From 5a582c08ce6882f901184bc7f25da744f1a46797 Mon Sep 17 00:00:00 2001
From: Graham Hukill <ghukill@gmail.com>
Date: Fri, 1 Aug 2025 14:06:07 -0400
Subject: [PATCH 1/4] Dependencies, formatting, and logging tweaks

---
 Makefile                     |   13 +-
 Pipfile.lock                 | 1099 ++++++++++++++++++----------------
 timdex_dataset_api/config.py |    7 +-
 3 files changed, 587 insertions(+), 532 deletions(-)

diff --git a/Makefile b/Makefile
index 9450197..c5882af 100644
--- a/Makefile
+++ b/Makefile
@@ -63,9 +63,10 @@ ruff-apply: # Resolve 'fixable errors' with 'ruff'
 ######################
 minio-start:
 	docker run \
-   -p 9000:9000 \
-   -p 9001:9001 \
-   -v $(MINIO_DATA):/data \
-   -e "MINIO_ROOT_USER=$(MINIO_USERNAME)" \
-   -e "MINIO_ROOT_PASSWORD=$(MINIO_PASSWORD)" \
-   quay.io/minio/minio server /data --console-address ":9001"
\ No newline at end of file
+	-d \
+	-p 9000:9000 \
+	-p 9001:9001 \
+	-v $(MINIO_DATA):/data \
+	-e "MINIO_ROOT_USER=$(MINIO_USERNAME)" \
+	-e "MINIO_ROOT_PASSWORD=$(MINIO_PASSWORD)" \
+	quay.io/minio/minio server /data --console-address ":9001"
\ No newline at end of file
diff --git a/Pipfile.lock b/Pipfile.lock
index b689e97..d2f717d 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -27,63 +27,63 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:2cb783c668ae4f2a86b6497b47251b9baf9a16db8fff863b57eae683276b9e1f",
-                "sha256:a9b4c7021bf5adee985523fc87db27a7200de161c094cb8f709b93a81797dc8a"
+                "sha256:959443055d2af676c336cc6033b3f870a8a924384b70d0b2905081d649378179",
+                "sha256:fc1b3ca3baf3d8820c6faddf47cbba8ad3cd16f8e8d7e2f76d304bf995932eb7"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==1.38.42"
+            "version": "==1.40.0"
         },
         "botocore": {
             "hashes": [
-                "sha256:3a14188e48f6e26be561164373d34150fa9cb39f7ad32cc745dcd3ab05f43683",
-                "sha256:fbbeac30c045b5c19f1c3bb063ea2b6315ce2d6fcb3d898e87d1c1846297961c"
+                "sha256:2063e6d035a6a382b2ae37e40f5144044e55d4e091910d0c9f1be3121ad3e4e6",
+                "sha256:850242560dc8e74d542045a81eb6cc15f1b730b4ba55ba5b30e6d686548dfcaf"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==1.38.42"
+            "version": "==1.40.0"
         },
         "duckdb": {
             "hashes": [
-                "sha256:13d20cb8248f36b999bd1cbdd63d9066d7beb40ce9e6c2040ef2d7c6947f2152",
-                "sha256:18f21142546edb5f935963f8f012b6569b978f398d48709da276b245ee4f5f4d",
-                "sha256:1ac996ac099f5d15468e33a93caf078da0fdace48c8a2c9af41e7bec766602f3",
-                "sha256:21440dd37f073944badd495c299c6d085cd133633450467ec420c71897ac1d5b",
-                "sha256:21da268355dfdf859b3d4db22180f7d5dd85a60517e077cb4158768cd5f0ee44",
-                "sha256:265979d57193fbeaf13b732a02ca9fadba76c694f2d63d87a7f136357f8c2dca",
-                "sha256:26944ff2c09749077ee63e5fec634da431b0b8eb7dd0d30c24fa7fe89ce70b66",
-                "sha256:27d775a5af405d1c228561830c8ccbe4e2832dafb4012f16c05fde1cde206dee",
-                "sha256:376193078285b243910b1239a927e271d12d9bf6358a6937d1f7af253cfef2b6",
-                "sha256:3eb045a9bf92da890d890cde2f676b3bda61b9de3b7dc46cbaaf75875b41e4b0",
-                "sha256:3ed9a942ba1167a51c0eb9f23c567051a51da4cbf920b3ac83fe63b010c4334c",
-                "sha256:57a2324f8206a52f5fd2b44f34c3746bed8bcd5e98b05b298e04fafbf30e5079",
-                "sha256:59121f0a8220b72050046a816e85e7464eb78e395f64118161b1115855284f87",
-                "sha256:591c9ca1b8dc591548bf56b2f18e26ca2339d7b95613009f6ba00af855210029",
-                "sha256:63e6757065ca24d327a9a8ebd7e0400ab3c73cd7f5876e75e9f49f3453aff793",
-                "sha256:663610b591ea6964f140441c81b718e745704cf098c540e905b200b9079e2a5c",
-                "sha256:67b1a3c9e2c3474991da97edfec0a89f382fef698d7f64b2d8d09006eaeeea24",
-                "sha256:72bbc8479c5d88e839a92c458c94c622f917ff0122853323728d6e25b0c3d4e1",
-                "sha256:73f389f9c713325a6994dd9e04a7fa23bd73e8387883f8086946a9d3a1dd70e1",
-                "sha256:77902954d15ba4aff92e82df700643b995c057f2d7d39af7ed226d8cceb9c2af",
-                "sha256:8321ecd3c6be22660ac7b48d1770781b2a9d22e3f961ad0bb9f851d4e109806c",
-                "sha256:833b3c0208c238aac0d9287fcaca93ea54b82deabd8d162a469bd9adb42a0453",
-                "sha256:8793b5abb365bbbf64ba3065f3a37951fe04f2d4506b0e24f3f8ecd08b3af4ba",
-                "sha256:87c99569274b453d8f9963e43fea74bc86901773fac945c1fe612c133a91e506",
-                "sha256:8bdd53e62917298208b7182d5fd1686a4caddc573dc1a95a58ca054105b23b38",
-                "sha256:8e101990a879533b1d33f003df2eb2a3c4bc7bdf976bd7ef7c32342047935327",
-                "sha256:937de83df6bbe4bee5830ce80f568d4c0ebf3ef5eb809db3343d2161e4f6e42b",
-                "sha256:a4d0019672cb3c1f2bbfceefdd23d14113472df3e70c5796866d6ba19a2c1575",
-                "sha256:b1d21f66e89100d7ae8353800d9525e5e24d19299b1fb099564d1106336dfdba",
-                "sha256:bf7d6884bfb67aef67aebb0bd2460ea1137c55b3fd8794a3530c653dbe0d4019",
-                "sha256:ccccc9dc9cb2269430fed29a2be8ff65a84d7b9e427548e02b5a8e1e1aacfa6d",
-                "sha256:d690576e8b4479b1e0c58cd8179f600f67af237ad31186fb10e867a02d4d66ff",
-                "sha256:ebfd06a746b0f8fb1e83bc79bfa29b4b4ebe8c095d1c790b88f4d60d58e0ebbd",
-                "sha256:f1d076b12f0d2a7f9090ad9e4057ac41af3e4785969e5997afd44922c7b141e0",
-                "sha256:f8a1ca3bbf84275ba4e0da2bccf6d43cb277a19af6f88fb86f98c33a98cce02e",
-                "sha256:fb86f0506d9e402187820030c71026b44138908feff2963ef4203f25d89296c0"
+                "sha256:003f7d36f0d8a430cb0e00521f18b7d5ee49ec98aaa541914c6d0e008c306f1a",
+                "sha256:07952ec6f45dd3c7db0f825d231232dc889f1f2490b97a4e9b7abb6830145a19",
+                "sha256:09b5fd8a112301096668903781ad5944c3aec2af27622bd80eae54149de42b42",
+                "sha256:0eb210cedf08b067fa90c666339688f1c874844a54708562282bc54b0189aac6",
+                "sha256:10cb87ad964b989175e7757d7ada0b1a7264b401a79be2f828cf8f7c366f7f95",
+                "sha256:11af73963ae174aafd90ea45fb0317f1b2e28a7f1d9902819d47c67cc957d49c",
+                "sha256:14676651b86f827ea10bf965eec698b18e3519fdc6266d4ca849f5af7a8c315e",
+                "sha256:186fc3f98943e97f88a1e501d5720b11214695571f2c74745d6e300b18bef80e",
+                "sha256:18862e3b8a805f2204543d42d5f103b629cb7f7f2e69f5188eceb0b8a023f0af",
+                "sha256:1c90646b52a0eccda1f76b10ac98b502deb9017569e84073da00a2ab97763578",
+                "sha256:1d57df2149d6e4e0bd5198689316c5e2ceec7f6ac0a9ec11bc2b216502a57b34",
+                "sha256:2455b1ffef4e3d3c7ef8b806977c0e3973c10ec85aa28f08c993ab7f2598e8dd",
+                "sha256:2a741eae2cf110fd2223eeebe4151e22c0c02803e1cfac6880dbe8a39fecab6a",
+                "sha256:3380aae1c4f2af3f37b0bf223fabd62077dd0493c84ef441e69b45167188e7b6",
+                "sha256:36abdfe0d1704fe09b08d233165f312dad7d7d0ecaaca5fb3bb869f4838a2d0b",
+                "sha256:4389fc3812e26977034fe3ff08d1f7dbfe6d2d8337487b4686f2b50e254d7ee3",
+                "sha256:45bea70b3e93c6bf766ce2f80fc3876efa94c4ee4de72036417a7bd1e32142fe",
+                "sha256:4732fb8cc60566b60e7e53b8c19972cb5ed12d285147a3063b16cc64a79f6d9f",
+                "sha256:4cdffb1e60defbfa75407b7f2ccc322f535fd462976940731dfd1644146f90c6",
+                "sha256:51e62541341ea1a9e31f0f1ade2496a39b742caf513bebd52396f42ddd6525a0",
+                "sha256:54f76c8b1e2a19dfe194027894209ce9ddb073fd9db69af729a524d2860e4680",
+                "sha256:6b7e6bb613b73745f03bff4bb412f362d4a1e158bdcb3946f61fd18e9e1a8ddf",
+                "sha256:72ca6143d23c0bf6426396400f01fcbe4785ad9ceec771bd9a4acc5b5ef9a075",
+                "sha256:75ed129761b6159f0b8eca4854e496a3c4c416e888537ec47ff8eb35fda2b667",
+                "sha256:84a19f185ee0c5bc66d95908c6be19103e184b743e594e005dee6f84118dc22c",
+                "sha256:875193ae9f718bc80ab5635435de5b313e3de3ec99420a9b25275ddc5c45ff58",
+                "sha256:97f7a22dcaa1cca889d12c3dc43a999468375cdb6f6fe56edf840e062d4a8293",
+                "sha256:9d0ae509713da3461c000af27496d5413f839d26111d2a609242d9d17b37d464",
+                "sha256:a3418c973b06ac4e97f178f803e032c30c9a9f56a3e3b43a866f33223dfbf60b",
+                "sha256:b3e519de5640e5671f1731b3ae6b496e0ed7e4de4a1c25c7a2f34c991ab64d71",
+                "sha256:b49a11afba36b98436db83770df10faa03ebded06514cb9b180b513d8be7f392",
+                "sha256:c658df8a1bc78704f702ad0d954d82a1edd4518d7a04f00027ec53e40f591ff5",
+                "sha256:cd3d717bf9c49ef4b1016c2216517572258fa645c2923e91c5234053defa3fb5",
+                "sha256:db256c206056468ae6a9e931776bdf7debaffc58e19a0ff4fa9e7e1e82d38b3b",
+                "sha256:e1872cf63aae28c3f1dc2e19b5e23940339fc39fb3425a06196c5d00a8d01040",
+                "sha256:e584f25892450757919639b148c2410402b17105bd404017a57fa9eec9c98919"
             ],
             "index": "pypi",
             "markers": "python_full_version >= '3.7.0'",
-            "version": "==1.3.1"
+            "version": "==1.3.2"
         },
         "jmespath": {
             "hashes": [
@@ -95,171 +95,182 @@
         },
         "numpy": {
             "hashes": [
-                "sha256:0025048b3c1557a20bc80d06fdeb8cc7fc193721484cca82b2cfa072fec71a93",
-                "sha256:010ce9b4f00d5c036053ca684c77441f2f2c934fd23bee058b4d6f196efd8280",
-                "sha256:0bb3a4a61e1d327e035275d2a993c96fa786e4913aa089843e6a2d9dd205c66a",
-                "sha256:0c4d9e0a8368db90f93bd192bfa771ace63137c3488d198ee21dfb8e7771916e",
-                "sha256:15aa4c392ac396e2ad3d0a2680c0f0dee420f9fed14eef09bdb9450ee6dcb7b7",
-                "sha256:18703df6c4a4fee55fd3d6e5a253d01c5d33a295409b03fda0c86b3ca2ff41a1",
-                "sha256:1ec9ae20a4226da374362cca3c62cd753faf2f951440b0e3b98e93c235441d2b",
-                "sha256:23ab05b2d241f76cb883ce8b9a93a680752fbfcbd51c50eff0b88b979e471d8c",
-                "sha256:25a1992b0a3fdcdaec9f552ef10d8103186f5397ab45e2d25f8ac51b1a6b97e8",
-                "sha256:2959d8f268f3d8ee402b04a9ec4bb7604555aeacf78b360dc4ec27f1d508177d",
-                "sha256:2a809637460e88a113e186e87f228d74ae2852a2e0c44de275263376f17b5bdc",
-                "sha256:2fb86b7e58f9ac50e1e9dd1290154107e47d1eef23a0ae9145ded06ea606f992",
-                "sha256:36890eb9e9d2081137bd78d29050ba63b8dab95dff7912eadf1185e80074b2a0",
-                "sha256:39bff12c076812595c3a306f22bfe49919c5513aa1e0e70fac756a0be7c2a2b8",
-                "sha256:467db865b392168ceb1ef1ffa6f5a86e62468c43e0cfb4ab6da667ede10e58db",
-                "sha256:4e602e1b8682c2b833af89ba641ad4176053aaa50f5cacda1a27004352dde943",
-                "sha256:5902660491bd7a48b2ec16c23ccb9124b8abfd9583c5fdfa123fe6b421e03de1",
-                "sha256:5ccb7336eaf0e77c1635b232c141846493a588ec9ea777a7c24d7166bb8533ae",
-                "sha256:5f1b8f26d1086835f442286c1d9b64bb3974b0b1e41bb105358fd07d20872952",
-                "sha256:6269b9edfe32912584ec496d91b00b6d34282ca1d07eb10e82dfc780907d6c2e",
-                "sha256:6ea9e48336a402551f52cd8f593343699003d2353daa4b72ce8d34f66b722070",
-                "sha256:762e0c0c6b56bdedfef9a8e1d4538556438288c4276901ea008ae44091954e29",
-                "sha256:7be91b2239af2658653c5bb6f1b8bccafaf08226a258caf78ce44710a0160d30",
-                "sha256:7dea630156d39b02a63c18f508f85010230409db5b2927ba59c8ba4ab3e8272e",
-                "sha256:867ef172a0976aaa1f1d1b63cf2090de8b636a7674607d514505fb7276ab08fc",
-                "sha256:8d5ee6eec45f08ce507a6570e06f2f879b374a552087a4179ea7838edbcbfa42",
-                "sha256:8e333040d069eba1652fb08962ec5b76af7f2c7bce1df7e1418c8055cf776f25",
-                "sha256:a5ee121b60aa509679b682819c602579e1df14a5b07fe95671c8849aad8f2115",
-                "sha256:a780033466159c2270531e2b8ac063704592a0bc62ec4a1b991c7c40705eb0e8",
-                "sha256:a894f3816eb17b29e4783e5873f92faf55b710c2519e5c351767c51f79d8526d",
-                "sha256:a8b740f5579ae4585831b3cf0e3b0425c667274f82a484866d2adf9570539369",
-                "sha256:ad506d4b09e684394c42c966ec1527f6ebc25da7f4da4b1b056606ffe446b8a3",
-                "sha256:afed2ce4a84f6b0fc6c1ce734ff368cbf5a5e24e8954a338f3bdffa0718adffb",
-                "sha256:b0b5397374f32ec0649dd98c652a1798192042e715df918c20672c62fb52d4b8",
-                "sha256:bada6058dd886061f10ea15f230ccf7dfff40572e99fef440a4a857c8728c9c0",
-                "sha256:c4913079974eeb5c16ccfd2b1f09354b8fed7e0d6f2cab933104a09a6419b1ee",
-                "sha256:c5bdf2015ccfcee8253fb8be695516ac4457c743473a43290fd36eba6a1777eb",
-                "sha256:c6e0bf9d1a2f50d2b65a7cf56db37c095af17b59f6c132396f7c6d5dd76484df",
-                "sha256:ce2ce9e5de4703a673e705183f64fd5da5bf36e7beddcb63a25ee2286e71ca48",
-                "sha256:cfecc7822543abdea6de08758091da655ea2210b8ffa1faf116b940693d3df76",
-                "sha256:d4580adadc53311b163444f877e0789f1c8861e2698f6b2a4ca852fda154f3ff",
-                "sha256:d70f20df7f08b90a2062c1f07737dd340adccf2068d0f1b9b3d56e2038979fee",
-                "sha256:e344eb79dab01f1e838ebb67aab09965fb271d6da6b00adda26328ac27d4a66e",
-                "sha256:e610832418a2bc09d974cc9fecebfa51e9532d6190223bc5ef6a7402ebf3b5cb",
-                "sha256:e772dda20a6002ef7061713dc1e2585bc1b534e7909b2030b5a46dae8ff077ab",
-                "sha256:e7cbf5a5eafd8d230a3ce356d892512185230e4781a361229bd902ff403bc660",
-                "sha256:eabd7e8740d494ce2b4ea0ff05afa1b7b291e978c0ae075487c51e8bd93c0c68",
-                "sha256:ebb8603d45bc86bbd5edb0d63e52c5fd9e7945d3a503b77e486bd88dde67a19b",
-                "sha256:ec0bdafa906f95adc9a0c6f26a4871fa753f25caaa0e032578a30457bff0af6a",
-                "sha256:eccb9a159db9aed60800187bc47a6d3451553f0e1b08b068d8b277ddfbb9b244",
-                "sha256:ee8340cb48c9b7a5899d1149eece41ca535513a9698098edbade2a8e7a84da77"
+                "sha256:07b62978075b67eee4065b166d000d457c82a1efe726cce608b9db9dd66a73a5",
+                "sha256:087ffc25890d89a43536f75c5fe8770922008758e8eeeef61733957041ed2f9b",
+                "sha256:092aeb3449833ea9c0bf0089d70c29ae480685dd2377ec9cdbbb620257f84631",
+                "sha256:095737ed986e00393ec18ec0b21b47c22889ae4b0cd2d5e88342e08b01141f58",
+                "sha256:0a4f2021a6da53a0d580d6ef5db29947025ae8b35b3250141805ea9a32bbe86b",
+                "sha256:103ea7063fa624af04a791c39f97070bf93b96d7af7eb23530cd087dc8dbe9dc",
+                "sha256:11e58218c0c46c80509186e460d79fbdc9ca1eb8d8aee39d8f2dc768eb781089",
+                "sha256:122bf5ed9a0221b3419672493878ba4967121514b1d7d4656a7580cd11dddcbf",
+                "sha256:14a91ebac98813a49bc6aa1a0dfc09513dcec1d97eaf31ca21a87221a1cdcb15",
+                "sha256:1f91e5c028504660d606340a084db4b216567ded1056ea2b4be4f9d10b67197f",
+                "sha256:20b8200721840f5621b7bd03f8dcd78de33ec522fc40dc2641aa09537df010c3",
+                "sha256:240259d6564f1c65424bcd10f435145a7644a65a6811cfc3201c4a429ba79170",
+                "sha256:2738534837c6a1d0c39340a190177d7d66fdf432894f469728da901f8f6dc910",
+                "sha256:27c9f90e7481275c7800dc9c24b7cc40ace3fdb970ae4d21eaff983a32f70c91",
+                "sha256:293b2192c6bcce487dbc6326de5853787f870aeb6c43f8f9c6496db5b1781e45",
+                "sha256:2c3271cc4097beb5a60f010bcc1cc204b300bb3eafb4399376418a83a1c6373c",
+                "sha256:2f4f0215edb189048a3c03bd5b19345bdfa7b45a7a6f72ae5945d2a28272727f",
+                "sha256:3dcf02866b977a38ba3ec10215220609ab9667378a9e2150615673f3ffd6c73b",
+                "sha256:4209f874d45f921bde2cff1ffcd8a3695f545ad2ffbef6d3d3c6768162efab89",
+                "sha256:448a66d052d0cf14ce9865d159bfc403282c9bc7bb2a31b03cc18b651eca8b1a",
+                "sha256:4ae6863868aaee2f57503c7a5052b3a2807cf7a3914475e637a0ecd366ced220",
+                "sha256:4d002ecf7c9b53240be3bb69d80f86ddbd34078bae04d87be81c1f58466f264e",
+                "sha256:4e6ecfeddfa83b02318f4d84acf15fbdbf9ded18e46989a15a8b6995dfbf85ab",
+                "sha256:508b0eada3eded10a3b55725b40806a4b855961040180028f52580c4729916a2",
+                "sha256:546aaf78e81b4081b2eba1d105c3b34064783027a06b3ab20b6eba21fb64132b",
+                "sha256:572d5512df5470f50ada8d1972c5f1082d9a0b7aa5944db8084077570cf98370",
+                "sha256:5ad4ebcb683a1f99f4f392cc522ee20a18b2bb12a2c1c42c3d48d5a1adc9d3d2",
+                "sha256:66459dccc65d8ec98cc7df61307b64bf9e08101f9598755d42d8ae65d9a7a6ee",
+                "sha256:6936aff90dda378c09bea075af0d9c675fe3a977a9d2402f95a87f440f59f619",
+                "sha256:69779198d9caee6e547adb933941ed7520f896fd9656834c300bdf4dd8642712",
+                "sha256:6f1ae3dcb840edccc45af496f312528c15b1f79ac318169d094e85e4bb35fdf1",
+                "sha256:71669b5daae692189540cffc4c439468d35a3f84f0c88b078ecd94337f6cb0ec",
+                "sha256:72c6df2267e926a6d5286b0a6d556ebe49eae261062059317837fda12ddf0c1a",
+                "sha256:72dbebb2dcc8305c431b2836bcc66af967df91be793d63a24e3d9b741374c450",
+                "sha256:754d6755d9a7588bdc6ac47dc4ee97867271b17cee39cb87aef079574366db0a",
+                "sha256:76c3e9501ceb50b2ff3824c3589d5d1ab4ac857b0ee3f8f49629d0de55ecf7c2",
+                "sha256:7a0e27186e781a69959d0230dd9909b5e26024f8da10683bd6344baea1885168",
+                "sha256:7d6e390423cc1f76e1b8108c9b6889d20a7a1f59d9a60cac4a050fa734d6c1e2",
+                "sha256:8145dd6d10df13c559d1e4314df29695613575183fa2e2d11fac4c208c8a1f73",
+                "sha256:8446acd11fe3dc1830568c941d44449fd5cb83068e5c70bd5a470d323d448296",
+                "sha256:852ae5bed3478b92f093e30f785c98e0cb62fa0a939ed057c31716e18a7a22b9",
+                "sha256:87c930d52f45df092f7578889711a0768094debf73cfcde105e2d66954358125",
+                "sha256:8b1224a734cd509f70816455c3cffe13a4f599b1bf7130f913ba0e2c0b2006c0",
+                "sha256:8dc082ea901a62edb8f59713c6a7e28a85daddcb67454c839de57656478f5b19",
+                "sha256:906a30249315f9c8e17b085cc5f87d3f369b35fedd0051d4a84686967bdbbd0b",
+                "sha256:938065908d1d869c7d75d8ec45f735a034771c6ea07088867f713d1cd3bbbe4f",
+                "sha256:9c144440db4bf3bb6372d2c3e49834cc0ff7bb4c24975ab33e01199e645416f2",
+                "sha256:9e196ade2400c0c737d93465327d1ae7c06c7cb8a1756121ebf54b06ca183c7f",
+                "sha256:a3ef07ec8cbc8fc9e369c8dcd52019510c12da4de81367d8b20bc692aa07573a",
+                "sha256:a7af9ed2aa9ec5950daf05bb11abc4076a108bd3c7db9aa7251d5f107079b6a6",
+                "sha256:a9f66e7d2b2d7712410d3bc5684149040ef5f19856f20277cd17ea83e5006286",
+                "sha256:aa098a5ab53fa407fded5870865c6275a5cd4101cfdef8d6fafc48286a96e981",
+                "sha256:af58de8745f7fa9ca1c0c7c943616c6fe28e75d0c81f5c295810e3c83b5be92f",
+                "sha256:b05a89f2fb84d21235f93de47129dd4f11c16f64c87c33f5e284e6a3a54e43f2",
+                "sha256:b5e40e80299607f597e1a8a247ff8d71d79c5b52baa11cc1cce30aa92d2da6e0",
+                "sha256:b9d0878b21e3918d76d2209c924ebb272340da1fb51abc00f986c258cd5e957b",
+                "sha256:bc3186bea41fae9d8e90c2b4fb5f0a1f5a690682da79b92574d63f56b529080b",
+                "sha256:c63d95dc9d67b676e9108fe0d2182987ccb0f11933c1e8959f42fa0da8d4fa56",
+                "sha256:c771cfac34a4f2c0de8e8c97312d07d64fd8f8ed45bc9f5726a7e947270152b5",
+                "sha256:c8d9727f5316a256425892b043736d63e89ed15bbfe6556c5ff4d9d4448ff3b3",
+                "sha256:cbc95b3813920145032412f7e33d12080f11dc776262df1712e1638207dde9e8",
+                "sha256:cefc2219baa48e468e3db7e706305fcd0c095534a192a08f31e98d83a7d45fb0",
+                "sha256:d95f59afe7f808c103be692175008bab926b59309ade3e6d25009e9a171f7036",
+                "sha256:dd937f088a2df683cbb79dda9a772b62a3e5a8a7e76690612c2737f38c6ef1b6",
+                "sha256:de6ea4e5a65d5a90c7d286ddff2b87f3f4ad61faa3db8dabe936b34c2275b6f8",
+                "sha256:e0486a11ec30cdecb53f184d496d1c6a20786c81e55e41640270130056f8ee48",
+                "sha256:ee807923782faaf60d0d7331f5e86da7d5e3079e28b291973c545476c2b00d07",
+                "sha256:efc81393f25f14d11c9d161e46e6ee348637c0a1e8a54bf9dedc472a3fae993b",
+                "sha256:f0a1a8476ad77a228e41619af2fa9505cf69df928e9aaa165746584ea17fed2b",
+                "sha256:f75018be4980a7324edc5930fe39aa391d5734531b1926968605416ff58c332d",
+                "sha256:f92d6c2a8535dc4fe4419562294ff957f83a16ebdec66df0805e473ffaad8bd0",
+                "sha256:fb1752a3bb9a3ad2d6b090b88a9a0ae1cd6f004ef95f75825e2f382c183b2097",
+                "sha256:fc927d7f289d14f5e037be917539620603294454130b6de200091e23d27dc9be",
