages/44/b3/e8aa07b619890a2aa6cde1931b1887abb08820721b564a5f80b7ca3f3aa0/wrapt-2.2.2-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:6fe35fd51b74867d8b80174c277bd6bbf6a73e443f908129dc531c4b688a20d5", size = 192728, upload-time = "2026-06-20T23:49:16.854Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/f0/1819fb50f0d3c9bd758d8a83b56f1b470dee8b5b8eac8702b7c137cea9d4/wrapt-2.2.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:11d95fc2fbad3163596c39d440e6f21ca9fccece74b56e30a37ac2fca786a07c", size = 198842, upload-time = "2026-06-20T23:49:18.504Z" },
-    { url = "https://files.pythonhosted.org/packages/67/7c/e88313f16a99930b899ef970d91c281544a470749a359decad994483bbda/wrapt-2.2.2-cp314-cp314t-win32.whl", hash = "sha256:d8a15813215f33fa83667bfc978b300e35669ea8bb424e970a1426bcb7bc6cca", size = 79059, upload-time = "2026-06-20T23:49:20.107Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/4f/ac12fda57a55068a094ec42851fb0a40e8489d8941863d517452de62e507/wrapt-2.2.2-cp314-cp314t-win_amd64.whl", hash = "sha256:d09db0f7e8357060d3c38fc22a018aba683a796bf184360fd1a58f6fc180dc77", size = 82462, upload-time = "2026-06-20T23:49:21.631Z" },
-    { url = "https://files.pythonhosted.org/packages/48/a7/df732dac86d9b2027c56bd163dbc883e037b16c3469614752e148d219c61/wrapt-2.2.2-cp314-cp314t-win_arm64.whl", hash = "sha256:f32fe639c39561ccc187bcae17e9271be0eb45f1c2952510d2f29b33ab577347", size = 81182, upload-time = "2026-06-20T23:49:23.199Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/d2/6317eb6d4554855bbf12d61857774af34747bf88a42c19bf306de67e2fa3/wrapt-2.2.2-py3-none-any.whl", hash = "sha256:5bad217350f19ce99ca5b5e71d406765ea86fe541628426772b657375ee1c048", size = 61460, upload-time = "2026-06-20T23:49:42.966Z" },
+version = "2.3.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/2b/b0/c1f5a970721f06b85c0cd5142e0ff8fe067708abd779b0c4f4be7d61d09f/wrapt-2.3.0.tar.gz", hash = "sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107", size = 131509, upload-time = "2026-07-28T06:06:14.895Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5b/4a/d17a0fad1bf1c5f2c887ff71fef75654141b0880bff71d157d955b5bec3a/wrapt-2.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525", size = 82139, upload-time = "2026-07-28T06:04:35.082Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/55/51b92daaf6defb57f4dc56bdcce985400f75c6984a03ca5e78ccac717028/wrapt-2.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d", size = 82723, upload-time = "2026-07-28T06:04:36.502Z" },
+    { url = "https://files.pythonhosted.org/packages/28/7f/cfd9bc4b1f5e424eeea83d0493e43f3b1b02707ce8e50c47945873982bd5/wrapt-2.3.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8", size = 172381, upload-time = "2026-07-28T06:04:37.674Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/89/ff7814f6eb6856b479946117d1138a2fbb46cdb6b1f379db359056c69743/wrapt-2.3.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb", size = 174120, upload-time = "2026-07-28T06:04:38.987Z" },
+    { url = "https://files.pythonhosted.org/packages/12/1e/8eded8615d39e3ce81f626937a3a87b280a2a86239a2bf14a4b4bb345034/wrapt-2.3.0-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60", size = 163035, upload-time = "2026-07-28T06:04:40.361Z" },
+    { url = "https://files.pythonhosted.org/packages/35/ea/a0af2d9da62897af2a055484920de05dade30d2ba2c0d65cbdea875d3d8b/wrapt-2.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02", size = 171887, upload-time = "2026-07-28T06:04:41.614Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/dd/63cd4c864c65ef4906df64bd2d378f4a62b54f28063f282dfb3bf93caead/wrapt-2.3.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3", size = 161113, upload-time = "2026-07-28T06:04:42.864Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/ee/82f1fc9e431b5c2c5a6d201aa865dbeae3984c311c6d11a185f0c8367cf6/wrapt-2.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d", size = 170530, upload-time = "2026-07-28T06:04:44.212Z" },
+    { url = "https://files.pythonhosted.org/packages/37/a5/5dc590e863a419930d988f8b7ca3e75a6befcfb10b6003b3a152f3d5f732/wrapt-2.3.0-cp312-cp312-win32.whl", hash = "sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1", size = 78323, upload-time = "2026-07-28T06:04:45.484Z" },
+    { url = "https://files.pythonhosted.org/packages/51/f9/4a6925a07951df56394f7e6ebe14f69f1c5ef9d87aa63e0839acf15aa63a/wrapt-2.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8", size = 81180, upload-time = "2026-07-28T06:04:47.021Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/4f/8b5de0395b2a72216751d41c9861df6facaeb611b619d8810ed2b3b23eb2/wrapt-2.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab", size = 80155, upload-time = "2026-07-28T06:04:48.373Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/6e/0f88a072483e76b881e3fdcd6b6ffb4a5791002514fe541e72b1b73c859a/wrapt-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f", size = 81960, upload-time = "2026-07-28T06:04:49.622Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/ff/b7e2776e7c294075eb712cc9ef573d1b818f393006d09787262b8fc871c4/wrapt-2.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f", size = 82435, upload-time = "2026-07-28T06:04:50.9Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/90/343bb5d0f1f9669bc252a6073f085b4abf862511bd5c9c9eaec754341f1d/wrapt-2.3.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5", size = 170350, upload-time = "2026-07-28T06:04:52.187Z" },
+    { url = "https://files.pythonhosted.org/packages/59/f8/13b79a392930bd0dd6b86cbfbfe1c40944110456e1dc6d809e5c46ece904/wrapt-2.3.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0", size = 170022, upload-time = "2026-07-28T06:04:53.599Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/fc/4f1b6918f5290db959d6e0c07f77385d87cede29c39c9cf8f145e9c82954/wrapt-2.3.0-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609", size = 161043, upload-time = "2026-07-28T06:04:54.936Z" },
+    { url = "https://files.pythonhosted.org/packages/01/e1/45d3cf74414780bdff6d0380467e003f6eb0f028b6c9403db868dbc7209c/wrapt-2.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8", size = 168576, upload-time = "2026-07-28T06:04:56.261Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/73/2fa58dd97f191c997755e2c6d569a68f0c433db4e4b36099bdd7227b6cac/wrapt-2.3.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae", size = 159140, upload-time = "2026-07-28T06:04:57.754Z" },
+    { url = "https://files.pythonhosted.org/packages/29/a8/08a56e2000a8816d449dcbad8c8b081697acbbd490821ceca0f9d8e8d20c/wrapt-2.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3", size = 169263, upload-time = "2026-07-28T06:04:59.161Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/d4/354e1725e35a73b2af4fa70a3e024c7a5d1bf1802dfb862dcb668aae0253/wrapt-2.3.0-cp313-cp313-win32.whl", hash = "sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f", size = 78241, upload-time = "2026-07-28T06:05:00.507Z" },
+    { url = "https://files.pythonhosted.org/packages/6c/7e/34c87fa2174848dfee820322aaa318bab08913998ccecc8d2f57b4ad4639/wrapt-2.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838", size = 81113, upload-time = "2026-07-28T06:05:01.839Z" },
+    { url = "https://files.pythonhosted.org/packages/11/86/fcc9a530579e008c9478bb565a6cdfbfd33536660f069c8b91a6607c5050/wrapt-2.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579", size = 80182, upload-time = "2026-07-28T06:05:03.152Z" },
+    { url = "https://files.pythonhosted.org/packages/96/50/3864848b95b28ef73e17551fc8dccbff2628a834f52cf26a57f9c419fb83/wrapt-2.3.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944", size = 83921, upload-time = "2026-07-28T06:05:04.476Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/4c/3d1921a60c3e8c71c540ff136e6a47a1fbccf7f671e818394889f7871d9c/wrapt-2.3.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360", size = 84412, upload-time = "2026-07-28T06:05:05.921Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/1a/4a796ff7adb26ada6d4b758c94d47a38320b085e7099afc088efbbcdb006/wrapt-2.3.0-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614", size = 207168, upload-time = "2026-07-28T06:05:07.256Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/3e/d7777776806c579b761bac2f91721dda9f04c7a1b380213c5935cc750ae6/wrapt-2.3.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a", size = 214351, upload-time = "2026-07-28T06:05:08.945Z" },
+    { url = "https://files.pythonhosted.org/packages/63/27/2d64d394df7bf181955b3bb562bf33c4492fb4be113f53071106d43ad8b5/wrapt-2.3.0-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687", size = 199020, upload-time = "2026-07-28T06:05:10.418Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/3d/fb31d3db7d9834d265fb1a27a2adf0ddf51557c67458c97b22439ad6ae3d/wrapt-2.3.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570", size = 209969, upload-time = "2026-07-28T06:05:11.983Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/d1/8724b5da582e62070dc9bf4d8bf1972f317297eefd7ba1f2b5c6393ccf6c/wrapt-2.3.0-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41", size = 196324, upload-time = "2026-07-28T06:05:13.557Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/5c/3d9ef411149543016ee6bcf3af707f787cebd946527452b94bf122e9b7b4/wrapt-2.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4", size = 202610, upload-time = "2026-07-28T06:05:15.048Z" },
+    { url = "https://files.pythonhosted.org/packages/13/9b/4fc042ceb757866dd4a5fc057b3b736f2b360d3703ce9f830d83dc9226e0/wrapt-2.3.0-cp313-cp313t-win32.whl", hash = "sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3", size = 79178, upload-time = "2026-07-28T06:05:16.469Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/ff/b94878f8eed809ca042685276bcea9f24e8c2ca7c9653bb80bbb920a68a5/wrapt-2.3.0-cp313-cp313t-win_amd64.whl", hash = "sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98", size = 82634, upload-time = "2026-07-28T06:05:18.026Z" },
+    { url = "https://files.pythonhosted.org/packages/80/fb/663e1de5332a71685a729754312d327d4cada767c36e1c5a2db4c8de49e6/wrapt-2.3.0-cp313-cp313t-win_arm64.whl", hash = "sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6", size = 81387, upload-time = "2026-07-28T06:05:19.417Z" },
+    { url = "https://files.pythonhosted.org/packages/58/10/b073beaea89bc0d3670a75ff51139430a54b6af7ba7796507730634536dd/wrapt-2.3.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc", size = 81978, upload-time = "2026-07-28T06:05:21.133Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/31/0916d9cebf848ed3f1a0c1888faee421747df77331e4db2bc527a9a85988/wrapt-2.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1", size = 82518, upload-time = "2026-07-28T06:05:22.562Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/73/31c1bf0f3384062751c2094dadb314916d70aa9b6bfd26d994b4a7b393fa/wrapt-2.3.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945", size = 170187, upload-time = "2026-07-28T06:05:23.904Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/25/fce087d54b79b8905f3c3c9dd5f454bbd8d8acb80b960c4a6aee5b4659b3/wrapt-2.3.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5", size = 169288, upload-time = "2026-07-28T06:05:25.378Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/30/0d09e6dddc6b7a7230ac77f50254b5980ab4fcd22976f72f8cc8a0404458/wrapt-2.3.0-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3", size = 160932, upload-time = "2026-07-28T06:05:27.022Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/ca/0913af0d2ec0c43865d32d615f518fea66c13c5c930e489e9b0de248e9a8/wrapt-2.3.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07", size = 169017, upload-time = "2026-07-28T06:05:28.501Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/f2/3d1e47ea81b822210f5df1bf942fd90780a75c055243d569b664529dea88/wrapt-2.3.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f", size = 159065, upload-time = "2026-07-28T06:05:30.01Z" },
+    { url = "https://files.pythonhosted.org/packages/43/a5/ef2066ced8e5fca204e2b361e9708e36555b40949c583d997ea3b590817d/wrapt-2.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23", size = 168821, upload-time = "2026-07-28T06:05:31.649Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/e1/016104650d4e572fa91506eb396b3dd8efbccc9284fdc1c9479c3d21db28/wrapt-2.3.0-cp314-cp314-win32.whl", hash = "sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b", size = 78700, upload-time = "2026-07-28T06:05:33.391Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/97/6fdc20a9f2ca304748b3f0819cbf377d55260562777bf0b615431bc3c181/wrapt-2.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d", size = 81422, upload-time = "2026-07-28T06:05:34.774Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/a4/9cbd53bf05746bea2c392af39cb052427a8ec95cbd494d930733d8f44681/wrapt-2.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab", size = 80639, upload-time = "2026-07-28T06:05:36.228Z" },
+    { url = "https://files.pythonhosted.org/packages/43/bb/6c5e4a0f66ea0d2b2dd267e8dd05a0014eea56840b3c8595d40b0a5d1f91/wrapt-2.3.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84", size = 84030, upload-time = "2026-07-28T06:05:37.714Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/eb/a1aedf03283bc9cbf8a1783995ddc54e3c5a86878f19002d2c428494f4c5/wrapt-2.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7", size = 84419, upload-time = "2026-07-28T06:05:39.131Z" },
+    { url = "https://files.pythonhosted.org/packages/63/61/50d511c0dc5105563849e86daa3e16ac7feef699f79fb05af45ea70107d5/wrapt-2.3.0-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2", size = 207171, upload-time = "2026-07-28T06:05:40.69Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/59/9b538cf7795217e810699d16bc88b96a830d9b5c403eb2ec2db6b5f2ae81/wrapt-2.3.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c", size = 214329, upload-time = "2026-07-28T06:05:42.287Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/28/9935d62b1499e5c8b3d191e99ba4eb31ca237a0b699142011a837e9dc7ea/wrapt-2.3.0-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295", size = 199079, upload-time = "2026-07-28T06:05:43.958Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/01/4446b80fa2ffa47a3449b250d004ba1c1937f07f64a179608fec735df866/wrapt-2.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd", size = 209992, upload-time = "2026-07-28T06:05:45.677Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/07/56f26c9f9979586a021e8148747004aba4498f49458c90b0502969b904e1/wrapt-2.3.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df", size = 196334, upload-time = "2026-07-28T06:05:47.608Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/41/6d7bcc895b0f28b2250e10908f060687b9165429dcd7f22ddb3d4c031b74/wrapt-2.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109", size = 202644, upload-time = "2026-07-28T06:05:49.183Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/25/7860927edba06b758b8852a6f02e832be715563c67a6795d94350bc81099/wrapt-2.3.0-cp314-cp314t-win32.whl", hash = "sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501", size = 79685, upload-time = "2026-07-28T06:05:50.976Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/0f/270bafe92fde3b069a39bc01e39ee79340895b335640df861d43d2a51885/wrapt-2.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5", size = 83104, upload-time = "2026-07-28T06:05:52.405Z" },
+    { url = "https://files.pythonhosted.org/packages/55/b3/af176d79a8515a8a720eccdad9a96f6e31a30abf2865430c8c42adf2fd13/wrapt-2.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51", size = 81774, upload-time = "2026-07-28T06:05:53.902Z" },
+    { url = "https://files.pythonhosted.org/packages/00/39/3daf9f47be208606586de4568ba6713db53ebc8fd7a575aea1fe57983b69/wrapt-2.3.0-py3-none-any.whl", hash = "sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2", size = 61866, upload-time = "2026-07-28T06:06:12.9Z" },
 ]
 
 [[package]]

From 24fc6d62a405bf55286085789dc2dc42fa82729f Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Fri, 28 Aug 2026 17:45:53 -0400
Subject: [PATCH 49/56] Temporarily lock pyomo version to 6.9.5 due to
 performance regression

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 pyproject.toml       |  2 +-
 requirements-dev.txt | 42 +++++++++++++++++---------------
 requirements.txt     | 42 +++++++++++++++++---------------
 uv.lock              | 58 ++++++++++++++++++++++++++------------------
 4 files changed, 82 insertions(+), 62 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 602f9066b..10189ad92 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ authors = [
 ]
 
 dependencies = [
-    "pyomo>=6.8.0",
+    "pyomo==6.9.5",
     "matplotlib>=3.9.2",
     "pandas>=2.2.2",
     "numpy>=2.1.0",
diff --git a/requirements-dev.txt b/requirements-dev.txt
index 4d747769a..711e058dd 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -1120,6 +1120,10 @@ pluggy==1.6.0 \
     # via
     #   pytest
     #   pytest-cov
+ply==3.11 \
+    --hash=sha256:00c7c1aaa88358b9c765b6d3000c6eec0ba42abca5351b095321aef446081da3 \
+    --hash=sha256:096f9b8350b65ebd2fd1346b12452efe5b9607f7482813ffca50c22722a807ce
+    # via pyomo
 pre-commit==4.6.2 \
     --hash=sha256:8f5d7bfb021ecdbcd9d49d89847082dd24172ccde534390081a679ad046e2441 \
     --hash=sha256:e2dde9a75d3bce11bd3831c26d134df00a2803c1d818be6a0383c3dcda25dc4e
@@ -1146,25 +1150,25 @@ pygments==2.20.0 \
     #   pytest
     #   rich
     #   sphinx
-pyomo==6.10.1 \
-    --hash=sha256:02501a1d1b19557fa95ac302425496c49c1b1ce66c4a7ee5a61e95e570975096 \
-    --hash=sha256:1a8b838d7b66ffefa29c6a033a67dddfbcd048a94ac1ed4e11bc7e1abc40262d \
-    --hash=sha256:1c8719faf9f4dcfefcb75066989b1781a45d9bac20e2a5ad236fdb21bb09a505 \
-    --hash=sha256:1ffae4d4cd96c87d48ea19a25dd942b69b3d8383374e133f7a040ea63e361f68 \
-    --hash=sha256:2ed5fe352c74b249c35437e366413582c24d1869b995fdc648e29675bb9e8c3a \
-    --hash=sha256:2f2d63dda6c9ee8e200627c6c9cb9b5e778eddf9089c813a281dd4868b71c684 \
-    --hash=sha256:3dbe06a08c0c73f8069a35671e680323857213007859f2c63a0ba51ea149aaa0 \
-    --hash=sha256:74a9109c3b4ab97e69d6b1a1ca4e96a54442a177d8b1a19393e417e6ba008ba3 \
-    --hash=sha256:785d9973fa7802bbb396872ff13514fdf3cee3f8d3afa736369660518f0f90de \
-    --hash=sha256:7899f5261e59d60e7de4d0d6d2185e3e72b2ac79e33b888625eeb32aee8b7b9a \
-    --hash=sha256:7a81b5301d4c0389809c1afd12311d23db04522341566332229d8ce4226bccb1 \
-    --hash=sha256:8c0f3174094e058eb2d0a274c45242c6214070d1f4db43f6ac1d176ae543026f \
-    --hash=sha256:9efddbc4c83971189047e734ba108ca6fdde8ff3390e0944e6eb928db0707ecd \
-    --hash=sha256:ab4799b3a2c2728cfba1c9a1754c06dda48e2f4463c7692a027b5b884e54b16a \
-    --hash=sha256:b1f1f5f21e98ceb082be6f3dfcba13310605e4b28713ca22e35b4ce100524f0d \
-    --hash=sha256:be91786a9340230c031bec0e82c17acfcb5bba04801253ad09e85e4ddaf87d51 \
-    --hash=sha256:c2c9b69066428ec0b9b01e5ef146d0ff36c709fff747e20e8af00667e5d55b76 \
-    --hash=sha256:f446764a499e535c6980435b71f297873cb13f0b040a1275853431abd35033d9
+pyomo==6.9.5 \
+    --hash=sha256:058eddde05b4354307975f1ecd25cfda9f8a282ad2e3b4f168ff8fee3c3623a1 \
+    --hash=sha256:0734020fcd5cc03ee200fd3f79d143fbfc14e6be116e0d16bab79f3f89609879 \
+    --hash=sha256:105a073c47a2d2d6e74e48ed6fc82c6f6d19027488d5003aabb7ed5d10271483 \
+    --hash=sha256:1f449aaceac5078daaecc21d19b96a15529f9ac8aa90f6472e8811cc07112ecc \
+    --hash=sha256:1f99ce91f2710d60b380a3a519288282d2183c44e1d66c131909313a3b63e7a2 \
+    --hash=sha256:43c6e425ca5231b530cd23460e371b7ca9119224dd57237c34580e15f31e4d72 \
+    --hash=sha256:549ee4226cab6e2ff6efe5b3b9891ce1dfd866d38a024715315ea850fa1bf0ec \
+    --hash=sha256:60326f7d3143ee7d0f5c5c4a3cbf871b53e08cc6c2b0c9e6d25568880233472f \
+    --hash=sha256:694262dc2eb53ca1ab245261f432a5ed1ec30cf3e651b5a6a1c276bc2dd81076 \
+    --hash=sha256:83789ce89271da31e0ff5bbef692af1621ab1747798183a5603b6577b7074277 \
+    --hash=sha256:96ff300e96cdab75e2e6983c99e3a61eaff2a6d0f5ed83acd939e74e361de537 \
+    --hash=sha256:a1923c358e1e8009a05ada911fc72e615c9e2ce6988f0979ec1ecc75880ee1f7 \
+    --hash=sha256:b382cc8c3728199c8332024d64eed8622dabb3f8aebe5874c86a036489064f7a \
+    --hash=sha256:d22f99e0ba8e2fb7d0e806bf630b8ce9b0a41d777c51f22711adbcb905f7486e \
+    --hash=sha256:d5953e490b9e9ea42d28804dd0358a9d3ef82560022c2b538e70a638790bc392 \
+    --hash=sha256:e02813b4021eeed7214a1ca5d7daecbdc78d3db7059962553a57fd138d747c22 \
+    --hash=sha256:f2c636c2c640b33dde3b119f6f0941a1bbde39397c392dba55351b0438d8600f \
+    --hash=sha256:f94d03f122fcf04a769c28ad48c423cd7b6d3d2c40da20bc8ea1a41bb20d0c36
     # via
     #   mpi-sppy
     #   temoa
diff --git a/requirements.txt b/requirements.txt
index f935fb75f..048ce929c 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -525,31 +525,35 @@ pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
     --hash=sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
     # via pytest
+ply==3.11 \
+    --hash=sha256:00c7c1aaa88358b9c765b6d3000c6eec0ba42abca5351b095321aef446081da3 \
+    --hash=sha256:096f9b8350b65ebd2fd1346b12452efe5b9607f7482813ffca50c22722a807ce
+    # via pyomo
 pygments==2.20.0 \
     --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
     --hash=sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176
     # via
     #   pytest
     #   rich
-pyomo==6.10.1 \
-    --hash=sha256:02501a1d1b19557fa95ac302425496c49c1b1ce66c4a7ee5a61e95e570975096 \
-    --hash=sha256:1a8b838d7b66ffefa29c6a033a67dddfbcd048a94ac1ed4e11bc7e1abc40262d \
-    --hash=sha256:1c8719faf9f4dcfefcb75066989b1781a45d9bac20e2a5ad236fdb21bb09a505 \
-    --hash=sha256:1ffae4d4cd96c87d48ea19a25dd942b69b3d8383374e133f7a040ea63e361f68 \
-    --hash=sha256:2ed5fe352c74b249c35437e366413582c24d1869b995fdc648e29675bb9e8c3a \
-    --hash=sha256:2f2d63dda6c9ee8e200627c6c9cb9b5e778eddf9089c813a281dd4868b71c684 \
-    --hash=sha256:3dbe06a08c0c73f8069a35671e680323857213007859f2c63a0ba51ea149aaa0 \
-    --hash=sha256:74a9109c3b4ab97e69d6b1a1ca4e96a54442a177d8b1a19393e417e6ba008ba3 \
-    --hash=sha256:785d9973fa7802bbb396872ff13514fdf3cee3f8d3afa736369660518f0f90de \
-    --hash=sha256:7899f5261e59d60e7de4d0d6d2185e3e72b2ac79e33b888625eeb32aee8b7b9a \
-    --hash=sha256:7a81b5301d4c0389809c1afd12311d23db04522341566332229d8ce4226bccb1 \
-    --hash=sha256:8c0f3174094e058eb2d0a274c45242c6214070d1f4db43f6ac1d176ae543026f \
-    --hash=sha256:9efddbc4c83971189047e734ba108ca6fdde8ff3390e0944e6eb928db0707ecd \
-    --hash=sha256:ab4799b3a2c2728cfba1c9a1754c06dda48e2f4463c7692a027b5b884e54b16a \
-    --hash=sha256:b1f1f5f21e98ceb082be6f3dfcba13310605e4b28713ca22e35b4ce100524f0d \
-    --hash=sha256:be91786a9340230c031bec0e82c17acfcb5bba04801253ad09e85e4ddaf87d51 \
-    --hash=sha256:c2c9b69066428ec0b9b01e5ef146d0ff36c709fff747e20e8af00667e5d55b76 \
-    --hash=sha256:f446764a499e535c6980435b71f297873cb13f0b040a1275853431abd35033d9
+pyomo==6.9.5 \
+    --hash=sha256:058eddde05b4354307975f1ecd25cfda9f8a282ad2e3b4f168ff8fee3c3623a1 \
+    --hash=sha256:0734020fcd5cc03ee200fd3f79d143fbfc14e6be116e0d16bab79f3f89609879 \
+    --hash=sha256:105a073c47a2d2d6e74e48ed6fc82c6f6d19027488d5003aabb7ed5d10271483 \
+    --hash=sha256:1f449aaceac5078daaecc21d19b96a15529f9ac8aa90f6472e8811cc07112ecc \
+    --hash=sha256:1f99ce91f2710d60b380a3a519288282d2183c44e1d66c131909313a3b63e7a2 \
+    --hash=sha256:43c6e425ca5231b530cd23460e371b7ca9119224dd57237c34580e15f31e4d72 \
+    --hash=sha256:549ee4226cab6e2ff6efe5b3b9891ce1dfd866d38a024715315ea850fa1bf0ec \
+    --hash=sha256:60326f7d3143ee7d0f5c5c4a3cbf871b53e08cc6c2b0c9e6d25568880233472f \
+    --hash=sha256:694262dc2eb53ca1ab245261f432a5ed1ec30cf3e651b5a6a1c276bc2dd81076 \
+    --hash=sha256:83789ce89271da31e0ff5bbef692af1621ab1747798183a5603b6577b7074277 \
+    --hash=sha256:96ff300e96cdab75e2e6983c99e3a61eaff2a6d0f5ed83acd939e74e361de537 \
+    --hash=sha256:a1923c358e1e8009a05ada911fc72e615c9e2ce6988f0979ec1ecc75880ee1f7 \
+    --hash=sha256:b382cc8c3728199c8332024d64eed8622dabb3f8aebe5874c86a036489064f7a \
+    --hash=sha256:d22f99e0ba8e2fb7d0e806bf630b8ce9b0a41d777c51f22711adbcb905f7486e \
+    --hash=sha256:d5953e490b9e9ea42d28804dd0358a9d3ef82560022c2b538e70a638790bc392 \
+    --hash=sha256:e02813b4021eeed7214a1ca5d7daecbdc78d3db7059962553a57fd138d747c22 \
+    --hash=sha256:f2c636c2c640b33dde3b119f6f0941a1bbde39397c392dba55351b0438d8600f \
+    --hash=sha256:f94d03f122fcf04a769c28ad48c423cd7b6d3d2c40da20bc8ea1a41bb20d0c36
     # via
     #   mpi-sppy
     #   temoa
diff --git a/uv.lock b/uv.lock
index 1dab469d6..b0ed20db4 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 3
+revision = 2
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.15' and sys_platform == 'win32'",
@@ -1453,6 +1453,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746", size = 20538, upload-time = "2025-05-15T12:30:06.134Z" },
 ]
 
+[[package]]
+name = "ply"
+version = "3.11"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/e5/69/882ee5c9d017149285cab114ebeab373308ef0f874fcdac9beb90e0ac4da/ply-3.11.tar.gz", hash = "sha256:00c7c1aaa88358b9c765b6d3000c6eec0ba42abca5351b095321aef446081da3", size = 159130, upload-time = "2018-02-15T19:01:31.097Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl", hash = "sha256:096f9b8350b65ebd2fd1346b12452efe5b9607f7482813ffca50c22722a807ce", size = 49567, upload-time = "2018-02-15T19:01:27.172Z" },
+]
+
 [[package]]
 name = "pre-commit"
 version = "4.6.2"
@@ -1525,27 +1534,30 @@ wheels = [
 
 [[package]]
 name = "pyomo"
-version = "6.10.1"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/9b/16/5ee100614f82b8bc482336afc15a554b98d847d0bcdc22e51bb559112183/pyomo-6.10.1.tar.gz", hash = "sha256:74a9109c3b4ab97e69d6b1a1ca4e96a54442a177d8b1a19393e417e6ba008ba3", size = 3276980, upload-time = "2026-06-04T21:45:42.76Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/9a/3d/55089dbb8fdbed2b08600c50c52a7f2193f1de8bd6454a6541a8c56643ee/pyomo-6.10.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:f446764a499e535c6980435b71f297873cb13f0b040a1275853431abd35033d9", size = 4554942, upload-time = "2026-06-04T21:49:53.156Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/c9/2aeb79f0cb6069a7391b6724be6137624a78ac38856a3b89f62b57d1bcfb/pyomo-6.10.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1ffae4d4cd96c87d48ea19a25dd942b69b3d8383374e133f7a040ea63e361f68", size = 4540416, upload-time = "2026-06-04T21:49:55.855Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/b9/dd9e82c7cf1c13a5ee4f0e30fb802ec599d5a765c1e759d0b7c101a802fc/pyomo-6.10.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2ed5fe352c74b249c35437e366413582c24d1869b995fdc648e29675bb9e8c3a", size = 4610464, upload-time = "2026-06-04T22:43:09.79Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/1a/e82ad06861982b139e20a903b12edb654ac912c1f8669fb2efb9b2193ff0/pyomo-6.10.1-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:be91786a9340230c031bec0e82c17acfcb5bba04801253ad09e85e4ddaf87d51", size = 4639806, upload-time = "2026-06-04T21:49:58.235Z" },
-    { url = "https://files.pythonhosted.org/packages/8a/e7/52c567616293d70f58895450b0a40ea4cb12471c09f591a897bf40ee0e16/pyomo-6.10.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1a8b838d7b66ffefa29c6a033a67dddfbcd048a94ac1ed4e11bc7e1abc40262d", size = 4555004, upload-time = "2026-06-04T21:50:00.926Z" },
-    { url = "https://files.pythonhosted.org/packages/d6/50/f8a92a0738a06db030ff0a729a122c2ebbc1e0321a1a1ff4bf31a3d174c5/pyomo-6.10.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c2c9b69066428ec0b9b01e5ef146d0ff36c709fff747e20e8af00667e5d55b76", size = 4540444, upload-time = "2026-06-04T21:50:03.358Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/09/0c91db7da564b07493ad6899e8b72da9f8fa580bd19128ba944a1cf2ff16/pyomo-6.10.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ab4799b3a2c2728cfba1c9a1754c06dda48e2f4463c7692a027b5b884e54b16a", size = 4611118, upload-time = "2026-06-04T22:43:12.131Z" },
-    { url = "https://files.pythonhosted.org/packages/9a/a4/cdcd433eed4a226014b898a14adecc94aa2e48cae69e3f831c04dc56ccfe/pyomo-6.10.1-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9efddbc4c83971189047e734ba108ca6fdde8ff3390e0944e6eb928db0707ecd", size = 4639577, upload-time = "2026-06-04T21:50:07.168Z" },
-    { url = "https://files.pythonhosted.org/packages/56/31/7a3d182c44596a346bd590312bad947160157ea54ed9d61823e3b6df74cb/pyomo-6.10.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:8c0f3174094e058eb2d0a274c45242c6214070d1f4db43f6ac1d176ae543026f", size = 4555836, upload-time = "2026-06-04T21:50:11.623Z" },
-    { url = "https://files.pythonhosted.org/packages/20/7e/c7dae636bb9a30d35fb246073629905ca50488e14c4cbc7edbedc6a15eed/pyomo-6.10.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:b1f1f5f21e98ceb082be6f3dfcba13310605e4b28713ca22e35b4ce100524f0d", size = 4541457, upload-time = "2026-06-04T21:50:16.58Z" },
-    { url = "https://files.pythonhosted.org/packages/cc/3e/142ca94e17a7e68443ffaa52b900f8b6ea2a6b5be5ac3558c17063c889a4/pyomo-6.10.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:02501a1d1b19557fa95ac302425496c49c1b1ce66c4a7ee5a61e95e570975096", size = 4613854, upload-time = "2026-06-04T22:43:14.783Z" },
-    { url = "https://files.pythonhosted.org/packages/58/74/a0e916ad096456459574677f888c8f748ad095a8934823ed2603cd4d27bb/pyomo-6.10.1-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7899f5261e59d60e7de4d0d6d2185e3e72b2ac79e33b888625eeb32aee8b7b9a", size = 4640473, upload-time = "2026-06-04T21:50:21.707Z" },
-    { url = "https://files.pythonhosted.org/packages/f0/e9/67b333bae139f04edcd36b3713a4e0386ac5c38f896f57be6170e62f5d63/pyomo-6.10.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:2f2d63dda6c9ee8e200627c6c9cb9b5e778eddf9089c813a281dd4868b71c684", size = 4577625, upload-time = "2026-06-04T21:50:25.366Z" },
-    { url = "https://files.pythonhosted.org/packages/77/39/eb746f8c9a597e272d462db1ddf4ba571638dde80527d9a50c0ddb77a500/pyomo-6.10.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:3dbe06a08c0c73f8069a35671e680323857213007859f2c63a0ba51ea149aaa0", size = 4564114, upload-time = "2026-06-04T21:50:27.921Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/97/d39a5ed45bcd506898906268acc552973d1b3a9f3263c31b2e10f6449f18/pyomo-6.10.1-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:785d9973fa7802bbb396872ff13514fdf3cee3f8d3afa736369660518f0f90de", size = 4605976, upload-time = "2026-06-04T22:43:17.523Z" },
-    { url = "https://files.pythonhosted.org/packages/38/17/49812b37738b90ff3343260fe25eaccd390142cd1fb1ca5aad16ea490b44/pyomo-6.10.1-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1c8719faf9f4dcfefcb75066989b1781a45d9bac20e2a5ad236fdb21bb09a505", size = 4634159, upload-time = "2026-06-04T21:50:30.352Z" },
-    { url = "https://files.pythonhosted.org/packages/40/ba/8526e3d84432a01dd4d12a3c0b3cdc8ec67432792b854ebc911e575646ca/pyomo-6.10.1-py3-none-any.whl", hash = "sha256:7a81b5301d4c0389809c1afd12311d23db04522341566332229d8ce4226bccb1", size = 4175938, upload-time = "2026-06-04T21:45:39.569Z" },
+version = "6.9.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "ply" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/87/d8/f32e0dcacc8219694709200d4402c86a6e28d3af50380a5ccf7f7e15ffae/pyomo-6.9.5.tar.gz", hash = "sha256:0734020fcd5cc03ee200fd3f79d143fbfc14e6be116e0d16bab79f3f89609879", size = 3067399, upload-time = "2025-10-17T20:21:56.877Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f8/63/5f163b231a924ba7a5f6c58466c751f70be88568fa446524b6e806c98e4b/pyomo-6.9.5-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:549ee4226cab6e2ff6efe5b3b9891ce1dfd866d38a024715315ea850fa1bf0ec", size = 4308708, upload-time = "2025-10-17T20:25:28.506Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/bf/0cebcfce70be04d6d7aa19fbcbdeecdd5843caac617424f34ab3feb8e96e/pyomo-6.9.5-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b382cc8c3728199c8332024d64eed8622dabb3f8aebe5874c86a036489064f7a", size = 4295507, upload-time = "2025-10-17T20:25:33.266Z" },
+    { url = "https://files.pythonhosted.org/packages/14/27/967545514a2d0f4ca5ac6b595661cb0927cdcd10c3bb2832c5aa0ee15990/pyomo-6.9.5-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:43c6e425ca5231b530cd23460e371b7ca9119224dd57237c34580e15f31e4d72", size = 4358265, upload-time = "2025-10-17T21:06:36.892Z" },
+    { url = "https://files.pythonhosted.org/packages/85/fe/691e5eb26f58ee4a072add6cc484756d9e3c367901ec6701d2c6789b394d/pyomo-6.9.5-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a1923c358e1e8009a05ada911fc72e615c9e2ce6988f0979ec1ecc75880ee1f7", size = 4389545, upload-time = "2025-10-17T20:25:37.684Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/b3/ae47340790f2f1f92f76b176acf475890717f0cb7def073e504b9857a057/pyomo-6.9.5-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:694262dc2eb53ca1ab245261f432a5ed1ec30cf3e651b5a6a1c276bc2dd81076", size = 4308795, upload-time = "2025-10-17T20:25:42.533Z" },
+    { url = "https://files.pythonhosted.org/packages/29/e9/7f782864afd28a9eb53057c9d046541be6535b2da35e11c2bcb80839c6bd/pyomo-6.9.5-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:1f99ce91f2710d60b380a3a519288282d2183c44e1d66c131909313a3b63e7a2", size = 4295577, upload-time = "2025-10-17T20:25:47.185Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/4d/9ca17a602e31a1c3f3148c455a5739fcbe23c102b80a12ec3e6d3bf5e847/pyomo-6.9.5-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d22f99e0ba8e2fb7d0e806bf630b8ce9b0a41d777c51f22711adbcb905f7486e", size = 4359087, upload-time = "2025-10-17T21:06:41.413Z" },
+    { url = "https://files.pythonhosted.org/packages/44/2e/78c3ac876791b59c836338b73dc49317b01cef574b01af061999a04a064a/pyomo-6.9.5-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d5953e490b9e9ea42d28804dd0358a9d3ef82560022c2b538e70a638790bc392", size = 4390954, upload-time = "2025-10-17T20:25:51.388Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/27/3eb3db8e9ed6a01dee63219389aec761d5cc29b6dc5015b32f826f2a9225/pyomo-6.9.5-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:058eddde05b4354307975f1ecd25cfda9f8a282ad2e3b4f168ff8fee3c3623a1", size = 4310036, upload-time = "2025-10-17T20:25:56.782Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/31/7f4750fc9bb0ec18a9534549e4c80ea63f1267aa828d495a48bbf0018f49/pyomo-6.9.5-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:105a073c47a2d2d6e74e48ed6fc82c6f6d19027488d5003aabb7ed5d10271483", size = 4297011, upload-time = "2025-10-17T20:26:00.976Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/67/639d0006eddab30cf415b0154763ccc51f3c15b934e866eb4fb07bc2b6ed/pyomo-6.9.5-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f2c636c2c640b33dde3b119f6f0941a1bbde39397c392dba55351b0438d8600f", size = 4360501, upload-time = "2025-10-17T21:06:45.673Z" },
+    { url = "https://files.pythonhosted.org/packages/67/ef/023b74b8f161f15a51febdd160354f1e3fd7e1475abbe5ccfb3d7588cf1f/pyomo-6.9.5-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:e02813b4021eeed7214a1ca5d7daecbdc78d3db7059962553a57fd138d747c22", size = 4391836, upload-time = "2025-10-17T20:26:05.491Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/ca/edab1b532fd5e2d146d0cb96836eb5ae387b8a5bd255213e306793f6168e/pyomo-6.9.5-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:83789ce89271da31e0ff5bbef692af1621ab1747798183a5603b6577b7074277", size = 4330906, upload-time = "2025-10-17T20:26:09.977Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/3c/2745386f57030bc60b626adba002b68db3f9538d5b52900f48026a4a17d7/pyomo-6.9.5-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:1f449aaceac5078daaecc21d19b96a15529f9ac8aa90f6472e8811cc07112ecc", size = 4316124, upload-time = "2025-10-17T20:26:14.339Z" },
+    { url = "https://files.pythonhosted.org/packages/f1/93/2058af0890b13f7e1a26e4925ff8d681c23d9cbdc2ecc9db17c744941617/pyomo-6.9.5-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f94d03f122fcf04a769c28ad48c423cd7b6d3d2c40da20bc8ea1a41bb20d0c36", size = 4356089, upload-time = "2025-10-17T21:06:50.178Z" },
+    { url = "https://files.pythonhosted.org/packages/de/30/c808931fc034851a16d3f8360d045b087ac743ea97bfe96cdb4b1df47c21/pyomo-6.9.5-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:96ff300e96cdab75e2e6983c99e3a61eaff2a6d0f5ed83acd939e74e361de537", size = 4382150, upload-time = "2025-10-17T20:26:18.734Z" },
+    { url = "https://files.pythonhosted.org/packages/68/29/394967f7df51788cbdf1b4aedfb7c5a3a62e11b85b4c9d806b86cc576be4/pyomo-6.9.5-py3-none-any.whl", hash = "sha256:60326f7d3143ee7d0f5c5c4a3cbf871b53e08cc6c2b0c9e6d25568880233472f", size = 3938900, upload-time = "2025-10-17T20:22:07.473Z" },
 ]
 
 [[package]]
@@ -2063,7 +2075,7 @@ requires-dist = [
     { name = "openpyxl", specifier = ">=3.1.5" },
     { name = "pandas", specifier = ">=2.2.2" },
     { name = "pint", specifier = ">=0.25.2" },
-    { name = "pyomo", specifier = ">=6.8.0" },
+    { name = "pyomo", specifier = "==6.9.5" },
     { name = "pytest", specifier = ">=8.3.2" },
     { name = "rich", specifier = ">=14.2.0" },
     { name = "salib", specifier = ">=1.5.1" },

From a7bb04ef9adeff4b6f543dcbb918ffaeb4727ea1 Mon Sep 17 00:00:00 2001
From: jdecarolis <2837947+jdecarolis@users.noreply.github.com>
Date: Mon, 31 Aug 2026 04:14:40 +0000
Subject: [PATCH 50/56] chore: upgrade dependencies (canary)

