diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml
index ac48078a..64c91790 100644
--- a/.github/workflows/build.yml
+++ b/.github/workflows/build.yml
@@ -16,7 +16,7 @@ jobs:
       FMP_API_KEY: ${{ secrets.FMP_API_KEY }}
     strategy:
       matrix:
-        python-version: ["3.11", "3.12", "3.13"]
+        python-version: ["3.11", "3.12", "3.13", "3.14"]
 
     steps:
       - uses: actions/checkout@v4
@@ -37,17 +37,17 @@ jobs:
       - name: run tests
         run: make tests
       - name: upload coverage reports to codecov
-        if: matrix.python-version == '3.12'
+        if: matrix.python-version == '3.13'
         uses: codecov/codecov-action@v3
         with:
           token: ${{ secrets.CODECOV_TOKEN }}
           files: ./build/coverage.xml
       - name: build book
-        if: ${{ matrix.python-version == '3.12' }}
+        if: ${{ matrix.python-version == '3.13' }}
         run: make book
       - name: publish book
-        if: ${{ matrix.python-version == '3.12' }}
+        if: ${{ matrix.python-version == '3.13' }}
         run: make publish-book
       - name: publish
-        if: ${{ matrix.python-version == '3.12' && github.event.head_commit.message == 'release' }}
+        if: ${{ matrix.python-version == '3.13' && github.event.head_commit.message == 'release' }}
         run: make publish
diff --git a/.vscode/launch.json b/.vscode/launch.json
index b2712892..02ba5ff0 100644
--- a/.vscode/launch.json
+++ b/.vscode/launch.json
@@ -14,7 +14,7 @@
             "args": [
                 "-x",
                 "-vvv",
-                "quantflow_tests/test_vault.py",
+                "quantflow_tests/test_data.py::test_fed_yc",
             ]
         },
     ]
diff --git a/poetry.lock b/poetry.lock
index 33b2541d..5ab0903c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "accessible-pygments"
@@ -21,15 +21,15 @@ tests = ["hypothesis", "pytest"]
 
 [[package]]
 name = "aio-fluid"
-version = "1.6.2"
+version = "1.6.3"
 description = "Tools for backend python services"
 optional = true
 python-versions = "<4.0,>=3.11"
 groups = ["main"]
 markers = "extra == \"data\""
 files = [
-    {file = "aio_fluid-1.6.2-py3-none-any.whl", hash = "sha256:29fbf1b72b191d22dd4f5b20ce3d0abe6007bd3f782469b1fffacd752ce085fb"},
-    {file = "aio_fluid-1.6.2.tar.gz", hash = "sha256:06bae8a81c95c7b8d03a21c9062f992baa6bb0d2ec045e485109b519d31b7702"},
+    {file = "aio_fluid-1.6.3-py3-none-any.whl", hash = "sha256:53c5548d8cca357e8fd3f3fee1e2d7fa7c1286aad74512db5d7f1adb2210fc9a"},
+    {file = "aio_fluid-1.6.3.tar.gz", hash = "sha256:bbf652e4d4c030d3c5a93574ed566dd0e94df7c01e9d3c5da4c68bcc3c8663f5"},
 ]
 
 [package.dependencies]
@@ -55,15 +55,15 @@ log = ["python-json-logger (>=3.2.1)"]
 
 [[package]]
 name = "aioconsole"
-version = "0.8.1"
+version = "0.8.2"
 description = "Asynchronous console and interfaces for asyncio"
 optional = true
 python-versions = ">=3.8"
 groups = ["main"]
 markers = "extra == \"data\""
 files = [
-    {file = "aioconsole-0.8.1-py3-none-any.whl", hash = "sha256:e1023685cde35dde909fbf00631ffb2ed1c67fe0b7058ebb0892afbde5f213e5"},
-    {file = "aioconsole-0.8.1.tar.gz", hash = "sha256:0535ce743ba468fb21a1ba43c9563032c779534d4ecd923a46dbd350ad91d234"},
+    {file = "aioconsole-0.8.2-py3-none-any.whl", hash = "sha256:00f3fabd6de5df2fad635e1e6a13ebe5bb2456b83b31e881ae41bc5862fd6a68"},
+    {file = "aioconsole-0.8.2.tar.gz", hash = "sha256:25cb5530f58f7ab431e9af84fbb5417178287b6c3300d5b1185e3b129a227cef"},
 ]
 
 [package.extras]
@@ -84,99 +84,133 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.12.15"
+version = "3.13.2"
 description = "Async http client/server framework (asyncio)"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"data\""
 files = [
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-    {file = "aiohttp-3.12.15-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2ce13fcfb0bb2f259fb42106cdc63fa5515fb85b7e87177267d89a771a660b79"},
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 ]
 
 [package.dependencies]
@@ -189,7 +223,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "backports.zstd ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiosignal"
@@ -220,6 +254,19 @@ files = [
     {file = "alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65"},
 ]
 
+[[package]]
+name = "annotated-doc"
+version = "0.0.4"
+description = "Document parameters, class attributes, return types, and variables inline, with Annotated."
+optional = true
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "extra == \"data\""
+files = [
+    {file = "annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320"},
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+]
+
 [[package]]
 name = "annotated-types"
 version = "0.7.0"
@@ -234,24 +281,23 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.10.0"
+version = "4.12.0"
 description = "High-level concurrency and networking framework on top of asyncio or Trio"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "book"]
 files = [
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 ]
 markers = {main = "extra == \"data\""}
 
 [package.dependencies]
 idna = ">=2.8"
-sniffio = ">=1.1"
 typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-trio = ["trio (>=0.26.1)"]
+trio = ["trio (>=0.31.0) ; python_version < \"3.10\"", "trio (>=0.32.0) ; python_version >= \"3.10\""]
 
 [[package]]
 name = "appnope"
@@ -281,45 +327,6 @@ files = [
 [package.dependencies]
 argon2-cffi-bindings = "*"
 