+                "sha256:fed5527c4cf10f16c6d0b6bee1f89958bccb0ad2522c8cadc2efd318bcd545f5"
             ],
             "markers": "python_version >= '3.11'",
-            "version": "==2.3.1"
+            "version": "==2.3.2"
         },
         "pandas": {
             "hashes": [
-                "sha256:034abd6f3db8b9880aaee98f4f5d4dbec7c4829938463ec046517220b2f8574e",
-                "sha256:094e271a15b579650ebf4c5155c05dcd2a14fd4fdd72cf4854b2f7ad31ea30be",
-                "sha256:14a0cc77b0f089d2d2ffe3007db58f170dae9b9f54e569b299db871a3ab5bf46",
-                "sha256:1a881bc1309f3fce34696d07b00f13335c41f5f5a8770a33b09ebe23261cfc67",
-                "sha256:1d2b33e68d0ce64e26a4acc2e72d747292084f4e8db4c847c6f5f6cbe56ed6d8",
-                "sha256:213cd63c43263dbb522c1f8a7c9d072e25900f6975596f883f4bebd77295d4f3",
-                "sha256:23c2b2dc5213810208ca0b80b8666670eb4660bbfd9d45f58592cc4ddcfd62e1",
-                "sha256:2c7e2fc25f89a49a11599ec1e76821322439d90820108309bf42130d2f36c983",
-                "sha256:2eb4728a18dcd2908c7fccf74a982e241b467d178724545a48d0caf534b38ebf",
-                "sha256:34600ab34ebf1131a7613a260a61dbe8b62c188ec0ea4c296da7c9a06b004133",
-                "sha256:39ff73ec07be5e90330cc6ff5705c651ace83374189dcdcb46e6ff54b4a72cd6",
-                "sha256:404d681c698e3c8a40a61d0cd9412cc7364ab9a9cc6e144ae2992e11a2e77a20",
-                "sha256:40cecc4ea5abd2921682b57532baea5588cc5f80f0231c624056b146887274d2",
-                "sha256:430a63bae10b5086995db1b02694996336e5a8ac9a96b4200572b413dfdfccb9",
-                "sha256:4930255e28ff5545e2ca404637bcc56f031893142773b3468dc021c6c32a1390",
-                "sha256:6021910b086b3ca756755e86ddc64e0ddafd5e58e076c72cb1585162e5ad259b",
-                "sha256:625466edd01d43b75b1883a64d859168e4556261a5035b32f9d743b67ef44634",
-                "sha256:75651c14fde635e680496148a8526b328e09fe0572d9ae9b638648c46a544ba3",
-                "sha256:84141f722d45d0c2a89544dd29d35b3abfc13d2250ed7e68394eda7564bd6324",
-                "sha256:8adff9f138fc614347ff33812046787f7d43b3cef7c0f0171b3340cae333f6ca",
-                "sha256:951805d146922aed8357e4cc5671b8b0b9be1027f0619cea132a9f3f65f2f09c",
-                "sha256:9efc0acbbffb5236fbdf0409c04edce96bec4bdaa649d49985427bd1ec73e085",
-                "sha256:9ff730713d4c4f2f1c860e36c005c7cefc1c7c80c21c0688fd605aa43c9fcf09",
-                "sha256:a6872d695c896f00df46b71648eea332279ef4077a409e2fe94220208b6bb675",
-                "sha256:b198687ca9c8529662213538a9bb1e60fa0bf0f6af89292eb68fea28743fcd5a",
-                "sha256:b9d8c3187be7479ea5c3d30c32a5d73d62a621166675063b2edd21bc47614027",
-                "sha256:ba24af48643b12ffe49b27065d3babd52702d95ab70f50e1b34f71ca703e2c0d",
-                "sha256:bb32dc743b52467d488e7a7c8039b821da2826a9ba4f85b89ea95274f863280f",
-                "sha256:bb3be958022198531eb7ec2008cfc78c5b1eed51af8600c6c5d9160d89d8d249",
-                "sha256:bf5be867a0541a9fb47a4be0c5790a4bccd5b77b92f0a59eeec9375fafc2aa14",
-                "sha256:c06f6f144ad0a1bf84699aeea7eff6068ca5c63ceb404798198af7eb86082e33",
-                "sha256:c6da97aeb6a6d233fb6b17986234cc723b396b50a3c6804776351994f2a658fd",
-                "sha256:e0f51973ba93a9f97185049326d75b942b9aeb472bec616a129806facb129ebb",
-                "sha256:e1991bbb96f4050b09b5f811253c4f3cf05ee89a589379aa36cd623f21a31d6f",
-                "sha256:e5f08eb9a445d07720776df6e641975665c9ea12c9d8a331e0f6890f2dcd76ef",
-                "sha256:e78ad363ddb873a631e92a3c063ade1ecfb34cae71e9a2be6ad100f875ac1042",
-                "sha256:ed16339bc354a73e0a609df36d256672c7d296f3f767ac07257801aa064ff73c",
-                "sha256:f4dd97c19bd06bc557ad787a15b6489d2614ddaab5d104a0310eb314c724b2d2",
-                "sha256:f925f1ef673b4bd0271b1809b72b3270384f2b7d9d14a189b12b7fc02574d575",
-                "sha256:f95a2aef32614ed86216d3c450ab12a4e82084e8102e355707a1d96e33d51c34",
-                "sha256:fa07e138b3f6c04addfeaf56cc7fdb96c3b68a3fe5e5401251f231fce40a0d7a",
-                "sha256:fa35c266c8cd1a67d75971a1912b185b492d257092bdd2709bbdebe574ed228d"
+                "sha256:025e92411c16cbe5bb2a4abc99732a6b132f439b8aab23a59fa593eb00704232",
+                "sha256:09e3b1587f0f3b0913e21e8b32c3119174551deb4a4eba4a89bc7377947977e7",
+                "sha256:0a95b9ac964fe83ce317827f80304d37388ea77616b1425f0ae41c9d2d0d7bb2",
+                "sha256:0f951fbb702dacd390561e0ea45cdd8ecfa7fb56935eb3dd78e306c19104b9b0",
+                "sha256:1b916a627919a247d865aed068eb65eb91a344b13f5b57ab9f610b7716c92de1",
+                "sha256:1c78cf43c8fde236342a1cb2c34bcff89564a7bfed7e474ed2fffa6aed03a956",
+                "sha256:1d12f618d80379fde6af007f65f0c25bd3e40251dbd1636480dfffce2cf1e6da",
+                "sha256:22c2e866f7209ebc3a8f08d75766566aae02bcc91d196935a1d9e59c7b990ac9",
+                "sha256:2323294c73ed50f612f67e2bf3ae45aea04dce5690778e08a09391897f35ff88",
+                "sha256:2b0540963d83431f5ce8870ea02a7430adca100cec8a050f0811f8e31035541b",
+                "sha256:2ba6aff74075311fc88504b1db890187a3cd0f887a5b10f5525f8e2ef55bfdb9",
+                "sha256:2eb789ae0274672acbd3c575b0598d213345660120a257b47b5dafdc618aec83",
+                "sha256:2f4d6feeba91744872a600e6edbbd5b033005b431d5ae8379abee5bcfa479fab",
+                "sha256:342e59589cc454aaff7484d75b816a433350b3d7964d7847327edda4d532a2e3",
+                "sha256:3462c3735fe19f2638f2c3a40bd94ec2dc5ba13abbb032dd2fa1f540a075509d",
+                "sha256:3583d348546201aff730c8c47e49bc159833f971c2899d6097bce68b9112a4f1",
+                "sha256:4645f770f98d656f11c69e81aeb21c6fca076a44bed3dcbb9396a4311bc7f6d8",
+                "sha256:4d544806b485ddf29e52d75b1f559142514e60ef58a832f74fb38e48d757b299",
+                "sha256:56a342b231e8862c96bdb6ab97170e203ce511f4d0429589c8ede1ee8ece48b8",
+                "sha256:5db9637dbc24b631ff3707269ae4559bce4b7fd75c1c4d7e13f40edc42df4444",
+                "sha256:689968e841136f9e542020698ee1c4fbe9caa2ed2213ae2388dc7b81721510d3",
+                "sha256:6de8547d4fdb12421e2d047a2c446c623ff4c11f47fddb6b9169eb98ffba485a",
+                "sha256:6f3bf5ec947526106399a9e1d26d40ee2b259c66422efdf4de63c848492d91bb",
+                "sha256:782647ddc63c83133b2506912cc6b108140a38a37292102aaa19c81c83db2928",
+                "sha256:7dcb79bf373a47d2a40cf7232928eb7540155abbc460925c2c96d2d30b006eb4",
+                "sha256:8dfc17328e8da77be3cf9f47509e5637ba8f137148ed0e9b5241e1baf526e20a",
+                "sha256:9026bd4a80108fac2239294a15ef9003c4ee191a0f64b90f170b40cfb7cf2d22",
+                "sha256:911580460fc4884d9b05254b38a6bfadddfcc6aaef856fb5859e7ca202e45275",
+                "sha256:98bcc8b5bf7afed22cc753a28bc4d9e26e078e777066bc53fac7904ddef9a678",
+                "sha256:9b7ff55f31c4fcb3e316e8f7fa194566b286d6ac430afec0d461163312c5841e",
+                "sha256:ac942bfd0aca577bef61f2bc8da8147c4ef6879965ef883d8e8d5d2dc3e744b8",
+                "sha256:b3cd4273d3cb3707b6fffd217204c52ed92859533e31dc03b7c5008aa933aaab",
+                "sha256:b4b0de34dc8499c2db34000ef8baad684cfa4cbd836ecee05f323ebfba348c7d",
+                "sha256:ca7ed14832bce68baef331f4d7f294411bed8efd032f8109d690df45e00c4679",
+                "sha256:cd05b72ec02ebfb993569b4931b2e16fbb4d6ad6ce80224a3ee838387d83a191",
+                "sha256:dd71c47a911da120d72ef173aeac0bf5241423f9bfea57320110a978457e069e",
+                "sha256:e5635178b387bd2ba4ac040f82bc2ef6e6b500483975c4ebacd34bec945fda12",
+                "sha256:e6723a27ad7b244c0c79d8e7007092d7c8f0f11305770e2f4cd778b3ad5f9f85",
+                "sha256:ec6c851509364c59a5344458ab935e6451b31b818be467eb24b0fe89bd05b6b9",
+                "sha256:fe37e757f462d31a9cd7580236a82f353f5713a80e059a29753cf938c6775d96",
+                "sha256:fe67dc676818c186d5a3d5425250e40f179c2a89145df477dd82945eaea89e97",
+                "sha256:fe7317f578c6a153912bd2292f02e40c1d8f253e93c599e82620c7f69755c74f"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==2.3.0"
+            "version": "==2.3.1"
         },
         "pyarrow": {
             "hashes": [
-                "sha256:00138f79ee1b5aca81e2bdedb91e3739b987245e11fa3c826f9e57c5d102fb75",
-                "sha256:11529a2283cb1f6271d7c23e4a8f9f8b7fd173f7360776b668e509d712a02eec",
-                "sha256:15aa1b3b2587e74328a730457068dc6c89e6dcbf438d4369f572af9d320a25ee",
-                "sha256:1bcbe471ef3349be7714261dea28fe280db574f9d0f77eeccc195a2d161fd861",
-                "sha256:204a846dca751428991346976b914d6d2a82ae5b8316a6ed99789ebf976551e6",
-                "sha256:211d5e84cecc640c7a3ab900f930aaff5cd2702177e0d562d426fb7c4f737781",
-                "sha256:24ca380585444cb2a31324c546a9a56abbe87e26069189e14bdba19c86c049f0",
-                "sha256:2c3a01f313ffe27ac4126f4c2e5ea0f36a5fc6ab51f8726cf41fee4b256680bd",
-                "sha256:30b3051b7975801c1e1d387e17c588d8ab05ced9b1e14eec57915f79869b5031",
-                "sha256:3346babb516f4b6fd790da99b98bed9708e3f02e734c84971faccb20736848dc",
-                "sha256:3e1f8a47f4b4ae4c69c4d702cfbdfe4d41e18e5c7ef6f1bb1c50918c1e81c57b",
-                "sha256:4250e28a22302ce8692d3a0e8ec9d9dde54ec00d237cff4dfa9c1fbf79e472a8",
-                "sha256:4680f01ecd86e0dd63e39eb5cd59ef9ff24a9d166db328679e36c108dc993d4c",
-                "sha256:4a8b029a07956b8d7bd742ffca25374dd3f634b35e46cc7a7c3fa4c75b297191",
-                "sha256:4ba3cf4182828be7a896cbd232aa8dd6a31bd1f9e32776cc3796c012855e1199",
-                "sha256:5605919fbe67a7948c1f03b9f3727d82846c053cd2ce9303ace791855923fd20",
-                "sha256:5f0fb1041267e9968c6d0d2ce3ff92e3928b243e2b6d11eeb84d9ac547308232",
-                "sha256:6102b4864d77102dbbb72965618e204e550135a940c2534711d5ffa787df2a5a",
-                "sha256:6415a0d0174487456ddc9beaead703d0ded5966129fa4fd3114d76b5d1c5ceae",
-                "sha256:6bb830757103a6cb300a04610e08d9636f0cd223d32f388418ea893a3e655f1c",
-                "sha256:6fc1499ed3b4b57ee4e090e1cea6eb3584793fe3d1b4297bbf53f09b434991a5",
-                "sha256:75a51a5b0eef32727a247707d4755322cb970be7e935172b6a3a9f9ae98404ba",
-                "sha256:7a3a5dcf54286e6141d5114522cf31dd67a9e7c9133d150799f30ee302a7a1ab",
-                "sha256:7f4c8534e2ff059765647aa69b75d6543f9fef59e2cd4c6d18015192565d2b70",
-                "sha256:82f1ee5133bd8f49d31be1299dc07f585136679666b502540db854968576faf9",
-                "sha256:851c6a8260ad387caf82d2bbf54759130534723e37083111d4ed481cb253cc0d",
-                "sha256:89e030dc58fc760e4010148e6ff164d2f44441490280ef1e97a542375e41058e",
-                "sha256:95b330059ddfdc591a3225f2d272123be26c8fa76e8c9ee1a77aad507361cfdb",
-                "sha256:96d6a0a37d9c98be08f5ed6a10831d88d52cac7b13f5287f1e0f625a0de8062b",
-                "sha256:96e37f0766ecb4514a899d9a3554fadda770fb57ddf42b63d80f14bc20aa7db3",
-                "sha256:97c8dc984ed09cb07d618d57d8d4b67a5100a30c3818c2fb0b04599f0da2de7b",
-                "sha256:991f85b48a8a5e839b2128590ce07611fae48a904cae6cab1f089c5955b57eb5",
-                "sha256:9965a050048ab02409fb7cbbefeedba04d3d67f2cc899eff505cc084345959ca",
-                "sha256:9b71daf534f4745818f96c214dbc1e6124d7daf059167330b610fc69b6f3d3e3",
-                "sha256:a15532e77b94c61efadde86d10957950392999503b3616b2ffcef7621a002893",
-                "sha256:a18a14baef7d7ae49247e75641fd8bcbb39f44ed49a9fc4ec2f65d5031aa3b96",
-                "sha256:a1f60dc14658efaa927f8214734f6a01a806d7690be4b3232ba526836d216122",
-                "sha256:a2791f69ad72addd33510fec7bb14ee06c2a448e06b649e264c094c5b5f7ce28",
-                "sha256:a5704f29a74b81673d266e5ec1fe376f060627c2e42c5c7651288ed4b0db29e9",
-                "sha256:a6ad3e7758ecf559900261a4df985662df54fb7fdb55e8e3b3aa99b23d526b62",
-                "sha256:aa0d288143a8585806e3cc7c39566407aab646fb9ece164609dac1cfff45f6ae",
-                "sha256:b6953f0114f8d6f3d905d98e987d0924dabce59c3cda380bdfaa25a6201563b4",
-                "sha256:b8ff87cc837601532cc8242d2f7e09b4e02404de1b797aee747dd4ba4bd6313f",
-                "sha256:c7dd06fd7d7b410ca5dc839cc9d485d2bc4ae5240851bcd45d85105cc90a47d7",
-                "sha256:ca151afa4f9b7bc45bcc791eb9a89e90a9eb2772767d0b1e5389609c7d03db63",
-                "sha256:cb497649e505dc36542d0e68eca1a3c94ecbe9799cb67b578b55f2441a247fbc",
-                "sha256:d5382de8dc34c943249b01c19110783d0d64b207167c728461add1ecc2db88e4",
-                "sha256:db53390eaf8a4dab4dbd6d93c85c5cf002db24902dbff0ca7d988beb5c9dd15b",
-                "sha256:dd43f58037443af715f34f1322c782ec463a3c8a94a85fdb2d987ceb5658e061",
-                "sha256:e22f80b97a271f0a7d9cd07394a7d348f80d3ac63ed7cc38b6d1b696ab3b2619",
-                "sha256:e724a3fd23ae5b9c010e7be857f4405ed5e679db5c93e66204db1a69f733936a",
-                "sha256:e8b88758f9303fa5a83d6c90e176714b2fd3852e776fc2d7e42a22dd6c2fb368",
-                "sha256:f2d67ac28f57a362f1a2c1e6fa98bfe2f03230f7e15927aecd067433b1e70ce8",
-                "sha256:f3b117b922af5e4c6b9a9115825726cac7d8b1421c37c2b5e24fbacc8930612c",
-                "sha256:febc4a913592573c8d5805091a6c2b5064c8bd6e002131f01061797d91c783c1"
+                "sha256:067c66ca29aaedae08218569a114e413b26e742171f526e828e1064fcdec13f4",
+                "sha256:072116f65604b822a7f22945a7a6e581cfa28e3454fdcc6939d4ff6090126623",
+                "sha256:0c4e75d13eb76295a49e0ea056eb18dbd87d81450bfeb8afa19a7e5a75ae2ad7",
+                "sha256:186aa00bca62139f75b7de8420f745f2af12941595bbbfa7ed3870ff63e25636",
+                "sha256:1e005378c4a2c6db3ada3ad4c217b381f6c886f0a80d6a316fe586b90f77efd7",
+                "sha256:203003786c9fd253ebcafa44b03c06983c9c8d06c3145e37f1b76a1f317aeae1",
+                "sha256:222c39e2c70113543982c6b34f3077962b44fca38c0bd9e68bb6781534425c10",
+                "sha256:26bfd95f6bff443ceae63c65dc7e048670b7e98bc892210acba7e4995d3d4b51",
+                "sha256:3a302f0e0963db37e0a24a70c56cf91a4faa0bca51c23812279ca2e23481fccd",
+                "sha256:3a81486adc665c7eb1a2bde0224cfca6ceaba344a82a971ef059678417880eb8",
+                "sha256:3b4d97e297741796fead24867a8dabf86c87e4584ccc03167e4a811f50fdf74d",
+                "sha256:40ebfcb54a4f11bcde86bc586cbd0272bac0d516cfa539c799c2453768477569",
+                "sha256:479ee41399fcddc46159a551705b89c05f11e8b8cb8e968f7fec64f62d91985e",
+                "sha256:5051f2dccf0e283ff56335760cbc8622cf52264d67e359d5569541ac11b6d5bc",
+                "sha256:555ca6935b2cbca2c0e932bedd853e9bc523098c39636de9ad4693b5b1df86d6",
+                "sha256:585e7224f21124dd57836b1530ac8f2df2afc43c861d7bf3d58a4870c42ae36c",
+                "sha256:58c30a1729f82d201627c173d91bd431db88ea74dcaa3885855bc6203e433b82",
+                "sha256:6299449adf89df38537837487a4f8d3bd91ec94354fdd2a7d30bc11c48ef6e79",
+                "sha256:65f8e85f79031449ec8706b74504a316805217b35b6099155dd7e227eef0d4b6",
+                "sha256:689f448066781856237eca8d1975b98cace19b8dd2ab6145bf49475478bcaa10",
+                "sha256:69cbbdf0631396e9925e048cfa5bce4e8c3d3b41562bbd70c685a8eb53a91e61",
+                "sha256:731c7022587006b755d0bdb27626a1a3bb004bb56b11fb30d98b6c1b4718579d",
+                "sha256:7be45519b830f7c24b21d630a31d48bcebfd5d4d7f9d3bdb49da9cdf6d764edb",
+                "sha256:898afce396b80fdda05e3086b4256f8677c671f7b1d27a6976fa011d3fd0a86e",
+                "sha256:8d58d8497814274d3d20214fbb24abcad2f7e351474357d552a8d53bce70c70e",
+                "sha256:9b0b14b49ac10654332a805aedfc0147fb3469cbf8ea951b3d040dab12372594",
+                "sha256:9d9f8bcb4c3be7738add259738abdeddc363de1b80e3310e04067aa1ca596634",
+                "sha256:a7a102574faa3f421141a64c10216e078df467ab9576684d5cd696952546e2da",
+                "sha256:a7f6524e3747e35f80744537c78e7302cd41deee8baa668d56d55f77d9c464b3",
+                "sha256:b6b27cf01e243871390474a211a7922bfbe3bda21e39bc9160daf0da3fe48876",
+                "sha256:b7ae0bbdc8c6674259b25bef5d2a1d6af5d39d7200c819cf99e07f7dfef1c51e",
+                "sha256:bd04ec08f7f8bd113c55868bd3fc442a9db67c27af098c5f814a3091e71cc61a",
+                "sha256:c077f48aab61738c237802836fc3844f85409a46015635198761b0d6a688f87b",
+                "sha256:cdc4c17afda4dab2a9c0b79148a43a7f4e1094916b3e18d8975bfd6d6d52241f",
+                "sha256:cf56ec8b0a5c8c9d7021d6fd754e688104f9ebebf1bf4449613c9531f5346a18",
+                "sha256:d2fe8e7f3ce329a71b7ddd7498b3cfac0eeb200c2789bd840234f0dc271a8efe",
+                "sha256:dc56bc708f2d8ac71bd1dcb927e458c93cec10b98eb4120206a4091db7b67b99",
+                "sha256:e563271e2c5ff4d4a4cbeb2c83d5cf0d4938b891518e676025f7268c6fe5fe26",
+                "sha256:e72a8ec6b868e258a2cd2672d91f2860ad532d590ce94cdf7d5e7ec674ccf03d",
+                "sha256:e99310a4ebd4479bcd1964dff9e14af33746300cb014aa4a3781738ac63baf4a",
+                "sha256:f522e5709379d72fb3da7785aa489ff0bb87448a9dc5a75f45763a795a089ebd",
+                "sha256:fc0d2f88b81dcf3ccf9a6ae17f89183762c8a94a5bdcfa09e05cfe413acf0503",
+                "sha256:fee33b0ca46f4c85443d6c450357101e47d53e6c3f008d658c27a2d020d44c79"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==20.0.0"
+            "version": "==21.0.0"
         },
         "python-dateutil": {
             "hashes": [
@@ -278,11 +289,11 @@
         },
         "s3transfer": {
             "hashes": [
-                "sha256:0148ef34d6dd964d0d8cf4311b2b21c474693e57c2e069ec708ce043d2b527be",
-                "sha256:f5e6db74eb7776a37208001113ea7aa97695368242b364d73e91c981ac522177"
+                "sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724",
+                "sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==0.13.0"
+            "version": "==0.13.1"
         },
         "six": {
             "hashes": [
@@ -356,38 +367,39 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:2cb783c668ae4f2a86b6497b47251b9baf9a16db8fff863b57eae683276b9e1f",
-                "sha256:a9b4c7021bf5adee985523fc87db27a7200de161c094cb8f709b93a81797dc8a"
+                "sha256:959443055d2af676c336cc6033b3f870a8a924384b70d0b2905081d649378179",
+                "sha256:fc1b3ca3baf3d8820c6faddf47cbba8ad3cd16f8e8d7e2f76d304bf995932eb7"
             ],
+            "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==1.38.42"
+            "version": "==1.40.0"
         },
         "boto3-stubs": {
             "extras": [
                 "s3"
             ],
             "hashes": [
-                "sha256:28efa210ab1f0399af4ef10fff6f3b3438c0e5111450293200e33920daf545a9",
-                "sha256:9901e3e162fff10580a56fc33634089aa2096ea91256ad157efa835b71b8ebc1"
+                "sha256:43898929cfab6c59cb9a3b0ba768d85346e4c1c1757710525d5031b50dda32d6",
+                "sha256:acc75cdd519bd6c06dc79c53fc6bd4ffe2f72f7e2e374ae9cac106b1f8ba5ee1"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.38.42"
+            "version": "==1.40.0"
         },
         "botocore": {
             "hashes": [
-                "sha256:3a14188e48f6e26be561164373d34150fa9cb39f7ad32cc745dcd3ab05f43683",
-                "sha256:fbbeac30c045b5c19f1c3bb063ea2b6315ce2d6fcb3d898e87d1c1846297961c"
+                "sha256:2063e6d035a6a382b2ae37e40f5144044e55d4e091910d0c9f1be3121ad3e4e6",
+                "sha256:850242560dc8e74d542045a81eb6cc15f1b730b4ba55ba5b30e6d686548dfcaf"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==1.38.42"
+            "version": "==1.40.0"
         },
         "botocore-stubs": {
             "hashes": [
-                "sha256:291d7bf39a316c00a8a55b7255489b02c0cea1a343482e7784e8d1e235bae995",
-                "sha256:2efb8bdf36504aff596c670d875d8f7dd15205277c15c4cea54afdba8200c266"
+                "sha256:a04e69766ab8bae338911c1897492f88d05cd489cd75f06e6eb4f135f9da8c7b",
+                "sha256:cc21d9a7dd994bdd90872db4664d817c4719b51cda8004fd507a4bf65b085a75"
             ],
-            "markers": "python_version >= '3.8'",
-            "version": "==1.38.30"
+            "markers": "python_version >= '3.9'",
+            "version": "==1.38.46"
         },
         "cachecontrol": {
             "extras": [
@@ -402,11 +414,11 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:2e0c7ce7cb5d8f8634ca55d2ba7e6ec2689a2fd6537d8dec1296a477a4910057",
-                "sha256:d747aa5a8b9bbbb1bb8c22bb13e22bd1f18e9796defa16bab421f7f7a317323b"
+                "sha256:6b31f564a415d79ee77df69d757bb49a5bb53bd9f756cbbe24394ffd6fc1f4b2",
+                "sha256:8ea99dbdfaaf2ba2f9bac77b9249ef62ec5218e7c2b2e903378ed5fccf765995"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==2025.6.15"
