diff --git a/poetry.lock b/poetry.lock
index 2c0a8a571840b5386c015f486cd1bc7a9b670915..8ecbd35aaef3ccf3d9f819d6b6ba5255f1bea1d1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -7,7 +7,7 @@ description = "High level compatibility layer for multiple asynchronous event lo
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
     {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
@@ -31,7 +31,7 @@ description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" and platform_system == \"Darwin\" or python_version >= \"3.12\" and platform_system == \"Darwin\""
+markers = "python_version <= \"3.11\" and platform_system == \"Darwin\""
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
@@ -44,7 +44,7 @@ description = "Argon2 for Python"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
     {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
@@ -66,7 +66,7 @@ description = "Low-level CFFI bindings for Argon2"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
     {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
@@ -105,7 +105,7 @@ description = "Better dates & times for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
     {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
@@ -126,7 +126,7 @@ description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
     {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
@@ -143,7 +143,7 @@ description = "Simple LRU cache for asyncio"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "async-lru-2.0.4.tar.gz", hash = "sha256:b8a59a5df60805ff63220b2a0c5b5393da5521b113cd5465a44eb037d81a5627"},
     {file = "async_lru-2.0.4-py3-none-any.whl", hash = "sha256:ff02944ce3c288c5be660c42dbcca0742b32c3b279d6dceda655190240b99224"},
@@ -159,7 +159,7 @@ description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "attrs-25.1.0-py3-none-any.whl", hash = "sha256:c75a69e28a550a7e93789579c22aa26b0f5b83b75dc4e08fe092980051e1090a"},
     {file = "attrs-25.1.0.tar.gz", hash = "sha256:1c97078a80c814273a76b2a298a932eb681c87415c11dee0a6921de7f1b02c3e"},
@@ -180,7 +180,7 @@ description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
     {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
@@ -196,7 +196,7 @@ description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "beautifulsoup4-4.13.3-py3-none-any.whl", hash = "sha256:99045d7d3f08f91f0d656bc9b7efbae189426cd913d830294a15eefa0ea4df16"},
     {file = "beautifulsoup4-4.13.3.tar.gz", hash = "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b"},
@@ -220,7 +220,7 @@ description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
     {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
@@ -240,7 +240,7 @@ description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
     {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
@@ -322,7 +322,7 @@ files = [
     {file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"},
     {file = "cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824"},
 ]
-markers = {main = "python_version <= \"3.11\" or python_version >= \"3.12\"", dev = "python_version <= \"3.11\" and implementation_name == \"pypy\" or python_version >= \"3.12\" and implementation_name == \"pypy\""}
+markers = {main = "python_version <= \"3.11\"", dev = "python_version <= \"3.11\" and implementation_name == \"pypy\""}
 
 [package.dependencies]
 pycparser = "*"
@@ -334,7 +334,7 @@ description = "The Real First Universal Charset Detector. Open, modern and activ
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -437,7 +437,7 @@ description = "Pickler class to extend the standard pickle.Pickler functionality
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "cloudpickle-3.1.1-py3-none-any.whl", hash = "sha256:c8c5a44295039331ee9dad40ba100a9c7297b6f988e50e87ccdf3765a668350e"},
     {file = "cloudpickle-3.1.1.tar.gz", hash = "sha256:b216fa8ae4019d5482a8ac3c95d8f6346115d8835911fd4aefd1a445e4242c64"},
@@ -454,7 +454,7 @@ files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "python_version <= \"3.11\" and sys_platform == \"win32\" or python_version <= \"3.11\" and platform_system == \"Windows\" or python_version >= \"3.12\" and sys_platform == \"win32\" or python_version >= \"3.12\" and platform_system == \"Windows\"", dev = "python_version <= \"3.11\" and sys_platform == \"win32\" or python_version >= \"3.12\" and sys_platform == \"win32\""}
+markers = {main = "sys_platform == \"win32\" and python_version <= \"3.11\" or platform_system == \"Windows\" and python_version <= \"3.11\"", dev = "python_version <= \"3.11\" and sys_platform == \"win32\""}
 
 [[package]]
 name = "comm"
@@ -463,7 +463,7 @@ description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
     {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
@@ -482,7 +482,7 @@ description = "Python library for calculating contours of 2D quadrilateral grids
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "contourpy-1.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a045f341a77b77e1c5de31e74e966537bba9f3c4099b35bf4c2e3939dd54cdab"},
     {file = "contourpy-1.3.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:500360b77259914f7805af7462e41f9cb7ca92ad38e9f94d6c8641b089338124"},
@@ -557,7 +557,7 @@ description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
     {file = "cycler-0.12.1.tar.gz", hash = "sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c"},
@@ -567,6 +567,31 @@ files = [
 docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
 tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
+[[package]]
+name = "cyclic-boosting"
+version = "1.4.0"
+description = "Implementation of Cyclic Boosting machine learning algorithms"
+optional = false
+python-versions = ">=3.8,<3.12"
+groups = ["main"]
+markers = "python_version <= \"3.11\""
+files = [
+    {file = "cyclic_boosting-1.4.0-py3-none-any.whl", hash = "sha256:f468f7b3ec158d8a68c6170f2e9fe0bdf584e5337a9ead98ee850766da968c2e"},
+    {file = "cyclic_boosting-1.4.0.tar.gz", hash = "sha256:35ca4d1fabf0d69ab524f5a6d427bfad6d68006935cfa35c4308753595d546b9"},
+]
+
+[package.dependencies]
+decorator = ">=5.1.1"
+hypothesis = ">=6.70.0"
+matplotlib = ">=1.5.1"
+numba = ">=0.56.4"
+numexpr = ">=2.5.2"
+numpy = ">=1.12.1"
+pandas = ">=0.20.3"
+scikit-learn = ">=0.18.2"
+scipy = ">=1.10"
+six = ">=1.16.0"
+
 [[package]]
 name = "debugpy"
 version = "1.8.13"
@@ -574,7 +599,7 @@ description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "debugpy-1.8.13-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:06859f68e817966723ffe046b896b1bd75c665996a77313370336ee9e1de3e90"},
     {file = "debugpy-1.8.13-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cb56c2db69fb8df3168bc857d7b7d2494fed295dfdbde9a45f27b4b152f37520"},
@@ -611,7 +636,7 @@ description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "decorator-5.2.1-py3-none-any.whl", hash = "sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a"},
     {file = "decorator-5.2.1.tar.gz", hash = "sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360"},
@@ -624,7 +649,7 @@ description = "XML bomb protection for Python stdlib modules"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
     {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
@@ -653,7 +678,7 @@ description = "Get the currently executing AST node of a frame, and other inform
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "executing-2.2.0-py2.py3-none-any.whl", hash = "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa"},
     {file = "executing-2.2.0.tar.gz", hash = "sha256:5d108c028108fe2551d1a7b2e8b713341e2cb4fc0aa7dcf966fa4327a5226755"},
@@ -669,7 +694,7 @@ description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667"},
     {file = "fastjsonschema-2.21.1.tar.gz", hash = "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4"},
@@ -685,7 +710,7 @@ description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "filelock-3.17.0-py3-none-any.whl", hash = "sha256:533dc2f7ba78dc2f0f531fc6c4940addf7b70a481e269a5a3b93be94ffbe8338"},
     {file = "filelock-3.17.0.tar.gz", hash = "sha256:ee4e77401ef576ebb38cd7f13b9b28893194acc20a8e68e18730ba9c0e54660e"},
@@ -703,7 +728,7 @@ description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "fonttools-4.56.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:331954d002dbf5e704c7f3756028e21db07097c19722569983ba4d74df014000"},
     {file = "fonttools-4.56.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8d1613abd5af2f93c05867b3a3759a56e8bf97eb79b1da76b2bc10892f96ff16"},
@@ -778,7 +803,7 @@ description = "Validates fully-qualified domain names against RFC 1123, so that
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
     {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
@@ -791,7 +816,7 @@ description = "File-system specification"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "fsspec-2025.3.0-py3-none-any.whl", hash = "sha256:efb87af3efa9103f94ca91a7f8cb7a4df91af9f74fc106c9c7ea0efd7277c1b3"},
     {file = "fsspec-2025.3.0.tar.gz", hash = "sha256:a935fd1ea872591f2b5148907d103488fc523295e6c64b835cfad8c3eca44972"},
@@ -832,7 +857,7 @@ description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -845,7 +870,7 @@ description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
     {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -868,7 +893,7 @@ description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -887,6 +912,42 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "hypothesis"
+version = "6.129.0"
+description = "A library for property-based testing"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version <= \"3.11\""
+files = [
+    {file = "hypothesis-6.129.0-py3-none-any.whl", hash = "sha256:3f0fb90e16ebd31cb80e64b0072618eb70b7b350450722abe5fc6bd6e00f7ef4"},
+    {file = "hypothesis-6.129.0.tar.gz", hash = "sha256:5e6ed7923e9f0eb946b030d821d7e8beabf292049c957be03c94f89426b5fd64"},
+]
+
+[package.dependencies]
+attrs = ">=22.2.0"
+exceptiongroup = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+sortedcontainers = ">=2.1.0,<3.0.0"
+
+[package.extras]
+all = ["black (>=19.10b0)", "click (>=7.0)", "crosshair-tool (>=0.0.82)", "django (>=4.2)", "dpcontracts (>=0.4)", "hypothesis-crosshair (>=0.0.20)", "lark (>=0.10.1)", "libcst (>=0.3.16)", "numpy (>=1.19.3)", "pandas (>=1.1)", "pytest (>=4.6)", "python-dateutil (>=1.4)", "pytz (>=2014.1)", "redis (>=3.0.0)", "rich (>=9.0.0)", "tzdata (>=2025.1)", "watchdog (>=4.0.0)"]
+cli = ["black (>=19.10b0)", "click (>=7.0)", "rich (>=9.0.0)"]
+codemods = ["libcst (>=0.3.16)"]
+crosshair = ["crosshair-tool (>=0.0.82)", "hypothesis-crosshair (>=0.0.20)"]
+dateutil = ["python-dateutil (>=1.4)"]
+django = ["django (>=4.2)"]
+dpcontracts = ["dpcontracts (>=0.4)"]
+ghostwriter = ["black (>=19.10b0)"]
+lark = ["lark (>=0.10.1)"]
+numpy = ["numpy (>=1.19.3)"]
+pandas = ["pandas (>=1.1)"]