---
 requirements-dev.txt | 721 ++++++++++++++++++++++-------------------
 requirements.txt     | 433 ++++++++++++++-----------
 uv.lock              | 739 +++++++++++++++++++++++--------------------
 3 files changed, 1029 insertions(+), 864 deletions(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index 711e058dd..5ea8bb2a7 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -281,99 +281,99 @@ contourpy==1.3.3 \
     --hash=sha256:fd914713266421b7536de2bfa8181aa8c699432b6763a0ea64195ebe28bff6a9 \
     --hash=sha256:fde6c716d51c04b1c25d0b90364d0be954624a0ee9d60e23e850e8d48353d07a
     # via matplotlib
-coverage==7.15.4 \
-    --hash=sha256:002a438859f7b430bc99afeaf01a6d187dad1d0dc907b64cdeffc632a5db8fd8 \
-    --hash=sha256:050467a7983b8e2fe7dd41a78bb30c3e7f8c0b8cafda14b1c46f8b5e3cf2dd3c \
-    --hash=sha256:050f66a08805acb5b8a23c6d4a517b1ecf82c08e81ed0e4bd727df065e5c6624 \
-    --hash=sha256:0548198fff07ccf4faf469520bce1c2eceb1ce3e62891921138dec10907f9d00 \
-    --hash=sha256:05e491d4f3165d62d4f5c8fd48dfeabf2ae8f42cbbd484319af33ea851b78982 \
-    --hash=sha256:07545711d4f0f32852a18f18ad11f76f0109909d09e78b9008b4cfc67e829429 \
-    --hash=sha256:12b59c90084e3234fb11184886bf4a40f4f16a8c8f867be2e087b81f8e8868d4 \
-    --hash=sha256:141fae2cabf5569b782c10afc4c850ce10f618c13f8db54765cba99cc839da1f \
-    --hash=sha256:150089274bdc9f940628552cb92844e0223c987f1902ab8efe9f45a2ec758d88 \
-    --hash=sha256:1587fb771d1ccceef708fdde1e5af8c7ed24b486b61d13a321acb7d8145390aa \
-    --hash=sha256:1c9bf40ebef178a45192c75c4964760bb261b0e6ad725da5fc4c93f674f19753 \
-    --hash=sha256:1cd685005cd2c4200adfc14cf39a603b9320efab3f18a8f7f156d20c9cc3345f \
-    --hash=sha256:1d10025d96ea89fc2f73714dbc4cbd433fe012c1ac9e23f895d7728b238b6e52 \
-    --hash=sha256:1f4f826d70f772ab8b0c052329580d7fe8b8abd191e4ce0c8f81aec6614665d3 \
-    --hash=sha256:226c66e80ec0598d3b9b4874123df167ccca342aca8714f77cac6829688ee09c \
-    --hash=sha256:2413074a5ecbb61a01a7888fc72db0ca324d13588c5b38bc0dd8564cdcdfea26 \
-    --hash=sha256:288bde2a2d7ab6b6c2d7252fcde8b524387f2d970bdba9658fc6f8bbcaef0f9b \
-    --hash=sha256:2c9872e4d9dc5d3cf616bf4b382f5a00359305a5be666a3dd0b5cdb4e49597f9 \
-    --hash=sha256:2e179f19bfe1d31f8eeeaa12990194d761c4f62f0759661000bca6cd8729f40b \
-    --hash=sha256:2ff8f5e9b8f7a94f0c11c45631eee103dbcb7d63274edd12c56efe1be690b3b4 \
-    --hash=sha256:337399ad2c93b3acd2a937627dae8b3e86b66707cd3d3e856347999aadf1ef8d \
-    --hash=sha256:349062d66f00b40fa2c1c222438bad25fabf755631b5d82937fe985c8008615c \
-    --hash=sha256:37e2f0cdf58e2e1fed4e4d5a8f8786ae2f7eb80b478016876667dc4a01d60a97 \
-    --hash=sha256:39ece820e29e0a2ba34b3ecb3be83c27e997eed8926f2ba6fe7ce7a0bda5843b \
-    --hash=sha256:3a54f5a0d85050c73a38f6793090ee83974531e67fe5e57a1da9bee11398aa5e \
-    --hash=sha256:3d6f4955b73b5445271379a59e3792b0d978f42d4a01e0cf7a67d9c33a3bb0a5 \
-    --hash=sha256:3da9e92d1c551fd7563833e9ade686efb0c4b7363ab7681a94283958c950bf5e \
-    --hash=sha256:3fc9e047706fb4a9abb54f719d3aa643e80e5bb3818182c40aee01ac0f0247ba \
-    --hash=sha256:3ff205ab5e3ecc670f6a4dd19d9cbf12ede53dd41cfc1e15716ec961ea6d314e \
-    --hash=sha256:4256ced708e598e05209bc1a8ab4074e04a51dba4c62fb45926a229af675ace7 \
-    --hash=sha256:43619d04c3671792d2c4706ae8bf45e265dc87bbd4078189ef8b847ea1e74be2 \
-    --hash=sha256:460115e32ee40566476db5048f9bec1e842c127ad8e6f8be745aad3ac9cbc839 \
-    --hash=sha256:46822e9b6ff1c6a72b518c162c44a8f45a61a1d609c51084bf5b16c023c5037b \
-    --hash=sha256:474223409d88eb20d2d6a0d37ea60e8647a65a90cc008dc1f0410af5f64f1e0d \
-    --hash=sha256:4a4bf917c9953f57c957be31c1cd504e3bd2f34d4a352b9d391a3025336f6768 \
-    --hash=sha256:4e6f6f632b7b2f714bf7a1346e8f97b650ee71f3c298aaad42a2ab60f0f07645 \
-    --hash=sha256:5172326e861a38b48b48befca15e0f477a26b283337a33a739c8fed229934e36 \
-    --hash=sha256:5669c8378ebde86f5def7a25d29586631b58acc27ffde04399f678f3dfc6e082 \
-    --hash=sha256:5a325e815318638aed1655d9c06e6d7c2d3d46c09231ce988070428a8762d734 \
-    --hash=sha256:5c3431b2161279b7db5c2a1aa58ae02e5cb8c3c42d93a5094be3f5537bd5b11b \
-    --hash=sha256:67bc345491ab55b837277d76f5775d057e8c7f1ac44d890d8c2c82adde258c6f \
-    --hash=sha256:68be5e1de60ff13c9095bbec0e5a7fa45b33b101752215b91345ea1f61c4a278 \
-    --hash=sha256:6befeab5fb2b51c958ca4ac6c5d141a1e8240f4f76e46350f1911963deda49cd \
-    --hash=sha256:6e0a8a5083b096487d6cfced94cdd514d8f5db6f113610fb36c0620edb1028cf \
-    --hash=sha256:770e9325ab5ea6d56f77e59b29ecfe0ac20b57a82a601876f90494a4dda0386f \
-    --hash=sha256:7bbd7d6418e0dab31a206af5203bd43ae36edb8e7fba1940b055d3e9249290d7 \
-    --hash=sha256:7c922735321eef3f87c280a3d39afff6b646723a2880b862cda4ac7a093b8aa8 \
-    --hash=sha256:7d1abebdb047729e852b9c77a00497dfbeb11eb3a117e037d7dbc3ac8e5f5c54 \
-    --hash=sha256:7f2f62ae3cd189dd2e13aece758c57b3eecbd27be070dbd4cbd10936049e5dbf \
-    --hash=sha256:81294c7e6ab30c5f74c0353b11b2fd6320e72d9bee6ac73b357caa8b916323a5 \
-    --hash=sha256:899b9da30f3c6c336566e3707495bb23e8302d39d862f01fa78c48b99b9437e2 \
-    --hash=sha256:8af623e5cd92080acddd02b38f2f406a2c3a0893c38950b211890361448fbf26 \
-    --hash=sha256:8b4f1c3a69ca580f3fbd6b2046915f536d7f586874f25c1bb23add2a3c88d50f \
-    --hash=sha256:8bc16bb47b7679670eceff71d78bfb7d6e5b143f6c2cd117487ec7c75e0d4b78 \
-    --hash=sha256:8df457da2249d3c75ca2e5e835d59c725abfe92d27fdff6cd99eed85b51d5e9a \
-    --hash=sha256:93a3a0b662abcc10c73a47cbc72cd60f63618d6989fb2d1286e50eacd974f303 \
-    --hash=sha256:964730a1e9de9c0cf11be6a1a3c79ce419c34882842abd256086ba4698705e84 \
-    --hash=sha256:96e257121228ec5cd2bb919276e94ac11074471bc37d68dbae0e8308cce15fff \
-    --hash=sha256:9e71e7bc71c686a123347ae47a0de33a175e797a85bb57b791492adf4eec8ed8 \
-    --hash=sha256:a0865421cfdc53654b342d515e5a233187590882d20b95752150e53f65460017 \
-    --hash=sha256:a58a94fed5da6997d258e8f7668c1e195fbd04a691d781b7558f1e468f9e68bc \
-    --hash=sha256:a9447978a92f405d301123cfd39ff49895490efb769a758fe2734c7f631bf8ce \
-    --hash=sha256:ac41cc14bebda0dbfb0628036b7f75706935c95bcc07fefe9a0f93614aa60a57 \
-    --hash=sha256:af6c538498ce66c10d3fd541c2a8d5b03da5850355add34e6cba564210cb9e72 \
-    --hash=sha256:be619439dbcd31a2eab10b32de9fff62c26ed4bab69dc32b8363fdaaa0882809 \
-    --hash=sha256:c2de40895718f91951b86712b4c5b694acaf9a0a49be13874896f599a1eed3f4 \
-    --hash=sha256:c38efe30fd74e5c19e9433f11fb1f5dc9c6522770971b7c6145bbaa413dc8800 \
-    --hash=sha256:c65a9e0dfc6143491879da4e13b5e30f8be192055de508d737fb14601edbd22c \
-    --hash=sha256:c705b28feb2775dc82a25f1d473a370bc37ff93f5177f4e29ce2425f560f6921 \
-    --hash=sha256:c7dbc748ac8a1e3e59a2b28bea47675e6e778081dbbf081bde0d75def2fcbe1d \
-    --hash=sha256:cbde877ef9dd7baf272b9bfef2b8a25edd45d9170fc326951dd20eb480335e85 \
-    --hash=sha256:d003b7a5708ddad5c206c79607a6b92abb6fc13c57d99d8a4468cc03a2941ced \
-    --hash=sha256:d12b33a3a50a1676b7784dc8d00a0c6d66a9f2add4b85a041c19b6a7e53ef23c \
-    --hash=sha256:d15715e8c46552827e5e4f30a35575a2dbcad14454cf3284c54483946bd16931 \
-    --hash=sha256:d28a4a899354d0ea6214cc59b4fa19eefbce1b9ff1688ab579acf49e894bd3fb \
-    --hash=sha256:d4fedd1f7f428f9fe83b1ead5e7cc87a43427be31aadafbac3ac0636dc7abb22 \
-    --hash=sha256:d802e1947603162ded419bff83ac7489820355d2b856dfb09206574e3a37ac0c \
-    --hash=sha256:d80f974b20782d9612c8b4c9beeca867074c7cf4079d1419843fa25a26428b25 \
-    --hash=sha256:d9df165544774574ee004b953023d1bebada1894a80b1052a43d798b0f676e67 \
-    --hash=sha256:def597967dafc2e8d97c9097ea453c464e0bb8ed38f193a43070f10dc623bb6d \
-    --hash=sha256:e101dbb4b9b72f0cddd8cdc8c9c5b47f456766f5e0ac82dbfb75e5c55409b78a \
-    --hash=sha256:e4193a04b518f7968f3099755f5509ee7cccc6dc2b92a6b14841934d22e222c9 \
-    --hash=sha256:e98dcc55d572b38e69d117da7e8e8efb8500f1f5eaf81ecd460a63220790b839 \
-    --hash=sha256:ebd5a6d8466ff30836572f3ba2cae8a5e8f85029b1c6d5e2ed338dc472a5166a \
-    --hash=sha256:f0204ed122758782970526057093f448051a39db9d810d4e344bb87a3546f425 \
-    --hash=sha256:f21b56dcace11dfe013014201f577dcd592b2a9b72182d930361b47cf6f73f25 \
-    --hash=sha256:f41c17c4668a655ce96d090d8d5ffdc24ef64b5a02f9753884d08483e8a4a41a \
-    --hash=sha256:f9de0a24a4079b53e523b5c5e2c5945ec251ab486652659955187cf255a259bc \
-    --hash=sha256:fb55d0e70bb15f2e81477613627286581414693d74ac7963c93a790dd453ca9d \
-    --hash=sha256:ff97a14362eef486483ed44042ca2027ea257df6ff768e62358ee0c9776925ac \
-    --hash=sha256:ffb3c2aacea411cc7e1d27712490c11108e2de1d39019ae32915493a59a8b9ed \
-    --hash=sha256:ffb58d7eff5b7f6ecc6fa21d6288ab7f968a212cb67d682c269c09b9eba3b66f
+coverage==7.16.0 \
+    --hash=sha256:01b18b8a6c9cec8d5f45550e2501426ed982cf2c35016b0acd2ba9b5d8b2fb06 \
+    --hash=sha256:0466f4a5c0370461b7d8c7eb259d7d1db0b5756f13d66230b04d22a1d380ee11 \
+    --hash=sha256:050a291b3cfe5e0df5999ef2fa5a7aff6e2db329f069d47eb63f02bde2e7e96b \
+    --hash=sha256:058631257350b31784ed43ceb808298b6f074edf4ebca4c7ce5082e6bf873a61 \
+    --hash=sha256:0598aadae641f30a0796b75b45c0b9c5de8619bd5cfb251bb0cc254e86e6dd13 \
+    --hash=sha256:06f20145a9eb5bf1fd1dde3c0bc2af2e7c22135ab07ca6284d6ada7cc3904c4e \
+    --hash=sha256:077f0964087883176ff6ab9b074694cae29f8c708273b13ca62c183c6ed716cd \
+    --hash=sha256:0bb04ee77e557d7476471969d35fbbfb5fc8a4152e9409aa5811780c36d9b23e \
+    --hash=sha256:0ccc37c00e1a5d30840902c54557e104d04aead872cedf6d2281c8725a467e06 \
+    --hash=sha256:0fca700cae4635656668ba6e2b66a85aac9f2622d7b2bcf82e844c409eaa1313 \
+    --hash=sha256:136988df5bc5a48795d9c42c75c4bbda5d9a78e750a080c1233010edff93a1af \
+    --hash=sha256:1420370276f1694b663207b8245c3628aafb9624fe3cebf313a13d860e55ee67 \
+    --hash=sha256:151855767480be14db595cbc2040f6a4db965cdfeebd354d79b0256742b029e0 \
+    --hash=sha256:1545c52ce756b8a97007f439a220297f1cd72a2cbbcdffccdf1c1f70e74f9a42 \
+    --hash=sha256:181c2906b9b3759955c1c33c51fbb91c754fbd0b82ea49e2c81061f5a052082c \
+    --hash=sha256:183613f664718b340589d7f005c7e92b4b601cffd20a8a4117cfda3e983b080f \
+    --hash=sha256:190ffa0f5af966254c249fb3aeaca2cef389785e3e287fd577d39e134d20f8a3 \
+    --hash=sha256:1a03e78f53e4d2ab13adac19958a89322d1829913e5623d642627bf60b35da21 \
+    --hash=sha256:1c5a43cc0ef101637ae920a9eed24cf0549ef815621eae68b3ad577ec5a7ad2f \
+    --hash=sha256:1f81cb1554c3712e41649ed5dc98656b50b958e4da12f0f5adb681ce3db92831 \
+    --hash=sha256:245f7de6d023a5bba375dbec9f2e0869bfa26ac0cc639bbb7b4c814884000b73 \
+    --hash=sha256:27461af9f3ed7d2cf2411eb083784f87055ebf42211789ae3a216c48609bc743 \
+    --hash=sha256:289f2ed4d56eebf029b649e7dfc3c1153b111962a75e294cdd8e4a1598a04cc3 \
+    --hash=sha256:2c3ff6580f2dfc5bec34717b85b2e6cf5ec993b721e7bb58a794babd525a8178 \
+    --hash=sha256:2ddaa9e2af4760a329d80008b7a3b4762fbb0dbcb169199360f9a5179c32f2dc \
+    --hash=sha256:30f5aee6d1d517abcdfd4f9cad027969ff79a1440a22da263f9514e31b5b66e9 \
+    --hash=sha256:32c56b5b47c50635081445ac404dd08c2d591b9c837c22570aa9e182c3b42cd4 \
+    --hash=sha256:34d8686bce035c8465b318a8c2890e69ba14a00801a27f4eb6bdc97c23944d87 \
+    --hash=sha256:35a9676bf86097f790113ebd9fb67681804ef54d40941d2f10ba68c02239e575 \
+    --hash=sha256:360967a6fd77794c167529eec2d16ff8e38216110619d23acc3fd466a1648bee \
+    --hash=sha256:3e8037e8213adf882e9d7eedd2c5c557933ab0b9632c42d98fe98ec9bcdb4025 \
+    --hash=sha256:4080ad6bad9f14690e6b2104f5e8d137ccc65a4b5427a36662090637d4bd16d5 \
+    --hash=sha256:4212cec9b42fd9929e70b462732fefd8b13406371871c82f3c14397499d6550b \
+    --hash=sha256:47d5e1fc0b321c8308a2aacee0497c435b08acaa629b7059798fdf6fc3006352 \
+    --hash=sha256:496277c8d7beed695e02c7be53516a0152e4caef8738a0feab6a638546cce449 \
+    --hash=sha256:49fa72ead28c8216f8916398a4f3c4669acb30a061822810ee20a727a1be2897 \
+    --hash=sha256:4b1d09cb5d8dc2c7164450f5217e6f0717497de9c588806a0780d352abef904a \
+    --hash=sha256:4c1f16d5555a195295d0dc9c902612270e3dfed6a11f3bf7bc470b7b6a79ed3c \
+    --hash=sha256:4fcb5f07a9b7083bfb715115d27ce263ba2b5b89dddeee536b295ba0e3c2c627 \
+    --hash=sha256:507596cee23e9968b1934fe86d799b76166541af0a293930918b1b48a5c84bd2 \
+    --hash=sha256:51e7d0e311d2fba3915f971236cbdd4ad821fc7a23988221c0b33c964b0eba22 \
+    --hash=sha256:5205baea687133613dced668a3d0168ea1479349615bfc255849a7944988c889 \
+    --hash=sha256:54b7fba6a74d010de34319a0419d5b65af8c00f539ad0b6f39fc6f342ab99697 \
+    --hash=sha256:577c2ac8c0036f6f8edd3a7783a9e67302b17771d1abf0fd2ed246e3158be51b \
+    --hash=sha256:584896fb8b650e999e24ef57e9513e482c12f8e15a73ee9d4584e23c99465867 \
+    --hash=sha256:64f0611ee05364fc85cc3e5bc371804117a76fd337720e6017332fc7c534257a \
+    --hash=sha256:69474d81f198774c9d2937599ca5da04c9e1c5de5032da23c607ce4960ce360e \
+    --hash=sha256:6ad3bbad240ab937512156bc944fdee63ac4dd34a7558a3094548fd4c1150c02 \
+    --hash=sha256:6c60cde430c0e7e3be612973af39b4cff90ec2e2defe7b2b701daea3a0ffff04 \
+    --hash=sha256:6e2854b62601c89a63814ad5def3b90d99c6724cc4cb977f75b725e5fca4b1e3 \
+    --hash=sha256:6e701938ec9081d3e400a0c9a9a8ae0f7ca44214741daeac4454b1c6ef6dbd19 \
+    --hash=sha256:719a3feb6220dd32ed932d4c3676d17fb8739e2643b29c0e7c3af400ff80ac44 \
+    --hash=sha256:72a0795cc6d34acc2b03dfeabdc82b61b72087f2737018b56ac92c1cf5446c54 \
+    --hash=sha256:785b114356c99c0dd5b3f57b9696cfd57b7704f4c53847df8dc88c6cc0d9bcb6 \
+    --hash=sha256:78f8b56261d608be102c62edd3a60b66bcd0b581f3f86fdcabaf8b8d95adc950 \
+    --hash=sha256:80cf547379ad6b1878fd03b033b51188beab4b41824c96e7839e014a4cb947be \
+    --hash=sha256:80d7d5d744a041f08637df743ac086204ec5acbcd8432a42b00b49e607358024 \
+    --hash=sha256:857fceba6ff4b507ee0ad98798a33d544a8473df0c542bf04251ee4ed5ee6292 \
+    --hash=sha256:87771ecf986cff55e87413238cd5e4f54d949c2074bd6fc1657d26a56314ee24 \
+    --hash=sha256:916cf8d25c1ce148f7eceb1d45afc9724841200110adc4e53250391852debd91 \
+    --hash=sha256:92cbc2bf4f7f67c79f1d3ca4fe8c50faddf48e852a3d07eaaf02dc014889832f \
+    --hash=sha256:949eae7e0f562b1518355aaef4b03523e49a6d3fea12aa3542d9e36c863f8267 \
+    --hash=sha256:984e5430fc6f858385009e92549955157d79335b1f3e13e1031e0f89d1284261 \
+    --hash=sha256:9b83f6ac575530783771c8dcf05284f7c8b5b12f1e7cb226d63445aac4497a3a \
+    --hash=sha256:9c0690994b84a15a53bdd39e0b2fdb539b22533820623eb86ba75b93760c645b \
+    --hash=sha256:a336b1e2990a64f5c356a9b8380fb9c029d56c832b801255250c44d603271bfd \
+    --hash=sha256:a89d07e48d9baead9a15599923a02f62c6df6c3d85aa84ef34be3c9fd6aeb91f \
+    --hash=sha256:acadbf2f2a18d7f9c7f119ac798c00c540d7c79c93abd71ed648c87891303633 \
+    --hash=sha256:b1374099dd1ad0d31fbb6c95d00a56a3c5e85fb3343dca14fc12f78323a2b42a \
+    --hash=sha256:b7dbbbf6551eb94618e7bc76ab61cc2740a5b3d13294171bd6adb36e12346c3c \
+    --hash=sha256:bbf08d951abaa1ce89e28c998361d56b952413846b459cd017f116ad4c9adbfa \
+    --hash=sha256:c1bcfe470a796fbea6234accd81d258a31574dc0b7bf569e16be757572c4de17 \
+    --hash=sha256:c5297028c8df849a61b29129cadfe682f90b5b396f528eb319a57d7678eefdad \
+    --hash=sha256:c5612cc20ca76abc883e50269af47c1494b42958bb63dbb9aa79729a1ab5f7d3 \
+    --hash=sha256:c5feffce90c3d602e149de1c477578efc34dee5f069f9764cc15808ce01ee15c \
+    --hash=sha256:c72c9b201dc0e8c2c8821d49858fd865010d08181bf877d2320971b6464ebfd5 \
+    --hash=sha256:c76a9b50a344261fe4a9bd20c322b48d3913cc48e8c37f78c21a596008296e68 \
+    --hash=sha256:cce4dc8528453128c6fae523b15f3887fbea1d4d7c9eb9639d3d4fdcbe570c73 \
+    --hash=sha256:cd1e85abed2d2499c16664137ac802356316f92b4e2bf3c150bdf0c45f5dd9ae \
+    --hash=sha256:ce2ba5e9f1842fe09165825abfb3bc6b527c71a27bc2eb3a10f2284ced64506d \
+    --hash=sha256:d1c77c3579ac42798f8b7eed6d3dd258debacca32c8753fc8a1f6eaf1db644f5 \
+    --hash=sha256:d568a8adcec0eda42ec23e5e65dfb8c184fc255120f9e99b484f7c869d923fb9 \
+    --hash=sha256:d9a218d3f9c7d6916684ed5ba94f620661117a730e733cd6ef5e87accc5872eb \
+    --hash=sha256:dcd3dafcdd78305d27c59a1006b53a4990acb89e68d8fbe0992f4f83503c827f \
+    --hash=sha256:de24c62bf798940a14674a47489a81b79915ec4134f556d5199830e065225dd0 \
+    --hash=sha256:e9883a2f8206ce3af59117dc278e5d043fea06912bca3f199816129e5e2de354 \
+    --hash=sha256:ed35097438dfa980c1ec75bc83edf8acbe7a374d7007e571957a257fbd0e2fb3 \
+    --hash=sha256:edc2be98e6c55ccc5ff7832bb64f023a4b03dba39dfa84b850046cf08a8249b0 \
+    --hash=sha256:f093faf23df888518d273be6da65f0ec5a25b5d8b670231e4d87de07361042e7 \
+    --hash=sha256:f6c9c21a8bf0d19788f3c5f3e020c90317a0a63ef60521b376003801e21250fb \
+    --hash=sha256:f98d438add63546745e5e847192e3e9ab897ed6f2ca96f8281e2f5a15958ae62 \
+    --hash=sha256:fa4ff0b3dd52208d2b30903022d5087f82000507b504753dfeee83e4f32d6883
     # via pytest-cov
 cycler==0.12.1 \
     --hash=sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30 \
@@ -404,9 +404,9 @@ et-xmlfile==2.0.0 \
     --hash=sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa \
     --hash=sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54
     # via openpyxl
-filelock==3.32.3 \
-    --hash=sha256:0ffa185a3540854c95caa7fa76b76cb219d907415e2c5dc9af25fd970563487f \
-    --hash=sha256:7f0ca4bcc0e181c60dbbd8aa9ab5b120ebb99e4e064e83636340056f833a1f09
+filelock==3.32.4 \
+    --hash=sha256:22e58ca3b1ae3b98993b762d7338367ae64fe50252bf78d59da3bfebcdf1cedd \
+    --hash=sha256:2bde2e4cf732e0153406d8a7bc80620ecf5e621fe0d25e41143c4e3b4733ff30
     # via
     #   python-discovery
     #   virtualenv
@@ -458,23 +458,23 @@ graphviz==0.21 \
     --hash=sha256:20743e7183be82aaaa8ad6c93f8893c923bd6658a04c32ee115edb3c8a835f78 \
     --hash=sha256:54f33de9f4f911d7e84e4191749cac8cc5653f815b06738c54db9a15ab8b1e42
     # via temoa
-gurobipy==13.0.2 \
-    --hash=sha256:0ac0f1c7d28ad6aeec3c57f94833c918881dcbfb7238f5d5fe0a8d08b2975681 \
-    --hash=sha256:1d7840fdf7928a6faf9fff795dde727940164e87d0bced98075df1ead38b12f9 \
-    --hash=sha256:29a7449544e9b17def147b8c77d0eb30c8f343e2900bc0b004877b903ed41595 \
-    --hash=sha256:407f87b87b556b2d73f738ca4b9a41c3aed0ee412958a68b127d2108a8c300e2 \
-    --hash=sha256:443d79ab626c383f01f0ea56c37533c9023e4d65abf8356563d2cf8da513001d \
-    --hash=sha256:57c7c129f9c305296c12130bb0d8f0157785e4aaf5cee501174b8320a3a9195d \
-    --hash=sha256:5b26c7ab11fd406f6ecf10958728b9f9344b818fee86db5b516a46aefe8400f2 \
-    --hash=sha256:64b66660238f57b75adc9761f981524373f32ce8cdd37f4bf2f28dc1b699d1d5 \
-    --hash=sha256:6cc4be757540f48b3f206427cacbcd78f5e8c07dddd8654e3b1c6e3b87327082 \
-    --hash=sha256:73f8d93ac4d9c196fd7b5836a83502d41a6ed0ce72bc27ad5c2e91132431f7eb \
-    --hash=sha256:8207e3503a74c43a19c120c6c117a5c6892d060e5f803fe072209be127a984e0 \
-    --hash=sha256:9e2f956649fa46304a5aa2d18dbccfdb6d742092db2f0f798d37a4c3ccca5e99 \
-    --hash=sha256:a827eff3ae926b67625026b80365007ab7be398e60e188753268dc1f0e876b3e \
-    --hash=sha256:f35e404fc32921a94cbc5b047e01ad714ced23ba0c1ddf81b5e5a20bf53d757a \
-    --hash=sha256:f7714d69d778af882d756e222340920e8dbfc004a509998604cb9b4cb1d43242 \
-    --hash=sha256:f82340708955c24ab20f5d41b4d7fbd0e94cf4e7740841360e2024c9d222961f
+gurobipy==13.0.3 \
+    --hash=sha256:11ae3f75a17265e095695229a3ccbf14a8fe6fa9a4bc17a11e2698bedc16b28a \
+    --hash=sha256:34f0b9528edfbf29e96a74e0b69b8cc832375d43342d6376754fd436c570bb2a \
+    --hash=sha256:3a7c8cf118f2381ec9f80f1990d532ead67d61f5bbc0be4f977fe9eb0cd6fc41 \
+    --hash=sha256:3d4611c247850379e416daafd9a7ad624d94e7b2b416746c382a3a54c1ef89d7 \
+    --hash=sha256:46d572e1ef5e39dacfbba263a933cbe12ffa7568105b3e43ed8135347d86622e \
+    --hash=sha256:6465a921eb81244f48ab12b260c15bed286013ecbcb91ca17c6e4c23eed08834 \
+    --hash=sha256:65ca7a0cd1e5ed57c80e613f35509c0aeaac1544d17705b73f9a5707d40e2588 \
+    --hash=sha256:8796eb01b354779a75fbf4cdb0c02962f2af176240311c33fb5fe38dd72226e9 \
+    --hash=sha256:ab051b7783642c74e49821c3348e8803aa32ca6d1b29f4adcc699bfc67b0f92e \
+    --hash=sha256:ab286f94ef9673cd493b992c504d758ffb5e866f4a706decf47360a543eae720 \
+    --hash=sha256:b4b5d5ff343e6c8acc36984eb447ee854f293d342dad05efc54aac9e624887b2 \
+    --hash=sha256:c2e87d9fb5297fa260a62666a67f29d8be939027905cda353ca1b62047212e88 \
+    --hash=sha256:cfed66d8ca81098bb0671c5ba1b0b3af4cd7b4694e808d0fd3e4d26fdb9c73a6 \
+    --hash=sha256:d54ea7f41dff3518020c1a6240fa3ef8f8ae3077040b4e1e445fe69a239e98ca \
+    --hash=sha256:ee439774ed56dca173cddf0017f1cb854d7f79dfcc12abc4fe5d83a7f22bb9b3 \
+    --hash=sha256:f70a0746a5405f7b0b3b69188a569621c228c90f6dffa26219e47b82dc8f4e89
     # via temoa
 highspy==1.15.1 \
     --hash=sha256:01c6585e83938ecf4139248b074b2ee736816d63716a20dc608b1d2fc9637b66 \
@@ -513,13 +513,13 @@ identify==2.6.19 \
     --hash=sha256:20e6a87f786f768c092a721ad107fc9df0eb89347be9396cadf3f4abbd1fb78a \
     --hash=sha256:6be5020c38fcb07da56c53733538a3081ea5aa70d36a156f83044bfbf9173842
     # via pre-commit
-idna==3.18 \
-    --hash=sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2 \
-    --hash=sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848
+idna==3.19 \
+    --hash=sha256:5e0811a4383b21dc5838069f801c4fb62113b7447663d2530d2bd6e77b49bf15 \
+    --hash=sha256:815e7be7a7806d54abb586dc943addc79e8b2ee16915059658cbeff4b1b43bf4
     # via requests
-imagesize==2.0.0 \
-    --hash=sha256:5667c5bbb57ab3f1fa4bc366f4fbc971db3d5ed011fd2715fd8001f782718d96 \
-    --hash=sha256:8e8358c4a05c304f1fccf7ff96f036e7243a189e9e42e90851993c558cfe9ee3
+imagesize==2.0.1 \
+    --hash=sha256:b2ba6a4dea487a7ebcd53248d3476aca449d30db12a2dde5e0c5ca9624fd77e5 \
+    --hash=sha256:ea0c9a0384df69ed86a943a15cde37d0360b82491b3910dc2215e202e62b5b02
     # via sphinx
 iniconfig==2.3.0 \
     --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
@@ -537,86 +537,110 @@ joblib==1.5.3 \
     --hash=sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713 \
     --hash=sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3
     # via temoa
-kiwisolver==1.5.0 \
-    --hash=sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9 \
-    --hash=sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0 \
-    --hash=sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8 \
-    --hash=sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276 \
-    --hash=sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96 \
-    --hash=sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e \
-    --hash=sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f \
-    --hash=sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15 \
-    --hash=sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7 \
-    --hash=sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368 \
-    --hash=sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02 \
-    --hash=sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9 \
-    --hash=sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681 \
-    --hash=sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57 \
-    --hash=sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920 \
-    --hash=sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3 \
-    --hash=sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa \
-    --hash=sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23 \
-    --hash=sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859 \
-    --hash=sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d \
-    --hash=sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581 \
-    --hash=sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c \
-    --hash=sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099 \
-    --hash=sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05 \
-    --hash=sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9 \
-    --hash=sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd \
-    --hash=sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796 \
-    --hash=sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303 \
-    --hash=sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314 \
-    --hash=sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489 \
-    --hash=sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57 \
-    --hash=sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797 \
-    --hash=sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021 \
-    --hash=sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028 \
-    --hash=sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083 \
-    --hash=sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65 \
-    --hash=sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588 \
-    --hash=sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0 \
-    --hash=sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a \
-    --hash=sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1 \
-    --hash=sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac \
-    --hash=sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53 \
-    --hash=sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3 \
-    --hash=sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615 \
-    --hash=sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18 \
-    --hash=sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1 \
-    --hash=sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d \
-    --hash=sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf \
-    --hash=sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f \
-    --hash=sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4 \
-    --hash=sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9 \
-    --hash=sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e \
-    --hash=sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3 \
-    --hash=sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7 \
-    --hash=sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902 \
-    --hash=sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6 \
-    --hash=sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310 \
-    --hash=sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554 \
-    --hash=sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e \
-    --hash=sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87 \
-    --hash=sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a \
-    --hash=sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79 \
-    --hash=sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e \
-    --hash=sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1 \
-    --hash=sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd \
-    --hash=sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0 \
-    --hash=sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9 \
-    --hash=sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646 \
-    --hash=sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657 \
-    --hash=sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819 \
-    --hash=sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384 \
-    --hash=sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2 \
-    --hash=sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203 \
-    --hash=sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7 \
-    --hash=sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df \
-    --hash=sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c \
-    --hash=sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167 \
-    --hash=sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3 \
-    --hash=sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09
+kiwisolver==1.5.1 \
+    --hash=sha256:007a5553dfc4f4e8d184f588a0200e2cd4b63a59cc8796df3c39909e679dc7a0 \
+    --hash=sha256:0324cd2567259b7a095f6cf18a52b0ffc6f3de9e69528ff1bc0e7a37bd43ff1a \
+    --hash=sha256:0627b9bceb9c3cdcf12b8a18655eedfed2692b038df27423383c120d0b7dc2d6 \
+    --hash=sha256:06a6917674de9e0fe3f66f5430787f59a9f2ddb64af9b714eaec547e29ef5c19 \
+    --hash=sha256:072bdb15a3c19a5b5dbc8f8fb1f4e1884bf4f3507eeb4cc6334401274d37a5c0 \
+    --hash=sha256:0d8924877ce22e17326a99a418c3c82037da078df3c6a260b13eca677444e6e7 \
+    --hash=sha256:0ebdef3eae5336568147c39a55be6a2036ffde53faa9ca2d978989ae7c2da12c \
+    --hash=sha256:1209042a623ddfda5497e4066c7b77651dde8e1d3a9dd97599dc7e97f3b9b78c \
+    --hash=sha256:1798e83840c3f627246104c4d8a9639c60fa068adf9ce92b61791781fa8a68c1 \
+    --hash=sha256:18170a77ddfecf40ec60d0928268dc95880c881864e015a8f34094ed18b9b9ad \
+    --hash=sha256:186884a58486651e3c217b6acea0a53eaa9498fdd472057c46f2f0fb5c25aad5 \
+    --hash=sha256:18a0cfb124546a4c2e6087c5f3029c7f44b37c85b142e0ced71f73a7599ac208 \
+    --hash=sha256:1ed0f5e49d0ceff8b72190824d9e59c062fbbc02c231b853112c78474b3f5ec2 \
+    --hash=sha256:1fff05e239575b1481b6ed1a782f6fad616efbf1f0b1f44e6e85c4dfe426e483 \
+    --hash=sha256:21e46b23a2da695c364124817bc01d970effd5483147f8d66a6a7167e3f6b851 \
+    --hash=sha256:22d5e5aaad6be121f2515765e3b1c444352cb8eb4c86510801db8f2e50757316 \
+    --hash=sha256:2551cf9917af48ee7c4b29cc82320489508cf96fd26a51f6fc124de661cd44c7 \
+    --hash=sha256:255605693a483db7bd5c79f60437f7bf658f7f520d61aa42722e32257c941951 \
+    --hash=sha256:26e8268480be5061d509e29669d59103c067a26377a56491630ece11762e3858 \
+    --hash=sha256:27add358abe374ebaa3b8763ef380bc99051b5a4b18d94878366a9e4f59efef0 \
+    --hash=sha256:2ae70bc59790d2af72a3f76f24b272403e135070340281108b447cb77ea70819 \
+    --hash=sha256:34633ecf50d16187ab8e5528b7a2530f2feb4e23f300db4672538b51cfc5cd38 \
+    --hash=sha256:34ec467940442c9943016fb2d4c81d1ba84351eeca2f1a78f8bc87f1ba0d414c \
+    --hash=sha256:37f801b5d7cc0e5a548921308e059fd2b057bb42972b591cfa3049f95423c4ed \
+    --hash=sha256:38f6e0deb4d0a4615efe0c4efc5990b06ae450ab50a0b321c0b078b6d238c083 \
+    --hash=sha256:3c24cd69455e1b00ddf770c13b6e2c33e07d6dc3f2d34add0bf9277c5c6bbd46 \
+    --hash=sha256:3cc210010fd2f438a3ed430b45f1b501fd13a8618bf984dc2c5ce5b69b78752e \
+    --hash=sha256:3fa5855898f6d3d01b72ccd48a2d65cbdee301251603fefe34e2025bddba219c \
+    --hash=sha256:431dc224a1a92a5c8f582d96e505196a3b5997a7271076678da2dfde67b77e9a \
+    --hash=sha256:43844c1a7ad6d723d5b5b4c4fc7f5bd399c40e288120d16257c7c9e8765c6e85 \
+    --hash=sha256:44b8faef94f1857e77fa0238f3390ff1ac51d2ea20a487e2e452a59fd2b5f5ca \
+    --hash=sha256:470d420f98d368d6f010633a20659b544c5fdfa5329e6b70219f2ef08fd4a7ef \
+    --hash=sha256:482676e5bd48d70ac99d9fc78863469845421e01184fa83f1f9366dc49f7e974 \
+    --hash=sha256:4d4ca09bf13cff792b1884f64b98ee6c2467930d632233be25c56b442d99f10e \
+    --hash=sha256:509735237ae0d849e8a843551d423d2500d2e0a9ac1611a145658b29c0fb9f85 \
+    --hash=sha256:534f02c1abb31ed6dbd3515545285c330b2f12d00fdb1fdb71658b9ca5a13a6a \
+    --hash=sha256:5978c3340f16a35c30f8ab2fa7bcf559973c55f1a5ef6970e1f621acf3c4db13 \
+    --hash=sha256:5b973887ff782cfd6b67c9904ad8ca542e0bc5e4961503408b423b5a688b4d38 \
+    --hash=sha256:5c490db2168a508088f59140dd392556a54b8bd1048fc6383c8baff13c359673 \
+    --hash=sha256:5d142e352eb13facc7dd047489aebdff6ba78576c239f1ea04931979caaf0567 \
+    --hash=sha256:61e9a64c7635095a6bfe483e2ff055d437c59bd45f3617a228b37277f0185d62 \
+    --hash=sha256:63fb7294b768f444eb4b068965f2662f28c2fd4161e23bd60fcf3ff27b74c046 \
+    --hash=sha256:6a797a1cefc8b9c93170db580337e1fe3d011ad18b1299943231279406342048 \
+    --hash=sha256:70ed9a45c7484d2b30cdacf60d220f494a1763b9fec1ad03285c6553fa0889f2 \
+    --hash=sha256:74ad5c3dad54a4641b4c28cd15ded70899d04459c6c7aeacafea716be97cce6d \
+    --hash=sha256:74ea337e0ec3f6f342a36a4f1b5cd94dd9affddcd28ba9aae2905af932ee8c6b \
+    --hash=sha256:75d9b1cf8258462dbdc1eeda718c96ea7f079324c09067f6daabfcf37712b7fe \
+    --hash=sha256:77a4c8187a5948d7f8795adb765a3c7b553d07d86d88e43038fc32fc1fb9a3f3 \
+    --hash=sha256:7d38b0c279c3032e8c9cc013b405c6df8e1668dbf15465779aa7f15f61201812 \
+    --hash=sha256:7e9c01d3dd7ceba4d1d436cc021d40d592466e40b9bc7f5d83dc4e98a5c9cd8c \
+    --hash=sha256:7fd82debf43c6acd0a94359d232f6bb516ee13f269a7993736a9ac9f988bb5d9 \
+    --hash=sha256:824c3d763a05ea9e9003610145186b0e9848c7584a5575c79bac5a8e7cd80bad \
+    --hash=sha256:828f75af2b0080c8a972e75f649ab46af008e92c6104a57a759157200b835b75 \
+    --hash=sha256:83f78128fa28705fa85d01c59771c72fe81c11bd0e6155edbb9f818983a7d761 \
+    --hash=sha256:876bbfd276473d3daffe30e8c975df4ed9429967b41a6cb362dbb5155b6f13ad \
+    --hash=sha256:886fc26012f0e8b5f69d1cfe6d711f6b11f194621539bf8e6bb1c25c5dc82724 \
+    --hash=sha256:8a34616dc2521cc8dc1d7d081734da63539f021ac0450ce950908340c6e7aa2f \
+    --hash=sha256:8a708a47ade1fe19e8371d5da076bac0dd4b0a5a7985ad6c637f7f7e361b6baa \
+    --hash=sha256:8bf4df63592c2a66b4f8edc5df2544998c288aa02f96ce0acd880cd1de8c8127 \
+    --hash=sha256:8f8fddb8e323bd6eee4e54e69a39243beab22689070f4c66b472c4cc88bb89d8 \
+    --hash=sha256:8fca690b00c4c48f6c2a547b0160ed511357093a4e4c9b47e0fadf3128066d89 \
+    --hash=sha256:9506e892bcc3b409831d363c6f53e5985e1c8d1f6f6b0256d00358684ff85378 \
+    --hash=sha256:958254518717542d02d0688d0d20cbf771da5e415e6f49543f92481c850a4540 \
+    --hash=sha256:98b208a7cc42c803445ef551d6753cc42a5ea13e9cab1ee66cd8b9cb70195330 \
+    --hash=sha256:9b3092d8992a1d69b7a59c3e39f35e1b9be327a17f68a7c35fc17329e337d6f2 \
+    --hash=sha256:9e51c119992ea8820706871c30a4642ec76de20ae82f9b50b9a45517d8e9f810 \
+    --hash=sha256:a5a00665d1a0e26763a7338d7e911d4598fbc1d50dd0d6b7919b7dc6c5d6569f \
+    --hash=sha256:a5ca5aebae78a0bc13c1943af4af615d4966c5b650b05d5aa83b50e427196fee \
+    --hash=sha256:a7b85b2cc6ea45e5f7e8c9a30bc9fabd47cda09106cbb4b967335c3e6c43b69d \
+    --hash=sha256:a83ee7107df13abe42a54a6654670eef9bb39425cf2e27f65e0007465e1286ab \
+    --hash=sha256:ab620eb663952455271ac37f9aaad86b73c969c02f11f53cea405b38e96a4300 \
+    --hash=sha256:ad8b9671348d7c8716715652ae11f85ed0eb99e265a2df2ca490577d69860b2c \
+    --hash=sha256:aefe930d113798330e9462f7874542977869c0613cba3262e2de3a8d5dee8f3a \
+    --hash=sha256:b03af77d77e50edba2030fd5f7c352ff209314b09030a3cba7c14edf9a09a444 \
+    --hash=sha256:b390aec180a7c054919c04898835e1c77bced23ea8383eb2c570213bf25d1a86 \
+    --hash=sha256:b5664603a253efd3a75716d793d1d3a6a82723b61dc6db767b2460bbbeec4c0f \
+    --hash=sha256:b6ae6a0328f0bc035741820fdeecdcd67bf4694eee03972e843663107122f450 \
+    --hash=sha256:bb7c99f0673c03017a3ee01e54a5c2617a05468b11eabe513b0080e063ed95b1 \
+    --hash=sha256:bebb89489b279b2f5661bbbb2abcc87bcd4a46607bb4a5c966f04f1db6b8df9a \
+    --hash=sha256:bfd1de989b3330420e29de39352f5c049905c9e3ee67233a50d550e3d652c148 \
+    --hash=sha256:c2306e8bb53601979fcb3fa09cc65e031876d9ae01eff2fcbcd7a84ef94d5bc1 \
+    --hash=sha256:c6834b92dd2428e2dd85ef3d85f723d3c12f20aaf43a2ddd4f944ca25d833408 \
+    --hash=sha256:c90d3022d8a94778939cda8638c6c8da8fa757b8958dad7ec868ce29c87681b8 \
+    --hash=sha256:ca307d6c259e5c98d3cb9ade55342b47a6839762caf2536f3d7b46ee660cc82e \
+    --hash=sha256:ca7f6fe0f37ca978a1e5eb7a3a68e6413f417e78e838324947ffd420202b198b \
+    --hash=sha256:cb6fae641357ed2f6e533c0d3c6504a4a5703621a50c89459e46051d56b61140 \
+    --hash=sha256:cea20da04494e662b83c872683bf4ff2345206043d036315ed0e924b652e7294 \
+    --hash=sha256:cea90547bfd93807e0013a004dc76552be44fad3bc1cc2b38610a9e889ed098f \
+    --hash=sha256:d09037ca068d784ebc4aec290ef952ca27ac15dd9c0b5801a88c6e1096b83e6b \
+    --hash=sha256:d27c2123977cb9269c30a49ba45f03a4323017ef693e19db4ec9dbe1299a3002 \
+    --hash=sha256:d66a64dd5dec136040ec2ae94aa026a912ee60fdd45bc28d3db30037fd809e88 \
+    --hash=sha256:d79308fa689fac89cbcfbd4dbfc80b5f95c54c5a7fd4d194be221f9d33d026e6 \
+    --hash=sha256:da3275833be0edbaf4830fae08bae3dc7219f40ce0c37eaa6c25825957e06612 \
+    --hash=sha256:dc23390afe9f4ef9ac3bcc72a03a56eebbde03f4c571a32cb38f859cff9a6524 \
+    --hash=sha256:e68e151428b5384f766cd25739bf77c7e4a3dc93b5ded7a12118d9fbfdf78ab6 \
+    --hash=sha256:e8e4d953faaded9ec7ede36824e9814082d22d4c7b1eafbfa079ecba8cd0d076 \
+    --hash=sha256:ee9df1f0d77b9c6e94f4ac0fec533fbddd5ea3a327807f18d7b069ae019ded80 \
+    --hash=sha256:f1303ef2eec81262a4b708c3e858afe58d7c75ad91c1c05266eda7673369859a \
+    --hash=sha256:f4167e87b397f273dc2356fcf1eaf50a6bac51e6105f45103ef7129c8efb0255 \
+    --hash=sha256:f76fc85bd054c806960f917ec0f329e24e436f1712267d90588e4c39890caa63 \
+    --hash=sha256:f942903fde7363d1d879057ec5de01310efda2597161784d752fa9953a01a71a \
+    --hash=sha256:f9b1c4900736e489a812c529100de4b8fb617d4db075e931e213c57424b83d9b \
+    --hash=sha256:fc271a6f0a2126958f4090e5507b9da5848927dae331f8f763bd4aa642b3d2cd
     # via matplotlib
 latexcodec==3.0.1 \
     --hash=sha256:a9eb8200bff693f0437a69581f7579eb6bca25c4193515c09900ce76451e452e \
@@ -1108,9 +1132,9 @@ pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
     --hash=sha256:f8f5df6cf65314d74da1ade1bf96f8e3e4d0c41b51577ac53c49e7d44ca5acee
     # via temoa
-platformdirs==4.11.3 \
-    --hash=sha256:5ed065d443751de711da036041a7a214122efc4a4de393b3f4137ba5576540e7 \
-    --hash=sha256:66a73d38a849810252df809a3d8bcbda8e26f6c189920e7535ad608a48dbb5ab
+platformdirs==4.11.5 \
+    --hash=sha256:89f8d42695853b89c7170bd49bc3dc593f98a71e695ede88e06a3b247bc4563b \
+    --hash=sha256:e8b31f4f8bcbbedef91a6b57a706255e4f148d2a4e01648382a0a47342539173
     # via
     #   pint
     #   virtualenv
@@ -1141,9 +1165,9 @@ pydata-sphinx-theme==0.20.0 \
     --hash=sha256:0da172d41e19a66de875f4002f7054b385372ec65763852193791e658d50bb4a \
     --hash=sha256:56744483c9d72c783e075de716ab95d486108b69605df7528078090b73f11f69
     # via sphinx-book-theme
-pygments==2.20.0 \
-    --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
-    --hash=sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176
+pygments==2.21.0 \
+    --hash=sha256:2363c69b61c4a97c838da3b130dcd6468f4848992b21a82f2a63ec34377137d9 \
+    --hash=sha256:610ca751c9bc2492b38eb9a38a7fbc93edbbb2d7182edaf34e66ae493dee5c8c
     # via
     #   accessible-pygments
     #   pydata-sphinx-theme
@@ -1191,9 +1215,9 @@ python-dateutil==2.9.0.post0 \
     # via
     #   matplotlib
     #   pandas
-python-discovery==1.5.2 \
-    --hash=sha256:3e338c2d0f15dfaeea57493f4c2c6caebe0e998ea815c30ae8bf8ee21f1112d3 \
-    --hash=sha256:45fd4f20a4e3f9b7bf2e0817870bc8e3b320a19658da177af800768c82dbf354
+python-discovery==1.6.0 \
+    --hash=sha256:6393b4eae1be8b2182670635e7baff89ac21cb9f8e86fd1ff40c7b1144febb4c \
+    --hash=sha256:d4e244cf17b8b29819ed78003d55fbacf86eda23425b075454fff9271b79377a
     # via virtualenv
 pyyaml==6.0.3 \
     --hash=sha256:00c4bdeba853cc34e7dd471f16b4114f4162dc03e6b7afcc2128711f0eca823c \
@@ -1256,71 +1280,91 @@ roman-numerals==4.1.0 \
     --hash=sha256:1af8b147eb1405d5839e78aeb93131690495fe9da5c91856cb33ad55a7f1e5b2 \
     --hash=sha256:647ba99caddc2cc1e55a51e4360689115551bf4476d90e8162cf8c345fe233c7
     # via sphinx
-ruff==0.16.3 \
-    --hash=sha256:09571e6d1288ed9be475207a3ac04ada404f1cd898104be0f6ab8d7df438575b \
-    --hash=sha256:0c5710e247a58a4521e66e124ba9a74655b414f61ba3a2e9e3811e11098f48f7 \
-    --hash=sha256:294b95c4ae0cda9388525c2047778aa758d6b8d4bb876fd4e9eaa3ebc92343eb \
-    --hash=sha256:2c18c5a101eb540010638cc1ff3c84944d3adb3df62b8d98ca8f22ba484d3413 \
-    --hash=sha256:388cdf2166642bd9b13d52b5932d3170f34f8abed7e8d9a855f1d84b83645a0a \
-    --hash=sha256:3d0c7c40c87c2a820509c31ba007968da6e1306468c067b2d82fbfdbcd0e8474 \
-    --hash=sha256:8457c44f15033c85ddbb77b15d451df9e24e4bd03b628396dd3610cedc3b8f82 \
-    --hash=sha256:9e0b1da805eb043654645d74d5de1e5ce2edc686e40790d2b86f56d71cc06a84 \
-    --hash=sha256:9f738c0fdfa8eed0b2ce7fb27ee7258208a92a68d7949e62aa15164bc7b389da \
-    --hash=sha256:a2d85c02f9b8e165d85e6779184d38c4132de12603dab59c51c28e22584f9e4d \
-    --hash=sha256:a37bdea0bbe21780f590bf437d6412c8c4e1b6cd010f91a65c2c40c5e5f5f870 \
-    --hash=sha256:b8ca152da82c1acc1fa8d5874b15951935f0eef46f10e6954c83859011b6178a \
-    --hash=sha256:c5536e3acfbf9563085aa2be7b13c629c3077e902afc5b941ac44024dbb9f506 \
-    --hash=sha256:e2ed719e14aa64d895c2ee922594a90a43c861a93f0575a95ff8c47cdbd13eb9 \
-    --hash=sha256:e76d33a347661a84b5be6d043d0347fdc745dfdcf825a8f4fed64b5e26eebdf2 \
-    --hash=sha256:e80a7d69ca2a6d1c4d352ec91458cdca6e56c83cdbcabd93e4abe1e53591d948 \
-    --hash=sha256:fb785f0be25abe69d320415cd4f833b59e17ba7613d9ba6a958023b6bceb0a50 \
-    --hash=sha256:fe155130631a2471fd2e14a7a664a4dfbd7194b8229c3d7b2a40b21178639081
+ruff==0.16.5 \
+    --hash=sha256:0eeab41fbea2c42f98dfb9822cdccda9d24ba38d49f6dc945b5c236d48f0ef29 \
+    --hash=sha256:12e5f673e774c35fbb62f288809c7653b73445f8ecec6b6063fd6ea3521aa14b \
+    --hash=sha256:1b88500f9ffbcab3dedb0082c9f9492e91ec3d618aac1236a3e0189938f7040b \
+    --hash=sha256:2298f2780ed1be0c5cb1361e32ab7b1467f3cce7dabe101d2210a314f2fe42e9 \
+    --hash=sha256:258f29035a2dd021e7861e631b227a5b3f14e50c1184c9a6a122c5f4576154d7 \
+    --hash=sha256:288b0a5f080492fe5635db849f9e2e84aa3cce7b7f0e955997d416c507c76a26 \
+    --hash=sha256:7b719b0a1f4d59710d283ab2965f621684a108a9e41da622e3b23f0326cd0025 \
+    --hash=sha256:95cc70cdc7aa80c338de356279d2adbeb2de0f520b9ecd8aba75b94e95e02f91 \
+    --hash=sha256:a64abe90968719b851bb7cedffaa8753fbdbdadab483089682db623f3edc587e \
+    --hash=sha256:b5eb3a8c3d0ade9cea42b591fd530368e8798380e30e0a308b85a5cf718f09ea \
+    --hash=sha256:b9a4f0432966834019c74d1b7e5c51224305d7713f3d7faf3e7451f1a3be3cde \
+    --hash=sha256:c5ae9a7b9a8875131f40f8fe967cc86abf899779efd663cb7ce3d572d01da7eb \
+    --hash=sha256:d185c8398ded1bfd91c0c2cb258346307571eccc473a8490af8c3977399c384a \
+    --hash=sha256:ddc6385fb2137f616357ca03d6c74f4be987f80fed4008566b754f6032b8546f \
+    --hash=sha256:eda58a5802de40e7ed5b32b64e0b32539338cc6fcd2c78f61e3ad6a0d79f51c3 \
+    --hash=sha256:ef0f69e191a13a3c9816f63163c88790cb12cd157bbbb384e9c44745702ab105 \
+    --hash=sha256:f0768e9df4300713fff30733c87575f68b6f1d8de41184e505b7fdd9c0c95eaf \
+    --hash=sha256:fb8e3a3c4c6a784150a7ced53b015f4b253fc2bf97a610886419ead64b4756ef
 salib==1.5.2 \
     --hash=sha256:6f4b6bebc1eeed1d081c8f951fa8c2ad7b0cd8a7159d206af48ef137cc806c43 \
     --hash=sha256:a8eeedc4e87cf070f7ef450b76cdecd120d1e5c602a9c35855ec7777591f949f
     # via temoa
-scipy==1.18.0 \
-    --hash=sha256:09143f676d157d9f546d663504ef9c1becb819824f1afc018814176411942446 \
-    --hash=sha256:0d13bca67c096d89fb95ced0d8921807300fce0275643aef9533cc63a0773468 \
-    --hash=sha256:18e9575f1569b2c54174e6159d32942e03731177f63dce7975f0a0c88d102f5b \
-    --hash=sha256:1a4441f15d620578772a49e5ab48c0ee1f7a0220e387110283062729136b2553 \
-    --hash=sha256:1ad44305cfa24b1ba5803cbbebf033590ccbac1aa5d612d727b785325ab408b0 \
-    --hash=sha256:1afac4a847207c7ff8efd321734a50b06d0280b3b2a2c0fc2f413101747ad7c7 \
-    --hash=sha256:1f55797419e16e7f30cf88ffb3113ce0467f00cfe3f70d5c281730b21769bfc2 \
-    --hash=sha256:265915e79107de9f946b855e50d7470d5893ec3f54b342e1aa6201cbdcd8bb6b \
-    --hash=sha256:2d8bbdc6c817f5b4006a54d799d4f5bab6f910193cbb9a1ff310833d4d270f61 \
-    --hash=sha256:2ef3abc54a4ffc53765374b0d5728532dfdd2585ed23f6b11c206a1f0b1b9af8 \
-    --hash=sha256:368e0a705903c466aa5f08eefb39e6b1b6b2d659e7352a31fd9e2438365be0f8 \
-    --hash=sha256:3f1ac564d3bf6c03d861d2cd87a1bea0da2887136f7fb1bf519c05a8971452d6 \
-    --hash=sha256:40395a5fcd1abee49a5c7aaa98c29db393eedc835138560a588c47ec16156690 \
-    --hash=sha256:4a55985d54c769c872e64b7f4c8a81cc30ef700cc04296abbbf3705439c126de \
-    --hash=sha256:4c256ee70c0d1a8a2ace807e199ccd4e3f57037433842abb3fb36bc17eaa9578 \
-    --hash=sha256:52a96e21517c7292375c0e27dd796a811f03fcea5fd4d108fdfea8145dcf17ab \
-    --hash=sha256:56abf29a7c067dde59be8b9a22d606a4ea1b2f2a4b756d9d903c62818f5dacce \
-    --hash=sha256:5aba46108853ddfc77906b6557aac839d2b52e900c1d72a1180adaaab58d265f \
-    --hash=sha256:5efe260f69417b97ddae455bfb5a95e8359f7f66ad7fa9522a60feb66f169520 \
-    --hash=sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378 \
-    --hash=sha256:68363b7eaacd8b5dd426df56d782cc156468ac79a127a1b87ca597d6e2e82197 \
-    --hash=sha256:6aa94e78ec192a30063a5e72e561c28af769dc311190b24fe91774eff1969709 \
-    --hash=sha256:71ccc8faa2dd16ac310233203474a8b5cb67f10dedd54a3116d34943f4b19132 \
-    --hash=sha256:7a7f3b01647384dbc3a711e8c6778e0aabbe93959249fef5c7393396bcac0867 \
-    --hash=sha256:7bd21faaf5a1a3b2eff922d02db5f191b99a6518db9078a8fb23169f6d22259a \
-    --hash=sha256:7c7a51b33ce387193c97f228320cf8e87361daa1bba750638677729598b3e677 \
-    --hash=sha256:84031d7b052a54fae2f8632e0ec802073d385476eb9a63079bce6e23ef9283d4 \
-    --hash=sha256:8ca01e8ae69f1b18e9a58d91afead31be3cef0dd905a10249dac559ee15460a0 \
-    --hash=sha256:945c1761b93f38d7f99ae81ae80c63e621471608c7eeead563f6df025585cd58 \
-    --hash=sha256:97b6cddaaee0a779ef6b5ca83c9604b27cc16b2b8fc22c142652df8793319fb8 \
-    --hash=sha256:9aac6192fac56bf2ca534389d24623f07b39ff83317d58287285e7fbd622ff76 \
-    --hash=sha256:9ab7b758be6940954a713ee466e2043e9f6e2ed965c1fce5c91039f4be3d90a9 \
-    --hash=sha256:a46f9273dbd0eb1cefba61c9b8648b4dfe3cbc14a080176f9a73e44b8336dc7f \
-    --hash=sha256:ad033410e2e0672ffdc1042110cef20e1c46f8fd0616cee1d44d8d58fad8fc11 \
-    --hash=sha256:b6f758e35f12757b5d95c00bc6de2438e229c2664b7a92e96f205959d9f2dfa4 \
-    --hash=sha256:c5557d8be5da8e41353fcd4d21491fdbab83b062fc579e94dc09a7c8ab4f669b \
-    --hash=sha256:c5dbddf60e58c2312316d097271a8e73d40eaf2eabfa4d95ed7d3695bbf2ce7b \
-    --hash=sha256:d88363fd9d8fbd3511bd273f1a49efb2a540773ddf92a91d57498ce7dd7f3e76 \
-    --hash=sha256:e40baea28ae7f5475c779741e2d90b1247c78531207b49c7030e698ff81cee3f \
-    --hash=sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d \
-    --hash=sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707
+scipy==1.18.1 \
+    --hash=sha256:011413b7426b75012840e35649e00fe0a2c3bae89fed433876e3a99251572efc \
+    --hash=sha256:0ac49ea97594532dd44b7136094d35f5440fa06e6d9c6384a74c01764df388c5 \
+    --hash=sha256:0e82073ecc7acc6436fac4b31674109c7e1d3e596789767eda01258a8c9e8123 \
+    --hash=sha256:0fcb3c93519f27bb4f0c4b0f7802cdcaca7fcf93267b75edda2e9f4e8a55cbd7 \
+    --hash=sha256:10ac20c69d880f77f375db44c22e3e6a644f9fefa291d4cd2fb9790a89fc99fd \
+    --hash=sha256:11c423f1049c5755ad4409af52a9ada1cff96fe9b50795d4af3619f292901239 \
+    --hash=sha256:179ce34a8d0fe273d8883ba59e17e052247d08973dfcb743ca52bb1cce2d60b0 \
+    --hash=sha256:1bca3b943fc2567ea49cd02c99abde49da4d5178ec46f624bd8255cda8755beb \
+    --hash=sha256:1d73131e358976663dd969e1fb4ed1404b815cd977eaaedc3b3a133ba2d81c35 \
+    --hash=sha256:2a0b02f9fc46f8520330c23d45e6560db7e3a0d927232139427637f98943e11d \
+    --hash=sha256:2d3ab0e8c69a17dd3559eab8cbb88f258e285c94d572c2719033f90f83290c89 \
+    --hash=sha256:30f464bee641fa8e282577c7dce027308403213c6ca8270bba73285c91024bc5 \
+    --hash=sha256:33a834464fdabc0f26a45508df31b3cc5d028e04dbf6c5ed398541418e0a12fe \
+    --hash=sha256:3ab3523da44749156e1f68b464dc56af11ae4cbc5c739a49d05f32b982eca9f3 \
+    --hash=sha256:3c085faa2cfa879c5141df483f836f4d691045a078224a670fa570fa01612d89 \
+    --hash=sha256:457fd7a2a8edeb044ab6ffbc0aa03ff6cd18491356e5e0c834d76ce621b916d1 \
+    --hash=sha256:49023963c193dacee096301452f223ee24d86ec5807f8df93c0f7221d119e305 \
+    --hash=sha256:52c4b7422442aba924d03ad4019852b08a92e64ea187b933135687bfe2747307 \
+    --hash=sha256:559ed65f60c1af5a03f3912605a1b5114f522c7c32fb23c3376ae8f03219fe28 \
+    --hash=sha256:5632e3ae3d09197c446310cd5187de63e28448ce22f0f67b2b93d97503c0c230 \
+    --hash=sha256:5e4d44984abc0020154ea81b247adeddcc3ac5527b975ff798bd1ba0adc513c2 \
+    --hash=sha256:75b00eb8fb802090aa903f4ea1c7f5a584779f967361e68b7e98e531cc2d7174 \
+    --hash=sha256:78a0d7c918e74a232394117160e7e3db503377572a45bcef8826e4ab8a35feba \
+    --hash=sha256:78c0665edead396b1abb4897c41a5c1d9bf090c8a637a4c20a61678e0a264e66 \
+    --hash=sha256:7bbf207c4453ce1ad2e00b17313852b33310b83090c2311bdaf97f93c0380d12 \
+    --hash=sha256:7f4b8bc363b6d65ee2152bec57568e3c52639bb34c46057b09857a307ed5e21d \
+    --hash=sha256:82f201b4c878551d48558337aab270d3c6cca5507b8737c8d8a608d234cccde0 \
+    --hash=sha256:83de5453a7799afc9048b4616bd085cef126e36412f0ea2f6370c36a2a3a51e7 \
+    --hash=sha256:88f0e784020649f88ea48c9f5ddfa403bf9205820667c0914740b392035afb82 \
+    --hash=sha256:8bcf3c1ba5d6456e2effd30fcbd3459b044d683fcdac79a2e6830f0bdf7de487 \
+    --hash=sha256:911de823097db8b63f034299d12662db93344e6ffa0b881cbb57748974b70168 \
+    --hash=sha256:92c14f5bdbfb6216315ce33e78080474082de8b3830122ba97809bfbe65f75c0 \
+    --hash=sha256:95298364e251be3e60249facbeeca03631d3bb7584f85879516ec55ac717b81f \
+    --hash=sha256:9554bcc6d715ee87a633a3cc8e7703c6628b100dd29cb8a2efc4c0533c7ff729 \
+    --hash=sha256:9f2897bf7737392ad0d5213ea7b6add72a4edf5679b3153106aeb88b6507b3b9 \
+    --hash=sha256:a1d33a7836f7ddc1993427966a0823468ec41bcbdb1a9f9942d1d7e57f803ba3 \
+    --hash=sha256:ac0333bdf38309aa3dcbe7e3fa7ea29e7a2c37c6ea306a757b700ded8e4596ad \
+    --hash=sha256:bff0b729edd992766136b34e39cc76bc2fad905aa58897ee72a9cd000a6d8443 \
+    --hash=sha256:c24acac1e18912761c4700239bbc1fd32f615af690f1584d49b35859be51324d \
+    --hash=sha256:c35d74ce0e193ff740c2f2be2ac913ddc232fe6c1ff40b26cfecb9c670c63314 \
+    --hash=sha256:c825cef2f49e46753726a7181a8e199804a912b29519ada542c6ebc654951899 \
+    --hash=sha256:c9d18a33309122074ea483dd92dd444189166b8b2ec429fe9ed5ac73c7a0aa23 \
+    --hash=sha256:cbf38d043c1aa4ab306e1ada6ab6eddacc3322a20b7af1b30bc93254b366fe09 \
+    --hash=sha256:cd479fc04dd9401e3b4f49e76518768ef99c4f517a98c284eb091fd725719adf \
+    --hash=sha256:ceb30a00ce7c92d459819443d29ca486d882b83fb6738bdcbb2a1cce94ac5daa \
+    --hash=sha256:cfbf154f2ba187f2ed6cce2639efff7d105f1140573642c0161615b6d91d6a87 \
+    --hash=sha256:d2924a03db38dc2e848bca2fe9f077dafb891480b91a00a0963a8cf86dfc31c1 \
+    --hash=sha256:d416b16cccfd70fbf62400e84d0bb2f4e6af519a45557f1692c749b37f14b315 \
+    --hash=sha256:d65d448389b8436493abcf629cc94ad0cf32aecaf06e1acca1de53cc795f2f12 \
+    --hash=sha256:d84a09d0dad90ba6525d8ac1c2334b33e64bf3ccfe9e841f02feb867a22681e4 \
+    --hash=sha256:ddef79fb382df40104a19bb7151b3b23e57c1778fcf857c71ceecd9bd264513f \
+    --hash=sha256:e3b417bf8c2c7c16e8f58ad91db17783ec911ac16e7b50eb6eab6e809b4f5b07 \
+    --hash=sha256:e402cf31eb68f453dbb2d36fc6d722b33f24a55d68b2ae1d92fa6305ca71c298 \
+    --hash=sha256:e6fb6a55cc0ba97b59a1f288fb86dc6fce8bdfc0fffcbfd015e3a954bf2a2d93 \
+    --hash=sha256:e708533e8b2ae2497d65346538a7dcc92814410b25b81432eac66de0f2af8265 \
+    --hash=sha256:ea324d9dd34c38bfb9bec8ca4d1b407db97dbb74029f566b8e322b1b6fe56fe6 \
+    --hash=sha256:eb0dfcf4e28a99c12c999744a2ff67c9b06200e20401c7c88186e33552a46331 \
+    --hash=sha256:eda632a7981f69730d6281f451db9c1c370993a2c0d7ddb43e2a809a2862b83a \
+    --hash=sha256:f29633129f9fa7e88a3f0fca835de2d030bfc9643f7799e1a0c46cee24d38fc7 \
+    --hash=sha256:f55fa87b6c612ecd6b058f167c53231b1d14e412efe361d3d6e38b3631c73218 \
+    --hash=sha256:fdaf5ea890a6183d0565f51a61799d67081bd5b1cf03c5f4b3fd3732108625c9
     # via
     #   salib
     #   temoa
@@ -1410,9 +1454,9 @@ tomlkit==0.15.1 \
     --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
     --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via temoa
-typer==0.27.1 \
-    --hash=sha256:53150287edd11baeb4e4722c8e394fcdf8181c0ae89485cba8d25c778d5edd56 \
-    --hash=sha256:a79bef8469a79c45498e7b814ecf8d603cc7644e9acbd9e19cac0334240b18df
+typer==0.27.2 \
+    --hash=sha256:269b7eb9d3c202ca84b4bc9618cb04ebb43d3d4d1e567e4c768607232c05f945 \
+    --hash=sha256:b3a5fc4342d5fc8fda8fc3010b1cf117e9249aab7fae800c2eff62fd3842d97d
     # via temoa
 types-deprecated==1.3.1.20260728 \
     --hash=sha256:cab836fdcf6b57d3e277e62d9d76d8a4c556a2639fd0e90cb555fa0e8300d164 \
@@ -1437,68 +1481,79 @@ urllib3==2.7.0 \
     --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
     --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-virtualenv==21.7.4 \
-    --hash=sha256:376ec93cd6aab3044fa395d7db226db38043b7b5748948044b2a87168525e843 \
-    --hash=sha256:c9d960c95fa458171e58222a5ccab7465298e4b6559977865e627c4719f1e825
+virtualenv==21.7.7 \
+    --hash=sha256:67a6a68fef3ad8ca16b8b89f33fd8f97996cc0bf0db31629d07ecf8dec539a2c \
+    --hash=sha256:6874376f99ba6b8d4e3ee8bde67f9285412400c7d5b29ba41ee6daa5e0221bdc
     # via pre-commit
-wrapt==2.3.0 \
-    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
-    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
-    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
-    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
-    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
-    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
-    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
-    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
-    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
-    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
-    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
-    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
-    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
-    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
-    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
-    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
-    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
-    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
-    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
-    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
-    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
-    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
-    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
-    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
-    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
-    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
-    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
-    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
-    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
-    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
-    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
-    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
-    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
-    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
-    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
-    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
-    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
-    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
-    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
-    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
-    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
-    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
-    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
-    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
-    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
-    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
-    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
-    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
-    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
-    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
-    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
-    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
-    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
-    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
-    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
-    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
-    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
+wrapt==2.4.0 \
+    --hash=sha256:0191d717dfbb8e519e7bfd4775e5b9bd57e359b3a09ab5db1ea47f6025b4d845 \
+    --hash=sha256:0536f5d85ff6a157ebe7e0fe08c5479943742cf1ce59569075a66159efcbc495 \
+    --hash=sha256:08d8378c4514ac8dcc0ace76044cf87a873e6a52b5e6109834c8fb9037f4441b \
+    --hash=sha256:09064c7be688c38c3ff125ce86bc26b69b5d78dd56062c3ddd9c814b2a25f1e1 \
+    --hash=sha256:0972cd025f4c86fa2d8abd953d9f875779935343af58b4ce019ff89573fc65bd \
+    --hash=sha256:0eca69c9e93518240abe8801fb9b2726116a6e48172e4564c2651a2e14521747 \
+    --hash=sha256:1656de3835f760781c9b974bce07d8c04edb9c9ad7ad67264aee69cd68a1db09 \
+    --hash=sha256:18aabd9301d06026f5900538051773d6f87f65ae02cdc60de482df978513dc0a \
+    --hash=sha256:28f5de1526831b8f173889a436e289fe181ede8c66c9feb669d1aca8fd602eaf \
+    --hash=sha256:2a9f1a2f75bb95257cc5744e255e10a5a86e923f328b40ad3dbf9d8d03430013 \
+    --hash=sha256:328eb2d978ca3a6ae25f8d8fe560bf8f4bc9778b5932e7b142664eef05b92e8f \
+    --hash=sha256:332d9bad7e9b718974bb2a576504c4956f45b4a0fcd7b3bb7827279167550464 \
+    --hash=sha256:3367a5212212c9393e0d3ca6ae029b3a8fa40c5896e4a985d43fe8a4b8322f0d \
+    --hash=sha256:36b56a4fba13b34ed8ff307557325fff215de0a58b5dbaef2c50e4d8aa39dbd1 \
+    --hash=sha256:39cd68df4dff79f5336f9c745c06259d204bcb42d504040c9c91eac9e2abb39c \
+    --hash=sha256:3a69161cae7f0dca44c89c1d14146b4a0508a0c3cad98b3f2db1f4e9016c94ba \
+    --hash=sha256:3d5e5eb76fb87e62752af751d2dcd9d1cd986b12037d2e1363d109ba716029e8 \
+    --hash=sha256:413e757dce7a43fcda8bb8441994b1127492ffac6a5803af777d44516df8c6e2 \
+    --hash=sha256:430fde1a116df3ceb5c29035de1da6609b70e680d9b8ce3ee624422f3fe0978c \
+    --hash=sha256:49bb5a572469e0e18163a8ec2aa972135a0929899ecbe627665f274506e1b5b4 \
+    --hash=sha256:4f8ddff4bbb75916be36da5169b8b9d475b59a1bd24acdb7551bb2c71be9aaac \
+    --hash=sha256:5c5c4c728cd22a36e4b8bb5df4a7d3bccaa865d27725b36eeb3b6f18fb2e1bc2 \
+    --hash=sha256:5cc2e7c7b6032e11a2b367a9baadaf0c5241feff2d8205260d87f1aa6dbdf84b \
+    --hash=sha256:5f041ed6a4d571010944bd6cfad9072db463e1851877b6d3227467a44af37456 \
+    --hash=sha256:5f3bdfc35c83b562fcaebc0f24593045e5ed9f3b633adafd35222718a0ec38fa \
+    --hash=sha256:63b94f401d7ae3a9a3027472fd3a3ff38afd2ed293b2f0b3b84a6d133a9f99a3 \
+    --hash=sha256:6436e2bda993a3eb69a1b317fc831c8ebcafb5704c390859ebd49f81218c4bbb \
+    --hash=sha256:648d1d4f94e8a0a1656675c755f40d2f0ee5fe92c449ab45326f4ecc2738cbe8 \
+    --hash=sha256:66e7512c0d324cc37bba1def2be1fc365cbb685d3aa393a8f6f4d2d00202881d \
+    --hash=sha256:694005fdc3002ade0f21641408c588028abde03c85961f3ba7727d8bead3ed6b \
+    --hash=sha256:6b3e082d43f592fcd381aee46354a11ce887a813ce5bbcedd9766fd681723c09 \
+    --hash=sha256:6b9b32d5e4f0a179cef5075cc79b79d6d3482c44c434c12969e48c6719e06d95 \
+    --hash=sha256:6d57264c9dfcf37d2bf0b0fbec68d0f6184fc5617267619ada04d03e8b0231f3 \
+    --hash=sha256:7082fc1f94b020ac275870c4af71b09cff22876fe6e9c4c0ad01ea21d217b288 \
+    --hash=sha256:72826910a1cf5a081234720fd43011304b899acfee219af49148155b4d795533 \
+    --hash=sha256:75529a2fb569a671cf162f762c1b576f569f571b55ec7f3481258ca842ba507f \
+    --hash=sha256:75944792cf6b99262d649d55710bf5901f7013fbb212c7a1d736b97a20517607 \
+    --hash=sha256:788e473d1a6786d29d577b1e2bd95e214c09cdafde84907c522c31069c9acfac \
+    --hash=sha256:7a057d376d994da6bd1bbf955ecfda699aa7353826f98847f5605e1801abdfd4 \
+    --hash=sha256:7d28f8f35a02d49f75f57fa4e755db4ba33f65841c0de64cd65b253916f5bf06 \
+    --hash=sha256:7de5b8d94417e55c02be50cc226e0ae1209bbc73813bf691dff3979c94438115 \
+    --hash=sha256:85ed3c67fd39e8d9a36c224758cb6f2f4eb277d07ea677930caa0008c18ec002 \
+    --hash=sha256:8763ad01e3725b7751a4575f38bbcc19c0aa0822fec91c5c5bd21ce3ce7e1d2b \
+    --hash=sha256:8828369b7d3e93c547cc8ad931b5a57b4e8d174035c82762fb1091e7d05ac9f5 \
+    --hash=sha256:8b464316489fb2fca0669ea0f8f07290054a0f26fc72982d3e4cf95469628ba9 \
+    --hash=sha256:9125c6dbe8b88c00dd8ef4fc1e55757e8eb4720b6b2b2cc610a45bd32bd28c57 \
+    --hash=sha256:93180c2199784dd6a1075b33f9ed636bd0966821edbece6b3d5379b1c4f0bb7d \
+    --hash=sha256:947bd4b3438167b3638bf5477cb83a068a586ffb6d331ac427f39839c2b93b3c \
+    --hash=sha256:a112a1bfdd2621e4344cb0a32dbaab80636b32dac1b055d03fbb2a67d806d1db \
+    --hash=sha256:a9ca1cdb3f7facb4990c7739ea5afbaceeb6728d066feedde03a4cfe83b29b03 \
+    --hash=sha256:b1737f46b1e4a81eb93500a7f2854319e1c7a86e8863fb050b7b4daadd5a4178 \
+    --hash=sha256:c246aaed719dcdb62eeb7b8d9306a6237777226ef3baad35919c4ae134c91ce7 \
+    --hash=sha256:c4fca1e63af6675af3df7cdfcd5a0c878b5e655c7e48611ced9dc8d62183a11d \
+    --hash=sha256:d294576fddac636589e4deccfe782e8f429da10f167c1985c4d51071de3672b7 \
+    --hash=sha256:d5f45bead708e2c0014be5e98531ce7202916b098a208c7be83c6ceb0a2559fa \
+    --hash=sha256:d7dbbdbfdacb85c2d962fa52db791c77943fd777d600d74c95af2d53b32f5a94 \
+    --hash=sha256:d8e6e1e5dc684dfce7c33fc8b67a08ba2af94f3a45cfc70d5c1d6a839d2caf97 \
+    --hash=sha256:db1285071ea09a7767fac608e7b5c7b03c09833b06186875a359905fbc659d29 \
+    --hash=sha256:e084558fbd112d2e1e34b0f5c71e45a3405bdad51a17150368a959bcf6697964 \
+    --hash=sha256:e78c947e18fadfd690c9420c30a96d221feeb93fc8f1cc00509b370ac16c3114 \
+    --hash=sha256:e8df31a126a0a247c1aa379e30873839de03912dea09ca360c680f3625d815df \
+    --hash=sha256:e9e7e94472f0e3f1447caf27e1939eb384d0e87972a35a05f5c2e0968e9c01af \
+    --hash=sha256:e9f8017443595870aa31f46125553a5c55ce95a26a267b96261baee6ba566d83 \
+    --hash=sha256:ef4e2d6e399ce6eecc80179a6b9ef6544f121288f95fc132bc36c9d9503903af \
+    --hash=sha256:efd9a4be6785295e471f71efdf5682bd11d5b822b9665e6e1b4844917cf2f7ac \
+    --hash=sha256:f1e9e088094f4895f84ab043e7d59401df137d663efbf1e80c82144882960830 \
+    --hash=sha256:f43af38a642c3d6062e9740d8f5cc0feb5dbe0da516702df892147393b8cb14d \
+    --hash=sha256:f7fed45dbadf5d98a52bfff9624d3cca00affeb9543d493c9632b7a53cdd35c9
     # via deprecated
 xlsxwriter==3.2.9 \
     --hash=sha256:254b1c37a368c444eac6e2f867405cc9e461b0ed97a3233b2ac1e574efb4140c \
diff --git a/requirements.txt b/requirements.txt
index 048ce929c..4ceeb0ad6 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -174,86 +174,110 @@ joblib==1.5.3 \
     --hash=sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713 \
     --hash=sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3
     # via temoa
-kiwisolver==1.5.0 \
-    --hash=sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9 \
-    --hash=sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0 \
-    --hash=sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8 \
-    --hash=sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276 \
-    --hash=sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96 \
-    --hash=sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e \
-    --hash=sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f \
-    --hash=sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15 \
-    --hash=sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7 \
-    --hash=sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368 \
-    --hash=sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02 \
-    --hash=sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9 \
-    --hash=sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681 \
-    --hash=sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57 \
-    --hash=sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920 \
-    --hash=sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3 \
-    --hash=sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa \
-    --hash=sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23 \
-    --hash=sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859 \
-    --hash=sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d \
-    --hash=sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581 \
-    --hash=sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c \
-    --hash=sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099 \
-    --hash=sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05 \
-    --hash=sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9 \
-    --hash=sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd \
-    --hash=sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796 \
-    --hash=sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303 \
-    --hash=sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314 \
-    --hash=sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489 \
-    --hash=sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57 \
-    --hash=sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797 \
-    --hash=sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021 \
-    --hash=sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028 \
-    --hash=sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083 \
-    --hash=sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65 \
-    --hash=sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588 \
-    --hash=sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0 \
-    --hash=sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a \
-    --hash=sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1 \
-    --hash=sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac \
-    --hash=sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53 \
-    --hash=sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3 \
-    --hash=sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615 \
-    --hash=sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18 \
-    --hash=sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1 \
-    --hash=sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d \
-    --hash=sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf \
-    --hash=sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f \
-    --hash=sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4 \
-    --hash=sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9 \
-    --hash=sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e \
-    --hash=sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3 \
-    --hash=sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7 \
-    --hash=sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902 \
-    --hash=sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6 \
-    --hash=sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310 \
-    --hash=sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554 \
-    --hash=sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e \
-    --hash=sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87 \
-    --hash=sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a \
-    --hash=sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79 \
-    --hash=sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e \
-    --hash=sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1 \
-    --hash=sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd \
-    --hash=sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0 \
-    --hash=sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9 \
-    --hash=sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646 \
-    --hash=sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657 \
-    --hash=sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819 \
-    --hash=sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384 \
-    --hash=sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2 \
-    --hash=sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203 \
-    --hash=sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7 \
-    --hash=sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df \
-    --hash=sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c \
-    --hash=sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167 \
-    --hash=sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3 \
-    --hash=sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09
+kiwisolver==1.5.1 \
+    --hash=sha256:007a5553dfc4f4e8d184f588a0200e2cd4b63a59cc8796df3c39909e679dc7a0 \
+    --hash=sha256:0324cd2567259b7a095f6cf18a52b0ffc6f3de9e69528ff1bc0e7a37bd43ff1a \
+    --hash=sha256:0627b9bceb9c3cdcf12b8a18655eedfed2692b038df27423383c120d0b7dc2d6 \
+    --hash=sha256:06a6917674de9e0fe3f66f5430787f59a9f2ddb64af9b714eaec547e29ef5c19 \
+    --hash=sha256:072bdb15a3c19a5b5dbc8f8fb1f4e1884bf4f3507eeb4cc6334401274d37a5c0 \
+    --hash=sha256:0d8924877ce22e17326a99a418c3c82037da078df3c6a260b13eca677444e6e7 \
+    --hash=sha256:0ebdef3eae5336568147c39a55be6a2036ffde53faa9ca2d978989ae7c2da12c \
+    --hash=sha256:1209042a623ddfda5497e4066c7b77651dde8e1d3a9dd97599dc7e97f3b9b78c \
+    --hash=sha256:1798e83840c3f627246104c4d8a9639c60fa068adf9ce92b61791781fa8a68c1 \
+    --hash=sha256:18170a77ddfecf40ec60d0928268dc95880c881864e015a8f34094ed18b9b9ad \
+    --hash=sha256:186884a58486651e3c217b6acea0a53eaa9498fdd472057c46f2f0fb5c25aad5 \
+    --hash=sha256:18a0cfb124546a4c2e6087c5f3029c7f44b37c85b142e0ced71f73a7599ac208 \
+    --hash=sha256:1ed0f5e49d0ceff8b72190824d9e59c062fbbc02c231b853112c78474b3f5ec2 \
+    --hash=sha256:1fff05e239575b1481b6ed1a782f6fad616efbf1f0b1f44e6e85c4dfe426e483 \
+    --hash=sha256:21e46b23a2da695c364124817bc01d970effd5483147f8d66a6a7167e3f6b851 \
+    --hash=sha256:22d5e5aaad6be121f2515765e3b1c444352cb8eb4c86510801db8f2e50757316 \
+    --hash=sha256:2551cf9917af48ee7c4b29cc82320489508cf96fd26a51f6fc124de661cd44c7 \
+    --hash=sha256:255605693a483db7bd5c79f60437f7bf658f7f520d61aa42722e32257c941951 \
+    --hash=sha256:26e8268480be5061d509e29669d59103c067a26377a56491630ece11762e3858 \
+    --hash=sha256:27add358abe374ebaa3b8763ef380bc99051b5a4b18d94878366a9e4f59efef0 \
+    --hash=sha256:2ae70bc59790d2af72a3f76f24b272403e135070340281108b447cb77ea70819 \
+    --hash=sha256:34633ecf50d16187ab8e5528b7a2530f2feb4e23f300db4672538b51cfc5cd38 \
+    --hash=sha256:34ec467940442c9943016fb2d4c81d1ba84351eeca2f1a78f8bc87f1ba0d414c \
+    --hash=sha256:37f801b5d7cc0e5a548921308e059fd2b057bb42972b591cfa3049f95423c4ed \
+    --hash=sha256:38f6e0deb4d0a4615efe0c4efc5990b06ae450ab50a0b321c0b078b6d238c083 \
+    --hash=sha256:3c24cd69455e1b00ddf770c13b6e2c33e07d6dc3f2d34add0bf9277c5c6bbd46 \
+    --hash=sha256:3cc210010fd2f438a3ed430b45f1b501fd13a8618bf984dc2c5ce5b69b78752e \
+    --hash=sha256:3fa5855898f6d3d01b72ccd48a2d65cbdee301251603fefe34e2025bddba219c \
+    --hash=sha256:431dc224a1a92a5c8f582d96e505196a3b5997a7271076678da2dfde67b77e9a \
+    --hash=sha256:43844c1a7ad6d723d5b5b4c4fc7f5bd399c40e288120d16257c7c9e8765c6e85 \
+    --hash=sha256:44b8faef94f1857e77fa0238f3390ff1ac51d2ea20a487e2e452a59fd2b5f5ca \
+    --hash=sha256:470d420f98d368d6f010633a20659b544c5fdfa5329e6b70219f2ef08fd4a7ef \
+    --hash=sha256:482676e5bd48d70ac99d9fc78863469845421e01184fa83f1f9366dc49f7e974 \
+    --hash=sha256:4d4ca09bf13cff792b1884f64b98ee6c2467930d632233be25c56b442d99f10e \
+    --hash=sha256:509735237ae0d849e8a843551d423d2500d2e0a9ac1611a145658b29c0fb9f85 \
+    --hash=sha256:534f02c1abb31ed6dbd3515545285c330b2f12d00fdb1fdb71658b9ca5a13a6a \
+    --hash=sha256:5978c3340f16a35c30f8ab2fa7bcf559973c55f1a5ef6970e1f621acf3c4db13 \
+    --hash=sha256:5b973887ff782cfd6b67c9904ad8ca542e0bc5e4961503408b423b5a688b4d38 \
+    --hash=sha256:5c490db2168a508088f59140dd392556a54b8bd1048fc6383c8baff13c359673 \
+    --hash=sha256:5d142e352eb13facc7dd047489aebdff6ba78576c239f1ea04931979caaf0567 \
+    --hash=sha256:61e9a64c7635095a6bfe483e2ff055d437c59bd45f3617a228b37277f0185d62 \
+    --hash=sha256:63fb7294b768f444eb4b068965f2662f28c2fd4161e23bd60fcf3ff27b74c046 \
+    --hash=sha256:6a797a1cefc8b9c93170db580337e1fe3d011ad18b1299943231279406342048 \
+    --hash=sha256:70ed9a45c7484d2b30cdacf60d220f494a1763b9fec1ad03285c6553fa0889f2 \
+    --hash=sha256:74ad5c3dad54a4641b4c28cd15ded70899d04459c6c7aeacafea716be97cce6d \
+    --hash=sha256:74ea337e0ec3f6f342a36a4f1b5cd94dd9affddcd28ba9aae2905af932ee8c6b \
+    --hash=sha256:75d9b1cf8258462dbdc1eeda718c96ea7f079324c09067f6daabfcf37712b7fe \
+    --hash=sha256:77a4c8187a5948d7f8795adb765a3c7b553d07d86d88e43038fc32fc1fb9a3f3 \
+    --hash=sha256:7d38b0c279c3032e8c9cc013b405c6df8e1668dbf15465779aa7f15f61201812 \
+    --hash=sha256:7e9c01d3dd7ceba4d1d436cc021d40d592466e40b9bc7f5d83dc4e98a5c9cd8c \
+    --hash=sha256:7fd82debf43c6acd0a94359d232f6bb516ee13f269a7993736a9ac9f988bb5d9 \
+    --hash=sha256:824c3d763a05ea9e9003610145186b0e9848c7584a5575c79bac5a8e7cd80bad \
+    --hash=sha256:828f75af2b0080c8a972e75f649ab46af008e92c6104a57a759157200b835b75 \
+    --hash=sha256:83f78128fa28705fa85d01c59771c72fe81c11bd0e6155edbb9f818983a7d761 \
+    --hash=sha256:876bbfd276473d3daffe30e8c975df4ed9429967b41a6cb362dbb5155b6f13ad \
+    --hash=sha256:886fc26012f0e8b5f69d1cfe6d711f6b11f194621539bf8e6bb1c25c5dc82724 \
+    --hash=sha256:8a34616dc2521cc8dc1d7d081734da63539f021ac0450ce950908340c6e7aa2f \
+    --hash=sha256:8a708a47ade1fe19e8371d5da076bac0dd4b0a5a7985ad6c637f7f7e361b6baa \
+    --hash=sha256:8bf4df63592c2a66b4f8edc5df2544998c288aa02f96ce0acd880cd1de8c8127 \
+    --hash=sha256:8f8fddb8e323bd6eee4e54e69a39243beab22689070f4c66b472c4cc88bb89d8 \
+    --hash=sha256:8fca690b00c4c48f6c2a547b0160ed511357093a4e4c9b47e0fadf3128066d89 \
+    --hash=sha256:9506e892bcc3b409831d363c6f53e5985e1c8d1f6f6b0256d00358684ff85378 \
+    --hash=sha256:958254518717542d02d0688d0d20cbf771da5e415e6f49543f92481c850a4540 \
+    --hash=sha256:98b208a7cc42c803445ef551d6753cc42a5ea13e9cab1ee66cd8b9cb70195330 \
+    --hash=sha256:9b3092d8992a1d69b7a59c3e39f35e1b9be327a17f68a7c35fc17329e337d6f2 \
+    --hash=sha256:9e51c119992ea8820706871c30a4642ec76de20ae82f9b50b9a45517d8e9f810 \
+    --hash=sha256:a5a00665d1a0e26763a7338d7e911d4598fbc1d50dd0d6b7919b7dc6c5d6569f \
+    --hash=sha256:a5ca5aebae78a0bc13c1943af4af615d4966c5b650b05d5aa83b50e427196fee \
+    --hash=sha256:a7b85b2cc6ea45e5f7e8c9a30bc9fabd47cda09106cbb4b967335c3e6c43b69d \
+    --hash=sha256:a83ee7107df13abe42a54a6654670eef9bb39425cf2e27f65e0007465e1286ab \
+    --hash=sha256:ab620eb663952455271ac37f9aaad86b73c969c02f11f53cea405b38e96a4300 \
+    --hash=sha256:ad8b9671348d7c8716715652ae11f85ed0eb99e265a2df2ca490577d69860b2c \
+    --hash=sha256:aefe930d113798330e9462f7874542977869c0613cba3262e2de3a8d5dee8f3a \
+    --hash=sha256:b03af77d77e50edba2030fd5f7c352ff209314b09030a3cba7c14edf9a09a444 \
+    --hash=sha256:b390aec180a7c054919c04898835e1c77bced23ea8383eb2c570213bf25d1a86 \
+    --hash=sha256:b5664603a253efd3a75716d793d1d3a6a82723b61dc6db767b2460bbbeec4c0f \
+    --hash=sha256:b6ae6a0328f0bc035741820fdeecdcd67bf4694eee03972e843663107122f450 \
+    --hash=sha256:bb7c99f0673c03017a3ee01e54a5c2617a05468b11eabe513b0080e063ed95b1 \
+    --hash=sha256:bebb89489b279b2f5661bbbb2abcc87bcd4a46607bb4a5c966f04f1db6b8df9a \
+    --hash=sha256:bfd1de989b3330420e29de39352f5c049905c9e3ee67233a50d550e3d652c148 \
+    --hash=sha256:c2306e8bb53601979fcb3fa09cc65e031876d9ae01eff2fcbcd7a84ef94d5bc1 \
+    --hash=sha256:c6834b92dd2428e2dd85ef3d85f723d3c12f20aaf43a2ddd4f944ca25d833408 \
+    --hash=sha256:c90d3022d8a94778939cda8638c6c8da8fa757b8958dad7ec868ce29c87681b8 \
+    --hash=sha256:ca307d6c259e5c98d3cb9ade55342b47a6839762caf2536f3d7b46ee660cc82e \
+    --hash=sha256:ca7f6fe0f37ca978a1e5eb7a3a68e6413f417e78e838324947ffd420202b198b \
+    --hash=sha256:cb6fae641357ed2f6e533c0d3c6504a4a5703621a50c89459e46051d56b61140 \
+    --hash=sha256:cea20da04494e662b83c872683bf4ff2345206043d036315ed0e924b652e7294 \
+    --hash=sha256:cea90547bfd93807e0013a004dc76552be44fad3bc1cc2b38610a9e889ed098f \
+    --hash=sha256:d09037ca068d784ebc4aec290ef952ca27ac15dd9c0b5801a88c6e1096b83e6b \
+    --hash=sha256:d27c2123977cb9269c30a49ba45f03a4323017ef693e19db4ec9dbe1299a3002 \
+    --hash=sha256:d66a64dd5dec136040ec2ae94aa026a912ee60fdd45bc28d3db30037fd809e88 \
+    --hash=sha256:d79308fa689fac89cbcfbd4dbfc80b5f95c54c5a7fd4d194be221f9d33d026e6 \
+    --hash=sha256:da3275833be0edbaf4830fae08bae3dc7219f40ce0c37eaa6c25825957e06612 \
+    --hash=sha256:dc23390afe9f4ef9ac3bcc72a03a56eebbde03f4c571a32cb38f859cff9a6524 \
+    --hash=sha256:e68e151428b5384f766cd25739bf77c7e4a3dc93b5ded7a12118d9fbfdf78ab6 \
+    --hash=sha256:e8e4d953faaded9ec7ede36824e9814082d22d4c7b1eafbfa079ecba8cd0d076 \
+    --hash=sha256:ee9df1f0d77b9c6e94f4ac0fec533fbddd5ea3a327807f18d7b069ae019ded80 \
+    --hash=sha256:f1303ef2eec81262a4b708c3e858afe58d7c75ad91c1c05266eda7673369859a \
+    --hash=sha256:f4167e87b397f273dc2356fcf1eaf50a6bac51e6105f45103ef7129c8efb0255 \
+    --hash=sha256:f76fc85bd054c806960f917ec0f329e24e436f1712267d90588e4c39890caa63 \
+    --hash=sha256:f942903fde7363d1d879057ec5de01310efda2597161784d752fa9953a01a71a \
+    --hash=sha256:f9b1c4900736e489a812c529100de4b8fb617d4db075e931e213c57424b83d9b \
+    --hash=sha256:fc271a6f0a2126958f4090e5507b9da5848927dae331f8f763bd4aa642b3d2cd
     # via matplotlib
 markdown-it-py==4.2.0 \
     --hash=sha256:04a21681d6fbb623de53f6f364d352309d4094dd4194040a10fd51833e418d49 \
@@ -517,9 +541,9 @@ pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
     --hash=sha256:f8f5df6cf65314d74da1ade1bf96f8e3e4d0c41b51577ac53c49e7d44ca5acee
     # via temoa
-platformdirs==4.11.3 \
-    --hash=sha256:5ed065d443751de711da036041a7a214122efc4a4de393b3f4137ba5576540e7 \
-    --hash=sha256:66a73d38a849810252df809a3d8bcbda8e26f6c189920e7535ad608a48dbb5ab
+platformdirs==4.11.5 \
+    --hash=sha256:89f8d42695853b89c7170bd49bc3dc593f98a71e695ede88e06a3b247bc4563b \
+    --hash=sha256:e8b31f4f8bcbbedef91a6b57a706255e4f148d2a4e01648382a0a47342539173
     # via pint
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
@@ -529,9 +553,9 @@ ply==3.11 \
     --hash=sha256:00c7c1aaa88358b9c765b6d3000c6eec0ba42abca5351b095321aef446081da3 \
     --hash=sha256:096f9b8350b65ebd2fd1346b12452efe5b9607f7482813ffca50c22722a807ce
     # via pyomo
-pygments==2.20.0 \
-    --hash=sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f \
-    --hash=sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176
+pygments==2.21.0 \
+    --hash=sha256:2363c69b61c4a97c838da3b130dcd6468f4848992b21a82f2a63ec34377137d9 \
+    --hash=sha256:610ca751c9bc2492b38eb9a38a7fbc93edbbb2d7182edaf34e66ae493dee5c8c
     # via
     #   pytest
     #   rich
@@ -581,48 +605,68 @@ salib==1.5.2 \
     --hash=sha256:6f4b6bebc1eeed1d081c8f951fa8c2ad7b0cd8a7159d206af48ef137cc806c43 \
     --hash=sha256:a8eeedc4e87cf070f7ef450b76cdecd120d1e5c602a9c35855ec7777591f949f
     # via temoa
-scipy==1.18.0 \
-    --hash=sha256:09143f676d157d9f546d663504ef9c1becb819824f1afc018814176411942446 \
-    --hash=sha256:0d13bca67c096d89fb95ced0d8921807300fce0275643aef9533cc63a0773468 \
-    --hash=sha256:18e9575f1569b2c54174e6159d32942e03731177f63dce7975f0a0c88d102f5b \
-    --hash=sha256:1a4441f15d620578772a49e5ab48c0ee1f7a0220e387110283062729136b2553 \
-    --hash=sha256:1ad44305cfa24b1ba5803cbbebf033590ccbac1aa5d612d727b785325ab408b0 \
-    --hash=sha256:1afac4a847207c7ff8efd321734a50b06d0280b3b2a2c0fc2f413101747ad7c7 \
-    --hash=sha256:1f55797419e16e7f30cf88ffb3113ce0467f00cfe3f70d5c281730b21769bfc2 \
-    --hash=sha256:265915e79107de9f946b855e50d7470d5893ec3f54b342e1aa6201cbdcd8bb6b \
-    --hash=sha256:2d8bbdc6c817f5b4006a54d799d4f5bab6f910193cbb9a1ff310833d4d270f61 \
-    --hash=sha256:2ef3abc54a4ffc53765374b0d5728532dfdd2585ed23f6b11c206a1f0b1b9af8 \
-    --hash=sha256:368e0a705903c466aa5f08eefb39e6b1b6b2d659e7352a31fd9e2438365be0f8 \
-    --hash=sha256:3f1ac564d3bf6c03d861d2cd87a1bea0da2887136f7fb1bf519c05a8971452d6 \
-    --hash=sha256:40395a5fcd1abee49a5c7aaa98c29db393eedc835138560a588c47ec16156690 \
-    --hash=sha256:4a55985d54c769c872e64b7f4c8a81cc30ef700cc04296abbbf3705439c126de \
-    --hash=sha256:4c256ee70c0d1a8a2ace807e199ccd4e3f57037433842abb3fb36bc17eaa9578 \
-    --hash=sha256:52a96e21517c7292375c0e27dd796a811f03fcea5fd4d108fdfea8145dcf17ab \
-    --hash=sha256:56abf29a7c067dde59be8b9a22d606a4ea1b2f2a4b756d9d903c62818f5dacce \
-    --hash=sha256:5aba46108853ddfc77906b6557aac839d2b52e900c1d72a1180adaaab58d265f \
-    --hash=sha256:5efe260f69417b97ddae455bfb5a95e8359f7f66ad7fa9522a60feb66f169520 \
-    --hash=sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378 \
-    --hash=sha256:68363b7eaacd8b5dd426df56d782cc156468ac79a127a1b87ca597d6e2e82197 \
-    --hash=sha256:6aa94e78ec192a30063a5e72e561c28af769dc311190b24fe91774eff1969709 \
-    --hash=sha256:71ccc8faa2dd16ac310233203474a8b5cb67f10dedd54a3116d34943f4b19132 \
-    --hash=sha256:7a7f3b01647384dbc3a711e8c6778e0aabbe93959249fef5c7393396bcac0867 \
-    --hash=sha256:7bd21faaf5a1a3b2eff922d02db5f191b99a6518db9078a8fb23169f6d22259a \
-    --hash=sha256:7c7a51b33ce387193c97f228320cf8e87361daa1bba750638677729598b3e677 \
-    --hash=sha256:84031d7b052a54fae2f8632e0ec802073d385476eb9a63079bce6e23ef9283d4 \
-    --hash=sha256:8ca01e8ae69f1b18e9a58d91afead31be3cef0dd905a10249dac559ee15460a0 \
-    --hash=sha256:945c1761b93f38d7f99ae81ae80c63e621471608c7eeead563f6df025585cd58 \
-    --hash=sha256:97b6cddaaee0a779ef6b5ca83c9604b27cc16b2b8fc22c142652df8793319fb8 \
-    --hash=sha256:9aac6192fac56bf2ca534389d24623f07b39ff83317d58287285e7fbd622ff76 \
-    --hash=sha256:9ab7b758be6940954a713ee466e2043e9f6e2ed965c1fce5c91039f4be3d90a9 \
-    --hash=sha256:a46f9273dbd0eb1cefba61c9b8648b4dfe3cbc14a080176f9a73e44b8336dc7f \
-    --hash=sha256:ad033410e2e0672ffdc1042110cef20e1c46f8fd0616cee1d44d8d58fad8fc11 \
-    --hash=sha256:b6f758e35f12757b5d95c00bc6de2438e229c2664b7a92e96f205959d9f2dfa4 \
-    --hash=sha256:c5557d8be5da8e41353fcd4d21491fdbab83b062fc579e94dc09a7c8ab4f669b \
-    --hash=sha256:c5dbddf60e58c2312316d097271a8e73d40eaf2eabfa4d95ed7d3695bbf2ce7b \
-    --hash=sha256:d88363fd9d8fbd3511bd273f1a49efb2a540773ddf92a91d57498ce7dd7f3e76 \
-    --hash=sha256:e40baea28ae7f5475c779741e2d90b1247c78531207b49c7030e698ff81cee3f \
-    --hash=sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d \
-    --hash=sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707
+scipy==1.18.1 \
+    --hash=sha256:011413b7426b75012840e35649e00fe0a2c3bae89fed433876e3a99251572efc \
+    --hash=sha256:0ac49ea97594532dd44b7136094d35f5440fa06e6d9c6384a74c01764df388c5 \
+    --hash=sha256:0e82073ecc7acc6436fac4b31674109c7e1d3e596789767eda01258a8c9e8123 \
+    --hash=sha256:0fcb3c93519f27bb4f0c4b0f7802cdcaca7fcf93267b75edda2e9f4e8a55cbd7 \
+    --hash=sha256:10ac20c69d880f77f375db44c22e3e6a644f9fefa291d4cd2fb9790a89fc99fd \
+    --hash=sha256:11c423f1049c5755ad4409af52a9ada1cff96fe9b50795d4af3619f292901239 \
+    --hash=sha256:179ce34a8d0fe273d8883ba59e17e052247d08973dfcb743ca52bb1cce2d60b0 \
+    --hash=sha256:1bca3b943fc2567ea49cd02c99abde49da4d5178ec46f624bd8255cda8755beb \
+    --hash=sha256:1d73131e358976663dd969e1fb4ed1404b815cd977eaaedc3b3a133ba2d81c35 \
+    --hash=sha256:2a0b02f9fc46f8520330c23d45e6560db7e3a0d927232139427637f98943e11d \
+    --hash=sha256:2d3ab0e8c69a17dd3559eab8cbb88f258e285c94d572c2719033f90f83290c89 \
+    --hash=sha256:30f464bee641fa8e282577c7dce027308403213c6ca8270bba73285c91024bc5 \
+    --hash=sha256:33a834464fdabc0f26a45508df31b3cc5d028e04dbf6c5ed398541418e0a12fe \
+    --hash=sha256:3ab3523da44749156e1f68b464dc56af11ae4cbc5c739a49d05f32b982eca9f3 \
+    --hash=sha256:3c085faa2cfa879c5141df483f836f4d691045a078224a670fa570fa01612d89 \
+    --hash=sha256:457fd7a2a8edeb044ab6ffbc0aa03ff6cd18491356e5e0c834d76ce621b916d1 \
+    --hash=sha256:49023963c193dacee096301452f223ee24d86ec5807f8df93c0f7221d119e305 \
+    --hash=sha256:52c4b7422442aba924d03ad4019852b08a92e64ea187b933135687bfe2747307 \
+    --hash=sha256:559ed65f60c1af5a03f3912605a1b5114f522c7c32fb23c3376ae8f03219fe28 \
+    --hash=sha256:5632e3ae3d09197c446310cd5187de63e28448ce22f0f67b2b93d97503c0c230 \
+    --hash=sha256:5e4d44984abc0020154ea81b247adeddcc3ac5527b975ff798bd1ba0adc513c2 \
+    --hash=sha256:75b00eb8fb802090aa903f4ea1c7f5a584779f967361e68b7e98e531cc2d7174 \
+    --hash=sha256:78a0d7c918e74a232394117160e7e3db503377572a45bcef8826e4ab8a35feba \
+    --hash=sha256:78c0665edead396b1abb4897c41a5c1d9bf090c8a637a4c20a61678e0a264e66 \
+    --hash=sha256:7bbf207c4453ce1ad2e00b17313852b33310b83090c2311bdaf97f93c0380d12 \
+    --hash=sha256:7f4b8bc363b6d65ee2152bec57568e3c52639bb34c46057b09857a307ed5e21d \
+    --hash=sha256:82f201b4c878551d48558337aab270d3c6cca5507b8737c8d8a608d234cccde0 \
+    --hash=sha256:83de5453a7799afc9048b4616bd085cef126e36412f0ea2f6370c36a2a3a51e7 \
+    --hash=sha256:88f0e784020649f88ea48c9f5ddfa403bf9205820667c0914740b392035afb82 \
+    --hash=sha256:8bcf3c1ba5d6456e2effd30fcbd3459b044d683fcdac79a2e6830f0bdf7de487 \
+    --hash=sha256:911de823097db8b63f034299d12662db93344e6ffa0b881cbb57748974b70168 \
+    --hash=sha256:92c14f5bdbfb6216315ce33e78080474082de8b3830122ba97809bfbe65f75c0 \
+    --hash=sha256:95298364e251be3e60249facbeeca03631d3bb7584f85879516ec55ac717b81f \
+    --hash=sha256:9554bcc6d715ee87a633a3cc8e7703c6628b100dd29cb8a2efc4c0533c7ff729 \
+    --hash=sha256:9f2897bf7737392ad0d5213ea7b6add72a4edf5679b3153106aeb88b6507b3b9 \
+    --hash=sha256:a1d33a7836f7ddc1993427966a0823468ec41bcbdb1a9f9942d1d7e57f803ba3 \
+    --hash=sha256:ac0333bdf38309aa3dcbe7e3fa7ea29e7a2c37c6ea306a757b700ded8e4596ad \
+    --hash=sha256:bff0b729edd992766136b34e39cc76bc2fad905aa58897ee72a9cd000a6d8443 \
+    --hash=sha256:c24acac1e18912761c4700239bbc1fd32f615af690f1584d49b35859be51324d \
+    --hash=sha256:c35d74ce0e193ff740c2f2be2ac913ddc232fe6c1ff40b26cfecb9c670c63314 \
+    --hash=sha256:c825cef2f49e46753726a7181a8e199804a912b29519ada542c6ebc654951899 \
+    --hash=sha256:c9d18a33309122074ea483dd92dd444189166b8b2ec429fe9ed5ac73c7a0aa23 \
+    --hash=sha256:cbf38d043c1aa4ab306e1ada6ab6eddacc3322a20b7af1b30bc93254b366fe09 \
+    --hash=sha256:cd479fc04dd9401e3b4f49e76518768ef99c4f517a98c284eb091fd725719adf \
+    --hash=sha256:ceb30a00ce7c92d459819443d29ca486d882b83fb6738bdcbb2a1cce94ac5daa \
+    --hash=sha256:cfbf154f2ba187f2ed6cce2639efff7d105f1140573642c0161615b6d91d6a87 \
+    --hash=sha256:d2924a03db38dc2e848bca2fe9f077dafb891480b91a00a0963a8cf86dfc31c1 \
+    --hash=sha256:d416b16cccfd70fbf62400e84d0bb2f4e6af519a45557f1692c749b37f14b315 \
+    --hash=sha256:d65d448389b8436493abcf629cc94ad0cf32aecaf06e1acca1de53cc795f2f12 \
+    --hash=sha256:d84a09d0dad90ba6525d8ac1c2334b33e64bf3ccfe9e841f02feb867a22681e4 \
+    --hash=sha256:ddef79fb382df40104a19bb7151b3b23e57c1778fcf857c71ceecd9bd264513f \
+    --hash=sha256:e3b417bf8c2c7c16e8f58ad91db17783ec911ac16e7b50eb6eab6e809b4f5b07 \
+    --hash=sha256:e402cf31eb68f453dbb2d36fc6d722b33f24a55d68b2ae1d92fa6305ca71c298 \
+    --hash=sha256:e6fb6a55cc0ba97b59a1f288fb86dc6fce8bdfc0fffcbfd015e3a954bf2a2d93 \
+    --hash=sha256:e708533e8b2ae2497d65346538a7dcc92814410b25b81432eac66de0f2af8265 \
+    --hash=sha256:ea324d9dd34c38bfb9bec8ca4d1b407db97dbb74029f566b8e322b1b6fe56fe6 \
+    --hash=sha256:eb0dfcf4e28a99c12c999744a2ff67c9b06200e20401c7c88186e33552a46331 \
+    --hash=sha256:eda632a7981f69730d6281f451db9c1c370993a2c0d7ddb43e2a809a2862b83a \
+    --hash=sha256:f29633129f9fa7e88a3f0fca835de2d030bfc9643f7799e1a0c46cee24d38fc7 \
+    --hash=sha256:f55fa87b6c612ecd6b058f167c53231b1d14e412efe361d3d6e38b3631c73218 \
+    --hash=sha256:fdaf5ea890a6183d0565f51a61799d67081bd5b1cf03c5f4b3fd3732108625c9
     # via
     #   salib
     #   temoa
@@ -654,9 +698,9 @@ tomlkit==0.15.1 \
     --hash=sha256:177a05aece5a8ca5266fd3c448abb47b8d352f09d477d3ca8332db4d89b24304 \
     --hash=sha256:e25bbf38843005246210a12982776f27f99cb9be67160e14434d0c0d21ee1e97
     # via temoa
-typer==0.27.1 \
-    --hash=sha256:53150287edd11baeb4e4722c8e394fcdf8181c0ae89485cba8d25c778d5edd56 \
-    --hash=sha256:a79bef8469a79c45498e7b814ecf8d603cc7644e9acbd9e19cac0334240b18df
+typer==0.27.2 \
+    --hash=sha256:269b7eb9d3c202ca84b4bc9618cb04ebb43d3d4d1e567e4c768607232c05f945 \
+    --hash=sha256:b3a5fc4342d5fc8fda8fc3010b1cf117e9249aab7fae800c2eff62fd3842d97d
     # via temoa
 typing-extensions==4.16.0 \
     --hash=sha256:481caa481374e813c1b176ada14e97f1f67a4539ce9cfeb3f350d78d6370c2e8 \
@@ -669,64 +713,75 @@ tzdata==2026.3 ; sys_platform == 'emscripten' or sys_platform == 'win32' \
     --hash=sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415 \
     --hash=sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
     # via pandas
-wrapt==2.3.0 \
-    --hash=sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525 \
-    --hash=sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f \
-    --hash=sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f \
-    --hash=sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945 \
-    --hash=sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3 \
-    --hash=sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3 \
-    --hash=sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab \
-    --hash=sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609 \
-    --hash=sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07 \
-    --hash=sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae \
-    --hash=sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b \
-    --hash=sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5 \
-    --hash=sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a \
-    --hash=sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb \
-    --hash=sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295 \
-    --hash=sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d \
-    --hash=sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02 \
-    --hash=sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5 \
-    --hash=sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23 \
-    --hash=sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c \
-    --hash=sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f \
-    --hash=sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0 \
-    --hash=sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8 \
-    --hash=sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687 \
-    --hash=sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109 \
-    --hash=sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501 \
-    --hash=sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614 \
-    --hash=sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab \
-    --hash=sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107 \
-    --hash=sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d \
-    --hash=sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df \
-    --hash=sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3 \
-    --hash=sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3 \
-    --hash=sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2 \
-    --hash=sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5 \
-    --hash=sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd \
-    --hash=sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360 \
-    --hash=sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579 \
-    --hash=sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84 \
-    --hash=sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838 \
-    --hash=sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51 \
-    --hash=sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98 \
-    --hash=sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7 \
-    --hash=sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d \
-    --hash=sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f \
-    --hash=sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8 \
-    --hash=sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4 \
-    --hash=sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6 \
-    --hash=sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2 \
-    --hash=sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41 \
-    --hash=sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8 \
-    --hash=sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60 \
-    --hash=sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc \
-    --hash=sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570 \
-    --hash=sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1 \
-    --hash=sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944 \
-    --hash=sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1
+wrapt==2.4.0 \
+    --hash=sha256:0191d717dfbb8e519e7bfd4775e5b9bd57e359b3a09ab5db1ea47f6025b4d845 \
+    --hash=sha256:0536f5d85ff6a157ebe7e0fe08c5479943742cf1ce59569075a66159efcbc495 \
+    --hash=sha256:08d8378c4514ac8dcc0ace76044cf87a873e6a52b5e6109834c8fb9037f4441b \
+    --hash=sha256:09064c7be688c38c3ff125ce86bc26b69b5d78dd56062c3ddd9c814b2a25f1e1 \
+    --hash=sha256:0972cd025f4c86fa2d8abd953d9f875779935343af58b4ce019ff89573fc65bd \
+    --hash=sha256:0eca69c9e93518240abe8801fb9b2726116a6e48172e4564c2651a2e14521747 \
+    --hash=sha256:1656de3835f760781c9b974bce07d8c04edb9c9ad7ad67264aee69cd68a1db09 \
+    --hash=sha256:18aabd9301d06026f5900538051773d6f87f65ae02cdc60de482df978513dc0a \
+    --hash=sha256:28f5de1526831b8f173889a436e289fe181ede8c66c9feb669d1aca8fd602eaf \
+    --hash=sha256:2a9f1a2f75bb95257cc5744e255e10a5a86e923f328b40ad3dbf9d8d03430013 \
+    --hash=sha256:328eb2d978ca3a6ae25f8d8fe560bf8f4bc9778b5932e7b142664eef05b92e8f \
+    --hash=sha256:332d9bad7e9b718974bb2a576504c4956f45b4a0fcd7b3bb7827279167550464 \
+    --hash=sha256:3367a5212212c9393e0d3ca6ae029b3a8fa40c5896e4a985d43fe8a4b8322f0d \
+    --hash=sha256:36b56a4fba13b34ed8ff307557325fff215de0a58b5dbaef2c50e4d8aa39dbd1 \
+    --hash=sha256:39cd68df4dff79f5336f9c745c06259d204bcb42d504040c9c91eac9e2abb39c \
+    --hash=sha256:3a69161cae7f0dca44c89c1d14146b4a0508a0c3cad98b3f2db1f4e9016c94ba \
+    --hash=sha256:3d5e5eb76fb87e62752af751d2dcd9d1cd986b12037d2e1363d109ba716029e8 \
+    --hash=sha256:413e757dce7a43fcda8bb8441994b1127492ffac6a5803af777d44516df8c6e2 \
+    --hash=sha256:430fde1a116df3ceb5c29035de1da6609b70e680d9b8ce3ee624422f3fe0978c \
+    --hash=sha256:49bb5a572469e0e18163a8ec2aa972135a0929899ecbe627665f274506e1b5b4 \
+    --hash=sha256:4f8ddff4bbb75916be36da5169b8b9d475b59a1bd24acdb7551bb2c71be9aaac \
+    --hash=sha256:5c5c4c728cd22a36e4b8bb5df4a7d3bccaa865d27725b36eeb3b6f18fb2e1bc2 \
+    --hash=sha256:5cc2e7c7b6032e11a2b367a9baadaf0c5241feff2d8205260d87f1aa6dbdf84b \
+    --hash=sha256:5f041ed6a4d571010944bd6cfad9072db463e1851877b6d3227467a44af37456 \
+    --hash=sha256:5f3bdfc35c83b562fcaebc0f24593045e5ed9f3b633adafd35222718a0ec38fa \
+    --hash=sha256:63b94f401d7ae3a9a3027472fd3a3ff38afd2ed293b2f0b3b84a6d133a9f99a3 \
+    --hash=sha256:6436e2bda993a3eb69a1b317fc831c8ebcafb5704c390859ebd49f81218c4bbb \
+    --hash=sha256:648d1d4f94e8a0a1656675c755f40d2f0ee5fe92c449ab45326f4ecc2738cbe8 \
+    --hash=sha256:66e7512c0d324cc37bba1def2be1fc365cbb685d3aa393a8f6f4d2d00202881d \
+    --hash=sha256:694005fdc3002ade0f21641408c588028abde03c85961f3ba7727d8bead3ed6b \
+    --hash=sha256:6b3e082d43f592fcd381aee46354a11ce887a813ce5bbcedd9766fd681723c09 \
+    --hash=sha256:6b9b32d5e4f0a179cef5075cc79b79d6d3482c44c434c12969e48c6719e06d95 \
+    --hash=sha256:6d57264c9dfcf37d2bf0b0fbec68d0f6184fc5617267619ada04d03e8b0231f3 \
+    --hash=sha256:7082fc1f94b020ac275870c4af71b09cff22876fe6e9c4c0ad01ea21d217b288 \
+    --hash=sha256:72826910a1cf5a081234720fd43011304b899acfee219af49148155b4d795533 \
+    --hash=sha256:75529a2fb569a671cf162f762c1b576f569f571b55ec7f3481258ca842ba507f \
+    --hash=sha256:75944792cf6b99262d649d55710bf5901f7013fbb212c7a1d736b97a20517607 \
+    --hash=sha256:788e473d1a6786d29d577b1e2bd95e214c09cdafde84907c522c31069c9acfac \
+    --hash=sha256:7a057d376d994da6bd1bbf955ecfda699aa7353826f98847f5605e1801abdfd4 \
+    --hash=sha256:7d28f8f35a02d49f75f57fa4e755db4ba33f65841c0de64cd65b253916f5bf06 \
+    --hash=sha256:7de5b8d94417e55c02be50cc226e0ae1209bbc73813bf691dff3979c94438115 \
+    --hash=sha256:85ed3c67fd39e8d9a36c224758cb6f2f4eb277d07ea677930caa0008c18ec002 \
+    --hash=sha256:8763ad01e3725b7751a4575f38bbcc19c0aa0822fec91c5c5bd21ce3ce7e1d2b \
+    --hash=sha256:8828369b7d3e93c547cc8ad931b5a57b4e8d174035c82762fb1091e7d05ac9f5 \
+    --hash=sha256:8b464316489fb2fca0669ea0f8f07290054a0f26fc72982d3e4cf95469628ba9 \
+    --hash=sha256:9125c6dbe8b88c00dd8ef4fc1e55757e8eb4720b6b2b2cc610a45bd32bd28c57 \
+    --hash=sha256:93180c2199784dd6a1075b33f9ed636bd0966821edbece6b3d5379b1c4f0bb7d \
+    --hash=sha256:947bd4b3438167b3638bf5477cb83a068a586ffb6d331ac427f39839c2b93b3c \
+    --hash=sha256:a112a1bfdd2621e4344cb0a32dbaab80636b32dac1b055d03fbb2a67d806d1db \
+    --hash=sha256:a9ca1cdb3f7facb4990c7739ea5afbaceeb6728d066feedde03a4cfe83b29b03 \
+    --hash=sha256:b1737f46b1e4a81eb93500a7f2854319e1c7a86e8863fb050b7b4daadd5a4178 \
+    --hash=sha256:c246aaed719dcdb62eeb7b8d9306a6237777226ef3baad35919c4ae134c91ce7 \
+    --hash=sha256:c4fca1e63af6675af3df7cdfcd5a0c878b5e655c7e48611ced9dc8d62183a11d \
+    --hash=sha256:d294576fddac636589e4deccfe782e8f429da10f167c1985c4d51071de3672b7 \
+    --hash=sha256:d5f45bead708e2c0014be5e98531ce7202916b098a208c7be83c6ceb0a2559fa \
+    --hash=sha256:d7dbbdbfdacb85c2d962fa52db791c77943fd777d600d74c95af2d53b32f5a94 \
+    --hash=sha256:d8e6e1e5dc684dfce7c33fc8b67a08ba2af94f3a45cfc70d5c1d6a839d2caf97 \
+    --hash=sha256:db1285071ea09a7767fac608e7b5c7b03c09833b06186875a359905fbc659d29 \
+    --hash=sha256:e084558fbd112d2e1e34b0f5c71e45a3405bdad51a17150368a959bcf6697964 \
+    --hash=sha256:e78c947e18fadfd690c9420c30a96d221feeb93fc8f1cc00509b370ac16c3114 \
+    --hash=sha256:e8df31a126a0a247c1aa379e30873839de03912dea09ca360c680f3625d815df \
+    --hash=sha256:e9e7e94472f0e3f1447caf27e1939eb384d0e87972a35a05f5c2e0968e9c01af \
+    --hash=sha256:e9f8017443595870aa31f46125553a5c55ce95a26a267b96261baee6ba566d83 \
+    --hash=sha256:ef4e2d6e399ce6eecc80179a6b9ef6544f121288f95fc132bc36c9d9503903af \
+    --hash=sha256:efd9a4be6785295e471f71efdf5682bd11d5b822b9665e6e1b4844917cf2f7ac \
+    --hash=sha256:f1e9e088094f4895f84ab043e7d59401df137d663efbf1e80c82144882960830 \
+    --hash=sha256:f43af38a642c3d6062e9740d8f5cc0feb5dbe0da516702df892147393b8cb14d \
+    --hash=sha256:f7fed45dbadf5d98a52bfff9624d3cca00affeb9543d493c9632b7a53cdd35c9
     # via deprecated
 xlsxwriter==3.2.9 \
     --hash=sha256:254b1c37a368c444eac6e2f867405cc9e461b0ed97a3233b2ac1e574efb4140c \
diff --git a/uv.lock b/uv.lock
index b0ed20db4..809a5ea40 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.15' and sys_platform == 'win32'",
@@ -355,101 +355,101 @@ wheels = [
 