-[[package]]
-name = "argon2-cffi-bindings"
-version = "21.2.0"
-description = "Low-level CFFI bindings for Argon2"
-optional = false
-python-versions = ">=3.6"
-groups = ["book"]
-markers = "python_version >= \"3.14\""
-files = [
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-]
-
-[package.dependencies]
-cffi = ">=1.0.1"
-
-[package.extras]
-dev = ["cogapp", "pre-commit", "pytest", "wheel"]
-tests = ["pytest"]
-
 [[package]]
 name = "argon2-cffi-bindings"
 version = "25.1.0"
@@ -327,7 +334,6 @@ description = "Low-level CFFI bindings for Argon2"
 optional = false
 python-versions = ">=3.9"
 groups = ["book"]
-markers = "python_version < \"3.14\""
 files = [
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@@ -358,27 +364,30 @@ files = [
 ]
 
 [package.dependencies]
-cffi = {version = ">=1.0.1", markers = "python_version < \"3.14\""}
+cffi = [
+    {version = ">=1.0.1", markers = "python_version < \"3.14\""},
+    {version = ">=2.0.0b1", markers = "python_version >= \"3.14\""},
+]
 
 [[package]]
 name = "arrow"
-version = "1.3.0"
+version = "1.4.0"
 description = "Better dates & times for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["book"]
 files = [
-    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
-    {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
+    {file = "arrow-1.4.0-py3-none-any.whl", hash = "sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205"},
+    {file = "arrow-1.4.0.tar.gz", hash = "sha256:ed0cc050e98001b8779e84d461b0098c4ac597e88704a655582b21d116e526d7"},
 ]
 
 [package.dependencies]
 python-dateutil = ">=2.7.0"
-types-python-dateutil = ">=2.8.10"
+tzdata = {version = "*", markers = "python_version >= \"3.9\""}
 
 [package.extras]
 doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
-test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
+test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2025.2)", "simplejson (==3.*)"]
 
 [[package]]
 name = "asciichartpy"
@@ -401,19 +410,19 @@ qa = ["flake8"]
 
 [[package]]
 name = "asttokens"
-version = "3.0.0"
+version = "3.0.1"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
 groups = ["book"]
 files = [
-    {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
-    {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
+    {file = "asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a"},
+    {file = "asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7"},
 ]
 
 [package.extras]
-astroid = ["astroid (>=2,<4)"]
-test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
+astroid = ["astroid (>=2,<5)"]
+test = ["astroid (>=2,<5)", "pytest (<9.0)", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "async-cache"
@@ -454,25 +463,17 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "25.3.0"
+version = "25.4.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "book"]
 files = [
-    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
-    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
+    {file = "attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"},
+    {file = "attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11"},
 ]
 markers = {main = "extra == \"data\""}
 
-[package.extras]
-benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
-
 [[package]]
 name = "autodocsumm"
 version = "0.2.14"
@@ -505,14 +506,14 @@ dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)"
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.4"
+version = "4.14.2"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
 groups = ["book"]
 files = [
-    {file = "beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b"},
-    {file = "beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195"},
+    {file = "beautifulsoup4-4.14.2-py3-none-any.whl", hash = "sha256:5ef6fa3a8cbece8488d66985560f97ed091e22bbc4e9c2338508a9d5de6d4515"},
+    {file = "beautifulsoup4-4.14.2.tar.gz", hash = "sha256:2a98ab9f944a11acee9cc848508ec28d9228abfd522ef0fad6a02a72e0ded69e"},
 ]
 
 [package.dependencies]
@@ -528,34 +529,38 @@ lxml = ["lxml"]
 
 [[package]]
 name = "black"
-version = "25.1.0"
+version = "25.11.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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+    {file = "black-25.11.0-cp39-cp39-win_amd64.whl", hash = "sha256:43945853a31099c7c0ff8dface53b4de56c41294fa6783c0441a8b1d9bf668bc"},
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 ]
 
 [package.dependencies]
@@ -564,6 +569,7 @@ mypy-extensions = ">=0.4.3"
 packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
+pytokens = ">=0.3.0"
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
@@ -573,14 +579,14 @@ uvloop = ["uvloop (>=0.15.2)"]
 
 [[package]]
 name = "bleach"
-version = "6.2.0"
+version = "6.3.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["book"]
 files = [
-    {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
-    {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
+    {file = "bleach-6.3.0-py3-none-any.whl", hash = "sha256:fe10ec77c93ddf3d13a73b035abaac7a9f5e436513864ccdad516693213c65d6"},
+    {file = "bleach-6.3.0.tar.gz", hash = "sha256:6f3b91b1c0a02bb9a78b5a454c92506aa0fdf197e1d5e114d2e00c6f64306d22"},
 ]
 
 [package.dependencies]
@@ -612,196 +618,247 @@ holidays = ["holidays (>=0.63,<0.64)"]
 
 [[package]]
 name = "certifi"
-version = "2025.8.3"
+version = "2025.11.12"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "book"]
 files = [
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 ]
 markers = {main = "extra == \"data\""}
 
 [[package]]
 name = "cffi"
-version = "1.17.1"
+version = "2.0.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["book"]
 files = [
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 description = "Composable command line interface toolkit"
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 python-versions = ">=3.10"
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 ]
 markers = {main = "extra == \"data\" or extra == \"cli\""}
 
@@ -838,100 +895,104 @@ test = ["pytest"]
 
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 name = "coverage"
-version = "7.10.2"
+version = "7.12.0"
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 [[package]]
 name = "holidays"
-version = "0.78"
+version = "0.85"
 description = "Open World Holidays Framework"
 optional = true
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 markers = "extra == \"cli\""
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 ]
 
 [package.dependencies]
@@ -1476,14 +1564,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 groups = ["main", "book"]
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 ]
 markers = {main = "extra == \"data\""}
 
@@ -1541,26 +1629,26 @@ files = [
 
 [[package]]
 name = "iniconfig"
-version = "2.1.0"
+version = "2.3.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
-    {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
-    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
+    {file = "iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12"},
+    {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
 ]
 