+pytest = ["pytest (>=4.6)"]
+pytz = ["pytz (>=2014.1)"]
+redis = ["redis (>=3.0.0)"]
+watchdog = ["watchdog (>=4.0.0)"]
+zoneinfo = ["tzdata (>=2025.1)"]
+
 [[package]]
 name = "idna"
 version = "3.10"
@@ -894,7 +955,7 @@ description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -910,7 +971,7 @@ description = "Library for reading and writing a wide range of image, video, sci
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "imageio-2.37.0-py3-none-any.whl", hash = "sha256:11efa15b87bc7871b61590326b2d635439acc321cf7f8ce996f812543ce10eed"},
     {file = "imageio-2.37.0.tar.gz", hash = "sha256:71b57b3669666272c818497aebba2b4c5f20d5b37c81720e5e1a56d59c492996"},
@@ -945,7 +1006,7 @@ description = "Text progress bar library for Python."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "IProgress-0.4-py3-none-any.whl", hash = "sha256:098ba92780bf0eb3f2f3a0d4109e48d1f3c8ba57d821c6838f9ccb73e4fdc576"},
     {file = "IProgress-0.4.tar.gz", hash = "sha256:55c6bce8ad4401889330fb1125c0bf7810bfbfe0105c058f861ae91e962d51eb"},
@@ -961,7 +1022,7 @@ description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
     {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
@@ -996,7 +1057,7 @@ description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "ipython-8.34.0-py3-none-any.whl", hash = "sha256:0419883fa46e0baa182c5d50ebb8d6b49df1889fdb70750ad6d8cfe678eda6e3"},
     {file = "ipython-8.34.0.tar.gz", hash = "sha256:c31d658e754673ecc6514583e7dda8069e47136eb62458816b7d1e6625948b5a"},
@@ -1036,7 +1097,7 @@ description = "Operations with ISO 8601 durations"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
     {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
@@ -1052,7 +1113,7 @@ description = "An autocompletion tool for Python that can be used for text edito
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
     {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
@@ -1073,7 +1134,7 @@ description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -1092,7 +1153,7 @@ description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
@@ -1105,7 +1166,7 @@ description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "json5-0.10.0-py3-none-any.whl", hash = "sha256:19b23410220a7271e8377f81ba8aacba2fdd56947fbb137ee5977cbe1f5e8dfa"},
     {file = "json5-0.10.0.tar.gz", hash = "sha256:e66941c8f0a02026943c52c2eb34ebeb2a6f819a0be05920a6f5243cd30fd559"},
@@ -1121,7 +1182,7 @@ description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -1134,7 +1195,7 @@ description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -1165,7 +1226,7 @@ description = "The JSON Schema meta-schemas and vocabularies, exposed as a Regis
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
     {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
@@ -1181,7 +1242,7 @@ description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
     {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
@@ -1205,7 +1266,7 @@ description = "Jupyter core package. A base package on which Jupyter projects re
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
     {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
@@ -1227,7 +1288,7 @@ description = "Jupyter Event System library"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jupyter_events-0.12.0-py3-none-any.whl", hash = "sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb"},
     {file = "jupyter_events-0.12.0.tar.gz", hash = "sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b"},
@@ -1255,7 +1316,7 @@ description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab se
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"},
     {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"},
@@ -1271,7 +1332,7 @@ description = "The backend—i.e. core services, APIs, and REST endpoints—to J
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jupyter_server-2.15.0-py3-none-any.whl", hash = "sha256:872d989becf83517012ee669f09604aa4a28097c0bd90b2f424310156c2cdae3"},
     {file = "jupyter_server-2.15.0.tar.gz", hash = "sha256:9d446b8697b4f7337a1b7cdcac40778babdd93ba614b6d68ab1c0c918f1c4084"},
@@ -1309,7 +1370,7 @@ description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
     {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
@@ -1330,7 +1391,7 @@ description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jupyterlab-4.3.5-py3-none-any.whl", hash = "sha256:571bbdee20e4c5321ab5195bc41cf92a75a5cff886be5e57ce78dfa37a5e9fdb"},
     {file = "jupyterlab-4.3.5.tar.gz", hash = "sha256:c779bf72ced007d7d29d5bcef128e7fdda96ea69299e19b04a43635a7d641f9d"},
@@ -1366,7 +1427,7 @@ description = "Pygments theme using JupyterLab CSS variables"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
     {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
@@ -1379,7 +1440,7 @@ description = "A set of server components for JupyterLab and JupyterLab like app
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 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"},
@@ -1406,7 +1467,7 @@ description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88c6f252f6816a73b1f8c904f7bbe02fd67c09a69f7cb8a0eecdbf5ce78e63db"},
     {file = "kiwisolver-1.4.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:c72941acb7b67138f35b879bbe85be0f6c6a70cab78fe3ef6db9c024d9223e5b"},
@@ -1497,7 +1558,7 @@ description = "Makes it easy to load subpackages and functions on demand."