 [[package]]
 name = "coverage"
-version = "7.15.4"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/be/c3/4f2195f512fb172aa425a8803a874b2baa9ba7f80ff7b6080998761fc701/coverage-7.15.4.tar.gz", hash = "sha256:0548198fff07ccf4faf469520bce1c2eceb1ce3e62891921138dec10907f9d00", size = 936952, upload-time = "2026-08-06T13:50:24.442Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/1d/48/bc8d4ba7b37551a767bd863f15b3f80182b271c2f55975356f5f7dbe94c2/coverage-7.15.4-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d4fedd1f7f428f9fe83b1ead5e7cc87a43427be31aadafbac3ac0636dc7abb22", size = 222543, upload-time = "2026-08-06T13:47:37.562Z" },
-    { url = "https://files.pythonhosted.org/packages/20/dd/88d6f83f1fffc974a3691a34a97951c5b12df7512a6782c5963883cbc058/coverage-7.15.4-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:37e2f0cdf58e2e1fed4e4d5a8f8786ae2f7eb80b478016876667dc4a01d60a97", size = 222905, upload-time = "2026-08-06T13:47:38.927Z" },
-    { url = "https://files.pythonhosted.org/packages/bd/5c/54ee0d4748585bb0acab9891cd8d92f2d3593165b4e59fc9de113bfb3140/coverage-7.15.4-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:fb55d0e70bb15f2e81477613627286581414693d74ac7963c93a790dd453ca9d", size = 254407, upload-time = "2026-08-06T13:47:40.488Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/3f/f0642a372f494bd0d7dad3b497083b910194a5f1c88be2c94fef707c3b59/coverage-7.15.4-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:899b9da30f3c6c336566e3707495bb23e8302d39d862f01fa78c48b99b9437e2", size = 257145, upload-time = "2026-08-06T13:47:41.931Z" },
-    { url = "https://files.pythonhosted.org/packages/71/17/8b46d0ed68251016002ec972c8fc0119961a765d0984cafb8bf317c43758/coverage-7.15.4-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d15715e8c46552827e5e4f30a35575a2dbcad14454cf3284c54483946bd16931", size = 258257, upload-time = "2026-08-06T13:47:43.527Z" },
-    { url = "https://files.pythonhosted.org/packages/30/b8/8498a0e72d0adbe15477dd07463d2b3bb2c9f6a4815e8589e50939e2c3ae/coverage-7.15.4-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:002a438859f7b430bc99afeaf01a6d187dad1d0dc907b64cdeffc632a5db8fd8", size = 260517, upload-time = "2026-08-06T13:47:45.121Z" },
-    { url = "https://files.pythonhosted.org/packages/41/e1/7dce19c3bdb1e3dd63e769508216500edad81bd5f69a26d724e32aceaf78/coverage-7.15.4-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e4193a04b518f7968f3099755f5509ee7cccc6dc2b92a6b14841934d22e222c9", size = 254785, upload-time = "2026-08-06T13:47:46.541Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/b1/e1494703c675a2561723cd9b89f45c9168782c31280c611b1f767851e57c/coverage-7.15.4-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e98dcc55d572b38e69d117da7e8e8efb8500f1f5eaf81ecd460a63220790b839", size = 256176, upload-time = "2026-08-06T13:47:48.155Z" },
-    { url = "https://files.pythonhosted.org/packages/73/76/a5629d270fb638a43a4b10466f51e2f49d532c1aa4da2913cbbb150bbe0a/coverage-7.15.4-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:af6c538498ce66c10d3fd541c2a8d5b03da5850355add34e6cba564210cb9e72", size = 254321, upload-time = "2026-08-06T13:47:49.757Z" },
-    { url = "https://files.pythonhosted.org/packages/ff/4f/9c44447218435d5766b911534f9d798144a5560f85e9a54ebe5f3f5d19f9/coverage-7.15.4-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:1d10025d96ea89fc2f73714dbc4cbd433fe012c1ac9e23f895d7728b238b6e52", size = 258390, upload-time = "2026-08-06T13:47:51.248Z" },
-    { url = "https://files.pythonhosted.org/packages/de/36/c1e127616fb3fa18a9ff71e76c417f2fd7424332a4870015ac224ef4c039/coverage-7.15.4-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:d802e1947603162ded419bff83ac7489820355d2b856dfb09206574e3a37ac0c", size = 253894, upload-time = "2026-08-06T13:47:52.816Z" },
-    { url = "https://files.pythonhosted.org/packages/e9/b9/fdb92c8ae7a8bb9b850cc253b7b3b9c8526f68130002048b5671cd510d09/coverage-7.15.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c2de40895718f91951b86712b4c5b694acaf9a0a49be13874896f599a1eed3f4", size = 255763, upload-time = "2026-08-06T13:47:54.296Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/c0/a7d51b2587c7bdb76e71b0896d2565bf7d60436b5122fc83e511adb1f7cd/coverage-7.15.4-cp312-cp312-win32.whl", hash = "sha256:5c3431b2161279b7db5c2a1aa58ae02e5cb8c3c42d93a5094be3f5537bd5b11b", size = 224597, upload-time = "2026-08-06T13:47:56.074Z" },
-    { url = "https://files.pythonhosted.org/packages/49/b9/5c5f80cc55f5acaaca6dee677626bfcec8c87204a7809b438b08e84f4571/coverage-7.15.4-cp312-cp312-win_amd64.whl", hash = "sha256:6befeab5fb2b51c958ca4ac6c5d141a1e8240f4f76e46350f1911963deda49cd", size = 225135, upload-time = "2026-08-06T13:47:57.52Z" },
-    { url = "https://files.pythonhosted.org/packages/47/e4/2a4561f89ff6bf7c925c287d0f2cce8bdf139c3a33735c87e3203401cf94/coverage-7.15.4-cp312-cp312-win_arm64.whl", hash = "sha256:67bc345491ab55b837277d76f5775d057e8c7f1ac44d890d8c2c82adde258c6f", size = 224515, upload-time = "2026-08-06T13:47:58.977Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/84/651a9310859673aaa3b3203f1aa1641ca60fcf2494683e1c9474c7172780/coverage-7.15.4-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c705b28feb2775dc82a25f1d473a370bc37ff93f5177f4e29ce2425f560f6921", size = 222565, upload-time = "2026-08-06T13:48:00.796Z" },
-    { url = "https://files.pythonhosted.org/packages/82/f9/4dcf700137e8af550670f4d74d1b63828ce93e1e2b05e5f10710eb2ea987/coverage-7.15.4-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3ff205ab5e3ecc670f6a4dd19d9cbf12ede53dd41cfc1e15716ec961ea6d314e", size = 222936, upload-time = "2026-08-06T13:48:02.391Z" },
-    { url = "https://files.pythonhosted.org/packages/07/4a/612ff1e780b3fbfd637486f542f84adc5503873d8b5d279dec1ffeef9414/coverage-7.15.4-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:5172326e861a38b48b48befca15e0f477a26b283337a33a739c8fed229934e36", size = 253926, upload-time = "2026-08-06T13:48:04.382Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/04/d1cff1c2ead4708a6a79c01d3736b6a25bd38a36678398f72a8dd33dfad9/coverage-7.15.4-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:12b59c90084e3234fb11184886bf4a40f4f16a8c8f867be2e087b81f8e8868d4", size = 256523, upload-time = "2026-08-06T13:48:05.996Z" },
-    { url = "https://files.pythonhosted.org/packages/b9/80/d34e13fb4b293cbdb9665838cf5522077b8ad14ef947550631a4bced36a5/coverage-7.15.4-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:349062d66f00b40fa2c1c222438bad25fabf755631b5d82937fe985c8008615c", size = 257759, upload-time = "2026-08-06T13:48:08.036Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/e7/2c5fe7636fdb0732fe0f09f308a5b066864078b7fc61f6678e8478554f2e/coverage-7.15.4-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:4256ced708e598e05209bc1a8ab4074e04a51dba4c62fb45926a229af675ace7", size = 259890, upload-time = "2026-08-06T13:48:09.834Z" },
-    { url = "https://files.pythonhosted.org/packages/92/28/9689f0858dfff59c2ea688938ab9fa2925631235df67126a42b6c5c70ae1/coverage-7.15.4-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:d80f974b20782d9612c8b4c9beeca867074c7cf4079d1419843fa25a26428b25", size = 254121, upload-time = "2026-08-06T13:48:11.459Z" },
-    { url = "https://files.pythonhosted.org/packages/f9/e2/785077c230c157243eb5aa9a26c3be260ecd02001bead54a3cada3df8e03/coverage-7.15.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:2e179f19bfe1d31f8eeeaa12990194d761c4f62f0759661000bca6cd8729f40b", size = 255891, upload-time = "2026-08-06T13:48:13.209Z" },
-    { url = "https://files.pythonhosted.org/packages/d4/90/e20371b17b40f912f21305c2db2f30efa3de306f7320fc916804872c85a4/coverage-7.15.4-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:8bc16bb47b7679670eceff71d78bfb7d6e5b143f6c2cd117487ec7c75e0d4b78", size = 253859, upload-time = "2026-08-06T13:48:14.736Z" },
-    { url = "https://files.pythonhosted.org/packages/05/49/25371987ee459a5f67c0427fb75c74f9358e65f2c71fe75bf41c1b6c5fcb/coverage-7.15.4-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:1cd685005cd2c4200adfc14cf39a603b9320efab3f18a8f7f156d20c9cc3345f", size = 258011, upload-time = "2026-08-06T13:48:16.464Z" },
-    { url = "https://files.pythonhosted.org/packages/30/6e/32e67467f6154bf4f1c4f63b05acc5097cba4237d45bbeeea446b52e8ac1/coverage-7.15.4-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:337399ad2c93b3acd2a937627dae8b3e86b66707cd3d3e856347999aadf1ef8d", size = 253676, upload-time = "2026-08-06T13:48:18.493Z" },
-    { url = "https://files.pythonhosted.org/packages/03/c1/8b24192e89286399765155251f99ee9f070a9d637109018ac23d99b99f6f/coverage-7.15.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:96e257121228ec5cd2bb919276e94ac11074471bc37d68dbae0e8308cce15fff", size = 255453, upload-time = "2026-08-06T13:48:20.057Z" },
-    { url = "https://files.pythonhosted.org/packages/16/6f/8b41ebdf67c87854e17c035336a90f1cfbad0c14c2a584301be6ff148718/coverage-7.15.4-cp313-cp313-win32.whl", hash = "sha256:c65a9e0dfc6143491879da4e13b5e30f8be192055de508d737fb14601edbd22c", size = 224605, upload-time = "2026-08-06T13:48:21.655Z" },
-    { url = "https://files.pythonhosted.org/packages/e0/e2/2946c7f0b42b152ecb21ff1bdad72e3d301e790c0c487e4a86e8c9f69347/coverage-7.15.4-cp313-cp313-win_amd64.whl", hash = "sha256:2ff8f5e9b8f7a94f0c11c45631eee103dbcb7d63274edd12c56efe1be690b3b4", size = 225148, upload-time = "2026-08-06T13:48:23.376Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/83/3f4a69957f48ae7a0aba76c34743f88963d607b19e03f3f8e66f91cae0f9/coverage-7.15.4-cp313-cp313-win_arm64.whl", hash = "sha256:6e0a8a5083b096487d6cfced94cdd514d8f5db6f113610fb36c0620edb1028cf", size = 224536, upload-time = "2026-08-06T13:48:25.117Z" },
-    { url = "https://files.pythonhosted.org/packages/ea/ac/748cf29eeb2d6be34a3176ce26a4f49e38085ee08e8935f05f6f26ed7e0f/coverage-7.15.4-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:770e9325ab5ea6d56f77e59b29ecfe0ac20b57a82a601876f90494a4dda0386f", size = 222608, upload-time = "2026-08-06T13:48:26.806Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/02/1abbf5c984677b0aa439cdacaccbf38d248939d8ef8fe1cc7a50d73edb77/coverage-7.15.4-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:d12b33a3a50a1676b7784dc8d00a0c6d66a9f2add4b85a041c19b6a7e53ef23c", size = 222940, upload-time = "2026-08-06T13:48:28.432Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/e1/ff8f9f53d9fcf586125b55d0b1f04ec1c14955fee41e83d5814bee141bb5/coverage-7.15.4-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:5669c8378ebde86f5def7a25d29586631b58acc27ffde04399f678f3dfc6e082", size = 253985, upload-time = "2026-08-06T13:48:29.995Z" },
-    { url = "https://files.pythonhosted.org/packages/a1/26/595759762e514e81be1d7d01ed03444303bcd152226a6529998d253f9201/coverage-7.15.4-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:ff97a14362eef486483ed44042ca2027ea257df6ff768e62358ee0c9776925ac", size = 256492, upload-time = "2026-08-06T13:48:31.634Z" },
-    { url = "https://files.pythonhosted.org/packages/24/68/b79aabac54d482be23b5fcdd4f4662bff24a78edc4ee29201726929936d5/coverage-7.15.4-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5a325e815318638aed1655d9c06e6d7c2d3d46c09231ce988070428a8762d734", size = 257837, upload-time = "2026-08-06T13:48:33.186Z" },
-    { url = "https://files.pythonhosted.org/packages/09/0f/bf7f297885a5bf6fd71e5782404e0ff059ca09e8711ceb3a08544abde45a/coverage-7.15.4-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:474223409d88eb20d2d6a0d37ea60e8647a65a90cc008dc1f0410af5f64f1e0d", size = 260152, upload-time = "2026-08-06T13:48:34.75Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/f1/296744e854ff8368542343457414380465e9ceefb9192342feb9d3bc461d/coverage-7.15.4-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7f2f62ae3cd189dd2e13aece758c57b3eecbd27be070dbd4cbd10936049e5dbf", size = 253978, upload-time = "2026-08-06T13:48:36.434Z" },
-    { url = "https://files.pythonhosted.org/packages/55/b0/bbdb2e9057493e66220a2e149ca2d301ba0e3a58a83bd6b90de9826d16f3/coverage-7.15.4-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:39ece820e29e0a2ba34b3ecb3be83c27e997eed8926f2ba6fe7ce7a0bda5843b", size = 255846, upload-time = "2026-08-06T13:48:38.317Z" },
-    { url = "https://files.pythonhosted.org/packages/96/e4/38015b2b6d21258713bd17e76b59d033b191efb5703589cffd037dfbca20/coverage-7.15.4-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:f21b56dcace11dfe013014201f577dcd592b2a9b72182d930361b47cf6f73f25", size = 253808, upload-time = "2026-08-06T13:48:39.993Z" },
-    { url = "https://files.pythonhosted.org/packages/0b/64/0d515c1e60ee6fbfd1a0e79c07cd87d388a233b7adc37758735677203808/coverage-7.15.4-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:93a3a0b662abcc10c73a47cbc72cd60f63618d6989fb2d1286e50eacd974f303", size = 258081, upload-time = "2026-08-06T13:48:41.971Z" },
-    { url = "https://files.pythonhosted.org/packages/91/71/04d9e7a3642146c6351338aef4ef85ab11dbbb54744c13245caba1aad1c0/coverage-7.15.4-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:141fae2cabf5569b782c10afc4c850ce10f618c13f8db54765cba99cc839da1f", size = 253624, upload-time = "2026-08-06T13:48:43.731Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/a7/6c28b74c81ebff66987b0e2522ba5cffa3e90b0c33cb6a2eb264d4ee8cf1/coverage-7.15.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:81294c7e6ab30c5f74c0353b11b2fd6320e72d9bee6ac73b357caa8b916323a5", size = 255280, upload-time = "2026-08-06T13:48:45.58Z" },
-    { url = "https://files.pythonhosted.org/packages/52/af/bc19996a7014b98d7bbb0f0939453c67074af65784a3aa16a789a07381fa/coverage-7.15.4-cp314-cp314-win32.whl", hash = "sha256:7bbd7d6418e0dab31a206af5203bd43ae36edb8e7fba1940b055d3e9249290d7", size = 224768, upload-time = "2026-08-06T13:48:47.525Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/90/219484e476d6e101ba0a444852579e05f5b75c37c611a42ed1190f73ef62/coverage-7.15.4-cp314-cp314-win_amd64.whl", hash = "sha256:f0204ed122758782970526057093f448051a39db9d810d4e344bb87a3546f425", size = 225259, upload-time = "2026-08-06T13:48:49.513Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/66/fa77daf4e383e5f776dac62c2409b6af81910ae6fe326bd5170dba74cc63/coverage-7.15.4-cp314-cp314-win_arm64.whl", hash = "sha256:9e71e7bc71c686a123347ae47a0de33a175e797a85bb57b791492adf4eec8ed8", size = 224684, upload-time = "2026-08-06T13:48:51.235Z" },
-    { url = "https://files.pythonhosted.org/packages/58/5b/f03bf0ce362bbf3f785fa5219620d00778d4ac6fc9e407734828e9c672f6/coverage-7.15.4-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7c922735321eef3f87c280a3d39afff6b646723a2880b862cda4ac7a093b8aa8", size = 223338, upload-time = "2026-08-06T13:48:52.896Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/76/e77d0ae22501831cc9f92193e8a957a5caa1dd177f90a6d1d9b106242d92/coverage-7.15.4-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:f41c17c4668a655ce96d090d8d5ffdc24ef64b5a02f9753884d08483e8a4a41a", size = 223609, upload-time = "2026-08-06T13:48:54.688Z" },
-    { url = "https://files.pythonhosted.org/packages/82/1a/b1f089da8d38ac612fa2dd6dc7f4a1a7657d12f3e261d2996edd3a838d0b/coverage-7.15.4-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:46822e9b6ff1c6a72b518c162c44a8f45a61a1d609c51084bf5b16c023c5037b", size = 264970, upload-time = "2026-08-06T13:48:56.403Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/31/e66d98d6e9c7fcc88470f1e234eaf6b1950dc0dfbf797f7282c1c861da24/coverage-7.15.4-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:3d6f4955b73b5445271379a59e3792b0d978f42d4a01e0cf7a67d9c33a3bb0a5", size = 267088, upload-time = "2026-08-06T13:48:58.41Z" },
-    { url = "https://files.pythonhosted.org/packages/59/a1/ae94eb2c541add426378408379f233591e069040b1e2cdb33df9498a0682/coverage-7.15.4-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3fc9e047706fb4a9abb54f719d3aa643e80e5bb3818182c40aee01ac0f0247ba", size = 269508, upload-time = "2026-08-06T13:49:00.42Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/c7/88a10694a1c6a213569766aba9f25847b28155d4ac731b13226db216356d/coverage-7.15.4-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:05e491d4f3165d62d4f5c8fd48dfeabf2ae8f42cbbd484319af33ea851b78982", size = 270629, upload-time = "2026-08-06T13:49:02.234Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/34/d8b8232e5e55169933b59aabcef2fedfa4b9d8897361bb80fcbda146505f/coverage-7.15.4-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:226c66e80ec0598d3b9b4874123df167ccca342aca8714f77cac6829688ee09c", size = 264043, upload-time = "2026-08-06T13:49:04.102Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/35/58b009dbf8c471c7224716478b9fed4a7e1af15320e1ed41660978504663/coverage-7.15.4-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ac41cc14bebda0dbfb0628036b7f75706935c95bcc07fefe9a0f93614aa60a57", size = 266963, upload-time = "2026-08-06T13:49:05.821Z" },
-    { url = "https://files.pythonhosted.org/packages/62/aa/57fbda1b42c892968273c56b6ee9dc0f1310850859230a507bc7873b1f65/coverage-7.15.4-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:8af623e5cd92080acddd02b38f2f406a2c3a0893c38950b211890361448fbf26", size = 264569, upload-time = "2026-08-06T13:49:07.706Z" },
-    { url = "https://files.pythonhosted.org/packages/98/8a/360e6e7f24d477b7e889703af0afa878d15b6d4d8d2a822b2835c169a879/coverage-7.15.4-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:07545711d4f0f32852a18f18ad11f76f0109909d09e78b9008b4cfc67e829429", size = 268299, upload-time = "2026-08-06T13:49:09.587Z" },
-    { url = "https://files.pythonhosted.org/packages/4e/89/6f701261aee21b6b5fa8f7872229406dc917e125069448292223bf213606/coverage-7.15.4-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:a0865421cfdc53654b342d515e5a233187590882d20b95752150e53f65460017", size = 263413, upload-time = "2026-08-06T13:49:11.604Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/0f/6f04036edc260ed425af83e834f627fad48941ce97b50bfe6edd8b6fa623/coverage-7.15.4-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:460115e32ee40566476db5048f9bec1e842c127ad8e6f8be745aad3ac9cbc839", size = 265725, upload-time = "2026-08-06T13:49:13.38Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/ce/d19b5d4d5c49a7bfb925fd74310fee7d28bc99520ac3367ccbc54e662518/coverage-7.15.4-cp314-cp314t-win32.whl", hash = "sha256:cbde877ef9dd7baf272b9bfef2b8a25edd45d9170fc326951dd20eb480335e85", size = 225079, upload-time = "2026-08-06T13:49:15.265Z" },
-    { url = "https://files.pythonhosted.org/packages/26/bb/7aa1b3b173faee0679037ca950bbbe1247273656697994d8d13f80f8d4b4/coverage-7.15.4-cp314-cp314t-win_amd64.whl", hash = "sha256:3da9e92d1c551fd7563833e9ade686efb0c4b7363ab7681a94283958c950bf5e", size = 225911, upload-time = "2026-08-06T13:49:17.279Z" },
-    { url = "https://files.pythonhosted.org/packages/81/1c/4ea9e47426d80038d9222db3c4534cb6021a74b237d3ff97ffd33b6600dd/coverage-7.15.4-cp314-cp314t-win_arm64.whl", hash = "sha256:3a54f5a0d85050c73a38f6793090ee83974531e67fe5e57a1da9bee11398aa5e", size = 225219, upload-time = "2026-08-06T13:49:19.293Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/c4/dc5d2ac8f9142e7ec7de66e7bf0591db29d78955a040bd915870d9c0e657/coverage-7.15.4-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:2c9872e4d9dc5d3cf616bf4b382f5a00359305a5be666a3dd0b5cdb4e49597f9", size = 222604, upload-time = "2026-08-06T13:49:21.279Z" },
-    { url = "https://files.pythonhosted.org/packages/70/39/33e63df81fe2ee100897451841c821467635923e58e37c6bd4b46dd8106c/coverage-7.15.4-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:e101dbb4b9b72f0cddd8cdc8c9c5b47f456766f5e0ac82dbfb75e5c55409b78a", size = 222944, upload-time = "2026-08-06T13:49:23.187Z" },
-    { url = "https://files.pythonhosted.org/packages/99/1f/ef3ffb5557febc75a0d97aa459d0266d7d741110265121cc6d8539343d44/coverage-7.15.4-cp315-cp315-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:7d1abebdb047729e852b9c77a00497dfbeb11eb3a117e037d7dbc3ac8e5f5c54", size = 254050, upload-time = "2026-08-06T13:49:25.008Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/f5/1f0f6f77698c3601ca0ae7431e34b24c62ca2f06fecb23b73ed1f651d2be/coverage-7.15.4-cp315-cp315-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:d28a4a899354d0ea6214cc59b4fa19eefbce1b9ff1688ab579acf49e894bd3fb", size = 256967, upload-time = "2026-08-06T13:49:26.896Z" },
-    { url = "https://files.pythonhosted.org/packages/03/7a/2ed9bed79925f4367c83c77f66a89e5ca7229c288d2d19ad5f36d1ca0070/coverage-7.15.4-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ffb3c2aacea411cc7e1d27712490c11108e2de1d39019ae32915493a59a8b9ed", size = 258587, upload-time = "2026-08-06T13:49:28.692Z" },
-    { url = "https://files.pythonhosted.org/packages/45/8c/fa34044f71b7cc4ecb6da9c2408770959b0591fa9b5fb6fb6bca38f94298/coverage-7.15.4-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a9447978a92f405d301123cfd39ff49895490efb769a758fe2734c7f631bf8ce", size = 260785, upload-time = "2026-08-06T13:49:30.472Z" },
-    { url = "https://files.pythonhosted.org/packages/4f/54/d5727ce36b4524a7394ab9f5f1df378e1f23affcdab01037dc8655185cc7/coverage-7.15.4-cp315-cp315-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:050467a7983b8e2fe7dd41a78bb30c3e7f8c0b8cafda14b1c46f8b5e3cf2dd3c", size = 254545, upload-time = "2026-08-06T13:49:32.271Z" },
-    { url = "https://files.pythonhosted.org/packages/dc/e6/6e3783e576719590194bdffb6dd6d85490801785b7c331e35a245d8cb8b5/coverage-7.15.4-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:d003b7a5708ddad5c206c79607a6b92abb6fc13c57d99d8a4468cc03a2941ced", size = 256682, upload-time = "2026-08-06T13:49:34.089Z" },
-    { url = "https://files.pythonhosted.org/packages/dc/f2/bacdbde18b69ed2de424fcf64d9fb0a4913753d4f0eca8bae9daad69f4bd/coverage-7.15.4-cp315-cp315-musllinux_1_2_i686.whl", hash = "sha256:c38efe30fd74e5c19e9433f11fb1f5dc9c6522770971b7c6145bbaa413dc8800", size = 254560, upload-time = "2026-08-06T13:49:36.052Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/a3/1fb927196e3477c1b48831169ab58ba08f451ba87ae311ff1de68b26a616/coverage-7.15.4-cp315-cp315-musllinux_1_2_ppc64le.whl", hash = "sha256:1f4f826d70f772ab8b0c052329580d7fe8b8abd191e4ce0c8f81aec6614665d3", size = 258792, upload-time = "2026-08-06T13:49:38.01Z" },
-    { url = "https://files.pythonhosted.org/packages/41/58/30d4c149c69053de0edfe325614c1d28d508f62b1783e0e4a234d2e49136/coverage-7.15.4-cp315-cp315-musllinux_1_2_riscv64.whl", hash = "sha256:4a4bf917c9953f57c957be31c1cd504e3bd2f34d4a352b9d391a3025336f6768", size = 253968, upload-time = "2026-08-06T13:49:39.934Z" },
-    { url = "https://files.pythonhosted.org/packages/89/e4/77f639371b918aad30dda4051f95404b43578f7f2e2f87ba73e02ed1ff37/coverage-7.15.4-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:1c9bf40ebef178a45192c75c4964760bb261b0e6ad725da5fc4c93f674f19753", size = 255893, upload-time = "2026-08-06T13:49:41.825Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/62/13be29b3ddab35f14c87967a4820a05106d2a3eccb4fa4ff550bf30b75e0/coverage-7.15.4-cp315-cp315-win32.whl", hash = "sha256:43619d04c3671792d2c4706ae8bf45e265dc87bbd4078189ef8b847ea1e74be2", size = 224768, upload-time = "2026-08-06T13:49:44.08Z" },
-    { url = "https://files.pythonhosted.org/packages/a1/70/af0c6be0f964af6954f6b74bc109b0dbca02824696d2520fb17fe1ab06e3/coverage-7.15.4-cp315-cp315-win_amd64.whl", hash = "sha256:be619439dbcd31a2eab10b32de9fff62c26ed4bab69dc32b8363fdaaa0882809", size = 225242, upload-time = "2026-08-06T13:49:45.899Z" },
-    { url = "https://files.pythonhosted.org/packages/4f/2d/f3bd3aab899fc9efc18b53133ee68f5f98574ef480649b23e12962226387/coverage-7.15.4-cp315-cp315-win_arm64.whl", hash = "sha256:def597967dafc2e8d97c9097ea453c464e0bb8ed38f193a43070f10dc623bb6d", size = 224674, upload-time = "2026-08-06T13:49:48.322Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/ca/f69251cd63eabc6438321aea22148754cce758a26bde07dd490e3fe7cfc5/coverage-7.15.4-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:c7dbc748ac8a1e3e59a2b28bea47675e6e778081dbbf081bde0d75def2fcbe1d", size = 223333, upload-time = "2026-08-06T13:49:50.293Z" },
-    { url = "https://files.pythonhosted.org/packages/a7/a7/037b53b2885b0d8447064432491a4d5a1014cd9f97a594d53acd0c04541a/coverage-7.15.4-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:2413074a5ecbb61a01a7888fc72db0ca324d13588c5b38bc0dd8564cdcdfea26", size = 223630, upload-time = "2026-08-06T13:49:52.637Z" },
-    { url = "https://files.pythonhosted.org/packages/80/4f/152b8a4779ae90da11bb24f7467df8a59f0be48a5c52acb856325ca48289/coverage-7.15.4-cp315-cp315t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:4e6f6f632b7b2f714bf7a1346e8f97b650ee71f3c298aaad42a2ab60f0f07645", size = 264489, upload-time = "2026-08-06T13:49:54.52Z" },
-    { url = "https://files.pythonhosted.org/packages/10/2d/84b4b9e0e1dd6528a51920ff7031f35b789382e467a28ec6a5a578cb8812/coverage-7.15.4-cp315-cp315t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:8df457da2249d3c75ca2e5e835d59c725abfe92d27fdff6cd99eed85b51d5e9a", size = 267567, upload-time = "2026-08-06T13:49:56.721Z" },
-    { url = "https://files.pythonhosted.org/packages/53/fc/ba01cc25299f9f8a2c8b02d3b28c53f3543d9fbfbe4e74fa2760b48f163e/coverage-7.15.4-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:050f66a08805acb5b8a23c6d4a517b1ecf82c08e81ed0e4bd727df065e5c6624", size = 270123, upload-time = "2026-08-06T13:49:58.736Z" },
-    { url = "https://files.pythonhosted.org/packages/cf/d0/db2647cbf40b14f8c308f94ff7bf89c06d564e59f396906edf50086ec788/coverage-7.15.4-cp315-cp315t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:1587fb771d1ccceef708fdde1e5af8c7ed24b486b61d13a321acb7d8145390aa", size = 271107, upload-time = "2026-08-06T13:50:00.811Z" },
-    { url = "https://files.pythonhosted.org/packages/70/ff/4d2d17924552c458bb4f77dd631f0e3bc92fbbdf2d2d916cd4b33bbfd5b1/coverage-7.15.4-cp315-cp315t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:8b4f1c3a69ca580f3fbd6b2046915f536d7f586874f25c1bb23add2a3c88d50f", size = 264955, upload-time = "2026-08-06T13:50:03.023Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/de/dc010c7a3691f396d93bbc26bfcafa1c2a3a351cd520470f15faf5795bd5/coverage-7.15.4-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:ffb58d7eff5b7f6ecc6fa21d6288ab7f968a212cb67d682c269c09b9eba3b66f", size = 267949, upload-time = "2026-08-06T13:50:05.557Z" },
-    { url = "https://files.pythonhosted.org/packages/78/ea/dc96a11375e83c045c2f7c61fb6918277cfe9401db7c0f7b1d111a84b2e5/coverage-7.15.4-cp315-cp315t-musllinux_1_2_i686.whl", hash = "sha256:d9df165544774574ee004b953023d1bebada1894a80b1052a43d798b0f676e67", size = 264421, upload-time = "2026-08-06T13:50:07.612Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/86/b77131a0f9503ce461cd577076147d7a9040f0c5dda772686f729e2cc9cb/coverage-7.15.4-cp315-cp315t-musllinux_1_2_ppc64le.whl", hash = "sha256:f9de0a24a4079b53e523b5c5e2c5945ec251ab486652659955187cf255a259bc", size = 269121, upload-time = "2026-08-06T13:50:09.58Z" },
-    { url = "https://files.pythonhosted.org/packages/24/24/944bc35007862955e7ebf05754e645419dcf5d7526c52735cfa2715e8ebf/coverage-7.15.4-cp315-cp315t-musllinux_1_2_riscv64.whl", hash = "sha256:150089274bdc9f940628552cb92844e0223c987f1902ab8efe9f45a2ec758d88", size = 264565, upload-time = "2026-08-06T13:50:11.722Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/cc/a3bb9f93e7e740659163e2ea584f8196ddcd2c456a5dbe15f6c50105fec1/coverage-7.15.4-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:a58a94fed5da6997d258e8f7668c1e195fbd04a691d781b7558f1e468f9e68bc", size = 266522, upload-time = "2026-08-06T13:50:13.786Z" },
-    { url = "https://files.pythonhosted.org/packages/49/dd/e0e40f3560d878d888c580698ff5ad1179f5e1c3ac949684ef66b41a3817/coverage-7.15.4-cp315-cp315t-win32.whl", hash = "sha256:ebd5a6d8466ff30836572f3ba2cae8a5e8f85029b1c6d5e2ed338dc472a5166a", size = 225068, upload-time = "2026-08-06T13:50:15.825Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/7e/37732ea80eebc30e976e4cdab15c190bc42d96959a42e38ddf6f8c60468f/coverage-7.15.4-cp315-cp315t-win_amd64.whl", hash = "sha256:288bde2a2d7ab6b6c2d7252fcde8b524387f2d970bdba9658fc6f8bbcaef0f9b", size = 225895, upload-time = "2026-08-06T13:50:17.928Z" },
-    { url = "https://files.pythonhosted.org/packages/c6/08/1e00f7923eaaba45fb3d51dd794125fc766304b1df264f3a9c6557bfb30e/coverage-7.15.4-cp315-cp315t-win_arm64.whl", hash = "sha256:68be5e1de60ff13c9095bbec0e5a7fa45b33b101752215b91345ea1f61c4a278", size = 225213, upload-time = "2026-08-06T13:50:19.981Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/d9/e70c286c979378f061d8266e279b686ab0b0b688e1fe0af864684f23a77d/coverage-7.15.4-py3-none-any.whl", hash = "sha256:964730a1e9de9c0cf11be6a1a3c79ce419c34882842abd256086ba4698705e84", size = 214332, upload-time = "2026-08-06T13:50:22.192Z" },
+version = "7.16.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d1/f5/deb1a27aa20746c0278ac998c4179e272004699b2d33959ce020c5ac1615/coverage-7.16.0.tar.gz", hash = "sha256:077f0964087883176ff6ab9b074694cae29f8c708273b13ca62c183c6ed716cd", size = 945620, upload-time = "2026-08-28T21:54:37.74Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/bc/9c/8d2688694f53dc0b0f0e4783c7eb3c4bb1e79beaf1411879f6dabedf4607/coverage-7.16.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:d1c77c3579ac42798f8b7eed6d3dd258debacca32c8753fc8a1f6eaf1db644f5", size = 223194, upload-time = "2026-08-28T21:51:27.767Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/11/f002163dd688aa3fa49ac6a424b7c2705c7fcf80fba18ec9f586d77827ca/coverage-7.16.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1f81cb1554c3712e41649ed5dc98656b50b958e4da12f0f5adb681ce3db92831", size = 223553, upload-time = "2026-08-28T21:51:29.46Z" },
+    { url = "https://files.pythonhosted.org/packages/81/65/f9d469e97c4554372a710650a109004a2434dfc56f577142e5d6057fa0cc/coverage-7.16.0-cp312-cp312-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:6e701938ec9081d3e400a0c9a9a8ae0f7ca44214741daeac4454b1c6ef6dbd19", size = 255054, upload-time = "2026-08-28T21:51:31.54Z" },
+    { url = "https://files.pythonhosted.org/packages/95/29/dd89fd39af1a3b6e9a9c3eddeaf03f6376ba517d43d6cbf8b519177e2a10/coverage-7.16.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:719a3feb6220dd32ed932d4c3676d17fb8739e2643b29c0e7c3af400ff80ac44", size = 257790, upload-time = "2026-08-28T21:51:33.374Z" },
+    { url = "https://files.pythonhosted.org/packages/0a/64/208d26cedc525d6b5db9c492cf9130784c42d9eb08d22badaa7b806005ad/coverage-7.16.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:87771ecf986cff55e87413238cd5e4f54d949c2074bd6fc1657d26a56314ee24", size = 258904, upload-time = "2026-08-28T21:51:35.096Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/98/28e2752aa9a8baee5798edade9c95602ca200f4e7eeb503eb64df42e5921/coverage-7.16.0-cp312-cp312-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:47d5e1fc0b321c8308a2aacee0497c435b08acaa629b7059798fdf6fc3006352", size = 261165, upload-time = "2026-08-28T21:51:36.744Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/77/fa6ae699a0ea2bc12acb38a85d96b786fea0f833c12b5756056350e0e547/coverage-7.16.0-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:01b18b8a6c9cec8d5f45550e2501426ed982cf2c35016b0acd2ba9b5d8b2fb06", size = 255416, upload-time = "2026-08-28T21:51:38.495Z" },
+    { url = "https://files.pythonhosted.org/packages/89/c8/5ee46d1de7d34cb00ba08b5c50da1971114dbc09ca9898ccc32975ec74dd/coverage-7.16.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:32c56b5b47c50635081445ac404dd08c2d591b9c837c22570aa9e182c3b42cd4", size = 256825, upload-time = "2026-08-28T21:51:40.27Z" },
+    { url = "https://files.pythonhosted.org/packages/15/f6/d59e1c0693ad48855fe20169fbf6ee5befefe5887a7fabf5f0bcb464a2dc/coverage-7.16.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:6ad3bbad240ab937512156bc944fdee63ac4dd34a7558a3094548fd4c1150c02", size = 254970, upload-time = "2026-08-28T21:51:43.136Z" },
+    { url = "https://files.pythonhosted.org/packages/df/7b/b51bbe05b3a7565927fccfb1be42b8b3c1f4ab15e53d91b303e9923969aa/coverage-7.16.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:4c1f16d5555a195295d0dc9c902612270e3dfed6a11f3bf7bc470b7b6a79ed3c", size = 259039, upload-time = "2026-08-28T21:51:44.983Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/04/d513f816456a8a43c1859abe88a37d01d7d2515b6c3e24ebb3c9b1dd44ec/coverage-7.16.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:f6c9c21a8bf0d19788f3c5f3e020c90317a0a63ef60521b376003801e21250fb", size = 254539, upload-time = "2026-08-28T21:51:46.733Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/54/5542190ceb97e0d1333a4ce0c8f95b2ef2efe790f1ad018a4b61766f849e/coverage-7.16.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:06f20145a9eb5bf1fd1dde3c0bc2af2e7c22135ab07ca6284d6ada7cc3904c4e", size = 256410, upload-time = "2026-08-28T21:51:48.363Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/28/78643f361ff6bb5b2ade90f8bfc8395fe9ca367a18c101f8991215b4c65b/coverage-7.16.0-cp312-cp312-win32.whl", hash = "sha256:916cf8d25c1ce148f7eceb1d45afc9724841200110adc4e53250391852debd91", size = 225239, upload-time = "2026-08-28T21:51:50.22Z" },
+    { url = "https://files.pythonhosted.org/packages/67/61/8e76b36c36b1a033dc933dd2480db96b04ce3be975793ce3fad122e7174d/coverage-7.16.0-cp312-cp312-win_amd64.whl", hash = "sha256:78f8b56261d608be102c62edd3a60b66bcd0b581f3f86fdcabaf8b8d95adc950", size = 225775, upload-time = "2026-08-28T21:51:51.912Z" },
+    { url = "https://files.pythonhosted.org/packages/c8/f3/bb4787a4b81c1792ca69b502f5f730dbbb609f73fed552ab074c6b92cb8b/coverage-7.16.0-cp312-cp312-win_arm64.whl", hash = "sha256:577c2ac8c0036f6f8edd3a7783a9e67302b17771d1abf0fd2ed246e3158be51b", size = 225159, upload-time = "2026-08-28T21:51:53.667Z" },
+    { url = "https://files.pythonhosted.org/packages/54/c5/e62c87f4799d1e3647d5b2ae16ea1d12205d72fde1ea8529e13fe050f678/coverage-7.16.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1545c52ce756b8a97007f439a220297f1cd72a2cbbcdffccdf1c1f70e74f9a42", size = 223215, upload-time = "2026-08-28T21:51:55.628Z" },
+    { url = "https://files.pythonhosted.org/packages/89/e9/5e62fda9397175fb206f75368b6e85da06d831c181b6d0f67ca073cd2f89/coverage-7.16.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:0598aadae641f30a0796b75b45c0b9c5de8619bd5cfb251bb0cc254e86e6dd13", size = 223585, upload-time = "2026-08-28T21:51:57.355Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/40/bede08621b1ba67e88c4d3336c22b52cb7911ff1fa4ef055344b6670e58a/coverage-7.16.0-cp313-cp313-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:4080ad6bad9f14690e6b2104f5e8d137ccc65a4b5427a36662090637d4bd16d5", size = 254575, upload-time = "2026-08-28T21:51:59.233Z" },
+    { url = "https://files.pythonhosted.org/packages/12/d8/ab0bdaa45dfd6b8cbf1a3ec548fdf827684b1997f9724375c5b3e89144fb/coverage-7.16.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:e9883a2f8206ce3af59117dc278e5d043fea06912bca3f199816129e5e2de354", size = 257172, upload-time = "2026-08-28T21:52:01.015Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/bb/135de81784bbd7dfedcab2b92b03d71d75b09b0815b42d6dabb052def5a6/coverage-7.16.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:984e5430fc6f858385009e92549955157d79335b1f3e13e1031e0f89d1284261", size = 258410, upload-time = "2026-08-28T21:52:02.76Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/72/ce44ecc062fb2e43d9447bb76154d091c2139232f20c125297c4b58f4c6a/coverage-7.16.0-cp313-cp313-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:b1374099dd1ad0d31fbb6c95d00a56a3c5e85fb3343dca14fc12f78323a2b42a", size = 260539, upload-time = "2026-08-28T21:52:04.821Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/c4/9389c36a41e59406ca2bba493807c2294d2e5186a7e9ebcc2e63a0f2a711/coverage-7.16.0-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:34d8686bce035c8465b318a8c2890e69ba14a00801a27f4eb6bdc97c23944d87", size = 254756, upload-time = "2026-08-28T21:52:06.68Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/0f/7762447b15e01fb84263608540123c4d9941f06303265ee74d801ccbec0e/coverage-7.16.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:857fceba6ff4b507ee0ad98798a33d544a8473df0c542bf04251ee4ed5ee6292", size = 256540, upload-time = "2026-08-28T21:52:08.529Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/fa/c60dc75a8346c1dbebebc7279b19971c88f70dd575f0bc10bc0cb16f92d5/coverage-7.16.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:bbf08d951abaa1ce89e28c998361d56b952413846b459cd017f116ad4c9adbfa", size = 254508, upload-time = "2026-08-28T21:52:10.323Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/f0/4e0834f3a1fccaa8bf625a2a1d73bde0fa32577dc3249853c0dd0e7f2b20/coverage-7.16.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:1a03e78f53e4d2ab13adac19958a89322d1829913e5623d642627bf60b35da21", size = 258659, upload-time = "2026-08-28T21:52:12.124Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/ec/fe712d3a11fd6e874565a5fa5497c48b8ece561d9611da040b44cdcf8386/coverage-7.16.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:dcd3dafcdd78305d27c59a1006b53a4990acb89e68d8fbe0992f4f83503c827f", size = 254326, upload-time = "2026-08-28T21:52:14.181Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/78/093e12072e01034c65ff380f76c74b79dd83e44fa92b689a2154389be734/coverage-7.16.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:c1bcfe470a796fbea6234accd81d258a31574dc0b7bf569e16be757572c4de17", size = 256102, upload-time = "2026-08-28T21:52:16.003Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/c0/265176117ca5d06e3f65575842884cdda96cf213350a31e9d41c80d65854/coverage-7.16.0-cp313-cp313-win32.whl", hash = "sha256:1420370276f1694b663207b8245c3628aafb9624fe3cebf313a13d860e55ee67", size = 225250, upload-time = "2026-08-28T21:52:17.82Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/01/8a87f2c04fde322430b45d16d8f543693e9894c5b2d2ca238a287c00beca/coverage-7.16.0-cp313-cp313-win_amd64.whl", hash = "sha256:496277c8d7beed695e02c7be53516a0152e4caef8738a0feab6a638546cce449", size = 225790, upload-time = "2026-08-28T21:52:19.641Z" },
+    { url = "https://files.pythonhosted.org/packages/23/40/c21feacd9edfe7063195bf9cc84d650e9938fc6a23063e4f027199b160e1/coverage-7.16.0-cp313-cp313-win_arm64.whl", hash = "sha256:181c2906b9b3759955c1c33c51fbb91c754fbd0b82ea49e2c81061f5a052082c", size = 225180, upload-time = "2026-08-28T21:52:21.613Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/73/850675f262391b322c4c988b6cdc32cdc6629288f0fb158687b587a393a8/coverage-7.16.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:54b7fba6a74d010de34319a0419d5b65af8c00f539ad0b6f39fc6f342ab99697", size = 223258, upload-time = "2026-08-28T21:52:23.558Z" },
+    { url = "https://files.pythonhosted.org/packages/61/c1/4f54c6d47c80d1cc58ef8fe6b74e6eb50f9e2c0f6e2de6cf38dbca2937b8/coverage-7.16.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:fa4ff0b3dd52208d2b30903022d5087f82000507b504753dfeee83e4f32d6883", size = 223587, upload-time = "2026-08-28T21:52:25.627Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/be/298f2456230fb44e272a4e53a41b3f3c39f0821c242d7b7daa9787b4d6f7/coverage-7.16.0-cp314-cp314-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:35a9676bf86097f790113ebd9fb67681804ef54d40941d2f10ba68c02239e575", size = 254632, upload-time = "2026-08-28T21:52:27.689Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/9c/a1bda6439c19c4783d50df896142b67b9e7d432db36675d339a32778669d/coverage-7.16.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:f98d438add63546745e5e847192e3e9ab897ed6f2ca96f8281e2f5a15958ae62", size = 257139, upload-time = "2026-08-28T21:52:29.741Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/cd/cd735c9be757f97237c305f36897a5e5b348bdbc12ebed3b2b80060dd8a9/coverage-7.16.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:151855767480be14db595cbc2040f6a4db965cdfeebd354d79b0256742b029e0", size = 258484, upload-time = "2026-08-28T21:52:31.68Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/04/84b2e1e8aae9db3f549782f28ce25bba5fd6a9c7bfba3782ffe8b4cd2559/coverage-7.16.0-cp314-cp314-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:183613f664718b340589d7f005c7e92b4b601cffd20a8a4117cfda3e983b080f", size = 260798, upload-time = "2026-08-28T21:52:33.642Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/4f/e04cf52483619a4dc5dd6367b30c9a8ac52243567fdfacec9b11a441565c/coverage-7.16.0-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:785b114356c99c0dd5b3f57b9696cfd57b7704f4c53847df8dc88c6cc0d9bcb6", size = 254612, upload-time = "2026-08-28T21:52:35.543Z" },
+    { url = "https://files.pythonhosted.org/packages/da/33/627c4113f66bfffd43807f54dbf080c4632ecf12e4ef7a3bdd4ec38e46a2/coverage-7.16.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:30f5aee6d1d517abcdfd4f9cad027969ff79a1440a22da263f9514e31b5b66e9", size = 256495, upload-time = "2026-08-28T21:52:37.485Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/38/aaca432f4e008a88f2bc4d1459aa7016d8d1bbbe801f7e4fa3cf2746557b/coverage-7.16.0-cp314-cp314-musllinux_1_2_i686.whl", hash = "sha256:190ffa0f5af966254c249fb3aeaca2cef389785e3e287fd577d39e134d20f8a3", size = 254454, upload-time = "2026-08-28T21:52:39.425Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/db/8430aa87ef0a508f4c17c1b8fa7e0cf80231988d9081aa36c194036592d6/coverage-7.16.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:0ccc37c00e1a5d30840902c54557e104d04aead872cedf6d2281c8725a467e06", size = 258728, upload-time = "2026-08-28T21:52:41.32Z" },
+    { url = "https://files.pythonhosted.org/packages/76/88/cd8aa8c82493ffbd291d3ef5554452fffc634c6c6098a04ac848c79c98f3/coverage-7.16.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:6c60cde430c0e7e3be612973af39b4cff90ec2e2defe7b2b701daea3a0ffff04", size = 254271, upload-time = "2026-08-28T21:52:43.278Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/49/fe16c811ea9314a84b48f34e4bf5a3d9013091093b285a74b2272fc863d7/coverage-7.16.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:c5297028c8df849a61b29129cadfe682f90b5b396f528eb319a57d7678eefdad", size = 255927, upload-time = "2026-08-28T21:52:45.461Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/45/d0bd410e78cfbf768acc8099b335e1d5c0d5c26103c796d2bebdee001715/coverage-7.16.0-cp314-cp314-win32.whl", hash = "sha256:136988df5bc5a48795d9c42c75c4bbda5d9a78e750a080c1233010edff93a1af", size = 225424, upload-time = "2026-08-28T21:52:47.658Z" },
+    { url = "https://files.pythonhosted.org/packages/17/78/1ce6ce4646822e9308dcdb1942eaf31bfd7da43247b8886338b0d6fe3767/coverage-7.16.0-cp314-cp314-win_amd64.whl", hash = "sha256:ce2ba5e9f1842fe09165825abfb3bc6b527c71a27bc2eb3a10f2284ced64506d", size = 225918, upload-time = "2026-08-28T21:52:49.692Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/cd/e1323fe3a7dfcdd709451a43fe708ca1dfd36a7fc07b34eb7bd1dfdfb52d/coverage-7.16.0-cp314-cp314-win_arm64.whl", hash = "sha256:a89d07e48d9baead9a15599923a02f62c6df6c3d85aa84ef34be3c9fd6aeb91f", size = 225344, upload-time = "2026-08-28T21:52:51.665Z" },
+    { url = "https://files.pythonhosted.org/packages/39/fb/1c15460d4cf915f09ae3ad3862fef4f901838991c5641b0cec545050d810/coverage-7.16.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:6e2854b62601c89a63814ad5def3b90d99c6724cc4cb977f75b725e5fca4b1e3", size = 223986, upload-time = "2026-08-28T21:52:53.572Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/73/347d2d0009ac211f79ee2a2364fd2aa19d6b9628dc22ed13a9b9386097ab/coverage-7.16.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:f093faf23df888518d273be6da65f0ec5a25b5d8b670231e4d87de07361042e7", size = 224254, upload-time = "2026-08-28T21:52:55.59Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/2f/51442e6ad9d705369596f08496021647e276d5b57311818fd4312d93509b/coverage-7.16.0-cp314-cp314t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:b7dbbbf6551eb94618e7bc76ab61cc2740a5b3d13294171bd6adb36e12346c3c", size = 265619, upload-time = "2026-08-28T21:52:57.645Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/8e/0f752276f6d13efbd019ab6d90792e20d6272c44cda039dc5c6d27b91e7f/coverage-7.16.0-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:51e7d0e311d2fba3915f971236cbdd4ad821fc7a23988221c0b33c964b0eba22", size = 267734, upload-time = "2026-08-28T21:52:59.611Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/02/4df3baef8029881c9d1a380859f2be73f90080d430def567d182e8566a35/coverage-7.16.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0bb04ee77e557d7476471969d35fbbfb5fc8a4152e9409aa5811780c36d9b23e", size = 270156, upload-time = "2026-08-28T21:53:01.658Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/30/ce10fdb74055ebbfb5c8a025d8845dc19c76e4b2c42bb5c755b56678990c/coverage-7.16.0-cp314-cp314t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c72c9b201dc0e8c2c8821d49858fd865010d08181bf877d2320971b6464ebfd5", size = 271279, upload-time = "2026-08-28T21:53:03.698Z" },
+    { url = "https://files.pythonhosted.org/packages/71/19/c7e1fc9504d90da848493bad4018dd235c713a80633e48c5f0a41b63d45e/coverage-7.16.0-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:0fca700cae4635656668ba6e2b66a85aac9f2622d7b2bcf82e844c409eaa1313", size = 264677, upload-time = "2026-08-28T21:53:05.741Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/f3/4021519dd41583ab396c81955387f927779641f6bac26818b6918a45aafc/coverage-7.16.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:584896fb8b650e999e24ef57e9513e482c12f8e15a73ee9d4584e23c99465867", size = 267610, upload-time = "2026-08-28T21:53:07.763Z" },
+    { url = "https://files.pythonhosted.org/packages/55/fc/df65aac93938d8f506434c8e96440c1d696f6be0a6a01d3c6bfe5d49403e/coverage-7.16.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:949eae7e0f562b1518355aaef4b03523e49a6d3fea12aa3542d9e36c863f8267", size = 265217, upload-time = "2026-08-28T21:53:09.786Z" },
+    { url = "https://files.pythonhosted.org/packages/32/2d/dc9a5e62715165fcb4c715f965f411e324917c9daeddde16536e9d36ce3f/coverage-7.16.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:64f0611ee05364fc85cc3e5bc371804117a76fd337720e6017332fc7c534257a", size = 268948, upload-time = "2026-08-28T21:53:11.866Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/4e/fe73a5560f25fca52acda76fc1554f30de081793ae4de97e920f8ab161d7/coverage-7.16.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:050a291b3cfe5e0df5999ef2fa5a7aff6e2db329f069d47eb63f02bde2e7e96b", size = 264061, upload-time = "2026-08-28T21:53:13.996Z" },
+    { url = "https://files.pythonhosted.org/packages/b3/f7/bb78cc4b97085ebbd77fa18cbc25abfab462814efa3e2363b4e50885c775/coverage-7.16.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:a336b1e2990a64f5c356a9b8380fb9c029d56c832b801255250c44d603271bfd", size = 266371, upload-time = "2026-08-28T21:53:16.233Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/ec/84b4af5cd4ad498477b3bfb2217e47b048da919451053790efda66f7383c/coverage-7.16.0-cp314-cp314t-win32.whl", hash = "sha256:058631257350b31784ed43ceb808298b6f074edf4ebca4c7ce5082e6bf873a61", size = 225736, upload-time = "2026-08-28T21:53:18.632Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/43/50fc0e6c675c3ef14895a74bab2d6120cb5d6f4b562a3d3f5046797758dc/coverage-7.16.0-cp314-cp314t-win_amd64.whl", hash = "sha256:ed35097438dfa980c1ec75bc83edf8acbe7a374d7007e571957a257fbd0e2fb3", size = 226570, upload-time = "2026-08-28T21:53:20.754Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/24/9effce7bcd3c6eeb4da3561905837509e582dcdde7a7f07d6ef2c8512f76/coverage-7.16.0-cp314-cp314t-win_arm64.whl", hash = "sha256:0466f4a5c0370461b7d8c7eb259d7d1db0b5756f13d66230b04d22a1d380ee11", size = 225879, upload-time = "2026-08-28T21:53:22.747Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/2c/318e4379106bc8047ba235e3732ddc87d1b393ac3db9776f5405ff14f322/coverage-7.16.0-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:80d7d5d744a041f08637df743ac086204ec5acbcd8432a42b00b49e607358024", size = 223257, upload-time = "2026-08-28T21:53:25.376Z" },
+    { url = "https://files.pythonhosted.org/packages/81/4d/a5c54d9144e9db6505749758ba50a28be624148873751728a59cbb72d27a/coverage-7.16.0-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:c5feffce90c3d602e149de1c477578efc34dee5f069f9764cc15808ce01ee15c", size = 223596, upload-time = "2026-08-28T21:53:27.461Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/97/38e93a10899c9315964c0a4e729b3e5867f8f46e977808f9c6fbda52525a/coverage-7.16.0-cp315-cp315-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:acadbf2f2a18d7f9c7f119ac798c00c540d7c79c93abd71ed648c87891303633", size = 254699, upload-time = "2026-08-28T21:53:29.715Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/7a/acddda030b4630f68167f3daa94b41d22071847822a70d8178d43dcf678e/coverage-7.16.0-cp315-cp315-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:4212cec9b42fd9929e70b462732fefd8b13406371871c82f3c14397499d6550b", size = 257614, upload-time = "2026-08-28T21:53:31.948Z" },
+    { url = "https://files.pythonhosted.org/packages/15/7e/225b182497c1ce6d3f0d76a3074a4dbc9f272300e92bb100df53b03de0aa/coverage-7.16.0-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c5a43cc0ef101637ae920a9eed24cf0549ef815621eae68b3ad577ec5a7ad2f", size = 259236, upload-time = "2026-08-28T21:53:34.291Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/19/76641ddc50cb2410ebbd0ed7fe1052614d0e5612e802a2817521adb9febb/coverage-7.16.0-cp315-cp315-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:c76a9b50a344261fe4a9bd20c322b48d3913cc48e8c37f78c21a596008296e68", size = 261433, upload-time = "2026-08-28T21:53:36.401Z" },
+    { url = "https://files.pythonhosted.org/packages/12/9e/5f89de8b7c2017f36b68b4e4a25940723a748b21474820bf61e8bce0891c/coverage-7.16.0-cp315-cp315-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:80cf547379ad6b1878fd03b033b51188beab4b41824c96e7839e014a4cb947be", size = 255182, upload-time = "2026-08-28T21:53:38.496Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/c1/ce94b2ec502e79775efb5efa22c741ebb0bd2be10bdd29650825ff57bdcb/coverage-7.16.0-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:4b1d09cb5d8dc2c7164450f5217e6f0717497de9c588806a0780d352abef904a", size = 257329, upload-time = "2026-08-28T21:53:40.87Z" },
+    { url = "https://files.pythonhosted.org/packages/86/8d/3f5374df3a6ca19ee5f98a6bd21dbb05f1e9d399bd9978e9821d260eab5e/coverage-7.16.0-cp315-cp315-musllinux_1_2_i686.whl", hash = "sha256:cd1e85abed2d2499c16664137ac802356316f92b4e2bf3c150bdf0c45f5dd9ae", size = 255210, upload-time = "2026-08-28T21:53:43.393Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/b8/1bc5751496d0be6fd9dde8ca547d9a8a9f07847856aba3f3ae5ac594cd81/coverage-7.16.0-cp315-cp315-musllinux_1_2_ppc64le.whl", hash = "sha256:360967a6fd77794c167529eec2d16ff8e38216110619d23acc3fd466a1648bee", size = 259442, upload-time = "2026-08-28T21:53:45.725Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/dc/8aca78e47e1e6fcc761cd28a20daf4a84bd847a7369e2701a93ccfc3d1fd/coverage-7.16.0-cp315-cp315-musllinux_1_2_riscv64.whl", hash = "sha256:92cbc2bf4f7f67c79f1d3ca4fe8c50faddf48e852a3d07eaaf02dc014889832f", size = 254618, upload-time = "2026-08-28T21:53:48.292Z" },
+    { url = "https://files.pythonhosted.org/packages/73/fd/787842cdf6ce16ac5c1bd8a26549bab3b3f27b02500075bc540dc7853bca/coverage-7.16.0-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:cce4dc8528453128c6fae523b15f3887fbea1d4d7c9eb9639d3d4fdcbe570c73", size = 256541, upload-time = "2026-08-28T21:53:50.805Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/79/8df302cbef373dd1f3401044cdb94dfc74517e5af2af27b4d0e721557e0e/coverage-7.16.0-cp315-cp315-win32.whl", hash = "sha256:5205baea687133613dced668a3d0168ea1479349615bfc255849a7944988c889", size = 225429, upload-time = "2026-08-28T21:53:53.177Z" },
+    { url = "https://files.pythonhosted.org/packages/85/87/5bad7ac45f76b3728ca211028ee561c2ede3ba44da401129e28bb8737291/coverage-7.16.0-cp315-cp315-win_amd64.whl", hash = "sha256:4fcb5f07a9b7083bfb715115d27ce263ba2b5b89dddeee536b295ba0e3c2c627", size = 225903, upload-time = "2026-08-28T21:53:55.535Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/ea/67d84b11caf240f059ec313f616d82212df5004e8bc85802c1edfc50bb3d/coverage-7.16.0-cp315-cp315-win_arm64.whl", hash = "sha256:d568a8adcec0eda42ec23e5e65dfb8c184fc255120f9e99b484f7c869d923fb9", size = 225334, upload-time = "2026-08-28T21:53:57.769Z" },
+    { url = "https://files.pythonhosted.org/packages/65/21/a88349cce3ff720729b754916ac47e2e3646a8137552e4fa7cdd5967cc7f/coverage-7.16.0-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:3e8037e8213adf882e9d7eedd2c5c557933ab0b9632c42d98fe98ec9bcdb4025", size = 223980, upload-time = "2026-08-28T21:54:00.082Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/02/4d54abf3e6a4d8b7675921b20e91163b1064a5a9dbefebb71c05065dd136/coverage-7.16.0-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:289f2ed4d56eebf029b649e7dfc3c1153b111962a75e294cdd8e4a1598a04cc3", size = 224276, upload-time = "2026-08-28T21:54:02.381Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/39/10dbc96d95d20b9b041045d293480bd49e536180e93af62dd7662376284d/coverage-7.16.0-cp315-cp315t-manylinux1_i686.manylinux_2_28_i686.manylinux_2_5_i686.whl", hash = "sha256:9b83f6ac575530783771c8dcf05284f7c8b5b12f1e7cb226d63445aac4497a3a", size = 265135, upload-time = "2026-08-28T21:54:04.558Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/3b/6b326544afd1a8aef3a495bbae109a7ab5baf23e04a2741d8d64e2df2ba2/coverage-7.16.0-cp315-cp315t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:2c3ff6580f2dfc5bec34717b85b2e6cf5ec993b721e7bb58a794babd525a8178", size = 268216, upload-time = "2026-08-28T21:54:06.97Z" },
+    { url = "https://files.pythonhosted.org/packages/54/34/1dc8265f3ed990690e24d5f31ff79bc9fb9b25d54f9f89bebad5a6a8b7a1/coverage-7.16.0-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:507596cee23e9968b1934fe86d799b76166541af0a293930918b1b48a5c84bd2", size = 270772, upload-time = "2026-08-28T21:54:09.234Z" },
+    { url = "https://files.pythonhosted.org/packages/66/a7/3a8463713a402b44044ec832f4a76e442ce4b3a207804303f4d1dc1a9bb4/coverage-7.16.0-cp315-cp315t-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:edc2be98e6c55ccc5ff7832bb64f023a4b03dba39dfa84b850046cf08a8249b0", size = 271752, upload-time = "2026-08-28T21:54:11.701Z" },
+    { url = "https://files.pythonhosted.org/packages/25/3b/dd5e795cfbe1842f69899189089ae289a96d6a68de312960ea668542e33c/coverage-7.16.0-cp315-cp315t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:9c0690994b84a15a53bdd39e0b2fdb539b22533820623eb86ba75b93760c645b", size = 265589, upload-time = "2026-08-28T21:54:14.12Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/b6/fd90636cbd95cb018312f6ca1ca2bbd70fbe8e4ee6f3992fc36a4230364e/coverage-7.16.0-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:de24c62bf798940a14674a47489a81b79915ec4134f556d5199830e065225dd0", size = 268596, upload-time = "2026-08-28T21:54:16.303Z" },
+    { url = "https://files.pythonhosted.org/packages/91/10/ef2d59264f3b3b358cc5885ca375e6cdbda7c195e78304d5aae800a72d9d/coverage-7.16.0-cp315-cp315t-musllinux_1_2_i686.whl", hash = "sha256:69474d81f198774c9d2937599ca5da04c9e1c5de5032da23c607ce4960ce360e", size = 265072, upload-time = "2026-08-28T21:54:18.597Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/5b/400891c364c0170408d172501b340b18611800f4c42d8fbb16f9f5497c24/coverage-7.16.0-cp315-cp315t-musllinux_1_2_ppc64le.whl", hash = "sha256:72a0795cc6d34acc2b03dfeabdc82b61b72087f2737018b56ac92c1cf5446c54", size = 269768, upload-time = "2026-08-28T21:54:20.985Z" },
+    { url = "https://files.pythonhosted.org/packages/98/93/9792c80271df04d287d21ed5d662fd8fa58b1737888d817679b1ce5d2fab/coverage-7.16.0-cp315-cp315t-musllinux_1_2_riscv64.whl", hash = "sha256:d9a218d3f9c7d6916684ed5ba94f620661117a730e733cd6ef5e87accc5872eb", size = 265211, upload-time = "2026-08-28T21:54:23.344Z" },
+    { url = "https://files.pythonhosted.org/packages/81/67/5b8f827cfa6616e6bd7ba9397acfe7e3c4fd5b9fca4125511d5089f55d5a/coverage-7.16.0-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:49fa72ead28c8216f8916398a4f3c4669acb30a061822810ee20a727a1be2897", size = 267170, upload-time = "2026-08-28T21:54:25.85Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/ee/c135d2d2cb617d744bc3e13c922f2fae66964494176ddef225dc4656bd2c/coverage-7.16.0-cp315-cp315t-win32.whl", hash = "sha256:27461af9f3ed7d2cf2411eb083784f87055ebf42211789ae3a216c48609bc743", size = 225731, upload-time = "2026-08-28T21:54:28.151Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/4d/dc3d53eadf155916e183bf5dfacbfc4aa5bfb7f13b7da11c01caa7a05cbc/coverage-7.16.0-cp315-cp315t-win_amd64.whl", hash = "sha256:c5612cc20ca76abc883e50269af47c1494b42958bb63dbb9aa79729a1ab5f7d3", size = 226562, upload-time = "2026-08-28T21:54:30.42Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/00/ac9da1a60a4e84c3ad0f7db4723fd327154a8f9add210c0dcd2db3ec5156/coverage-7.16.0-cp315-cp315t-win_arm64.whl", hash = "sha256:2ddaa9e2af4760a329d80008b7a3b4762fbb0dbcb169199360f9a5179c32f2dc", size = 225872, upload-time = "2026-08-28T21:54:32.806Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/5a/234e8fadf85c3cc48cb31c247b9e8e0c7f06ece80f5b29f9b8c241f9da4c/coverage-7.16.0-py3-none-any.whl", hash = "sha256:245f7de6d023a5bba375dbec9f2e0869bfa26ac0cc639bbb7b4c814884000b73", size = 214977, upload-time = "2026-08-28T21:54:35.189Z" },
 ]
 