+            "version": "==2025.7.14"
         },
         "cffi": {
             "hashes": [
@@ -600,76 +612,97 @@
                 "toml"
             ],
             "hashes": [
-                "sha256:02532fd3290bb8fa6bec876520842428e2a6ed6c27014eca81b031c2d30e3f71",
-                "sha256:0a4be2a28656afe279b34d4f91c3e26eccf2f85500d4a4ff0b1f8b54bf807338",
-                "sha256:0b3496922cb5f4215bf5caaef4cf12364a26b0be82e9ed6d050f3352cf2d7ef0",
-                "sha256:0c804506d624e8a20fb3108764c52e0eef664e29d21692afa375e0dd98dc384f",
-                "sha256:0f16649a7330ec307942ed27d06ee7e7a38417144620bb3d6e9a18ded8a2d3e5",
-                "sha256:16aa0830d0c08a2c40c264cef801db8bc4fc0e1892782e45bcacbd5889270509",
-                "sha256:18a0912944d70aaf5f399e350445738a1a20b50fbea788f640751c2ed9208b6c",
-                "sha256:1c503289ffef1d5105d91bbb4d62cbe4b14bec4d13ca225f9c73cde9bb46207d",
-                "sha256:2241ad5dbf79ae1d9c08fe52b36d03ca122fb9ac6bca0f34439e99f8327ac89f",
-                "sha256:25308bd3d00d5eedd5ae7d4357161f4df743e3c0240fa773ee1b0f75e6c7c0f1",
-                "sha256:2a876e4c3e5a2a1715a6608906aa5a2e0475b9c0f68343c2ada98110512ab1d8",
-                "sha256:2d04b16a6062516df97969f1ae7efd0de9c31eb6ebdceaa0d213b21c0ca1a683",
-                "sha256:30f445f85c353090b83e552dcbbdad3ec84c7967e108c3ae54556ca69955563e",
-                "sha256:31324f18d5969feef7344a932c32428a2d1a3e50b15a6404e97cba1cc9b2c631",
-                "sha256:34ed2186fe52fcc24d4561041979a0dec69adae7bce2ae8d1c49eace13e55c43",
-                "sha256:37ab6be0859141b53aa89412a82454b482c81cf750de4f29223d52268a86de67",
-                "sha256:37ae0383f13cbdcf1e5e7014489b0d71cc0106458878ccde52e8a12ced4298ed",
-                "sha256:382e7ddd5289f140259b610e5f5c58f713d025cb2f66d0eb17e68d0a94278875",
-                "sha256:3bb5838701ca68b10ebc0937dbd0eb81974bac54447c55cd58dea5bca8451029",
-                "sha256:437c576979e4db840539674e68c84b3cda82bc824dd138d56bead1435f1cb5d7",
-                "sha256:49f1d0788ba5b7ba65933f3a18864117c6506619f5ca80326b478f72acf3f385",
-                "sha256:52e92b01041151bf607ee858e5a56c62d4b70f4dac85b8c8cb7fb8a351ab2c10",
-                "sha256:535fde4001b2783ac80865d90e7cc7798b6b126f4cd8a8c54acfe76804e54e58",
-                "sha256:56f5eb308b17bca3bbff810f55ee26d51926d9f89ba92707ee41d3c061257e55",
-                "sha256:5add197315a054e92cee1b5f686a2bcba60c4c3e66ee3de77ace6c867bdee7cb",
-                "sha256:5f646a99a8c2b3ff4c6a6e081f78fad0dde275cd59f8f49dc4eab2e394332e74",
-                "sha256:600a1d4106fe66f41e5d0136dfbc68fe7200a5cbe85610ddf094f8f22e1b0300",
-                "sha256:60c458224331ee3f1a5b472773e4a085cc27a86a0b48205409d364272d67140d",
-                "sha256:64bdd969456e2d02a8b08aa047a92d269c7ac1f47e0c977675d550c9a0863643",
-                "sha256:66b974b145aa189516b6bf2d8423e888b742517d37872f6ee4c5be0073bd9a3c",
-                "sha256:684e2110ed84fd1ca5f40e89aa44adf1729dc85444004111aa01866507adf363",
-                "sha256:68cd53aec6f45b8e4724c0950ce86eacb775c6be01ce6e3669fe4f3a21e768ed",
-                "sha256:69aa417a030bf11ec46149636314c24c8d60fadb12fc0ee8f10fda0d918c879d",
-                "sha256:6ad935f0016be24c0e97fc8c40c465f9c4b85cbbe6eac48934c0dc4d2568321e",
-                "sha256:6b55ad10a35a21b8015eabddc9ba31eb590f54adc9cd39bcf09ff5349fd52125",
-                "sha256:6cf43c78c4282708a28e466316935ec7489a9c487518a77fa68f716c67909cec",
-                "sha256:6f424507f57878e424d9a95dc4ead3fbdd72fd201e404e861e465f28ea469951",
-                "sha256:70760b4c5560be6ca70d11f8988ee6542b003f982b32f83d5ac0b72476607b70",
-                "sha256:73e9439310f65d55a5a1e0564b48e34f5369bee943d72c88378f2d576f5a5751",
-                "sha256:7931b9e249edefb07cd6ae10c702788546341d5fe44db5b6108a25da4dca513f",
-                "sha256:81f34346dd63010453922c8e628a52ea2d2ccd73cb2487f7700ac531b247c8a5",
-                "sha256:888f8eee13f2377ce86d44f338968eedec3291876b0b8a7289247ba52cb984cd",
-                "sha256:95335095b6c7b1cc14c3f3f17d5452ce677e8490d101698562b2ffcacc304c8d",
-                "sha256:9565c3ab1c93310569ec0d86b017f128f027cab0b622b7af288696d7ed43a16d",
-                "sha256:95c765060e65c692da2d2f51a9499c5e9f5cf5453aeaf1420e3fc847cc060582",
-                "sha256:9969ef1e69b8c8e1e70d591f91bbc37fc9a3621e447525d1602801a24ceda898",
-                "sha256:9ca8e220006966b4a7b68e8984a6aee645a0384b0769e829ba60281fe61ec4f7",
-                "sha256:a39d18b3f50cc121d0ce3838d32d58bd1d15dab89c910358ebefc3665712256c",
-                "sha256:a66e8f628b71f78c0e0342003d53b53101ba4e00ea8dabb799d9dba0abbbcebe",
-                "sha256:a8de12b4b87c20de895f10567639c0797b621b22897b0af3ce4b4e204a743626",
-                "sha256:af41da5dca398d3474129c58cb2b106a5d93bbb196be0d307ac82311ca234342",
-                "sha256:b30a25f814591a8c0c5372c11ac8967f669b97444c47fd794926e175c4047ece",
-                "sha256:ba383dc6afd5ec5b7a0d0c23d38895db0e15bcba7fb0fa8901f245267ac30d86",
-                "sha256:bb4fbcab8764dc072cb651a4bcda4d11fb5658a1d8d68842a862a6610bd8cfa3",
-                "sha256:be9e3f68ca9edb897c2184ad0eee815c635565dbe7a0e7e814dc1f7cbab92c0a",
-                "sha256:bfa447506c1a52271f1b0de3f42ea0fa14676052549095e378d5bff1c505ff7b",
-                "sha256:cc94d7c5e8423920787c33d811c0be67b7be83c705f001f7180c7b186dcf10ca",
-                "sha256:cea0a27a89e6432705fffc178064503508e3c0184b4f061700e771a09de58187",
-                "sha256:cf95981b126f23db63e9dbe4cf65bd71f9a6305696fa5e2262693bc4e2183f5b",
-                "sha256:d4fe2348cc6ec372e25adec0219ee2334a68d2f5222e0cba9c0d613394e12d86",
-                "sha256:db0f04118d1db74db6c9e1cb1898532c7dcc220f1d2718f058601f7c3f499514",
-                "sha256:dd24bd8d77c98557880def750782df77ab2b6885a18483dc8588792247174b32",
-                "sha256:e1b5191d1648acc439b24721caab2fd0c86679d8549ed2c84d5a7ec1bedcc244",
-                "sha256:e5532482344186c543c37bfad0ee6069e8ae4fc38d073b8bc836fc8f03c9e250",
-                "sha256:e980b53a959fa53b6f05343afbd1e6f44a23ed6c23c4b4c56c6662bbb40c82ce",
-                "sha256:ef64c27bc40189f36fcc50c3fb8f16ccda73b6a0b80d9bd6e6ce4cffcd810bbd",
-                "sha256:f05031cf21699785cd47cb7485f67df619e7bcdae38e0fde40d23d3d0210d3c3"
+                "sha256:042125c89cf74a074984002e165d61fe0e31c7bd40ebb4bbebf07939b5924613",
+                "sha256:083442ecf97d434f0cb3b3e3676584443182653da08b42e965326ba12d6b5f2a",
+                "sha256:1217a54cfd79be20512a67ca81c7da3f2163f51bbfd188aab91054df012154f5",
+                "sha256:166d89c57e877e93d8827dac32cedae6b0277ca684c6511497311249f35a280c",
+                "sha256:1a108dd78ed185020f66f131c60078f3fae3f61646c28c8bb4edd3fa121fc7fc",
+                "sha256:1aadfb06a30c62c2eb82322171fe1f7c288c80ca4156d46af0ca039052814bab",
+                "sha256:1c4f679c6b573a5257af6012f167a45be4c749c9925fd44d5178fd641ad8bf72",
+                "sha256:1c86eb388bbd609d15560e7cc0eb936c102b6f43f31cf3e58b4fd9afe28e1372",
+                "sha256:1e0c768b0f9ac5839dac5cf88992a4bb459e488ee8a1f8489af4cb33b1af00f1",
+                "sha256:21eb7d8b45d3700e7c2936a736f732794c47615a20f739f4133d5230a6512a88",
+                "sha256:2348631f049e884839553b9974f0821d39241c6ffb01a418efce434f7eba0fe7",
+                "sha256:283005bb4d98ae33e45f2861cd2cde6a21878661c9ad49697f6951b358a0379b",
+                "sha256:2b225a06d227f23f386fdc0eab471506d9e644be699424814acc7d114595495f",
+                "sha256:320d86da829b012982b414c7cdda65f5d358d63f764e0e4e54b33097646f39a3",
+                "sha256:37b69226001d8b7de7126cad7366b0778d36777e4d788c66991455ba817c5b41",
+                "sha256:3a7a4d74cb0f5e3334f9aa26af7016ddb94fb4bfa11b4a573d8e98ecba8c34f1",
+                "sha256:3beb76e20b28046989300c4ea81bf690df84ee98ade4dc0bbbf774a28eb98440",
+                "sha256:3e31dfb8271937cab9425f19259b1b1d1f556790e98eb266009e7a61d337b6d4",
+                "sha256:3e59d00830da411a1feef6ac828b90bbf74c9b6a8e87b8ca37964925bba76dbe",
+                "sha256:4072b31361b0d6d23f750c524f694e1a417c1220a30d3ef02741eed28520c48e",
+                "sha256:40f9a38676f9c073bf4b9194707aa1eb97dca0e22cc3766d83879d72500132c7",
+                "sha256:47ab6dbbc31a14c5486420c2c1077fcae692097f673cf5be9ddbec8cdaa4cdbc",
+                "sha256:47c91f32ba4ac46f1e224a7ebf3f98b4b24335bad16137737fe71a5961a0665c",
+                "sha256:4fcfe294f95b44e4754da5b58be750396f2b1caca8f9a0e78588e3ef85f8b8be",
+                "sha256:5121d8cf0eacb16133501455d216bb5f99899ae2f52d394fe45d59229e6611d0",
+                "sha256:51f30da7a52c009667e02f125737229d7d8044ad84b79db454308033a7808ab2",
+                "sha256:51fe93f3fe4f5d8483d51072fddc65e717a175490804e1942c975a68e04bf97a",
+                "sha256:57b6e8789cbefdef0667e4a94f8ffa40f9402cee5fc3b8e4274c894737890145",
+                "sha256:590bdba9445df4763bdbebc928d8182f094c1f3947a8dc0fc82ef014dbdd8324",
+                "sha256:5ba9a8770effec5baaaab1567be916c87d8eea0c9ad11253722d86874d885eca",
+                "sha256:607f82389f0ecafc565813aa201a5cade04f897603750028dd660fb01797265e",
+                "sha256:6b4ba0f488c1bdb6bd9ba81da50715a372119785458831c73428a8566253b86b",
+                "sha256:6b7dc7f0a75a7eaa4584e5843c873c561b12602439d2351ee28c7478186c4da4",
+                "sha256:7092cc82382e634075cc0255b0b69cb7cada7c1f249070ace6a95cb0f13548ef",
+                "sha256:7718060dd4434cc719803a5e526838a5d66e4efa5dc46d2b25c21965a9c6fcc4",
+                "sha256:780f750a25e7749d0af6b3631759c2c14f45de209f3faaa2398312d1c7a22759",
+                "sha256:7f39edd52c23e5c7ed94e0e4bf088928029edf86ef10b95413e5ea670c5e92d7",
+                "sha256:80b9ccd82e30038b61fc9a692a8dc4801504689651b281ed9109f10cc9fe8b4d",
+                "sha256:85b22a9cce00cb03156334da67eb86e29f22b5e93876d0dd6a98646bb8a74e53",
+                "sha256:871ebe8143da284bd77b84a9136200bd638be253618765d21a1fce71006d94af",
+                "sha256:89ec0ffc215c590c732918c95cd02b55c7d0f569d76b90bb1a5e78aa340618e4",
+                "sha256:924563481c27941229cb4e16eefacc35da28563e80791b3ddc5597b062a5c386",
+                "sha256:97b6983a2f9c76d345ca395e843a049390b39652984e4a3b45b2442fa733992d",
+                "sha256:991196702d5e0b120a8fef2664e1b9c333a81d36d5f6bcf6b225c0cf8b0451a2",
+                "sha256:998c4751dabf7d29b30594af416e4bf5091f11f92a8d88eb1512c7ba136d1ed7",
+                "sha256:9b2df80cb6a2af86d300e70acb82e9b79dab2c1e6971e44b78dbfc1a1e736b53",
+                "sha256:9d6f494c307e5cb9b1e052ec1a471060f1dea092c8116e642e7a23e79d9388ea",
+                "sha256:9eb245a8d8dd0ad73b4062135a251ec55086fbc2c42e0eb9725a9b553fba18a3",
+                "sha256:a22c3bfe09f7a530e2c94c87ff7af867259c91bef87ed2089cd69b783af7b84e",
+                "sha256:aa309df995d020f3438407081b51ff527171cca6772b33cf8f85344b8b4b8770",
+                "sha256:ab6e19b684981d0cd968906e293d5628e89faacb27977c92f3600b201926b994",
+                "sha256:ac0c5bba938879c2fc0bc6c1b47311b5ad1212a9dcb8b40fe2c8110239b7faed",
+                "sha256:ae2b4856f29ddfe827106794f3589949a57da6f0d38ab01e24ec35107979ba57",
+                "sha256:ae8e59e5f4fd85d6ad34c2bb9d74037b5b11be072b8b7e9986beb11f957573d4",
+                "sha256:b2f22102197bcb1722691296f9e589f02b616f874e54a209284dd7b9294b0b7f",
+                "sha256:b45e2f9d5b0b5c1977cb4feb5f594be60eb121106f8900348e29331f553a726f",
+                "sha256:bc265a7945e8d08da28999ad02b544963f813a00f3ed0a7a0ce4165fd77629f8",
+                "sha256:bed4a2341b33cd1a7d9ffc47df4a78ee61d3416d43b4adc9e18b7d266650b83e",
+                "sha256:c1a40c486041006b135759f59189385da7c66d239bad897c994e18fd1d0c128f",
+                "sha256:c36baa0ecde742784aa76c2b816466d3ea888d5297fda0edbac1bf48fa94688a",
+                "sha256:c4c746d11c8aba4b9f58ca8bfc6fbfd0da4efe7960ae5540d1a1b13655ee8892",
+                "sha256:ca79146ee421b259f8131f153102220b84d1a5e6fb9c8aed13b3badfd1796de6",
+                "sha256:cc452481e124a819ced0c25412ea2e144269ef2f2534b862d9f6a9dae4bda17b",
+                "sha256:cfb8b9d8855c8608f9747602a48ab525b1d320ecf0113994f6df23160af68262",
+                "sha256:d12b15a8c3759e2bb580ffa423ae54be4f184cf23beffcbd641f4fe6e1584293",
+                "sha256:d24fb3c0c8ff0d517c5ca5de7cf3994a4cd559cde0315201511dbfa7ab528894",
+                "sha256:d4b0aab55ad60ead26159ff12b538c85fbab731a5e3411c642b46c3525863437",
+                "sha256:d6a558c2725bfb6337bf57c1cd366c13798bfd3bfc9e3dd1f4a6f6fc95a4605f",
+                "sha256:d946a0c067aa88be4a593aad1236493313bafaa27e2a2080bfe88db827972f3c",
+                "sha256:dc60ddd483c556590da1d9482a4518292eec36dd0e1e8496966759a1f282bcd0",
+                "sha256:dcc93488c9ebd229be6ee1f0d9aad90da97b33ad7e2912f5495804d78a3cd6b7",
+                "sha256:ddca1e4f5f4c67980533df01430184c19b5359900e080248bbf4ed6789584d8b",
+                "sha256:ddf2a63b91399a1c2f88f40bc1705d5a7777e31c7e9eb27c602280f477b582ba",
+                "sha256:df1c742ca6f46a6f6cbcaef9ac694dc2cb1260d30a6a2f5c68c5f5bcfee1cfd7",
+                "sha256:e37c72eaccdd5ed1130c67a92ad38f5b2af66eeff7b0abe29534225db2ef7b18",
+                "sha256:e58991a2b213417285ec866d3cd32db17a6a88061a985dbb7e8e8f13af429c47",
+                "sha256:e6150d167f32f2a54690e572e0a4c90296fb000a18e9b26ab81a6489e24e78dd",
+                "sha256:e88dd71e4ecbc49d9d57d064117462c43f40a21a1383507811cf834a4a620651",
+                "sha256:e8ab8e4c7ec7f8a55ac05b5b715a051d74eac62511c6d96d5bb79aaafa3b04cf",
+                "sha256:ebb08d0867c5a25dffa4823377292a0ffd7aaafb218b5d4e2e106378b1061e39",
+                "sha256:ed3718c757c82d920f1c94089066225ca2ad7f00bb904cb72b1c39ebdd906ccb",
+                "sha256:ee6be07af68d9c4fca4027c70cea0c31a0f1bc9cb464ff3c84a1f916bf82e652",
+                "sha256:efa23166da3fe2915f8ab452dde40319ac84dc357f635737174a08dbd912980c",
+                "sha256:f32a95a83c2e17422f67af922a89422cd24c6fa94041f083dd0bb4f6057d0bc7",
+                "sha256:f7da31a1ba31f1c1d4d5044b7c5813878adae1f3af8f4052d679cc493c7328f4",
+                "sha256:fa2a258aa6bf188eb9a8948f7102a83da7c430a0dce918dbd8b60ef8fcb772d7",
+                "sha256:fc0e46d86905ddd16b85991f1f4919028092b4e511689bbdaff0876bd8aab3dd",
+                "sha256:fefe31d61d02a8b2c419700b1fade9784a43d726de26495f243b663cd9fe1513"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==7.9.1"
+            "version": "==7.10.1"
         },
         "coveralls": {
             "hashes": [
@@ -682,46 +715,46 @@
         },
         "cryptography": {
             "hashes": [
-                "sha256:0339a692de47084969500ee455e42c58e449461e0ec845a34a6a9b9bf7df7fb8",
-                "sha256:03dbff8411206713185b8cebe31bc5c0eb544799a50c09035733716b386e61a4",
-                "sha256:06509dc70dd71fa56eaa138336244e2fbaf2ac164fc9b5e66828fccfd2b680d6",
-                "sha256:0cf13c77d710131d33e63626bd55ae7c0efb701ebdc2b3a7952b9b23a0412862",
-                "sha256:23b9c3ea30c3ed4db59e7b9619272e94891f8a3a5591d0b656a7582631ccf750",
-                "sha256:25eb4d4d3e54595dc8adebc6bbd5623588991d86591a78c2548ffb64797341e2",
-                "sha256:2882338b2a6e0bd337052e8b9007ced85c637da19ef9ecaf437744495c8c2999",
-                "sha256:3530382a43a0e524bc931f187fc69ef4c42828cf7d7f592f7f249f602b5a4ab0",
-                "sha256:425a9a6ac2823ee6e46a76a21a4e8342d8fa5c01e08b823c1f19a8b74f096069",
-                "sha256:46cf7088bf91bdc9b26f9c55636492c1cce3e7aaf8041bbf0243f5e5325cfb2d",
-                "sha256:4828190fb6c4bcb6ebc6331f01fe66ae838bb3bd58e753b59d4b22eb444b996c",
-                "sha256:49fe9155ab32721b9122975e168a6760d8ce4cffe423bcd7ca269ba41b5dfac1",
-                "sha256:4ca0f52170e821bc8da6fc0cc565b7bb8ff8d90d36b5e9fdd68e8a86bdf72036",
-                "sha256:51dfbd4d26172d31150d84c19bbe06c68ea4b7f11bbc7b3a5e146b367c311349",
-                "sha256:5f31e6b0a5a253f6aa49be67279be4a7e5a4ef259a9f33c69f7d1b1191939872",
-                "sha256:627ba1bc94f6adf0b0a2e35d87020285ead22d9f648c7e75bb64f367375f3b22",
-                "sha256:680806cf63baa0039b920f4976f5f31b10e772de42f16310a6839d9f21a26b0d",
-                "sha256:6a3511ae33f09094185d111160fd192c67aa0a2a8d19b54d36e4c78f651dc5ad",
-                "sha256:6a5bf57554e80f75a7db3d4b1dacaa2764611ae166ab42ea9a72bcdb5d577637",
-                "sha256:6b613164cb8425e2f8db5849ffb84892e523bf6d26deb8f9bb76ae86181fa12b",
-                "sha256:7405ade85c83c37682c8fe65554759800a4a8c54b2d96e0f8ad114d31b808d57",
-                "sha256:7aad98a25ed8ac917fdd8a9c1e706e5a0956e06c498be1f713b61734333a4507",
-                "sha256:7bedbe4cc930fa4b100fc845ea1ea5788fcd7ae9562e669989c11618ae8d76ee",
-                "sha256:7ef2dde4fa9408475038fc9aadfc1fb2676b174e68356359632e980c661ec8f6",
-                "sha256:817ee05c6c9f7a69a16200f0c90ab26d23a87701e2a284bd15156783e46dbcc8",
-                "sha256:944e9ccf67a9594137f942d5b52c8d238b1b4e46c7a0c2891b7ae6e01e7c80a4",
-                "sha256:964bcc28d867e0f5491a564b7debb3ffdd8717928d315d12e0d7defa9e43b723",
-                "sha256:96d4819e25bf3b685199b304a0029ce4a3caf98947ce8a066c9137cc78ad2c58",
-                "sha256:a77c6fb8d76e9c9f99f2f3437c1a4ac287b34eaf40997cfab1e9bd2be175ac39",
-                "sha256:b0a97c927497e3bc36b33987abb99bf17a9a175a19af38a892dc4bbb844d7ee2",
-                "sha256:b97737a3ffbea79eebb062eb0d67d72307195035332501722a9ca86bab9e3ab2",
-                "sha256:bbc505d1dc469ac12a0a064214879eac6294038d6b24ae9f71faae1448a9608d",
-                "sha256:c22fe01e53dc65edd1945a2e6f0015e887f84ced233acecb64b4daadb32f5c97",
-                "sha256:ce1678a2ccbe696cf3af15a75bb72ee008d7ff183c9228592ede9db467e64f1b",
-                "sha256:e00a6c10a5c53979d6242f123c0a97cff9f3abed7f064fc412c36dc521b5f257",
-                "sha256:eaa3e28ea2235b33220b949c5a0d6cf79baa80eab2eb5607ca8ab7525331b9ff",
-                "sha256:f3fe7a5ae34d5a414957cc7f457e2b92076e72938423ac64d215722f6cf49a9e"
+                "sha256:0027d566d65a38497bc37e0dd7c2f8ceda73597d2ac9ba93810204f56f52ebc7",
+                "sha256:101ee65078f6dd3e5a028d4f19c07ffa4dd22cce6a20eaa160f8b5219911e7d8",
+                "sha256:12e55281d993a793b0e883066f590c1ae1e802e3acb67f8b442e721e475e6463",
+                "sha256:14d96584701a887763384f3c47f0ca7c1cce322aa1c31172680eb596b890ec30",
+                "sha256:1e1da5accc0c750056c556a93c3e9cb828970206c68867712ca5805e46dc806f",
+                "sha256:206210d03c1193f4e1ff681d22885181d47efa1ab3018766a7b32a7b3d6e6afd",
+                "sha256:2089cc8f70a6e454601525e5bf2779e665d7865af002a5dec8d14e561002e135",
+                "sha256:3a264aae5f7fbb089dbc01e0242d3b67dffe3e6292e1f5182122bdf58e65215d",
+                "sha256:3af26738f2db354aafe492fb3869e955b12b2ef2e16908c8b9cb928128d42c57",
+                "sha256:3fcfbefc4a7f332dece7272a88e410f611e79458fab97b5efe14e54fe476f4fd",
+                "sha256:460f8c39ba66af7db0545a8c6f2eabcbc5a5528fc1cf6c3fa9a1e44cec33385e",
+                "sha256:57c816dfbd1659a367831baca4b775b2a5b43c003daf52e9d57e1d30bc2e1b0e",
+                "sha256:5aa1e32983d4443e310f726ee4b071ab7569f58eedfdd65e9675484a4eb67bd1",
+                "sha256:6ff8728d8d890b3dda5765276d1bc6fb099252915a2cd3aff960c4c195745dd0",
+                "sha256:7259038202a47fdecee7e62e0fd0b0738b6daa335354396c6ddebdbe1206af2a",
+                "sha256:72e76caa004ab63accdf26023fccd1d087f6d90ec6048ff33ad0445abf7f605a",
+                "sha256:7760c1c2e1a7084153a0f68fab76e754083b126a47d0117c9ed15e69e2103492",
+                "sha256:8c4a6ff8a30e9e3d38ac0539e9a9e02540ab3f827a3394f8852432f6b0ea152e",
+                "sha256:9024beb59aca9d31d36fcdc1604dd9bbeed0a55bface9f1908df19178e2f116e",
+                "sha256:90cb0a7bb35959f37e23303b7eed0a32280510030daba3f7fdfbb65defde6a97",
+                "sha256:91098f02ca81579c85f66df8a588c78f331ca19089763d733e34ad359f474174",
+                "sha256:926c3ea71a6043921050eaa639137e13dbe7b4ab25800932a8498364fc1abec9",
+                "sha256:982518cd64c54fcada9d7e5cf28eabd3ee76bd03ab18e08a48cad7e8b6f31b18",
+                "sha256:9b4cf6318915dccfe218e69bbec417fdd7c7185aa7aab139a2c0beb7468c89f0",
+                "sha256:ad0caded895a00261a5b4aa9af828baede54638754b51955a0ac75576b831b27",
+                "sha256:b85980d1e345fe769cfc57c57db2b59cff5464ee0c045d52c0df087e926fbe63",
+                "sha256:b8fa8b0a35a9982a3c60ec79905ba5bb090fc0b9addcfd3dc2dd04267e45f25e",
+                "sha256:b9e38e0a83cd51e07f5a48ff9691cae95a79bea28fe4ded168a8e5c6c77e819d",
+                "sha256:bd4c45986472694e5121084c6ebbd112aa919a25e783b87eb95953c9573906d6",