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "lazy_loader-0.4-py3-none-any.whl", hash = "sha256:342aa8e14d543a154047afb4ba8ef17f5563baad3fc610d7b15b213b0f119efc"},
     {file = "lazy_loader-0.4.tar.gz", hash = "sha256:47c75182589b91a4e1a85a136c074285a5ad4d9f39c63e0d7fb76391c4574cd1"},
@@ -1518,7 +1579,7 @@ description = "Local Interpretable Model-Agnostic Explanations for machine learn
 optional = false
 python-versions = ">=3.5"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "lime-0.2.0.1.tar.gz", hash = "sha256:76960e4f055feb53e89b5022383bafc87b63f25bac6265984b0a333d1a57f781"},
 ]
@@ -1541,7 +1602,7 @@ description = "lightweight wrapper around basic LLVM functionality"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "llvmlite-0.44.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:9fbadbfba8422123bab5535b293da1cf72f9f478a65645ecd73e781f962ca614"},
     {file = "llvmlite-0.44.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cccf8eb28f24840f2689fb1a45f9c0f7e582dd24e088dcf96e424834af11f791"},
@@ -1573,7 +1634,7 @@ description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -1645,7 +1706,7 @@ description = "Python plotting package"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "matplotlib-3.10.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:ff2ae14910be903f4a24afdbb6d7d3a6c44da210fc7d42790b87aeac92238a16"},
     {file = "matplotlib-3.10.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0721a3fd3d5756ed593220a8b86808a36c5031fce489adb5b31ee6dbb47dd5b2"},
@@ -1704,7 +1765,7 @@ description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
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@@ -1720,7 +1781,7 @@ description = "A sane and fast Markdown parser with useful plugins and renderers
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "mistune-3.1.2-py3-none-any.whl", hash = "sha256:4b47731332315cdca99e0ded46fc0004001c1299ff773dfb48fbe1fd226de319"},
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@@ -1736,7 +1797,7 @@ description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
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@@ -1755,7 +1816,7 @@ description = "A client library for executing notebooks. Formerly nbconvert's Ex
 optional = false
 python-versions = ">=3.9.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
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@@ -1779,7 +1840,7 @@ description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Ou
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
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@@ -1817,7 +1878,7 @@ description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
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@@ -1840,7 +1901,7 @@ description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
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@@ -1853,7 +1914,7 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
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@@ -1874,7 +1935,7 @@ description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
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@@ -1893,7 +1954,7 @@ description = "compiling Python code using LLVM"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
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@@ -1922,6 +1983,56 @@ files = [
 llvmlite = "==0.44.*"
 numpy = ">=1.24,<2.2"
 
+[[package]]
+name = "numexpr"
+version = "2.10.2"
+description = "Fast numerical expression evaluator for NumPy"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version <= \"3.11\""
+files = [
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+    {file = "numexpr-2.10.2.tar.gz", hash = "sha256:b0aff6b48ebc99d2f54f27b5f73a58cb92fde650aeff1b397c71c8788b4fff1a"},
+]
+
+[package.dependencies]
+numpy = ">=1.23.0"
+
 [[package]]
 name = "numpy"
 version = "2.1.3"
@@ -1929,7 +2040,7 @@ description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
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@@ -1995,7 +2106,7 @@ description = "CUBLAS native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
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@@ -2009,7 +2120,7 @@ description = "CUDA profiling tools runtime libs."