 [[package]]
 name = "ipykernel"
-version = "6.30.1"
+version = "7.1.0"
 description = "IPython Kernel for Jupyter"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["book"]
 files = [
-    {file = "ipykernel-6.30.1-py3-none-any.whl", hash = "sha256:aa6b9fb93dca949069d8b85b6c79b2518e32ac583ae9c7d37c51d119e18b3fb4"},
-    {file = "ipykernel-6.30.1.tar.gz", hash = "sha256:6abb270161896402e76b91394fcdce5d1be5d45f456671e5080572f8505be39b"},
+    {file = "ipykernel-7.1.0-py3-none-any.whl", hash = "sha256:763b5ec6c5b7776f6a8d7ce09b267693b4e5ce75cb50ae696aaefb3c85e1ea4c"},
+    {file = "ipykernel-7.1.0.tar.gz", hash = "sha256:58a3fc88533d5930c3546dc7eac66c6d288acde4f801e2001e65edc5dc9cf0db"},
 ]
 
 [package.dependencies]
@@ -1580,43 +1668,43 @@ traitlets = ">=5.4.0"
 
 [package.extras]
 cov = ["coverage[toml]", "matplotlib", "pytest-cov", "trio"]
-docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx (<8.2.0)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
 test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0,<9)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipython"
-version = "9.4.0"
+version = "9.7.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.11"
 groups = ["book"]
 files = [
-    {file = "ipython-9.4.0-py3-none-any.whl", hash = "sha256:25850f025a446d9b359e8d296ba175a36aedd32e83ca9b5060430fe16801f066"},
-    {file = "ipython-9.4.0.tar.gz", hash = "sha256:c033c6d4e7914c3d9768aabe76bbe87ba1dc66a92a05db6bfa1125d81f2ee270"},
+    {file = "ipython-9.7.0-py3-none-any.whl", hash = "sha256:bce8ac85eb9521adc94e1845b4c03d88365fd6ac2f4908ec4ed1eb1b0a065f9f"},
+    {file = "ipython-9.7.0.tar.gz", hash = "sha256:5f6de88c905a566c6a9d6c400a8fed54a638e1f7543d17aae2551133216b1e4e"},
 ]
 
 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-decorator = "*"
-ipython-pygments-lexers = "*"
-jedi = ">=0.16"
-matplotlib-inline = "*"
+colorama = {version = ">=0.4.4", markers = "sys_platform == \"win32\""}
+decorator = ">=4.3.2"
+ipython-pygments-lexers = ">=1.0.0"
+jedi = ">=0.18.1"
+matplotlib-inline = ">=0.1.5"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
 prompt_toolkit = ">=3.0.41,<3.1.0"
-pygments = ">=2.4.0"
-stack_data = "*"
+pygments = ">=2.11.0"
+stack_data = ">=0.6.0"
 traitlets = ">=5.13.0"
 typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
 all = ["ipython[doc,matplotlib,test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinx_toml (==0.0.4)", "typing_extensions"]
-matplotlib = ["matplotlib"]
-test = ["packaging", "pytest", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "ipykernel", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "nbclient", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[matplotlib,test]", "setuptools (>=70.0)", "sphinx (>=8.0)", "sphinx-rtd-theme (>=0.1.8)", "sphinx_toml (==0.0.4)", "typing_extensions"]
+matplotlib = ["matplotlib (>3.9)"]
+test = ["packaging (>=20.1.0)", "pytest (>=7.0.0)", "pytest-asyncio (>=1.0.0)", "setuptools (>=61.2)", "testpath (>=0.2)"]
+test-extra = ["curio", "ipykernel (>6.30)", "ipython[matplotlib]", "ipython[test]", "jupyter_ai", "nbclient", "nbformat", "numpy (>=1.27)", "pandas (>2.1)", "trio (>=0.1.0)"]
 
 [[package]]
 name = "ipython-pygments-lexers"
@@ -1635,14 +1723,14 @@ pygments = "*"
 
 [[package]]
 name = "ipywidgets"
-version = "8.1.7"
+version = "8.1.8"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
 groups = ["book"]
 files = [
-    {file = "ipywidgets-8.1.7-py3-none-any.whl", hash = "sha256:764f2602d25471c213919b8a1997df04bef869251db4ca8efba1b76b1bd9f7bb"},
-    {file = "ipywidgets-8.1.7.tar.gz", hash = "sha256:15f1ac050b9ccbefd45dccfbb2ef6bed0029d8278682d569d71b8dd96bee0376"},
+    {file = "ipywidgets-8.1.8-py3-none-any.whl", hash = "sha256:ecaca67aed704a338f88f67b1181b58f821ab5dc89c1f0f5ef99db43c1c2921e"},
+    {file = "ipywidgets-8.1.8.tar.gz", hash = "sha256:61f969306b95f85fba6b6986b7fe45d73124d1d9e3023a8068710d47a22ea668"},
 ]
 
 [package.dependencies]
@@ -1672,14 +1760,14 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "isort"
-version = "6.0.1"
+version = "6.1.0"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.9.0"
 groups = ["dev"]
 files = [
-    {file = "isort-6.0.1-py3-none-any.whl", hash = "sha256:2dc5d7f65c9678d94c88dfc29161a320eec67328bc97aad576874cb4be1e9615"},
-    {file = "isort-6.0.1.tar.gz", hash = "sha256:1cb5df28dfbc742e490c5e41bad6da41b805b0a8be7bc93cd0fb2a8a890ac450"},
+    {file = "isort-6.1.0-py3-none-any.whl", hash = "sha256:58d8927ecce74e5087aef019f778d4081a3b6c98f15a80ba35782ca8a2097784"},
+    {file = "isort-6.1.0.tar.gz", hash = "sha256:9b8f96a14cfee0677e78e941ff62f03769a06d412aabb9e2a90487b3b7e8d481"},
 ]
 
 [package.extras]
@@ -1726,14 +1814,14 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "json5"
-version = "0.12.0"
+version = "0.12.1"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
 groups = ["book"]
 files = [
-    {file = "json5-0.12.0-py3-none-any.whl", hash = "sha256:6d37aa6c08b0609f16e1ec5ff94697e2cbbfbad5ac112afa05794da9ab7810db"},
-    {file = "json5-0.12.0.tar.gz", hash = "sha256:0b4b6ff56801a1c7dc817b0241bca4ce474a0e6a163bfef3fc594d3fd263ff3a"},
+    {file = "json5-0.12.1-py3-none-any.whl", hash = "sha256:d9c9b3bc34a5f54d43c35e11ef7cb87d8bdd098c6ace87117a7b7e83e705c1d5"},
+    {file = "json5-0.12.1.tar.gz", hash = "sha256:b2743e77b3242f8d03c143dd975a6ec7c52e2f2afe76ed934e53503dd4ad4990"},
 ]
 