+                "sha256:be97d3a19c16a9be00edf79dca949c8fa7eff621763666a145f9f9535a5d7f42",
+                "sha256:c648025b6840fe62e57107e0a25f604db740e728bd67da4f6f060f03017d5097",
+                "sha256:d05a38884db2ba215218745f0781775806bde4f32e07b135348355fe8e4991d9",
+                "sha256:dd420e577921c8c2d31289536c386aaa30140b473835e97f83bc71ea9d2baf2d",
+                "sha256:e357286c1b76403dd384d938f93c46b2b058ed4dfcdce64a770f0537ed3feb6f",
+                "sha256:e6c00130ed423201c5bc5544c23359141660b07999ad82e34e7bb8f882bb78e0",
+                "sha256:e74d30ec9c7cb2f404af331d5b4099a9b322a8a6b25c4632755c8757345baac5",
+                "sha256:f3562c2f23c612f2e4a6964a61d942f891d29ee320edb62ff48ffb99f3de9ae8"
             ],
             "markers": "python_version >= '3.7' and python_full_version not in '3.9.0, 3.9.1'",
-            "version": "==45.0.4"
+            "version": "==45.0.5"
         },
         "cyclonedx-python-lib": {
             "hashes": [
@@ -749,10 +782,10 @@
         },
         "distlib": {
             "hashes": [
-                "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87",
-                "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"
+                "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16",
+                "sha256:feec40075be03a04501a973d81f633735b4b69f98b05450592310c0f401a4e0d"
             ],
-            "version": "==0.3.9"
+            "version": "==0.4.0"
         },
         "docopt": {
             "hashes": [
@@ -802,12 +835,12 @@
         },
         "ipython": {
             "hashes": [
-                "sha256:1a0b6dd9221a1f5dddf725b57ac0cb6fddc7b5f470576231ae9162b9b3455a04",
-                "sha256:79eb896f9f23f50ad16c3bc205f686f6e030ad246cc309c6279a242b14afe9d8"
+                "sha256:25850f025a446d9b359e8d296ba175a36aedd32e83ca9b5060430fe16801f066",
+                "sha256:c033c6d4e7914c3d9768aabe76bbe87ba1dc66a92a05db6bfa1125d81f2ee270"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.11'",
-            "version": "==9.3.0"
+            "version": "==9.4.0"
         },
         "ipython-pygments-lexers": {
             "hashes": [
@@ -843,11 +876,11 @@
         },
         "license-expression": {
             "hashes": [
-                "sha256:679646bc3261a17690494a3e1cada446e5ee342dbd87dcfa4a0c24cc5dce13ee",
-                "sha256:9f02105f9e0fcecba6a85dfbbed7d94ea1c3a70cf23ddbfb5adf3438a6f6fce0"
+                "sha256:421788fdcadb41f049d2dc934ce666626265aeccefddd25e162a26f23bcbf8a4",
+                "sha256:73448f0aacd8d0808895bdc4b2c8e01a8d67646e4188f887375398c761f340fd"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==30.4.1"
+            "version": "==30.4.4"
         },
         "markdown-it-py": {
             "hashes": [
@@ -942,12 +975,12 @@
         },
         "moto": {
             "hashes": [
-                "sha256:baf7afa9d4a92f07277b29cf466d0738f25db2ed2ee12afcb1dc3f2c540beebd",
-                "sha256:e4a3092bc8fe9139caa77cd34cdcbad804de4d9671e2270ea3b4d53f5c645047"
+                "sha256:0c4f0387b06b5d24c0ce90f8f89f31a565cc05789189c5d59b5df02594f2e371",
+                "sha256:e9ba7e4764a6088ccc34e3cc846ae719861ca202409fa865573de40a3e805b9b"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==5.1.6"
+            "version": "==5.1.9"
         },
         "msgpack": {
             "hashes": [
@@ -1016,50 +1049,56 @@
         },
         "mypy": {
             "hashes": [
-                "sha256:051e1677689c9d9578b9c7f4d206d763f9bbd95723cd1416fad50db49d52f359",
-                "sha256:08e850ea22adc4d8a4014651575567b0318ede51e8e9fe7a68f25391af699507",
-                "sha256:09aa4f91ada245f0a45dbc47e548fd94e0dd5a8433e0114917dc3b526912a30c",
-                "sha256:0a7cfb0fe29fe5a9841b7c8ee6dffb52382c45acdf68f032145b75620acfbd6f",
-                "sha256:0ab5eca37b50188163fa7c1b73c685ac66c4e9bdee4a85c9adac0e91d8895e15",
-                "sha256:1256688e284632382f8f3b9e2123df7d279f603c561f099758e66dd6ed4e8bd6",
-                "sha256:13c7cd5b1cb2909aa318a90fd1b7e31f17c50b242953e7dd58345b2a814f6383",
-                "sha256:1f0435cf920e287ff68af3d10a118a73f212deb2ce087619eb4e648116d1fe9b",
-                "sha256:211287e98e05352a2e1d4e8759c5490925a7c784ddc84207f4714822f8cf99b6",
-                "sha256:22d76a63a42619bfb90122889b903519149879ddbf2ba4251834727944c8baca",
-                "sha256:2c7ce0662b6b9dc8f4ed86eb7a5d505ee3298c04b40ec13b30e572c0e5ae17c4",
-                "sha256:352025753ef6a83cb9e7f2427319bb7875d1fdda8439d1e23de12ab164179574",
-                "sha256:44e7acddb3c48bd2713994d098729494117803616e116032af192871aed80b79",
-                "sha256:472e4e4c100062488ec643f6162dd0d5208e33e2f34544e1fc931372e806c0cc",
-                "sha256:4f58ac32771341e38a853c5d0ec0dfe27e18e27da9cdb8bbc882d2249c71a3ee",
-                "sha256:58e07fb958bc5d752a280da0e890c538f1515b79a65757bbdc54252ba82e0b40",
-                "sha256:5e198ab3f55924c03ead626ff424cad1732d0d391478dfbf7bb97b34602395da",
-                "sha256:5fc2ac4027d0ef28d6ba69a0343737a23c4d1b83672bf38d1fe237bdc0643b37",
-                "sha256:66df38405fd8466ce3517eda1f6640611a0b8e70895e2a9462d1d4323c5eb4b9",
-                "sha256:6bd00a0a2094841c5e47e7374bb42b83d64c527a502e3334e1173a0c24437bab",
-                "sha256:7fc688329af6a287567f45cc1cefb9db662defeb14625213a5b7da6e692e2069",
-                "sha256:86042bbf9f5a05ea000d3203cf87aa9d0ccf9a01f73f71c58979eb9249f46d72",
-                "sha256:87ff2c13d58bdc4bbe7dc0dedfe622c0f04e2cb2a492269f3b418df2de05c536",
-                "sha256:af4792433f09575d9eeca5c63d7d90ca4aeceda9d8355e136f80f8967639183d",
-                "sha256:b4f0fed1022a63c6fec38f28b7fc77fca47fd490445c69d0a66266c59dd0b88a",
-                "sha256:d5d2309511cc56c021b4b4e462907c2b12f669b2dbeb68300110ec27723971be",
-                "sha256:ddc91eb318c8751c69ddb200a5937f1232ee8efb4e64e9f4bc475a33719de438",
-                "sha256:dedb6229b2c9086247e21a83c309754b9058b438704ad2f6807f0d8227f6ebdd",
-                "sha256:ea16e2a7d2714277e349e24d19a782a663a34ed60864006e8585db08f8ad1782",
-                "sha256:ea7469ee5902c95542bea7ee545f7006508c65c8c54b06dc2c92676ce526f3ea",
-                "sha256:f895078594d918f93337a505f8add9bd654d1a24962b4c6ed9390e12531eb31b",
-                "sha256:ff9fa5b16e4c1364eb89a4d16bcda9987f05d39604e1e6c35378a2987c1aac2d"
+                "sha256:03b6d0ed2b188e35ee6d5c36b5580cffd6da23319991c49ab5556c023ccf1341",
+                "sha256:064e2ff508e5464b4bd807a7c1625bc5047c5022b85c70f030680e18f37273a5",
+                "sha256:099b9a5da47de9e2cb5165e581f158e854d9e19d2e96b6698c0d64de911dd849",
+                "sha256:15a83369400454c41ed3a118e0cc58bd8123921a602f385cb6d6ea5df050c733",
+                "sha256:15d54056f7fe7a826d897789f53dd6377ec2ea8ba6f776dc83c2902b899fee81",
+                "sha256:1b16708a66d38abb1e6b5702f5c2c87e133289da36f6a1d15f6a5221085c6403",
+                "sha256:209a58fed9987eccc20f2ca94afe7257a8f46eb5df1fb69958650973230f91e6",
+                "sha256:25e01ec741ab5bb3eec8ba9cdb0f769230368a22c959c4937360efb89b7e9f01",
+                "sha256:397fba5d7616a5bc60b45c7ed204717eaddc38f826e3645402c426057ead9a91",
+                "sha256:3fbe6d5555bf608c47203baa3e72dbc6ec9965b3d7c318aa9a4ca76f465bd972",
+                "sha256:43808d9476c36b927fbcd0b0255ce75efe1b68a080154a38ae68a7e62de8f0f8",
+                "sha256:55b918670f692fc9fba55c3298d8a3beae295c5cded0a55dccdc5bbead814acd",
+                "sha256:5d1092694f166a7e56c805caaf794e0585cabdbf1df36911c414e4e9abb62ae9",
+                "sha256:62761474061feef6f720149d7ba876122007ddc64adff5ba6f374fda35a018a0",
+                "sha256:665afab0963a4b39dff7c1fa563cc8b11ecff7910206db4b2e64dd1ba25aed19",
+                "sha256:69e83ea6553a3ba79c08c6e15dbd9bfa912ec1e493bf75489ef93beb65209aeb",
+                "sha256:70401bbabd2fa1aa7c43bb358f54037baf0586f41e83b0ae67dd0534fc64edfd",
+                "sha256:79d44f9bfb004941ebb0abe8eff6504223a9c1ac51ef967d1263c6572bbebc99",
+                "sha256:80ef5c058b7bce08c83cac668158cb7edea692e458d21098c7d3bce35a5d43e7",
+                "sha256:89e972c0035e9e05823907ad5398c5a73b9f47a002b22359b177d40bdaee7056",
+                "sha256:93378d3203a5c0800c6b6d850ad2f19f7a3cdf1a3701d3416dbf128805c6a6a7",
+                "sha256:9a2b7d9180aed171f033c9f2fc6c204c1245cf60b0cb61cf2e7acc24eea78e0a",
+                "sha256:9d6b20b97d373f41617bd0708fd46aa656059af57f2ef72aa8c7d6a2b73b74ed",
+                "sha256:a76906f26bd8d51ea9504966a9c25419f2e668f012e0bdf3da4ea1526c534d94",
+                "sha256:a9f52c0351c21fe24c21d8c0eb1f62967b262d6729393397b6f443c3b773c3b9",
+                "sha256:ad37544be07c5d7fba814eb370e006df58fed8ad1ef33ed1649cb1889ba6ff58",
+                "sha256:b01586eed696ec905e61bd2568f48740f7ac4a45b3a468e6423a03d3788a51a8",
+                "sha256:c1fdf4abb29ed1cb091cf432979e162c208a5ac676ce35010373ff29247bcad5",
+                "sha256:c49562d3d908fd49ed0938e5423daed8d407774a479b595b143a3d7f87cdae6a",
+                "sha256:c4a580f8a70c69e4a75587bd925d298434057fe2a428faaf927ffe6e4b9a98df",
+                "sha256:c837b896b37cd103570d776bda106eabb8737aa6dd4f248451aecf53030cdbeb",
+                "sha256:d7598cf74c3e16539d4e2f0b8d8c318e00041553d83d4861f87c7a72e95ac24d",
+                "sha256:dd86bb649299f09d987a2eebb4d52d10603224500792e1bee18303bbcc1ce390",
+                "sha256:e79311f2d904ccb59787477b7bd5d26f3347789c06fcd7656fa500875290264b",
+                "sha256:e92bdc656b7757c438660f775f872a669b8ff374edc4d18277d86b63edba6b8b",
+                "sha256:fa6ffadfbe6994d724c5a1bb6123a7d27dd68fc9c059561cd33b664a79578e14",
+                "sha256:feb8cc32d319edd5859da2cc084493b3e2ce5e49a946377663cc90f6c15fb259",
+                "sha256:ff2933428516ab63f961644bc49bc4cbe42bbffb2cd3b71cc7277c07d16b1a8b"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==1.16.1"
+            "version": "==1.17.1"
         },
         "mypy-boto3-s3": {
             "hashes": [
-                "sha256:9b003a3d4f4e01c6f3a7dc01e6bdcf9cc58e74c48cfbccd7cf80328b5b3ef4c7",
-                "sha256:b272d1c9b359017ea7c5d79b4610ba93e91f557ad01da0d6e302bd7b7804f73b"
+                "sha256:5736b7780d57a156312d8d136462c207671d0236b0355704b5754496bb712bc8",
+                "sha256:99a4a27f04d62fe0b31032f274f2e19889fa66424413617a9416873c48567f1d"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.38.39"
+            "version": "==1.40.0"
         },
         "mypy-extensions": {
             "hashes": [
@@ -1079,68 +1118,91 @@
         },
         "numpy": {
             "hashes": [
-                "sha256:0025048b3c1557a20bc80d06fdeb8cc7fc193721484cca82b2cfa072fec71a93",
-                "sha256:010ce9b4f00d5c036053ca684c77441f2f2c934fd23bee058b4d6f196efd8280",
-                "sha256:0bb3a4a61e1d327e035275d2a993c96fa786e4913aa089843e6a2d9dd205c66a",
-                "sha256:0c4d9e0a8368db90f93bd192bfa771ace63137c3488d198ee21dfb8e7771916e",
-                "sha256:15aa4c392ac396e2ad3d0a2680c0f0dee420f9fed14eef09bdb9450ee6dcb7b7",
-                "sha256:18703df6c4a4fee55fd3d6e5a253d01c5d33a295409b03fda0c86b3ca2ff41a1",
-                "sha256:1ec9ae20a4226da374362cca3c62cd753faf2f951440b0e3b98e93c235441d2b",
-                "sha256:23ab05b2d241f76cb883ce8b9a93a680752fbfcbd51c50eff0b88b979e471d8c",
-                "sha256:25a1992b0a3fdcdaec9f552ef10d8103186f5397ab45e2d25f8ac51b1a6b97e8",
-                "sha256:2959d8f268f3d8ee402b04a9ec4bb7604555aeacf78b360dc4ec27f1d508177d",
-                "sha256:2a809637460e88a113e186e87f228d74ae2852a2e0c44de275263376f17b5bdc",
-                "sha256:2fb86b7e58f9ac50e1e9dd1290154107e47d1eef23a0ae9145ded06ea606f992",
-                "sha256:36890eb9e9d2081137bd78d29050ba63b8dab95dff7912eadf1185e80074b2a0",
-                "sha256:39bff12c076812595c3a306f22bfe49919c5513aa1e0e70fac756a0be7c2a2b8",
-                "sha256:467db865b392168ceb1ef1ffa6f5a86e62468c43e0cfb4ab6da667ede10e58db",
-                "sha256:4e602e1b8682c2b833af89ba641ad4176053aaa50f5cacda1a27004352dde943",
-                "sha256:5902660491bd7a48b2ec16c23ccb9124b8abfd9583c5fdfa123fe6b421e03de1",
-                "sha256:5ccb7336eaf0e77c1635b232c141846493a588ec9ea777a7c24d7166bb8533ae",
-                "sha256:5f1b8f26d1086835f442286c1d9b64bb3974b0b1e41bb105358fd07d20872952",
-                "sha256:6269b9edfe32912584ec496d91b00b6d34282ca1d07eb10e82dfc780907d6c2e",
-                "sha256:6ea9e48336a402551f52cd8f593343699003d2353daa4b72ce8d34f66b722070",
-                "sha256:762e0c0c6b56bdedfef9a8e1d4538556438288c4276901ea008ae44091954e29",
-                "sha256:7be91b2239af2658653c5bb6f1b8bccafaf08226a258caf78ce44710a0160d30",
-                "sha256:7dea630156d39b02a63c18f508f85010230409db5b2927ba59c8ba4ab3e8272e",
-                "sha256:867ef172a0976aaa1f1d1b63cf2090de8b636a7674607d514505fb7276ab08fc",
-                "sha256:8d5ee6eec45f08ce507a6570e06f2f879b374a552087a4179ea7838edbcbfa42",
-                "sha256:8e333040d069eba1652fb08962ec5b76af7f2c7bce1df7e1418c8055cf776f25",
-                "sha256:a5ee121b60aa509679b682819c602579e1df14a5b07fe95671c8849aad8f2115",
-                "sha256:a780033466159c2270531e2b8ac063704592a0bc62ec4a1b991c7c40705eb0e8",
-                "sha256:a894f3816eb17b29e4783e5873f92faf55b710c2519e5c351767c51f79d8526d",
-                "sha256:a8b740f5579ae4585831b3cf0e3b0425c667274f82a484866d2adf9570539369",
-                "sha256:ad506d4b09e684394c42c966ec1527f6ebc25da7f4da4b1b056606ffe446b8a3",
-                "sha256:afed2ce4a84f6b0fc6c1ce734ff368cbf5a5e24e8954a338f3bdffa0718adffb",
-                "sha256:b0b5397374f32ec0649dd98c652a1798192042e715df918c20672c62fb52d4b8",
-                "sha256:bada6058dd886061f10ea15f230ccf7dfff40572e99fef440a4a857c8728c9c0",
-                "sha256:c4913079974eeb5c16ccfd2b1f09354b8fed7e0d6f2cab933104a09a6419b1ee",
-                "sha256:c5bdf2015ccfcee8253fb8be695516ac4457c743473a43290fd36eba6a1777eb",
-                "sha256:c6e0bf9d1a2f50d2b65a7cf56db37c095af17b59f6c132396f7c6d5dd76484df",
-                "sha256:ce2ce9e5de4703a673e705183f64fd5da5bf36e7beddcb63a25ee2286e71ca48",
-                "sha256:cfecc7822543abdea6de08758091da655ea2210b8ffa1faf116b940693d3df76",
-                "sha256:d4580adadc53311b163444f877e0789f1c8861e2698f6b2a4ca852fda154f3ff",
-                "sha256:d70f20df7f08b90a2062c1f07737dd340adccf2068d0f1b9b3d56e2038979fee",
-                "sha256:e344eb79dab01f1e838ebb67aab09965fb271d6da6b00adda26328ac27d4a66e",
-                "sha256:e610832418a2bc09d974cc9fecebfa51e9532d6190223bc5ef6a7402ebf3b5cb",
-                "sha256:e772dda20a6002ef7061713dc1e2585bc1b534e7909b2030b5a46dae8ff077ab",
-                "sha256:e7cbf5a5eafd8d230a3ce356d892512185230e4781a361229bd902ff403bc660",
-                "sha256:eabd7e8740d494ce2b4ea0ff05afa1b7b291e978c0ae075487c51e8bd93c0c68",
-                "sha256:ebb8603d45bc86bbd5edb0d63e52c5fd9e7945d3a503b77e486bd88dde67a19b",
-                "sha256:ec0bdafa906f95adc9a0c6f26a4871fa753f25caaa0e032578a30457bff0af6a",
-                "sha256:eccb9a159db9aed60800187bc47a6d3451553f0e1b08b068d8b277ddfbb9b244",
-                "sha256:ee8340cb48c9b7a5899d1149eece41ca535513a9698098edbade2a8e7a84da77"
+                "sha256:07b62978075b67eee4065b166d000d457c82a1efe726cce608b9db9dd66a73a5",
+                "sha256:087ffc25890d89a43536f75c5fe8770922008758e8eeeef61733957041ed2f9b",
+                "sha256:092aeb3449833ea9c0bf0089d70c29ae480685dd2377ec9cdbbb620257f84631",
+                "sha256:095737ed986e00393ec18ec0b21b47c22889ae4b0cd2d5e88342e08b01141f58",
+                "sha256:0a4f2021a6da53a0d580d6ef5db29947025ae8b35b3250141805ea9a32bbe86b",
+                "sha256:103ea7063fa624af04a791c39f97070bf93b96d7af7eb23530cd087dc8dbe9dc",
+                "sha256:11e58218c0c46c80509186e460d79fbdc9ca1eb8d8aee39d8f2dc768eb781089",
+                "sha256:122bf5ed9a0221b3419672493878ba4967121514b1d7d4656a7580cd11dddcbf",
+                "sha256:14a91ebac98813a49bc6aa1a0dfc09513dcec1d97eaf31ca21a87221a1cdcb15",
+                "sha256:1f91e5c028504660d606340a084db4b216567ded1056ea2b4be4f9d10b67197f",
+                "sha256:20b8200721840f5621b7bd03f8dcd78de33ec522fc40dc2641aa09537df010c3",
+                "sha256:240259d6564f1c65424bcd10f435145a7644a65a6811cfc3201c4a429ba79170",
+                "sha256:2738534837c6a1d0c39340a190177d7d66fdf432894f469728da901f8f6dc910",
+                "sha256:27c9f90e7481275c7800dc9c24b7cc40ace3fdb970ae4d21eaff983a32f70c91",
+                "sha256:293b2192c6bcce487dbc6326de5853787f870aeb6c43f8f9c6496db5b1781e45",
+                "sha256:2c3271cc4097beb5a60f010bcc1cc204b300bb3eafb4399376418a83a1c6373c",
+                "sha256:2f4f0215edb189048a3c03bd5b19345bdfa7b45a7a6f72ae5945d2a28272727f",
+                "sha256:3dcf02866b977a38ba3ec10215220609ab9667378a9e2150615673f3ffd6c73b",
+                "sha256:4209f874d45f921bde2cff1ffcd8a3695f545ad2ffbef6d3d3c6768162efab89",
+                "sha256:448a66d052d0cf14ce9865d159bfc403282c9bc7bb2a31b03cc18b651eca8b1a",
+                "sha256:4ae6863868aaee2f57503c7a5052b3a2807cf7a3914475e637a0ecd366ced220",
+                "sha256:4d002ecf7c9b53240be3bb69d80f86ddbd34078bae04d87be81c1f58466f264e",
+                "sha256:4e6ecfeddfa83b02318f4d84acf15fbdbf9ded18e46989a15a8b6995dfbf85ab",
+                "sha256:508b0eada3eded10a3b55725b40806a4b855961040180028f52580c4729916a2",
+                "sha256:546aaf78e81b4081b2eba1d105c3b34064783027a06b3ab20b6eba21fb64132b",
+                "sha256:572d5512df5470f50ada8d1972c5f1082d9a0b7aa5944db8084077570cf98370",
+                "sha256:5ad4ebcb683a1f99f4f392cc522ee20a18b2bb12a2c1c42c3d48d5a1adc9d3d2",
+                "sha256:66459dccc65d8ec98cc7df61307b64bf9e08101f9598755d42d8ae65d9a7a6ee",
+                "sha256:6936aff90dda378c09bea075af0d9c675fe3a977a9d2402f95a87f440f59f619",
+                "sha256:69779198d9caee6e547adb933941ed7520f896fd9656834c300bdf4dd8642712",
+                "sha256:6f1ae3dcb840edccc45af496f312528c15b1f79ac318169d094e85e4bb35fdf1",
+                "sha256:71669b5daae692189540cffc4c439468d35a3f84f0c88b078ecd94337f6cb0ec",
+                "sha256:72c6df2267e926a6d5286b0a6d556ebe49eae261062059317837fda12ddf0c1a",
+                "sha256:72dbebb2dcc8305c431b2836bcc66af967df91be793d63a24e3d9b741374c450",
+                "sha256:754d6755d9a7588bdc6ac47dc4ee97867271b17cee39cb87aef079574366db0a",
+                "sha256:76c3e9501ceb50b2ff3824c3589d5d1ab4ac857b0ee3f8f49629d0de55ecf7c2",
+                "sha256:7a0e27186e781a69959d0230dd9909b5e26024f8da10683bd6344baea1885168",
+                "sha256:7d6e390423cc1f76e1b8108c9b6889d20a7a1f59d9a60cac4a050fa734d6c1e2",
+                "sha256:8145dd6d10df13c559d1e4314df29695613575183fa2e2d11fac4c208c8a1f73",
+                "sha256:8446acd11fe3dc1830568c941d44449fd5cb83068e5c70bd5a470d323d448296",
+                "sha256:852ae5bed3478b92f093e30f785c98e0cb62fa0a939ed057c31716e18a7a22b9",
+                "sha256:87c930d52f45df092f7578889711a0768094debf73cfcde105e2d66954358125",
+                "sha256:8b1224a734cd509f70816455c3cffe13a4f599b1bf7130f913ba0e2c0b2006c0",
+                "sha256:8dc082ea901a62edb8f59713c6a7e28a85daddcb67454c839de57656478f5b19",
+                "sha256:906a30249315f9c8e17b085cc5f87d3f369b35fedd0051d4a84686967bdbbd0b",
+                "sha256:938065908d1d869c7d75d8ec45f735a034771c6ea07088867f713d1cd3bbbe4f",
+                "sha256:9c144440db4bf3bb6372d2c3e49834cc0ff7bb4c24975ab33e01199e645416f2",
+                "sha256:9e196ade2400c0c737d93465327d1ae7c06c7cb8a1756121ebf54b06ca183c7f",
+                "sha256:a3ef07ec8cbc8fc9e369c8dcd52019510c12da4de81367d8b20bc692aa07573a",
+                "sha256:a7af9ed2aa9ec5950daf05bb11abc4076a108bd3c7db9aa7251d5f107079b6a6",
+                "sha256:a9f66e7d2b2d7712410d3bc5684149040ef5f19856f20277cd17ea83e5006286",
+                "sha256:aa098a5ab53fa407fded5870865c6275a5cd4101cfdef8d6fafc48286a96e981",
+                "sha256:af58de8745f7fa9ca1c0c7c943616c6fe28e75d0c81f5c295810e3c83b5be92f",
+                "sha256:b05a89f2fb84d21235f93de47129dd4f11c16f64c87c33f5e284e6a3a54e43f2",
+                "sha256:b5e40e80299607f597e1a8a247ff8d71d79c5b52baa11cc1cce30aa92d2da6e0",
+                "sha256:b9d0878b21e3918d76d2209c924ebb272340da1fb51abc00f986c258cd5e957b",
+                "sha256:bc3186bea41fae9d8e90c2b4fb5f0a1f5a690682da79b92574d63f56b529080b",