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
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@@ -2023,7 +2134,7 @@ description = "NVRTC native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
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@@ -2037,7 +2148,7 @@ description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
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@@ -2051,7 +2162,7 @@ description = "cuDNN runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
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@@ -2067,7 +2178,7 @@ description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
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@@ -2084,7 +2195,7 @@ description = "CURAND native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
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@@ -2098,7 +2209,7 @@ description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
     {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d338f155f174f90724bbde3758b7ac375a70ce8e706d70b018dd3375545fc84e"},
     {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl", hash = "sha256:19e33fa442bcfd085b3086c4ebf7e8debc07cfe01e11513cc6d332fd918ac260"},
@@ -2117,7 +2228,7 @@ description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
     {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_aarch64.whl", hash = "sha256:9d32f62896231ebe0480efd8a7f702e143c98cfaa0e8a76df3386c1ba2b54df3"},
     {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"},
@@ -2134,7 +2245,7 @@ description = "NVIDIA cuSPARSELt"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
     {file = "nvidia_cusparselt_cu12-0.6.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:067a7f6d03ea0d4841c85f0c6f1991c5dda98211f6302cb83a4ab234ee95bef8"},
     {file = "nvidia_cusparselt_cu12-0.6.2-py3-none-manylinux2014_x86_64.whl", hash = "sha256:df2c24502fd76ebafe7457dbc4716b2fec071aabaed4fb7691a201cde03704d9"},
@@ -2148,7 +2259,7 @@ description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
     {file = "nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:8579076d30a8c24988834445f8d633c697d42397e92ffc3f63fa26766d25e0a0"},
 ]
@@ -2160,7 +2271,7 @@ description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4abe7fef64914ccfa909bc2ba39739670ecc9e820c83ccc7a6ed414122599b83"},
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"},
@@ -2174,7 +2285,7 @@ description = "NVIDIA Tools Extension"
 optional = false
 python-versions = ">=3"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
     {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7959ad635db13edf4fc65c06a6e9f9e55fc2f92596db928d169c0bb031e88ef3"},
     {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:781e950d9b9f60d8241ccea575b32f5105a5baf4c2351cab5256a24869f12a1a"},
@@ -2188,7 +2299,7 @@ description = "A decorator to automatically detect mismatch when overriding a me
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "overrides-7.7.0-py3-none-any.whl", hash = "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"},
     {file = "overrides-7.7.0.tar.gz", hash = "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a"},
@@ -2201,7 +2312,7 @@ description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -2214,7 +2325,7 @@ description = "Powerful data structures for data analysis, time series, and stat
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -2264,7 +2375,6 @@ files = [
 numpy = [
     {version = ">=1.22.4", markers = "python_version < \"3.11\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
-    {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -2302,7 +2412,7 @@ description = "Utilities for writing pandoc filters in python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"},
     {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
@@ -2315,7 +2425,7 @@ description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
     {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
@@ -2332,7 +2442,7 @@ description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\") or python_version >= \"3.12\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\")"
+markers = "python_version <= \"3.11\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\")"
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -2348,7 +2458,7 @@ description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "pillow-11.1.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:e1abe69aca89514737465752b4bcaf8016de61b3be1397a8fc260ba33321b3a8"},
     {file = "pillow-11.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c640e5a06869c75994624551f45e5506e4256562ead981cce820d5ab39ae2192"},
@@ -2438,7 +2548,7 @@ description = "A small Python package for determining appropriate platform-speci
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "platformdirs-4.3.6-py3-none-any.whl", hash = "sha256:73e575e1408ab8103900836b97580d5307456908a03e92031bab39e4554cc3fb"},
     {file = "platformdirs-4.3.6.tar.gz", hash = "sha256:357fb2acbc885b0419afd3ce3ed34564c13c9b95c89360cd9563f73aa5e2b907"},
@@ -2456,7 +2566,7 @@ description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "prometheus_client-0.21.1-py3-none-any.whl", hash = "sha256:594b45c410d6f4f8888940fe80b5cc2521b305a1fafe1c58609ef715a001f301"},
     {file = "prometheus_client-0.21.1.tar.gz", hash = "sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb"},
@@ -2472,7 +2582,7 @@ description = "Library for building powerful interactive command lines in Python
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "prompt_toolkit-3.0.50-py3-none-any.whl", hash = "sha256:9b6427eb19e479d98acff65196a307c555eb567989e6d88ebbb1b509d9779198"},
     {file = "prompt_toolkit-3.0.50.tar.gz", hash = "sha256:544748f3860a2623ca5cd6d2795e7a14f3d0e1c3c9728359013f79877fc89bab"},
@@ -2488,7 +2598,7 @@ description = "Cross-platform lib for process and system monitoring in Python.