 [package.extras]
@@ -1753,14 +1841,14 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.25.0"
+version = "4.25.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["book"]
 files = [
-    {file = "jsonschema-4.25.0-py3-none-any.whl", hash = "sha256:24c2e8da302de79c8b9382fee3e76b355e44d2a4364bb207159ce10b517bd716"},
-    {file = "jsonschema-4.25.0.tar.gz", hash = "sha256:e63acf5c11762c0e6672ffb61482bdf57f0876684d8d249c0fe2d730d48bc55f"},
+    {file = "jsonschema-4.25.1-py3-none-any.whl", hash = "sha256:3fba0169e345c7175110351d456342c364814cfcf3b964ba4587f22915230a63"},
+    {file = "jsonschema-4.25.1.tar.gz", hash = "sha256:e4a9655ce0da0c0b67a085847e00a3a51449e1157f4f75e9fb5aa545e122eb85"},
 ]
 
 [package.dependencies]
@@ -1784,14 +1872,14 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2025.4.1"
+version = "2025.9.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
 groups = ["book"]
 files = [
-    {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"},
-    {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
+    {file = "jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe"},
+    {file = "jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d"},
 ]
 
 [package.dependencies]
@@ -1888,19 +1976,18 @@ test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"
 
 [[package]]
 name = "jupyter-core"
-version = "5.8.1"
+version = "5.9.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["book"]
 files = [
-    {file = "jupyter_core-5.8.1-py3-none-any.whl", hash = "sha256:c28d268fc90fb53f1338ded2eb410704c5449a358406e8a948b75706e24863d0"},
-    {file = "jupyter_core-5.8.1.tar.gz", hash = "sha256:0a5f9706f70e64786b75acba995988915ebd4601c8a52e534a40b51c95f59941"},
+    {file = "jupyter_core-5.9.1-py3-none-any.whl", hash = "sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407"},
+    {file = "jupyter_core-5.9.1.tar.gz", hash = "sha256:4d09aaff303b9566c3ce657f580bd089ff5c91f5f89cf7d8846c3cdf465b5508"},
 ]
 
 [package.dependencies]
 platformdirs = ">=2.5"
-pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
 traitlets = ">=5.3"
 
 [package.extras]
@@ -1936,14 +2023,14 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 
 [[package]]
 name = "jupyter-lsp"
-version = "2.2.6"
+version = "2.3.0"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
 groups = ["book"]
 files = [
-    {file = "jupyter_lsp-2.2.6-py3-none-any.whl", hash = "sha256:283783752bf0b459ee7fa88effa72104d87dd343b82d5c06cf113ef755b15b6d"},
-    {file = "jupyter_lsp-2.2.6.tar.gz", hash = "sha256:0566bd9bb04fd9e6774a937ed01522b555ba78be37bebef787c8ab22de4c0361"},
+    {file = "jupyter_lsp-2.3.0-py3-none-any.whl", hash = "sha256:e914a3cb2addf48b1c7710914771aaf1819d46b2e5a79b0f917b5478ec93f34f"},
+    {file = "jupyter_lsp-2.3.0.tar.gz", hash = "sha256:458aa59339dc868fb784d73364f17dbce8836e906cd75fd471a325cba02e0245"},
 ]
 
 [package.dependencies]
@@ -1951,14 +2038,14 @@ jupyter_server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.16.0"
+version = "2.17.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.9"
 groups = ["book"]
 files = [
-    {file = "jupyter_server-2.16.0-py3-none-any.whl", hash = "sha256:3d8db5be3bc64403b1c65b400a1d7f4647a5ce743f3b20dbdefe8ddb7b55af9e"},
-    {file = "jupyter_server-2.16.0.tar.gz", hash = "sha256:65d4b44fdf2dcbbdfe0aa1ace4a842d4aaf746a2b7b168134d5aaed35621b7f6"},
+    {file = "jupyter_server-2.17.0-py3-none-any.whl", hash = "sha256:e8cb9c7db4251f51ed307e329b81b72ccf2056ff82d50524debde1ee1870e13f"},
+    {file = "jupyter_server-2.17.0.tar.gz", hash = "sha256:c38ea898566964c888b4772ae1ed58eca84592e88251d2cfc4d171f81f7e99d5"},
 ]
 
 [package.dependencies]
@@ -1971,7 +2058,7 @@ jupyter-events = ">=0.11.0"
 jupyter-server-terminals = ">=0.4.4"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.3.0"
-overrides = ">=5.0"
+overrides = {version = ">=5.0", markers = "python_version < \"3.12\""}
 packaging = ">=22.0"
 prometheus-client = ">=0.9"
 pywinpty = {version = ">=2.0.1", markers = "os_name == \"nt\""}
@@ -2008,25 +2095,25 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.4.5"
+version = "4.5.0"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.9"
 groups = ["book"]
 files = [
-    {file = "jupyterlab-4.4.5-py3-none-any.whl", hash = "sha256:e76244cceb2d1fb4a99341f3edc866f2a13a9e14c50368d730d75d8017be0863"},
-    {file = "jupyterlab-4.4.5.tar.gz", hash = "sha256:0bd6c18e6a3c3d91388af6540afa3d0bb0b2e76287a7b88ddf20ab41b336e595"},
+    {file = "jupyterlab-4.5.0-py3-none-any.whl", hash = "sha256:88e157c75c1afff64c7dc4b801ec471450b922a4eae4305211ddd40da8201c8a"},
+    {file = "jupyterlab-4.5.0.tar.gz", hash = "sha256:aec33d6d8f1225b495ee2cf20f0514f45e6df8e360bdd7ac9bace0b7ac5177ea"},
 ]
 