 [[package]]
@@ -511,11 +511,11 @@ wheels = [
 
 [[package]]
 name = "filelock"
-version = "3.32.3"
+version = "3.32.4"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/7d/64/a02e6765de08964ed371eca577870593245afc9dfac16d037de7c10d18e6/filelock-3.32.3.tar.gz", hash = "sha256:0ffa185a3540854c95caa7fa76b76cb219d907415e2c5dc9af25fd970563487f", size = 218135, upload-time = "2026-08-13T16:00:05.577Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6d/30/03b03951873a1a0ffc7e8ca0e10c15597b59e8d0e39260704cd2ea087bc4/filelock-3.32.4.tar.gz", hash = "sha256:2bde2e4cf732e0153406d8a7bc80620ecf5e621fe0d25e41143c4e3b4733ff30", size = 222126, upload-time = "2026-08-23T17:37:55.363Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a7/8e/50f46a9c0ce8d2861a394c1347caae037ea0431d2f67d7feb151cbc4649a/filelock-3.32.3-py3-none-any.whl", hash = "sha256:7f0ca4bcc0e181c60dbbd8aa9ab5b120ebb99e4e064e83636340056f833a1f09", size = 98901, upload-time = "2026-08-13T16:00:03.974Z" },
+    { url = "https://files.pythonhosted.org/packages/01/a4/9b63d595d748e3aff8812b65eacc1a2c4bd90b7c2012e08e72373b4835eb/filelock-3.32.4-py3-none-any.whl", hash = "sha256:22e58ca3b1ae3b98993b762d7338367ae64fe50252bf78d59da3bfebcdf1cedd", size = 99864, upload-time = "2026-08-23T17:37:53.913Z" },
 ]
 
 [[package]]
@@ -594,25 +594,25 @@ wheels = [
 
 [[package]]
 name = "gurobipy"
-version = "13.0.2"
+version = "13.0.3"
 source = { registry = "https://pypi.org/simple" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ab/52/84706ec7c4c8d76a7e36ac602f873e9a367dfbaa035ac145eda79b3bc983/gurobipy-13.0.2-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:64b66660238f57b75adc9761f981524373f32ce8cdd37f4bf2f28dc1b699d1d5", size = 15988917, upload-time = "2026-05-05T10:42:49.424Z" },
-    { url = "https://files.pythonhosted.org/packages/2e/70/460e4cc66508b9025919f6c260b93211169058917153e58c0f17a57846ea/gurobipy-13.0.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f35e404fc32921a94cbc5b047e01ad714ced23ba0c1ddf81b5e5a20bf53d757a", size = 14868660, upload-time = "2026-05-05T10:42:56.31Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/e3/3ec926182acc9fbe8182fb01adecfa1abef905e142a69a7b705925056bc8/gurobipy-13.0.2-cp312-cp312-manylinux_2_26_aarch64.whl", hash = "sha256:73f8d93ac4d9c196fd7b5836a83502d41a6ed0ce72bc27ad5c2e91132431f7eb", size = 87204593, upload-time = "2026-05-05T10:43:11.838Z" },
-    { url = "https://files.pythonhosted.org/packages/e4/34/fa0fd152143ca0d1b770b9669918b2134a5d1af609c33cb445ccb7096327/gurobipy-13.0.2-cp312-cp312-win_amd64.whl", hash = "sha256:0ac0f1c7d28ad6aeec3c57f94833c918881dcbfb7238f5d5fe0a8d08b2975681", size = 11250700, upload-time = "2026-05-05T10:43:15.588Z" },
-    { url = "https://files.pythonhosted.org/packages/3e/de/d32f793c5c208f34b289049c05fbc003ed5c6818e7e84c113651992cc923/gurobipy-13.0.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:6cc4be757540f48b3f206427cacbcd78f5e8c07dddd8654e3b1c6e3b87327082", size = 15978090, upload-time = "2026-05-05T10:43:18.396Z" },
-    { url = "https://files.pythonhosted.org/packages/a5/11/77458930745fb661a0b5aea39211101a22c5413161bb10f954f015af3f70/gurobipy-13.0.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1d7840fdf7928a6faf9fff795dde727940164e87d0bced98075df1ead38b12f9", size = 14866672, upload-time = "2026-05-05T10:43:21.508Z" },
-    { url = "https://files.pythonhosted.org/packages/79/08/70c909650ae684a4d8468fec8b2e5d2f3be5b7f602e48b3cffd1e67ee6cc/gurobipy-13.0.2-cp313-cp313-manylinux_2_26_aarch64.whl", hash = "sha256:407f87b87b556b2d73f738ca4b9a41c3aed0ee412958a68b127d2108a8c300e2", size = 87208386, upload-time = "2026-05-05T10:43:26.333Z" },
-    { url = "https://files.pythonhosted.org/packages/fd/7f/e68bd10b04c87f60d82f0d81340cf23e6e8d5e012dbac474dffbdf990657/gurobipy-13.0.2-cp313-cp313-win_amd64.whl", hash = "sha256:5b26c7ab11fd406f6ecf10958728b9f9344b818fee86db5b516a46aefe8400f2", size = 11244495, upload-time = "2026-05-05T10:43:29.624Z" },
-    { url = "https://files.pythonhosted.org/packages/83/ae/0481b8f6d883b1907713bb9f92313257d3f1b7608f02d73f27d6c39516ae/gurobipy-13.0.2-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:a827eff3ae926b67625026b80365007ab7be398e60e188753268dc1f0e876b3e", size = 15848186, upload-time = "2026-05-05T10:43:32.11Z" },
-    { url = "https://files.pythonhosted.org/packages/30/ce/b62840162e24e03bd55fc265882fb9eb602d47a4dc27a9b7775c4741993e/gurobipy-13.0.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:f82340708955c24ab20f5d41b4d7fbd0e94cf4e7740841360e2024c9d222961f", size = 14766019, upload-time = "2026-05-05T10:43:34.359Z" },
-    { url = "https://files.pythonhosted.org/packages/27/b9/467bce6c7b03883b8dc1646756b5c870c7a156c89cf13ca32dfcee0cc7b3/gurobipy-13.0.2-cp314-cp314-manylinux_2_26_aarch64.whl", hash = "sha256:f7714d69d778af882d756e222340920e8dbfc004a509998604cb9b4cb1d43242", size = 87137188, upload-time = "2026-05-05T10:43:38.447Z" },
-    { url = "https://files.pythonhosted.org/packages/1a/50/22546477a0277d1eaf7f67da5629c27782b63b85daeeabf394ce52627cac/gurobipy-13.0.2-cp314-cp314-win_amd64.whl", hash = "sha256:443d79ab626c383f01f0ea56c37533c9023e4d65abf8356563d2cf8da513001d", size = 11465255, upload-time = "2026-05-05T10:43:53.498Z" },
-    { url = "https://files.pythonhosted.org/packages/39/5c/06e98babc2b0df16f2e42e52a222b4f880bd0a59e7e025ced25c47b7aeae/gurobipy-13.0.2-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:57c7c129f9c305296c12130bb0d8f0157785e4aaf5cee501174b8320a3a9195d", size = 16161861, upload-time = "2026-05-05T10:43:41.663Z" },
-    { url = "https://files.pythonhosted.org/packages/42/21/6b0ceecfc45ebed38c5f9f3d87441baad8832743eaa85a31ac09ba4543e7/gurobipy-13.0.2-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:29a7449544e9b17def147b8c77d0eb30c8f343e2900bc0b004877b903ed41595", size = 14761111, upload-time = "2026-05-05T10:43:44.075Z" },
-    { url = "https://files.pythonhosted.org/packages/1e/d4/b3b915fdce536d1331d45305cc55e8952694109377cbfe4e82c1fa38c986/gurobipy-13.0.2-cp314-cp314t-manylinux_2_26_aarch64.whl", hash = "sha256:8207e3503a74c43a19c120c6c117a5c6892d060e5f803fe072209be127a984e0", size = 87131303, upload-time = "2026-05-05T10:43:47.705Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/6b/2532e54305cf3a905f4df5a050d51f066391829f18f3c167a6ccd15da28d/gurobipy-13.0.2-cp314-cp314t-win_amd64.whl", hash = "sha256:9e2f956649fa46304a5aa2d18dbccfdb6d742092db2f0f798d37a4c3ccca5e99", size = 11906319, upload-time = "2026-05-05T10:43:50.882Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/87/ada84ac49ccc8478ad50b4938ef61122719d64f224a2c5312ad4bccbdb20/gurobipy-13.0.3-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:ee439774ed56dca173cddf0017f1cb854d7f79dfcc12abc4fe5d83a7f22bb9b3", size = 15987021, upload-time = "2026-08-25T06:33:48.381Z" },
+    { url = "https://files.pythonhosted.org/packages/62/8b/df51ea9593c9434ae736bd528586777d6978ae3842e8252c053ec88e3656/gurobipy-13.0.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:34f0b9528edfbf29e96a74e0b69b8cc832375d43342d6376754fd436c570bb2a", size = 14865983, upload-time = "2026-08-25T06:34:19.194Z" },
+    { url = "https://files.pythonhosted.org/packages/98/cf/b94bcddb78e3fc7cb9eb26251db33da1e45772ab0e6df2d5cf5b8df00d1e/gurobipy-13.0.3-cp312-cp312-manylinux_2_26_aarch64.whl", hash = "sha256:3d4611c247850379e416daafd9a7ad624d94e7b2b416746c382a3a54c1ef89d7", size = 87206647, upload-time = "2026-08-25T06:36:38.821Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/ca/e2f677a1f7b91e3f1dfda3043c9810cff38ea8901007a4abea6a53c904fb/gurobipy-13.0.3-cp312-cp312-win_amd64.whl", hash = "sha256:11ae3f75a17265e095695229a3ccbf14a8fe6fa9a4bc17a11e2698bedc16b28a", size = 10983444, upload-time = "2026-08-25T06:36:51.628Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/08/43d777f7678d2702e413cc34ebfa26f711005ea25b3f7ac8398f0e8cb60e/gurobipy-13.0.3-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:65ca7a0cd1e5ed57c80e613f35509c0aeaac1544d17705b73f9a5707d40e2588", size = 15976009, upload-time = "2026-08-25T06:37:12.061Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/b1/d77764cfd28b860c374926a9873f2cd60b7237c59c392584e51f8d701903/gurobipy-13.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:d54ea7f41dff3518020c1a6240fa3ef8f8ae3077040b4e1e445fe69a239e98ca", size = 14862897, upload-time = "2026-08-25T06:37:21.671Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/84/f2451ccf73d763ba3f916ca96a8fe5747d8795d05fd648c5b411d0292bd1/gurobipy-13.0.3-cp313-cp313-manylinux_2_26_aarch64.whl", hash = "sha256:3a7c8cf118f2381ec9f80f1990d532ead67d61f5bbc0be4f977fe9eb0cd6fc41", size = 87207115, upload-time = "2026-08-25T06:37:38.151Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/7f/e74be565dd6fa6a89d0b3790bb89f875a2d60e7c7ea7e901e191031107db/gurobipy-13.0.3-cp313-cp313-win_amd64.whl", hash = "sha256:ab051b7783642c74e49821c3348e8803aa32ca6d1b29f4adcc699bfc67b0f92e", size = 10977259, upload-time = "2026-08-25T06:37:42.376Z" },
+    { url = "https://files.pythonhosted.org/packages/80/e2/21e9dfd3a7a5e64c8163315fdfd20eabb89dc90d64ffc5cbd7ec71b8bead/gurobipy-13.0.3-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:46d572e1ef5e39dacfbba263a933cbe12ffa7568105b3e43ed8135347d86622e", size = 15843820, upload-time = "2026-08-25T06:37:46.599Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/5f/396c38ca5611ff491c040a4628c6c78df118eb4ca67432b3c8e2f1b68786/gurobipy-13.0.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:c2e87d9fb5297fa260a62666a67f29d8be939027905cda353ca1b62047212e88", size = 14763205, upload-time = "2026-08-25T06:37:50.672Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/42/ca3db38119402016a07812a92b30696d0a4a82a2eaa0d554842681f150e9/gurobipy-13.0.3-cp314-cp314-manylinux_2_26_aarch64.whl", hash = "sha256:f70a0746a5405f7b0b3b69188a569621c228c90f6dffa26219e47b82dc8f4e89", size = 87137107, upload-time = "2026-08-25T06:38:09.419Z" },
+    { url = "https://files.pythonhosted.org/packages/28/30/0b05dd55aef8e0b035275e40cb553ba3a7efd26df02dc987e17c43a20ef1/gurobipy-13.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:cfed66d8ca81098bb0671c5ba1b0b3af4cd7b4694e808d0fd3e4d26fdb9c73a6", size = 11187637, upload-time = "2026-08-25T06:39:12.341Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/8d/b14e6c61493e3cd3903f819b74622d47b180a321c3ff233b460282e2630b/gurobipy-13.0.3-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:6465a921eb81244f48ab12b260c15bed286013ecbcb91ca17c6e4c23eed08834", size = 16159390, upload-time = "2026-08-25T06:38:22.701Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/6d/41a3a32f7a5bdcef1e57b3a59290d391cb981afb44c300f44f5a25daa827/gurobipy-13.0.3-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b4b5d5ff343e6c8acc36984eb447ee854f293d342dad05efc54aac9e624887b2", size = 14757391, upload-time = "2026-08-25T06:38:33.683Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/ee/1c4779403d188493467e7432de9a253a5405caee70c4b1d2d84afbbcc801/gurobipy-13.0.3-cp314-cp314t-manylinux_2_26_aarch64.whl", hash = "sha256:8796eb01b354779a75fbf4cdb0c02962f2af176240311c33fb5fe38dd72226e9", size = 87128852, upload-time = "2026-08-25T06:39:04.987Z" },
+    { url = "https://files.pythonhosted.org/packages/25/7d/18faaa06e0a764cdeebdd1993d28a1b68f0a6ec634add75627d49baffd3d/gurobipy-13.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:ab286f94ef9673cd493b992c504d758ffb5e866f4a706decf47360a543eae720", size = 11629765, upload-time = "2026-08-25T06:39:09.241Z" },
 ]
 
 [[package]]
@@ -667,20 +667,20 @@ wheels = [
 
 [[package]]
 name = "idna"
-version = "3.18"
+version = "3.19"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/cd/63/9496c57188a2ee585e0f1db071d75089a11e98aa86eb99d9d7618fc1edce/idna-3.18.tar.gz", hash = "sha256:ffb385a7e039654cef1ab9ef32c6fafe283c0c0467bba1d9029738ce4a14a848", size = 196711, upload-time = "2026-06-02T14:34:07.794Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/5f/f7/abb373e5757eaec4b922b92f97ec8d6d7e057cf06778247604fbc4e7c3f3/idna-3.19.tar.gz", hash = "sha256:5e0811a4383b21dc5838069f801c4fb62113b7447663d2530d2bd6e77b49bf15", size = 215237, upload-time = "2026-08-18T05:14:24.27Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1e/5e/d4e9f1a599fb8e573b7b87160658329fbf28d19eac2718f51fc3def3aa5a/idna-3.18-py3-none-any.whl", hash = "sha256:7f952cbe720b688055e3f87de14f5c3e5fdaa8bc3928985c4077ca689de849a2", size = 65455, upload-time = "2026-06-02T14:34:06.319Z" },
+    { url = "https://files.pythonhosted.org/packages/57/b0/0e52c878c53f245edd3a11020f20979b3f490f245af532c7cae3027754b5/idna-3.19-py3-none-any.whl", hash = "sha256:815e7be7a7806d54abb586dc943addc79e8b2ee16915059658cbeff4b1b43bf4", size = 68550, upload-time = "2026-08-18T05:14:22.343Z" },
 ]
 
 [[package]]
 name = "imagesize"
-version = "2.0.0"
+version = "2.0.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/6c/e6/7bf14eeb8f8b7251141944835abd42eb20a658d89084b7e1f3e5fe394090/imagesize-2.0.0.tar.gz", hash = "sha256:8e8358c4a05c304f1fccf7ff96f036e7243a189e9e42e90851993c558cfe9ee3", size = 1773045, upload-time = "2026-03-03T14:18:29.941Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/fb/5e/513ff06670c84e7b9887c1fdf61b2d42b4f574a831f2f1d2222023049d8a/imagesize-2.0.1.tar.gz", hash = "sha256:b2ba6a4dea487a7ebcd53248d3476aca449d30db12a2dde5e0c5ca9624fd77e5", size = 1883774, upload-time = "2026-08-24T12:35:19.13Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5f/53/fb7122b71361a0d121b669dcf3d31244ef75badbbb724af388948de543e2/imagesize-2.0.0-py2.py3-none-any.whl", hash = "sha256:5667c5bbb57ab3f1fa4bc366f4fbc971db3d5ed011fd2715fd8001f782718d96", size = 9441, upload-time = "2026-03-03T14:18:27.892Z" },
+    { url = "https://files.pythonhosted.org/packages/01/f9/575c8d760eae1fc99651b7cc5efd96ad5379ca4d6b53750b0fb4fe983f34/imagesize-2.0.1-py3-none-any.whl", hash = "sha256:ea0c9a0384df69ed86a943a15cde37d0360b82491b3910dc2215e202e62b5b02", size = 14794, upload-time = "2026-08-24T12:35:12.548Z" },
 ]
 