+                "sha256:c63d95dc9d67b676e9108fe0d2182987ccb0f11933c1e8959f42fa0da8d4fa56",
+                "sha256:c771cfac34a4f2c0de8e8c97312d07d64fd8f8ed45bc9f5726a7e947270152b5",
+                "sha256:c8d9727f5316a256425892b043736d63e89ed15bbfe6556c5ff4d9d4448ff3b3",
+                "sha256:cbc95b3813920145032412f7e33d12080f11dc776262df1712e1638207dde9e8",
+                "sha256:cefc2219baa48e468e3db7e706305fcd0c095534a192a08f31e98d83a7d45fb0",
+                "sha256:d95f59afe7f808c103be692175008bab926b59309ade3e6d25009e9a171f7036",
+                "sha256:dd937f088a2df683cbb79dda9a772b62a3e5a8a7e76690612c2737f38c6ef1b6",
+                "sha256:de6ea4e5a65d5a90c7d286ddff2b87f3f4ad61faa3db8dabe936b34c2275b6f8",
+                "sha256:e0486a11ec30cdecb53f184d496d1c6a20786c81e55e41640270130056f8ee48",
+                "sha256:ee807923782faaf60d0d7331f5e86da7d5e3079e28b291973c545476c2b00d07",
+                "sha256:efc81393f25f14d11c9d161e46e6ee348637c0a1e8a54bf9dedc472a3fae993b",
+                "sha256:f0a1a8476ad77a228e41619af2fa9505cf69df928e9aaa165746584ea17fed2b",
+                "sha256:f75018be4980a7324edc5930fe39aa391d5734531b1926968605416ff58c332d",
+                "sha256:f92d6c2a8535dc4fe4419562294ff957f83a16ebdec66df0805e473ffaad8bd0",
+                "sha256:fb1752a3bb9a3ad2d6b090b88a9a0ae1cd6f004ef95f75825e2f382c183b2097",
+                "sha256:fc927d7f289d14f5e037be917539620603294454130b6de200091e23d27dc9be",
+                "sha256:fed5527c4cf10f16c6d0b6bee1f89958bccb0ad2522c8cadc2efd318bcd545f5"
             ],
             "markers": "python_version >= '3.11'",
-            "version": "==2.3.1"
+            "version": "==2.3.2"
         },
         "packageurl-python": {
             "hashes": [
-                "sha256:59b0862ae0b216994f847e05b4c6e870e0d16e1ddd706feefb19d79810f22cbd",
-                "sha256:5db592a990b60bc02446033c50fb1803a26c5124cd72c5a2cd1b8ea1ae741969"
+                "sha256:719995f0c7f706890277ba57ec95afcaa9696c836a7675770a1279b01a41f7be",
+                "sha256:f51b5aab570159f07258c8e998e9972ff3bf060da16b7334a42bd9f9737777d9"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.17.1"
+            "version": "==0.17.3"
         },
         "packaging": {
             "hashes": [
@@ -1152,12 +1214,12 @@
         },
         "pandas-stubs": {
             "hashes": [
-                "sha256:cd0a49a95b8c5f944e605be711042a4dd8550e2c559b43d70ba2c4b524b66163",
-                "sha256:e2d694c4e72106055295ad143664e5c99e5815b07190d1ff85b73b13ff019e63"
+                "sha256:a9265fc69909f0f7a9cabc5f596d86c9d531499fed86b7838fd3278285d76b81",
+                "sha256:fb6a8478327b16ed65c46b1541de74f5c5947f3601850caf3e885e0140584717"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.10'",
-            "version": "==2.2.3.250527"
+            "version": "==2.3.0.250703"
         },
         "parso": {
             "hashes": [
@@ -1185,11 +1247,11 @@
         },
         "pip": {
             "hashes": [
-                "sha256:2913a38a2abf4ea6b64ab507bd9e967f3b53dc1ede74b01b0931e1ce548751af",
-                "sha256:3de45d411d308d5054c2168185d8da7f9a2cd753dbac8acbfa88a8909ecd9077"
+                "sha256:578283f006390f85bb6282dffb876454593d637f5d1be494b5202ce4877e71f2",
+                "sha256:6d67a2b4e7f14d8b31b8b52648866fa717f45a1eb70e83002f4331d07e953717"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==25.1.1"
+            "version": "==25.2"
         },
         "pip-api": {
             "hashes": [
@@ -1265,81 +1327,70 @@
         },
         "py-serializable": {
             "hashes": [
-                "sha256:1721e4c0368adeec965c183168da4b912024702f19e15e13f8577098b9a4f8fe",
-                "sha256:e9e6491dd7d29c31daf1050232b57f9657f9e8a43b867cca1ff204752cf420a5"
+                "sha256:9d5db56154a867a9b897c0163b33a793c804c80cee984116d02d49e4578fc103",
+                "sha256:b56d5d686b5a03ba4f4db5e769dc32336e142fc3bd4d68a8c25579ebb0a67304"
             ],
             "markers": "python_version >= '3.8' and python_version < '4.0'",
-            "version": "==2.0.0"
+            "version": "==2.1.0"
         },
         "pyarrow": {
             "hashes": [
-                "sha256:00138f79ee1b5aca81e2bdedb91e3739b987245e11fa3c826f9e57c5d102fb75",
-                "sha256:11529a2283cb1f6271d7c23e4a8f9f8b7fd173f7360776b668e509d712a02eec",
-                "sha256:15aa1b3b2587e74328a730457068dc6c89e6dcbf438d4369f572af9d320a25ee",
-                "sha256:1bcbe471ef3349be7714261dea28fe280db574f9d0f77eeccc195a2d161fd861",
-                "sha256:204a846dca751428991346976b914d6d2a82ae5b8316a6ed99789ebf976551e6",
-                "sha256:211d5e84cecc640c7a3ab900f930aaff5cd2702177e0d562d426fb7c4f737781",
-                "sha256:24ca380585444cb2a31324c546a9a56abbe87e26069189e14bdba19c86c049f0",
-                "sha256:2c3a01f313ffe27ac4126f4c2e5ea0f36a5fc6ab51f8726cf41fee4b256680bd",
-                "sha256:30b3051b7975801c1e1d387e17c588d8ab05ced9b1e14eec57915f79869b5031",
-                "sha256:3346babb516f4b6fd790da99b98bed9708e3f02e734c84971faccb20736848dc",
-                "sha256:3e1f8a47f4b4ae4c69c4d702cfbdfe4d41e18e5c7ef6f1bb1c50918c1e81c57b",
-                "sha256:4250e28a22302ce8692d3a0e8ec9d9dde54ec00d237cff4dfa9c1fbf79e472a8",
-                "sha256:4680f01ecd86e0dd63e39eb5cd59ef9ff24a9d166db328679e36c108dc993d4c",
-                "sha256:4a8b029a07956b8d7bd742ffca25374dd3f634b35e46cc7a7c3fa4c75b297191",
-                "sha256:4ba3cf4182828be7a896cbd232aa8dd6a31bd1f9e32776cc3796c012855e1199",
-                "sha256:5605919fbe67a7948c1f03b9f3727d82846c053cd2ce9303ace791855923fd20",
-                "sha256:5f0fb1041267e9968c6d0d2ce3ff92e3928b243e2b6d11eeb84d9ac547308232",
-                "sha256:6102b4864d77102dbbb72965618e204e550135a940c2534711d5ffa787df2a5a",
-                "sha256:6415a0d0174487456ddc9beaead703d0ded5966129fa4fd3114d76b5d1c5ceae",
-                "sha256:6bb830757103a6cb300a04610e08d9636f0cd223d32f388418ea893a3e655f1c",
-                "sha256:6fc1499ed3b4b57ee4e090e1cea6eb3584793fe3d1b4297bbf53f09b434991a5",
-                "sha256:75a51a5b0eef32727a247707d4755322cb970be7e935172b6a3a9f9ae98404ba",
-                "sha256:7a3a5dcf54286e6141d5114522cf31dd67a9e7c9133d150799f30ee302a7a1ab",
-                "sha256:7f4c8534e2ff059765647aa69b75d6543f9fef59e2cd4c6d18015192565d2b70",
-                "sha256:82f1ee5133bd8f49d31be1299dc07f585136679666b502540db854968576faf9",
-                "sha256:851c6a8260ad387caf82d2bbf54759130534723e37083111d4ed481cb253cc0d",
-                "sha256:89e030dc58fc760e4010148e6ff164d2f44441490280ef1e97a542375e41058e",
-                "sha256:95b330059ddfdc591a3225f2d272123be26c8fa76e8c9ee1a77aad507361cfdb",
-                "sha256:96d6a0a37d9c98be08f5ed6a10831d88d52cac7b13f5287f1e0f625a0de8062b",
-                "sha256:96e37f0766ecb4514a899d9a3554fadda770fb57ddf42b63d80f14bc20aa7db3",
-                "sha256:97c8dc984ed09cb07d618d57d8d4b67a5100a30c3818c2fb0b04599f0da2de7b",
-                "sha256:991f85b48a8a5e839b2128590ce07611fae48a904cae6cab1f089c5955b57eb5",
-                "sha256:9965a050048ab02409fb7cbbefeedba04d3d67f2cc899eff505cc084345959ca",
-                "sha256:9b71daf534f4745818f96c214dbc1e6124d7daf059167330b610fc69b6f3d3e3",
-                "sha256:a15532e77b94c61efadde86d10957950392999503b3616b2ffcef7621a002893",
-                "sha256:a18a14baef7d7ae49247e75641fd8bcbb39f44ed49a9fc4ec2f65d5031aa3b96",
-                "sha256:a1f60dc14658efaa927f8214734f6a01a806d7690be4b3232ba526836d216122",
-                "sha256:a2791f69ad72addd33510fec7bb14ee06c2a448e06b649e264c094c5b5f7ce28",
-                "sha256:a5704f29a74b81673d266e5ec1fe376f060627c2e42c5c7651288ed4b0db29e9",
-                "sha256:a6ad3e7758ecf559900261a4df985662df54fb7fdb55e8e3b3aa99b23d526b62",
-                "sha256:aa0d288143a8585806e3cc7c39566407aab646fb9ece164609dac1cfff45f6ae",
-                "sha256:b6953f0114f8d6f3d905d98e987d0924dabce59c3cda380bdfaa25a6201563b4",
-                "sha256:b8ff87cc837601532cc8242d2f7e09b4e02404de1b797aee747dd4ba4bd6313f",
-                "sha256:c7dd06fd7d7b410ca5dc839cc9d485d2bc4ae5240851bcd45d85105cc90a47d7",
-                "sha256:ca151afa4f9b7bc45bcc791eb9a89e90a9eb2772767d0b1e5389609c7d03db63",
-                "sha256:cb497649e505dc36542d0e68eca1a3c94ecbe9799cb67b578b55f2441a247fbc",
-                "sha256:d5382de8dc34c943249b01c19110783d0d64b207167c728461add1ecc2db88e4",
-                "sha256:db53390eaf8a4dab4dbd6d93c85c5cf002db24902dbff0ca7d988beb5c9dd15b",
-                "sha256:dd43f58037443af715f34f1322c782ec463a3c8a94a85fdb2d987ceb5658e061",
-                "sha256:e22f80b97a271f0a7d9cd07394a7d348f80d3ac63ed7cc38b6d1b696ab3b2619",
-                "sha256:e724a3fd23ae5b9c010e7be857f4405ed5e679db5c93e66204db1a69f733936a",
-                "sha256:e8b88758f9303fa5a83d6c90e176714b2fd3852e776fc2d7e42a22dd6c2fb368",
-                "sha256:f2d67ac28f57a362f1a2c1e6fa98bfe2f03230f7e15927aecd067433b1e70ce8",
-                "sha256:f3b117b922af5e4c6b9a9115825726cac7d8b1421c37c2b5e24fbacc8930612c",
-                "sha256:febc4a913592573c8d5805091a6c2b5064c8bd6e002131f01061797d91c783c1"
+                "sha256:067c66ca29aaedae08218569a114e413b26e742171f526e828e1064fcdec13f4",
+                "sha256:072116f65604b822a7f22945a7a6e581cfa28e3454fdcc6939d4ff6090126623",
+                "sha256:0c4e75d13eb76295a49e0ea056eb18dbd87d81450bfeb8afa19a7e5a75ae2ad7",
+                "sha256:186aa00bca62139f75b7de8420f745f2af12941595bbbfa7ed3870ff63e25636",
+                "sha256:1e005378c4a2c6db3ada3ad4c217b381f6c886f0a80d6a316fe586b90f77efd7",
+                "sha256:203003786c9fd253ebcafa44b03c06983c9c8d06c3145e37f1b76a1f317aeae1",
+                "sha256:222c39e2c70113543982c6b34f3077962b44fca38c0bd9e68bb6781534425c10",
+                "sha256:26bfd95f6bff443ceae63c65dc7e048670b7e98bc892210acba7e4995d3d4b51",
+                "sha256:3a302f0e0963db37e0a24a70c56cf91a4faa0bca51c23812279ca2e23481fccd",
+                "sha256:3a81486adc665c7eb1a2bde0224cfca6ceaba344a82a971ef059678417880eb8",
+                "sha256:3b4d97e297741796fead24867a8dabf86c87e4584ccc03167e4a811f50fdf74d",
+                "sha256:40ebfcb54a4f11bcde86bc586cbd0272bac0d516cfa539c799c2453768477569",
+                "sha256:479ee41399fcddc46159a551705b89c05f11e8b8cb8e968f7fec64f62d91985e",
+                "sha256:5051f2dccf0e283ff56335760cbc8622cf52264d67e359d5569541ac11b6d5bc",
+                "sha256:555ca6935b2cbca2c0e932bedd853e9bc523098c39636de9ad4693b5b1df86d6",
+                "sha256:585e7224f21124dd57836b1530ac8f2df2afc43c861d7bf3d58a4870c42ae36c",
+                "sha256:58c30a1729f82d201627c173d91bd431db88ea74dcaa3885855bc6203e433b82",
+                "sha256:6299449adf89df38537837487a4f8d3bd91ec94354fdd2a7d30bc11c48ef6e79",
+                "sha256:65f8e85f79031449ec8706b74504a316805217b35b6099155dd7e227eef0d4b6",
+                "sha256:689f448066781856237eca8d1975b98cace19b8dd2ab6145bf49475478bcaa10",
+                "sha256:69cbbdf0631396e9925e048cfa5bce4e8c3d3b41562bbd70c685a8eb53a91e61",
+                "sha256:731c7022587006b755d0bdb27626a1a3bb004bb56b11fb30d98b6c1b4718579d",
+                "sha256:7be45519b830f7c24b21d630a31d48bcebfd5d4d7f9d3bdb49da9cdf6d764edb",
+                "sha256:898afce396b80fdda05e3086b4256f8677c671f7b1d27a6976fa011d3fd0a86e",
+                "sha256:8d58d8497814274d3d20214fbb24abcad2f7e351474357d552a8d53bce70c70e",
+                "sha256:9b0b14b49ac10654332a805aedfc0147fb3469cbf8ea951b3d040dab12372594",
+                "sha256:9d9f8bcb4c3be7738add259738abdeddc363de1b80e3310e04067aa1ca596634",
+                "sha256:a7a102574faa3f421141a64c10216e078df467ab9576684d5cd696952546e2da",
+                "sha256:a7f6524e3747e35f80744537c78e7302cd41deee8baa668d56d55f77d9c464b3",
+                "sha256:b6b27cf01e243871390474a211a7922bfbe3bda21e39bc9160daf0da3fe48876",
+                "sha256:b7ae0bbdc8c6674259b25bef5d2a1d6af5d39d7200c819cf99e07f7dfef1c51e",
+                "sha256:bd04ec08f7f8bd113c55868bd3fc442a9db67c27af098c5f814a3091e71cc61a",
+                "sha256:c077f48aab61738c237802836fc3844f85409a46015635198761b0d6a688f87b",
+                "sha256:cdc4c17afda4dab2a9c0b79148a43a7f4e1094916b3e18d8975bfd6d6d52241f",
+                "sha256:cf56ec8b0a5c8c9d7021d6fd754e688104f9ebebf1bf4449613c9531f5346a18",
+                "sha256:d2fe8e7f3ce329a71b7ddd7498b3cfac0eeb200c2789bd840234f0dc271a8efe",
+                "sha256:dc56bc708f2d8ac71bd1dcb927e458c93cec10b98eb4120206a4091db7b67b99",
+                "sha256:e563271e2c5ff4d4a4cbeb2c83d5cf0d4938b891518e676025f7268c6fe5fe26",
+                "sha256:e72a8ec6b868e258a2cd2672d91f2860ad532d590ce94cdf7d5e7ec674ccf03d",
+                "sha256:e99310a4ebd4479bcd1964dff9e14af33746300cb014aa4a3781738ac63baf4a",
+                "sha256:f522e5709379d72fb3da7785aa489ff0bb87448a9dc5a75f45763a795a089ebd",
+                "sha256:fc0d2f88b81dcf3ccf9a6ae17f89183762c8a94a5bdcfa09e05cfe413acf0503",
+                "sha256:fee33b0ca46f4c85443d6c450357101e47d53e6c3f008d658c27a2d020d44c79"
             ],
+            "index": "pypi",
             "markers": "python_version >= '3.9'",
-            "version": "==20.0.0"
+            "version": "==21.0.0"
         },
         "pyarrow-stubs": {
             "hashes": [
-                "sha256:34edc92af48e0123c223526d61ed76932a2bd214329c771dfcbb2e5aa1fb820d",
-                "sha256:ba41fa49e3f2516be492df7fa2976a4ddf333f5255e5ced28b116a5db9480c3d"
+                "sha256:8ecfdd215af468d6b993e2290da7f3d51a32991c1d230b90682f7ee4bc5ee7cd",
+                "sha256:8fa8a93a7b7ec3c8d6df8c452628f4351419e8bc44ac45a298d7223d05dcdd0a"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.9' and python_version < '4'",
-            "version": "==20.0.0.20250618"
+            "version": "==20.0.0.20250716"
         },
         "pycparser": {
             "hashes": [
@@ -1468,44 +1519,44 @@
         },
         "rich": {
             "hashes": [
-                "sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0",
-                "sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725"
+                "sha256:536f5f1785986d6dbdea3c75205c473f970777b4a0d6c6dd1b696aa05a3fa04f",
+                "sha256:e497a48b844b0320d45007cdebfeaeed8db2a4f4bcf49f15e455cfc4af11eaa8"
             ],
             "markers": "python_full_version >= '3.8.0'",
-            "version": "==14.0.0"
+            "version": "==14.1.0"
         },
         "ruff": {
             "hashes": [
-                "sha256:05ed0c914fabc602fc1f3b42c53aa219e5736cb030cdd85640c32dbc73da74a6",
-                "sha256:07a7aa9b69ac3fcfda3c507916d5d1bca10821fe3797d46bad10f2c6de1edda0",
-                "sha256:0c0758038f81beec8cc52ca22de9685b8ae7f7cc18c013ec2050012862cc9165",
-                "sha256:139b3d28027987b78fc8d6cfb61165447bdf3740e650b7c480744873688808c2",
-                "sha256:1e55e44e770e061f55a7dbc6e9aed47feea07731d809a3710feda2262d2d4d8a",
-                "sha256:3a9512af224b9ac4757f7010843771da6b2b0935a9e5e76bb407caa901a1a514",
-                "sha256:4d047db3662418d4a848a3fdbfaf17488b34b62f527ed6f10cb8afd78135bc5c",
-                "sha256:5652a9ecdb308a1754d96a68827755f28d5dfb416b06f60fd9e13f26191a8848",
-                "sha256:68853e8517b17bba004152aebd9dd77d5213e503a5f2789395b25f26acac0da4",
-                "sha256:6a315992297a7435a66259073681bb0d8647a826b7a6de45c6934b2ca3a9ed51",
-                "sha256:7162a4c816f8d1555eb195c46ae0bd819834d2a3f18f98cc63819a7b46f474fb",
-                "sha256:7d235618283718ee2fe14db07f954f9b2423700919dc688eacf3f8797a11315c",
-                "sha256:8cd24580405ad8c1cc64d61725bca091d6b6da7eb3d36f72cc605467069d7e8b",
-                "sha256:952d0630eae628250ab1c70a7fffb641b03e6b4a2d3f3ec6c1d19b4ab6c6c807",
-                "sha256:b08df3d96db798e5beb488d4df03011874aff919a97dcc2dd8539bb2be5d6a88",
-                "sha256:c021f04ea06966b02614d442e94071781c424ab8e02ec7af2f037b4c1e01cc82",
-                "sha256:d00b7a157b8fb6d3827b49d3324da34a1e3f93492c1f97b08e222ad7e9b291e0",
-                "sha256:e7731c3eec50af71597243bace7ec6104616ca56dda2b99c89935fe926bdcd48"
+                "sha256:06bfb01e1623bf7f59ea749a841da56f8f653d641bfd046edee32ede7ff6c606",
+                "sha256:1fc3193f238bc2d7968772c82831a4ff69252f673be371fb49663f0068b7ec71",
+                "sha256:2e1c2a3b8626339bb6369116e7030a4cf194ea48f49b64bb505732a7fce4f4e3",
+                "sha256:32dec41817623d388e645612ec70d5757a6d9c035f3744a52c7b195a57e03860",
+                "sha256:4000623300563c709458d0ce170c3d0d788c23a058912f28bbadc6f905d67afa",
+                "sha256:47ef751f722053a5df5fa48d412dbb54d41ab9b17875c6840a58ec63ff0c247c",
+                "sha256:5726f59b171111fa6a69d82aef48f00b56598b03a22f0f4170664ff4d8298efb",
+                "sha256:5d0bfe4e77fba61bf2ccadf8cf005d6133e3ce08793bbe870dd1c734f2699a3e",
+                "sha256:69ffe0e5f9b2cf2b8e289a3f8945b402a1b19eff24ec389f45f23c42a3dd6fb5",
+                "sha256:74e6f5c04c4dd4aba223f4fe6e7104f79e0eebf7d307e4f9b18c18362124bccd",
+                "sha256:76e4f31529899b8c434c3c1dede98c4483b89590e15fb49f2d46183801565303",
+                "sha256:789b7a03e72507c54fb3ba6209e4bb36517b90f1a3569ea17084e3fd295500fb",
+                "sha256:9c18f3d707ee9edf89da76131956aba1270c6348bfee8f6c647de841eac7194f",
+                "sha256:a07a5c8ffa2611a52732bdc67bf88e243abd84fe2d7f6daef3826b59abbfeda4",
+                "sha256:a828a5fc25a3efd3e1ff7b241fd392686c9386f20e5ac90aa9234a5faa12c423",
+                "sha256:c928f1b2ec59fb77dfdf70e0419408898b63998789cc98197e15f560b9e77f77",
+                "sha256:dfce05101dbd11833a0776716d5d1578641b7fddb537fe7fa956ab85d1769b69",
+                "sha256:e41df94a957d50083fd09b916d6e89e497246698c3f3d5c681c8b3e7b9bb4ac8"
             ],
             "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==0.12.0"
+            "version": "==0.12.7"
         },
         "s3transfer": {
             "hashes": [
-                "sha256:0148ef34d6dd964d0d8cf4311b2b21c474693e57c2e069ec708ce043d2b527be",
-                "sha256:f5e6db74eb7776a37208001113ea7aa97695368242b364d73e91c981ac522177"
+                "sha256:a981aa7429be23fe6dfc13e80e4020057cbab622b08c0315288758d67cabc724",
+                "sha256:c3fdba22ba1bd367922f27ec8032d6a1cf5f10c934fb5d68cf60fd5a23d936cf"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==0.13.0"
+            "version": "==0.13.1"
         },
         "setuptools": {
             "hashes": [
@@ -1556,11 +1607,11 @@
         },
         "types-awscrt": {
             "hashes": [
-                "sha256:49a045f25bbd5ad2865f314512afced933aed35ddbafc252e2268efa8a787e4e",
-                "sha256:acd04f57119eb15626ab0ba9157fc24672421de56e7bd7b9f61681fedee44e91"
+                "sha256:8eefe50d1709520663b77d3643a772c35ace3d8acfcb296f857627622c84cb4c",
+                "sha256:99ee40e787dfb92ae93a5c956251a03b847de3ac532552f7e06dd5eb6e0fd02f"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.27.2"
+            "version": "==0.27.5"
         },
         "types-pytz": {
             "hashes": [
@@ -1580,11 +1631,11 @@
         },
         "typing-extensions": {
             "hashes": [
-                "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4",
-                "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af"
+                "sha256:38b39f4aeeab64884ce9f74c94263ef78f3c22467c8724005483154c26648d36",
+                "sha256:d1e1e3b58374dc93031d6eda2420a48ea44a36c2b4766a4fdeb3710755731d76"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==4.14.0"
+            "version": "==4.14.1"
         },
         "urllib3": {
             "hashes": [
@@ -1596,11 +1647,11 @@
         },
         "virtualenv": {
             "hashes": [
-                "sha256:36efd0d9650ee985f0cad72065001e66d49a6f24eb44d98980f630686243cf11",
-                "sha256:e10c0a9d02835e592521be48b332b6caee6887f332c111aa79a09b9e79efc2af"
+                "sha256:2c310aecb62e5aa1b06103ed7c2977b81e042695de2697d01017ff0f1034af56",
+                "sha256:886bf75cadfdc964674e6e33eb74d787dff31ca314ceace03ca5810620f4ecf0"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==20.31.2"
+            "version": "==20.32.0"
         },
         "wcwidth": {
             "hashes": [
diff --git a/timdex_dataset_api/config.py b/timdex_dataset_api/config.py
index 0f7dd5d..14f3e19 100644
--- a/timdex_dataset_api/config.py
+++ b/timdex_dataset_api/config.py
@@ -33,5 +33,8 @@ def configure_logger(
 