 [package.dependencies]
 async-lru = ">=1.0.0"
-httpx = ">=0.25.0"
-ipykernel = ">=6.5.0"
+httpx = ">=0.25.0,<1"
+ipykernel = ">=6.5.0,<6.30.0 || >6.30.0"
 jinja2 = ">=3.0.3"
 jupyter-core = "*"
 jupyter-lsp = ">=2.0.0"
 jupyter-server = ">=2.4.0,<3"
-jupyterlab-server = ">=2.27.1,<3"
+jupyterlab-server = ">=2.28.0,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
 setuptools = ">=41.1.0"
@@ -2034,9 +2121,9 @@ tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.11.4)"]
+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.11.12)"]
 docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.2.0)", "sphinx-copybutton"]
-docs-screenshots = ["altair (==5.5.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.3.post1)", "matplotlib (==3.10.0)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.15.1)", "vega-datasets (==0.9.0)"]
+docs-screenshots = ["altair (==6.0.0)", "ipython (==8.16.1)", "ipywidgets (==8.1.5)", "jupyterlab-geojson (==3.4.0)", "jupyterlab-language-pack-zh-cn (==4.3.post1)", "matplotlib (==3.10.0)", "nbconvert (>=7.0.0)", "pandas (==2.2.3)", "scipy (==1.15.1)"]
 test = ["coverage", "pytest (>=7.0)", "pytest-check-links (>=0.7)", "pytest-console-scripts", "pytest-cov", "pytest-jupyter (>=0.5.3)", "pytest-timeout", "pytest-tornasync", "requests", "requests-cache", "virtualenv"]
 upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
 
@@ -2054,14 +2141,14 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.27.3"
+version = "2.28.0"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
 groups = ["book"]
 files = [
-    {file = "jupyterlab_server-2.27.3-py3-none-any.whl", hash = "sha256:e697488f66c3db49df675158a77b3b017520d772c6e1548c7d9bcc5df7944ee4"},
-    {file = "jupyterlab_server-2.27.3.tar.gz", hash = "sha256:eb36caca59e74471988f0ae25c77945610b887f777255aa21f8065def9e51ed4"},
+    {file = "jupyterlab_server-2.28.0-py3-none-any.whl", hash = "sha256:e4355b148fdcf34d312bbbc80f22467d6d20460e8b8736bf235577dd18506968"},
+    {file = "jupyterlab_server-2.28.0.tar.gz", hash = "sha256:35baa81898b15f93573e2deca50d11ac0ae407ebb688299d3a5213265033712c"},
 ]
 
 [package.dependencies]
@@ -2080,26 +2167,26 @@ test = ["hatch", "ipykernel", "openapi-core (>=0.18.0,<0.19.0)", "openapi-spec-v
 
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.15"
+version = "3.0.16"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
 groups = ["book"]
 files = [
-    {file = "jupyterlab_widgets-3.0.15-py3-none-any.whl", hash = "sha256:d59023d7d7ef71400d51e6fee9a88867f6e65e10a4201605d2d7f3e8f012a31c"},
-    {file = "jupyterlab_widgets-3.0.15.tar.gz", hash = "sha256:2920888a0c2922351a9202817957a68c07d99673504d6cd37345299e971bb08b"},
+    {file = "jupyterlab_widgets-3.0.16-py3-none-any.whl", hash = "sha256:45fa36d9c6422cf2559198e4db481aa243c7a32d9926b500781c830c80f7ecf8"},
+    {file = "jupyterlab_widgets-3.0.16.tar.gz", hash = "sha256:423da05071d55cf27a9e602216d35a3a65a3e41cdf9c5d3b643b814ce38c19e0"},
 ]
 
 [[package]]
 name = "jupytext"
-version = "1.17.2"
+version = "1.18.1"
 description = "Jupyter notebooks as Markdown documents, Julia, Python or R scripts"
 optional = false
 python-versions = ">=3.9"
 groups = ["book"]
 files = [
-    {file = "jupytext-1.17.2-py3-none-any.whl", hash = "sha256:4f85dc43bb6a24b75491c5c434001ad5ef563932f68f15dd3e1c8ce12a4a426b"},
-    {file = "jupytext-1.17.2.tar.gz", hash = "sha256:772d92898ac1f2ded69106f897b34af48ce4a85c985fa043a378ff5a65455f02"},
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 ]
 
 [package.dependencies]
@@ -2110,25 +2197,25 @@ packaging = "*"
 pyyaml = "*"
 
 [package.extras]
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+dev = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs[fs] (>=1.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-asyncio", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist", "sphinx", "sphinx-gallery (>=0.8)"]
 docs = ["myst-parser", "sphinx", "sphinx-copybutton", "sphinx-rtd-theme"]
 test = ["pytest", "pytest-asyncio", "pytest-randomly", "pytest-xdist"]
 test-cov = ["black", "ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-asyncio", "pytest-cov (>=2.6.1)", "pytest-randomly", "pytest-xdist"]
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+test-external = ["autopep8", "black", "flake8", "gitpython", "ipykernel", "isort", "jupyter-fs[fs] (>=1.0)", "jupyter-server (!=2.11)", "nbconvert", "pre-commit", "pytest", "pytest-asyncio", "pytest-randomly", "pytest-xdist", "sphinx", "sphinx-gallery (>=0.8)"]
 test-functional = ["black", "pytest", "pytest-asyncio", "pytest-randomly", "pytest-xdist"]
 test-integration = ["black", "ipykernel", "jupyter-server (!=2.11)", "nbconvert", "pytest", "pytest-asyncio", "pytest-randomly", "pytest-xdist"]
 test-ui = ["bash-kernel"]
 
 [[package]]
 name = "lark"
-version = "1.2.2"
+version = "1.3.1"
 description = "a modern parsing library"
 optional = false
 python-versions = ">=3.8"
 groups = ["book"]
 files = [
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 ]
 
 [package.extras]
@@ -2149,6 +2236,92 @@ files = [
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 ]
 
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 [[package]]
 name = "linkify-it-py"
 version = "2.0.3"
@@ -2198,104 +2371,135 @@ testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
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 ]
 
 [package.dependencies]
 traitlets = "*"
 
+[package.extras]
+test = ["flake8", "nbdime", "nbval", "notebook", "pytest"]
+
 [[package]]
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 [package.extras]
 code-style = ["pre-commit"]
@@ -2317,14 +2521,14 @@ markers = {main = "extra == \"cli\""}
 
 [[package]]
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+version = "3.1.4"
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 ]
 
 [[package]]
@@ -2347,174 +2551,211 @@ tests = ["pytest (>=4.6)"]
 