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "psutil-7.0.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:101d71dc322e3cffd7cea0650b09b3d08b8e7c4109dd6809fe452dfd00e58b25"},
     {file = "psutil-7.0.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:39db632f6bb862eeccf56660871433e111b6ea58f2caea825571951d4b6aa3da"},
@@ -2517,7 +2627,7 @@ files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
     {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
 ]
-markers = {main = "python_version <= \"3.11\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\") or python_version <= \"3.11\" and os_name != \"nt\" or python_version >= \"3.12\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\") or python_version >= \"3.12\" and os_name != \"nt\"", dev = "python_version <= \"3.11\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\") or python_version >= \"3.12\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\")"}
+markers = {main = "(sys_platform != \"win32\" and sys_platform != \"emscripten\") and python_version <= \"3.11\" or os_name != \"nt\" and python_version <= \"3.11\"", dev = "python_version <= \"3.11\" and (sys_platform != \"win32\" and sys_platform != \"emscripten\")"}
 
 [[package]]
 name = "pure-eval"
@@ -2526,7 +2636,7 @@ description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
     {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"},
@@ -2546,7 +2656,7 @@ files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
 ]
-markers = {main = "python_version <= \"3.11\" or python_version >= \"3.12\"", dev = "python_version <= \"3.11\" and implementation_name == \"pypy\" or python_version >= \"3.12\" and implementation_name == \"pypy\""}
+markers = {main = "python_version <= \"3.11\"", dev = "python_version <= \"3.11\" and implementation_name == \"pypy\""}
 
 [[package]]
 name = "pygments"
@@ -2555,7 +2665,7 @@ description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
     {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
@@ -2571,7 +2681,7 @@ description = "pyparsing module - Classes and methods to define and execute pars
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "pyparsing-3.2.1-py3-none-any.whl", hash = "sha256:506ff4f4386c4cec0590ec19e6302d3aedb992fdc02c761e90416f158dacf8e1"},
     {file = "pyparsing-3.2.1.tar.gz", hash = "sha256:61980854fd66de3a90028d679a954d5f2623e83144b5afe5ee86f43d762e5f0a"},
@@ -2587,7 +2697,7 @@ description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -2603,7 +2713,7 @@ description = "JSON Log Formatter for the Python Logging Package"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "python_json_logger-3.3.0-py3-none-any.whl", hash = "sha256:dd980fae8cffb24c13caf6e158d3d61c0d6d22342f932cb6e9deedab3d35eec7"},
     {file = "python_json_logger-3.3.0.tar.gz", hash = "sha256:12b7e74b17775e7d565129296105bbe3910842d9d0eb083fc83a6a617aa8df84"},
@@ -2619,7 +2729,7 @@ description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "pytz-2025.1-py2.py3-none-any.whl", hash = "sha256:89dd22dca55b46eac6eda23b2d72721bf1bdfef212645d81513ef5d03038de57"},
     {file = "pytz-2025.1.tar.gz", hash = "sha256:c2db42be2a2518b28e65f9207c4d05e6ff547d1efa4086469ef855e4ab70178e"},
@@ -2632,7 +2742,7 @@ description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" and sys_platform == \"win32\" and platform_python_implementation != \"PyPy\" or python_version >= \"3.12\" and sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""
+markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\" and python_version <= \"3.11\""
 files = [
     {file = "pywin32-309-cp310-cp310-win32.whl", hash = "sha256:5b78d98550ca093a6fe7ab6d71733fbc886e2af9d4876d935e7f6e1cd6577ac9"},
     {file = "pywin32-309-cp310-cp310-win_amd64.whl", hash = "sha256:728d08046f3d65b90d4c77f71b6fbb551699e2005cc31bbffd1febd6a08aa698"},
@@ -2659,7 +2769,7 @@ description = "Pseudo terminal support for Windows from Python."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and os_name == \"nt\" or python_version >= \"3.12\" and os_name == \"nt\""
+markers = "python_version <= \"3.11\" and os_name == \"nt\""
 files = [
     {file = "pywinpty-2.0.15-cp310-cp310-win_amd64.whl", hash = "sha256:8e7f5de756a615a38b96cd86fa3cd65f901ce54ce147a3179c45907fa11b4c4e"},
     {file = "pywinpty-2.0.15-cp311-cp311-win_amd64.whl", hash = "sha256:9a6bcec2df2707aaa9d08b86071970ee32c5026e10bcc3cc5f6f391d85baf7ca"},