 [[package]]
@@ -715,88 +715,112 @@ wheels = [
 
 [[package]]
 name = "kiwisolver"
-version = "1.5.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/d0/67/9c61eccb13f0bdca9307614e782fec49ffdde0f7a2314935d489fa93cd9c/kiwisolver-1.5.0.tar.gz", hash = "sha256:d4193f3d9dc3f6f79aaed0e5637f45d98850ebf01f7ca20e69457f3e8946b66a", size = 103482, upload-time = "2026-03-09T13:15:53.382Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/4d/b2/818b74ebea34dabe6d0c51cb1c572e046730e64844da6ed646d5298c40ce/kiwisolver-1.5.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:4e9750bc21b886308024f8a54ccb9a2cc38ac9fa813bf4348434e3d54f337ff9", size = 123158, upload-time = "2026-03-09T13:13:23.127Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/d9/405320f8077e8e1c5c4bd6adc45e1e6edf6d727b6da7f2e2533cf58bff71/kiwisolver-1.5.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:72ec46b7eba5b395e0a7b63025490d3214c11013f4aacb4f5e8d6c3041829588", size = 66388, upload-time = "2026-03-09T13:13:24.765Z" },
-    { url = "https://files.pythonhosted.org/packages/99/9f/795fedf35634f746151ca8839d05681ceb6287fbed6cc1c9bf235f7887c2/kiwisolver-1.5.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ed3a984b31da7481b103f68776f7128a89ef26ed40f4dc41a2223cda7fb24819", size = 64068, upload-time = "2026-03-09T13:13:25.878Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/13/680c54afe3e65767bed7ec1a15571e1a2f1257128733851ade24abcefbcc/kiwisolver-1.5.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:bb5136fb5352d3f422df33f0c879a1b0c204004324150cc3b5e3c4f310c9049f", size = 1477934, upload-time = "2026-03-09T13:13:27.166Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/2f/cebfcdb60fd6a9b0f6b47a9337198bcbad6fbe15e68189b7011fd914911f/kiwisolver-1.5.0-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b2af221f268f5af85e776a73d62b0845fc8baf8ef0abfae79d29c77d0e776aaf", size = 1278537, upload-time = "2026-03-09T13:13:28.707Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/0d/9b782923aada3fafb1d6b84e13121954515c669b18af0c26e7d21f579855/kiwisolver-1.5.0-cp312-cp312-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:b0f172dc8ffaccb8522d7c5d899de00133f2f1ca7b0a49b7da98e901de87bf2d", size = 1296685, upload-time = "2026-03-09T13:13:30.528Z" },
-    { url = "https://files.pythonhosted.org/packages/27/70/83241b6634b04fe44e892688d5208332bde130f38e610c0418f9ede47ded/kiwisolver-1.5.0-cp312-cp312-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:6ab8ba9152203feec73758dad83af9a0bbe05001eb4639e547207c40cfb52083", size = 1346024, upload-time = "2026-03-09T13:13:32.818Z" },
-    { url = "https://files.pythonhosted.org/packages/e4/db/30ed226fb271ae1a6431fc0fe0edffb2efe23cadb01e798caeb9f2ceae8f/kiwisolver-1.5.0-cp312-cp312-manylinux_2_39_riscv64.whl", hash = "sha256:cdee07c4d7f6d72008d3f73b9bf027f4e11550224c7c50d8df1ae4a37c1402a6", size = 987241, upload-time = "2026-03-09T13:13:34.435Z" },
-    { url = "https://files.pythonhosted.org/packages/ec/bd/c314595208e4c9587652d50959ead9e461995389664e490f4dce7ff0f782/kiwisolver-1.5.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7c60d3c9b06fb23bd9c6139281ccbdc384297579ae037f08ae90c69f6845c0b1", size = 2227742, upload-time = "2026-03-09T13:13:36.4Z" },
-    { url = "https://files.pythonhosted.org/packages/c1/43/0499cec932d935229b5543d073c2b87c9c22846aab48881e9d8d6e742a2d/kiwisolver-1.5.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:e315e5ec90d88e140f57696ff85b484ff68bb311e36f2c414aa4286293e6dee0", size = 2323966, upload-time = "2026-03-09T13:13:38.204Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/6f/79b0d760907965acfd9d61826a3d41f8f093c538f55cd2633d3f0db269f6/kiwisolver-1.5.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:1465387ac63576c3e125e5337a6892b9e99e0627d52317f3ca79e6930d889d15", size = 1977417, upload-time = "2026-03-09T13:13:39.966Z" },
-    { url = "https://files.pythonhosted.org/packages/ab/31/01d0537c41cb75a551a438c3c7a80d0c60d60b81f694dac83dd436aec0d0/kiwisolver-1.5.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:530a3fd64c87cffa844d4b6b9768774763d9caa299e9b75d8eca6a4423b31314", size = 2491238, upload-time = "2026-03-09T13:13:41.698Z" },
-    { url = "https://files.pythonhosted.org/packages/e4/34/8aefdd0be9cfd00a44509251ba864f5caf2991e36772e61c408007e7f417/kiwisolver-1.5.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:1d9daea4ea6b9be74fe2f01f7fbade8d6ffab263e781274cffca0dba9be9eec9", size = 2294947, upload-time = "2026-03-09T13:13:43.343Z" },
-    { url = "https://files.pythonhosted.org/packages/ad/cf/0348374369ca588f8fe9c338fae49fa4e16eeb10ffb3d012f23a54578a9e/kiwisolver-1.5.0-cp312-cp312-win_amd64.whl", hash = "sha256:f18c2d9782259a6dc132fdc7a63c168cbc74b35284b6d75c673958982a378384", size = 73569, upload-time = "2026-03-09T13:13:45.792Z" },
-    { url = "https://files.pythonhosted.org/packages/28/26/192b26196e2316e2bd29deef67e37cdf9870d9af8e085e521afff0fed526/kiwisolver-1.5.0-cp312-cp312-win_arm64.whl", hash = "sha256:f7c7553b13f69c1b29a5bde08ddc6d9d0c8bfb84f9ed01c30db25944aeb852a7", size = 64997, upload-time = "2026-03-09T13:13:46.878Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/69/024d6711d5ba575aa65d5538042e99964104e97fa153a9f10bc369182bc2/kiwisolver-1.5.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:fd40bb9cd0891c4c3cb1ddf83f8bbfa15731a248fdc8162669405451e2724b09", size = 123166, upload-time = "2026-03-09T13:13:48.032Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/48/adbb40df306f587054a348831220812b9b1d787aff714cfbc8556e38fccd/kiwisolver-1.5.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c0e1403fd7c26d77c1f03e096dc58a5c726503fa0db0456678b8668f76f521e3", size = 66395, upload-time = "2026-03-09T13:13:49.365Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/3a/d0a972b34e1c63e2409413104216cd1caa02c5a37cb668d1687d466c1c45/kiwisolver-1.5.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:dda366d548e89a90d88a86c692377d18d8bd64b39c1fb2b92cb31370e2896bbd", size = 64065, upload-time = "2026-03-09T13:13:50.562Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/0a/7b98e1e119878a27ba8618ca1e18b14f992ff1eda40f47bccccf4de44121/kiwisolver-1.5.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:332b4f0145c30b5f5ad9374881133e5aa64320428a57c2c2b61e9d891a51c2f3", size = 1477903, upload-time = "2026-03-09T13:13:52.084Z" },
-    { url = "https://files.pythonhosted.org/packages/18/d8/55638d89ffd27799d5cc3d8aa28e12f4ce7a64d67b285114dbedc8ea4136/kiwisolver-1.5.0-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0c50b89ffd3e1a911c69a1dd3de7173c0cd10b130f56222e57898683841e4f96", size = 1278751, upload-time = "2026-03-09T13:13:54.673Z" },
-    { url = "https://files.pythonhosted.org/packages/b8/97/b4c8d0d18421ecceba20ad8701358453b88e32414e6f6950b5a4bad54e65/kiwisolver-1.5.0-cp313-cp313-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:4db576bb8c3ef9365f8b40fe0f671644de6736ae2c27a2c62d7d8a1b4329f099", size = 1296793, upload-time = "2026-03-09T13:13:56.287Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/10/f862f94b6389d8957448ec9df59450b81bec4abb318805375c401a1e6892/kiwisolver-1.5.0-cp313-cp313-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:0b85aad90cea8ac6797a53b5d5f2e967334fa4d1149f031c4537569972596cb8", size = 1346041, upload-time = "2026-03-09T13:13:58.269Z" },
-    { url = "https://files.pythonhosted.org/packages/a3/6a/f1650af35821eaf09de398ec0bc2aefc8f211f0cda50204c9f1673741ba9/kiwisolver-1.5.0-cp313-cp313-manylinux_2_39_riscv64.whl", hash = "sha256:d36ca54cb4c6c4686f7cbb7b817f66f5911c12ddb519450bbe86707155028f87", size = 987292, upload-time = "2026-03-09T13:13:59.871Z" },
-    { url = "https://files.pythonhosted.org/packages/de/19/d7fb82984b9238115fe629c915007be608ebd23dc8629703d917dbfaffd4/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:38f4a703656f493b0ad185211ccfca7f0386120f022066b018eb5296d8613e23", size = 2227865, upload-time = "2026-03-09T13:14:01.401Z" },
-    { url = "https://files.pythonhosted.org/packages/7f/b9/46b7f386589fd222dac9e9de9c956ce5bcefe2ee73b4e79891381dda8654/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:3ac2360e93cb41be81121755c6462cff3beaa9967188c866e5fce5cf13170859", size = 2324369, upload-time = "2026-03-09T13:14:02.972Z" },
-    { url = "https://files.pythonhosted.org/packages/92/8b/95e237cf3d9c642960153c769ddcbe278f182c8affb20cecc1cc983e7cc5/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:c95cab08d1965db3d84a121f1c7ce7479bdd4072c9b3dafd8fecce48a2e6b902", size = 1977989, upload-time = "2026-03-09T13:14:04.503Z" },
-    { url = "https://files.pythonhosted.org/packages/1b/95/980c9df53501892784997820136c01f62bc1865e31b82b9560f980c0e649/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:fc20894c3d21194d8041a28b65622d5b86db786da6e3cfe73f0c762951a61167", size = 2491645, upload-time = "2026-03-09T13:14:06.106Z" },
-    { url = "https://files.pythonhosted.org/packages/cb/32/900647fd0840abebe1561792c6b31e6a7c0e278fc3973d30572a965ca14c/kiwisolver-1.5.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:7a32f72973f0f950c1920475d5c5ea3d971b81b6f0ec53b8d0a956cc965f22e0", size = 2295237, upload-time = "2026-03-09T13:14:08.891Z" },
-    { url = "https://files.pythonhosted.org/packages/be/8a/be60e3bbcf513cc5a50f4a3e88e1dcecebb79c1ad607a7222877becaa101/kiwisolver-1.5.0-cp313-cp313-win_amd64.whl", hash = "sha256:0bf3acf1419fa93064a4c2189ac0b58e3be7872bf6ee6177b0d4c63dc4cea276", size = 73573, upload-time = "2026-03-09T13:14:12.327Z" },
-    { url = "https://files.pythonhosted.org/packages/4d/d2/64be2e429eb4fca7f7e1c52a91b12663aeaf25de3895e5cca0f47ef2a8d0/kiwisolver-1.5.0-cp313-cp313-win_arm64.whl", hash = "sha256:fa8eb9ecdb7efb0b226acec134e0d709e87a909fa4971a54c0c4f6e88635484c", size = 64998, upload-time = "2026-03-09T13:14:13.469Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/69/ce68dd0c85755ae2de490bf015b62f2cea5f6b14ff00a463f9d0774449ff/kiwisolver-1.5.0-cp313-cp313t-macosx_10_13_universal2.whl", hash = "sha256:db485b3847d182b908b483b2ed133c66d88d49cacf98fd278fadafe11b4478d1", size = 125700, upload-time = "2026-03-09T13:14:14.636Z" },
-    { url = "https://files.pythonhosted.org/packages/74/aa/937aac021cf9d4349990d47eb319309a51355ed1dbdc9c077cdc9224cb11/kiwisolver-1.5.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:be12f931839a3bdfe28b584db0e640a65a8bcbc24560ae3fdb025a449b3d754e", size = 67537, upload-time = "2026-03-09T13:14:15.808Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/20/3a87fbece2c40ad0f6f0aefa93542559159c5f99831d596050e8afae7a9f/kiwisolver-1.5.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:16b85d37c2cbb3253226d26e64663f755d88a03439a9c47df6246b35defbdfb7", size = 65514, upload-time = "2026-03-09T13:14:18.035Z" },
-    { url = "https://files.pythonhosted.org/packages/f0/7f/f943879cda9007c45e1f7dba216d705c3a18d6b35830e488b6c6a4e7cdf0/kiwisolver-1.5.0-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4432b835675f0ea7414aab3d37d119f7226d24869b7a829caeab49ebda407b0c", size = 1584848, upload-time = "2026-03-09T13:14:19.745Z" },
-    { url = "https://files.pythonhosted.org/packages/37/f8/4d4f85cc1870c127c88d950913370dd76138482161cd07eabbc450deff01/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1b0feb50971481a2cc44d94e88bdb02cdd497618252ae226b8eb1201b957e368", size = 1391542, upload-time = "2026-03-09T13:14:21.54Z" },
-    { url = "https://files.pythonhosted.org/packages/04/0b/65dd2916c84d252b244bd405303220f729e7c17c9d7d33dca6feeff9ffc4/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:56fa888f10d0f367155e76ce849fa1166fc9730d13bd2d65a2aa13b6f5424489", size = 1404447, upload-time = "2026-03-09T13:14:23.205Z" },
-    { url = "https://files.pythonhosted.org/packages/39/5c/2606a373247babce9b1d056c03a04b65f3cf5290a8eac5d7bdead0a17e21/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:940dda65d5e764406b9fb92761cbf462e4e63f712ab60ed98f70552e496f3bf1", size = 1455918, upload-time = "2026-03-09T13:14:24.74Z" },
-    { url = "https://files.pythonhosted.org/packages/d5/d1/c6078b5756670658e9192a2ef11e939c92918833d2745f85cd14a6004bdf/kiwisolver-1.5.0-cp313-cp313t-manylinux_2_39_riscv64.whl", hash = "sha256:89fc958c702ee9a745e4700378f5d23fddbc46ff89e8fdbf5395c24d5c1452a3", size = 1072856, upload-time = "2026-03-09T13:14:26.597Z" },
-    { url = "https://files.pythonhosted.org/packages/cb/c8/7def6ddf16eb2b3741d8b172bdaa9af882b03c78e9b0772975408801fa63/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:9027d773c4ff81487181a925945743413f6069634d0b122d0b37684ccf4f1e18", size = 2333580, upload-time = "2026-03-09T13:14:28.237Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/87/2ac1fce0eb1e616fcd3c35caa23e665e9b1948bb984f4764790924594128/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_ppc64le.whl", hash = "sha256:5b233ea3e165e43e35dba1d2b8ecc21cf070b45b65ae17dd2747d2713d942021", size = 2423018, upload-time = "2026-03-09T13:14:30.018Z" },
-    { url = "https://files.pythonhosted.org/packages/67/13/c6700ccc6cc218716bfcda4935e4b2997039869b4ad8a94f364c5a3b8e63/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:ce9bf03dad3b46408c08649c6fbd6ca28a9fce0eb32fdfffa6775a13103b5310", size = 2062804, upload-time = "2026-03-09T13:14:32.888Z" },
-    { url = "https://files.pythonhosted.org/packages/1b/bd/877056304626943ff0f1f44c08f584300c199b887cb3176cd7e34f1515f1/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_s390x.whl", hash = "sha256:fc4d3f1fb9ca0ae9f97b095963bc6326f1dbfd3779d6679a1e016b9baaa153d3", size = 2597482, upload-time = "2026-03-09T13:14:34.971Z" },
-    { url = "https://files.pythonhosted.org/packages/75/19/c60626c47bf0f8ac5dcf72c6c98e266d714f2fbbfd50cf6dab5ede3aaa50/kiwisolver-1.5.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:f443b4825c50a51ee68585522ab4a1d1257fac65896f282b4c6763337ac9f5d2", size = 2394328, upload-time = "2026-03-09T13:14:36.816Z" },
-    { url = "https://files.pythonhosted.org/packages/47/84/6a6d5e5bb8273756c27b7d810d47f7ef2f1f9b9fd23c9ee9a3f8c75c9cef/kiwisolver-1.5.0-cp313-cp313t-win_arm64.whl", hash = "sha256:893ff3a711d1b515ba9da14ee090519bad4610ed1962fbe298a434e8c5f8db53", size = 68410, upload-time = "2026-03-09T13:14:38.695Z" },
-    { url = "https://files.pythonhosted.org/packages/e4/d7/060f45052f2a01ad5762c8fdecd6d7a752b43400dc29ff75cd47225a40fd/kiwisolver-1.5.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:8df31fe574b8b3993cc61764f40941111b25c2d9fea13d3ce24a49907cd2d615", size = 123231, upload-time = "2026-03-09T13:14:41.323Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/a7/78da680eadd06ff35edef6ef68a1ad273bad3e2a0936c9a885103230aece/kiwisolver-1.5.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:1d49a49ac4cbfb7c1375301cd1ec90169dfeae55ff84710d782260ce77a75a02", size = 66489, upload-time = "2026-03-09T13:14:42.534Z" },
-    { url = "https://files.pythonhosted.org/packages/49/b2/97980f3ad4fae37dd7fe31626e2bf75fbf8bdf5d303950ec1fab39a12da8/kiwisolver-1.5.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:0cbe94b69b819209a62cb27bdfa5dc2a8977d8de2f89dfd97ba4f53ed3af754e", size = 64063, upload-time = "2026-03-09T13:14:44.759Z" },
-    { url = "https://files.pythonhosted.org/packages/e7/f9/b06c934a6aa8bc91f566bd2a214fd04c30506c2d9e2b6b171953216a65b6/kiwisolver-1.5.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:80aa065ffd378ff784822a6d7c3212f2d5f5e9c3589614b5c228b311fd3063ac", size = 1475913, upload-time = "2026-03-09T13:14:46.247Z" },
-    { url = "https://files.pythonhosted.org/packages/6b/f0/f768ae564a710135630672981231320bc403cf9152b5596ec5289de0f106/kiwisolver-1.5.0-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4e7f886f47ab881692f278ae901039a234e4025a68e6dfab514263a0b1c4ae05", size = 1282782, upload-time = "2026-03-09T13:14:48.458Z" },
-    { url = "https://files.pythonhosted.org/packages/e2/9f/1de7aad00697325f05238a5f2eafbd487fb637cc27a558b5367a5f37fb7f/kiwisolver-1.5.0-cp314-cp314-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:5060731cc3ed12ca3a8b57acd4aeca5bbc2f49216dd0bec1650a1acd89486bcd", size = 1300815, upload-time = "2026-03-09T13:14:50.721Z" },
-    { url = "https://files.pythonhosted.org/packages/5a/c2/297f25141d2e468e0ce7f7a7b92e0cf8918143a0cbd3422c1ad627e85a06/kiwisolver-1.5.0-cp314-cp314-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:7a4aa69609f40fce3cbc3f87b2061f042eee32f94b8f11db707b66a26461591a", size = 1347925, upload-time = "2026-03-09T13:14:52.304Z" },
-    { url = "https://files.pythonhosted.org/packages/b9/d3/f4c73a02eb41520c47610207b21afa8cdd18fdbf64ffd94674ae21c4812d/kiwisolver-1.5.0-cp314-cp314-manylinux_2_39_riscv64.whl", hash = "sha256:d168fda2dbff7b9b5f38e693182d792a938c31db4dac3a80a4888de603c99554", size = 991322, upload-time = "2026-03-09T13:14:54.637Z" },
-    { url = "https://files.pythonhosted.org/packages/7b/46/d3f2efef7732fcda98d22bf4ad5d3d71d545167a852ca710a494f4c15343/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:413b820229730d358efd838ecbab79902fe97094565fdc80ddb6b0a18c18a581", size = 2232857, upload-time = "2026-03-09T13:14:56.471Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/ec/2d9756bf2b6d26ae4349b8d3662fb3993f16d80c1f971c179ce862b9dbae/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:5124d1ea754509b09e53738ec185584cc609aae4a3b510aaf4ed6aa047ef9303", size = 2329376, upload-time = "2026-03-09T13:14:58.072Z" },
-    { url = "https://files.pythonhosted.org/packages/8f/9f/876a0a0f2260f1bde92e002b3019a5fabc35e0939c7d945e0fa66185eb20/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:e4415a8db000bf49a6dd1c478bf70062eaacff0f462b92b0ba68791a905861f9", size = 1982549, upload-time = "2026-03-09T13:14:59.668Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/4f/ba3624dfac23a64d54ac4179832860cb537c1b0af06024936e82ca4154a0/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:d618fd27420381a4f6044faa71f46d8bfd911bd077c555f7138ed88729bfbe79", size = 2494680, upload-time = "2026-03-09T13:15:01.364Z" },
-    { url = "https://files.pythonhosted.org/packages/39/b7/97716b190ab98911b20d10bf92eca469121ec483b8ce0edd314f51bc85af/kiwisolver-1.5.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:5092eb5b1172947f57d6ea7d89b2f29650414e4293c47707eb499ec07a0ac796", size = 2297905, upload-time = "2026-03-09T13:15:03.925Z" },
-    { url = "https://files.pythonhosted.org/packages/a3/36/4e551e8aa55c9188bca9abb5096805edbf7431072b76e2298e34fd3a3008/kiwisolver-1.5.0-cp314-cp314-win_amd64.whl", hash = "sha256:d76e2d8c75051d58177e762164d2e9ab92886534e3a12e795f103524f221dd8e", size = 75086, upload-time = "2026-03-09T13:15:07.775Z" },
-    { url = "https://files.pythonhosted.org/packages/70/15/9b90f7df0e31a003c71649cf66ef61c3c1b862f48c81007fa2383c8bd8d7/kiwisolver-1.5.0-cp314-cp314-win_arm64.whl", hash = "sha256:fa6248cd194edff41d7ea9425ced8ca3a6f838bfb295f6f1d6e6bb694a8518df", size = 66577, upload-time = "2026-03-09T13:15:09.139Z" },
-    { url = "https://files.pythonhosted.org/packages/17/01/7dc8c5443ff42b38e72731643ed7cf1ed9bf01691ae5cdca98501999ed83/kiwisolver-1.5.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:d1ffeb80b5676463d7a7d56acbe8e37a20ce725570e09549fe738e02ca6b7e1e", size = 125794, upload-time = "2026-03-09T13:15:10.525Z" },
-    { url = "https://files.pythonhosted.org/packages/46/8a/b4ebe46ebaac6a303417fab10c2e165c557ddaff558f9699d302b256bc53/kiwisolver-1.5.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:bc4d8e252f532ab46a1de9349e2d27b91fce46736a9eedaa37beaca66f574ed4", size = 67646, upload-time = "2026-03-09T13:15:12.016Z" },
-    { url = "https://files.pythonhosted.org/packages/60/35/10a844afc5f19d6f567359bf4789e26661755a2f36200d5d1ed8ad0126e5/kiwisolver-1.5.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:6783e069732715ad0c3ce96dbf21dbc2235ab0593f2baf6338101f70371f4028", size = 65511, upload-time = "2026-03-09T13:15:13.311Z" },
-    { url = "https://files.pythonhosted.org/packages/f8/8a/685b297052dd041dcebce8e8787b58923b6e78acc6115a0dc9189011c44b/kiwisolver-1.5.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e7c4c09a490dc4d4a7f8cbee56c606a320f9dc28cf92a7157a39d1ce7676a657", size = 1584858, upload-time = "2026-03-09T13:15:15.103Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/80/04865e3d4638ac5bddec28908916df4a3075b8c6cc101786a96803188b96/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2a075bd7bd19c70cf67c8badfa36cf7c5d8de3c9ddb8420c51e10d9c50e94920", size = 1392539, upload-time = "2026-03-09T13:15:16.661Z" },
-    { url = "https://files.pythonhosted.org/packages/ba/01/77a19cacc0893fa13fafa46d1bba06fb4dc2360b3292baf4b56d8e067b24/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:bdd3e53429ff02aa319ba59dfe4ceeec345bf46cf180ec2cf6fd5b942e7975e9", size = 1405310, upload-time = "2026-03-09T13:15:18.229Z" },
-    { url = "https://files.pythonhosted.org/packages/53/39/bcaf5d0cca50e604cfa9b4e3ae1d64b50ca1ae5b754122396084599ef903/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:3cdcb35dc9d807259c981a85531048ede628eabcffb3239adf3d17463518992d", size = 1456244, upload-time = "2026-03-09T13:15:20.444Z" },
-    { url = "https://files.pythonhosted.org/packages/d0/7a/72c187abc6975f6978c3e39b7cf67aeb8b3c0a8f9790aa7fd412855e9e1f/kiwisolver-1.5.0-cp314-cp314t-manylinux_2_39_riscv64.whl", hash = "sha256:70d593af6a6ca332d1df73d519fddb5148edb15cd90d5f0155e3746a6d4fcc65", size = 1073154, upload-time = "2026-03-09T13:15:22.039Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/ca/cf5b25783ebbd59143b4371ed0c8428a278abe68d6d0104b01865b1bbd0f/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:377815a8616074cabbf3f53354e1d040c35815a134e01d7614b7692e4bf8acfa", size = 2334377, upload-time = "2026-03-09T13:15:23.741Z" },
-    { url = "https://files.pythonhosted.org/packages/4a/e5/b1f492adc516796e88751282276745340e2a72dcd0d36cf7173e0daf3210/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:0255a027391d52944eae1dbb5d4cc5903f57092f3674e8e544cdd2622826b3f0", size = 2425288, upload-time = "2026-03-09T13:15:25.789Z" },
-    { url = "https://files.pythonhosted.org/packages/e6/e5/9b21fbe91a61b8f409d74a26498706e97a48008bfcd1864373d32a6ba31c/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:012b1eb16e28718fa782b5e61dc6f2da1f0792ca73bd05d54de6cb9561665fc9", size = 2063158, upload-time = "2026-03-09T13:15:27.63Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/02/83f47986138310f95ea95531f851b2a62227c11cbc3e690ae1374fe49f0f/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:0e3aafb33aed7479377e5e9a82e9d4bf87063741fc99fc7ae48b0f16e32bdd6f", size = 2597260, upload-time = "2026-03-09T13:15:29.421Z" },
-    { url = "https://files.pythonhosted.org/packages/07/18/43a5f24608d8c313dd189cf838c8e68d75b115567c6279de7796197cfb6a/kiwisolver-1.5.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:e7a116ae737f0000343218c4edf5bd45893bfeaff0993c0b215d7124c9f77646", size = 2394403, upload-time = "2026-03-09T13:15:31.517Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/b5/98222136d839b8afabcaa943b09bd05888c2d36355b7e448550211d1fca4/kiwisolver-1.5.0-cp314-cp314t-win_amd64.whl", hash = "sha256:1dd9b0b119a350976a6d781e7278ec7aca0b201e1a9e2d23d9804afecb6ca681", size = 79687, upload-time = "2026-03-09T13:15:33.204Z" },
-    { url = "https://files.pythonhosted.org/packages/99/a2/ca7dc962848040befed12732dff6acae7fb3c4f6fc4272b3f6c9a30b8713/kiwisolver-1.5.0-cp314-cp314t-win_arm64.whl", hash = "sha256:58f812017cd2985c21fbffb4864d59174d4903dd66fa23815e74bbc7a0e2dd57", size = 70032, upload-time = "2026-03-09T13:15:34.411Z" },
-    { url = "https://files.pythonhosted.org/packages/1c/fa/2910df836372d8761bb6eff7d8bdcb1613b5c2e03f260efe7abe34d388a7/kiwisolver-1.5.0-graalpy312-graalpy250_312_native-macosx_10_13_x86_64.whl", hash = "sha256:5ae8e62c147495b01a0f4765c878e9bfdf843412446a247e28df59936e99e797", size = 130262, upload-time = "2026-03-09T13:15:35.629Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/41/c5f71f9f00aabcc71fee8b7475e3f64747282580c2fe748961ba29b18385/kiwisolver-1.5.0-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:f6764a4ccab3078db14a632420930f6186058750df066b8ea2a7106df91d3203", size = 138036, upload-time = "2026-03-09T13:15:36.894Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/06/7399a607f434119c6e1fdc8ec89a8d51ccccadf3341dee4ead6bd14caaf5/kiwisolver-1.5.0-graalpy312-graalpy250_312_native-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c31c13da98624f957b0fb1b5bae5383b2333c2c3f6793d9825dd5ce79b525cb7", size = 194295, upload-time = "2026-03-09T13:15:38.22Z" },
-    { url = "https://files.pythonhosted.org/packages/b5/91/53255615acd2a1eaca307ede3c90eb550bae9c94581f8c00081b6b1c8f44/kiwisolver-1.5.0-graalpy312-graalpy250_312_native-win_amd64.whl", hash = "sha256:1f1489f769582498610e015a8ef2d36f28f505ab3096d0e16b4858a9ec214f57", size = 75987, upload-time = "2026-03-09T13:15:39.65Z" },
+version = "1.5.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ba/07/bd78e6a8fae171ea041ef5bba3ed21a003522fa088834b069b1909981f30/kiwisolver-1.5.1.tar.gz", hash = "sha256:f1303ef2eec81262a4b708c3e858afe58d7c75ad91c1c05266eda7673369859a", size = 104395, upload-time = "2026-08-28T10:28:27.153Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6b/9b/65b302742389c6f96f2956bef5decf26011309feb2fc5d79613af18adea4/kiwisolver-1.5.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:63fb7294b768f444eb4b068965f2662f28c2fd4161e23bd60fcf3ff27b74c046", size = 123876, upload-time = "2026-08-28T10:25:27.44Z" },
+    { url = "https://files.pythonhosted.org/packages/71/74/c21f339956f6f691b2ed7e31d5f3ae767304df6c460192739fc830853051/kiwisolver-1.5.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:0ebdef3eae5336568147c39a55be6a2036ffde53faa9ca2d978989ae7c2da12c", size = 66487, upload-time = "2026-08-28T10:25:28.728Z" },
+    { url = "https://files.pythonhosted.org/packages/84/e5/bdb34e21523e01dceda064d63713f3bdec91388af24fba1eca7ea5e85864/kiwisolver-1.5.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:1798e83840c3f627246104c4d8a9639c60fa068adf9ce92b61791781fa8a68c1", size = 64660, upload-time = "2026-08-28T10:25:30.071Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/f4/dadfec469313c7f428efa7e84b4aba9732f813c13ea7131a24b7b008ef57/kiwisolver-1.5.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:34633ecf50d16187ab8e5528b7a2530f2feb4e23f300db4672538b51cfc5cd38", size = 1477929, upload-time = "2026-08-28T10:25:31.495Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/35/09c58daac34e6f6ea5c6dee0094b422118e5a7c265586008a95fd135ac5f/kiwisolver-1.5.1-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d27c2123977cb9269c30a49ba45f03a4323017ef693e19db4ec9dbe1299a3002", size = 1278499, upload-time = "2026-08-28T10:25:33.375Z" },
+    { url = "https://files.pythonhosted.org/packages/19/32/739765e24fbad29d13f83e546ea4abc215a78cea9d677ca09025b027724d/kiwisolver-1.5.1-cp312-cp312-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:6a797a1cefc8b9c93170db580337e1fe3d011ad18b1299943231279406342048", size = 1296677, upload-time = "2026-08-28T10:25:35.059Z" },
+    { url = "https://files.pythonhosted.org/packages/df/32/03304d1010e2cc45e5b3b52cef7e43fed3a2a5cd6c87a89b4a88e1d85b5d/kiwisolver-1.5.1-cp312-cp312-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:2551cf9917af48ee7c4b29cc82320489508cf96fd26a51f6fc124de661cd44c7", size = 1346037, upload-time = "2026-08-28T10:25:36.705Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/57/4c49377bfd274450dd72ecaa13eaac32ea804a03363e4d1db0c5aa999ceb/kiwisolver-1.5.1-cp312-cp312-manylinux_2_39_riscv64.whl", hash = "sha256:38f6e0deb4d0a4615efe0c4efc5990b06ae450ab50a0b321c0b078b6d238c083", size = 988248, upload-time = "2026-08-28T10:25:38.299Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/c3/38df144a08b6c5d75ca4504e5cc3141bb3bfef64c04f4ef48204f42711b6/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:bfd1de989b3330420e29de39352f5c049905c9e3ee67233a50d550e3d652c148", size = 2228722, upload-time = "2026-08-28T10:25:40.038Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/11/3221838a89cd64d9b386353e000cd8a296069a20fbe3584507fdfd5bebae/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:1209042a623ddfda5497e4066c7b77651dde8e1d3a9dd97599dc7e97f3b9b78c", size = 2325216, upload-time = "2026-08-28T10:25:41.699Z" },
+    { url = "https://files.pythonhosted.org/packages/83/d4/075c219230697bb5db910d37262b9bacf880f92b4811a02ab81ed073a253/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:26e8268480be5061d509e29669d59103c067a26377a56491630ece11762e3858", size = 1977689, upload-time = "2026-08-28T10:25:43.559Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/08/1d219c3c2dd960983d0d4da623d916e9de6385df2b0bab3d1af0e9b8fccc/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:d79308fa689fac89cbcfbd4dbfc80b5f95c54c5a7fd4d194be221f9d33d026e6", size = 2491443, upload-time = "2026-08-28T10:25:45.242Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/d3/024208ec1079d273f1047468d1bdffbf38bb75b7b268090fd3a0301b9d9a/kiwisolver-1.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:b03af77d77e50edba2030fd5f7c352ff209314b09030a3cba7c14edf9a09a444", size = 2295200, upload-time = "2026-08-28T10:25:46.984Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/7c/7b210498f9f92e1cd7855f260fa69ef056881087b199ee20c208f0e4189a/kiwisolver-1.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:06a6917674de9e0fe3f66f5430787f59a9f2ddb64af9b714eaec547e29ef5c19", size = 70748, upload-time = "2026-08-28T10:25:48.444Z" },
+    { url = "https://files.pythonhosted.org/packages/94/61/ef0daa157c8bb23672f7423e0d14c39db1dc6ef8ed47e6bc54c9c1bef3bf/kiwisolver-1.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:ad8b9671348d7c8716715652ae11f85ed0eb99e265a2df2ca490577d69860b2c", size = 68324, upload-time = "2026-08-28T10:25:49.81Z" },
+    { url = "https://files.pythonhosted.org/packages/08/c1/88018321d976f53c421e379c43bc6993e70ce0c8a3ec5edc4bfe102257f6/kiwisolver-1.5.1-cp313-cp313-ios_13_0_arm64_iphoneos.whl", hash = "sha256:b6ae6a0328f0bc035741820fdeecdcd67bf4694eee03972e843663107122f450", size = 62272, upload-time = "2026-08-28T10:25:51.02Z" },
+    { url = "https://files.pythonhosted.org/packages/85/d2/712bc17ea4f1d216034928069d612defbc6c95a471c55a7203a39faecb1a/kiwisolver-1.5.1-cp313-cp313-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:886fc26012f0e8b5f69d1cfe6d711f6b11f194621539bf8e6bb1c25c5dc82724", size = 64481, upload-time = "2026-08-28T10:25:52.22Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/e6/6c5380d676f43b6d918033962ea5e72360ca69e5a404154bc496b598ffdb/kiwisolver-1.5.1-cp313-cp313-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:aefe930d113798330e9462f7874542977869c0613cba3262e2de3a8d5dee8f3a", size = 66260, upload-time = "2026-08-28T10:25:53.387Z" },
+    { url = "https://files.pythonhosted.org/packages/92/6a/7087f5822cc8bb272679641404b1966a42504dac9ee74e2b33840475a0aa/kiwisolver-1.5.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:a5ca5aebae78a0bc13c1943af4af615d4966c5b650b05d5aa83b50e427196fee", size = 123876, upload-time = "2026-08-28T10:25:54.644Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/4b/9f385087ca09ee5ab9c09c6832561a7d2f7c78d3e5661d511e669f70e439/kiwisolver-1.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:1ed0f5e49d0ceff8b72190824d9e59c062fbbc02c231b853112c78474b3f5ec2", size = 66487, upload-time = "2026-08-28T10:25:55.899Z" },
+    { url = "https://files.pythonhosted.org/packages/47/8b/40d33ffd2f378094ed462e9a9a0907e59d4de9845e65a59561272da350d4/kiwisolver-1.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:77a4c8187a5948d7f8795adb765a3c7b553d07d86d88e43038fc32fc1fb9a3f3", size = 64673, upload-time = "2026-08-28T10:25:57.048Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/43/86aacc027959108b4c66eeae8b73cedb057dfa6eb3a335d05ad65197081c/kiwisolver-1.5.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:74ad5c3dad54a4641b4c28cd15ded70899d04459c6c7aeacafea716be97cce6d", size = 1477992, upload-time = "2026-08-28T10:25:58.479Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/40/b1d0369048c79733a32c8abb0f2718532e6630641368e33a81384246e844/kiwisolver-1.5.1-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:21e46b23a2da695c364124817bc01d970effd5483147f8d66a6a7167e3f6b851", size = 1278821, upload-time = "2026-08-28T10:26:00.121Z" },
+    { url = "https://files.pythonhosted.org/packages/61/a1/fa71c1792272ff9461432715ae60ffb7e11a4d7ac3bf68961b9cab6c60cf/kiwisolver-1.5.1-cp313-cp313-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:75d9b1cf8258462dbdc1eeda718c96ea7f079324c09067f6daabfcf37712b7fe", size = 1296805, upload-time = "2026-08-28T10:26:01.868Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/49/3f0bd94af8e06ecc47eb834b195a06f05d48711ceb2352c56d6835160f0e/kiwisolver-1.5.1-cp313-cp313-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:8fca690b00c4c48f6c2a547b0160ed511357093a4e4c9b47e0fadf3128066d89", size = 1346109, upload-time = "2026-08-28T10:26:03.59Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/44/3afe6ef9cf06d61220953a8963e94eca978491be1d9547cb01d82a1efa08/kiwisolver-1.5.1-cp313-cp313-manylinux_2_39_riscv64.whl", hash = "sha256:876bbfd276473d3daffe30e8c975df4ed9429967b41a6cb362dbb5155b6f13ad", size = 988252, upload-time = "2026-08-28T10:26:05.306Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/30/a12bd7a7285a211e1747c3eec77b8c614dbfcc1dad942f7611a1a6921ae5/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f942903fde7363d1d879057ec5de01310efda2597161784d752fa9953a01a71a", size = 2228846, upload-time = "2026-08-28T10:26:07.312Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/6b/233e2958abf0dab7b18d07e52f286e02e519d7651bfbbe97af9347564109/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:c90d3022d8a94778939cda8638c6c8da8fa757b8958dad7ec868ce29c87681b8", size = 2325583, upload-time = "2026-08-28T10:26:09.093Z" },
+    { url = "https://files.pythonhosted.org/packages/42/8e/7673060a27b01405b580058510adef34687069d229800239f5e44682d4d0/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:8a34616dc2521cc8dc1d7d081734da63539f021ac0450ce950908340c6e7aa2f", size = 1978221, upload-time = "2026-08-28T10:26:11.127Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/7b/1b882fc1a8b4a0bb8084e7d1d85004116d08c92c0705d31f2928dec607f2/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:8bf4df63592c2a66b4f8edc5df2544998c288aa02f96ce0acd880cd1de8c8127", size = 2491819, upload-time = "2026-08-28T10:26:13.348Z" },
+    { url = "https://files.pythonhosted.org/packages/39/9c/426deb49e62c5f69464b64bbeca064d3b758a7506b8913d986ef34f4619c/kiwisolver-1.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:d09037ca068d784ebc4aec290ef952ca27ac15dd9c0b5801a88c6e1096b83e6b", size = 2295520, upload-time = "2026-08-28T10:26:15.042Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/22/deabbb3ad6d918d74b7831b2d8ae7151b09d21c87974e5ee8a456f58c94c/kiwisolver-1.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:dc23390afe9f4ef9ac3bcc72a03a56eebbde03f4c571a32cb38f859cff9a6524", size = 70758, upload-time = "2026-08-28T10:26:16.504Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/71/02fa5c2fd92068bb8952847e70ee6c5cb280e7febe11653d17812acc53dd/kiwisolver-1.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:186884a58486651e3c217b6acea0a53eaa9498fdd472057c46f2f0fb5c25aad5", size = 68329, upload-time = "2026-08-28T10:26:17.658Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/87/2d5dfad0daf17dcc18d98c48ed2332fc3f051cf599e60be6182a30dd4cf1/kiwisolver-1.5.1-cp314-cp314-ios_13_0_arm64_iphoneos.whl", hash = "sha256:0324cd2567259b7a095f6cf18a52b0ffc6f3de9e69528ff1bc0e7a37bd43ff1a", size = 62337, upload-time = "2026-08-28T10:26:18.778Z" },
+    { url = "https://files.pythonhosted.org/packages/08/c8/83e1624f15d6262b470dbcc80b09979fd4d5b2ea3ddfc6b6e3327e235726/kiwisolver-1.5.1-cp314-cp314-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:74ea337e0ec3f6f342a36a4f1b5cd94dd9affddcd28ba9aae2905af932ee8c6b", size = 64513, upload-time = "2026-08-28T10:26:19.909Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/2d/827ec30eb07f528c08d8459ffb318ae91a56d793ee8acbea8b491f0ff906/kiwisolver-1.5.1-cp314-cp314-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:ee9df1f0d77b9c6e94f4ac0fec533fbddd5ea3a327807f18d7b069ae019ded80", size = 66287, upload-time = "2026-08-28T10:26:21.078Z" },
+    { url = "https://files.pythonhosted.org/packages/53/11/5c43a562529dad8def4b81e5e1877c612a7e0298105a5939b3b409d2079c/kiwisolver-1.5.1-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fc271a6f0a2126958f4090e5507b9da5848927dae331f8f763bd4aa642b3d2cd", size = 123940, upload-time = "2026-08-28T10:26:22.475Z" },
+    { url = "https://files.pythonhosted.org/packages/64/db/9bd6c505c95128c258a55236bfbb3a7a3fb6023f863316b6d7d9f3c69052/kiwisolver-1.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:9b3092d8992a1d69b7a59c3e39f35e1b9be327a17f68a7c35fc17329e337d6f2", size = 66493, upload-time = "2026-08-28T10:26:23.743Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/f4/b3007a3ed5c9be73f81161140684cf7d9bdb9c4b632f5f484d2a1c713fb9/kiwisolver-1.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:c2306e8bb53601979fcb3fa09cc65e031876d9ae01eff2fcbcd7a84ef94d5bc1", size = 64720, upload-time = "2026-08-28T10:26:24.95Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/13/08188f0cafa3a800403e4ff62b9aad4e7a17f9c4c7e080dc8f18c64794cf/kiwisolver-1.5.1-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:18a0cfb124546a4c2e6087c5f3029c7f44b37c85b142e0ced71f73a7599ac208", size = 1475867, upload-time = "2026-08-28T10:26:26.393Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/3e/053bdc3c9abdb8f2606225eda398adca25c0c91ab90add8222a69db65ee0/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:34ec467940442c9943016fb2d4c81d1ba84351eeca2f1a78f8bc87f1ba0d414c", size = 1282865, upload-time = "2026-08-28T10:26:28.118Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/64/a44c341b36b610588cc2f1e89b3cae072a3119aa8be578e90987cd640751/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:a83ee7107df13abe42a54a6654670eef9bb39425cf2e27f65e0007465e1286ab", size = 1300865, upload-time = "2026-08-28T10:26:30.125Z" },
+    { url = "https://files.pythonhosted.org/packages/60/5e/7e7d716dca38c714478b741257a5b4a321d9932b8d851551a136dcaf3984/kiwisolver-1.5.1-cp314-cp314-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:bebb89489b279b2f5661bbbb2abcc87bcd4a46607bb4a5c966f04f1db6b8df9a", size = 1348071, upload-time = "2026-08-28T10:26:31.829Z" },
+    { url = "https://files.pythonhosted.org/packages/10/1a/2b98fdda8bf45b7be317e48ed12393d44334394d315c74b81f4a14c0e31b/kiwisolver-1.5.1-cp314-cp314-manylinux_2_39_riscv64.whl", hash = "sha256:509735237ae0d849e8a843551d423d2500d2e0a9ac1611a145658b29c0fb9f85", size = 992191, upload-time = "2026-08-28T10:26:33.544Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/55/d893f5ede0e50f9e3fcf01f6015f42ec7d9cd221e26772701fe4a98745f9/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:824c3d763a05ea9e9003610145186b0e9848c7584a5575c79bac5a8e7cd80bad", size = 2233854, upload-time = "2026-08-28T10:26:35.282Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/82/f85f6279555a6ee1639fef7bfe83adb037a03e11a6fc9eaa54b8d0380339/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_ppc64le.whl", hash = "sha256:1fff05e239575b1481b6ed1a782f6fad616efbf1f0b1f44e6e85c4dfe426e483", size = 2330621, upload-time = "2026-08-28T10:26:36.9Z" },
+    { url = "https://files.pythonhosted.org/packages/56/31/e11aea078f66fc2fffcc179d38ca90d9da97652a241b64519169742ba46a/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:0627b9bceb9c3cdcf12b8a18655eedfed2692b038df27423383c120d0b7dc2d6", size = 1982848, upload-time = "2026-08-28T10:26:39.01Z" },
+    { url = "https://files.pythonhosted.org/packages/af/ea/2956b63bf5140ca46aa2c2818e6aa03e2d5754dd2fa41db1c6b28922940c/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_s390x.whl", hash = "sha256:8a708a47ade1fe19e8371d5da076bac0dd4b0a5a7985ad6c637f7f7e361b6baa", size = 2494850, upload-time = "2026-08-28T10:26:40.837Z" },
+    { url = "https://files.pythonhosted.org/packages/11/d1/3829542258d8b3fc0898d221e7ef0e2c83eca0d348709bb8dbe54f3d4005/kiwisolver-1.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:007a5553dfc4f4e8d184f588a0200e2cd4b63a59cc8796df3c39909e679dc7a0", size = 2298067, upload-time = "2026-08-28T10:26:42.803Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/0e/49522e1ab5788cbaf63a26fbd3b851f9028616828c961b8a31b35cb96df8/kiwisolver-1.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:f4167e87b397f273dc2356fcf1eaf50a6bac51e6105f45103ef7129c8efb0255", size = 72282, upload-time = "2026-08-28T10:26:44.268Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/b6/22e7ca5315d363e6f81c9f37c9472e12e7b298731e77c0428e6a911a2c39/kiwisolver-1.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5c490db2168a508088f59140dd392556a54b8bd1048fc6383c8baff13c359673", size = 69855, upload-time = "2026-08-28T10:26:45.725Z" },
+    { url = "https://files.pythonhosted.org/packages/30/8c/03a9cfbe871964c8758a816eb03ac96c806da2795a9a7cd9bf9648bfb594/kiwisolver-1.5.1-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:4d4ca09bf13cff792b1884f64b98ee6c2467930d632233be25c56b442d99f10e", size = 126289, upload-time = "2026-08-28T10:26:47.023Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/e3/14ce3041ca79dff9c9d884ca00c7bf32374e76028a865a9ecd99b4f5a517/kiwisolver-1.5.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:44b8faef94f1857e77fa0238f3390ff1ac51d2ea20a487e2e452a59fd2b5f5ca", size = 67709, upload-time = "2026-08-28T10:26:48.268Z" },
+    { url = "https://files.pythonhosted.org/packages/af/c4/45030471a66ec8ef042e9f96ffe1d522c9ab12da180186a0898966fc1385/kiwisolver-1.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:2ae70bc59790d2af72a3f76f24b272403e135070340281108b447cb77ea70819", size = 65909, upload-time = "2026-08-28T10:26:49.523Z" },
+    { url = "https://files.pythonhosted.org/packages/42/73/17dce073a6ae259bb32cf9d686c4079d2e538868bc45967462bf33df914a/kiwisolver-1.5.1-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:43844c1a7ad6d723d5b5b4c4fc7f5bd399c40e288120d16257c7c9e8765c6e85", size = 1584907, upload-time = "2026-08-28T10:26:50.933Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/84/ae3c75909f507283cbfcc7e916c7e822579ef962020b97e6882b27b4478f/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:22d5e5aaad6be121f2515765e3b1c444352cb8eb4c86510801db8f2e50757316", size = 1392474, upload-time = "2026-08-28T10:26:52.638Z" },
+    { url = "https://files.pythonhosted.org/packages/34/31/8bcc83caad5bce8fa4577152389848bf6bc110e51e573a2b4e7c2aa34c89/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:3fa5855898f6d3d01b72ccd48a2d65cbdee301251603fefe34e2025bddba219c", size = 1405246, upload-time = "2026-08-28T10:26:54.248Z" },
+    { url = "https://files.pythonhosted.org/packages/55/72/220345537d790cf4ae54f8acfff4b5cc2468e0702a384d651cf7a771c63e/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:d66a64dd5dec136040ec2ae94aa026a912ee60fdd45bc28d3db30037fd809e88", size = 1456099, upload-time = "2026-08-28T10:26:56.042Z" },
+    { url = "https://files.pythonhosted.org/packages/cd/10/3725fd2398f66d18c34b4e0f81a8d03764cd4f4f089f58a527f0b4428086/kiwisolver-1.5.1-cp314-cp314t-manylinux_2_39_riscv64.whl", hash = "sha256:9e51c119992ea8820706871c30a4642ec76de20ae82f9b50b9a45517d8e9f810", size = 1073695, upload-time = "2026-08-28T10:26:57.658Z" },
+    { url = "https://files.pythonhosted.org/packages/86/cb/28d6e09e66b93e4588b2e6b7d84d020ccefea09e2f4de788510a07efeab7/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:70ed9a45c7484d2b30cdacf60d220f494a1763b9fec1ad03285c6553fa0889f2", size = 2335355, upload-time = "2026-08-28T10:26:59.202Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/b3/a0f31d5e4e40af7dc97c36b8a74fdd3a36cf3c8bbd098da9a23466ff6a94/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:98b208a7cc42c803445ef551d6753cc42a5ea13e9cab1ee66cd8b9cb70195330", size = 2426524, upload-time = "2026-08-28T10:27:01.181Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/c9/728f63bd58c72cafdc79fc306abeeac7391bec03b757a48dadeb30906521/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c6834b92dd2428e2dd85ef3d85f723d3c12f20aaf43a2ddd4f944ca25d833408", size = 2063430, upload-time = "2026-08-28T10:27:03.06Z" },
+    { url = "https://files.pythonhosted.org/packages/84/df/ce188b96f92f9a2c958231da140768918cba53c9713dc887b82f85462118/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_s390x.whl", hash = "sha256:5d142e352eb13facc7dd047489aebdff6ba78576c239f1ea04931979caaf0567", size = 2597513, upload-time = "2026-08-28T10:27:05.072Z" },
+    { url = "https://files.pythonhosted.org/packages/69/d6/76947c8203768968382e5bd74d9cc95654746703a61ea53015f2c74a2e06/kiwisolver-1.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:f9b1c4900736e489a812c529100de4b8fb617d4db075e931e213c57424b83d9b", size = 2394488, upload-time = "2026-08-28T10:27:07.423Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/d4/14b21e4eb203c4d15425e8b6a2c625a320b4a1f2f7557eead63ffc30ffb7/kiwisolver-1.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:5978c3340f16a35c30f8ab2fa7bcf559973c55f1a5ef6970e1f621acf3c4db13", size = 75404, upload-time = "2026-08-28T10:27:08.892Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/f5/53157899fc7f45f76421b77b99eb1639dd0f83f26ff9d76300c96bb4a3b0/kiwisolver-1.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:ca307d6c259e5c98d3cb9ade55342b47a6839762caf2536f3d7b46ee660cc82e", size = 72946, upload-time = "2026-08-28T10:27:10.944Z" },
+    { url = "https://files.pythonhosted.org/packages/75/62/f786c3a27f181fa339d851a77e266d208e776b9883cabc40a5b041a31b5a/kiwisolver-1.5.1-cp315-cp315-ios_13_0_arm64_iphoneos.whl", hash = "sha256:bb7c99f0673c03017a3ee01e54a5c2617a05468b11eabe513b0080e063ed95b1", size = 62420, upload-time = "2026-08-28T10:27:12.308Z" },
+    { url = "https://files.pythonhosted.org/packages/02/cd/58a91ed25fbad0facdf503297b03768efab04bdf3141e5e3b49a34be7443/kiwisolver-1.5.1-cp315-cp315-ios_13_0_arm64_iphonesimulator.whl", hash = "sha256:0d8924877ce22e17326a99a418c3c82037da078df3c6a260b13eca677444e6e7", size = 64577, upload-time = "2026-08-28T10:27:13.502Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/5c/d501ef5a0958b226eac28306d24d5e5f114be0ace50e19cabae7b6b3b197/kiwisolver-1.5.1-cp315-cp315-ios_13_0_x86_64_iphonesimulator.whl", hash = "sha256:534f02c1abb31ed6dbd3515545285c330b2f12d00fdb1fdb71658b9ca5a13a6a", size = 66284, upload-time = "2026-08-28T10:27:14.813Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/a6/8fbecaf4fc18c02f31f05e47a84c010a80e3ec391ed2f0bdade1d62b5954/kiwisolver-1.5.1-cp315-cp315-macosx_10_15_universal2.whl", hash = "sha256:cea20da04494e662b83c872683bf4ff2345206043d036315ed0e924b652e7294", size = 124031, upload-time = "2026-08-28T10:27:16.193Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/c6/bf3090d2983b4204347cbdbe952116e7c3b2abf62b4e33e50167a13e75ee/kiwisolver-1.5.1-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:7fd82debf43c6acd0a94359d232f6bb516ee13f269a7993736a9ac9f988bb5d9", size = 66489, upload-time = "2026-08-28T10:27:17.506Z" },
+    { url = "https://files.pythonhosted.org/packages/85/de/562dddef55fdd7c291da8626d6619e72b5fc0870e6ccca0e149a5731e7f3/kiwisolver-1.5.1-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:18170a77ddfecf40ec60d0928268dc95880c881864e015a8f34094ed18b9b9ad", size = 64806, upload-time = "2026-08-28T10:27:18.673Z" },
+    { url = "https://files.pythonhosted.org/packages/89/b1/ba7b9c0164ce1cf62bf2872db63b8483289cf0f3110d6f9390eb09e409ed/kiwisolver-1.5.1-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ca7f6fe0f37ca978a1e5eb7a3a68e6413f417e78e838324947ffd420202b198b", size = 1482211, upload-time = "2026-08-28T10:27:20.039Z" },
+    { url = "https://files.pythonhosted.org/packages/13/dc/34da54efb4976616d45c20aae32d70e89d6e7395ed908029154d1609ef22/kiwisolver-1.5.1-cp315-cp315-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5b973887ff782cfd6b67c9904ad8ca542e0bc5e4961503408b423b5a688b4d38", size = 1283739, upload-time = "2026-08-28T10:27:21.82Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/3a/30ffb62bee646e266e98a1b5cd276d9c75b6116fbfcb87c1190838c1b6df/kiwisolver-1.5.1-cp315-cp315-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:f76fc85bd054c806960f917ec0f329e24e436f1712267d90588e4c39890caa63", size = 1301681, upload-time = "2026-08-28T10:27:23.876Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/8d/13c70be22a8506880b35fdc38dca36629613bc493405c79f4037f2cd2bb9/kiwisolver-1.5.1-cp315-cp315-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:828f75af2b0080c8a972e75f649ab46af008e92c6104a57a759157200b835b75", size = 1349159, upload-time = "2026-08-28T10:27:25.899Z" },
+    { url = "https://files.pythonhosted.org/packages/82/0e/993972b8ec6767f47cd69818fb3a5ff14510557d29f7d1a839be7574fa1b/kiwisolver-1.5.1-cp315-cp315-manylinux_2_39_riscv64.whl", hash = "sha256:431dc224a1a92a5c8f582d96e505196a3b5997a7271076678da2dfde67b77e9a", size = 997613, upload-time = "2026-08-28T10:27:27.507Z" },
+    { url = "https://files.pythonhosted.org/packages/36/82/ca26eddd2eda2420dfc56693449c1f821f78b485da9cbde9904c03af3f93/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:61e9a64c7635095a6bfe483e2ff055d437c59bd45f3617a228b37277f0185d62", size = 2235109, upload-time = "2026-08-28T10:27:30.113Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/84/97d920881e10840b8d7c7185620298e3e4c88820b05514e3a15a258b08a6/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_ppc64le.whl", hash = "sha256:3c24cd69455e1b00ddf770c13b6e2c33e07d6dc3f2d34add0bf9277c5c6bbd46", size = 2331207, upload-time = "2026-08-28T10:27:32.795Z" },
+    { url = "https://files.pythonhosted.org/packages/e2/ce/34d74b8f25acc58800f4c09268371e8d6159cf0f1206f1e4dc7835629b48/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_riscv64.whl", hash = "sha256:27add358abe374ebaa3b8763ef380bc99051b5a4b18d94878366a9e4f59efef0", size = 1986696, upload-time = "2026-08-28T10:27:34.628Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/01/f892644014612527aef7031d3306a2ffc60b3cb044f802c1561f8e5e14f3/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_s390x.whl", hash = "sha256:255605693a483db7bd5c79f60437f7bf658f7f520d61aa42722e32257c941951", size = 2496400, upload-time = "2026-08-28T10:27:36.818Z" },
+    { url = "https://files.pythonhosted.org/packages/32/6d/d8284e66e697026536e5f418b9cfe56567bffd3c775e3ecfbae373605854/kiwisolver-1.5.1-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:7d38b0c279c3032e8c9cc013b405c6df8e1668dbf15465779aa7f15f61201812", size = 2302967, upload-time = "2026-08-28T10:27:38.803Z" },
+    { url = "https://files.pythonhosted.org/packages/46/0a/69a355e27f32ba50d5b6369949b6a1702e122f5277c89bc76d452b81c1c4/kiwisolver-1.5.1-cp315-cp315-win_amd64.whl", hash = "sha256:958254518717542d02d0688d0d20cbf771da5e415e6f49543f92481c850a4540", size = 72283, upload-time = "2026-08-28T10:27:40.491Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/d8/7a95be90c33dcdd52204d4aa6384d731443225b887283bbd8b61e7931f6c/kiwisolver-1.5.1-cp315-cp315-win_arm64.whl", hash = "sha256:da3275833be0edbaf4830fae08bae3dc7219f40ce0c37eaa6c25825957e06612", size = 69860, upload-time = "2026-08-28T10:27:41.835Z" },
+    { url = "https://files.pythonhosted.org/packages/31/f8/9bc493e7f5707788ba7f621902c68f82dc3a7ba03c78fbd337b026cef1ed/kiwisolver-1.5.1-cp315-cp315t-macosx_10_15_universal2.whl", hash = "sha256:470d420f98d368d6f010633a20659b544c5fdfa5329e6b70219f2ef08fd4a7ef", size = 126336, upload-time = "2026-08-28T10:27:43.379Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/82/3aea86b3f99712db825e9ac5631bf99571e818a8b8961ff98cebd798413e/kiwisolver-1.5.1-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:83f78128fa28705fa85d01c59771c72fe81c11bd0e6155edbb9f818983a7d761", size = 67698, upload-time = "2026-08-28T10:27:44.613Z" },
+    { url = "https://files.pythonhosted.org/packages/84/7d/8daafc5d2e7f9c47a4f78f8865d86d2a9cf399c2a85f86c44a993594410c/kiwisolver-1.5.1-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:9506e892bcc3b409831d363c6f53e5985e1c8d1f6f6b0256d00358684ff85378", size = 65945, upload-time = "2026-08-28T10:27:45.932Z" },
+    { url = "https://files.pythonhosted.org/packages/3d/c9/51dc974d9130da70a8c47a96160123443d387ffe1b6b833d6f91d9429339/kiwisolver-1.5.1-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:cea90547bfd93807e0013a004dc76552be44fad3bc1cc2b38610a9e889ed098f", size = 1588030, upload-time = "2026-08-28T10:27:47.678Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/86/f3e1a730e7a995149d8d3ff9e313b6d8a17b2cf1d98a8eff139dc30463fb/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e8e4d953faaded9ec7ede36824e9814082d22d4c7b1eafbfa079ecba8cd0d076", size = 1390760, upload-time = "2026-08-28T10:27:49.676Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/3b/8ba25a2b5a0d2375e046f1b72de5179513f0be95aba6e7b094c89303929f/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_24_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:7e9c01d3dd7ceba4d1d436cc021d40d592466e40b9bc7f5d83dc4e98a5c9cd8c", size = 1403279, upload-time = "2026-08-28T10:27:51.242Z" },
+    { url = "https://files.pythonhosted.org/packages/18/d0/278d5cb8be812740027d5ca0a7eda0c375488a88d6dce0fa60fcc2591ad2/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_24_s390x.manylinux_2_28_s390x.whl", hash = "sha256:37f801b5d7cc0e5a548921308e059fd2b057bb42972b591cfa3049f95423c4ed", size = 1454429, upload-time = "2026-08-28T10:27:53.213Z" },
+    { url = "https://files.pythonhosted.org/packages/94/37/bcbab41063ec284c1d200efe5087cf087798c2f8916960aa8a20dd303290/kiwisolver-1.5.1-cp315-cp315t-manylinux_2_39_riscv64.whl", hash = "sha256:e68e151428b5384f766cd25739bf77c7e4a3dc93b5ded7a12118d9fbfdf78ab6", size = 1073225, upload-time = "2026-08-28T10:27:55.089Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/c5/ab79dcdf5ae28909a51210ae0a1c579e97ff997b3466414f0d04c0994583/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:8f8fddb8e323bd6eee4e54e69a39243beab22689070f4c66b472c4cc88bb89d8", size = 2334335, upload-time = "2026-08-28T10:27:56.78Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/8e/71d047468a189041d9c93f3b76844b924f9793b188c44bd149fa258912da/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_ppc64le.whl", hash = "sha256:3cc210010fd2f438a3ed430b45f1b501fd13a8618bf984dc2c5ce5b69b78752e", size = 2424982, upload-time = "2026-08-28T10:27:58.639Z" },
+    { url = "https://files.pythonhosted.org/packages/7d/37/1347461bbea6d0e1f0580b94ef603b18e72c2be5f667fa1653867361a00b/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_riscv64.whl", hash = "sha256:b5664603a253efd3a75716d793d1d3a6a82723b61dc6db767b2460bbbeec4c0f", size = 2062857, upload-time = "2026-08-28T10:28:00.407Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/87/c7f0976c9cd0d127643351bc0c9929e0b8899d7f49d4ec238cd909e39c42/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_s390x.whl", hash = "sha256:a7b85b2cc6ea45e5f7e8c9a30bc9fabd47cda09106cbb4b967335c3e6c43b69d", size = 2596022, upload-time = "2026-08-28T10:28:02.183Z" },
+    { url = "https://files.pythonhosted.org/packages/e3/9a/59a6f6ae6f938c15076be2c21b6cedea973d71bb1349ec84fa485fab82cf/kiwisolver-1.5.1-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:ab620eb663952455271ac37f9aaad86b73c969c02f11f53cea405b38e96a4300", size = 2395634, upload-time = "2026-08-28T10:28:03.977Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/2d/8982c1fb7926da5bb7ed60318c3665b5c3f941447271ac982960a11b8637/kiwisolver-1.5.1-cp315-cp315t-win_amd64.whl", hash = "sha256:cb6fae641357ed2f6e533c0d3c6504a4a5703621a50c89459e46051d56b61140", size = 75379, upload-time = "2026-08-28T10:28:06.307Z" },
+    { url = "https://files.pythonhosted.org/packages/07/78/ba7b6dfa1708b82b373ac056928a30c545d5c1a627df9839dcec3c6c1881/kiwisolver-1.5.1-cp315-cp315t-win_arm64.whl", hash = "sha256:b390aec180a7c054919c04898835e1c77bced23ea8383eb2c570213bf25d1a86", size = 73011, upload-time = "2026-08-28T10:28:07.578Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/c4/1407df7512a5b36cc79840e01710dc575733c461b13ab866cae77eaf87f3/kiwisolver-1.5.1-graalpy312-graalpy250_312_native-macosx_11_0_arm64.whl", hash = "sha256:482676e5bd48d70ac99d9fc78863469845421e01184fa83f1f9366dc49f7e974", size = 134002, upload-time = "2026-08-28T10:28:08.881Z" },
+    { url = "https://files.pythonhosted.org/packages/16/45/c37a21ad5c0ab581a93c55ad544721aaa1f0ae94edb29c6a678a23d013e6/kiwisolver-1.5.1-graalpy312-graalpy250_312_native-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:072bdb15a3c19a5b5dbc8f8fb1f4e1884bf4f3507eeb4cc6334401274d37a5c0", size = 194292, upload-time = "2026-08-28T10:28:11.06Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/c1/69f00d627949580e43d57af0aa465df46868d7c29801c137a55374101294/kiwisolver-1.5.1-graalpy312-graalpy250_312_native-win_amd64.whl", hash = "sha256:a5a00665d1a0e26763a7338d7e911d4598fbc1d50dd0d6b7919b7dc6c5d6569f", size = 73362, upload-time = "2026-08-28T10:28:12.449Z" },
 ]
 
 [[package]]
@@ -1437,11 +1461,11 @@ wheels = [
 
 [[package]]
 name = "platformdirs"
-version = "4.11.3"
+version = "4.11.5"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b8/d7/e7bfbc86e9f99ff7807e24de7703f032e9c9ba80bb355cf26e0e9bc5a75e/platformdirs-4.11.3.tar.gz", hash = "sha256:66a73d38a849810252df809a3d8bcbda8e26f6c189920e7535ad608a48dbb5ab", size = 33050, upload-time = "2026-08-13T22:43:27.52Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ea/06/cf1564dcc2e2261c8c8c6c05628dc8b418943bdae2a4e58640ceb2f770fa/platformdirs-4.11.5.tar.gz", hash = "sha256:e8b31f4f8bcbbedef91a6b57a706255e4f148d2a4e01648382a0a47342539173", size = 34823, upload-time = "2026-08-27T21:36:37.46Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/19/a9/c34aebedd3a4c9afe5101b1b8713710b3fec18087c8a36c35d2f909861bd/platformdirs-4.11.3-py3-none-any.whl", hash = "sha256:5ed065d443751de711da036041a7a214122efc4a4de393b3f4137ba5576540e7", size = 23491, upload-time = "2026-08-13T22:43:26.121Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/12/6f3fcd5067a9cbf4f8664b32957973498da8b083455203c8d9cab83a725c/platformdirs-4.11.5-py3-none-any.whl", hash = "sha256:89f8d42695853b89c7170bd49bc3dc593f98a71e695ede88e06a3b247bc4563b", size = 23900, upload-time = "2026-08-27T21:36:36.227Z" },
 ]
 
 [[package]]
@@ -1525,11 +1549,11 @@ wheels = [
 
 [[package]]
 name = "pygments"
-version = "2.20.0"
+version = "2.21.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/c3/b2/bc9c9196916376152d655522fdcebac55e66de6603a76a02bca1b6414f6c/pygments-2.20.0.tar.gz", hash = "sha256:6757cd03768053ff99f3039c1a36d6c0aa0b263438fcab17520b30a303a82b5f", size = 4955991, upload-time = "2026-03-29T13:29:33.898Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/49/2e/ced460408999b33da6b31b0021b0f37d329e202d4169aeb164493778f25b/pygments-2.21.0.tar.gz", hash = "sha256:610ca751c9bc2492b38eb9a38a7fbc93edbbb2d7182edaf34e66ae493dee5c8c", size = 5005329, upload-time = "2026-08-17T08:02:48.824Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f4/7e/a72dd26f3b0f4f2bf1dd8923c85f7ceb43172af56d63c7383eb62b332364/pygments-2.20.0-py3-none-any.whl", hash = "sha256:81a9e26dd42fd28a23a2d169d86d7ac03b46e2f8b59ed4698fb4785f946d0176", size = 1231151, upload-time = "2026-03-29T13:29:30.038Z" },
+    { url = "https://files.pythonhosted.org/packages/71/46/17f022dd3e953bf20a04a028a21ec746d942f8d2af30fa0f124fa0e6a684/pygments-2.21.0-py3-none-any.whl", hash = "sha256:2363c69b61c4a97c838da3b130dcd6468f4848992b21a82f2a63ec34377137d9", size = 1250147, upload-time = "2026-08-17T08:02:44.912Z" },
 ]
 
 [[package]]
@@ -1613,14 +1637,14 @@ wheels = [
 
 [[package]]
 name = "python-discovery"
-version = "1.5.2"
+version = "1.6.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "filelock" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/38/b7/ac44da2cf0e53ada0e419033c2d058219c95dc1403126f163304c9e814b1/python_discovery-1.5.2.tar.gz", hash = "sha256:45fd4f20a4e3f9b7bf2e0817870bc8e3b320a19658da177af800768c82dbf354", size = 82350, upload-time = "2026-08-12T14:05:26.419Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/91/96/0f93e27c9f60a650838f2118159aa115fd5732c0716247917b7ba7ede665/python_discovery-1.6.0.tar.gz", hash = "sha256:6393b4eae1be8b2182670635e7baff89ac21cb9f8e86fd1ff40c7b1144febb4c", size = 82849, upload-time = "2026-08-28T17:30:02.366Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/71/45/689603d04b3bb8d7faa00f25c24acef993aab7813b3dbbfc472a459ab0b5/python_discovery-1.5.2-py3-none-any.whl", hash = "sha256:3e338c2d0f15dfaeea57493f4c2c6caebe0e998ea815c30ae8bf8ee21f1112d3", size = 38350, upload-time = "2026-08-12T14:05:25.113Z" },
+    { url = "https://files.pythonhosted.org/packages/43/5e/21abf578182fb15006a57faf3711a1e659e29d600d19b6e557eae908c81d/python_discovery-1.6.0-py3-none-any.whl", hash = "sha256:d4e244cf17b8b29819ed78003d55fbacf86eda23425b075454fff9271b79377a", size = 38451, upload-time = "2026-08-28T17:30:01.236Z" },
 ]
 
 [[package]]
@@ -1708,27 +1732,27 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.16.3"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/61/b3/3213589383f8f1b3938781bd1278713f6d18621a14992b3e81fefb8a5ef9/ruff-0.16.3.tar.gz", hash = "sha256:e76d33a347661a84b5be6d043d0347fdc745dfdcf825a8f4fed64b5e26eebdf2", size = 4891904, upload-time = "2026-08-13T15:17:13.381Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/bf/96/493770daebd68c0a67f1549fdf519f53be51fc435186c0585bcc272fd76c/ruff-0.16.3-py3-none-linux_armv6l.whl", hash = "sha256:0c5710e247a58a4521e66e124ba9a74655b414f61ba3a2e9e3811e11098f48f7", size = 10902799, upload-time = "2026-08-13T15:16:27.382Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/e6/2becf3942fddc29a29b8df47691d456fb1085391a694f74d84513251418c/ruff-0.16.3-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:fe155130631a2471fd2e14a7a664a4dfbd7194b8229c3d7b2a40b21178639081", size = 11135539, upload-time = "2026-08-13T15:16:30.87Z" },
-    { url = "https://files.pythonhosted.org/packages/3e/1e/4b8b72f0d006dbf19326aa99f9ca0ee2ff374187c4d301cf529a51aa06fe/ruff-0.16.3-py3-none-macosx_11_0_arm64.whl", hash = "sha256:e2ed719e14aa64d895c2ee922594a90a43c861a93f0575a95ff8c47cdbd13eb9", size = 10475095, upload-time = "2026-08-13T15:16:33.259Z" },
-    { url = "https://files.pythonhosted.org/packages/92/32/2201fa49ba1f6c101ee321e83f051ac7a4b8d07b0ef6b4d3f2772b302275/ruff-0.16.3-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9e0b1da805eb043654645d74d5de1e5ce2edc686e40790d2b86f56d71cc06a84", size = 10668771, upload-time = "2026-08-13T15:16:35.65Z" },
-    { url = "https://files.pythonhosted.org/packages/c3/66/4afc5c8363bd04d45effce1b7c8713ca037d7a6740b7451a2403a6e3a972/ruff-0.16.3-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a37bdea0bbe21780f590bf437d6412c8c4e1b6cd010f91a65c2c40c5e5f5f870", size = 10699568, upload-time = "2026-08-13T15:16:38.195Z" },
-    { url = "https://files.pythonhosted.org/packages/53/fd/c67d246bf36bf1698551c56de39e95cd07f70e64433e0098e6267d77061b/ruff-0.16.3-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:09571e6d1288ed9be475207a3ac04ada404f1cd898104be0f6ab8d7df438575b", size = 11499365, upload-time = "2026-08-13T15:16:40.623Z" },
-    { url = "https://files.pythonhosted.org/packages/67/0b/00ecbceb99a263af7b12f6f05ac3c92bc47b905e91adc3f207a836e3bc01/ruff-0.16.3-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2c18c5a101eb540010638cc1ff3c84944d3adb3df62b8d98ca8f22ba484d3413", size = 12311728, upload-time = "2026-08-13T15:16:43.564Z" },
-    { url = "https://files.pythonhosted.org/packages/54/b2/b7b3bb54f4d3f7db504e476ad4ab8de530dceebe2c061384b2757ee419e8/ruff-0.16.3-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8457c44f15033c85ddbb77b15d451df9e24e4bd03b628396dd3610cedc3b8f82", size = 11699896, upload-time = "2026-08-13T15:16:46.209Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/30/4c468429ac195addc5ee1b717b6ab1b66632786737ca3b2ed3443fb0c26a/ruff-0.16.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:294b95c4ae0cda9388525c2047778aa758d6b8d4bb876fd4e9eaa3ebc92343eb", size = 11058736, upload-time = "2026-08-13T15:16:48.823Z" },
-    { url = "https://files.pythonhosted.org/packages/43/67/7a113cdaddf24b64d7f75b1242a99d04c82fcef4f6921fdbb832beaffb5f/ruff-0.16.3-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:3d0c7c40c87c2a820509c31ba007968da6e1306468c067b2d82fbfdbcd0e8474", size = 11586911, upload-time = "2026-08-13T15:16:51.913Z" },
-    { url = "https://files.pythonhosted.org/packages/f1/c1/2e66f24c0f3ead25a5e660111778685e505e5da353c82802bf49f0cbe7b9/ruff-0.16.3-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:9f738c0fdfa8eed0b2ce7fb27ee7258208a92a68d7949e62aa15164bc7b389da", size = 10954265, upload-time = "2026-08-13T15:16:54.763Z" },
-    { url = "https://files.pythonhosted.org/packages/c2/ba/4cee23bf52cba9a058d3726de623624daf50ef9638868edd86f4126157f6/ruff-0.16.3-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:fb785f0be25abe69d320415cd4f833b59e17ba7613d9ba6a958023b6bceb0a50", size = 10709886, upload-time = "2026-08-13T15:16:57.339Z" },
-    { url = "https://files.pythonhosted.org/packages/82/df/7da7194fa5d9dc0a285f7e6fa5a4722e7c63faac0b45b614ded9314363a1/ruff-0.16.3-py3-none-musllinux_1_2_i686.whl", hash = "sha256:c5536e3acfbf9563085aa2be7b13c629c3077e902afc5b941ac44024dbb9f506", size = 11210392, upload-time = "2026-08-13T15:17:00.171Z" },
-    { url = "https://files.pythonhosted.org/packages/35/85/7795f6e817af050e7517bf3e7aa9b061cce70ef33d280aad902c956c1ecf/ruff-0.16.3-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:a2d85c02f9b8e165d85e6779184d38c4132de12603dab59c51c28e22584f9e4d", size = 11626910, upload-time = "2026-08-13T15:17:03.299Z" },
-    { url = "https://files.pythonhosted.org/packages/78/9b/475b927cf27a5cbbda3c7bafb69ed6ff77e1d7923d5d85f17c2749d7ae32/ruff-0.16.3-py3-none-win32.whl", hash = "sha256:388cdf2166642bd9b13d52b5932d3170f34f8abed7e8d9a855f1d84b83645a0a", size = 10931415, upload-time = "2026-08-13T15:17:05.726Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/99/e2a2bfc4fbf0a1e8a916bc9ebe6fe6c58cc34c28e0ffc6ce281d572d1c2e/ruff-0.16.3-py3-none-win_amd64.whl", hash = "sha256:e80a7d69ca2a6d1c4d352ec91458cdca6e56c83cdbcabd93e4abe1e53591d948", size = 11445993, upload-time = "2026-08-13T15:17:08.353Z" },
-    { url = "https://files.pythonhosted.org/packages/69/3e/4132e539aed78c148854d4997a2685b0ed4dc4e87110b59ce528564e184e/ruff-0.16.3-py3-none-win_arm64.whl", hash = "sha256:b8ca152da82c1acc1fa8d5874b15951935f0eef46f10e6954c83859011b6178a", size = 11399302, upload-time = "2026-08-13T15:17:10.908Z" },
+version = "0.16.5"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/f3/85/c8e12473c93018f92d19dd988a294202e1c27426c47ec4de53ffb847b8d8/ruff-0.16.5.tar.gz", hash = "sha256:1b88500f9ffbcab3dedb0082c9f9492e91ec3d618aac1236a3e0189938f7040b", size = 4912003, upload-time = "2026-08-27T16:34:18.258Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c6/b6/77c90a970fe2dae17a723acbd011043ea97c98d7deacccefdc4ba74ec512/ruff-0.16.5-py3-none-linux_armv6l.whl", hash = "sha256:12e5f673e774c35fbb62f288809c7653b73445f8ecec6b6063fd6ea3521aa14b", size = 10011941, upload-time = "2026-08-27T16:33:41.287Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/46/6cf67cf6411885a1d6f7f6d801682f155536a85176d10b605e2ceffed8bd/ruff-0.16.5-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:eda58a5802de40e7ed5b32b64e0b32539338cc6fcd2c78f61e3ad6a0d79f51c3", size = 10204049, upload-time = "2026-08-27T16:33:44.056Z" },
+    { url = "https://files.pythonhosted.org/packages/46/fd/c8720ca7a090abf0c2fef4abe8a5ef6e5127ed15196d8886ff75a2b370e2/ruff-0.16.5-py3-none-macosx_11_0_arm64.whl", hash = "sha256:c5ae9a7b9a8875131f40f8fe967cc86abf899779efd663cb7ce3d572d01da7eb", size = 9809037, upload-time = "2026-08-27T16:33:46.257Z" },
+    { url = "https://files.pythonhosted.org/packages/43/45/a684caacdedaca180f52bacccc40bf0789d2c5a7c75f25324853e9eaedb5/ruff-0.16.5-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7b719b0a1f4d59710d283ab2965f621684a108a9e41da622e3b23f0326cd0025", size = 9964129, upload-time = "2026-08-27T16:33:48.352Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/f2/5d2bcdaca6b5b93d1b4dfc166cd2aebf7680143a1b38a28759df13a94d31/ruff-0.16.5-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2298f2780ed1be0c5cb1361e32ab7b1467f3cce7dabe101d2210a314f2fe42e9", size = 9821518, upload-time = "2026-08-27T16:33:50.57Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/ff/011cce29accf9257d5974145b733fc653a37985ed6825413a3987cefbfe0/ruff-0.16.5-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:258f29035a2dd021e7861e631b227a5b3f14e50c1184c9a6a122c5f4576154d7", size = 10534835, upload-time = "2026-08-27T16:33:52.522Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/5a/f0cf109bada9bba0e96c90c21c9f9251803f57225c32d293327a03c710d6/ruff-0.16.5-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b9a4f0432966834019c74d1b7e5c51224305d7713f3d7faf3e7451f1a3be3cde", size = 11252550, upload-time = "2026-08-27T16:33:54.521Z" },
+    { url = "https://files.pythonhosted.org/packages/63/4d/1d481aaea2046c6a7ed7c291f9004c669cce3c087b6b376ed5b08271e3fe/ruff-0.16.5-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b5eb3a8c3d0ade9cea42b591fd530368e8798380e30e0a308b85a5cf718f09ea", size = 10777949, upload-time = "2026-08-27T16:33:56.88Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/34/ee245ca55f64443233034b3d02b03236b19242004281247c079390b7facd/ruff-0.16.5-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ef0f69e191a13a3c9816f63163c88790cb12cd157bbbb384e9c44745702ab105", size = 10311656, upload-time = "2026-08-27T16:33:59.12Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/4d/c33a333e341c0a2b96c715b52d89a606f5a34cd4ac493cd9b8d0187186b8/ruff-0.16.5-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:0eeab41fbea2c42f98dfb9822cdccda9d24ba38d49f6dc945b5c236d48f0ef29", size = 10532125, upload-time = "2026-08-27T16:34:01.166Z" },
+    { url = "https://files.pythonhosted.org/packages/30/e1/a64cef78b40192497bb98a27a8aa8f2c98ee9ee15bc97f7712d94ef32937/ruff-0.16.5-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:f0768e9df4300713fff30733c87575f68b6f1d8de41184e505b7fdd9c0c95eaf", size = 10097648, upload-time = "2026-08-27T16:34:03.16Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/4e/4cdc9ed3c3e109d2f71e62572a37457298d7bc7501ec3138babb7ed32bbd/ruff-0.16.5-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:95cc70cdc7aa80c338de356279d2adbeb2de0f520b9ecd8aba75b94e95e02f91", size = 9829344, upload-time = "2026-08-27T16:34:05.134Z" },
+    { url = "https://files.pythonhosted.org/packages/39/4a/31ed35ce31729955fc583ee0d176d6e784c1290cb0b0a75cb2134c1ab72a/ruff-0.16.5-py3-none-musllinux_1_2_i686.whl", hash = "sha256:d185c8398ded1bfd91c0c2cb258346307571eccc473a8490af8c3977399c384a", size = 10277117, upload-time = "2026-08-27T16:34:07.425Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/a0/60356d86687b4b666d593df213f4dc3041750d024cb7bf2cfa81cfd65c2e/ruff-0.16.5-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:fb8e3a3c4c6a784150a7ced53b015f4b253fc2bf97a610886419ead64b4756ef", size = 10711653, upload-time = "2026-08-27T16:34:09.712Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/20/656d67f5b25ca9bda4e02b1de25867b2954e1d19e03648060f167ad0f4cc/ruff-0.16.5-py3-none-win32.whl", hash = "sha256:288b0a5f080492fe5635db849f9e2e84aa3cce7b7f0e955997d416c507c76a26", size = 10034250, upload-time = "2026-08-27T16:34:11.8Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/42/ee8e68a207b9127fcde6c3d7e197def432f346cb1af159e1fa14ca0d1cdc/ruff-0.16.5-py3-none-win_amd64.whl", hash = "sha256:ddc6385fb2137f616357ca03d6c74f4be987f80fed4008566b754f6032b8546f", size = 10516714, upload-time = "2026-08-27T16:34:13.963Z" },
+    { url = "https://files.pythonhosted.org/packages/73/e3/7df5a396e445b9ba49ce9a9437439a4d80042c61c0ade199abf8d16de1ac/ruff-0.16.5-py3-none-win_arm64.whl", hash = "sha256:a64abe90968719b851bb7cedffaa8753fbdbdadab483089682db623f3edc587e", size = 10391564, upload-time = "2026-08-27T16:34:16.064Z" },
 ]
 