 [[package]]
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 python-versions = ">=3.9"
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 [package.dependencies]
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 mypy_extensions = ">=1.0.0"
 pathspec = ">=0.9.0"
 typing_extensions = ">=4.6.0"
@@ -2596,20 +2837,20 @@ testing-docutils = ["pygments", "pytest (>=8,<9)", "pytest-param-files (>=0.6.0,
 
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 python-versions = ">=3.9"
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 dask = ["dask[dataframe] (>=2024.8)"]
-duckdb = ["duckdb (>=1.0)"]
+duckdb = ["duckdb (>=1.1)"]
 ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
 modin = ["modin"]
 pandas = ["pandas (>=1.1.3)"]
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 pyarrow = ["pyarrow (>=13.0.0)"]
 pyspark = ["pyspark (>=3.5.0)"]
 pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
-sqlframe = ["sqlframe (>=3.22.0)"]
+sqlframe = ["sqlframe (>=3.22.0,!=3.39.3)"]
 
 [[package]]
 name = "nbclient"
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 [[package]]
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 ]
 
 [package.dependencies]
@@ -2939,14 +3194,14 @@ files = [
 
 [[package]]
 name = "parso"
-version = "0.8.4"
+version = "0.8.5"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
 groups = ["book"]
 files = [
-    {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
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+    {file = "parso-0.8.5-py2.py3-none-any.whl", hash = "sha256:646204b5ee239c396d040b90f9e272e9a8017c630092bf59980beb62fd033887"},
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 ]
 
 [package.extras]
@@ -2983,31 +3238,31 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "platformdirs"
-version = "4.3.8"
+version = "4.5.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["book", "dev"]
 files = [
-    {file = "platformdirs-4.3.8-py3-none-any.whl", hash = "sha256:ff7059bb7eb1179e2685604f4aaf157cfd9535242bd23742eadc3c13542139b4"},
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+    {file = "platformdirs-4.5.0.tar.gz", hash = "sha256:70ddccdd7c99fc5942e9fc25636a8b34d04c24b335100223152c2803e4063312"},
 ]
 
 [package.extras]
-docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
-type = ["mypy (>=1.14.1)"]
+docs = ["furo (>=2025.9.25)", "proselint (>=0.14)", "sphinx (>=8.2.3)", "sphinx-autodoc-typehints (>=3.2)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.4.2)", "pytest-cov (>=7)", "pytest-mock (>=3.15.1)"]
+type = ["mypy (>=1.18.2)"]
 
 [[package]]
 name = "plotly"
-version = "6.2.0"
+version = "6.5.0"
 description = "An open-source interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["book"]
 files = [
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+    {file = "plotly-6.5.0-py3-none-any.whl", hash = "sha256:5ac851e100367735250206788a2b1325412aa4a4917a4fe3e6f0bc5aa6f3d90a"},
+    {file = "plotly-6.5.0.tar.gz", hash = "sha256:d5d38224883fd38c1409bef7d6a8dc32b74348d39313f3c52ca998b8e447f5c8"},
 ]
 
 [package.dependencies]
@@ -3020,7 +3275,7 @@ dev-build = ["build", "jupyter", "plotly[dev-core]"]
 dev-core = ["pytest", "requests", "ruff (==0.11.12)"]
 dev-optional = ["anywidget", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "numpy", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "plotly[dev-build]", "plotly[kaleido]", "polars[timezone]", "pyarrow", "pyshp", "pytz", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
 express = ["numpy"]
-kaleido = ["kaleido (>=1.0.0)"]
+kaleido = ["kaleido (>=1.1.0)"]
 
 [[package]]
 name = "pluggy"
@@ -3040,23 +3295,19 @@ testing = ["coverage", "pytest", "pytest-benchmark"]
 
 [[package]]
 name = "polars"
-version = "1.32.2"
+version = "1.35.2"
 description = "Blazingly fast DataFrame library"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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-    {file = "polars-1.32.2.tar.gz", hash = "sha256:b4c5cefc7cf7a2461f8800cf2c09976c47cb1fd959c6ef3024d5618b497f05d3"},
+    {file = "polars-1.35.2-py3-none-any.whl", hash = "sha256:5e8057c8289ac148c793478323b726faea933d9776bd6b8a554b0ab7c03db87e"},
+    {file = "polars-1.35.2.tar.gz", hash = "sha256:ae458b05ca6e7ca2c089342c70793f92f1103c502dc1b14b56f0a04f2cc1d205"},
 ]
 
 [package.dependencies]
 pandas = {version = "*", optional = true, markers = "extra == \"pandas\""}
+polars-runtime-32 = "1.35.2"
 pyarrow = {version = ">=7.0.0", optional = true, markers = "extra == \"pyarrow\""}
 
 [package.extras]
@@ -3077,25 +3328,44 @@ numpy = ["numpy (>=1.16.0)"]
 openpyxl = ["openpyxl (>=3.0.0)"]
 pandas = ["pandas", "polars[pyarrow]"]
 plot = ["altair (>=5.4.0)"]
-polars-cloud = ["polars-cloud (>=0.0.1a1)"]
+polars-cloud = ["polars_cloud (>=0.0.1a1)"]
 pyarrow = ["pyarrow (>=7.0.0)"]
 pydantic = ["pydantic"]
+rt64 = ["polars-runtime-64 (==1.35.2)"]
+rtcompat = ["polars-runtime-compat (==1.35.2)"]
 sqlalchemy = ["polars[pandas]", "sqlalchemy"]
 style = ["great-tables (>=0.8.0)"]
 timezone = ["tzdata ; platform_system == \"Windows\""]
 xlsx2csv = ["xlsx2csv (>=0.8.0)"]
 xlsxwriter = ["xlsxwriter"]
 