@@ -2677,7 +2787,7 @@ description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -2741,7 +2851,7 @@ description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "pyzmq-26.3.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:1586944f4736515af5c6d3a5b150c7e8ca2a2d6e46b23057320584d6f2438f4a"},
     {file = "pyzmq-26.3.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:aa7efc695d1fc9f72d91bf9b6c6fe2d7e1b4193836ec530a98faf7d7a7577a58"},
@@ -2848,7 +2958,7 @@ description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
     {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
@@ -2866,7 +2976,7 @@ description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -2889,7 +2999,7 @@ description = "A pure python RFC3339 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"},
     {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"},
@@ -2905,7 +3015,7 @@ description = "Pure python rfc3986 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "rfc3986_validator-0.1.1-py2.py3-none-any.whl", hash = "sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9"},
     {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"},
@@ -2918,7 +3028,7 @@ description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "rpds_py-0.23.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:2a54027554ce9b129fc3d633c92fa33b30de9f08bc61b32c053dc9b537266fed"},
     {file = "rpds_py-0.23.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b5ef909a37e9738d146519657a1aab4584018746a18f71c692f2f22168ece40c"},
@@ -3032,7 +3142,7 @@ description = "Image processing in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "scikit_image-0.25.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d3278f586793176599df6a4cf48cb6beadae35c31e58dc01a98023af3dc31c78"},
     {file = "scikit_image-0.25.2-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:5c311069899ce757d7dbf1d03e32acb38bb06153236ae77fcd820fd62044c063"},
@@ -3083,7 +3193,7 @@ description = "A set of python modules for machine learning and data mining"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d056391530ccd1e501056160e3c9673b4da4805eb67eb2bdf4e983e1f9c9204e"},
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:0c8d036eb937dbb568c6242fa598d551d88fb4399c0344d95c001980ec1c7d36"},
@@ -3139,7 +3249,7 @@ description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "scipy-1.15.2-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:a2ec871edaa863e8213ea5df811cd600734f6400b4af272e1c011e69401218e9"},
     {file = "scipy-1.15.2-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:6f223753c6ea76983af380787611ae1291e3ceb23917393079dcc746ba60cfb5"},
@@ -3204,7 +3314,7 @@ description = "Statistical data visualization"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "seaborn-0.13.2-py3-none-any.whl", hash = "sha256:636f8336facf092165e27924f223d3c62ca560b1f2bb5dff7ab7fad265361987"},
     {file = "seaborn-0.13.2.tar.gz", hash = "sha256:93e60a40988f4d65e9f4885df477e2fdaff6b73a9ded434c1ab356dd57eefff7"},
@@ -3227,7 +3337,7 @@ description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "Send2Trash-1.8.3-py3-none-any.whl", hash = "sha256:0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9"},
     {file = "Send2Trash-1.8.3.tar.gz", hash = "sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf"},
@@ -3245,7 +3355,7 @@ description = "Easily download, build, install, upgrade, and uninstall Python pa
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "setuptools-76.0.0-py3-none-any.whl", hash = "sha256:199466a166ff664970d0ee145839f5582cb9bca7a0a3a2e795b6a9cb2308e9c6"},
     {file = "setuptools-76.0.0.tar.gz", hash = "sha256:43b4ee60e10b0d0ee98ad11918e114c70701bc6051662a9a675a0496c1a158f4"},
@@ -3267,7 +3377,7 @@ description = "A unified approach to explain the output of any machine learning
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "shap-0.47.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:68badecae73a0c6ac9d71a7948d089a9b95ede990708248650fa0ee516272c8a"},
     {file = "shap-0.47.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:add435becfd292984f34a8beec94968592be22cae33f55f61c2b14de4cf78edb"},
@@ -3323,7 +3433,7 @@ description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -3336,7 +3446,7 @@ description = "A small package for big slicing."