 [[package]]
@@ -1749,53 +1773,73 @@ wheels = [
 
 [[package]]
 name = "scipy"
-version = "1.18.0"
+version = "1.18.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "numpy" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a7/25/c2700dfaf6442b4effaa91af24ebce5dc9d31bb4a69706313aae70d72cd0/scipy-1.18.0.tar.gz", hash = "sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378", size = 30774447, upload-time = "2026-06-19T15:01:43.456Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/6a/19/ca10ead60b0acc80b2b833c2c4a4f2ff753d0f58b811f70d911c7e94a25c/scipy-1.18.0-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:7bd21faaf5a1a3b2eff922d02db5f191b99a6518db9078a8fb23169f6d22259a", size = 31056519, upload-time = "2026-06-19T14:59:45.203Z" },
-    { url = "https://files.pythonhosted.org/packages/96/72/1e6442a00cd2924d361aa1b642ab6373ec35c6fabf311a760be9f76e0f13/scipy-1.18.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:265915e79107de9f946b855e50d7470d5893ec3f54b342e1aa6201cbdcd8bb6b", size = 28681889, upload-time = "2026-06-19T14:59:48.103Z" },
-    { url = "https://files.pythonhosted.org/packages/9b/2d/11dd93d21e147a73ba22bd75c0b9208d3a2e0ec76d53170ce7d9029b1015/scipy-1.18.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:9ab7b758be6940954a713ee466e2043e9f6e2ed965c1fce5c91039f4be3d90a9", size = 20423580, upload-time = "2026-06-19T14:59:50.665Z" },
-    { url = "https://files.pythonhosted.org/packages/9c/01/93552f75e0d2a7dd115a45e59209c51e8d514daff02fc887d2623be06fe1/scipy-1.18.0-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:97b6cddaaee0a779ef6b5ca83c9604b27cc16b2b8fc22c142652df8793319fb8", size = 23054441, upload-time = "2026-06-19T14:59:53.564Z" },
-    { url = "https://files.pythonhosted.org/packages/3c/23/21f5e703643d66f21faa6b4c73195bfcad70c55efcb4f1ab327cd7c4101a/scipy-1.18.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:52a96e21517c7292375c0e27dd796a811f03fcea5fd4d108fdfea8145dcf17ab", size = 33968720, upload-time = "2026-06-19T14:59:56.415Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/aa/1b939f6c67ed68635bb538e6752d3dacc02f66535182e939a89581a44e9c/scipy-1.18.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1f55797419e16e7f30cf88ffb3113ce0467f00cfe3f70d5c281730b21769bfc2", size = 35287115, upload-time = "2026-06-19T14:59:59.411Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/ff/eec46be7e9234208f801062b53e1983085eddebd693f6c9bfb03b459830d/scipy-1.18.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ad033410e2e0672ffdc1042110cef20e1c46f8fd0616cee1d44d8d58fad8fc11", size = 35577989, upload-time = "2026-06-19T15:00:02.235Z" },
-    { url = "https://files.pythonhosted.org/packages/84/ca/210d4759c7210bb7d269437421959b39a33434e2776b60c5cb8a763bb30a/scipy-1.18.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:4a55985d54c769c872e64b7f4c8a81cc30ef700cc04296abbbf3705439c126de", size = 37421717, upload-time = "2026-06-19T15:00:05.102Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/54/9a9edb45345bd6744da5ddfb6628e5d5185920494c6a67ec45b6381004cb/scipy-1.18.0-cp312-cp312-win_amd64.whl", hash = "sha256:71ccc8faa2dd16ac310233203474a8b5cb67f10dedd54a3116d34943f4b19132", size = 36597428, upload-time = "2026-06-19T15:00:08.112Z" },
-    { url = "https://files.pythonhosted.org/packages/99/0e/33f32a2a58987e26aec0f7df252cbbad1e90ae77bdbc76f40dd4ed0cf0ea/scipy-1.18.0-cp312-cp312-win_arm64.whl", hash = "sha256:d88363fd9d8fbd3511bd273f1a49efb2a540773ddf92a91d57498ce7dd7f3e76", size = 24351481, upload-time = "2026-06-19T15:00:11.103Z" },
-    { url = "https://files.pythonhosted.org/packages/05/52/9c0136c2de7ae0779b7b366447766cec6d9f0702c56bb8ffeb04c8fd3af4/scipy-1.18.0-cp313-cp313-macosx_10_15_x86_64.whl", hash = "sha256:09143f676d157d9f546d663504ef9c1becb819824f1afc018814176411942446", size = 31036107, upload-time = "2026-06-19T15:00:14.03Z" },
-    { url = "https://files.pythonhosted.org/packages/02/73/0291a64843270f4efb86cdcf2ee0f2048631b65ec6b405398b2b4dbf11bf/scipy-1.18.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:5efe260f69417b97ddae455bfb5a95e8359f7f66ad7fa9522a60feb66f169520", size = 28663303, upload-time = "2026-06-19T15:00:16.819Z" },
-    { url = "https://files.pythonhosted.org/packages/d3/0f/10ffa0b697a572f4e0d48b92a88895d366422f019f723e7e14a84c050dac/scipy-1.18.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:68363b7eaacd8b5dd426df56d782cc156468ac79a127a1b87ca597d6e2e82197", size = 20404960, upload-time = "2026-06-19T15:00:19.635Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/d2/e896cea21ba8edd6c81d4c55b1ffcc717e79698dcbebf9641b4cfb4c6622/scipy-1.18.0-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:c5557d8be5da8e41353fcd4d21491fdbab83b062fc579e94dc09a7c8ab4f669b", size = 23034074, upload-time = "2026-06-19T15:00:22.107Z" },
-    { url = "https://files.pythonhosted.org/packages/ea/b2/e83ea34279a52c03374477c74006256ec78df65fc877baa4617d6de1d202/scipy-1.18.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0d13bca67c096d89fb95ced0d8921807300fce0275643aef9533cc63a0773468", size = 33942038, upload-time = "2026-06-19T15:00:24.964Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/af/e8fe5fb136f51e2b01678b92cb4106d10d8cd68ec147ead2e7cb0ac75398/scipy-1.18.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a46f9273dbd0eb1cefba61c9b8648b4dfe3cbc14a080176f9a73e44b8336dc7f", size = 35266390, upload-time = "2026-06-19T15:00:28.059Z" },
-    { url = "https://files.pythonhosted.org/packages/3a/49/2c5cbb907b56695fc67517811d1db234dfd83381a84814ec220aded2794d/scipy-1.18.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5aba46108853ddfc77906b6557aac839d2b52e900c1d72a1180adaaab58d265f", size = 35551324, upload-time = "2026-06-19T15:00:31.014Z" },
-    { url = "https://files.pythonhosted.org/packages/bb/73/eda39f7a2d306ff0ffc574afd13c0bbb6d10a603d9a413998ee269487a80/scipy-1.18.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b6f758e35f12757b5d95c00bc6de2438e229c2664b7a92e96f205959d9f2dfa4", size = 37404785, upload-time = "2026-06-19T15:00:34.072Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/d2/ae881ee28d014f38e0ccbfd974a06a919ba9af34f1f74bf42b5301891d63/scipy-1.18.0-cp313-cp313-win_amd64.whl", hash = "sha256:1afac4a847207c7ff8efd321734a50b06d0280b3b2a2c0fc2f413101747ad7c7", size = 36554943, upload-time = "2026-06-19T15:00:36.903Z" },
-    { url = "https://files.pythonhosted.org/packages/70/3a/21154e2d54eb3639c6bf4dbae2e531c68356bfe95990daa30df33b30d556/scipy-1.18.0-cp313-cp313-win_arm64.whl", hash = "sha256:c5dbddf60e58c2312316d097271a8e73d40eaf2eabfa4d95ed7d3695bbf2ce7b", size = 24350911, upload-time = "2026-06-19T15:00:40.062Z" },
-    { url = "https://files.pythonhosted.org/packages/78/b5/915a19b3de2f7430062b509653563db1633ddbb6f021b06731521115d4e2/scipy-1.18.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:4c256ee70c0d1a8a2ace807e199ccd4e3f57037433842abb3fb36bc17eaa9578", size = 31036253, upload-time = "2026-06-19T15:00:43.216Z" },
-    { url = "https://files.pythonhosted.org/packages/d7/88/b72def7262e150d16be13fca37a96481138d624e700340bc3362a7588929/scipy-1.18.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:2ef3abc54a4ffc53765374b0d5728532dfdd2585ed23f6b11c206a1f0b1b9af8", size = 28673758, upload-time = "2026-06-19T15:00:46.663Z" },
-    { url = "https://files.pythonhosted.org/packages/91/02/2e636a61a525632c373cf6a9c24442a3ffb79e364d38e98b32042964ac32/scipy-1.18.0-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d", size = 20415514, upload-time = "2026-06-19T15:00:49.399Z" },
-    { url = "https://files.pythonhosted.org/packages/c9/b6/2135974442f6aba159d9d39d774a1c8cb19947016725d69fecc685df45bf/scipy-1.18.0-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:3f1ac564d3bf6c03d861d2cd87a1bea0da2887136f7fb1bf519c05a8971452d6", size = 23034398, upload-time = "2026-06-19T15:00:51.941Z" },
-    { url = "https://files.pythonhosted.org/packages/f6/e6/ba89ec5abf6ee9257c0d1ec985573f3ae32742c24bc03e016388a40b1b15/scipy-1.18.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40395a5fcd1abee49a5c7aaa98c29db393eedc835138560a588c47ec16156690", size = 33998032, upload-time = "2026-06-19T15:00:54.838Z" },
-    { url = "https://files.pythonhosted.org/packages/7f/c4/bc41eb19b0fd0db868f4132920879019318d80cc522ad8f2bca4611af808/scipy-1.18.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ca01e8ae69f1b18e9a58d91afead31be3cef0dd905a10249dac559ee15460a0", size = 35283333, upload-time = "2026-06-19T15:00:58.152Z" },
-    { url = "https://files.pythonhosted.org/packages/53/a4/cbdeef6eb3830a8462a9d4ada814de5fc984345cc9ecf17cbec51a036f1e/scipy-1.18.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7a7f3b01647384dbc3a711e8c6778e0aabbe93959249fef5c7393396bcac0867", size = 35610216, upload-time = "2026-06-19T15:01:01.155Z" },
-    { url = "https://files.pythonhosted.org/packages/80/4d/b2b82502b65f661d1b789c1665dcdf315d5f12194e06fc0b37946294ebae/scipy-1.18.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:6aa94e78ec192a30063a5e72e561c28af769dc311190b24fe91774eff1969709", size = 37418960, upload-time = "2026-06-19T15:01:04.155Z" },
-    { url = "https://files.pythonhosted.org/packages/93/3e/902d836831474b0ab5a37d16404f7bc5fafd9efba632890e271ba952635f/scipy-1.18.0-cp314-cp314-win_amd64.whl", hash = "sha256:2d8bbdc6c817f5b4006a54d799d4f5bab6f910193cbb9a1ff310833d4d270f61", size = 37288845, upload-time = "2026-06-19T15:01:07.822Z" },
-    { url = "https://files.pythonhosted.org/packages/b6/43/8d73b337a3bdb14daa0314f0434210747c02d79d729ce1777574a817dcf6/scipy-1.18.0-cp314-cp314-win_arm64.whl", hash = "sha256:18e9575f1569b2c54174e6159d32942e03731177f63dce7975f0a0c88d102f5b", size = 24988971, upload-time = "2026-06-19T15:01:11.076Z" },
-    { url = "https://files.pythonhosted.org/packages/b4/b4/f11918b0508a2787031a0499a03fbe3546f3bb5ca05d01038c45b278c09a/scipy-1.18.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707", size = 31399325, upload-time = "2026-06-19T15:01:13.723Z" },
-    { url = "https://files.pythonhosted.org/packages/7b/d1/1f287b57c0ff0ee5185dff3946d92c8017d39b0e431f0ae79a3ff1859512/scipy-1.18.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:7c7a51b33ce387193c97f228320cf8e87361daa1bba750638677729598b3e677", size = 29092110, upload-time = "2026-06-19T15:01:16.908Z" },
-    { url = "https://files.pythonhosted.org/packages/ff/1a/7b74eb6c392fdcb27d414c0e7558a6d0231eb3b6d73571f479bb81ea8794/scipy-1.18.0-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:84031d7b052a54fae2f8632e0ec802073d385476eb9a63079bce6e23ef9283d4", size = 20833811, upload-time = "2026-06-19T15:01:20.488Z" },
-    { url = "https://files.pythonhosted.org/packages/7c/ad/f3941716320a7b9cb4d68734a903b45fe16eff5fb7da7e16f2e619304979/scipy-1.18.0-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:56abf29a7c067dde59be8b9a22d606a4ea1b2f2a4b756d9d903c62818f5dacce", size = 23396644, upload-time = "2026-06-19T15:01:23.364Z" },
-    { url = "https://files.pythonhosted.org/packages/22/22/1446b62ffe07f9719b7d9b1b6a4e05a772833ae8f441fe4c22c34c9b250f/scipy-1.18.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1ad44305cfa24b1ba5803cbbebf033590ccbac1aa5d612d727b785325ab408b0", size = 34079318, upload-time = "2026-06-19T15:01:26.002Z" },
-    { url = "https://files.pythonhosted.org/packages/56/3b/b87da667098bb470fa30c7011b0ba351ee976dd395c78798c66e941665a3/scipy-1.18.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:945c1761b93f38d7f99ae81ae80c63e621471608c7eeead563f6df025585cd58", size = 35324320, upload-time = "2026-06-19T15:01:28.881Z" },
-    { url = "https://files.pythonhosted.org/packages/f8/a1/c7932f91909759b0267f75fdea34e91309f96b895757534b76a90b6b4344/scipy-1.18.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:1a4441f15d620578772a49e5ab48c0ee1f7a0220e387110283062729136b2553", size = 35699541, upload-time = "2026-06-19T15:01:31.968Z" },
-    { url = "https://files.pythonhosted.org/packages/f7/86/5185061a1fcc41d18c5dc2463969b3a3964b31d9ac67b2fb05d4c7ff7670/scipy-1.18.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9aac6192fac56bf2ca534389d24623f07b39ff83317d58287285e7fbd622ff76", size = 37472480, upload-time = "2026-06-19T15:01:35.136Z" },
-    { url = "https://files.pythonhosted.org/packages/31/8e/f04c68e39919a010d34f2ee1367fd705b0a25a02f609d755f0bfbc0a15fc/scipy-1.18.0-cp314-cp314t-win_amd64.whl", hash = "sha256:e40baea28ae7f5475c779741e2d90b1247c78531207b49c7030e698ff81cee3f", size = 37365390, upload-time = "2026-06-19T15:01:38.091Z" },
-    { url = "https://files.pythonhosted.org/packages/d5/19/969dc072906c84dd0a3b05dcf57ea750936087d7873549e408b35cfc3f97/scipy-1.18.0-cp314-cp314t-win_arm64.whl", hash = "sha256:368e0a705903c466aa5f08eefb39e6b1b6b2d659e7352a31fd9e2438365be0f8", size = 25279661, upload-time = "2026-06-19T15:01:40.817Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/7e/74/66de6258867beb2ef08f35f9f2ac017a52cacd5081714d239ff1a442d458/scipy-1.18.1.tar.gz", hash = "sha256:52c4b7422442aba924d03ad4019852b08a92e64ea187b933135687bfe2747307", size = 30781235, upload-time = "2026-08-21T23:28:50.599Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/18/f7/240c110c08693826b4513a52f5717d62ec7c7af72f2920821247c03b17b3/scipy-1.18.1-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:457fd7a2a8edeb044ab6ffbc0aa03ff6cd18491356e5e0c834d76ce621b916d1", size = 31111061, upload-time = "2026-08-21T23:23:44.522Z" },
+    { url = "https://files.pythonhosted.org/packages/05/4a/78c6285577c375e7cf27277ea8ee6961224327f1e1a0c44af5f17f23635c/scipy-1.18.1-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:e708533e8b2ae2497d65346538a7dcc92814410b25b81432eac66de0f2af8265", size = 28733332, upload-time = "2026-08-21T23:23:50.015Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/f6/a5b82f8abbe14d134691b8b903696f701d25a081353a29dc655c364d9e62/scipy-1.18.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:7bbf207c4453ce1ad2e00b17313852b33310b83090c2311bdaf97f93c0380d12", size = 20475078, upload-time = "2026-08-21T23:23:54.138Z" },
+    { url = "https://files.pythonhosted.org/packages/23/22/0858a0bbd6b3e825ceb8cd9baf9eaf3b2f2b1d77727eb6be40500bcdc92f/scipy-1.18.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:78c0665edead396b1abb4897c41a5c1d9bf090c8a637a4c20a61678e0a264e66", size = 23108904, upload-time = "2026-08-21T23:23:57.824Z" },
+    { url = "https://files.pythonhosted.org/packages/75/9a/2e71719f31eaefe0e3a1706c4a1ded94e664bfd95ffca2b219a671faee01/scipy-1.18.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:3c085faa2cfa879c5141df483f836f4d691045a078224a670fa570fa01612d89", size = 34025113, upload-time = "2026-08-21T23:24:02.209Z" },
+    { url = "https://files.pythonhosted.org/packages/df/64/ff35eb9e54894cf471ff4716abd3c81eb0a0626869217ce3e6ba4ccf17d7/scipy-1.18.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:f55fa87b6c612ecd6b058f167c53231b1d14e412efe361d3d6e38b3631c73218", size = 35344199, upload-time = "2026-08-21T23:24:07.844Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/af/c5538be1792f7034c12c7db6ee67cace58253c7b87b122d68253eaf5de89/scipy-1.18.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c35d74ce0e193ff740c2f2be2ac913ddc232fe6c1ff40b26cfecb9c670c63314", size = 35639587, upload-time = "2026-08-21T23:24:13.05Z" },
+    { url = "https://files.pythonhosted.org/packages/91/4c/075e4f66471bac101141ac739e9e135549be1bae584571bd03a530c056e1/scipy-1.18.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:d2924a03db38dc2e848bca2fe9f077dafb891480b91a00a0963a8cf86dfc31c1", size = 37480330, upload-time = "2026-08-21T23:24:19.608Z" },
+    { url = "https://files.pythonhosted.org/packages/39/e7/979fd14e75008623df31ba70d6bb144700f68feadcea042021c06a05bf82/scipy-1.18.1-cp312-cp312-win_amd64.whl", hash = "sha256:5e4d44984abc0020154ea81b247adeddcc3ac5527b975ff798bd1ba0adc513c2", size = 36658278, upload-time = "2026-08-21T23:24:25.463Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/0b/e1525354ff9d7d5feb6d1b31af6d14072e5c91e9607b421fa1ec889660b3/scipy-1.18.1-cp312-cp312-win_arm64.whl", hash = "sha256:d65d448389b8436493abcf629cc94ad0cf32aecaf06e1acca1de53cc795f2f12", size = 24400588, upload-time = "2026-08-21T23:24:30.579Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/55/4540ee0f9c42a9ad7109d0d1a8cc70de54c3572b01c6693a2b1c70e90ceb/scipy-1.18.1-cp313-cp313-macosx_10_15_x86_64.whl", hash = "sha256:3ab3523da44749156e1f68b464dc56af11ae4cbc5c739a49d05f32b982eca9f3", size = 31089958, upload-time = "2026-08-21T23:24:35.8Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/f5/769f36d14922b8071a43e95d24d18b6bdafad10d7f5cf647867e1ac052bc/scipy-1.18.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:e6fb6a55cc0ba97b59a1f288fb86dc6fce8bdfc0fffcbfd015e3a954bf2a2d93", size = 28715106, upload-time = "2026-08-21T23:24:40.775Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/d7/21d890274f75ea37a8209d5519e72da3da90302e3b9fb8397a0918386a62/scipy-1.18.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:ea324d9dd34c38bfb9bec8ca4d1b407db97dbb74029f566b8e322b1b6fe56fe6", size = 20456846, upload-time = "2026-08-21T23:24:45.066Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/01/798430ecea2e78ec7c02663d5f71c007bb6abeca931080debd40d7fa55ea/scipy-1.18.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:75b00eb8fb802090aa903f4ea1c7f5a584779f967361e68b7e98e531cc2d7174", size = 23087986, upload-time = "2026-08-21T23:24:49.539Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/5f/4634e9d35c68496e4e34cb6946eafab044458e6cedab42b40b6588e475b6/scipy-1.18.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d416b16cccfd70fbf62400e84d0bb2f4e6af519a45557f1692c749b37f14b315", size = 33998146, upload-time = "2026-08-21T23:24:54.714Z" },
+    { url = "https://files.pythonhosted.org/packages/41/48/6450ed9243315322bbc19ac57b9b70d66a20bf1d38d124c96bc4bf6af9ea/scipy-1.18.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fdaf5ea890a6183d0565f51a61799d67081bd5b1cf03c5f4b3fd3732108625c9", size = 35312578, upload-time = "2026-08-21T23:25:00.44Z" },
+    { url = "https://files.pythonhosted.org/packages/00/bd/bf5a4be6a3525676499f6dff307991739ff6fdcad1481b1aeb6745339f58/scipy-1.18.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:c825cef2f49e46753726a7181a8e199804a912b29519ada542c6ebc654951899", size = 35612621, upload-time = "2026-08-21T23:25:06.144Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/4e/3c45c33e00a77996c4b1cb707929f833ba7b1d522ee29f882512c330676d/scipy-1.18.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e3b417bf8c2c7c16e8f58ad91db17783ec911ac16e7b50eb6eab6e809b4f5b07", size = 37457323, upload-time = "2026-08-21T23:25:12.483Z" },
+    { url = "https://files.pythonhosted.org/packages/93/0e/e0348fbc0dbab65c114cf78957e7dfeb49f8e8b556b4d930cc12ff195e18/scipy-1.18.1-cp313-cp313-win_amd64.whl", hash = "sha256:559ed65f60c1af5a03f3912605a1b5114f522c7c32fb23c3376ae8f03219fe28", size = 36622841, upload-time = "2026-08-21T23:25:18.722Z" },
+    { url = "https://files.pythonhosted.org/packages/50/a8/6a77f5f267c555108f0a864b6db714363dab567a8266422a79a385f9232b/scipy-1.18.1-cp313-cp313-win_arm64.whl", hash = "sha256:cd479fc04dd9401e3b4f49e76518768ef99c4f517a98c284eb091fd725719adf", size = 24399315, upload-time = "2026-08-21T23:25:23.458Z" },
+    { url = "https://files.pythonhosted.org/packages/06/d5/d8eb4e280ddb56a4ab2c6f02ee49b56b23f6e977cf0802fd6d68dbef14f5/scipy-1.18.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:83de5453a7799afc9048b4616bd085cef126e36412f0ea2f6370c36a2a3a51e7", size = 31090936, upload-time = "2026-08-21T23:25:28.686Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/49/59ea385dc3a62ff498ddf3cfff7c2b41b0f9f9d3c4122b3f1dcb6d6327fe/scipy-1.18.1-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:9554bcc6d715ee87a633a3cc8e7703c6628b100dd29cb8a2efc4c0533c7ff729", size = 28725221, upload-time = "2026-08-21T23:25:33.244Z" },
+    { url = "https://files.pythonhosted.org/packages/70/e8/6b0c288c50942d78193696c9f15f9a0874f5178aa0ddf40f83d9924b3e8d/scipy-1.18.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:011413b7426b75012840e35649e00fe0a2c3bae89fed433876e3a99251572efc", size = 20466839, upload-time = "2026-08-21T23:25:37.516Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/e0/54fd3793c729e3b936782f181b59cbb1205bf250ab605a16cb1ba61cdd5e/scipy-1.18.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:88f0e784020649f88ea48c9f5ddfa403bf9205820667c0914740b392035afb82", size = 23089121, upload-time = "2026-08-21T23:25:42.019Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/56/030af62bea3cf878e0028515dff78c123b01633606a879b63f42d2db99cc/scipy-1.18.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2d3ab0e8c69a17dd3559eab8cbb88f258e285c94d572c2719033f90f83290c89", size = 34053851, upload-time = "2026-08-21T23:25:47.998Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/89/2a844506d49651e9aa1af6ef95b6bd8031cb1d5a4375edec6155037e04cf/scipy-1.18.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ac0333bdf38309aa3dcbe7e3fa7ea29e7a2c37c6ea306a757b700ded8e4596ad", size = 35329183, upload-time = "2026-08-21T23:25:53.522Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/56/c7370c3640e92ac9613cbf26cb3f729f9b12ddf1727b55b94b53b24d6f48/scipy-1.18.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:911de823097db8b63f034299d12662db93344e6ffa0b881cbb57748974b70168", size = 35672551, upload-time = "2026-08-21T23:25:59.387Z" },
+    { url = "https://files.pythonhosted.org/packages/24/16/ec8536f351421f8bf60a1120930638f83790f4710b8230446aca3d6159d4/scipy-1.18.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:95298364e251be3e60249facbeeca03631d3bb7584f85879516ec55ac717b81f", size = 37469416, upload-time = "2026-08-21T23:26:05.432Z" },
+    { url = "https://files.pythonhosted.org/packages/52/94/d73da0d28f16c45bb9b0a5691b91610b0275c5ef0eb5e43c87cf2dc1bf31/scipy-1.18.1-cp314-cp314-win_amd64.whl", hash = "sha256:78a0d7c918e74a232394117160e7e3db503377572a45bcef8826e4ab8a35feba", size = 37362755, upload-time = "2026-08-21T23:26:11.366Z" },
+    { url = "https://files.pythonhosted.org/packages/89/25/e996e4dc74e10e227b1e14db5eaf6608bb6dd33884a64851c38f18dd4249/scipy-1.18.1-cp314-cp314-win_arm64.whl", hash = "sha256:cbf38d043c1aa4ab306e1ada6ab6eddacc3322a20b7af1b30bc93254b366fe09", size = 25036090, upload-time = "2026-08-21T23:26:15.887Z" },
+    { url = "https://files.pythonhosted.org/packages/fa/c9/c00213f92309d753b48903e6a451b87eb52ff5b7a16e789d1568bbf221c4/scipy-1.18.1-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:0fcb3c93519f27bb4f0c4b0f7802cdcaca7fcf93267b75edda2e9f4e8a55cbd7", size = 31485550, upload-time = "2026-08-21T23:26:20.776Z" },
+    { url = "https://files.pythonhosted.org/packages/74/b2/e3067c487982d4eeab2938928529410370c06fea84a4d3f4925e7d96647d/scipy-1.18.1-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:ddef79fb382df40104a19bb7151b3b23e57c1778fcf857c71ceecd9bd264513f", size = 29174642, upload-time = "2026-08-21T23:26:25.395Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/ab/374c9fe2d1ec014e576c781a4b5d8e1ba340e8f6b4638c16f711d2b194f0/scipy-1.18.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:0e82073ecc7acc6436fac4b31674109c7e1d3e596789767eda01258a8c9e8123", size = 20916357, upload-time = "2026-08-21T23:26:30.112Z" },
+    { url = "https://files.pythonhosted.org/packages/90/38/223915c88a17317cafbf8ca2a42b11c265a9fb1e804aa665544132b5fe8a/scipy-1.18.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:8bcf3c1ba5d6456e2effd30fcbd3459b044d683fcdac79a2e6830f0bdf7de487", size = 23482611, upload-time = "2026-08-21T23:26:34.846Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/d1/db0948da8ca57a80b36520ef0a768b967d99f3af65f4b6f1bf6362ad4dd4/scipy-1.18.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:cfbf154f2ba187f2ed6cce2639efff7d105f1140573642c0161615b6d91d6a87", size = 34143202, upload-time = "2026-08-21T23:26:40.4Z" },
+    { url = "https://files.pythonhosted.org/packages/87/53/39d046cc7574ed6acacb6bd5723e220107ece80bff12faaf3efc4ddeede4/scipy-1.18.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a1d33a7836f7ddc1993427966a0823468ec41bcbdb1a9f9942d1d7e57f803ba3", size = 35380876, upload-time = "2026-08-21T23:26:46.1Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/da/32e0e799d875a85ca57d9bde6c78148afcc0e38276df683d95854eadc8c3/scipy-1.18.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:7f4b8bc363b6d65ee2152bec57568e3c52639bb34c46057b09857a307ed5e21d", size = 35770885, upload-time = "2026-08-21T23:26:51.533Z" },
+    { url = "https://files.pythonhosted.org/packages/88/2e/f97a666d362fee68b18f41c9c30ed502ca5c98b549749bfcb52a8b74d1eb/scipy-1.18.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:11c423f1049c5755ad4409af52a9ada1cff96fe9b50795d4af3619f292901239", size = 37525424, upload-time = "2026-08-21T23:26:56.751Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/d5/a9e765a84654ebba8479a1fd1b059ced1af72b168a3b2a3a46540ea38d20/scipy-1.18.1-cp314-cp314t-win_amd64.whl", hash = "sha256:c24acac1e18912761c4700239bbc1fd32f615af690f1584d49b35859be51324d", size = 37416961, upload-time = "2026-08-21T23:27:01.546Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/16/e79e0d1c63ef698879d85439d37e9fb434e3b804e506a6991038d086ebd9/scipy-1.18.1-cp314-cp314t-win_arm64.whl", hash = "sha256:9f2897bf7737392ad0d5213ea7b6add72a4edf5679b3153106aeb88b6507b3b9", size = 25331848, upload-time = "2026-08-21T23:27:05.884Z" },
+    { url = "https://files.pythonhosted.org/packages/be/4f/1bd37c883b67163e2ca1f60977a399500e6879c15defecac62831c8d078d/scipy-1.18.1-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:eb0dfcf4e28a99c12c999744a2ff67c9b06200e20401c7c88186e33552a46331", size = 31091484, upload-time = "2026-08-21T23:27:11.051Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/c5/ba929d7feb9b2332f96827c12e0e924b61973b59b4dea383b603372c65ce/scipy-1.18.1-cp315-cp315-macosx_12_0_arm64.whl", hash = "sha256:30f464bee641fa8e282577c7dce027308403213c6ca8270bba73285c91024bc5", size = 28725057, upload-time = "2026-08-21T23:27:15.9Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/19/68f1c50f609d955d230e66d25d02bd3e1e167ec540232135354fb9a4b9e3/scipy-1.18.1-cp315-cp315-macosx_14_0_arm64.whl", hash = "sha256:1bca3b943fc2567ea49cd02c99abde49da4d5178ec46f624bd8255cda8755beb", size = 20466734, upload-time = "2026-08-21T23:27:20.044Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/6d/319fa29b73d1802fa80b32a6eaf3f5be456ef81526da2716a9493bcb5501/scipy-1.18.1-cp315-cp315-macosx_14_0_x86_64.whl", hash = "sha256:c9d18a33309122074ea483dd92dd444189166b8b2ec429fe9ed5ac73c7a0aa23", size = 23089664, upload-time = "2026-08-21T23:27:24.345Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/db/30992f9b51a63de671daf3888ffd18378b6cb9ec9f2c972264238ffa7fd6/scipy-1.18.1-cp315-cp315-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:82f201b4c878551d48558337aab270d3c6cca5507b8737c8d8a608d234cccde0", size = 34054035, upload-time = "2026-08-21T23:27:29.409Z" },
+    { url = "https://files.pythonhosted.org/packages/91/d4/bf3e735dc0b9d5a8ff45079d2540e17d3aff7a2f0048dd8f552ffd031d2b/scipy-1.18.1-cp315-cp315-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:0ac49ea97594532dd44b7136094d35f5440fa06e6d9c6384a74c01764df388c5", size = 35333883, upload-time = "2026-08-21T23:27:34.293Z" },
+    { url = "https://files.pythonhosted.org/packages/19/93/12d78ce9f871fe945fca588d32644e6e63f553c2a35c564d73f3b22a3313/scipy-1.18.1-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:ceb30a00ce7c92d459819443d29ca486d882b83fb6738bdcbb2a1cce94ac5daa", size = 35673124, upload-time = "2026-08-21T23:27:39.059Z" },
+    { url = "https://files.pythonhosted.org/packages/70/cd/886219313a1012a48e6ae0ec4f302c837151beb92e1ff0d709ef8fdfc488/scipy-1.18.1-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:f29633129f9fa7e88a3f0fca835de2d030bfc9643f7799e1a0c46cee24d38fc7", size = 37470753, upload-time = "2026-08-21T23:27:44.435Z" },
+    { url = "https://files.pythonhosted.org/packages/17/6c/a776888ce618bee54fbde26172f0f46ac1da70d27b63861797fe78e1904b/scipy-1.18.1-cp315-cp315-win_amd64.whl", hash = "sha256:92c14f5bdbfb6216315ce33e78080474082de8b3830122ba97809bfbe65f75c0", size = 37361483, upload-time = "2026-08-21T23:27:49.334Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/09/97b651691322ebee97999b017ffc18a15a0b815103844c97e8da9d469731/scipy-1.18.1-cp315-cp315-win_arm64.whl", hash = "sha256:e402cf31eb68f453dbb2d36fc6d722b33f24a55d68b2ae1d92fa6305ca71c298", size = 25035883, upload-time = "2026-08-21T23:27:53.596Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/0f/9ec20467bbabd0d44e2a77d0fd3d124f884b4d67df92af82c91d2d6a486f/scipy-1.18.1-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:2a0b02f9fc46f8520330c23d45e6560db7e3a0d927232139427637f98943e11d", size = 31474926, upload-time = "2026-08-21T23:27:57.993Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/58/dcb79161e56efbedc50079fcd2f5fe427a0ebb53022eb476aa73c015ad8f/scipy-1.18.1-cp315-cp315t-macosx_12_0_arm64.whl", hash = "sha256:1d73131e358976663dd969e1fb4ed1404b815cd977eaaedc3b3a133ba2d81c35", size = 29164940, upload-time = "2026-08-21T23:28:03.062Z" },
+    { url = "https://files.pythonhosted.org/packages/71/d3/1eeea80c817fcb8ef7bd4a05a58824977a0e57a375cfc3d7ea7c911c01ad/scipy-1.18.1-cp315-cp315t-macosx_14_0_arm64.whl", hash = "sha256:bff0b729edd992766136b34e39cc76bc2fad905aa58897ee72a9cd000a6d8443", size = 20906742, upload-time = "2026-08-21T23:28:07.642Z" },
+    { url = "https://files.pythonhosted.org/packages/54/46/e59350428b6099301a20128108c995e2eb175a43f383af9a346e38824f9b/scipy-1.18.1-cp315-cp315t-macosx_14_0_x86_64.whl", hash = "sha256:10ac20c69d880f77f375db44c22e3e6a644f9fefa291d4cd2fb9790a89fc99fd", size = 23472183, upload-time = "2026-08-21T23:28:12.109Z" },
+    { url = "https://files.pythonhosted.org/packages/89/31/cc91623fa98f0621766a0f0aaaadb2c66de74a7ea7e3837164f6e4354260/scipy-1.18.1-cp315-cp315t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:33a834464fdabc0f26a45508df31b3cc5d028e04dbf6c5ed398541418e0a12fe", size = 34130796, upload-time = "2026-08-21T23:28:17.906Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/3e/8572ef536957ddb8aa81bb4090d9e25f257e3b4e05d97deb54319deb8a3a/scipy-1.18.1-cp315-cp315t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:49023963c193dacee096301452f223ee24d86ec5807f8df93c0f7221d119e305", size = 35374253, upload-time = "2026-08-21T23:28:23.732Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/c6/59fdeffb4f1435299f93d9dc8140b43ad2916e6cfc944be6c3041fcec86d/scipy-1.18.1-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:d84a09d0dad90ba6525d8ac1c2334b33e64bf3ccfe9e841f02feb867a22681e4", size = 35758543, upload-time = "2026-08-21T23:28:29.431Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/d9/135be205d9de8783193aff9cc3bf483a03a38e4b29432c954e8cb66ac14e/scipy-1.18.1-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:179ce34a8d0fe273d8883ba59e17e052247d08973dfcb743ca52bb1cce2d60b0", size = 37521946, upload-time = "2026-08-21T23:28:35.245Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/a2/5b7d5270621ab7cfa3f7766067bf95dc360b5efb6394694e8143b4156e2b/scipy-1.18.1-cp315-cp315t-win_amd64.whl", hash = "sha256:5632e3ae3d09197c446310cd5187de63e28448ce22f0f67b2b93d97503c0c230", size = 37408295, upload-time = "2026-08-21T23:28:40.724Z" },
+    { url = "https://files.pythonhosted.org/packages/63/ad/741c19fcb66755ff953daf9243af8480e4bf3d7fbe57583c178c7d2b6b51/scipy-1.18.1-cp315-cp315t-win_arm64.whl", hash = "sha256:eda632a7981f69730d6281f451db9c1c370993a2c0d7ddb43e2a809a2862b83a", size = 25319710, upload-time = "2026-08-21T23:28:45.713Z" },
 ]
 
 [[package]]
@@ -2118,7 +2162,7 @@ wheels = [
 
 [[package]]
 name = "typer"
-version = "0.27.1"
+version = "0.27.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-doc" },
@@ -2126,9 +2170,9 @@ dependencies = [
     { name = "rich" },
     { name = "shellingham" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ae/40/4a3db7990d1f62a53182aa96eaef57aeb2886a27f90a195bc66713565d31/typer-0.27.1.tar.gz", hash = "sha256:a79bef8469a79c45498e7b814ecf8d603cc7644e9acbd9e19cac0334240b18df", size = 203994, upload-time = "2026-08-03T14:41:03.438Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/16/f7/57713ba479fd405eb76de31404b2c744c289e336b2d999511ebf51e496f7/typer-0.27.2.tar.gz", hash = "sha256:269b7eb9d3c202ca84b4bc9618cb04ebb43d3d4d1e567e4c768607232c05f945", size = 204045, upload-time = "2026-08-28T10:26:55.046Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/43/89/9518bc0c3929bee36b3a4a8e3daddd6e03f92f9961c66d4983b837160543/typer-0.27.1-py3-none-any.whl", hash = "sha256:53150287edd11baeb4e4722c8e394fcdf8181c0ae89485cba8d25c778d5edd56", size = 122874, upload-time = "2026-08-03T14:41:04.391Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/bf/205d0004930ede8f542fb58f601526fccf4ae7626075ca1e6c4de5d3d652/typer-0.27.2-py3-none-any.whl", hash = "sha256:b3a5fc4342d5fc8fda8fc3010b1cf117e9249aab7fae800c2eff62fd3842d97d", size = 123130, upload-time = "2026-08-28T10:26:53.752Z" },
 ]
 
 [[package]]
@@ -2181,7 +2225,7 @@ wheels = [
 
 [[package]]
 name = "virtualenv"
-version = "21.7.4"
+version = "21.7.7"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "distlib" },
@@ -2189,73 +2233,84 @@ dependencies = [
     { name = "platformdirs" },
     { name = "python-discovery" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/2d/dc/a6eb1ddfa7f1e390fa599b078453c97edb3f6f846b34fb4eac3e8ea16401/virtualenv-21.7.4.tar.gz", hash = "sha256:c9d960c95fa458171e58222a5ccab7465298e4b6559977865e627c4719f1e825", size = 5345511, upload-time = "2026-08-10T22:54:33.316Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/79/41/c3f34799487924f2a6f43b8a8b7acd345a6c61aac2211d4bced8621ca4f1/virtualenv-21.7.7.tar.gz", hash = "sha256:6874376f99ba6b8d4e3ee8bde67f9285412400c7d5b29ba41ee6daa5e0221bdc", size = 5347022, upload-time = "2026-08-28T18:59:50.093Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/40/4c/eb2f52aeeaf30dbd073d315a251a63ae2b8263171ec4428c135140cb0802/virtualenv-21.7.4-py3-none-any.whl", hash = "sha256:376ec93cd6aab3044fa395d7db226db38043b7b5748948044b2a87168525e843", size = 5324444, upload-time = "2026-08-10T22:54:31.515Z" },
+    { url = "https://files.pythonhosted.org/packages/95/f8/dcec8dc767b812193316c7debed1e2b53e586e59c267bfe517688ff90275/virtualenv-21.7.7-py3-none-any.whl", hash = "sha256:67a6a68fef3ad8ca16b8b89f33fd8f97996cc0bf0db31629d07ecf8dec539a2c", size = 5324620, upload-time = "2026-08-28T18:59:48.056Z" },
 ]
 
 [[package]]
 name = "wrapt"
-version = "2.3.0"
+version = "2.4.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/2b/b0/c1f5a970721f06b85c0cd5142e0ff8fe067708abd779b0c4f4be7d61d09f/wrapt-2.3.0.tar.gz", hash = "sha256:681a2d0eefd721998f90642762b8e75c2159ec531b20ad5e437245ea7b06a107", size = 131509, upload-time = "2026-07-28T06:06:14.895Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/5b/4a/d17a0fad1bf1c5f2c887ff71fef75654141b0880bff71d157d955b5bec3a/wrapt-2.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:0a45ffae742ce91a16e11cb6c7cd71e7f9994f3cbd283b962ab093f5c6dcf525", size = 82139, upload-time = "2026-07-28T06:04:35.082Z" },
-    { url = "https://files.pythonhosted.org/packages/6e/55/51b92daaf6defb57f4dc56bdcce985400f75c6984a03ca5e78ccac717028/wrapt-2.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:69e477046f2237ef0bc6547544ee73008dc764ca26eff44f09e976d221b34d5d", size = 82723, upload-time = "2026-07-28T06:04:36.502Z" },
-    { url = "https://files.pythonhosted.org/packages/28/7f/cfd9bc4b1f5e424eeea83d0493e43f3b1b02707ce8e50c47945873982bd5/wrapt-2.3.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:5d221a6e6ddd302b8397433184e96b59f259f50024b854db1c411a881586b6b8", size = 172381, upload-time = "2026-07-28T06:04:37.674Z" },
-    { url = "https://files.pythonhosted.org/packages/cb/89/ff7814f6eb6856b479946117d1138a2fbb46cdb6b1f379db359056c69743/wrapt-2.3.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:392158c9a7f2ab1b8699418bfc0fe6f83548788c418b27d7bf2019ad3405cebb", size = 174120, upload-time = "2026-07-28T06:04:38.987Z" },
-    { url = "https://files.pythonhosted.org/packages/12/1e/8eded8615d39e3ce81f626937a3a87b280a2a86239a2bf14a4b4bb345034/wrapt-2.3.0-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e5301c35cf75655eb33498f2bd6ae8703ca19940e3167dc9cdf740c712a39c60", size = 163035, upload-time = "2026-07-28T06:04:40.361Z" },
-    { url = "https://files.pythonhosted.org/packages/35/ea/a0af2d9da62897af2a055484920de05dade30d2ba2c0d65cbdea875d3d8b/wrapt-2.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:418f54bb09d1762db02c7009b4051149893af3153a87f92d70356703c11eea02", size = 171887, upload-time = "2026-07-28T06:04:41.614Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/dd/63cd4c864c65ef4906df64bd2d378f4a62b54f28063f282dfb3bf93caead/wrapt-2.3.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:1598becd30f8f2777d18564064eb4f4dbe1ab0e05a8f09786d0ef505ac782bf3", size = 161113, upload-time = "2026-07-28T06:04:42.864Z" },
-    { url = "https://files.pythonhosted.org/packages/ca/ee/82f1fc9e431b5c2c5a6d201aa865dbeae3984c311c6d11a185f0c8367cf6/wrapt-2.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3da470536bf9645143323dd41b32db55c6f4304ad382094c1a1da8a92061e10d", size = 170530, upload-time = "2026-07-28T06:04:44.212Z" },
-    { url = "https://files.pythonhosted.org/packages/37/a5/5dc590e863a419930d988f8b7ca3e75a6befcfb10b6003b3a152f3d5f732/wrapt-2.3.0-cp312-cp312-win32.whl", hash = "sha256:fb8e2e6704a1e0b1b989546c69e2688371ef4a07fa5f61bde3eb6211186f5ac1", size = 78323, upload-time = "2026-07-28T06:04:45.484Z" },
-    { url = "https://files.pythonhosted.org/packages/51/f9/4a6925a07951df56394f7e6ebe14f69f1c5ef9d87aa63e0839acf15aa63a/wrapt-2.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:cdc021cb0b62471d6aac7f2bd92f3b4658073775f9ee7fcd325c511129e7bcc8", size = 81180, upload-time = "2026-07-28T06:04:47.021Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/4f/8b5de0395b2a72216751d41c9861df6facaeb611b619d8810ed2b3b23eb2/wrapt-2.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:67bfe2485f50368c3fcd2275fc1fd100e350d601e0058921a7c82678a465aeab", size = 80155, upload-time = "2026-07-28T06:04:48.373Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/6e/0f88a072483e76b881e3fdcd6b6ffb4a5791002514fe541e72b1b73c859a/wrapt-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0d3fb71e65b001adfc42684522eeccd9c21d8ba679945abc993439567b66e59f", size = 81960, upload-time = "2026-07-28T06:04:49.622Z" },
-    { url = "https://files.pythonhosted.org/packages/d7/ff/b7e2776e7c294075eb712cc9ef573d1b818f393006d09787262b8fc871c4/wrapt-2.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:51a7a4181c1295774812271fbcd7c909df372bc25579d4ed9eb875caaf0ae86f", size = 82435, upload-time = "2026-07-28T06:04:50.9Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/90/343bb5d0f1f9669bc252a6073f085b4abf862511bd5c9c9eaec754341f1d/wrapt-2.3.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:9045917809c63fdf7abe3a2ceaed3d670b8ee4500ddd9291192d30aeb34467c5", size = 170350, upload-time = "2026-07-28T06:04:52.187Z" },
-    { url = "https://files.pythonhosted.org/packages/59/f8/13b79a392930bd0dd6b86cbfbfe1c40944110456e1dc6d809e5c46ece904/wrapt-2.3.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:54ca1d5573f69b5fe1d74f1f65799c68015e82f685efec9fd8cfa40a094c44d0", size = 170022, upload-time = "2026-07-28T06:04:53.599Z" },
-    { url = "https://files.pythonhosted.org/packages/b2/fc/4f1b6918f5290db959d6e0c07f77385d87cede29c39c9cf8f145e9c82954/wrapt-2.3.0-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:242b60c21e30866e6a2fa606c612b47c553fa60c0eaeeeb7797fb842ac0ce609", size = 161043, upload-time = "2026-07-28T06:04:54.936Z" },
-    { url = "https://files.pythonhosted.org/packages/01/e1/45d3cf74414780bdff6d0380467e003f6eb0f028b6c9403db868dbc7209c/wrapt-2.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:e3f3d7ec0a51fbfe00d3aef047641ff2c58b25565b4717fc1f90e050be01cba8", size = 168576, upload-time = "2026-07-28T06:04:56.261Z" },
-    { url = "https://files.pythonhosted.org/packages/f3/73/2fa58dd97f191c997755e2c6d569a68f0c433db4e4b36099bdd7227b6cac/wrapt-2.3.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:261f53870cd4fb2bf38f9f972c56c728fd224cb7c65721307de59d9e7e6741ae", size = 159140, upload-time = "2026-07-28T06:04:57.754Z" },
-    { url = "https://files.pythonhosted.org/packages/29/a8/08a56e2000a8816d449dcbad8c8b081697acbbd490821ceca0f9d8e8d20c/wrapt-2.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8159ec0b0cb7608175eb150de94c19e34f4d47ac655f5ca9baf45df6b688ffd3", size = 169263, upload-time = "2026-07-28T06:04:59.161Z" },
-    { url = "https://files.pythonhosted.org/packages/9e/d4/354e1725e35a73b2af4fa70a3e024c7a5d1bf1802dfb862dcb668aae0253/wrapt-2.3.0-cp313-cp313-win32.whl", hash = "sha256:10461884b3014fbfc8eb7d09a93c5f246363e6711d9d881f95eb8c27fdef049f", size = 78241, upload-time = "2026-07-28T06:05:00.507Z" },
-    { url = "https://files.pythonhosted.org/packages/6c/7e/34c87fa2174848dfee820322aaa318bab08913998ccecc8d2f57b4ad4639/wrapt-2.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:ac870cc97b73bb00ac353329e9559a4bebc47c4c86792ed9b23b58c15b6ad838", size = 81113, upload-time = "2026-07-28T06:05:01.839Z" },
-    { url = "https://files.pythonhosted.org/packages/11/86/fcc9a530579e008c9478bb565a6cdfbfd33536660f069c8b91a6607c5050/wrapt-2.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:a65e8db2b4e90c2e7ade931086351c98ef420bf7a94ee08c95ac8a3cbbc43579", size = 80182, upload-time = "2026-07-28T06:05:03.152Z" },
-    { url = "https://files.pythonhosted.org/packages/96/50/3864848b95b28ef73e17551fc8dccbff2628a834f52cf26a57f9c419fb83/wrapt-2.3.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:fd1f2f557dd3491fe75905e578f4db967393d40d1a8f468edc4d40ac7f2d5944", size = 83921, upload-time = "2026-07-28T06:05:04.476Z" },
-    { url = "https://files.pythonhosted.org/packages/3b/4c/3d1921a60c3e8c71c540ff136e6a47a1fbccf7f671e818394889f7871d9c/wrapt-2.3.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:9f5d2aec29dfc76c37e23897dee92766a3fd4f3bff3ae7fc9c6b4bf37d8c1360", size = 84412, upload-time = "2026-07-28T06:05:05.921Z" },
-    { url = "https://files.pythonhosted.org/packages/fa/1a/4a796ff7adb26ada6d4b758c94d47a38320b085e7099afc088efbbcdb006/wrapt-2.3.0-cp313-cp313t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:646d20d413ffcd1b0a2f700076e2d0252d872dcb7754860a73e45a59ea883614", size = 207168, upload-time = "2026-07-28T06:05:07.256Z" },
-    { url = "https://files.pythonhosted.org/packages/1d/3e/d7777776806c579b761bac2f91721dda9f04c7a1b380213c5935cc750ae6/wrapt-2.3.0-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:379f670f45b7bb8993edd9f6fc36c6cc65edb81cffa0b504be34acb0303fff0a", size = 214351, upload-time = "2026-07-28T06:05:08.945Z" },
-    { url = "https://files.pythonhosted.org/packages/63/27/2d64d394df7bf181955b3bb562bf33c4492fb4be113f53071106d43ad8b5/wrapt-2.3.0-cp313-cp313t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:6208f302f110295d64b22a7ac96500c791bf492dce4366e622e4912b077c9687", size = 199020, upload-time = "2026-07-28T06:05:10.418Z" },
-    { url = "https://files.pythonhosted.org/packages/3e/3d/fb31d3db7d9834d265fb1a27a2adf0ddf51557c67458c97b22439ad6ae3d/wrapt-2.3.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:ed635a9ca4f3a5a2b900c10c69e823373bc00ebc114b459383596d3487da3570", size = 209969, upload-time = "2026-07-28T06:05:11.983Z" },
-    { url = "https://files.pythonhosted.org/packages/1f/d1/8724b5da582e62070dc9bf4d8bf1972f317297eefd7ba1f2b5c6393ccf6c/wrapt-2.3.0-cp313-cp313t-musllinux_1_2_riscv64.whl", hash = "sha256:e3b9eaa742ae7a0aaaaad4ca4b69469d757af2d6e6663ef1dadc47adec0aeb41", size = 196324, upload-time = "2026-07-28T06:05:13.557Z" },
-    { url = "https://files.pythonhosted.org/packages/0d/5c/3d9ef411149543016ee6bcf3af707f787cebd946527452b94bf122e9b7b4/wrapt-2.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d0f7284f88f4833705132d06d3b425a43095c2cbd07c58166aac3ab646ba12a4", size = 202610, upload-time = "2026-07-28T06:05:15.048Z" },
-    { url = "https://files.pythonhosted.org/packages/13/9b/4fc042ceb757866dd4a5fc057b3b736f2b360d3703ce9f830d83dc9226e0/wrapt-2.3.0-cp313-cp313t-win32.whl", hash = "sha256:7ebb274aba688b043429eb1500ff8a76ce0cb8ac0812ca3e301f06247b8722b3", size = 79178, upload-time = "2026-07-28T06:05:16.469Z" },
-    { url = "https://files.pythonhosted.org/packages/6b/ff/b94878f8eed809ca042685276bcea9f24e8c2ca7c9653bb80bbb920a68a5/wrapt-2.3.0-cp313-cp313t-win_amd64.whl", hash = "sha256:c4bded758ad6f03b965830944a2f0bc5b2eb3767fe5a7310134315d1a6610e98", size = 82634, upload-time = "2026-07-28T06:05:18.026Z" },
-    { url = "https://files.pythonhosted.org/packages/80/fb/663e1de5332a71685a729754312d327d4cada767c36e1c5a2db4c8de49e6/wrapt-2.3.0-cp313-cp313t-win_arm64.whl", hash = "sha256:d2cc64539da63e39ffb9c7ede849b6e8ddaaf7b3876b5cfb04efd85a5f3f4eb6", size = 81387, upload-time = "2026-07-28T06:05:19.417Z" },
-    { url = "https://files.pythonhosted.org/packages/58/10/b073beaea89bc0d3670a75ff51139430a54b6af7ba7796507730634536dd/wrapt-2.3.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:ea52a0d0f08c584943d5764be0e84efa912c8da23c23e1e285ff2f5641c18fcc", size = 81978, upload-time = "2026-07-28T06:05:21.133Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/31/0916d9cebf848ed3f1a0c1888faee421747df77331e4db2bc527a9a85988/wrapt-2.3.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:fd85b0aa88efdb189d6ae2f35f4526943a8f091c38599c9c31478241c819e6a1", size = 82518, upload-time = "2026-07-28T06:05:22.562Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/73/31c1bf0f3384062751c2094dadb314916d70aa9b6bfd26d994b4a7b393fa/wrapt-2.3.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:141ed6211286a9660d8d6702de598b43f0934b4f0eda16393f100a80f501d945", size = 170187, upload-time = "2026-07-28T06:05:23.904Z" },
-    { url = "https://files.pythonhosted.org/packages/ed/25/fce087d54b79b8905f3c3c9dd5f454bbd8d8acb80b960c4a6aee5b4659b3/wrapt-2.3.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2e49885a62ec4ee854d1b9e6371fda6afd219917225752abf729a3f36d4df9a5", size = 169288, upload-time = "2026-07-28T06:05:25.378Z" },
-    { url = "https://files.pythonhosted.org/packages/c7/30/0d09e6dddc6b7a7230ac77f50254b5980ab4fcd22976f72f8cc8a0404458/wrapt-2.3.0-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:1d6159c9b2fefec02314e1332dbbbfaf960e369dfd26bcf7f8b258b5732065b3", size = 160932, upload-time = "2026-07-28T06:05:27.022Z" },
-    { url = "https://files.pythonhosted.org/packages/2c/ca/0913af0d2ec0c43865d32d615f518fea66c13c5c930e489e9b0de248e9a8/wrapt-2.3.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:24da48596326ef8e448cfa837b454f638713d3531262375f00e5a9681682fc07", size = 169017, upload-time = "2026-07-28T06:05:28.501Z" },
-    { url = "https://files.pythonhosted.org/packages/c3/f2/3d1e47ea81b822210f5df1bf942fd90780a75c055243d569b664529dea88/wrapt-2.3.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:cd3a2edf0427013736b8127955cec62608c56e53ea47e82812ea32059cda407f", size = 159065, upload-time = "2026-07-28T06:05:30.01Z" },
-    { url = "https://files.pythonhosted.org/packages/43/a5/ef2066ced8e5fca204e2b361e9708e36555b40949c583d997ea3b590817d/wrapt-2.3.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:4fa0df3bff4e7ce45759f33fd39335fe2f60477bb9ecf7b8aa41e7d07ee36a23", size = 168821, upload-time = "2026-07-28T06:05:31.649Z" },
-    { url = "https://files.pythonhosted.org/packages/d5/e1/016104650d4e572fa91506eb396b3dd8efbccc9284fdc1c9479c3d21db28/wrapt-2.3.0-cp314-cp314-win32.whl", hash = "sha256:2935d5454b3f179a29b12cf390ee47246740ba2c3a7545b1b46ba31a5f2a4a0b", size = 78700, upload-time = "2026-07-28T06:05:33.391Z" },
-    { url = "https://files.pythonhosted.org/packages/3d/97/6fdc20a9f2ca304748b3f0819cbf377d55260562777bf0b615431bc3c181/wrapt-2.3.0-cp314-cp314-win_amd64.whl", hash = "sha256:cc2cea812e5cb179a796b766747e7d3b21088760d8deb95676d482b8c8e6fa7d", size = 81422, upload-time = "2026-07-28T06:05:34.774Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/a4/9cbd53bf05746bea2c392af39cb052427a8ec95cbd494d930733d8f44681/wrapt-2.3.0-cp314-cp314-win_arm64.whl", hash = "sha256:22cc5c0a717bd4da87018ae0bffd4c19c6fb679d3ff357216ba566ab26c76cab", size = 80639, upload-time = "2026-07-28T06:05:36.228Z" },
-    { url = "https://files.pythonhosted.org/packages/43/bb/6c5e4a0f66ea0d2b2dd267e8dd05a0014eea56840b3c8595d40b0a5d1f91/wrapt-2.3.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:a6b5984cd65dd639546f0eb4b8eacf1c31cb2fe9fb5c27bffe240987cdb2cf84", size = 84030, upload-time = "2026-07-28T06:05:37.714Z" },
-    { url = "https://files.pythonhosted.org/packages/6a/eb/a1aedf03283bc9cbf8a1783995ddc54e3c5a86878f19002d2c428494f4c5/wrapt-2.3.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:c88abcf53daef80e01a75c7530e727fa6e2c1888fe83e3dcdba4c96216a1f5c7", size = 84419, upload-time = "2026-07-28T06:05:39.131Z" },
-    { url = "https://files.pythonhosted.org/packages/63/61/50d511c0dc5105563849e86daa3e16ac7feef699f79fb05af45ea70107d5/wrapt-2.3.0-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:85de890ff968196e92dd1ae73a9fb8970495e7650a457b1c9ef0ac3dd550bce2", size = 207171, upload-time = "2026-07-28T06:05:40.69Z" },
-    { url = "https://files.pythonhosted.org/packages/3f/59/9b538cf7795217e810699d16bc88b96a830d9b5c403eb2ec2db6b5f2ae81/wrapt-2.3.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:50f416b74d092bb9f41b424e90dd457f365f7ba4b11de62a23679769a21bd85c", size = 214329, upload-time = "2026-07-28T06:05:42.287Z" },
-    { url = "https://files.pythonhosted.org/packages/b3/28/9935d62b1499e5c8b3d191e99ba4eb31ca237a0b699142011a837e9dc7ea/wrapt-2.3.0-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:39febbee6d77301d31da6996b152ce52452da7c7ef72aba10c2fa976dff9c295", size = 199079, upload-time = "2026-07-28T06:05:43.958Z" },
-    { url = "https://files.pythonhosted.org/packages/2b/01/4446b80fa2ffa47a3449b250d004ba1c1937f07f64a179608fec735df866/wrapt-2.3.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:93513bec052c6cd987f9f580c3df068c8bc4ebae6543736be3ca7ec5959cafcd", size = 209992, upload-time = "2026-07-28T06:05:45.677Z" },
-    { url = "https://files.pythonhosted.org/packages/d4/07/56f26c9f9979586a021e8148747004aba4498f49458c90b0502969b904e1/wrapt-2.3.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:729126e667da34d251b8ebf8a45ef0c5ddadc21542b3d6e1abf4259ece6508df", size = 196334, upload-time = "2026-07-28T06:05:47.608Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/41/6d7bcc895b0f28b2250e10908f060687b9165429dcd7f22ddb3d4c031b74/wrapt-2.3.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:626b69db2021aa01671ec7bbc9740e558522bd44c18cf2ce69bf3d666a014109", size = 202644, upload-time = "2026-07-28T06:05:49.183Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/25/7860927edba06b758b8852a6f02e832be715563c67a6795d94350bc81099/wrapt-2.3.0-cp314-cp314t-win32.whl", hash = "sha256:629d73378082c00a8173031f9fb30a3ac6abbc894a5bfdfae71fabc60642d501", size = 79685, upload-time = "2026-07-28T06:05:50.976Z" },
-    { url = "https://files.pythonhosted.org/packages/c4/0f/270bafe92fde3b069a39bc01e39ee79340895b335640df861d43d2a51885/wrapt-2.3.0-cp314-cp314t-win_amd64.whl", hash = "sha256:42869085687f0aefd57c0f636c3f9354f8ffb321a8ba9cb52d19beb796e561c5", size = 83104, upload-time = "2026-07-28T06:05:52.405Z" },
-    { url = "https://files.pythonhosted.org/packages/55/b3/af176d79a8515a8a720eccdad9a96f6e31a30abf2865430c8c42adf2fd13/wrapt-2.3.0-cp314-cp314t-win_arm64.whl", hash = "sha256:b1e5aa486e269b00ed35e64771c7d0ab8096cfd2643405ca8cd60ebedc099a51", size = 81774, upload-time = "2026-07-28T06:05:53.902Z" },
-    { url = "https://files.pythonhosted.org/packages/00/39/3daf9f47be208606586de4568ba6713db53ebc8fd7a575aea1fe57983b69/wrapt-2.3.0-py3-none-any.whl", hash = "sha256:d8c7ed08477429752b8c44991f40ad7838b18332a160698740a6bfbc10d998a2", size = 61866, upload-time = "2026-07-28T06:06:12.9Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/65/ba/8dc25478ed234dacc7d83c671634f347d0bdfb65bf0502f41879cf2f15a9/wrapt-2.4.0.tar.gz", hash = "sha256:7082fc1f94b020ac275870c4af71b09cff22876fe6e9c4c0ad01ea21d217b288", size = 161179, upload-time = "2026-08-30T04:41:51.424Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f0/22/581a0b44349d5babe526c958f365b8126e0fbd8fc2810e80446c47358050/wrapt-2.4.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:ef4e2d6e399ce6eecc80179a6b9ef6544f121288f95fc132bc36c9d9503903af", size = 96374, upload-time = "2026-08-30T04:39:42.335Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/90/095984648cec62a786bb27c0b50f6cfa5856d1e073ba1006fe148d190084/wrapt-2.4.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:6b9b32d5e4f0a179cef5075cc79b79d6d3482c44c434c12969e48c6719e06d95", size = 96178, upload-time = "2026-08-30T04:39:43.789Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/fd/b20e3cb3cab35131b515edf18e8cd777dff680fc76fc00919481f4e536af/wrapt-2.4.0-cp312-cp312-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:d7dbbdbfdacb85c2d962fa52db791c77943fd777d600d74c95af2d53b32f5a94", size = 227806, upload-time = "2026-08-30T04:39:45.264Z" },
+    { url = "https://files.pythonhosted.org/packages/08/75/c8dfba5e0caf17cd0718a0cbbe76cb85e637a2d65183fb728232419f6fca/wrapt-2.4.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:39cd68df4dff79f5336f9c745c06259d204bcb42d504040c9c91eac9e2abb39c", size = 229004, upload-time = "2026-08-30T04:39:47.068Z" },
+    { url = "https://files.pythonhosted.org/packages/42/05/d4853fbd33e5860b10d5aec690f563547a92a82e61fb8bb2d4ece1ce3570/wrapt-2.4.0-cp312-cp312-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:2a9f1a2f75bb95257cc5744e255e10a5a86e923f328b40ad3dbf9d8d03430013", size = 208934, upload-time = "2026-08-30T04:39:48.73Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/66/23d0e8de9b411fd198af5121627587563657370c8d509fbe5ea8adb3df79/wrapt-2.4.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8763ad01e3725b7751a4575f38bbcc19c0aa0822fec91c5c5bd21ce3ce7e1d2b", size = 225709, upload-time = "2026-08-30T04:39:50.287Z" },
+    { url = "https://files.pythonhosted.org/packages/01/37/3b357bc90530d510ae59ae7ac48265c482ae899e47637ca4436645688b40/wrapt-2.4.0-cp312-cp312-musllinux_1_2_riscv64.whl", hash = "sha256:9125c6dbe8b88c00dd8ef4fc1e55757e8eb4720b6b2b2cc610a45bd32bd28c57", size = 207090, upload-time = "2026-08-30T04:39:51.78Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/0c/d8a5c6dbcc2d221308223bcea4130c6332454a855cb4dbd5dcb2360b13b2/wrapt-2.4.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:28f5de1526831b8f173889a436e289fe181ede8c66c9feb669d1aca8fd602eaf", size = 216269, upload-time = "2026-08-30T04:39:53.641Z" },
+    { url = "https://files.pythonhosted.org/packages/92/93/cc9fc8fef1d3d25edaa1c2dc2337b556dc1d0613ddc1c4a6fe9ee08ad705/wrapt-2.4.0-cp312-cp312-win32.whl", hash = "sha256:a9ca1cdb3f7facb4990c7739ea5afbaceeb6728d066feedde03a4cfe83b29b03", size = 91187, upload-time = "2026-08-30T04:39:55.38Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/ec/a7b10705172bdb669b9687a8ff68bbe5f566437d2a49ad6d976af48b6d10/wrapt-2.4.0-cp312-cp312-win_amd64.whl", hash = "sha256:8b464316489fb2fca0669ea0f8f07290054a0f26fc72982d3e4cf95469628ba9", size = 96423, upload-time = "2026-08-30T04:39:56.81Z" },
+    { url = "https://files.pythonhosted.org/packages/83/7a/e838ac6463a1a1a1817b2f184ee2aa20c54692b80368c5063403c8d2461c/wrapt-2.4.0-cp312-cp312-win_arm64.whl", hash = "sha256:db1285071ea09a7767fac608e7b5c7b03c09833b06186875a359905fbc659d29", size = 93003, upload-time = "2026-08-30T04:39:58.237Z" },
+    { url = "https://files.pythonhosted.org/packages/19/86/f9de4e11582ff96ad2199eeeceaa17faa27bbdc599243f520070c4f3de07/wrapt-2.4.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5c5c4c728cd22a36e4b8bb5df4a7d3bccaa865d27725b36eeb3b6f18fb2e1bc2", size = 96041, upload-time = "2026-08-30T04:39:59.575Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/ab/1dbf50802bea3b46192fd0dc39bb0eb2e77a064c813b2bbd88d2888ad49f/wrapt-2.4.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:7de5b8d94417e55c02be50cc226e0ae1209bbc73813bf691dff3979c94438115", size = 96269, upload-time = "2026-08-30T04:40:01.182Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/a3/a3b5cde1cd06e04b6e95134eb3187a0a7da607a530e7795b221d4e4fa819/wrapt-2.4.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:6436e2bda993a3eb69a1b317fc831c8ebcafb5704c390859ebd49f81218c4bbb", size = 225787, upload-time = "2026-08-30T04:40:02.715Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/f7/d100f6c348b7669f19119cf890dcd4764623e2233af065586d110e0cd99e/wrapt-2.4.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e084558fbd112d2e1e34b0f5c71e45a3405bdad51a17150368a959bcf6697964", size = 226649, upload-time = "2026-08-30T04:40:04.647Z" },
+    { url = "https://files.pythonhosted.org/packages/52/c6/3af8df515d5d7e92306957536f3468c6bdfecbe3659f99dbf09a468c2c4c/wrapt-2.4.0-cp313-cp313-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:e78c947e18fadfd690c9420c30a96d221feeb93fc8f1cc00509b370ac16c3114", size = 206760, upload-time = "2026-08-30T04:40:06.332Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/c5/40d355552bd3eb6c5186e26051c19b573d24d7896de42caa7937d6b5ca9f/wrapt-2.4.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:08d8378c4514ac8dcc0ace76044cf87a873e6a52b5e6109834c8fb9037f4441b", size = 223467, upload-time = "2026-08-30T04:40:07.829Z" },
+    { url = "https://files.pythonhosted.org/packages/40/ab/d198eebdb39f0d7e182e771e590a36673489cd58cebdad8aa273dcf28e04/wrapt-2.4.0-cp313-cp313-musllinux_1_2_riscv64.whl", hash = "sha256:93180c2199784dd6a1075b33f9ed636bd0966821edbece6b3d5379b1c4f0bb7d", size = 205358, upload-time = "2026-08-30T04:40:09.344Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/0e/974a60672ad507d39a3d8a1c6351ef37fe65b07240d000ceba5d2b83e9e9/wrapt-2.4.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:3d5e5eb76fb87e62752af751d2dcd9d1cd986b12037d2e1363d109ba716029e8", size = 214654, upload-time = "2026-08-30T04:40:10.923Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/5a/8b2db70206db0a4246758e0472ce344cb9636217113ef70640fc8d2ce874/wrapt-2.4.0-cp313-cp313-win32.whl", hash = "sha256:49bb5a572469e0e18163a8ec2aa972135a0929899ecbe627665f274506e1b5b4", size = 91171, upload-time = "2026-08-30T04:40:12.895Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/1e/e782b511c680dbe7369c92e7d981484aacca0cda584da1f28a84cd9a8e1a/wrapt-2.4.0-cp313-cp313-win_amd64.whl", hash = "sha256:b1737f46b1e4a81eb93500a7f2854319e1c7a86e8863fb050b7b4daadd5a4178", size = 96178, upload-time = "2026-08-30T04:40:14.336Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/62/095ba31123fa5dd482d6183c05200b061314aabbd5442c010aba4b03ff1c/wrapt-2.4.0-cp313-cp313-win_arm64.whl", hash = "sha256:f1e9e088094f4895f84ab043e7d59401df137d663efbf1e80c82144882960830", size = 92949, upload-time = "2026-08-30T04:40:15.935Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/dd/1f269e4daf0c992f675e1ca2de6b1683b761c6d0aeb6c7b4b412486823ea/wrapt-2.4.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:788e473d1a6786d29d577b1e2bd95e214c09cdafde84907c522c31069c9acfac", size = 96386, upload-time = "2026-08-30T04:40:17.584Z" },
+    { url = "https://files.pythonhosted.org/packages/be/42/7ecef06d33c0121c68d66a8a695efe67ebaa57218c1c61c585eca2a6117a/wrapt-2.4.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:947bd4b3438167b3638bf5477cb83a068a586ffb6d331ac427f39839c2b93b3c", size = 96532, upload-time = "2026-08-30T04:40:19.116Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/e3/8fdc9eba0e6cbbfe8303e1e807d734691309a27970b2ea458d099f1a46b0/wrapt-2.4.0-cp314-cp314-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:3a69161cae7f0dca44c89c1d14146b4a0508a0c3cad98b3f2db1f4e9016c94ba", size = 228775, upload-time = "2026-08-30T04:40:20.604Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/77/4ac5882abfb29bf9821c5fa5cf9f30241a194e0f47faa2682b9b29765278/wrapt-2.4.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0536f5d85ff6a157ebe7e0fe08c5479943742cf1ce59569075a66159efcbc495", size = 229029, upload-time = "2026-08-30T04:40:22.186Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/c5/8a3608311a02faf3e5c072da38d06a7c623150fc258e29f18fe377d91703/wrapt-2.4.0-cp314-cp314-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:5f041ed6a4d571010944bd6cfad9072db463e1851877b6d3227467a44af37456", size = 210436, upload-time = "2026-08-30T04:40:23.953Z" },
+    { url = "https://files.pythonhosted.org/packages/de/90/e0cbc43f435fd39df25460e9f173e7b96f3dac5c7f66be41c7227166f021/wrapt-2.4.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:f7fed45dbadf5d98a52bfff9624d3cca00affeb9543d493c9632b7a53cdd35c9", size = 226586, upload-time = "2026-08-30T04:40:25.507Z" },
+    { url = "https://files.pythonhosted.org/packages/81/6c/7e5f2143228635ec139ef6df733dc477049f7d96a0c49deb23944a73ed6a/wrapt-2.4.0-cp314-cp314-musllinux_1_2_riscv64.whl", hash = "sha256:5cc2e7c7b6032e11a2b367a9baadaf0c5241feff2d8205260d87f1aa6dbdf84b", size = 208880, upload-time = "2026-08-30T04:40:27.128Z" },
+    { url = "https://files.pythonhosted.org/packages/10/16/1de84402bb7a0916e10739bf6586e031244172b299e87c8cff2a04baf9ff/wrapt-2.4.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:72826910a1cf5a081234720fd43011304b899acfee219af49148155b4d795533", size = 216689, upload-time = "2026-08-30T04:40:28.844Z" },
+    { url = "https://files.pythonhosted.org/packages/20/19/cd6bd5050381a541b44be97c4e0994eed60c5f439f4314f95eb5777d6c1a/wrapt-2.4.0-cp314-cp314-win32.whl", hash = "sha256:0eca69c9e93518240abe8801fb9b2726116a6e48172e4564c2651a2e14521747", size = 91581, upload-time = "2026-08-30T04:40:30.592Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/f8/b642f3184619adde676ad449030bcbeae6cc78ea07a92f0b5fddeec4c4e6/wrapt-2.4.0-cp314-cp314-win_amd64.whl", hash = "sha256:63b94f401d7ae3a9a3027472fd3a3ff38afd2ed293b2f0b3b84a6d133a9f99a3", size = 96510, upload-time = "2026-08-30T04:40:32.1Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/3b/3415a18b91221261eeac85bf8ee23dfb0e2a39d76b9703a797efca177439/wrapt-2.4.0-cp314-cp314-win_arm64.whl", hash = "sha256:6b3e082d43f592fcd381aee46354a11ce887a813ce5bbcedd9766fd681723c09", size = 93648, upload-time = "2026-08-30T04:40:33.563Z" },
+    { url = "https://files.pythonhosted.org/packages/ac/90/80cf6a09e9599a11249775928df9bb790b82471e4312b847a861ffb2c2ed/wrapt-2.4.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:09064c7be688c38c3ff125ce86bc26b69b5d78dd56062c3ddd9c814b2a25f1e1", size = 99615, upload-time = "2026-08-30T04:40:35.134Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/da/c1d3245abb911a42584f8f7e9781995bdc41345c7affba75cf7e376c85ac/wrapt-2.4.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:4f8ddff4bbb75916be36da5169b8b9d475b59a1bd24acdb7551bb2c71be9aaac", size = 100031, upload-time = "2026-08-30T04:40:36.641Z" },
+    { url = "https://files.pythonhosted.org/packages/84/46/8ec4941d0abbb010df7caf0a34840ca0128177389843b0f5ef2f9ee48ac5/wrapt-2.4.0-cp314-cp314t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:e9f8017443595870aa31f46125553a5c55ce95a26a267b96261baee6ba566d83", size = 269389, upload-time = "2026-08-30T04:40:38.212Z" },
+    { url = "https://files.pythonhosted.org/packages/14/b5/a0ae1b431cc1f49a545d32b8b678a5788c50583ecf0ecb85dc0c7f95b4f6/wrapt-2.4.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:328eb2d978ca3a6ae25f8d8fe560bf8f4bc9778b5932e7b142664eef05b92e8f", size = 281081, upload-time = "2026-08-30T04:40:40.045Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/24/dfaf53dd3bdb0703524a9367b48e2a64ea86433fcc854b5f14be6a8e0e39/wrapt-2.4.0-cp314-cp314t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:7a057d376d994da6bd1bbf955ecfda699aa7353826f98847f5605e1801abdfd4", size = 249637, upload-time = "2026-08-30T04:40:41.657Z" },
+    { url = "https://files.pythonhosted.org/packages/3e/27/bdd82044d7503c2bfa78afcc89881f82a1b82b5d2013aabab853d339ce2a/wrapt-2.4.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:3367a5212212c9393e0d3ca6ae029b3a8fa40c5896e4a985d43fe8a4b8322f0d", size = 275322, upload-time = "2026-08-30T04:40:43.408Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/82/04f4228eb3fb348d660dd1ea7225e53665b1809df2273ff4861d4d33b741/wrapt-2.4.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:c4fca1e63af6675af3df7cdfcd5a0c878b5e655c7e48611ced9dc8d62183a11d", size = 247292, upload-time = "2026-08-30T04:40:45.457Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/20/67b2968fa9200458446c51b36a435adb6906083428b70fafb4caf92d4dc2/wrapt-2.4.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:694005fdc3002ade0f21641408c588028abde03c85961f3ba7727d8bead3ed6b", size = 264586, upload-time = "2026-08-30T04:40:47.079Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/fd/0db9ba03e08a7663f52455e95520c723f567bc037bffc6699950fcc456c4/wrapt-2.4.0-cp314-cp314t-win32.whl", hash = "sha256:332d9bad7e9b718974bb2a576504c4956f45b4a0fcd7b3bb7827279167550464", size = 93752, upload-time = "2026-08-30T04:40:48.81Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/87/ced171220935c696b157207385fa6be5675558a74655479f071d95a00f1d/wrapt-2.4.0-cp314-cp314t-win_amd64.whl", hash = "sha256:6d57264c9dfcf37d2bf0b0fbec68d0f6184fc5617267619ada04d03e8b0231f3", size = 99890, upload-time = "2026-08-30T04:40:50.407Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/af/4a10c9a6d3b7ae41f830978c28d33a59ceb29537bd6875d2abfe78db4b41/wrapt-2.4.0-cp314-cp314t-win_arm64.whl", hash = "sha256:f43af38a642c3d6062e9740d8f5cc0feb5dbe0da516702df892147393b8cb14d", size = 96033, upload-time = "2026-08-30T04:40:51.933Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/df/3a0b6225ab88bd47090df70391c059a3308057638f8fc0ae32e8ac9d1886/wrapt-2.4.0-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:430fde1a116df3ceb5c29035de1da6609b70e680d9b8ce3ee624422f3fe0978c", size = 96389, upload-time = "2026-08-30T04:40:53.555Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/6f/803b0d0e14de11781f0e938e6f7d6e29e79652139fe70d7513460357ac78/wrapt-2.4.0-cp315-cp315-macosx_11_0_arm64.whl", hash = "sha256:7d28f8f35a02d49f75f57fa4e755db4ba33f65841c0de64cd65b253916f5bf06", size = 96557, upload-time = "2026-08-30T04:40:55.033Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/e8/46571e1218d0494604a7aadc4c898c738c4b179052327ee1e57e278cebd6/wrapt-2.4.0-cp315-cp315-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:efd9a4be6785295e471f71efdf5682bd11d5b822b9665e6e1b4844917cf2f7ac", size = 229230, upload-time = "2026-08-30T04:40:56.703Z" },
+    { url = "https://files.pythonhosted.org/packages/78/2e/0cab15fcaec56096a5734feace3620bc01edc885653be04bd756f84a6784/wrapt-2.4.0-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:75529a2fb569a671cf162f762c1b576f569f571b55ec7f3481258ca842ba507f", size = 229444, upload-time = "2026-08-30T04:40:58.51Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/9e/a92c049371a2675f98a0381ab2951f984866d1ba4de0e0771d6a31fdaa2b/wrapt-2.4.0-cp315-cp315-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:66e7512c0d324cc37bba1def2be1fc365cbb685d3aa393a8f6f4d2d00202881d", size = 212482, upload-time = "2026-08-30T04:41:00.224Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/3b/8b5b57d0ff24edcd3421dbaeb4e94c89be3616824e47708f4e13f25ae3d7/wrapt-2.4.0-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:5f3bdfc35c83b562fcaebc0f24593045e5ed9f3b633adafd35222718a0ec38fa", size = 227017, upload-time = "2026-08-30T04:41:01.918Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/20/124b40bfd9585848db5a5aa6741d0c8dbf378dd995c6c2d95f090d9cf540/wrapt-2.4.0-cp315-cp315-musllinux_1_2_riscv64.whl", hash = "sha256:d5f45bead708e2c0014be5e98531ce7202916b098a208c7be83c6ceb0a2559fa", size = 210498, upload-time = "2026-08-30T04:41:03.617Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/bf/89db9d5a80a9f2af52b24bdfdb5392be80bc0f0fd39fc39d1aab72afd0bd/wrapt-2.4.0-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:d294576fddac636589e4deccfe782e8f429da10f167c1985c4d51071de3672b7", size = 217046, upload-time = "2026-08-30T04:41:05.473Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/0b/021c9d6ce64c639894bffdaa7a895ddd4187abfefb2873ce55e536cd9d56/wrapt-2.4.0-cp315-cp315-win32.whl", hash = "sha256:0191d717dfbb8e519e7bfd4775e5b9bd57e359b3a09ab5db1ea47f6025b4d845", size = 91591, upload-time = "2026-08-30T04:41:07.086Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/d3/6ebd944041cea0ac4a108a4739510ed2dc891a3f3216e4f7bf0650f5b5a6/wrapt-2.4.0-cp315-cp315-win_amd64.whl", hash = "sha256:e8df31a126a0a247c1aa379e30873839de03912dea09ca360c680f3625d815df", size = 96517, upload-time = "2026-08-30T04:41:08.671Z" },
+    { url = "https://files.pythonhosted.org/packages/96/84/7c5e52e450f80ba76fd0282dccf7c79cd004ebd8ccabd0903064d3d2c56e/wrapt-2.4.0-cp315-cp315-win_arm64.whl", hash = "sha256:e9e7e94472f0e3f1447caf27e1939eb384d0e87972a35a05f5c2e0968e9c01af", size = 93652, upload-time = "2026-08-30T04:41:10.258Z" },
+    { url = "https://files.pythonhosted.org/packages/35/89/f08ff45d7646de29750932805cc3b1e86b6ac3128015b293ed45fa8efe86/wrapt-2.4.0-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:8828369b7d3e93c547cc8ad931b5a57b4e8d174035c82762fb1091e7d05ac9f5", size = 99610, upload-time = "2026-08-30T04:41:11.933Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/c2/f9a3c40901a36c6bb7ecaff8e1e54af78fa7fa0b95a0e54d13d3a24c8a0a/wrapt-2.4.0-cp315-cp315t-macosx_11_0_arm64.whl", hash = "sha256:413e757dce7a43fcda8bb8441994b1127492ffac6a5803af777d44516df8c6e2", size = 100064, upload-time = "2026-08-30T04:41:13.492Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/e1/e2437f17f2a1ec292056e2fcafe1248269ebc39502f2ffe79424bf86f8a6/wrapt-2.4.0-cp315-cp315t-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:75944792cf6b99262d649d55710bf5901f7013fbb212c7a1d736b97a20517607", size = 269421, upload-time = "2026-08-30T04:41:15.238Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/d0/c98d6548dc4c7d12ab9baa192234ca1a57e141afd283252b448faddbd9ef/wrapt-2.4.0-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:648d1d4f94e8a0a1656675c755f40d2f0ee5fe92c449ab45326f4ecc2738cbe8", size = 281452, upload-time = "2026-08-30T04:41:16.939Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/57/673168e00aa03725148ce621ed201b75df4e787a57acd48fecefd2725600/wrapt-2.4.0-cp315-cp315t-manylinux_2_31_riscv64.manylinux_2_39_riscv64.whl", hash = "sha256:a112a1bfdd2621e4344cb0a32dbaab80636b32dac1b055d03fbb2a67d806d1db", size = 250358, upload-time = "2026-08-30T04:41:18.716Z" },
+    { url = "https://files.pythonhosted.org/packages/78/0b/f2e576de5bf53ef5b578470104ea93f33e273a704c825131bc1719fffc42/wrapt-2.4.0-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:0972cd025f4c86fa2d8abd953d9f875779935343af58b4ce019ff89573fc65bd", size = 275654, upload-time = "2026-08-30T04:41:20.418Z" },
+    { url = "https://files.pythonhosted.org/packages/33/7f/9347b2e236346b1ba4cb28b82b205b8a377bb2da9417cb81bbe3d25816d7/wrapt-2.4.0-cp315-cp315t-musllinux_1_2_riscv64.whl", hash = "sha256:c246aaed719dcdb62eeb7b8d9306a6237777226ef3baad35919c4ae134c91ce7", size = 248662, upload-time = "2026-08-30T04:41:22.371Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/36/3b84d9e1ac8393bf2c94272760a2d361dc394ac30301e6d6dbd6583ade2d/wrapt-2.4.0-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:1656de3835f760781c9b974bce07d8c04edb9c9ad7ad67264aee69cd68a1db09", size = 264813, upload-time = "2026-08-30T04:41:24.116Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/a2/de7b1de1702667b4a048318e301e26887268c17b07c8b9797cea06b10aee/wrapt-2.4.0-cp315-cp315t-win32.whl", hash = "sha256:d8e6e1e5dc684dfce7c33fc8b67a08ba2af94f3a45cfc70d5c1d6a839d2caf97", size = 93753, upload-time = "2026-08-30T04:41:25.793Z" },
+    { url = "https://files.pythonhosted.org/packages/09/50/4e7ef58c4eb058861ceddc0d1f94a6ed87f62e1cb27783c60b2897ef7e58/wrapt-2.4.0-cp315-cp315t-win_amd64.whl", hash = "sha256:85ed3c67fd39e8d9a36c224758cb6f2f4eb277d07ea677930caa0008c18ec002", size = 99888, upload-time = "2026-08-30T04:41:27.305Z" },
+    { url = "https://files.pythonhosted.org/packages/68/64/d15740c763dd0ddea2338ad42e3bd4a84f8702e16083e7ff61674c504a13/wrapt-2.4.0-cp315-cp315t-win_arm64.whl", hash = "sha256:36b56a4fba13b34ed8ff307557325fff215de0a58b5dbaef2c50e4d8aa39dbd1", size = 96039, upload-time = "2026-08-30T04:41:29.062Z" },
+    { url = "https://files.pythonhosted.org/packages/79/c8/fafe0002f572ced999c792cfe8b05d39269c63d8193d15d25bd828bcad7a/wrapt-2.4.0-py3-none-any.whl", hash = "sha256:18aabd9301d06026f5900538051773d6f87f65ae02cdc60de482df978513dc0a", size = 73713, upload-time = "2026-08-30T04:41:49.805Z" },
 ]
 