+[[package]]
+name = "polars-runtime-32"
+version = "1.35.2"
+description = "Blazingly fast DataFrame library"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "polars_runtime_32-1.35.2-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:e465d12a29e8df06ea78947e50bd361cdf77535cd904fd562666a8a9374e7e3a"},
+    {file = "polars_runtime_32-1.35.2-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:ef2b029b78f64fb53f126654c0bfa654045c7546bd0de3009d08bd52d660e8cc"},
+    {file = "polars_runtime_32-1.35.2-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:85dda0994b5dff7f456bb2f4bbd22be9a9e5c5e28670e23fedb13601ec99a46d"},
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+    {file = "polars_runtime_32-1.35.2-cp39-abi3-win_amd64.whl", hash = "sha256:ddc015fac39735592e2e7c834c02193ba4d257bb4c8c7478b9ebe440b0756b84"},
+    {file = "polars_runtime_32-1.35.2-cp39-abi3-win_arm64.whl", hash = "sha256:6861145aa321a44eda7cc6694fb7751cb7aa0f21026df51b5faa52e64f9dc39b"},
+    {file = "polars_runtime_32-1.35.2.tar.gz", hash = "sha256:6e6e35733ec52abe54b7d30d245e6586b027d433315d20edfb4a5d162c79fe90"},
+]
+
 [[package]]
 name = "prometheus-client"
-version = "0.22.1"
+version = "0.23.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "book"]
 files = [
-    {file = "prometheus_client-0.22.1-py3-none-any.whl", hash = "sha256:cca895342e308174341b2cbf99a56bef291fbc0ef7b9e5412a0f26d653ba7094"},
-    {file = "prometheus_client-0.22.1.tar.gz", hash = "sha256:190f1331e783cf21eb60bca559354e0a4d4378facecf78f5428c39b675d20d28"},
+    {file = "prometheus_client-0.23.1-py3-none-any.whl", hash = "sha256:dd1913e6e76b59cfe44e7a4b83e01afc9873c1bdfd2ed8739f1e76aeca115f99"},
+    {file = "prometheus_client-0.23.1.tar.gz", hash = "sha256:6ae8f9081eaaaf153a2e959d2e6c4f4fb57b12ef76c8c7980202f1e57b48b2ce"},
 ]
 markers = {main = "extra == \"data\""}
 
@@ -3104,14 +3374,14 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.51"
+version = "3.0.52"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "book"]
 files = [
-    {file = "prompt_toolkit-3.0.51-py3-none-any.whl", hash = "sha256:52742911fde84e2d423e2f9a4cf1de7d7ac4e51958f648d9540e0fb8db077b07"},
-    {file = "prompt_toolkit-3.0.51.tar.gz", hash = "sha256:931a162e3b27fc90c86f1b48bb1fb2c528c2761475e57c9c06de13311c7b54ed"},
+    {file = "prompt_toolkit-3.0.52-py3-none-any.whl", hash = "sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955"},
+    {file = "prompt_toolkit-3.0.52.tar.gz", hash = "sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855"},
 ]
 markers = {main = "extra == \"cli\""}
 
@@ -3120,136 +3390,169 @@ wcwidth = "*"
 
 [[package]]
 name = "propcache"
-version = "0.3.2"
+version = "0.4.1"
 description = "Accelerated property cache"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"data\""
 files = [
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 [[package]]
 name = "ptyprocess"
@@ -3281,60 +3584,64 @@ tests = ["pytest"]
 
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-[package.extras]
-test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
-
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 version = "0.25.1"
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+version = "2.23"
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+typing-extensions = ">=4.14.1"
+typing-inspection = ">=0.4.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
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-typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+typing-extensions = ">=4.14.1"
 
 [[package]]
 name = "pydata-sphinx-theme"
@@ -3576,20 +3906,20 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pytest"
-version = "8.4.1"
+version = "9.0.1"
 description = "pytest: simple powerful testing with Python"
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-python-versions = ">=3.9"
+python-versions = ">=3.10"
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-iniconfig = ">=1"
-packaging = ">=20"
+iniconfig = ">=1.0.1"
+packaging = ">=22"
 pluggy = ">=1.5,<2"
 pygments = ">=2.7.2"
 
@@ -3598,18 +3928,19 @@ dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "requests
 
 [[package]]
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+version = "1.3.0"
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@@ -3617,14 +3948,14 @@ testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]
 
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 [package.dependencies]
@@ -3652,14 +3983,14 @@ six = ">=1.5"
 
 [[package]]
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 [package.extras]
@@ -3699,6 +4030,21 @@ text-unidecode = ">=1.3"
 [package.extras]
 unidecode = ["Unidecode (>=1.1.1)"]
 
+[[package]]
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+python-versions = ">=3.8"
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+
 [[package]]
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 version = "2025.2"
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 [package.dependencies]
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 [[package]]
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 name = "soupsieve"
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 [[package]]
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 ]
 
 [[package]]
 name = "typing-inspection"
-version = "0.4.1"
+version = "0.4.2"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -5096,7 +5388,7 @@ version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
-groups = ["main"]
+groups = ["main", "book"]
 files = [
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@@ -5152,15 +5444,15 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "uvicorn"
-version = "0.35.0"
+version = "0.38.0"
 description = "The lightning-fast ASGI server."
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"data\""
 files = [
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 ]
 
 [package.dependencies]
@@ -5172,27 +5464,27 @@ standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)
 
 [[package]]
 name = "wcwidth"
-version = "0.2.13"
+version = "0.2.14"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
-python-versions = "*"
+python-versions = ">=3.6"
 groups = ["main", "book"]
 files = [
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 ]
 markers = {main = "extra == \"cli\""}
 
 [[package]]
 name = "webcolors"
-version = "24.11.1"
+version = "25.10.0"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["book"]
 files = [
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 ]
 
 [[package]]
@@ -5209,20 +5501,20 @@ files = [
 
 [[package]]
 name = "websocket-client"
-version = "1.8.0"
+version = "1.9.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["book"]
 files = [
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+    {file = "websocket_client-1.9.0.tar.gz", hash = "sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98"},
 ]
 
 [package.extras]
-docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
+docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx_rtd_theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
+test = ["pytest", "websockets"]
 
 [[package]]
 name = "wheel"
@@ -5241,129 +5533,155 @@ test = ["pytest (>=6.0.0)", "setuptools (>=65)"]
 
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.14"
+version = "4.0.15"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
 groups = ["book"]
 files = [
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+    {file = "widgetsnbextension-4.0.15.tar.gz", hash = "sha256:de8610639996f1567952d763a5a41af8af37f2575a41f9852a38f947eb82a3b9"},
 ]
 
 [[package]]
 name = "yarl"
-version = "1.20.1"
+version = "1.22.0"
 description = "Yet another URL library"
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"data\""
 files = [
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 ]
 