 def configure_dev_logger() -> logging.Logger:
     """Invoke to setup DEBUG level console logging for development work."""
-    logging.basicConfig(level=logging.DEBUG)
-    return configure_logger(__name__)
+    if not logging.getLogger().handlers:
+        logging.basicConfig(level=logging.WARNING)
+    logger = logging.getLogger("timdex_dataset_api")
+    logger.setLevel(logging.DEBUG)
+    return logger

From 9ff759438ae473327504cb5e3511e5ce337d41b0 Mon Sep 17 00:00:00 2001
From: Graham Hukill <ghukill@gmail.com>
Date: Fri, 1 Aug 2025 14:18:22 -0400
Subject: [PATCH 2/4] Always prefix with source in test util

---
 tests/conftest.py   | 16 ----------------
 tests/test_write.py |  4 +---
 tests/utils.py      |  4 +---
 3 files changed, 2 insertions(+), 22 deletions(-)

diff --git a/tests/conftest.py b/tests/conftest.py
index 43ac867..3408162 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -62,7 +62,6 @@ def fixed_local_dataset(tmp_path) -> TIMDEXDataset:
         timdex_dataset.write(
             generate_sample_records(
                 num_records=1_000,
-                timdex_record_id_prefix=source,
                 source=source,
                 run_date="2024-12-01",
                 run_id=run_id,
@@ -82,19 +81,6 @@ def _records_iter(num_records):
     return _records_iter
 