 [[package]]

From aada72aa02005d766b87976368c44bb932d36f4d Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 2 Sep 2026 12:36:15 -0400
Subject: [PATCH 51/56] Fix the programmatic path documentation in README

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 README.md    | 54 ++++++++++++++++++++++++++++++++++++----------------
 temoa/cli.py |  4 ++--
 2 files changed, 40 insertions(+), 18 deletions(-)

diff --git a/README.md b/README.md
index 6486c09a3..c2c590899 100644
--- a/README.md
+++ b/README.md
@@ -152,29 +152,51 @@ uv run temoa tutorial             # Create tutorial files
 You can use Temoa as a Python library:
 
 ```python
-import temoa
+from logging import getLogger
 from pathlib import Path
-from temoa import TemoaModel, TemoaConfig, TemoaMode
+from temoa._internal.temoa_sequencer import TemoaSequencer
+from temoa.core.config import TemoaConfig
+from temoa.core.modes import TemoaMode
+from temoa.cli import setup_logging
+from pyomo.environ import value, check_optimal_termination
 
-# Create configuration
+output_path = Path("output_files/my_run")
+output_path.mkdir(parents=True, exist_ok=True)
+
+setup_logging(output_path, debug=False, silent=False)
+
+logger = getLogger(__name__)
+
+# OPTION 1: build the config in code
 config = TemoaConfig(
-    scenario="my_scenario",
+    scenario='zulu',
     scenario_mode=TemoaMode.PERFECT_FORESIGHT,
-    input_database=Path("path/to/input.db"),
-    output_database=Path("path/to/output.db"),
-    output_path=Path("path/to/output"),
-    solver_name="appsi_highs"
+    time_sequencing='seasonal_timeslices',
+    input_database='tutorial_database.sqlite',
+    output_database='tutorial_database.sqlite',
+    solver_name='appsi_highs',
+    output_path=output_path,
+    silent=False,
 )
+# OPTION 2: load the config from a file
+config = TemoaConfig.build_config(
+    config_file='tutorial_config.toml',
+    output_path=output_path,
+    silent=False,
+)
+
+ts = TemoaSequencer(config=config)
+ts.start()
 
-# Build and solve model
-model = TemoaModel(config)
-result = model.run()  # Equivalent to: temoa run tutorial_config.toml
+solved_instance = ts.pf_solved_instance # solved Temoa instance with solution values
+solver_results = ts.pf_results # information from the solver
 
-# Check if run was successful
-if result:
-    print("Model solved successfully!")
-else:
-    print("Model failed to solve")
+# Example code usage of the solved instance and solver results
+logger.info(f"Solver results: {solver_results['solver']}")
+if check_optimal_termination(solver_results):
+    logger.info(f"Model solved! Objective value: {value(solved_instance.total_cost):.2f}")
+    built_capacity = value(solved_instance.v_new_capacity['utopia', 'E51', 2010])
+    logger.info(f"Built {built_capacity:.2f} GW of storage in 2010")
 ```
 
 ## Database Setup
diff --git a/temoa/cli.py b/temoa/cli.py
index 9feee14d4..418e7250d 100644
--- a/temoa/cli.py
+++ b/temoa/cli.py
@@ -31,7 +31,7 @@ def _create_output_folder() -> Path:
     return output_path
 
 
-def _setup_logging(output_path: Path, debug: bool = False, silent: bool = False) -> None:
+def setup_logging(output_path: Path, debug: bool = False, silent: bool = False) -> None:
     """Set up logging with different levels for console and file."""
     # The root logger should be set to the most verbose level required by any handler.
     # The file handler will always be more verbose than the console in silent mode.
@@ -90,7 +90,7 @@ def _setup_sequencer(
     final_output_path.mkdir(parents=True, exist_ok=True)
 
     # Pass the silent flag to the logging setup
-    _setup_logging(final_output_path, debug=debug, silent=silent)
+    setup_logging(final_output_path, debug=debug, silent=silent)
 
     config = TemoaConfig.build_config(
         config_file=config_file, output_path=final_output_path, silent=silent

From 251822bbad140757a590ba3fa89b6e0f6283dc1b Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Wed, 2 Sep 2026 12:36:33 -0400
Subject: [PATCH 52/56] Fix tutorial config to stop trying to save duals with
 appsi

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 temoa/tutorial_assets/config_sample.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/temoa/tutorial_assets/config_sample.toml b/temoa/tutorial_assets/config_sample.toml
index df3d7b20a..f903f330d 100644
--- a/temoa/tutorial_assets/config_sample.toml
+++ b/temoa/tutorial_assets/config_sample.toml
@@ -87,7 +87,7 @@ solver_name = "appsi_highs"
 save_excel = true
 
 # save the duals in the output Database (may slow execution slightly?)
-save_duals = true
+save_duals = false
 
 # save storage levels by time slice (may be a large amount of data)
 save_storage_levels = true

From a60cd3ccf9553e34f81eb8843f9a530f9cac8692 Mon Sep 17 00:00:00 2001
From: jdecarolis <2837947+jdecarolis@users.noreply.github.com>
Date: Thu, 3 Sep 2026 03:23:37 +0000
Subject: [PATCH 53/56] chore: upgrade dependencies (canary)

---
 requirements-dev.txt | 236 +++++++++++++++++++++-------------------
 requirements.txt     | 102 +++++++++++-------
 uv.lock              | 252 ++++++++++++++++++++++++-------------------
 3 files changed, 329 insertions(+), 261 deletions(-)

diff --git a/requirements-dev.txt b/requirements-dev.txt
index 5ea8bb2a7..49a81cce6 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -13,64 +13,64 @@ annotated-doc==0.0.5 \
     --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
     --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via typer
-ast-serialize==0.8.0 \
-    --hash=sha256:0485a25ef519c62e749ee3c1ad8070e591b380d67226349eb5a70b228dc1ac4a \
-    --hash=sha256:057769b5921336eb2d9124f2a731b42ed05ffdac559b840dbdf6f3937cf153dc \
-    --hash=sha256:1f9caa63fad8241257ae401b5ff0a64026c6adb36b8e86cbe8782d9ea505daf6 \
-    --hash=sha256:252f883290d1cdb728eb7fe1d9a7221b88af5a329aae0bc91ddee4dafb820331 \
-    --hash=sha256:2880350b13d3eae69a0d70bc1fb6c9bfaca4dbd0e20ba8cd1aa483080b56ff06 \
-    --hash=sha256:293cc1c5bfa741f8e3fbe8175b9c07beee487c9a6fdbb25a5acad9f1df2d30a9 \
-    --hash=sha256:2d39a56282cfcc0d8eeea37267c754be59c98d48505c23b1dae5c6011f3813dd \
-    --hash=sha256:2efa40b068197d5efb62655b43baadb842ed71c4958cccd3e8b86a35726f0119 \
-    --hash=sha256:31883542dd6c94d178f5db3d32fbd69c5eb88b3a7c018e7ac8cc0c45195ddbed \
-    --hash=sha256:3926fa117b5e65019853a2969966d11c7175af377a3425991f3fe73784412405 \
-    --hash=sha256:39e92ff8e8cb45947fe9007174b2950e1fb098e6abd00266a13cd3bcf6675068 \
-    --hash=sha256:3a8660fe66667b76a6e9dccd1d33e66b229fde3b308db991c041609226c005b6 \
-    --hash=sha256:3ccebbed24f1281062d5852353c72c47502955926cfcb8345ffb3a44d87ff3d3 \
-    --hash=sha256:3d822605fa7bb326ef868d25fafced7fc660fa46d9b90c02ea86d5e2f5d325f7 \
-    --hash=sha256:40a57b73731be45da4fa41430c4d5dc94a24b3a4faba7b9e069978c0402064ea \
-    --hash=sha256:43dd6d596879bb1cb8a12cc9dae7bb10090a39a35883026c24f82488a195619a \
-    --hash=sha256:485f1113af805e9e170b95ef993ca3fbd4f89c04bab25c58b4fc632d854801ab \
-    --hash=sha256:4c38b915511e32bc718c49dbce98ff9af36bac0ad6a604f58000cd5e3aecdba7 \
-    --hash=sha256:4ca7e6fd1ad845d1cc649dc2ecd499db2f8f46af5bf8da7b70dd858774cc038b \
-    --hash=sha256:5075b9da3ef807eda752502446dfecea3b381c4900b7e27a5d5f4f899eb39951 \
-    --hash=sha256:54f95b486018d262bcb387a9afd96f0da74508b442762b80c769454a6fbb3ee3 \
-    --hash=sha256:6102f2f985c2e542be85cd857678ec9356fefa792b93cadfadd31139f5696f27 \
-    --hash=sha256:6479d9722a4cd21b578f5478074c41e6169f04811996ec881655560f703a5bba \
-    --hash=sha256:6c37c43e4004dfb42d321ddedc569dc17ff4259296f3af577c9ea46a809bc010 \
-    --hash=sha256:6f18048fe9f6dd266bd577cdec48bdcecb74faaa01fe941324435483b013ed2a \
-    --hash=sha256:77308ae6c5cf5264cc0f01a7c556ec77a9e68eb1f61b093534d698139fdc3b14 \
-    --hash=sha256:861794565b06337005c1447ef23103a3d5a627d08bdc827870d00d0b28ef5f51 \
-    --hash=sha256:86b8a1e6d90467345356098b040150e82fbc26d24a7a202224b13dc1f6264ca0 \
-    --hash=sha256:8c9d537f59e936392cfd3597789d1390304dd659efc3c486ce7f40fb6b8a9f53 \
-    --hash=sha256:8d53a23f27e1ed3a36b2d26fd2a1a6228c8e85a1ed62ff7cdb44bd610769f20a \
-    --hash=sha256:9118ad3e369727060b2696fc4078f250ecffca4248ba87f537f55cea9f9dce06 \
-    --hash=sha256:96abc072ad29db8d02194afd47d68987322622787daceae82398d7b69f3ba2e6 \
-    --hash=sha256:9830ff7e764f74d9eefb01170c61a9f0fd2c027dac5fcb72e064decd57d56371 \
-    --hash=sha256:9a2ef9cf12f2de4f1028c42c1dd7d775255e0fb3e5bb48896c97e35ef52366fe \
-    --hash=sha256:9d187197d234aa45d6cfa2b096be5f666e8cc2e7eb3722d0ab8926293cf5720c \
-    --hash=sha256:9da7330f3e235bf7da89b8d39205c6350fc0c08a85379743f2df9fff87d6d980 \
-    --hash=sha256:a02cbed7d8bfdcdee88edaac12bd50d53d9953aaa2e1852ef078625be5f1c0b5 \
-    --hash=sha256:a63bed264e818cd83eec11feed0f50aa162542b91132ef58afebc857182763a5 \
-    --hash=sha256:ab0f9a59f7d63d0d441b56b9a818b273705264352d5115cfee12e940e816d958 \
-    --hash=sha256:ac4f0a83c55a9b782f79ad55a5247b7db123c1db405959791c2ef886e9710c9f \
-    --hash=sha256:b2a5978662fd4db463dfb4b974d2b10ac6430b98f5333aabc7051909df3561d0 \
-    --hash=sha256:bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16 \
-    --hash=sha256:c85d8d18db5b2dfcb3b7e38a4d600ca35504c0ed8a6f75cd1c811e4ffe248a15 \
-    --hash=sha256:d8b3c8eee4c1baef9d4e84d2a59a805501617127be42615cb48970b15b0892b6 \
-    --hash=sha256:db1b957291bca08c7e72f43a12357b2948e20775d970e3fc3dac0aa3160ab725 \
-    --hash=sha256:ddd3b61f45c132da66c5476b281891e08c1fd87fbdabe8a6973e1622efc85f06 \
-    --hash=sha256:e0910c3442a75216dde0f102d854ba2aaa71d2482e0ee213630b9bf29584fba3 \
-    --hash=sha256:e1bd223df0f6c96b396975fa604cb33bce53d9b4a0185490be4c4a289f7c9c87 \
-    --hash=sha256:e7266307e5fba39836edb79def8608887af48820508bff3c5f2941e1e04d1534 \
-    --hash=sha256:e94f9121d13fa36cbf21314783c77d05ae3a0868decd18cf5233fdcc6de49ac8 \
-    --hash=sha256:f0190a33d7f97c65e9069f7a7f40499eea6b5cbe260c558378109caf20ce934b \
-    --hash=sha256:f3186969ee66a9863b00acc6523ace44c56974eecb348a7ea4b228d9f0b80e19 \
-    --hash=sha256:f359df4bd921918af8bebd142a376c77511d7151cc8ba852760b587b5a4a54f3 \
-    --hash=sha256:f7cc5f10386994c0f4844f1e6d6a97127e9b478660eb6dec2b257644f0acab64 \
-    --hash=sha256:fa70ed4dea0bb18b30a1789c77baa701d0ef30c474f2ccabdea61e25623a8827 \
-    --hash=sha256:fdc0d5b18ff8fb364e87923e47c0a91d0d69dbcaeaa274591f7fd26892cc3a3a \
-    --hash=sha256:ffa5e7cb08f96fed9121f77b224151e41caf88feab9d652bb46c78202b6fbeda
+ast-serialize==0.9.0 \
+    --hash=sha256:1514f4a39704e2e815f9fc675fc13f19f694f212086b520110840782cf3c5295 \
+    --hash=sha256:161914666a21d48b681982146ac0fa4086ef099d91c637cf595387f5f06aa099 \
+    --hash=sha256:1675dc46578298ae00936164a160997801a6ca2385913150d8d16df634296cf3 \
+    --hash=sha256:19cde5c2110f7b90ab1210a599178524f6c9f34862b20ba2b9aa7832c67bb35d \
+    --hash=sha256:1b779fdaee34d19900a5ba5fd6bd4cefe225650081f9de28de256eacee5113c2 \
+    --hash=sha256:1de0933a4c1d104d77d6e75f053f5e628b54cf8f9fea809b8250cb04cda07bd3 \
+    --hash=sha256:1e05701fde79affa1cc53e391867f9da3eb03fa8501f87354292796b0f8398fd \
+    --hash=sha256:1ed5824b4b2fa37ad93fa2db23d8243a3d315b3e2d7ca70f99b2727d8788af05 \
+    --hash=sha256:207ac73afa1f4654840593853c130eac2591dd942434176eea33f730afb3359b \
+    --hash=sha256:20fce3885eeff05a3d6afefa845c8168016e3ea1f6fc9cdc84c8db28b863a550 \
+    --hash=sha256:2223ead73b5a5399d39610cf9c4164ad0b2bf2025226626b87ae15226d93d3f7 \
+    --hash=sha256:24de2bc930b7e1ca86641136b9875a1e5f80f52b484deddc67893eeaf9077bd9 \
+    --hash=sha256:25c8d517c45cf2b1820fc2af6ac593783654818f79d05646d25d624360678a4e \
+    --hash=sha256:30651ccdec6d23c49ee4711b1a1096d8dbd3be38eecf2f09fdd98a608ce7ac24 \
+    --hash=sha256:322282ac5337e5e776bc416f2b5201e680fa4dacf92ea739bd35e46a28a66c41 \
+    --hash=sha256:383f56e3ae925f154632458f01b4bfcde3dd382f3ec04f5c7f6d72f76524ff48 \
+    --hash=sha256:3ee40752ddb4fb5c6a67161d13f3ce3df7987dcb9272260542a86b0be1519ae2 \
+    --hash=sha256:41da4332492222d56345d5e436eed4fbec76caadee959f6ffa3cd2fc1bd51895 \
+    --hash=sha256:4411d1cba9eeecb301365343a7e96813b4a44fcdb20181557867ff7e751804cf \
+    --hash=sha256:4c522377f383670abfe21c94edc3032cb3bd34d8fcacd280fa9556907d4edd4b \
+    --hash=sha256:4cd886f6e900f5e13f758cb8ef359652e690e4f3f9c257a7269e095940534167 \
+    --hash=sha256:4db7f524eaa857fbe650cac33b9cedb5ccda14393d40f640b75dfb06aa13c98c \
+    --hash=sha256:54f0babed5e2a4eb86a0716ac612aff33f933e7572e5bc067adcdbe672a26321 \
+    --hash=sha256:5a4dd005d4095a13eb312dc712c943c7730f262b000a87df963925328a38ffdb \
+    --hash=sha256:5fc57f17fb4ce49b4eeccfcd2670e4a55659bd740bb8e8aedbe511ccab8b5f03 \
+    --hash=sha256:62a96e327e2a178d6c295b10422e95c992a9286f0ec1b2bc7cd5b4873252a38c \
+    --hash=sha256:6b7c5f5838408fb000d76abd14e886836412b7ec7eccd028dbb5ed5819780008 \
+    --hash=sha256:6c428444656cffbd32c1e76626c6eec5237b58c8fcb0b5d3df75941cd50c4f3c \
+    --hash=sha256:74473258a5c55855d5306c864a5c799fbff03a0f0ea1197346b2b5cc5b4ea48a \
+    --hash=sha256:79fe8be1c934aa572940d1811d8dbe4d1b6f22291e3f16755c9b062e9ac92fb7 \
+    --hash=sha256:7ac7b4cdf89ca8318aae157d824017596784982851c8a89a621973f261574696 \
+    --hash=sha256:7e9f2540741ad10657a209209f7e5cc6b530eb3ed145fd77258ab43542d96ad7 \
+    --hash=sha256:871fb7c5b049897ee137b67efad7fe4545ad270f7eccd970da877833f8e63aa7 \
+    --hash=sha256:9482672ca8ec09f85cd050a053fb88c30c882c8e20ce7a140d8defe19c0ef2eb \
+    --hash=sha256:95dcb93f30258dcf09d9b6a302dac9323b70e9df8c18ee0bf4ea1fa7cc5f1875 \
+    --hash=sha256:9ae01129e2cc5d57a3c434d8a990019de039350310a2e1dd3c9f61311964cf25 \
+    --hash=sha256:a6a568d1d489f0669a31aed90ca4845aa7f08e1b8cd5d05e1905dbdc3ae9b2b0 \
+    --hash=sha256:a95485d5e8704af2ecc7f723757b88f992ae8122028d687ccf877cad2b4c3da4 \
+    --hash=sha256:ae1c46eb97865823f9843c4b80145e011874923e1a4a44b45738a5309d83e9f5 \
+    --hash=sha256:aed6e413c6c22a23c33c47a01dd2adce01d7a7ed408748e896903f47d0a1aa47 \
+    --hash=sha256:af082cb7e6c4fa3a428aa616c13d709a944076eba84a73184de15621cc1a915d \
+    --hash=sha256:b373beff65b01fcffca5aaad3269ae629f3a998b09efdd3635e48039008a5dec \
+    --hash=sha256:b559cffac5a71a698d9194e4295765ff2132a10fd1284860f02b30f12c1f729e \
+    --hash=sha256:b5c3724faf780e25def89c369eb6340a15dff06ac348160c61781e2373a4cd10 \
+    --hash=sha256:b9ef3d4173907bd19aa8f1683be9f06e7862e6cdf2ca6bca3633305c0df32063 \
+    --hash=sha256:bb378efb5537b43f38660e2e6d6e138a40885cf191d43443bb3ff7ff47e9cd9b \
+    --hash=sha256:c55010ea0fafc6bc8231809d328bda781bfe41a01c43522be5eb3713fd855cda \
+    --hash=sha256:d013c36eb2f2ac0cb7d4d0e79918a92ab00fbce8f1542fe47f34a46e06168f82 \
+    --hash=sha256:d2a37795a90809da6094825e7063118b4cf723b8701b134973b4566ed8b9ea09 \
+    --hash=sha256:d9a46caf5e3f2cd266e8638b2f4ea8bf54cf376f015f8418397b4633fdb38e9b \
+    --hash=sha256:d9c635eacfc02b91da6796d3b5ff9086e511b8a29b19f9b3f4f978b8d170f838 \
+    --hash=sha256:dac690f99538d9df0d23ce0299e946add2744b007a36b480a292fe361c82553d \
+    --hash=sha256:dad8a3f7106efcf252fc289c092ee0cee5c3512c0088bcf3fffa01458323092f \
+    --hash=sha256:ded5ed06ec469407d6cd571ace7a7a25809cc388e4bac1dd35c7747469fc7fdf \
+    --hash=sha256:e3c69f2ce565c786bd3853ce42495e8a63610516f79651c7cb4f2cd0ddfaee52 \
+    --hash=sha256:f3f0f3359cf0f22bf096b07021ffe6bf0ec88ac8a2cf7ce5f4701af973112faa \
+    --hash=sha256:f8c824d822a2ac54ec4228b88c0d170ab0024cf285eeee57b9d4f994003fb553
     # via mypy
 babel==2.18.0 \
     --hash=sha256:b80b99a14bd085fcacfa15c9165f651fbb3406e66cc603abf11c5750937c992d \
@@ -216,6 +216,10 @@ charset-normalizer==3.5.1 \
     --hash=sha256:fd0a274c0e5f9a21565cd9d3dd749b61f96b7aa1e20a93aa1ba4029518f2e5c0 \
     --hash=sha256:fdb8a068947befafba9952162645dc2fecaeb400e64584829ed5e9b2fbe21a7f
     # via requests
+cloudpickle==3.1.2 \
+    --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
+    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
+    # via joblib
 colorama==0.4.6 ; sys_platform == 'win32' \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
@@ -404,9 +408,9 @@ et-xmlfile==2.0.0 \
     --hash=sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa \
     --hash=sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54
     # via openpyxl
-filelock==3.32.4 \
-    --hash=sha256:22e58ca3b1ae3b98993b762d7338367ae64fe50252bf78d59da3bfebcdf1cedd \
-    --hash=sha256:2bde2e4cf732e0153406d8a7bc80620ecf5e621fe0d25e41143c4e3b4733ff30
+filelock==3.32.5 \
+    --hash=sha256:142cd9fa77a872c5e78c62329a0d15278fadc686eb89e760017968961a4fd6b2 \
+    --hash=sha256:f6a6a28f743f9b95ce19db5abe0f376f75eb56517dff21e1a4751e2657d3e83d
     # via
     #   python-discovery
     #   virtualenv
@@ -418,41 +422,57 @@ flexparser==0.4 \
     --hash=sha256:266d98905595be2ccc5da964fe0a2c3526fbbffdc45b65b3146d75db992ef6b2 \
     --hash=sha256:3738b456192dcb3e15620f324c447721023c0293f6af9955b481e91d00179846
     # via pint
-fonttools==4.63.0 \
-    --hash=sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096 \
-    --hash=sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d \
-    --hash=sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68 \
-    --hash=sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616 \
-    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
-    --hash=sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b \
-    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
-    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
-    --hash=sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f \
-    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
-    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
-    --hash=sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49 \
-    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419 \
-    --hash=sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001 \
-    --hash=sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03 \
-    --hash=sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196 \
-    --hash=sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e \
-    --hash=sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5 \
-    --hash=sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380 \
-    --hash=sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8 \
-    --hash=sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27 \
-    --hash=sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40 \
-    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
-    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
-    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b \
-    --hash=sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6 \
-    --hash=sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4 \
-    --hash=sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59 \
-    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
-    --hash=sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be \
-    --hash=sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd \
-    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
-    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af \
-    --hash=sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745
+fonttools==4.64.0 \
+    --hash=sha256:043f6c572bf236f2a76e762c25f841daea11e8fc03e78088d7be66e0c5b4e4c0 \
+    --hash=sha256:06b6409b868494556a831ae33b2d9a090476c37516b38d70f45a9720b460d423 \
+    --hash=sha256:08f172961e11f4eb4f80f2f20049e09b0ea8e044fa6d456fed8346eb8588f360 \
+    --hash=sha256:09657817b75575822bcd6098ef0ebf0386f34430839ee53109e70fd40a7f6539 \
+    --hash=sha256:1c3661324f3f0fa4539a32288a3e0711a5f3ccf020036e760bb558ae9811a16f \
+    --hash=sha256:1e4e84b47839d35be24dbf476845a34f2ccf99707b66df125c1c414d3e86d25d \
+    --hash=sha256:236e59bc7e2a63557a4d7b013f9cb9e28d9aebc45bc09f85e545e6bf091db626 \
+    --hash=sha256:2524a26f8fdb9051b0d778d052f5d238285ca9f91a7dc004514c7d6cf38d35f4 \
+    --hash=sha256:2730946ca8f12c356bd98eb9b2b095c8e761ed05bed5afb0d5b380cebe4f6370 \
+    --hash=sha256:2c42237b7e8c6813643e57d3efed3be094d4c06339dc2166b626e2cc5c12ee93 \
+    --hash=sha256:3200180abc69639483cf54a17cca2e13c31ede5f665979ea0a9c829d093f372f \
+    --hash=sha256:398b14f89ca950b288bd290875f07e4e10685644fa4ac668546fb107b1ada4d4 \
+    --hash=sha256:45e3ecc3888f1637094fd75cd8fc727f3a4b06d1ddf89181126c071e244fd2a5 \
+    --hash=sha256:4691a122b8c1d0d82d6e7510ce59d5c42146518240274b53e912e255573924f7 \
+    --hash=sha256:498f02ea92c9ca18c0f9c581ea93184a9d56c25b0af14189b0767adaf34235d8 \
+    --hash=sha256:4a05783ff54ce4c7a28f18e5772efdf63c219374bd9ffc55452182e1cef8be60 \
+    --hash=sha256:53eee22af5b5a305c1ee2652955ed46b148e881456fcec1e7f0eb27f642f6bb4 \
+    --hash=sha256:5af87d1a6d247d7467ee082ae977a5443b2c45f8cd4d59375b6daa38d523c2de \
+    --hash=sha256:5b90ad6637237b636d15c9ae8b7c4a7a1c194f33def378677e468c13fd4542f8 \
+    --hash=sha256:5bfdaada437e7730c17d366bd7bb8c4a16639963ddbfc1b2f302a68a17a290e7 \
+    --hash=sha256:66a83f93579fb3493e458c4449d1d566a7b2a1c7b19915cd0fa3c9b8b5a8540b \
+    --hash=sha256:6786bed88581e19bc4f28ea7a64ad531e8f54acf50327fddca942688824a60bd \
+    --hash=sha256:6eae4376adb104c2acfa76fd9ea0cb12b572ca1d70eceac709871f638ff76e93 \
+    --hash=sha256:6f1ce9ef9a1b13098efdc2e43a2ed96d9851bbde7b31c652a87552c4efe9b422 \
+    --hash=sha256:769fb64412ca237547ca73f111a64252d9e32c9d938bed51ed537bc9146a8f54 \
+    --hash=sha256:7d7995b906666037d7114c20a5566a372902747452af7d5bd4cd6bca8f1a2550 \
+    --hash=sha256:8252f20108e557532f91d7d6dd9af87c16ed6fa930f65516aa480fa2cfed3363 \
+    --hash=sha256:83cc48d1411d2ff388dab99973dca81172cc9ceae9c9799da9548d494cfb38cb \
+    --hash=sha256:89356c0793b474af7e49ec90d39fb2363e2341516a90460e38231df5ebe8acd5 \
+    --hash=sha256:8dd18fdff0ac9759b8d67a714730abee07b2312e3656c20ba5affb0107094762 \
+    --hash=sha256:917fd520bb60809d83c14d43cfe48d5ad2516abaf2c073d65a431800dade2d29 \
+    --hash=sha256:9443eefff58aad558608f352092e1be6d278980e8c3b4e8621fcbfda97818500 \
+    --hash=sha256:9ecb2b206b5b2386f6968721a0770226b66bdd54adc4279bfff3ddf62873eed8 \
+    --hash=sha256:a515f664cad988f2295056833a59f62220bc3e46afdaffe389a29060f6712355 \
+    --hash=sha256:a8c631303bb1fd7be3067c47536a30ff1fcb4846d6008c112bc52a03f7cd6965 \
+    --hash=sha256:b2763e452b025ee8e990f0462e76052de9bb094ebc21d296f62c6dfe958886b4 \
+    --hash=sha256:b4a7af455ffed980925bc0ebf5b8d6239e6c3e797d9d755b6db192fb3080d614 \
+    --hash=sha256:be084d19a3ac0c8b2aba696680642d703118d3b1f18cf83f5b7dbaf0ffc62ab6 \
+    --hash=sha256:c60be0aed97a32c6ba8cee21f0d0477136e495451bd97910f589ac892db120d4 \
+    --hash=sha256:cf67f96dc0bfe9607f5f2b734cedfbe2f6f995231adee4ccefa12872044d452d \
+    --hash=sha256:d30c966bea2deffa19c738c81776f7182da5ccabd97e666bae4f3d6ba87341d9 \
+    --hash=sha256:da4c9bdeaf6b06c12d13d0addfc8ef15aa9695d26574a6dc10751258bef72f30 \
+    --hash=sha256:dc96150f99e05a317cb1f042b92c4cf8bc93cdb1f9f85717322e202ecdf2e505 \
+    --hash=sha256:de8acaa5f4160f537a3cf41b031171d51004b9f4aebfa6c194f18dffa9533d03 \
+    --hash=sha256:e412767d1c9765cf1b82f7b00f1686c6ca5809ebb77af363b3f9f2325a465c01 \
+    --hash=sha256:e4812f71c39d77ec5041348dafa400532adf7bf8f1fffa9aa6495fce5876d7b8 \
+    --hash=sha256:e662f874ab2c7da9861584db44a13573e0936df087215f63013138f6e5eba083 \
+    --hash=sha256:ecb2e59a7bc692fee64dda6010deb66222335693b30046f15cccf81233aa715f \
+    --hash=sha256:f8669ce37851b597d3435b91fefa51139e58d506ca449ca0e5bb68c63b8b6d2b \
+    --hash=sha256:fa75c7970bc6bca340cc6e20f20f069201bfcb50094c31a536fd99724d1d01ca
     # via matplotlib
 graphviz==0.21 \
     --hash=sha256:20743e7183be82aaaa8ad6c93f8893c923bd6658a04c32ee115edb3c8a835f78 \
@@ -533,9 +553,9 @@ jinja2==3.1.6 \
     #   pydata-sphinx-theme
     #   sphinx
     #   sphinxcontrib-mermaid
-joblib==1.5.3 \
-    --hash=sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713 \
-    --hash=sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3
+joblib==1.6.0 \
+    --hash=sha256:2ccc96785b12046c08fd6d55839c12857831b54a3c1673ffadd2f04bfc4eda03 \
+    --hash=sha256:3dbbf9f6e4b592a2357b854608e980fe6390d131d7a82f011a377ef2ebef7aba
     # via temoa
 kiwisolver==1.5.1 \
     --hash=sha256:007a5553dfc4f4e8d184f588a0200e2cd4b63a59cc8796df3c39909e679dc7a0 \
@@ -1132,9 +1152,9 @@ pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
     --hash=sha256:f8f5df6cf65314d74da1ade1bf96f8e3e4d0c41b51577ac53c49e7d44ca5acee
     # via temoa
-platformdirs==4.11.5 \
-    --hash=sha256:89f8d42695853b89c7170bd49bc3dc593f98a71e695ede88e06a3b247bc4563b \
-    --hash=sha256:e8b31f4f8bcbbedef91a6b57a706255e4f148d2a4e01648382a0a47342539173
+platformdirs==4.11.7 \
+    --hash=sha256:4f41487eeeeeb07f3a6625e61d9bc0ae6809f92d3386dbd74392fbb76108104d \
+    --hash=sha256:8a02cb259042c79d1cd0450facc2fe6dc9d303ae7901afbe33bf8ea0b188cef6
     # via
     #   pint
     #   virtualenv
@@ -1432,9 +1452,9 @@ sphinxcontrib-jsmath==1.0.1 \
     --hash=sha256:2ec2eaebfb78f3f2078e73666b1415417a116cc848b72e5172e596c871103178 \
     --hash=sha256:a9925e4a4587247ed2191a22df5f6970656cb8ca2bd6284309578f2153e0c4b8
     # via sphinx
-sphinxcontrib-mermaid==2.1.0 \
-    --hash=sha256:13c5f9ac395cb6abf403eca34e228dc9fb3a30c9d960dbf3e40e9a8cef969549 \
-    --hash=sha256:417cd144ec4b28852f46ba653f02ce8e538881c812111671a4c30344e87f2112
+sphinxcontrib-mermaid==2.1.1 \
+    --hash=sha256:3b9ac1a8e0b5154dec3c0acf9b5c54dd9ba58540e416f20858c300814c25648f \
+    --hash=sha256:f8d7f1b2f0ad69b7ebdd5cbf532fb4ee107893b5373bc2d0e9634089c0b2cfee
     # via temoa
 sphinxcontrib-qthelp==2.0.0 \
     --hash=sha256:4fe7d0ac8fc171045be623aba3e2a8f613f8682731f9153bb2e40ece16b9bbab \
@@ -1481,9 +1501,9 @@ urllib3==2.7.0 \
     --hash=sha256:231e0ec3b63ceb14667c67be60f2f2c40a518cb38b03af60abc813da26505f4c \
     --hash=sha256:9fb4c81ebbb1ce9531cce37674bbc6f1360472bc18ca9a553ede278ef7276897
     # via requests
-virtualenv==21.7.7 \
-    --hash=sha256:67a6a68fef3ad8ca16b8b89f33fd8f97996cc0bf0db31629d07ecf8dec539a2c \
-    --hash=sha256:6874376f99ba6b8d4e3ee8bde67f9285412400c7d5b29ba41ee6daa5e0221bdc
+virtualenv==21.7.8 \
+    --hash=sha256:1dc49c790072a9072cb1803f9bd62aa69cd583077cada32390f75505cdc64c9b \
+    --hash=sha256:3040eb3cbf5d32b10ffd57d167e6a162237ad82ba7d8cf1400a1efed593d85ac
     # via pre-commit
 wrapt==2.4.0 \
     --hash=sha256:0191d717dfbb8e519e7bfd4775e5b9bd57e359b3a09ab5db1ea47f6025b4d845 \
diff --git a/requirements.txt b/requirements.txt
index 4ceeb0ad6..f4af38140 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,6 +5,10 @@ annotated-doc==0.0.5 \
     --hash=sha256:117bac03a25ede5df5440e855b32d556049ca169ead221505badf432fed4b101 \
     --hash=sha256:c7e58ce09192557605d8bbd92836d7e1d520ac9580096042c0bfd197efacf1bb
     # via typer
+cloudpickle==3.1.2 \
+    --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
+    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
+    # via joblib
 colorama==0.4.6 ; sys_platform == 'win32' \
     --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
     --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
@@ -93,41 +97,57 @@ flexparser==0.4 \
     --hash=sha256:266d98905595be2ccc5da964fe0a2c3526fbbffdc45b65b3146d75db992ef6b2 \
     --hash=sha256:3738b456192dcb3e15620f324c447721023c0293f6af9955b481e91d00179846
     # via pint
-fonttools==4.63.0 \
-    --hash=sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096 \
-    --hash=sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d \
-    --hash=sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68 \
-    --hash=sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616 \
-    --hash=sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78 \
-    --hash=sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b \
-    --hash=sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02 \
-    --hash=sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d \
-    --hash=sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f \
-    --hash=sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8 \
-    --hash=sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272 \
-    --hash=sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49 \
-    --hash=sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419 \
-    --hash=sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001 \
-    --hash=sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03 \
-    --hash=sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196 \
-    --hash=sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e \
-    --hash=sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5 \
-    --hash=sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380 \
-    --hash=sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8 \
-    --hash=sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27 \
-    --hash=sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40 \
-    --hash=sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0 \
-    --hash=sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263 \
-    --hash=sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b \
-    --hash=sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6 \
-    --hash=sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4 \
-    --hash=sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59 \
-    --hash=sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0 \
-    --hash=sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be \
-    --hash=sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd \
-    --hash=sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b \
-    --hash=sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af \
-    --hash=sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745
+fonttools==4.64.0 \
+    --hash=sha256:043f6c572bf236f2a76e762c25f841daea11e8fc03e78088d7be66e0c5b4e4c0 \
+    --hash=sha256:06b6409b868494556a831ae33b2d9a090476c37516b38d70f45a9720b460d423 \
+    --hash=sha256:08f172961e11f4eb4f80f2f20049e09b0ea8e044fa6d456fed8346eb8588f360 \
+    --hash=sha256:09657817b75575822bcd6098ef0ebf0386f34430839ee53109e70fd40a7f6539 \
+    --hash=sha256:1c3661324f3f0fa4539a32288a3e0711a5f3ccf020036e760bb558ae9811a16f \
+    --hash=sha256:1e4e84b47839d35be24dbf476845a34f2ccf99707b66df125c1c414d3e86d25d \
+    --hash=sha256:236e59bc7e2a63557a4d7b013f9cb9e28d9aebc45bc09f85e545e6bf091db626 \
+    --hash=sha256:2524a26f8fdb9051b0d778d052f5d238285ca9f91a7dc004514c7d6cf38d35f4 \
+    --hash=sha256:2730946ca8f12c356bd98eb9b2b095c8e761ed05bed5afb0d5b380cebe4f6370 \
+    --hash=sha256:2c42237b7e8c6813643e57d3efed3be094d4c06339dc2166b626e2cc5c12ee93 \
+    --hash=sha256:3200180abc69639483cf54a17cca2e13c31ede5f665979ea0a9c829d093f372f \
+    --hash=sha256:398b14f89ca950b288bd290875f07e4e10685644fa4ac668546fb107b1ada4d4 \
+    --hash=sha256:45e3ecc3888f1637094fd75cd8fc727f3a4b06d1ddf89181126c071e244fd2a5 \
+    --hash=sha256:4691a122b8c1d0d82d6e7510ce59d5c42146518240274b53e912e255573924f7 \
+    --hash=sha256:498f02ea92c9ca18c0f9c581ea93184a9d56c25b0af14189b0767adaf34235d8 \
+    --hash=sha256:4a05783ff54ce4c7a28f18e5772efdf63c219374bd9ffc55452182e1cef8be60 \
+    --hash=sha256:53eee22af5b5a305c1ee2652955ed46b148e881456fcec1e7f0eb27f642f6bb4 \
+    --hash=sha256:5af87d1a6d247d7467ee082ae977a5443b2c45f8cd4d59375b6daa38d523c2de \
+    --hash=sha256:5b90ad6637237b636d15c9ae8b7c4a7a1c194f33def378677e468c13fd4542f8 \
+    --hash=sha256:5bfdaada437e7730c17d366bd7bb8c4a16639963ddbfc1b2f302a68a17a290e7 \
+    --hash=sha256:66a83f93579fb3493e458c4449d1d566a7b2a1c7b19915cd0fa3c9b8b5a8540b \
+    --hash=sha256:6786bed88581e19bc4f28ea7a64ad531e8f54acf50327fddca942688824a60bd \
+    --hash=sha256:6eae4376adb104c2acfa76fd9ea0cb12b572ca1d70eceac709871f638ff76e93 \
+    --hash=sha256:6f1ce9ef9a1b13098efdc2e43a2ed96d9851bbde7b31c652a87552c4efe9b422 \
+    --hash=sha256:769fb64412ca237547ca73f111a64252d9e32c9d938bed51ed537bc9146a8f54 \
+    --hash=sha256:7d7995b906666037d7114c20a5566a372902747452af7d5bd4cd6bca8f1a2550 \
+    --hash=sha256:8252f20108e557532f91d7d6dd9af87c16ed6fa930f65516aa480fa2cfed3363 \
+    --hash=sha256:83cc48d1411d2ff388dab99973dca81172cc9ceae9c9799da9548d494cfb38cb \
+    --hash=sha256:89356c0793b474af7e49ec90d39fb2363e2341516a90460e38231df5ebe8acd5 \
+    --hash=sha256:8dd18fdff0ac9759b8d67a714730abee07b2312e3656c20ba5affb0107094762 \
+    --hash=sha256:917fd520bb60809d83c14d43cfe48d5ad2516abaf2c073d65a431800dade2d29 \
+    --hash=sha256:9443eefff58aad558608f352092e1be6d278980e8c3b4e8621fcbfda97818500 \
+    --hash=sha256:9ecb2b206b5b2386f6968721a0770226b66bdd54adc4279bfff3ddf62873eed8 \
+    --hash=sha256:a515f664cad988f2295056833a59f62220bc3e46afdaffe389a29060f6712355 \
+    --hash=sha256:a8c631303bb1fd7be3067c47536a30ff1fcb4846d6008c112bc52a03f7cd6965 \
+    --hash=sha256:b2763e452b025ee8e990f0462e76052de9bb094ebc21d296f62c6dfe958886b4 \
+    --hash=sha256:b4a7af455ffed980925bc0ebf5b8d6239e6c3e797d9d755b6db192fb3080d614 \
+    --hash=sha256:be084d19a3ac0c8b2aba696680642d703118d3b1f18cf83f5b7dbaf0ffc62ab6 \
+    --hash=sha256:c60be0aed97a32c6ba8cee21f0d0477136e495451bd97910f589ac892db120d4 \
+    --hash=sha256:cf67f96dc0bfe9607f5f2b734cedfbe2f6f995231adee4ccefa12872044d452d \
+    --hash=sha256:d30c966bea2deffa19c738c81776f7182da5ccabd97e666bae4f3d6ba87341d9 \
+    --hash=sha256:da4c9bdeaf6b06c12d13d0addfc8ef15aa9695d26574a6dc10751258bef72f30 \
+    --hash=sha256:dc96150f99e05a317cb1f042b92c4cf8bc93cdb1f9f85717322e202ecdf2e505 \
+    --hash=sha256:de8acaa5f4160f537a3cf41b031171d51004b9f4aebfa6c194f18dffa9533d03 \
+    --hash=sha256:e412767d1c9765cf1b82f7b00f1686c6ca5809ebb77af363b3f9f2325a465c01 \
+    --hash=sha256:e4812f71c39d77ec5041348dafa400532adf7bf8f1fffa9aa6495fce5876d7b8 \
+    --hash=sha256:e662f874ab2c7da9861584db44a13573e0936df087215f63013138f6e5eba083 \
+    --hash=sha256:ecb2e59a7bc692fee64dda6010deb66222335693b30046f15cccf81233aa715f \
+    --hash=sha256:f8669ce37851b597d3435b91fefa51139e58d506ca449ca0e5bb68c63b8b6d2b \
+    --hash=sha256:fa75c7970bc6bca340cc6e20f20f069201bfcb50094c31a536fd99724d1d01ca
     # via matplotlib
 graphviz==0.21 \
     --hash=sha256:20743e7183be82aaaa8ad6c93f8893c923bd6658a04c32ee115edb3c8a835f78 \
@@ -170,9 +190,9 @@ iniconfig==2.3.0 \
     --hash=sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730 \
     --hash=sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12
     # via pytest
-joblib==1.5.3 \
-    --hash=sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713 \
-    --hash=sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3
+joblib==1.6.0 \
+    --hash=sha256:2ccc96785b12046c08fd6d55839c12857831b54a3c1673ffadd2f04bfc4eda03 \
+    --hash=sha256:3dbbf9f6e4b592a2357b854608e980fe6390d131d7a82f011a377ef2ebef7aba
     # via temoa
 kiwisolver==1.5.1 \
     --hash=sha256:007a5553dfc4f4e8d184f588a0200e2cd4b63a59cc8796df3c39909e679dc7a0 \
@@ -541,9 +561,9 @@ pint==0.25.3 \
     --hash=sha256:27eb25143bd5de9fcc4d5a4b484f16faf6b4615aa93ece6b3373a8c1a3c1b97d \
     --hash=sha256:f8f5df6cf65314d74da1ade1bf96f8e3e4d0c41b51577ac53c49e7d44ca5acee
     # via temoa
-platformdirs==4.11.5 \
-    --hash=sha256:89f8d42695853b89c7170bd49bc3dc593f98a71e695ede88e06a3b247bc4563b \
-    --hash=sha256:e8b31f4f8bcbbedef91a6b57a706255e4f148d2a4e01648382a0a47342539173
+platformdirs==4.11.7 \
+    --hash=sha256:4f41487eeeeeb07f3a6625e61d9bc0ae6809f92d3386dbd74392fbb76108104d \
+    --hash=sha256:8a02cb259042c79d1cd0450facc2fe6dc9d303ae7901afbe33bf8ea0b188cef6
     # via pint
 pluggy==1.6.0 \
     --hash=sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3 \
diff --git a/uv.lock b/uv.lock
index 809a5ea40..f1913064d 100644
--- a/uv.lock
+++ b/uv.lock
@@ -45,66 +45,66 @@ wheels = [
 