 [package.dependencies]
@@ -5398,4 +5716,4 @@ data = ["aio-fluid"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<4.0"
-content-hash = "6c22a10872fce2ed8be98cfcbb852537eb105fe9318b1f21ee1b70942a5495d0"
+content-hash = "f978bd68d191485a857d97556daeee58d7f881fa121b25430e17a4a960162201"
diff --git a/pyproject.toml b/pyproject.toml
index 60d8d23d..d7f89eb7 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "quantflow"
-version = "0.4.2"
+version = "0.4.3"
 description = "quantitative analysis"
 authors = [{ name = "Luca Sbardella", email = "luca@quantmind.com" }]
 license = "BSD-3-Clause"
@@ -42,6 +42,7 @@ ghp-import = "^2.0.2"
 ruff = "^0.12.2"
 pytest-asyncio = "^1.0.0"
 isort = "^6.0.1"
+types-python-dateutil = "^2.9.0.20251115"
 
 [tool.poetry.group.book]
 optional = true
diff --git a/quantflow/__init__.py b/quantflow/__init__.py
index 6c659bb4..50bc5572 100644
--- a/quantflow/__init__.py
+++ b/quantflow/__init__.py
@@ -1,3 +1,3 @@
 """Quantitative analysis and pricing"""
 
-__version__ = "0.4.1"
+__version__ = "0.4.3"
diff --git a/quantflow/data/fiscal_data.py b/quantflow/data/fiscal_data.py
index 2a7d434d..7cd6f731 100644
--- a/quantflow/data/fiscal_data.py
+++ b/quantflow/data/fiscal_data.py
@@ -11,7 +11,7 @@
 class FiscalData(AioHttpClient):
     """Fiscal Data API client.
 
-    THis class is used to fetch data from the
+    This class is used to fetch data from the
     [fiscal data api](https://fiscaldata.treasury.gov/api-documentation/)
     """
 
diff --git a/quantflow_tests/test_data.py b/quantflow_tests/test_data.py
index 0295bac0..634e8887 100644
--- a/quantflow_tests/test_data.py
+++ b/quantflow_tests/test_data.py
@@ -1,13 +1,13 @@
 from typing import AsyncIterator
 
 import pytest
-from aiohttp.client_exceptions import ClientError
 
 from quantflow.data.fed import FederalReserve
 from quantflow.data.fiscal_data import FiscalData
 from quantflow.data.fmp import FMP
+from quantflow_tests.utils import skip_network_issue
 
-pytestmark = pytest.mark.skipif(not FMP().key, reason="No FMP API key found")
+skip_fmp = not FMP().key
 
 
 @pytest.fixture
@@ -16,49 +16,46 @@ async def fmp() -> AsyncIterator[FMP]:
         yield fmp
 
 
+@pytest.mark.skipif(skip_fmp, reason="No FMP API key found")
 def test_client(fmp: FMP) -> None:
     assert fmp.url
     assert fmp.key
 
 
+@pytest.mark.skipif(skip_fmp, reason="No FMP API key found")
 async def test_historical(fmp: FMP) -> None:
     df = await fmp.prices("BTCUSD", fmp.freq.one_hour)
     assert df["close"] is not None
 
 
+@pytest.mark.skipif(skip_fmp, reason="No FMP API key found")
 async def test_dividends(fmp: FMP) -> None:
     data = await fmp.dividends()
     assert data is not None
 
 
+@skip_network_issue
 async def test_fed_yc() -> None:
-    try:
-        async with FederalReserve() as fed:
-            df = await fed.yield_curves()
-            assert df is not None
-            assert df.shape[0] > 0
-            assert df.shape[1] == 12
-    except (ConnectionError, ClientError) as e:
-        pytest.skip(f"Skipping test_fed due to network issue: {e}")
+    async with FederalReserve() as fed:
+        df = await fed.yield_curves()
+        assert df is not None
+        assert df.shape[0] > 0
+        assert df.shape[1] == 12
 
 
+@skip_network_issue
 async def test_fed_rates() -> None:
-    try:
-        async with FederalReserve() as fed:
-            df = await fed.ref_rates()
-            assert df is not None
-            assert df.shape[0] > 0
-            assert df.shape[1] == 2
-    except (ConnectionError, ClientError) as e:
-        pytest.skip(f"Skipping test_fed due to network issue: {e}")
+    async with FederalReserve() as fed:
+        df = await fed.ref_rates()
+        assert df is not None
+        assert df.shape[0] > 0
+        assert df.shape[1] == 2
 
 
+@skip_network_issue
 async def __test_fiscal_data() -> None:
-    try:
-        async with FiscalData() as fd:
-            df = await fd.securities()
-            assert df is not None
-            assert df.shape[0] > 0
-            assert df.shape[1] == 2
-    except (ConnectionError, ClientError) as e:
-        pytest.skip(f"Skipping test_fed due to network issue: {e}")
+    async with FiscalData() as fd:
+        df = await fd.securities()
+        assert df is not None
+        assert df.shape[0] > 0
+        assert df.shape[1] == 2
diff --git a/quantflow_tests/utils.py b/quantflow_tests/utils.py
index 32a188a8..4af57891 100644
--- a/quantflow_tests/utils.py
+++ b/quantflow_tests/utils.py
@@ -1,6 +1,8 @@
 from typing import cast
 
 import numpy as np
+import pytest
+from aiohttp.client_exceptions import ClientError
 
 from quantflow.sp.base import StochasticProcess1D
 from quantflow.utils.marginal import Marginal1D
@@ -30,3 +32,15 @@ def analytical_tests(pr: StochasticProcess1D, tol: float = 1e-3):
     np.testing.assert_allclose(m.mean(), m.mean_from_characteristic(), tol)
     np.testing.assert_allclose(m.std(), m.std_from_characteristic(), tol)
     np.testing.assert_allclose(m.variance(), m.variance_from_characteristic(), tol)
+
+
+def skip_network_issue(func):
+    """Decorator to skip tests in case of network issues."""
+
+    async def wrapper(*args, **kwargs):
+        try:
+            await func(*args, **kwargs)
+        except (ConnectionError, ClientError) as e:
+            pytest.skip(f"Skipping {func.__name__} due to network issue: {e}")
+
+    return wrapper