 
-@pytest.fixture
-def sample_records_iter_without_partitions():
-    """Simulates an iterator of X number of DatasetRecord instances WITHOUT partition
-    values included."""
-
-    def _records_iter(num_records):
-        return generate_sample_records(
-            num_records, run_date="invalid run-date", year=None, month=None, day=None
-        )
-
-    return _records_iter
-
-
 @pytest.fixture
 def dataset_with_runs_location(tmp_path) -> str:
     """Fixture to simulate a dataset with multiple full and daily ETL runs."""
@@ -139,7 +125,6 @@ def dataset_with_runs_location(tmp_path) -> str:
         num_records, source, run_date, run_type, action, run_id = params
         records = generate_sample_records(
             num_records,
-            timdex_record_id_prefix=source,
             source=source,
             run_date=run_date,
             run_type=run_type,
@@ -195,7 +180,6 @@ def dataset_with_same_day_runs(tmp_path) -> TIMDEXDataset:
         num_records, source, run_date, run_type, action, run_id, run_timestamp = params
         records = generate_sample_records(
             num_records,
-            timdex_record_id_prefix=source,
             source=source,
             run_date=run_date,
             run_type=run_type,
diff --git a/tests/test_write.py b/tests/test_write.py
index 3d359e3..5529be7 100644
--- a/tests/test_write.py
+++ b/tests/test_write.py
@@ -98,9 +98,7 @@ def test_dataset_write_partition_for_multiple_sources(
 