 [[package]]
 name = "ast-serialize"
-version = "0.8.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e1/a9/11851c3e02a3fea2ddc9932d1fdc7d2edaeecc0d2e11bc5f2a7fde2b0934/ast_serialize-0.8.0.tar.gz", hash = "sha256:6c37c43e4004dfb42d321ddedc569dc17ff4259296f3af577c9ea46a809bc010", size = 845638, upload-time = "2026-08-07T11:29:02.152Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/34/16/6e520b57cd8c75914b38c670ad4593d13c22911e4306cc7165dab8b0789b/ast_serialize-0.8.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:3d822605fa7bb326ef868d25fafced7fc660fa46d9b90c02ea86d5e2f5d325f7", size = 863924, upload-time = "2026-08-07T11:27:34.579Z" },
-    { url = "https://files.pythonhosted.org/packages/03/e1/48802de9b22a2bcad42ec80601a17e3f69172fe4f590e6311bcc2b323aeb/ast_serialize-0.8.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:2efa40b068197d5efb62655b43baadb842ed71c4958cccd3e8b86a35726f0119", size = 1177662, upload-time = "2026-08-07T11:27:36.196Z" },
-    { url = "https://files.pythonhosted.org/packages/38/d4/323438db76bded3a1f3523a3167b8325916b2ddceb2107a330c6ec9fcf4d/ast_serialize-0.8.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:db1b957291bca08c7e72f43a12357b2948e20775d970e3fc3dac0aa3160ab725", size = 1167072, upload-time = "2026-08-07T11:27:37.646Z" },
-    { url = "https://files.pythonhosted.org/packages/77/82/53c5400b54144b56de8ed7f957fd1ccd97e42482009292ab46121d15f8dd/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fdc0d5b18ff8fb364e87923e47c0a91d0d69dbcaeaa274591f7fd26892cc3a3a", size = 1225497, upload-time = "2026-08-07T11:27:39.225Z" },
-    { url = "https://files.pythonhosted.org/packages/44/5f/36c07327a8b91303fbf1382c7c3e8a2902072dbe1b9546138a5288e75ff0/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:9da7330f3e235bf7da89b8d39205c6350fc0c08a85379743f2df9fff87d6d980", size = 1227101, upload-time = "2026-08-07T11:27:40.799Z" },
-    { url = "https://files.pythonhosted.org/packages/9d/48/5adf5c67addc7ddb328122208c6d375a84cf154984f412b4087330a157bd/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:f3186969ee66a9863b00acc6523ace44c56974eecb348a7ea4b228d9f0b80e19", size = 1424001, upload-time = "2026-08-07T11:27:42.708Z" },
-    { url = "https://files.pythonhosted.org/packages/38/a1/70074dd3869d2b0e934f91891d8d6b734361cd3b80f85ca7ece2e668ecdd/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:40a57b73731be45da4fa41430c4d5dc94a24b3a4faba7b9e069978c0402064ea", size = 1245545, upload-time = "2026-08-07T11:27:44.4Z" },
-    { url = "https://files.pythonhosted.org/packages/e3/be/53b9c0a8a6399950c2e3546bdfab96d2b299d5b114b47eb94fd3c49c4054/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5075b9da3ef807eda752502446dfecea3b381c4900b7e27a5d5f4f899eb39951", size = 1248961, upload-time = "2026-08-07T11:27:45.781Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/13/3651d3812548a2bda15e26e5dd51aadb48cf682d0865370255fcf0e367dd/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:293cc1c5bfa741f8e3fbe8175b9c07beee487c9a6fdbb25a5acad9f1df2d30a9", size = 1243877, upload-time = "2026-08-07T11:27:47.325Z" },
-    { url = "https://files.pythonhosted.org/packages/21/a0/521f0bf000f675e9312a4aae2c8ba7a992405d072a85c485e08fd59433b9/ast_serialize-0.8.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:e0910c3442a75216dde0f102d854ba2aaa71d2482e0ee213630b9bf29584fba3", size = 1293903, upload-time = "2026-08-07T11:27:49.264Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/7e/402fc902568aa2ee65865a3e151f000db0153da8ce6b1be4c9c349025f8d/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:43dd6d596879bb1cb8a12cc9dae7bb10090a39a35883026c24f82488a195619a", size = 1401070, upload-time = "2026-08-07T11:27:50.947Z" },
-    { url = "https://files.pythonhosted.org/packages/ff/7c/97d4b66c057f1706fc8be6dd532cc77c988794357c8f4ffdb6adabb39562/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:8c9d537f59e936392cfd3597789d1390304dd659efc3c486ce7f40fb6b8a9f53", size = 1502602, upload-time = "2026-08-07T11:27:52.364Z" },
-    { url = "https://files.pythonhosted.org/packages/89/6f/72cc3b71562001bba46e898ccfbf1844f7939b3e28912736206102f2e5a8/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:f0190a33d7f97c65e9069f7a7f40499eea6b5cbe260c558378109caf20ce934b", size = 1495848, upload-time = "2026-08-07T11:27:53.803Z" },
-    { url = "https://files.pythonhosted.org/packages/a0/53/d6f629d1e49308b2f363dae028baa213ec222c9106fa1f7f0d1f7b41499a/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:77308ae6c5cf5264cc0f01a7c556ec77a9e68eb1f61b093534d698139fdc3b14", size = 1556556, upload-time = "2026-08-07T11:27:55.342Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/22/340f35dd8dfc6d412d53dc20699ca014b8d228db923e8ed4759c512b162c/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:8d53a23f27e1ed3a36b2d26fd2a1a6228c8e85a1ed62ff7cdb44bd610769f20a", size = 1417822, upload-time = "2026-08-07T11:27:56.712Z" },
-    { url = "https://files.pythonhosted.org/packages/11/29/6dde5c13fbebc051d3a6df4ec0a6fd1d5359333cc1193f7f609f3410b4d8/ast_serialize-0.8.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:ffa5e7cb08f96fed9121f77b224151e41caf88feab9d652bb46c78202b6fbeda", size = 1445153, upload-time = "2026-08-07T11:27:58.275Z" },
-    { url = "https://files.pythonhosted.org/packages/62/c5/f473a8ed030f7a0ca24b9849cca184677a50c053867a7b808c2e1289bbd3/ast_serialize-0.8.0-cp314-cp314t-win32.whl", hash = "sha256:fa70ed4dea0bb18b30a1789c77baa701d0ef30c474f2ccabdea61e25623a8827", size = 1063711, upload-time = "2026-08-07T11:27:59.793Z" },
-    { url = "https://files.pythonhosted.org/packages/23/63/39e171fcd38ca057c2e1979d5ee81ac7a3502784abe3d83df7454f7a0978/ast_serialize-0.8.0-cp314-cp314t-win_amd64.whl", hash = "sha256:d8b3c8eee4c1baef9d4e84d2a59a805501617127be42615cb48970b15b0892b6", size = 1103740, upload-time = "2026-08-07T11:28:01.405Z" },
-    { url = "https://files.pythonhosted.org/packages/21/1c/d00762b399e7726d68d0a088cc946e3a4c60f1c6176f557608f672f627f3/ast_serialize-0.8.0-cp314-cp314t-win_arm64.whl", hash = "sha256:ac4f0a83c55a9b782f79ad55a5247b7db123c1db405959791c2ef886e9710c9f", size = 1076021, upload-time = "2026-08-07T11:28:02.947Z" },
-    { url = "https://files.pythonhosted.org/packages/4c/11/911210c3c78923273a9211a2b6cfc4c8aa723b30dab3e1c8d19afb983b40/ast_serialize-0.8.0-cp315-abi3.abi3t-macosx_10_12_x86_64.whl", hash = "sha256:86b8a1e6d90467345356098b040150e82fbc26d24a7a202224b13dc1f6264ca0", size = 1177715, upload-time = "2026-08-07T11:28:04.654Z" },
-    { url = "https://files.pythonhosted.org/packages/77/89/6282881c8587606638db153cbe21e1e0c4d1f3970dee1aa0610a1c62a026/ast_serialize-0.8.0-cp315-abi3.abi3t-macosx_11_0_arm64.whl", hash = "sha256:39e92ff8e8cb45947fe9007174b2950e1fb098e6abd00266a13cd3bcf6675068", size = 1169347, upload-time = "2026-08-07T11:28:06.1Z" },
-    { url = "https://files.pythonhosted.org/packages/97/78/a9f846a03a340ff3728c915f23338ca742742f3292700559cdb3ad999b1e/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c85d8d18db5b2dfcb3b7e38a4d600ca35504c0ed8a6f75cd1c811e4ffe248a15", size = 1225916, upload-time = "2026-08-07T11:28:07.654Z" },
-    { url = "https://files.pythonhosted.org/packages/c0/15/aba6ef8a988a6eceb6f0359589aac509e29ae2dba67fd9bfd5af0c3f13e7/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:9830ff7e764f74d9eefb01170c61a9f0fd2c027dac5fcb72e064decd57d56371", size = 1227135, upload-time = "2026-08-07T11:28:09.504Z" },
-    { url = "https://files.pythonhosted.org/packages/94/29/3f63d696ea7c5b8abadcecc3505be51bd900daaccc522ed8322fa5b05a93/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6479d9722a4cd21b578f5478074c41e6169f04811996ec881655560f703a5bba", size = 1425040, upload-time = "2026-08-07T11:28:11.044Z" },
-    { url = "https://files.pythonhosted.org/packages/e2/5d/0aac338604ff59df5774d4304307898982252f325ff7cafe31d52fedcb65/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a63bed264e818cd83eec11feed0f50aa162542b91132ef58afebc857182763a5", size = 1246278, upload-time = "2026-08-07T11:28:12.519Z" },
-    { url = "https://files.pythonhosted.org/packages/23/ca/9f1ef795bb724719532bd86dbec11e5b66857d3fbe9b6772baec0191a6ed/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9d187197d234aa45d6cfa2b096be5f666e8cc2e7eb3722d0ab8926293cf5720c", size = 1250029, upload-time = "2026-08-07T11:28:13.896Z" },
-    { url = "https://files.pythonhosted.org/packages/dc/25/5e061372d2ed953b9ba3b9c4f73de3b8e9234cda3f6c088db4686801d0e1/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_31_riscv64.whl", hash = "sha256:2d39a56282cfcc0d8eeea37267c754be59c98d48505c23b1dae5c6011f3813dd", size = 1243575, upload-time = "2026-08-07T11:28:15.37Z" },
-    { url = "https://files.pythonhosted.org/packages/a8/c1/ae7da218053120635a4ca802366c69f707203641af95372eeb83f70dfd52/ast_serialize-0.8.0-cp315-abi3.abi3t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:f7cc5f10386994c0f4844f1e6d6a97127e9b478660eb6dec2b257644f0acab64", size = 1294396, upload-time = "2026-08-07T11:28:16.813Z" },
-    { url = "https://files.pythonhosted.org/packages/2e/89/271d1f49c5269fcddcc789ea3f25be401f6723fc1138aeda539f4d05516d/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_aarch64.whl", hash = "sha256:6102f2f985c2e542be85cd857678ec9356fefa792b93cadfadd31139f5696f27", size = 1401987, upload-time = "2026-08-07T11:28:18.333Z" },
-    { url = "https://files.pythonhosted.org/packages/55/be/4e7d77fcf571ac7cb5cf7115a20c36642bd7d29473b45dfaaefeb9618f90/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_armv7l.whl", hash = "sha256:3a8660fe66667b76a6e9dccd1d33e66b229fde3b308db991c041609226c005b6", size = 1502904, upload-time = "2026-08-07T11:28:20.039Z" },
-    { url = "https://files.pythonhosted.org/packages/8b/ae/ed1de2db7e019d4236fbc164ffa5ef9a6022a300a342bbf142d21b7c141e/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_i686.whl", hash = "sha256:e7266307e5fba39836edb79def8608887af48820508bff3c5f2941e1e04d1534", size = 1496967, upload-time = "2026-08-07T11:28:21.734Z" },
-    { url = "https://files.pythonhosted.org/packages/92/89/5fea507fae5c5f18b7dc7f95e5c00956574b8c717b8fd2049c504fab0b18/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_ppc64le.whl", hash = "sha256:4ca7e6fd1ad845d1cc649dc2ecd499db2f8f46af5bf8da7b70dd858774cc038b", size = 1559041, upload-time = "2026-08-07T11:28:23.194Z" },
-    { url = "https://files.pythonhosted.org/packages/42/71/478d69df21b64e064554a68134c94be304270316ca676a94e63c389a636a/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_riscv64.whl", hash = "sha256:2880350b13d3eae69a0d70bc1fb6c9bfaca4dbd0e20ba8cd1aa483080b56ff06", size = 1417367, upload-time = "2026-08-07T11:28:24.601Z" },
-    { url = "https://files.pythonhosted.org/packages/5e/2d/8962dc8d5b3a9dc27b36f9db199afa25264c741505469d9ec10ffbfd2ba7/ast_serialize-0.8.0-cp315-abi3.abi3t-musllinux_1_2_x86_64.whl", hash = "sha256:ab0f9a59f7d63d0d441b56b9a818b273705264352d5115cfee12e940e816d958", size = 1446178, upload-time = "2026-08-07T11:28:26.152Z" },
-    { url = "https://files.pythonhosted.org/packages/4f/22/14d2ad4fd1d1bcd0dc687ca268e0630069f45162496260c0efb70ee0ea72/ast_serialize-0.8.0-cp315-abi3.abi3t-win32.whl", hash = "sha256:0485a25ef519c62e749ee3c1ad8070e591b380d67226349eb5a70b228dc1ac4a", size = 1063811, upload-time = "2026-08-07T11:28:27.864Z" },
-    { url = "https://files.pythonhosted.org/packages/18/1d/84a327c0202a41aa5fdba3ade33904d6d8f3b9e6806fa83568d835395850/ast_serialize-0.8.0-cp315-abi3.abi3t-win_amd64.whl", hash = "sha256:bd84d60bca7079e741be4ac5dbe237751a59d7f6f9f0126b11880d63822cbe16", size = 1105518, upload-time = "2026-08-07T11:28:29.691Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/92/74556dec52fde85a2ad84ed159991b916241043788609c15d8b77e14570b/ast_serialize-0.8.0-cp315-abi3.abi3t-win_arm64.whl", hash = "sha256:057769b5921336eb2d9124f2a731b42ed05ffdac559b840dbdf6f3937cf153dc", size = 1076319, upload-time = "2026-08-07T11:28:31.282Z" },
-    { url = "https://files.pythonhosted.org/packages/d1/5d/c650b1f2cc1e75193358da95a080261422e8cd10b66d7370b1688c9915c5/ast_serialize-0.8.0-cp315-cp315-pyemscripten_2026_5_wasm32.whl", hash = "sha256:a02cbed7d8bfdcdee88edaac12bd50d53d9953aaa2e1852ef078625be5f1c0b5", size = 852914, upload-time = "2026-08-07T11:28:32.929Z" },
-    { url = "https://files.pythonhosted.org/packages/d9/e3/6142e920fec6ef7bccabd8c24ed8ed99f8bdc6cb8b065e1df7c6a3b2d667/ast_serialize-0.8.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:e1bd223df0f6c96b396975fa604cb33bce53d9b4a0185490be4c4a289f7c9c87", size = 1184007, upload-time = "2026-08-07T11:28:34.654Z" },
-    { url = "https://files.pythonhosted.org/packages/a6/e9/6e8be8df02b35d85e2b8809f7f1cfa290bdf5882b55127a539d049482db0/ast_serialize-0.8.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:ddd3b61f45c132da66c5476b281891e08c1fd87fbdabe8a6973e1622efc85f06", size = 1177588, upload-time = "2026-08-07T11:28:36.318Z" },
-    { url = "https://files.pythonhosted.org/packages/8c/80/7e0fd2e2e2aba257820db4a8657c4c356844d36b914b20a4af294bcfb902/ast_serialize-0.8.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1f9caa63fad8241257ae401b5ff0a64026c6adb36b8e86cbe8782d9ea505daf6", size = 1234575, upload-time = "2026-08-07T11:28:37.772Z" },
-    { url = "https://files.pythonhosted.org/packages/b0/6a/3bae0af06f9b1bae3001c44d64215f5b567877e7aae9ffd45db11c3a7647/ast_serialize-0.8.0-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:3926fa117b5e65019853a2969966d11c7175af377a3425991f3fe73784412405", size = 1236015, upload-time = "2026-08-07T11:28:39.14Z" },
-    { url = "https://files.pythonhosted.org/packages/6f/c4/ce2d41a1bc22508e82618901f7e10f2a5e2f9556553fea90624daf9875e2/ast_serialize-0.8.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:485f1113af805e9e170b95ef993ca3fbd4f89c04bab25c58b4fc632d854801ab", size = 1432808, upload-time = "2026-08-07T11:28:40.664Z" },
-    { url = "https://files.pythonhosted.org/packages/1a/90/f5058f209756dd70e958b7538aaa82d25d24944baf9ec8ae6f27b06fcacc/ast_serialize-0.8.0-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3ccebbed24f1281062d5852353c72c47502955926cfcb8345ffb3a44d87ff3d3", size = 1256251, upload-time = "2026-08-07T11:28:42.223Z" },
-    { url = "https://files.pythonhosted.org/packages/bf/32/7f77ea87fa0836daab706ed5cb7f903bb25fa26a77439011aee626af11d8/ast_serialize-0.8.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:252f883290d1cdb728eb7fe1d9a7221b88af5a329aae0bc91ddee4dafb820331", size = 1258574, upload-time = "2026-08-07T11:28:43.751Z" },
-    { url = "https://files.pythonhosted.org/packages/eb/5a/75b82ad2725b5e8e8c742732f9e76c6738a292d0709e1f60d10a973730b4/ast_serialize-0.8.0-cp39-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:96abc072ad29db8d02194afd47d68987322622787daceae82398d7b69f3ba2e6", size = 1254075, upload-time = "2026-08-07T11:28:45.28Z" },
-    { url = "https://files.pythonhosted.org/packages/4e/54/8c20ed4eea805516a3fd23dd4a721ce28c64f50f0e4b359969f60a8c97a6/ast_serialize-0.8.0-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:9118ad3e369727060b2696fc4078f250ecffca4248ba87f537f55cea9f9dce06", size = 1301018, upload-time = "2026-08-07T11:28:46.851Z" },
-    { url = "https://files.pythonhosted.org/packages/cb/5b/9f14430f12fe830b656fb38f8e2e05ee13b02a88967660bef46af0ab22a8/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:f359df4bd921918af8bebd142a376c77511d7151cc8ba852760b587b5a4a54f3", size = 1409951, upload-time = "2026-08-07T11:28:48.312Z" },
-    { url = "https://files.pythonhosted.org/packages/2d/3d/084882eca93c842bd4262591a071ec7f825340644035e51501208cc5a8d4/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:e94f9121d13fa36cbf21314783c77d05ae3a0868decd18cf5233fdcc6de49ac8", size = 1509544, upload-time = "2026-08-07T11:28:49.847Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/73/ea84852096c2036c61cc0b2f97b90242207419f534dc671060ee1c8e05cb/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:54f95b486018d262bcb387a9afd96f0da74508b442762b80c769454a6fbb3ee3", size = 1505671, upload-time = "2026-08-07T11:28:51.239Z" },
-    { url = "https://files.pythonhosted.org/packages/cb/88/287b9a5300c1f2f651d259f670931b63110adc265b7613c885b44c5bc53d/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_ppc64le.whl", hash = "sha256:4c38b915511e32bc718c49dbce98ff9af36bac0ad6a604f58000cd5e3aecdba7", size = 1563685, upload-time = "2026-08-07T11:28:53.112Z" },
-    { url = "https://files.pythonhosted.org/packages/ee/f3/1bc3a79afcf0c2a8d2c37182d0d659d1545a9d7f7f6dc9cf3e63d6c17135/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_riscv64.whl", hash = "sha256:9a2ef9cf12f2de4f1028c42c1dd7d775255e0fb3e5bb48896c97e35ef52366fe", size = 1427977, upload-time = "2026-08-07T11:28:54.418Z" },
-    { url = "https://files.pythonhosted.org/packages/5c/cd/440c798957e14e31776bfeb024d8fafe0bb1d5b89c51c2f067e69938f7b0/ast_serialize-0.8.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:6f18048fe9f6dd266bd577cdec48bdcecb74faaa01fe941324435483b013ed2a", size = 1454335, upload-time = "2026-08-07T11:28:55.968Z" },
-    { url = "https://files.pythonhosted.org/packages/4f/4a/587eb36dcc240a54c8660f599464516b469ecad96f0dbdb6bccbedb50745/ast_serialize-0.8.0-cp39-abi3-win32.whl", hash = "sha256:31883542dd6c94d178f5db3d32fbd69c5eb88b3a7c018e7ac8cc0c45195ddbed", size = 1068858, upload-time = "2026-08-07T11:28:57.541Z" },
-    { url = "https://files.pythonhosted.org/packages/5f/a4/3e887bbd92164e183cb6e412c6a3e9198ddd446d7fe405958293ef5ef49c/ast_serialize-0.8.0-cp39-abi3-win_amd64.whl", hash = "sha256:861794565b06337005c1447ef23103a3d5a627d08bdc827870d00d0b28ef5f51", size = 1111839, upload-time = "2026-08-07T11:28:59Z" },
-    { url = "https://files.pythonhosted.org/packages/25/6c/b400476d3ceba681ab929787edc9554f6d88fcc69435eb681b00fc0457a5/ast_serialize-0.8.0-cp39-abi3-win_arm64.whl", hash = "sha256:b2a5978662fd4db463dfb4b974d2b10ac6430b98f5333aabc7051909df3561d0", size = 1083655, upload-time = "2026-08-07T11:29:00.349Z" },
+version = "0.9.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/fd/c0/5bb6885a9608d86ee5712c0d88bc405d3a49f3e44231576e130ea2f53d34/ast_serialize-0.9.0.tar.gz", hash = "sha256:79fe8be1c934aa572940d1811d8dbe4d1b6f22291e3f16755c9b062e9ac92fb7", size = 951293, upload-time = "2026-09-02T15:50:45.078Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0e/76/497f19d9bdb3899a1efd82e2957f455d0c6e0cb9ebbc254735acb1f74235/ast_serialize-0.9.0-cp314-cp314-pyemscripten_2026_0_wasm32.whl", hash = "sha256:ae1c46eb97865823f9843c4b80145e011874923e1a4a44b45738a5309d83e9f5", size = 889442, upload-time = "2026-09-02T15:49:21.144Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/c5/9fb64b7106c5534739322c74be7b743c4f2e3b5fd05d5b8e677f05c54d5f/ast_serialize-0.9.0-cp314-cp314t-macosx_10_12_x86_64.whl", hash = "sha256:af082cb7e6c4fa3a428aa616c13d709a944076eba84a73184de15621cc1a915d", size = 1226721, upload-time = "2026-09-02T15:49:22.612Z" },
+    { url = "https://files.pythonhosted.org/packages/27/67/b550fc81aa0133808410783c6d9a1b925e31610d226e836e21337850af55/ast_serialize-0.9.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:7e9f2540741ad10657a209209f7e5cc6b530eb3ed145fd77258ab43542d96ad7", size = 1207369, upload-time = "2026-09-02T15:49:23.916Z" },
+    { url = "https://files.pythonhosted.org/packages/5c/1e/ed9e66deb7da63e44d0c0fd3a8feef698882ed56ea521a29494d4616eb46/ast_serialize-0.9.0-cp314-cp314t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a95485d5e8704af2ecc7f723757b88f992ae8122028d687ccf877cad2b4c3da4", size = 1273073, upload-time = "2026-09-02T15:49:25.336Z" },
+    { url = "https://files.pythonhosted.org/packages/68/8f/cd337551d7a68c982425bbf91f183943d7ccc62394002c74807a7f0e60db/ast_serialize-0.9.0-cp314-cp314t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:b559cffac5a71a698d9194e4295765ff2132a10fd1284860f02b30f12c1f729e", size = 1279045, upload-time = "2026-09-02T15:49:26.75Z" },
+    { url = "https://files.pythonhosted.org/packages/40/c6/98dc41eb4122d5da83241e805739838ed59e1e1b9006cbed89ded635a17f/ast_serialize-0.9.0-cp314-cp314t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:dad8a3f7106efcf252fc289c092ee0cee5c3512c0088bcf3fffa01458323092f", size = 1539300, upload-time = "2026-09-02T15:49:28.213Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/d2/d94cede4b3f2a4e329d8ca92218f0846cfcc9257be91c5bf1168671f4ab5/ast_serialize-0.9.0-cp314-cp314t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:24de2bc930b7e1ca86641136b9875a1e5f80f52b484deddc67893eeaf9077bd9", size = 1291957, upload-time = "2026-09-02T15:49:29.643Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/85/8ac18d754225cf13392786b23d4ba84273ceee562699362f22e61942ce64/ast_serialize-0.9.0-cp314-cp314t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7ac7b4cdf89ca8318aae157d824017596784982851c8a89a621973f261574696", size = 1291779, upload-time = "2026-09-02T15:49:31.199Z" },
+    { url = "https://files.pythonhosted.org/packages/62/ed/cc757fec9e96e29f19a6f818e05147e4f2949356258a3243412756f22a2e/ast_serialize-0.9.0-cp314-cp314t-manylinux_2_31_riscv64.whl", hash = "sha256:95dcb93f30258dcf09d9b6a302dac9323b70e9df8c18ee0bf4ea1fa7cc5f1875", size = 1299730, upload-time = "2026-09-02T15:49:32.774Z" },
+    { url = "https://files.pythonhosted.org/packages/a7/8c/a575ae0ae954f21a187b4c1d8cec28d81a009693bd13a1388eec72d9b55a/ast_serialize-0.9.0-cp314-cp314t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:1ed5824b4b2fa37ad93fa2db23d8243a3d315b3e2d7ca70f99b2727d8788af05", size = 1344671, upload-time = "2026-09-02T15:49:34.217Z" },
+    { url = "https://files.pythonhosted.org/packages/80/41/0b2b15c0ae5f9a95f433016d1a59a3227eebbb378654d6354206c8ac8e8d/ast_serialize-0.9.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e3c69f2ce565c786bd3853ce42495e8a63610516f79651c7cb4f2cd0ddfaee52", size = 1448527, upload-time = "2026-09-02T15:49:35.68Z" },
+    { url = "https://files.pythonhosted.org/packages/18/be/ee89cb6a5d3427946532f0611b514befdd69564803e9a9f9ce712f9d2654/ast_serialize-0.9.0-cp314-cp314t-musllinux_1_2_armv7l.whl", hash = "sha256:f8c824d822a2ac54ec4228b88c0d170ab0024cf285eeee57b9d4f994003fb553", size = 1554045, upload-time = "2026-09-02T15:49:37.15Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/4d/eaada807f98a2f0d370fec4b46c84f0e551a62911e751a76ecb32bef4dde/ast_serialize-0.9.0-cp314-cp314t-musllinux_1_2_i686.whl", hash = "sha256:c55010ea0fafc6bc8231809d328bda781bfe41a01c43522be5eb3713fd855cda", size = 1547578, upload-time = "2026-09-02T15:49:38.791Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/0c/046c531f4af4e1bc3314077a84b3099f38b45e2d969faa24acedb3066d92/ast_serialize-0.9.0-cp314-cp314t-musllinux_1_2_ppc64le.whl", hash = "sha256:322282ac5337e5e776bc416f2b5201e680fa4dacf92ea739bd35e46a28a66c41", size = 1671896, upload-time = "2026-09-02T15:49:40.273Z" },
+    { url = "https://files.pythonhosted.org/packages/6b/80/8d32aa0cf4e3e566399b2079a4c47f8ad3c62155f6ee1fe63631b6d3fdde/ast_serialize-0.9.0-cp314-cp314t-musllinux_1_2_riscv64.whl", hash = "sha256:ded5ed06ec469407d6cd571ace7a7a25809cc388e4bac1dd35c7747469fc7fdf", size = 1472895, upload-time = "2026-09-02T15:49:41.814Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/b9/8204c7e3d8abd4b0c7a56a8d5cce05fcacfd6a5d63ffbd812b8b94040d6d/ast_serialize-0.9.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:3ee40752ddb4fb5c6a67161d13f3ce3df7987dcb9272260542a86b0be1519ae2", size = 1492731, upload-time = "2026-09-02T15:49:43.355Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/72/ff5c44c19409686798feeb1fbe209f2be78b4b64948d5aa2ddeec8901591/ast_serialize-0.9.0-cp314-cp314t-win32.whl", hash = "sha256:d9c635eacfc02b91da6796d3b5ff9086e511b8a29b19f9b3f4f978b8d170f838", size = 1112847, upload-time = "2026-09-02T15:49:45.181Z" },
+    { url = "https://files.pythonhosted.org/packages/20/75/fa5be1a94d189adafadf9c5f07fffd66af7a8061c4cff92f75285ef79d10/ast_serialize-0.9.0-cp314-cp314t-win_amd64.whl", hash = "sha256:62a96e327e2a178d6c295b10422e95c992a9286f0ec1b2bc7cd5b4873252a38c", size = 1146846, upload-time = "2026-09-02T15:49:46.63Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/ef/b2bfb331b6e379d435543f6d3be0b590e7a2f441d31ccc17d75f2d2d7cb8/ast_serialize-0.9.0-cp314-cp314t-win_arm64.whl", hash = "sha256:41da4332492222d56345d5e436eed4fbec76caadee959f6ffa3cd2fc1bd51895", size = 1119605, upload-time = "2026-09-02T15:49:48.14Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/f9/a4af1bf8b35927814c09d90c3965dbfaa75c489ba34372bffafbc2209f40/ast_serialize-0.9.0-cp315-abi3.abi3t-macosx_10_12_x86_64.whl", hash = "sha256:383f56e3ae925f154632458f01b4bfcde3dd382f3ec04f5c7f6d72f76524ff48", size = 1226344, upload-time = "2026-09-02T15:49:49.79Z" },
+    { url = "https://files.pythonhosted.org/packages/1d/6d/d3a95823a803c21f5c9df595a0bb93aada22e7aa22bf875fe00d89422d7f/ast_serialize-0.9.0-cp315-abi3.abi3t-macosx_11_0_arm64.whl", hash = "sha256:b9ef3d4173907bd19aa8f1683be9f06e7862e6cdf2ca6bca3633305c0df32063", size = 1207384, upload-time = "2026-09-02T15:49:51.22Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/97/6e7f46c8455b738609c29d1b7655307a168c4b40ce4c7a2c678c8ed9cf2e/ast_serialize-0.9.0-cp315-abi3.abi3t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9482672ca8ec09f85cd050a053fb88c30c882c8e20ce7a140d8defe19c0ef2eb", size = 1273139, upload-time = "2026-09-02T15:49:52.679Z" },
+    { url = "https://files.pythonhosted.org/packages/f0/6e/25b70733f061766865cb04d913dc5332037c595796b871d52ab5b569abb8/ast_serialize-0.9.0-cp315-abi3.abi3t-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:a6a568d1d489f0669a31aed90ca4845aa7f08e1b8cd5d05e1905dbdc3ae9b2b0", size = 1278242, upload-time = "2026-09-02T15:49:54.236Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/f0/b7820399d9c5a0b7f07c239b6da93d2e21a1b3785137fa00e16528e414b3/ast_serialize-0.9.0-cp315-abi3.abi3t-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:5a4dd005d4095a13eb312dc712c943c7730f262b000a87df963925328a38ffdb", size = 1541009, upload-time = "2026-09-02T15:49:56.149Z" },
+    { url = "https://files.pythonhosted.org/packages/08/56/5146f1d2a77516e697f6f42825df79137e43560675cb4605c467775f8b4a/ast_serialize-0.9.0-cp315-abi3.abi3t-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:207ac73afa1f4654840593853c130eac2591dd942434176eea33f730afb3359b", size = 1290898, upload-time = "2026-09-02T15:49:57.502Z" },
+    { url = "https://files.pythonhosted.org/packages/69/c4/87cd16228796d703de795a369b90b0f57f0f017f90f55c4c5876e3513a03/ast_serialize-0.9.0-cp315-abi3.abi3t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9ae01129e2cc5d57a3c434d8a990019de039350310a2e1dd3c9f61311964cf25", size = 1291742, upload-time = "2026-09-02T15:49:58.982Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/eb/13465c297268c5170b2bb746d75f37a8fad44a94a89b593071affc1071d0/ast_serialize-0.9.0-cp315-abi3.abi3t-manylinux_2_31_riscv64.whl", hash = "sha256:4c522377f383670abfe21c94edc3032cb3bd34d8fcacd280fa9556907d4edd4b", size = 1300180, upload-time = "2026-09-02T15:50:00.454Z" },
+    { url = "https://files.pythonhosted.org/packages/0a/a7/10b84c4274b2507b0ed9cc1654058ad64bcedb6ac574753d6a461bc6e204/ast_serialize-0.9.0-cp315-abi3.abi3t-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:4cd886f6e900f5e13f758cb8ef359652e690e4f3f9c257a7269e095940534167", size = 1345857, upload-time = "2026-09-02T15:50:01.875Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/dc/2702182c9773a15de9aabfaf66da7cb87548a56a6bac24f0c9176a4a13c3/ast_serialize-0.9.0-cp315-abi3.abi3t-musllinux_1_2_aarch64.whl", hash = "sha256:f3f0f3359cf0f22bf096b07021ffe6bf0ec88ac8a2cf7ce5f4701af973112faa", size = 1448544, upload-time = "2026-09-02T15:50:03.496Z" },
+    { url = "https://files.pythonhosted.org/packages/59/b5/eeef2124c9563b9861707ef4db91f153f3bb37b3e0cca9543bb88a4e9e53/ast_serialize-0.9.0-cp315-abi3.abi3t-musllinux_1_2_armv7l.whl", hash = "sha256:6c428444656cffbd32c1e76626c6eec5237b58c8fcb0b5d3df75941cd50c4f3c", size = 1551572, upload-time = "2026-09-02T15:50:04.982Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/8c/81d18349f1dffdcfeb80671bd737e342c86348e183692d9d0d8f573d1385/ast_serialize-0.9.0-cp315-abi3.abi3t-musllinux_1_2_i686.whl", hash = "sha256:54f0babed5e2a4eb86a0716ac612aff33f933e7572e5bc067adcdbe672a26321", size = 1548118, upload-time = "2026-09-02T15:50:06.522Z" },
+    { url = "https://files.pythonhosted.org/packages/d4/1f/339131b60d1b0df13d9f3470cfac70f858b5649188ea01b2e7b39caeb720/ast_serialize-0.9.0-cp315-abi3.abi3t-musllinux_1_2_ppc64le.whl", hash = "sha256:1b779fdaee34d19900a5ba5fd6bd4cefe225650081f9de28de256eacee5113c2", size = 1674707, upload-time = "2026-09-02T15:50:07.919Z" },
+    { url = "https://files.pythonhosted.org/packages/18/0a/ca77596fa229d88f96eca180d45dbe8efa11306f8b2b4f4ee301b3fe465f/ast_serialize-0.9.0-cp315-abi3.abi3t-musllinux_1_2_riscv64.whl", hash = "sha256:4db7f524eaa857fbe650cac33b9cedb5ccda14393d40f640b75dfb06aa13c98c", size = 1473618, upload-time = "2026-09-02T15:50:09.312Z" },
+    { url = "https://files.pythonhosted.org/packages/88/5c/6aebeb54dd226b480014ff4488e150aa23b1de3204e2bf3f87de27e6542a/ast_serialize-0.9.0-cp315-abi3.abi3t-musllinux_1_2_x86_64.whl", hash = "sha256:d2a37795a90809da6094825e7063118b4cf723b8701b134973b4566ed8b9ea09", size = 1492025, upload-time = "2026-09-02T15:50:10.755Z" },
+    { url = "https://files.pythonhosted.org/packages/75/e6/c355d470a230f778311c28b80f6d934a497d094139f07230433eea18651b/ast_serialize-0.9.0-cp315-abi3.abi3t-win32.whl", hash = "sha256:4411d1cba9eeecb301365343a7e96813b4a44fcdb20181557867ff7e751804cf", size = 1113010, upload-time = "2026-09-02T15:50:12.337Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/0d/66609ace58564727b68731293cc986c2ea1d5e6ef40e96571e7fb515f0af/ast_serialize-0.9.0-cp315-abi3.abi3t-win_amd64.whl", hash = "sha256:b5c3724faf780e25def89c369eb6340a15dff06ac348160c61781e2373a4cd10", size = 1146404, upload-time = "2026-09-02T15:50:13.761Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/fd/da28e1c85f05fb9976f247d2a3aefce68866cb2939abcbdbddd9a5e3b835/ast_serialize-0.9.0-cp315-abi3.abi3t-win_arm64.whl", hash = "sha256:1de0933a4c1d104d77d6e75f053f5e628b54cf8f9fea809b8250cb04cda07bd3", size = 1118328, upload-time = "2026-09-02T15:50:15.214Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/8b/487a158a99e4564244e000ed18475255dfea53fd34a84d8ca73633710500/ast_serialize-0.9.0-cp315-cp315-pyemscripten_2026_5_wasm32.whl", hash = "sha256:5fc57f17fb4ce49b4eeccfcd2670e4a55659bd740bb8e8aedbe511ccab8b5f03", size = 889484, upload-time = "2026-09-02T15:50:16.643Z" },
+    { url = "https://files.pythonhosted.org/packages/92/e4/175b0a64d6c96bc1b96598c6474ce8d1ef34e0b774bcf7183f4ce696fb10/ast_serialize-0.9.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:dac690f99538d9df0d23ce0299e946add2744b007a36b480a292fe361c82553d", size = 1232635, upload-time = "2026-09-02T15:50:18.133Z" },
+    { url = "https://files.pythonhosted.org/packages/28/0c/d51d8463aca43aaa833fdf1f25134d6cc1b483764896decca61306ad1f6e/ast_serialize-0.9.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:2223ead73b5a5399d39610cf9c4164ad0b2bf2025226626b87ae15226d93d3f7", size = 1219313, upload-time = "2026-09-02T15:50:19.497Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/19/c88bdc64f86095a9d6ab325ae422b2a5e1395cd63cd8aa539003d4d4ae1d/ast_serialize-0.9.0-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6b7c5f5838408fb000d76abd14e886836412b7ec7eccd028dbb5ed5819780008", size = 1279981, upload-time = "2026-09-02T15:50:20.811Z" },
+    { url = "https://files.pythonhosted.org/packages/86/58/a492075826df1753896dc8e8f6ababae4016d8883b670ee3a1c34788b154/ast_serialize-0.9.0-cp39-abi3-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:1e05701fde79affa1cc53e391867f9da3eb03fa8501f87354292796b0f8398fd", size = 1286319, upload-time = "2026-09-02T15:50:22.203Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/79/3f6754eaa42fd2a6c36aac066890870cd44cbe0e25f75a67b1b99a2f4d82/ast_serialize-0.9.0-cp39-abi3-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d013c36eb2f2ac0cb7d4d0e79918a92ab00fbce8f1542fe47f34a46e06168f82", size = 1551547, upload-time = "2026-09-02T15:50:23.528Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/05/8cfb7caadfaf28febaa6b61d31d778262f87f9366eda4dd9bd07ac940b75/ast_serialize-0.9.0-cp39-abi3-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:19cde5c2110f7b90ab1210a599178524f6c9f34862b20ba2b9aa7832c67bb35d", size = 1302468, upload-time = "2026-09-02T15:50:24.99Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/e2/750a0b136bb02ff8e4a17d65a3a78cd478ee50724704df8215797a226ba3/ast_serialize-0.9.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1514f4a39704e2e815f9fc675fc13f19f694f212086b520110840782cf3c5295", size = 1300563, upload-time = "2026-09-02T15:50:26.354Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/17/4c0aa852ff1e4f2d6723e8ce827136c1e1febf2845d7941ccc45426778de/ast_serialize-0.9.0-cp39-abi3-manylinux_2_31_riscv64.whl", hash = "sha256:30651ccdec6d23c49ee4711b1a1096d8dbd3be38eecf2f09fdd98a608ce7ac24", size = 1308999, upload-time = "2026-09-02T15:50:27.901Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/1b/6e73d0a29aedb0db30cc68f2557acaac06cd24c9783ccb90f84f89e4ce87/ast_serialize-0.9.0-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.whl", hash = "sha256:d9a46caf5e3f2cd266e8638b2f4ea8bf54cf376f015f8418397b4633fdb38e9b", size = 1358191, upload-time = "2026-09-02T15:50:29.237Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/38/2cf5d552de99e0e9804a16fea73e54d0a7382498adddf57c0f6dc09cbc70/ast_serialize-0.9.0-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:aed6e413c6c22a23c33c47a01dd2adce01d7a7ed408748e896903f47d0a1aa47", size = 1458944, upload-time = "2026-09-02T15:50:30.77Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/0b/5ef87adf955b6a027f616eb7b55f55a154c35ba600e9dd2d06ad2d30e5c2/ast_serialize-0.9.0-cp39-abi3-musllinux_1_2_armv7l.whl", hash = "sha256:871fb7c5b049897ee137b67efad7fe4545ad270f7eccd970da877833f8e63aa7", size = 1563421, upload-time = "2026-09-02T15:50:32.188Z" },
+    { url = "https://files.pythonhosted.org/packages/81/dd/9ced05a17feeb0f83e84010d80f5a1b7b7aa19e75f0376f4d3780803654c/ast_serialize-0.9.0-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:bb378efb5537b43f38660e2e6d6e138a40885cf191d43443bb3ff7ff47e9cd9b", size = 1558536, upload-time = "2026-09-02T15:50:33.861Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/8b/8ad486e44fc7081a2471055befc433dddc2e51c3a88dff141b3026f64602/ast_serialize-0.9.0-cp39-abi3-musllinux_1_2_ppc64le.whl", hash = "sha256:b373beff65b01fcffca5aaad3269ae629f3a998b09efdd3635e48039008a5dec", size = 1682749, upload-time = "2026-09-02T15:50:35.257Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/4c/7c282aba9cfb0b92d79fac45c04e4557d9a7f08d872e5a43577a50867e30/ast_serialize-0.9.0-cp39-abi3-musllinux_1_2_riscv64.whl", hash = "sha256:25c8d517c45cf2b1820fc2af6ac593783654818f79d05646d25d624360678a4e", size = 1482441, upload-time = "2026-09-02T15:50:37.319Z" },
+    { url = "https://files.pythonhosted.org/packages/a4/3a/e45914e8cad81b660915f3784d255460a6384183b76bfc2089fdd79ec7df/ast_serialize-0.9.0-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:1675dc46578298ae00936164a160997801a6ca2385913150d8d16df634296cf3", size = 1499042, upload-time = "2026-09-02T15:50:38.76Z" },
+    { url = "https://files.pythonhosted.org/packages/99/09/6988921dec19c810beef53539fec2e90ae551cd93853b3303a99fe45f772/ast_serialize-0.9.0-cp39-abi3-win32.whl", hash = "sha256:20fce3885eeff05a3d6afefa845c8168016e3ea1f6fc9cdc84c8db28b863a550", size = 1116391, upload-time = "2026-09-02T15:50:40.229Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/eb/839598a22a1f9af56d39e188451cad93dbcb0ce6539a45ac18fb8bf123fa/ast_serialize-0.9.0-cp39-abi3-win_amd64.whl", hash = "sha256:161914666a21d48b681982146ac0fa4086ef099d91c637cf595387f5f06aa099", size = 1156055, upload-time = "2026-09-02T15:50:42.05Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/45/c7cd8d36d3b506bbd02db5066fae3340284781168f0d08dac25deef5f69d/ast_serialize-0.9.0-cp39-abi3-win_arm64.whl", hash = "sha256:74473258a5c55855d5306c864a5c799fbff03a0f0ea1197346b2b5cc5b4ea48a", size = 1128237, upload-time = "2026-09-02T15:50:43.496Z" },
 ]
 
 [[package]]
@@ -278,6 +278,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/cc/61/d01fc49b8dea277640b55a9e15960dbca9fdc8c9fde18e572d39c59f4019/charset_normalizer-3.5.1-py3-none-any.whl", hash = "sha256:6df0ec430f9a831772c23ca5a224cba36517a58a84bb32c32bb59a9fa67c47f6", size = 68658, upload-time = "2026-08-15T08:20:43.306Z" },
 ]
 
+[[package]]
+name = "cloudpickle"
+version = "3.1.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/27/fb/576f067976d320f5f0114a8d9fa1215425441bb35627b1993e5afd8111e5/cloudpickle-3.1.2.tar.gz", hash = "sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414", size = 22330, upload-time = "2025-11-03T09:25:26.604Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/88/39/799be3f2f0f38cc727ee3b4f1445fe6d5e4133064ec2e4115069418a5bb6/cloudpickle-3.1.2-py3-none-any.whl", hash = "sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a", size = 22228, upload-time = "2025-11-03T09:25:25.534Z" },
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -511,11 +520,11 @@ wheels = [
 
 [[package]]
 name = "filelock"
-version = "3.32.4"
+version = "3.32.5"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/6d/30/03b03951873a1a0ffc7e8ca0e10c15597b59e8d0e39260704cd2ea087bc4/filelock-3.32.4.tar.gz", hash = "sha256:2bde2e4cf732e0153406d8a7bc80620ecf5e621fe0d25e41143c4e3b4733ff30", size = 222126, upload-time = "2026-08-23T17:37:55.363Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/0a/a0/50c2c0ce5e74d7721bbb1b19a26ebd339aac5878553a6e35308c2f31f935/filelock-3.32.5.tar.gz", hash = "sha256:f6a6a28f743f9b95ce19db5abe0f376f75eb56517dff21e1a4751e2657d3e83d", size = 222838, upload-time = "2026-08-31T18:56:34.729Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/01/a4/9b63d595d748e3aff8812b65eacc1a2c4bd90b7c2012e08e72373b4835eb/filelock-3.32.4-py3-none-any.whl", hash = "sha256:22e58ca3b1ae3b98993b762d7338367ae64fe50252bf78d59da3bfebcdf1cedd", size = 99864, upload-time = "2026-08-23T17:37:53.913Z" },
+    { url = "https://files.pythonhosted.org/packages/36/d2/b70a31e13d04456d28493f31d2aa087e99eeb2767ef0293b2625727ccb8c/filelock-3.32.5-py3-none-any.whl", hash = "sha256:142cd9fa77a872c5e78c62329a0d15278fadc686eb89e760017968961a4fd6b2", size = 100003, upload-time = "2026-08-31T18:56:33.078Z" },
 ]
 
 [[package]]
@@ -544,43 +553,59 @@ wheels = [
 
 [[package]]
 name = "fonttools"
-version = "4.63.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/84/69/c97f2c18e0db87d2c7b15da1974dace76ae938f1cfa22e2727a648b7ed43/fonttools-4.63.0.tar.gz", hash = "sha256:caeb583deeb5168e694b65cda8b4ee62abedfa66cf88488734466f2366b9c4e0", size = 3597189, upload-time = "2026-05-14T12:04:30.958Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/08/ef/b3c6b9b5be2f82416d73fe2ed2e96e2793cd80e7510bd6a17ca79cdd88ec/fonttools-4.63.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:37dd23e621e3b0aef1baa70a303b80aaf38449632cfc8fd2a55fb285bbccfc02", size = 2881131, upload-time = "2026-05-14T12:03:13.386Z" },
-    { url = "https://files.pythonhosted.org/packages/44/a0/c815bea63117fa63e4e1c01f8a1110d2112fa003f838e6467094ec2432ce/fonttools-4.63.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a9faff9e0c1f76f9fd55899d2ce785832efebab37eb8ae13995853aef178bef0", size = 2426704, upload-time = "2026-05-14T12:03:15.801Z" },
-    { url = "https://files.pythonhosted.org/packages/44/04/0b91d8e916e92ad1fac9e4624760baf0fd5ff2ead614c2f68fb21373f03f/fonttools-4.63.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ef3048ef05dbb552b89817713d9cac912e00d0fde4a3105c00d29e52e10c89af", size = 5044298, upload-time = "2026-05-14T12:03:18.085Z" },
-    { url = "https://files.pythonhosted.org/packages/77/c7/2342da9830e3e9d4870305ca5d2091d2a83284f2953079b7bdd3b5e029d8/fonttools-4.63.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:58dc6bb86a78d782f00f9190ca02c119cf5bbe2807536e361e18d42019f877d8", size = 4999800, upload-time = "2026-05-14T12:03:20.161Z" },
-    { url = "https://files.pythonhosted.org/packages/e6/6d/67fe16c48d7ce050979b33f47e0d28a318f02da030602e944c34f7a16ef3/fonttools-4.63.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ee08ebfa58f6e1aeff5697ab9582105bb620008c1caafb681e4c557e7483027b", size = 4982666, upload-time = "2026-05-14T12:03:22.87Z" },
-    { url = "https://files.pythonhosted.org/packages/f2/00/3bbab338c07c71fa56269953845e92c951a61457bbbb0f1022551ea266d9/fonttools-4.63.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:27fdc65af8da6f88b9c6121c47a464cbe359fcfff7ff6fc2d37a1f395d755b78", size = 5133598, upload-time = "2026-05-14T12:03:25.168Z" },
-    { url = "https://files.pythonhosted.org/packages/62/f2/aa27c7f98db5b064883dadcc5283947e81e034de42e22a33675878d98b54/fonttools-4.63.0-cp312-cp312-win32.whl", hash = "sha256:af2fd1664d00a397d75f806985ddb36282091c2131a73a6485c23b4a34722263", size = 2292575, upload-time = "2026-05-14T12:03:27.496Z" },
-    { url = "https://files.pythonhosted.org/packages/87/36/cccb9bc2a6ab63d1b2980374f0dca72ce95ae267c9b4cfe77455bb70d0d4/fonttools-4.63.0-cp312-cp312-win_amd64.whl", hash = "sha256:59ac449f8cca9b4ffa08d2e7bbadad87ce710d69d1eda5c3c1ce579baa987272", size = 2343211, upload-time = "2026-05-14T12:03:30.057Z" },
-    { url = "https://files.pythonhosted.org/packages/0f/8d/d8fec3dcde2963f8c908fb315e5ff2cd0ac34f82394bbbf73a2aa5145ce3/fonttools-4.63.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:cd7e9857e5e63738b9d9fd707bc1f59c8b09e5177726d23664db393c59bb08bd", size = 2876062, upload-time = "2026-05-14T12:03:32.554Z" },
-    { url = "https://files.pythonhosted.org/packages/ef/71/d935dc54e4ff121bfdd11e08702db63a7e6f25af21d8a3d7b7212df53641/fonttools-4.63.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:c2a2a42198b696a6f48fad91709afb55176e66a5e566131219dba372fb7f8c59", size = 2424594, upload-time = "2026-05-14T12:03:34.86Z" },
-    { url = "https://files.pythonhosted.org/packages/8e/40/e76320afa1df918e146155ef239b1719ee266092e96f5423bfd075affba1/fonttools-4.63.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1e874792a8212b44583ea02189d9e693906b2f78b261f372f95d6c563210ac1d", size = 5024840, upload-time = "2026-05-14T12:03:36.745Z" },
-    { url = "https://files.pythonhosted.org/packages/ce/36/0b805d8c485f872f65a509cbe3b58a5d0d17bee855333b54a150c79d3061/fonttools-4.63.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:22135da48a348785c5e2d5d2d9d6bec5ed44adacbaeb9db12d9493bf6c6bfa68", size = 4975801, upload-time = "2026-05-14T12:03:38.833Z" },
-    { url = "https://files.pythonhosted.org/packages/c8/26/2cee03d0aa083ab022da5c07aff9ed3f689da1defb81ad6917c9627896da/fonttools-4.63.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ccf41f2efdf56994d22d73bef4ced1052161958169428d06ba9724ea9e9a64be", size = 4965009, upload-time = "2026-05-14T12:03:41.494Z" },
-    { url = "https://files.pythonhosted.org/packages/7e/48/cc4b66d9058c0d0982c833fad10127c4b0e9324606aafa41382295ca4102/fonttools-4.63.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:9ced0bd02ac751dd6319b0da88aaef24414e3b0dbc32bb4f24944821a3741a27", size = 5105892, upload-time = "2026-05-14T12:03:43.525Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/1f/a98a30a814b9ddef3a2e706025f90b9e0bc94890e6cb15254bc86547d11a/fonttools-4.63.0-cp313-cp313-win32.whl", hash = "sha256:85be818f5506e8a7753153def2c9550178f0ecae6a47b5e0e8dbb23f7cc90380", size = 2291313, upload-time = "2026-05-14T12:03:45.594Z" },
-    { url = "https://files.pythonhosted.org/packages/92/46/5177b01f3b4abfdd4409f31cca4ab279c9343a26efbe9ec78c97fc612e02/fonttools-4.63.0-cp313-cp313-win_amd64.whl", hash = "sha256:ba04cb5891d4c0c21b6da95eda8d7b090021508a294fff33464fc7d241e0856b", size = 2342299, upload-time = "2026-05-14T12:03:47.414Z" },
-    { url = "https://files.pythonhosted.org/packages/27/d2/23d25e3f247b328be58d04a4c9f894178a0d1eda7d42867cfb388adaf416/fonttools-4.63.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:fd1e3094f42d806d3d7c79162fc59e5910fcbe3a7360c385b8da969bc4493745", size = 2875338, upload-time = "2026-05-14T12:03:50.052Z" },
-    { url = "https://files.pythonhosted.org/packages/cd/58/7dfa0c761cb3b2964e2a84c4dc986c926a87de0cb9fb60d5b28ded3f2914/fonttools-4.63.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:6e528da43bc3791085f8cb6141b1d13e459226790240340fcbb4625649238b03", size = 2422661, upload-time = "2026-05-14T12:03:52.154Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/87/64cfa18a7a1621d17b7f4502b2b0ed8a135a90c3db51ea590ee99043e76b/fonttools-4.63.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6b2248c5decb223562f7902ff6325077a073f608ee8e33e88ad88db734eb9f49", size = 5010526, upload-time = "2026-05-14T12:03:54.647Z" },
-    { url = "https://files.pythonhosted.org/packages/36/e1/a8933a72c45a87177fbde2696e0d0755c8c9062f8c077a961c6215fa27b1/fonttools-4.63.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:308f957cdeaf8abe4e5f2f124902ef405448af92c90f80e302a3b771c2e6116b", size = 4923946, upload-time = "2026-05-14T12:03:56.984Z" },
-    { url = "https://files.pythonhosted.org/packages/27/60/872e6e233b8c5e8b41413796ff18b7fe479661bd40147e071b450dfad7a1/fonttools-4.63.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:bf00f21eb5fb721dbaf73d1e9da6d02a1af7768f2ebcf9798be98beab8ba90f6", size = 4962489, upload-time = "2026-05-14T12:03:59.443Z" },
-    { url = "https://files.pythonhosted.org/packages/30/c4/83c24f2ec38b90cfda84bf4b1a1f49df80e84a1db4e7ac6e0d41bf23bc39/fonttools-4.63.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:c1aaa4b9c75798400ac043ce04d74e7830376c85095a5a6ed7cba2f17a266bf4", size = 5071870, upload-time = "2026-05-14T12:04:02.122Z" },
-    { url = "https://files.pythonhosted.org/packages/de/40/3ae22b60ff1d41ce0bd044b31238cdc72cef99f28b976f1e128ebd618c9b/fonttools-4.63.0-cp314-cp314-win32.whl", hash = "sha256:22693918177bd9ceabec4736d338045f357769416fc6b0b2508eefef75b08616", size = 2295026, upload-time = "2026-05-14T12:04:04.47Z" },
-    { url = "https://files.pythonhosted.org/packages/c3/d4/98078064ccc76b45cb0f6c002452011e93c4bd26f6850344f0951cc1fe89/fonttools-4.63.0-cp314-cp314-win_amd64.whl", hash = "sha256:7d782fac32985914c351556f68ac0855391572bcd87de50e05970d3cd4c96fc5", size = 2347454, upload-time = "2026-05-14T12:04:06.752Z" },
-    { url = "https://files.pythonhosted.org/packages/49/4e/652d1580c5f4e39f7d103b0c793e4773129ad633dce4addd0cf4dfebde02/fonttools-4.63.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:6db5140a60a5d731d21ec076745b40a310607731b0a565b50776393188649001", size = 2958152, upload-time = "2026-05-14T12:04:08.706Z" },
-    { url = "https://files.pythonhosted.org/packages/0e/55/ad864c9a9b219f552eb46b32cd7906c466e5a578ba0c3abfcc0fe7413eb6/fonttools-4.63.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:7d76edbff9014094dbf03bd2d074709dfa6ec7aba13d838c937a2b33d2d6a86e", size = 2460809, upload-time = "2026-05-14T12:04:10.783Z" },
-    { url = "https://files.pythonhosted.org/packages/ea/2b/0aa8db70f18cf52e49b4ed5ecec68547f981160bf5ded3b5aed6faa0a6f9/fonttools-4.63.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0eac00b9118c3c2f87d272e45341871c5b3066baa3c86897fa634a7c3fb59096", size = 5148649, upload-time = "2026-05-14T12:04:12.747Z" },
-    { url = "https://files.pythonhosted.org/packages/7f/63/18e4369c25043096f1048e0c9915951adc4f842bd81c6b18155824d6fa99/fonttools-4.63.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:51394295f1a51de8b5f30bdb1e1b9a4231536c7064ef5c6e211eec19fa36036f", size = 4932147, upload-time = "2026-05-14T12:04:14.806Z" },
-    { url = "https://files.pythonhosted.org/packages/a1/3f/67f3eac2ffd8a98446c5022f8ed3864eac878a5ff7af8df4c8286dba16cc/fonttools-4.63.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:9e12f105d2b6342c559c298afb674006bb2893afc7102dcf8a1b55b0486b4e40", size = 5027237, upload-time = "2026-05-14T12:04:17.675Z" },
-    { url = "https://files.pythonhosted.org/packages/1a/ba/4e6214cb38a7b04779e97bb7636de9a5c7f20af7018d03dee0b64c08510a/fonttools-4.63.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:796f27556dbe094c4824f75ca85267e4df776c79036c8441469a4df37038c196", size = 5053933, upload-time = "2026-05-14T12:04:20.818Z" },
-    { url = "https://files.pythonhosted.org/packages/34/3b/214dcc19ee31d3d38fb5ad2755c11ef0514e5dc300bbaf41c0b69f393799/fonttools-4.63.0-cp314-cp314t-win32.whl", hash = "sha256:948428a275741f0b64b113c955425a953314f4b9ab9997f73a72c83e68e569c8", size = 2359326, upload-time = "2026-05-14T12:04:24.22Z" },
-    { url = "https://files.pythonhosted.org/packages/dd/1e/3ff1a9b523058c2eeb6a9d50f5574e2a738200d0d94107d5bc4105e8da3f/fonttools-4.63.0-cp314-cp314t-win_amd64.whl", hash = "sha256:6d4741eb179121cab9eea4cb2393d24492373a260d7945006358c08cfbf45419", size = 2425829, upload-time = "2026-05-14T12:04:26.829Z" },
-    { url = "https://files.pythonhosted.org/packages/2c/47/c99d5268f354002ce80f8d029cd9d7d872969da1de8b93d32de4dc56d6f4/fonttools-4.63.0-py3-none-any.whl", hash = "sha256:445af2eab030a16b9171ea8bdda7ebf7d96bda2df88ee182a464252f6e05e20d", size = 1164562, upload-time = "2026-05-14T12:04:29.092Z" },
+version = "4.64.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/d4/41/0f072a712dc74496e03710e462a18a4cfd8a258ad055a4e22d28b43a7abd/fonttools-4.64.0.tar.gz", hash = "sha256:ecb2e59a7bc692fee64dda6010deb66222335693b30046f15cccf81233aa715f", size = 3664266, upload-time = "2026-08-31T15:44:33.685Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/82/23/4ea251977fef70ed14193785e1b2949355f1f5927dc0ef1dada675c0bbb2/fonttools-4.64.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:9ecb2b206b5b2386f6968721a0770226b66bdd54adc4279bfff3ddf62873eed8", size = 3095501, upload-time = "2026-08-31T15:42:44.299Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/32/943e9034f49797e1a25dbbd60c8047ce0c38c3585c5d1b2db38ce64059c5/fonttools-4.64.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:a8c631303bb1fd7be3067c47536a30ff1fcb4846d6008c112bc52a03f7cd6965", size = 2583091, upload-time = "2026-08-31T15:42:46.57Z" },
+    { url = "https://files.pythonhosted.org/packages/0a/4b/332cb3105d5d550cb5728e669151601c4f7698cbedafd134154eb806ef83/fonttools-4.64.0-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b2763e452b025ee8e990f0462e76052de9bb094ebc21d296f62c6dfe958886b4", size = 5423449, upload-time = "2026-08-31T15:42:48.615Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/8f/e5f2906ea833d362916c64a2f6b1922a07b19442744fd3cd89563f429bff/fonttools-4.64.0-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:66a83f93579fb3493e458c4449d1d566a7b2a1c7b19915cd0fa3c9b8b5a8540b", size = 5400981, upload-time = "2026-08-31T15:42:50.862Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/46/1b325ebb20aef8bb05f803052ea65931d73638ae3e0d02a6658e3d14e0f8/fonttools-4.64.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:cf67f96dc0bfe9607f5f2b734cedfbe2f6f995231adee4ccefa12872044d452d", size = 5359588, upload-time = "2026-08-31T15:42:53.341Z" },
+    { url = "https://files.pythonhosted.org/packages/8c/d3/ac56fa880e01339aa6ad0bcb457cc30bb4d6c5ca79922e1bd650e4a3a396/fonttools-4.64.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:6786bed88581e19bc4f28ea7a64ad531e8f54acf50327fddca942688824a60bd", size = 5520698, upload-time = "2026-08-31T15:42:55.919Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/40/1251fef04c308836a3a7db523703a7ca8ab010dc1e3b9a9bf08e0861c7a8/fonttools-4.64.0-cp312-cp312-win32.whl", hash = "sha256:da4c9bdeaf6b06c12d13d0addfc8ef15aa9695d26574a6dc10751258bef72f30", size = 2430689, upload-time = "2026-08-31T15:42:58.48Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/1c/ce0e89183c0235ff6cfbf0603d593023a5afa5333efb35ff569cc0be9ce2/fonttools-4.64.0-cp312-cp312-win_amd64.whl", hash = "sha256:06b6409b868494556a831ae33b2d9a090476c37516b38d70f45a9720b460d423", size = 2482071, upload-time = "2026-08-31T15:43:00.598Z" },
+    { url = "https://files.pythonhosted.org/packages/44/7b/49b0054a79b9ed918c018e70e09b56eb5678ee8b44e59e126c79de4d8d73/fonttools-4.64.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:9443eefff58aad558608f352092e1be6d278980e8c3b4e8621fcbfda97818500", size = 3092750, upload-time = "2026-08-31T15:43:02.705Z" },
+    { url = "https://files.pythonhosted.org/packages/83/e2/08e73bd2f6e6248f071d3e9debe4c2b4cecda3a7dc057c56b44e255421c3/fonttools-4.64.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:09657817b75575822bcd6098ef0ebf0386f34430839ee53109e70fd40a7f6539", size = 2583001, upload-time = "2026-08-31T15:43:04.923Z" },
+    { url = "https://files.pythonhosted.org/packages/2f/58/6dc0ff0963fc1e12f53bac59175617ec5927342ee7a4ffb871b44d56d81b/fonttools-4.64.0-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:7d7995b906666037d7114c20a5566a372902747452af7d5bd4cd6bca8f1a2550", size = 5392765, upload-time = "2026-08-31T15:43:07.096Z" },
+    { url = "https://files.pythonhosted.org/packages/7a/dd/4d3911049680da7b3aecf97cb5094e3a05554f5d94829358fc7664640456/fonttools-4.64.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2c42237b7e8c6813643e57d3efed3be094d4c06339dc2166b626e2cc5c12ee93", size = 5373969, upload-time = "2026-08-31T15:43:09.617Z" },
+    { url = "https://files.pythonhosted.org/packages/48/0a/a2cf94121fd3ca9166bdb4863f71d6db32a5606b223c81e2ba99832a0612/fonttools-4.64.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:498f02ea92c9ca18c0f9c581ea93184a9d56c25b0af14189b0767adaf34235d8", size = 5333854, upload-time = "2026-08-31T15:43:11.985Z" },
+    { url = "https://files.pythonhosted.org/packages/44/e2/632f4a8b94e6d7eea41e6d82f0ed337f64f5fb96f9910e2ac6b1689910e2/fonttools-4.64.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8252f20108e557532f91d7d6dd9af87c16ed6fa930f65516aa480fa2cfed3363", size = 5492828, upload-time = "2026-08-31T15:43:14.288Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/25/7fee1978fdedc1a2d978b76dddbea88785416f5774e7222327b867712d71/fonttools-4.64.0-cp313-cp313-win32.whl", hash = "sha256:45e3ecc3888f1637094fd75cd8fc727f3a4b06d1ddf89181126c071e244fd2a5", size = 2429011, upload-time = "2026-08-31T15:43:16.463Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/ed/bb1c217c9e1fbfa59f42b266af57df937a703882a73e59a309773752228f/fonttools-4.64.0-cp313-cp313-win_amd64.whl", hash = "sha256:e4812f71c39d77ec5041348dafa400532adf7bf8f1fffa9aa6495fce5876d7b8", size = 2480199, upload-time = "2026-08-31T15:43:18.774Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/0a/59b9074b8ab165cc28d3e08bcf7a8eff8e1dc5932a5a41c87b15952fa3af/fonttools-4.64.0-cp314-cp314-macosx_10_15_universal2.whl", hash = "sha256:6f1ce9ef9a1b13098efdc2e43a2ed96d9851bbde7b31c652a87552c4efe9b422", size = 3096790, upload-time = "2026-08-31T15:43:21.125Z" },
+    { url = "https://files.pythonhosted.org/packages/17/39/af1077a36feefe79f36d67d75aee637a96673c0a74eeb2c6f24266f5a20b/fonttools-4.64.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:83cc48d1411d2ff388dab99973dca81172cc9ceae9c9799da9548d494cfb38cb", size = 2584288, upload-time = "2026-08-31T15:43:23.148Z" },
+    { url = "https://files.pythonhosted.org/packages/00/c4/1ea58af0eb78264d28e5871bba0810bf0943cd93d641fdeae92553ad3410/fonttools-4.64.0-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e412767d1c9765cf1b82f7b00f1686c6ca5809ebb77af363b3f9f2325a465c01", size = 5378061, upload-time = "2026-08-31T15:43:25.193Z" },
+    { url = "https://files.pythonhosted.org/packages/93/99/5c7e36d770407b66f7fc8378d2bb47f1530d083d8b9247ff011ec9b4dd70/fonttools-4.64.0-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:b4a7af455ffed980925bc0ebf5b8d6239e6c3e797d9d755b6db192fb3080d614", size = 5319458, upload-time = "2026-08-31T15:43:27.696Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/09/89e8d600e92723309d4ddd3944c4ca565197a5df0236ae4115ccbe797375/fonttools-4.64.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:398b14f89ca950b288bd290875f07e4e10685644fa4ac668546fb107b1ada4d4", size = 5316656, upload-time = "2026-08-31T15:43:29.842Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/b3/56719ab37e1592ceac89724574146622bedec036a207be80f3c7b1c14cbe/fonttools-4.64.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:dc96150f99e05a317cb1f042b92c4cf8bc93cdb1f9f85717322e202ecdf2e505", size = 5448380, upload-time = "2026-08-31T15:43:32.311Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/b0/15951b7e3006073f3260da4f8983732d18903905cfe26daa5138a0bbf682/fonttools-4.64.0-cp314-cp314-win32.whl", hash = "sha256:1c3661324f3f0fa4539a32288a3e0711a5f3ccf020036e760bb558ae9811a16f", size = 2432778, upload-time = "2026-08-31T15:43:34.421Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/f3/0c97402b29411f4f6d31b32f2af5b4bcd5babe5a93c64558a8fd3654f140/fonttools-4.64.0-cp314-cp314-win_amd64.whl", hash = "sha256:043f6c572bf236f2a76e762c25f841daea11e8fc03e78088d7be66e0c5b4e4c0", size = 2485394, upload-time = "2026-08-31T15:43:36.506Z" },
+    { url = "https://files.pythonhosted.org/packages/00/da/82192c7bee5314f04129a068dddae11082a63295d4e3b5ce08657de96608/fonttools-4.64.0-cp314-cp314t-macosx_10_15_universal2.whl", hash = "sha256:4691a122b8c1d0d82d6e7510ce59d5c42146518240274b53e912e255573924f7", size = 3170118, upload-time = "2026-08-31T15:43:38.579Z" },
+    { url = "https://files.pythonhosted.org/packages/42/2d/0b4f608d754f625fecc7d94b3b26af6f65f6ab4527b386bb0c6141cdd9ea/fonttools-4.64.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:3200180abc69639483cf54a17cca2e13c31ede5f665979ea0a9c829d093f372f", size = 2617333, upload-time = "2026-08-31T15:43:40.934Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/df/9f7448c38dea05458acfee81c443b14ef97d6d66c636af053d41cf8a32dd/fonttools-4.64.0-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:53eee22af5b5a305c1ee2652955ed46b148e881456fcec1e7f0eb27f642f6bb4", size = 5542345, upload-time = "2026-08-31T15:43:43.114Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/e8/cbf4a81e8be322bc4bee4ba31cd33a7b6336ef8030fa13b53b3e9c09fbf9/fonttools-4.64.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:08f172961e11f4eb4f80f2f20049e09b0ea8e044fa6d456fed8346eb8588f360", size = 5349981, upload-time = "2026-08-31T15:43:45.363Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/dc/106fd9e93e962dbb60482d30c0913af3d108f5762429dfe93265a850bdc5/fonttools-4.64.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:6eae4376adb104c2acfa76fd9ea0cb12b572ca1d70eceac709871f638ff76e93", size = 5409249, upload-time = "2026-08-31T15:43:47.817Z" },
+    { url = "https://files.pythonhosted.org/packages/b0/2d/c7be990abf74c9c5c5367ae3dc65953ffce49fe00f62abd129cf725a2397/fonttools-4.64.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:2730946ca8f12c356bd98eb9b2b095c8e761ed05bed5afb0d5b380cebe4f6370", size = 5443781, upload-time = "2026-08-31T15:43:49.909Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/cc/bffec3dccb9e3f4f6097a2baedaef5a8dec2cb816522ee163e4bb7f54b44/fonttools-4.64.0-cp314-cp314t-win32.whl", hash = "sha256:d30c966bea2deffa19c738c81776f7182da5ccabd97e666bae4f3d6ba87341d9", size = 2466542, upload-time = "2026-08-31T15:43:52.088Z" },
+    { url = "https://files.pythonhosted.org/packages/96/49/e31f97dfc94e0648999f04bfccb37a97062d978f87df60654f496942c89f/fonttools-4.64.0-cp314-cp314t-win_amd64.whl", hash = "sha256:917fd520bb60809d83c14d43cfe48d5ad2516abaf2c073d65a431800dade2d29", size = 2516703, upload-time = "2026-08-31T15:43:53.954Z" },
+    { url = "https://files.pythonhosted.org/packages/fe/ec/e39b9e56db7dcc859983caa24cf2a36209dd71f6cc8ddbbf00d7342d7988/fonttools-4.64.0-cp315-cp315-macosx_10_15_universal2.whl", hash = "sha256:8dd18fdff0ac9759b8d67a714730abee07b2312e3656c20ba5affb0107094762", size = 3091150, upload-time = "2026-08-31T15:43:56.309Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/e1/3e6a409d6f99efb66c2f6d0a71986432ff9cc9aca0df9ff4a8bed1d850f6/fonttools-4.64.0-cp315-cp315-macosx_10_15_x86_64.whl", hash = "sha256:5af87d1a6d247d7467ee082ae977a5443b2c45f8cd4d59375b6daa38d523c2de", size = 2582833, upload-time = "2026-08-31T15:43:58.348Z" },
+    { url = "https://files.pythonhosted.org/packages/91/7e/e8aec0e6eaf93267450535c1be9c9ae63e1d9c49659c2ffdb52c19982114/fonttools-4.64.0-cp315-cp315-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:769fb64412ca237547ca73f111a64252d9e32c9d938bed51ed537bc9146a8f54", size = 5375327, upload-time = "2026-08-31T15:44:00.417Z" },
+    { url = "https://files.pythonhosted.org/packages/61/d1/fa9ce5c1c3c0ef858a2cbe5632e9b6b137deca010b28d5d9a677e4aa89a7/fonttools-4.64.0-cp315-cp315-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e662f874ab2c7da9861584db44a13573e0936df087215f63013138f6e5eba083", size = 5338647, upload-time = "2026-08-31T15:44:02.62Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/13/e4d4fa3c166f7f5a8f9b6403ad9dcb3887cd05f8b9d2638bd2b43d2889ef/fonttools-4.64.0-cp315-cp315-musllinux_1_2_aarch64.whl", hash = "sha256:2524a26f8fdb9051b0d778d052f5d238285ca9f91a7dc004514c7d6cf38d35f4", size = 5313557, upload-time = "2026-08-31T15:44:05.037Z" },
+    { url = "https://files.pythonhosted.org/packages/91/c8/5a352d69608ea7606f677080ede971090fc7340b9f143c0b4fa00cfbf63e/fonttools-4.64.0-cp315-cp315-musllinux_1_2_x86_64.whl", hash = "sha256:1e4e84b47839d35be24dbf476845a34f2ccf99707b66df125c1c414d3e86d25d", size = 5462363, upload-time = "2026-08-31T15:44:07.13Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/f1/b15b845f66b559a24a9c40859391bbd3048af3ac0fd04e45b57dca11c4c7/fonttools-4.64.0-cp315-cp315-win32.whl", hash = "sha256:be084d19a3ac0c8b2aba696680642d703118d3b1f18cf83f5b7dbaf0ffc62ab6", size = 2431682, upload-time = "2026-08-31T15:44:09.293Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/b2/909beff0d2e2e1adac896e36cff7f9d76fd154bcd57e303d8f09aee8f72b/fonttools-4.64.0-cp315-cp315-win_amd64.whl", hash = "sha256:de8acaa5f4160f537a3cf41b031171d51004b9f4aebfa6c194f18dffa9533d03", size = 2484393, upload-time = "2026-08-31T15:44:11.117Z" },
+    { url = "https://files.pythonhosted.org/packages/40/47/06a51becf651cc071daa88e18ecb9f45ace9e3a570d8191ed8b3cae353fa/fonttools-4.64.0-cp315-cp315t-macosx_10_15_universal2.whl", hash = "sha256:5b90ad6637237b636d15c9ae8b7c4a7a1c194f33def378677e468c13fd4542f8", size = 3162235, upload-time = "2026-08-31T15:44:13.182Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/96/8b3faf58fd7ec3bb11943126658ad15b3f385068b23248deffccf2327ac1/fonttools-4.64.0-cp315-cp315t-macosx_10_15_x86_64.whl", hash = "sha256:fa75c7970bc6bca340cc6e20f20f069201bfcb50094c31a536fd99724d1d01ca", size = 2613507, upload-time = "2026-08-31T15:44:15.123Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/3a/223d1437e72d79f1549be7bafb3cc08f397e1d9c354a241a8ec8573b7d33/fonttools-4.64.0-cp315-cp315t-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:236e59bc7e2a63557a4d7b013f9cb9e28d9aebc45bc09f85e545e6bf091db626", size = 5518005, upload-time = "2026-08-31T15:44:17.359Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/9f/6f1a4b40ae533b9e907b7e627e397be632d0d9fd6f6be7756cf458870279/fonttools-4.64.0-cp315-cp315t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:a515f664cad988f2295056833a59f62220bc3e46afdaffe389a29060f6712355", size = 5341654, upload-time = "2026-08-31T15:44:19.869Z" },
+    { url = "https://files.pythonhosted.org/packages/52/f6/9ca30ba98730a22b527bcc1e02034f0b13b3be2ede764bb0fe8b8e0408d6/fonttools-4.64.0-cp315-cp315t-musllinux_1_2_aarch64.whl", hash = "sha256:5bfdaada437e7730c17d366bd7bb8c4a16639963ddbfc1b2f302a68a17a290e7", size = 5385994, upload-time = "2026-08-31T15:44:21.979Z" },
+    { url = "https://files.pythonhosted.org/packages/09/27/baf1b61bff983bfec72cbb7b32162c4b68d76dc824aaaa48a1c26fa10b6b/fonttools-4.64.0-cp315-cp315t-musllinux_1_2_x86_64.whl", hash = "sha256:c60be0aed97a32c6ba8cee21f0d0477136e495451bd97910f589ac892db120d4", size = 5432407, upload-time = "2026-08-31T15:44:24.469Z" },
+    { url = "https://files.pythonhosted.org/packages/21/ff/2eab37d43f2e2ccc0993959d8f2605d9a68470082c592684ac98611ee70a/fonttools-4.64.0-cp315-cp315t-win32.whl", hash = "sha256:f8669ce37851b597d3435b91fefa51139e58d506ca449ca0e5bb68c63b8b6d2b", size = 2463614, upload-time = "2026-08-31T15:44:27.198Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/8d/8bdff3ea656592197c8ef5062774221885468ffa01d8b0dc782dae23a83a/fonttools-4.64.0-cp315-cp315t-win_amd64.whl", hash = "sha256:89356c0793b474af7e49ec90d39fb2363e2341516a90460e38231df5ebe8acd5", size = 2512422, upload-time = "2026-08-31T15:44:29.478Z" },
+    { url = "https://files.pythonhosted.org/packages/82/f8/7188153c4b265c899cd035de6a062677d51f67118a4ba640902bd9683e90/fonttools-4.64.0-py3-none-any.whl", hash = "sha256:4a05783ff54ce4c7a28f18e5772efdf63c219374bd9ffc55452182e1cef8be60", size = 1195327, upload-time = "2026-08-31T15:44:31.741Z" },
 ]
 
 [[package]]
@@ -706,11 +731,14 @@ wheels = [
 
 [[package]]
 name = "joblib"
-version = "1.5.3"
+version = "1.6.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/41/f2/d34e8b3a08a9cc79a50b2208a93dce981fe615b64d5a4d4abee421d898df/joblib-1.5.3.tar.gz", hash = "sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3", size = 331603, upload-time = "2025-12-15T08:41:46.427Z" }
+dependencies = [
+    { name = "cloudpickle" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d5/1d/537ab090f302b838943a1b56497dd53059b9a9b46a074936470173a2e207/joblib-1.6.0.tar.gz", hash = "sha256:2ccc96785b12046c08fd6d55839c12857831b54a3c1673ffadd2f04bfc4eda03", size = 327903, upload-time = "2026-08-31T09:39:04.122Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7b/91/984aca2ec129e2757d1e4e3c81c3fcda9d0f85b74670a094cc443d9ee949/joblib-1.5.3-py3-none-any.whl", hash = "sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713", size = 309071, upload-time = "2025-12-15T08:41:44.973Z" },
+    { url = "https://files.pythonhosted.org/packages/18/53/84099323c2ec4be98d935f63c033ac4151ee83836ca1050ede3b3aadf155/joblib-1.6.0-py3-none-any.whl", hash = "sha256:3dbbf9f6e4b592a2357b854608e980fe6390d131d7a82f011a377ef2ebef7aba", size = 306115, upload-time = "2026-08-31T09:39:02.298Z" },
 ]
 
 [[package]]
@@ -1461,11 +1489,11 @@ wheels = [
 
 [[package]]
 name = "platformdirs"
-version = "4.11.5"
+version = "4.11.7"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/ea/06/cf1564dcc2e2261c8c8c6c05628dc8b418943bdae2a4e58640ceb2f770fa/platformdirs-4.11.5.tar.gz", hash = "sha256:e8b31f4f8bcbbedef91a6b57a706255e4f148d2a4e01648382a0a47342539173", size = 34823, upload-time = "2026-08-27T21:36:37.46Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/69/b7/802a56eca9f2fac455b8bab5375a2647b0f0e14a2cd63ef077de3c4a7658/platformdirs-4.11.7.tar.gz", hash = "sha256:4f41487eeeeeb07f3a6625e61d9bc0ae6809f92d3386dbd74392fbb76108104d", size = 35127, upload-time = "2026-09-01T13:35:10.502Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c7/12/6f3fcd5067a9cbf4f8664b32957973498da8b083455203c8d9cab83a725c/platformdirs-4.11.5-py3-none-any.whl", hash = "sha256:89f8d42695853b89c7170bd49bc3dc593f98a71e695ede88e06a3b247bc4563b", size = 23900, upload-time = "2026-08-27T21:36:36.227Z" },
+    { url = "https://files.pythonhosted.org/packages/27/6e/80993e10a0482f630cef528635789233224f36b1ffd11592aa15d13ff9ce/platformdirs-4.11.7-py3-none-any.whl", hash = "sha256:8a02cb259042c79d1cd0450facc2fe6dc9d303ae7901afbe33bf8ea0b188cef6", size = 23938, upload-time = "2026-09-01T13:35:09.02Z" },
 ]
 
 [[package]]
@@ -2007,16 +2035,16 @@ wheels = [
 
 [[package]]
 name = "sphinxcontrib-mermaid"
-version = "2.1.0"
+version = "2.1.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jinja2" },
     { name = "pyyaml" },
     { name = "sphinx" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/07/9d/bf3a48a657682c7e0445c71d916bca7ab8194454276cc22b16e7f974e502/sphinxcontrib_mermaid-2.1.0.tar.gz", hash = "sha256:13c5f9ac395cb6abf403eca34e228dc9fb3a30c9d960dbf3e40e9a8cef969549", size = 21695, upload-time = "2026-07-18T23:08:11.265Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/8c/87/06537dff20aa57df2d0f2afa87edff4afa85dec6f57f03f7acc24f83ff88/sphinxcontrib_mermaid-2.1.1.tar.gz", hash = "sha256:f8d7f1b2f0ad69b7ebdd5cbf532fb4ee107893b5373bc2d0e9634089c0b2cfee", size = 22353, upload-time = "2026-09-01T16:10:23.671Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f3/bd/d3348d62296e73a91420f0edf671450c9003ecd8704da40b1e3d9b868459/sphinxcontrib_mermaid-2.1.0-py3-none-any.whl", hash = "sha256:417cd144ec4b28852f46ba653f02ce8e538881c812111671a4c30344e87f2112", size = 16190, upload-time = "2026-07-18T23:08:10.098Z" },
+    { url = "https://files.pythonhosted.org/packages/50/6a/5bf2222b8084c7a7bc3ec23d470c91e3e03e82e4ce0bbacaa61f456ce7c1/sphinxcontrib_mermaid-2.1.1-py3-none-any.whl", hash = "sha256:3b9ac1a8e0b5154dec3c0acf9b5c54dd9ba58540e416f20858c300814c25648f", size = 16368, upload-time = "2026-09-01T16:10:22.377Z" },
 ]
 
 [[package]]
@@ -2225,7 +2253,7 @@ wheels = [
 
 [[package]]
 name = "virtualenv"
-version = "21.7.7"
+version = "21.7.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "distlib" },
@@ -2233,9 +2261,9 @@ dependencies = [
     { name = "platformdirs" },
     { name = "python-discovery" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/79/41/c3f34799487924f2a6f43b8a8b7acd345a6c61aac2211d4bced8621ca4f1/virtualenv-21.7.7.tar.gz", hash = "sha256:6874376f99ba6b8d4e3ee8bde67f9285412400c7d5b29ba41ee6daa5e0221bdc", size = 5347022, upload-time = "2026-08-28T18:59:50.093Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/08/1c/69faa2e6a83484e2a8227bce5cfaa183941c5720f99c48f204931d286b07/virtualenv-21.7.8.tar.gz", hash = "sha256:1dc49c790072a9072cb1803f9bd62aa69cd583077cada32390f75505cdc64c9b", size = 5347580, upload-time = "2026-09-01T13:36:13.894Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/95/f8/dcec8dc767b812193316c7debed1e2b53e586e59c267bfe517688ff90275/virtualenv-21.7.7-py3-none-any.whl", hash = "sha256:67a6a68fef3ad8ca16b8b89f33fd8f97996cc0bf0db31629d07ecf8dec539a2c", size = 5324620, upload-time = "2026-08-28T18:59:48.056Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/34/88d507d4a4030fa559788de9c690a214f9a4053aa1d91cfb60e9b36127c2/virtualenv-21.7.8-py3-none-any.whl", hash = "sha256:3040eb3cbf5d32b10ffd57d167e6a162237ad82ba7d8cf1400a1efed593d85ac", size = 5324617, upload-time = "2026-09-01T13:36:11.248Z" },
 ]
 
 [[package]]

From 16d52e2c15320c152ce566251746fb38fa495a34 Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Thu, 3 Sep 2026 11:12:02 -0400
Subject: [PATCH 54/56] Touch up the sample script

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 README.md | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index c2c590899..bb82b76a9 100644
--- a/README.md
+++ b/README.md
@@ -169,18 +169,18 @@ logger = getLogger(__name__)
 
 # OPTION 1: build the config in code
 config = TemoaConfig(
-    scenario='zulu',
+    scenario="zulu",
     scenario_mode=TemoaMode.PERFECT_FORESIGHT,
-    time_sequencing='seasonal_timeslices',
-    input_database='tutorial_database.sqlite',
-    output_database='tutorial_database.sqlite',
-    solver_name='appsi_highs',
+    time_sequencing="seasonal_timeslices",
+    input_database="tutorial_database.sqlite",
+    output_database="tutorial_database.sqlite",
+    solver_name="appsi_highs",
     output_path=output_path,
     silent=False,
 )
 # OPTION 2: load the config from a file
 config = TemoaConfig.build_config(
-    config_file='tutorial_config.toml',
+    config_file=Path("tutorial_config.toml"),
     output_path=output_path,
     silent=False,
 )
@@ -192,10 +192,10 @@ solved_instance = ts.pf_solved_instance # solved Temoa instance with solution va
 solver_results = ts.pf_results # information from the solver
 
 # Example code usage of the solved instance and solver results
-logger.info(f"Solver results: {solver_results['solver']}")
+logger.info(f"Solver results: {solver_results["solver"]}")
 if check_optimal_termination(solver_results):
     logger.info(f"Model solved! Objective value: {value(solved_instance.total_cost):.2f}")
-    built_capacity = value(solved_instance.v_new_capacity['utopia', 'E51', 2010])
+    built_capacity = value(solved_instance.v_new_capacity["utopia", "E51", 2010])
     logger.info(f"Built {built_capacity:.2f} GW of storage in 2010")
 ```
 

From 62486557ef5331e306081f616d37f7235c430f5c Mon Sep 17 00:00:00 2001
From: Davey Elder <iandavidelder@gmail.com>
Date: Thu, 3 Sep 2026 15:22:17 -0400
Subject: [PATCH 55/56] Improve commenting

Signed-off-by: Davey Elder <iandavidelder@gmail.com>
---
 README.md | 7 ++++++-
 1 file changed, 6 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index bb82b76a9..55196dbe4 100644
--- a/README.md
+++ b/README.md
@@ -167,6 +167,10 @@ setup_logging(output_path, debug=False, silent=False)
 
 logger = getLogger(__name__)
 
+#  ======================================================================
+#  Choose ONE of the following two options for configuring the model run:
+#  ======================================================================
+
 # OPTION 1: build the config in code
 config = TemoaConfig(
     scenario="zulu",
@@ -186,8 +190,9 @@ config = TemoaConfig.build_config(
 )
 
 ts = TemoaSequencer(config=config)
-ts.start()
+ts.start() # TemoaSequencer runs the model and handles results
 
+# Results are saved to your output_database but can also be accessed in code, here
 solved_instance = ts.pf_solved_instance # solved Temoa instance with solution values
 solver_results = ts.pf_results # information from the solver
 

From 9c5a690db31c82a28af77b551b73ef8b975bba76 Mon Sep 17 00:00:00 2001
From: "pre-commit-ci[bot]"
 <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Date: Thu, 3 Sep 2026 20:36:08 +0000
Subject: [PATCH 56/56] [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci
---
 README.md | 28 ++++++++++++++--------------
 1 file changed, 14 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 55196dbe4..583035515 100644
--- a/README.md
+++ b/README.md
@@ -160,7 +160,7 @@ from temoa.core.modes import TemoaMode
 from temoa.cli import setup_logging
 from pyomo.environ import value, check_optimal_termination
 
-output_path = Path("output_files/my_run")
+output_path = Path('output_files/my_run')
 output_path.mkdir(parents=True, exist_ok=True)
 
 setup_logging(output_path, debug=False, silent=False)
@@ -173,35 +173,35 @@ logger = getLogger(__name__)
 
 # OPTION 1: build the config in code
 config = TemoaConfig(
-    scenario="zulu",
+    scenario='zulu',
     scenario_mode=TemoaMode.PERFECT_FORESIGHT,
-    time_sequencing="seasonal_timeslices",
-    input_database="tutorial_database.sqlite",
-    output_database="tutorial_database.sqlite",
-    solver_name="appsi_highs",
+    time_sequencing='seasonal_timeslices',
+    input_database='tutorial_database.sqlite',
+    output_database='tutorial_database.sqlite',
+    solver_name='appsi_highs',
     output_path=output_path,
     silent=False,
 )
 # OPTION 2: load the config from a file
 config = TemoaConfig.build_config(
-    config_file=Path("tutorial_config.toml"),
+    config_file=Path('tutorial_config.toml'),
     output_path=output_path,
     silent=False,
 )
 
 ts = TemoaSequencer(config=config)
-ts.start() # TemoaSequencer runs the model and handles results
+ts.start()  # TemoaSequencer runs the model and handles results
 
 # Results are saved to your output_database but can also be accessed in code, here
-solved_instance = ts.pf_solved_instance # solved Temoa instance with solution values
-solver_results = ts.pf_results # information from the solver
+solved_instance = ts.pf_solved_instance  # solved Temoa instance with solution values
+solver_results = ts.pf_results  # information from the solver
 
 # Example code usage of the solved instance and solver results
-logger.info(f"Solver results: {solver_results["solver"]}")
+logger.info(f'Solver results: {solver_results["solver"]}')
 if check_optimal_termination(solver_results):
-    logger.info(f"Model solved! Objective value: {value(solved_instance.total_cost):.2f}")
-    built_capacity = value(solved_instance.v_new_capacity["utopia", "E51", 2010])
-    logger.info(f"Built {built_capacity:.2f} GW of storage in 2010")
+    logger.info(f'Model solved! Objective value: {value(solved_instance.total_cost):.2f}')
+    built_capacity = value(solved_instance.v_new_capacity['utopia', 'E51', 2010])
+    logger.info(f'Built {built_capacity:.2f} GW of storage in 2010')
 ```
 
 ## Database Setup