     # perform write for source="libguides" and run_date="2024-12-01"
     written_files_source_b = new_local_dataset.write(
-        generate_sample_records(
-            num_records=7, timdex_record_id_prefix="libguides", source="libguides"
-        )
+        generate_sample_records(num_records=7, source="libguides")
     )
     new_local_dataset.load()
 
diff --git a/tests/utils.py b/tests/utils.py
index 5d8359a..5f455a2 100644
--- a/tests/utils.py
+++ b/tests/utils.py
@@ -11,7 +11,6 @@
 
 def generate_sample_records(
     num_records: int,
-    timdex_record_id_prefix: str = "alma",
     source: str | None = "alma",
     run_date: str | None = "2024-12-01",
     run_type: str | None = "daily",
@@ -25,7 +24,7 @@ def generate_sample_records(
 
     for x in range(num_records):
         yield DatasetRecord(
-            timdex_record_id=f"{timdex_record_id_prefix}:{x}",
+            timdex_record_id=f"{source}:{x}",
             source_record=b"<record><title>Hello World.</title></record>",
             transformed_record=b"""{"title":["Hello World."]}""",
             source=source,
@@ -53,7 +52,6 @@ def generate_sample_records_with_simulated_partitions(
         source = random.choice(sources)
         yield from generate_sample_records(
             num_records=batch_size,
-            timdex_record_id_prefix=source,
             source=source,
             run_date=random.choice(run_dates),
             run_type=random.choice(run_types),

From c212b508c42322d632d85e5fd9b9890a78cca57a Mon Sep 17 00:00:00 2001
From: Graham Hukill <ghukill@gmail.com>
Date: Fri, 1 Aug 2025 15:22:02 -0400
Subject: [PATCH 3/4] Add S3Client for metadata management

Why these changes are being introduced:

With the addition of dataset/metadata assets in S3, we will
need to perform actions like downloading the static DB file,
uploading a new one, and deleting append deltas.

How this addresses that need:

Creates new utility class S3Client that performs these
actions.

Side effects of this change:
* None

Relevant ticket(s):
* https://mitlibraries.atlassian.net/browse/TIMX-530
---
 Pipfile                     |   2 +-
 Pipfile.lock                |  52 ++++++++++++++++-
 tests/conftest.py           |  17 +++++-
 tests/test_s3client.py      | 110 ++++++++++++++++++++++++++++++++++++
 timdex_dataset_api/utils.py |  76 +++++++++++++++++++++++++
 5 files changed, 252 insertions(+), 5 deletions(-)
 create mode 100644 tests/test_s3client.py
 create mode 100644 timdex_dataset_api/utils.py

diff --git a/Pipfile b/Pipfile
index 10bf92e..5647072 100644
--- a/Pipfile
+++ b/Pipfile
@@ -12,7 +12,6 @@ pyarrow = "*"
 
 [dev-packages]
 black = "*"
-boto3-stubs = {version = "*", extras = ["s3"]}
 coveralls = "*"
 ipython = "*"
 moto = "*"
@@ -25,6 +24,7 @@ pytest = "*"
 ruff = "*"
 setuptools = "*"
 pip-audit = "*"
+boto3-stubs = {extras = ["essential"], version = "*"}
 
 [requires]
 python_version = "3.12"
diff --git a/Pipfile.lock b/Pipfile.lock
index d2f717d..ed1adb8 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "854bdf16b1daf2b669f2c02eb238255d34adb44c7bf55883728f8fdf9910506e"
+            "sha256": "9e1a9e3a9c1602960e8224ebb1f04ba09ea7ebccda141784c6b607592270dc4c"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -376,7 +376,7 @@
         },
         "boto3-stubs": {
             "extras": [
-                "s3"
+                "essential"
             ],
             "hashes": [
                 "sha256:43898929cfab6c59cb9a3b0ba768d85346e4c1c1757710525d5031b50dda32d6",
@@ -1092,6 +1092,46 @@
             "markers": "python_version >= '3.9'",
             "version": "==1.17.1"
         },
+        "mypy-boto3-cloudformation": {
+            "hashes": [
+                "sha256:3daa2b10307f4763cb9479e541b1d45742a79a3c598f1a577389c5735fa8ad10",
+                "sha256:a0beaae56355fb3e5eb4439d65a919a9e61f6ea2f69ffbf0a03fd6b45ad895f0"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.40.0"
+        },
+        "mypy-boto3-dynamodb": {
+            "hashes": [
+                "sha256:97f65006a1706f7cbdf53ad1c3a9914e10b53754194db4ad12004eca7c376b4e",
+                "sha256:b7b0c02e58d1c2323378a9c648c39c68bef867cf7da2721ea257e1c6aaa3d229"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.40.0"
+        },
+        "mypy-boto3-ec2": {
+            "hashes": [
+                "sha256:6a5cb04a034a07963bbf397cd95a78c61ae6cbd1b18e9869b73a624d9075ee58",
+                "sha256:8b23c0915a5f9eacf6457d7692550e4c7d8d6853bfb407e25855cb17e14719ed"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.40.0"
+        },
+        "mypy-boto3-lambda": {
+            "hashes": [
+                "sha256:0cb0d3ef708ad6bcff8e4bd968c2e6f30e94f157831abeeca01fbce95d38bfa1",
+                "sha256:41a8ad2342dd9fb3af3f89327ce44a636066ccb4fe8d5fac1f897c7e8e5b16b9"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.40.0"
+        },
+        "mypy-boto3-rds": {
+            "hashes": [
+                "sha256:1e327847d71929bc5358c3a27a1c881506e680589af0049ec0365d147442136d",
+                "sha256:a7a6d626cef970eb9a71bfe906ea878aed9d366f59be30aec8b2b7d4cd435ada"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.40.0"
+        },
         "mypy-boto3-s3": {
             "hashes": [
                 "sha256:5736b7780d57a156312d8d136462c207671d0236b0355704b5754496bb712bc8",
@@ -1100,6 +1140,14 @@
             "markers": "python_version >= '3.8'",
             "version": "==1.40.0"
         },
+        "mypy-boto3-sqs": {
+            "hashes": [
+                "sha256:03d0b5b488e3d01f2419400ba245dd7b89bbe06a438a5d4f59d358eeead19bb4",
+                "sha256:af9055ccf1612bc53b7849beb761b751f5a7c94ee7562c03ebb16a3583945a40"
+            ],
+            "markers": "python_version >= '3.8'",
+            "version": "==1.40.0"
+        },
         "mypy-extensions": {
             "hashes": [
                 "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505",
diff --git a/tests/conftest.py b/tests/conftest.py
index 3408162..9fc7c6e 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,9 +1,9 @@
 """tests/conftest.py"""
 
-# ruff: noqa: D205, D209
-
 import os
 
+import boto3
+import moto
 import pytest
 
 from tests.utils import (
@@ -198,3 +198,16 @@ def dataset_with_same_day_runs(tmp_path) -> TIMDEXDataset:
 @pytest.fixture
 def timdex_dataset_metadata(dataset_with_same_day_runs):
     return TIMDEXDatasetMetadata(timdex_dataset=dataset_with_same_day_runs)
+
+
+@pytest.fixture
+def timdex_bucket():
+    return "timdex"
+
+
+@pytest.fixture
+def mock_s3_resource(timdex_bucket):
+    with moto.mock_aws():
+        conn = boto3.resource("s3", region_name="us-east-1")
+        conn.create_bucket(Bucket=timdex_bucket)
+        yield conn
diff --git a/tests/test_s3client.py b/tests/test_s3client.py
new file mode 100644
index 0000000..31de7c1
--- /dev/null
+++ b/tests/test_s3client.py
@@ -0,0 +1,110 @@
+"""tests/test_s3client.py"""
+
+# ruff: noqa: PLR2004, SLF001
+
+import pytest
+
+from timdex_dataset_api.utils import S3Client
+
+
+def test_s3client_init():
+    """Test S3Client initialization."""
+    client = S3Client()
+    assert client.resource is not None
+
+
+def test_s3client_init_with_minio_env(caplog, monkeypatch):
+    """Test S3Client initialization with MinIO environment variables."""
+    caplog.set_level("DEBUG")
+
+    monkeypatch.setenv("MINIO_S3_ENDPOINT_URL", "http://localhost:9000")
+    monkeypatch.setenv("MINIO_USERNAME", "minioadmin")
+    monkeypatch.setenv("MINIO_PASSWORD", "minioadmin")
+    monkeypatch.setenv("MINIO_REGION", "us-east-1")
+
+    client = S3Client()
+    assert client.resource is not None
+    assert "MinIO env vars detected, using for S3Client" in caplog.text
+
+
+def test_split_s3_uri():
+    """Test _split_s3_uri method."""
+    client = S3Client()
+    bucket, key = client._split_s3_uri("s3://timdex/path/to/file.txt")
+    assert bucket == "timdex"
+    assert key == "path/to/file.txt"
+
+
+def test_split_s3_uri_invalid():
+    """Test _split_s3_uri method with invalid URI."""
+    client = S3Client()
+    with pytest.raises(ValueError, match="Invalid S3 URI"):
+        client._split_s3_uri("timdex/path/to/file.txt")
+
+
+def test_upload_download_file(mock_s3_resource, tmp_path):
+    """Test upload_file and download_file methods."""
+    client = S3Client()
+
+    # Create a test file
+    test_file = tmp_path / "test.txt"
+    test_file.write_text("test content")
+
+    # Upload the file
+    s3_uri = "s3://timdex/test.txt"
+    client.upload_file(test_file, s3_uri)
+
+    # Download the file to a different location
+    download_path = tmp_path / "downloaded.txt"
+    client.download_file(s3_uri, download_path)
+
+    # Verify the content
+    assert download_path.read_text() == "test content"
+
+
+def test_delete_file(mock_s3_resource, tmp_path):
+    """Test delete_file method."""
+    client = S3Client()
+
+    # Create and upload a test file
+    test_file = tmp_path / "test.txt"
+    test_file.write_text("test content")
+    s3_uri = "s3://timdex/test.txt"
+    client.upload_file(test_file, s3_uri)
+
+    # Delete the file
+    client.delete_file(s3_uri)
+
+    # Verify the file is deleted
+    bucket = mock_s3_resource.Bucket("timdex")
+    objects = list(bucket.objects.all())
+    assert len(objects) == 0
+
+
+def test_delete_folder(mock_s3_resource, tmp_path):
+    """Test delete_folder method."""
+    client = S3Client()
+
+    # Create and upload test files
+    for i in range(3):
+        test_file = tmp_path / f"test{i}.txt"
+        test_file.write_text(f"test content {i}")
+        s3_uri = f"s3://timdex/folder/test{i}.txt"
+        client.upload_file(test_file, s3_uri)
+
+    # Upload a file outside the folder
+    other_file = tmp_path / "other.txt"
+    other_file.write_text("other content")
+    client.upload_file(other_file, "s3://timdex/other.txt")
+
+    # Delete the folder
+    deleted_keys = client.delete_folder("s3://timdex/folder/")
+
+    # Verify only folder contents are deleted
+    assert len(deleted_keys) == 3
+    assert all(key.startswith("folder/") for key in deleted_keys)
+
+    bucket = mock_s3_resource.Bucket("timdex")
+    objects = list(bucket.objects.all())
+    assert len(objects) == 1
+    assert objects[0].key == "other.txt"
diff --git a/timdex_dataset_api/utils.py b/timdex_dataset_api/utils.py
new file mode 100644
index 0000000..4e71419
--- /dev/null
+++ b/timdex_dataset_api/utils.py
@@ -0,0 +1,76 @@
+"""timdex_dataset_api/utils.py"""
+
+import logging
+import os
+import pathlib
+from urllib.parse import urlparse
+
+import boto3
+from mypy_boto3_s3.service_resource import S3ServiceResource
+
+logger = logging.getLogger(__name__)
+
+
+class S3Client:
+    def __init__(
+        self,
+    ) -> None:
+        self.resource = self._create_resource()
+
+    def _create_resource(self) -> S3ServiceResource:
+        """Instantiate a boto3 S3 resource.
+
+        If env var MINIO_S3_ENDPOINT_URL is set, assume using local set of MinIO env vars.
+        """
+        endpoint_url = os.getenv("MINIO_S3_ENDPOINT_URL")
+        if endpoint_url:
+            logger.debug("MinIO env vars detected, using for S3Client.")
+            return boto3.resource(
+                "s3",
+                endpoint_url=endpoint_url,
+                aws_access_key_id=os.getenv("MINIO_USERNAME"),
+                aws_secret_access_key=os.getenv("MINIO_PASSWORD"),
+                region_name=os.getenv("MINIO_REGION", "us-east-1"),
+            )
+        return boto3.resource("s3")
+
+    def download_file(self, s3_uri: str, local_path: str | pathlib.Path) -> None:
+        bucket, key = self._split_s3_uri(s3_uri)
+        local_path = pathlib.Path(local_path)
+        local_path.parent.mkdir(parents=True, exist_ok=True)
+        self.resource.Bucket(bucket).download_file(key, str(local_path))
+        logger.info(f"Downloaded {s3_uri} to {local_path}")
+
+    def upload_file(self, local_path: str | pathlib.Path, s3_uri: str) -> None:
+        bucket, key = self._split_s3_uri(s3_uri)
+        local_path = pathlib.Path(local_path)
+        self.resource.Bucket(bucket).upload_file(str(local_path), key)
+        logger.info(f"Uploaded {local_path} to {s3_uri}")
+
+    def delete_file(self, s3_uri: str) -> None:
+        bucket, key = self._split_s3_uri(s3_uri)
+        self.resource.Object(bucket, key).delete()
+        logger.info(f"Deleted {s3_uri}")
+
+    def delete_folder(self, s3_uri: str) -> list[str]:
+        """Delete all objects whose keys start with the given prefix."""
+        bucket, prefix = self._split_s3_uri(s3_uri)
+        bucket_obj = self.resource.Bucket(bucket)
+        receipt = bucket_obj.objects.filter(Prefix=prefix).delete()
+
+        deleted_keys = []
+        for request in receipt:
+            deleted_keys.extend([item["Key"] for item in request["Deleted"]])
+        logger.info(f"Deleted {deleted_keys}")
+        return deleted_keys
+
+    @staticmethod
+    def _split_s3_uri(s3_uri: str) -> tuple[str, str]:
+        """Validate and split an S3 URI into (bucket, key)."""
+        parsed = urlparse(s3_uri)
+        if parsed.scheme != "s3" or not parsed.netloc or not parsed.path:
+            raise ValueError(f"Invalid S3 URI: {s3_uri!r}")
+
+        bucket = parsed.netloc
+        key = parsed.path.lstrip("/")  # strip leading slash from /key
+        return bucket, key

From b907a1586152c7782703b03746de17f97a0fe3d4 Mon Sep 17 00:00:00 2001
From: Graham Hukill <ghukill@gmail.com>
Date: Fri, 1 Aug 2025 16:16:47 -0400
Subject: [PATCH 4/4] reorder Pipfile dependencies

---
 Pipfile | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Pipfile b/Pipfile
index 5647072..c484fa8 100644
--- a/Pipfile
+++ b/Pipfile
@@ -12,6 +12,7 @@ pyarrow = "*"
 
 [dev-packages]
 black = "*"
+boto3-stubs = {extras = ["essential"], version = "*"}
 coveralls = "*"
 ipython = "*"
 moto = "*"
@@ -24,7 +25,6 @@ pytest = "*"
 ruff = "*"
 setuptools = "*"
 pip-audit = "*"
-boto3-stubs = {extras = ["essential"], version = "*"}
 
 [requires]
 python_version = "3.12"