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "slicer-0.0.8-py3-none-any.whl", hash = "sha256:6c206258543aecd010d497dc2eca9d2805860a0b3758673903456b7df7934dc3"},
     {file = "slicer-0.0.8.tar.gz", hash = "sha256:2e7553af73f0c0c2d355f4afcc3ecf97c6f2156fcf4593955c3f56cf6c4d6eb7"},
@@ -3349,12 +3459,25 @@ description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
 ]
 
+[[package]]
+name = "sortedcontainers"
+version = "2.4.0"
+description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
+optional = false
+python-versions = "*"
+groups = ["main"]
+markers = "python_version <= \"3.11\""
+files = [
+    {file = "sortedcontainers-2.4.0-py2.py3-none-any.whl", hash = "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0"},
+    {file = "sortedcontainers-2.4.0.tar.gz", hash = "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88"},
+]
+
 [[package]]
 name = "soupsieve"
 version = "2.6"
@@ -3362,7 +3485,7 @@ description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"},
     {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
@@ -3375,7 +3498,7 @@ description = "Extract data from python stack frames and tracebacks for informat
 optional = false
 python-versions = "*"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -3396,7 +3519,7 @@ description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "sympy-1.13.1-py3-none-any.whl", hash = "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"},
     {file = "sympy-1.13.1.tar.gz", hash = "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f"},
@@ -3415,7 +3538,7 @@ description = "Tornado websocket backend for the Xterm.js Javascript terminal em
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"},
     {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
@@ -3438,7 +3561,7 @@ description = "threadpoolctl"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "threadpoolctl-3.5.0-py3-none-any.whl", hash = "sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467"},
     {file = "threadpoolctl-3.5.0.tar.gz", hash = "sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107"},
@@ -3451,7 +3574,7 @@ description = "Read and write TIFF files"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "tifffile-2025.2.18-py3-none-any.whl", hash = "sha256:54b36c4d5e5b8d8920134413edfe5a7cfb1c7617bb50cddf7e2772edb7149043"},
     {file = "tifffile-2025.2.18.tar.gz", hash = "sha256:8d731789e691b468746c1615d989bc550ac93cf753e9210865222e90a5a95d11"},
@@ -3475,7 +3598,7 @@ description = "A tiny CSS parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"},
     {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"},
@@ -3538,7 +3661,7 @@ description = "Tensors and Dynamic neural networks in Python with strong GPU acc
 optional = false
 python-versions = ">=3.9.0"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "torch-2.6.0-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:6860df13d9911ac158f4c44031609700e1eba07916fff62e21e6ffa0a9e01961"},
     {file = "torch-2.6.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:c4f103a49830ce4c7561ef4434cc7926e5a5fe4e5eb100c19ab36ea1e2b634ab"},
@@ -3580,7 +3703,6 @@ nvidia-cusparselt-cu12 = {version = "0.6.2", markers = "platform_system == \"Lin
 nvidia-nccl-cu12 = {version = "2.21.5", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-nvjitlink-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 nvidia-nvtx-cu12 = {version = "12.4.127", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
-setuptools = {version = "*", markers = "python_version >= \"3.12\""}
 sympy = {version = "1.13.1", markers = "python_version >= \"3.9\""}
 triton = {version = "3.2.0", markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""}
 typing-extensions = ">=4.10.0"
@@ -3596,7 +3718,7 @@ description = "An audio package for PyTorch"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "torchaudio-2.6.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0eda1cd876f44fc014dc04aa680db2fa355a83df5d834398db6dd5f5cd911f4c"},
     {file = "torchaudio-2.6.0-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:22798d5d8e37869bd5875d37f42270efbeb8ae94bda97fed40c1c5e0e1c62fa3"},
@@ -3630,7 +3752,7 @@ description = "image and video datasets and models for torch deep learning"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "torchvision-0.21.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:044ea420b8c6c3162a234cada8e2025b9076fa82504758cd11ec5d0f8cd9fa37"},
     {file = "torchvision-0.21.0-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:b0c0b264b89ab572888244f2e0bad5b7eaf5b696068fc0b93e96f7c3c198953f"},
@@ -3670,7 +3792,7 @@ description = "Tornado is a Python web framework and asynchronous networking lib
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e828cce1123e9e44ae2a50a9de3055497ab1d0aeb440c5ac23064d9e44880da1"},
     {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803"},
@@ -3692,7 +3814,7 @@ description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -3715,7 +3837,7 @@ description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -3732,7 +3854,7 @@ description = "A language and compiler for custom Deep Learning operations"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" and platform_system == \"Linux\" and platform_machine == \"x86_64\" or python_version >= \"3.12\" and platform_system == \"Linux\" and platform_machine == \"x86_64\""
+markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\" and python_version <= \"3.11\""
 files = [
     {file = "triton-3.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b3e54983cd51875855da7c68ec05c05cf8bb08df361b1d5b69e05e40b0c9bd62"},
     {file = "triton-3.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8009a1fb093ee8546495e96731336a33fb8856a38e45bb4ab6affd6dbc3ba220"},
@@ -3753,7 +3875,7 @@ description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "types_python_dateutil-2.9.0.20241206-py3-none-any.whl", hash = "sha256:e248a4bc70a486d3e3ec84d0dc30eec3a5f979d6e7ee4123ae043eedbb987f53"},
     {file = "types_python_dateutil-2.9.0.20241206.tar.gz", hash = "sha256:18f493414c26ffba692a72369fea7a154c502646301ebfe3d56a04b3767284cb"},
@@ -3766,11 +3888,11 @@ description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
+markers = "python_version <= \"3.11\""
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
-markers = {main = "python_version <= \"3.11\" or python_version >= \"3.12\"", dev = "python_version <= \"3.11\""}
 
 [[package]]
 name = "tzdata"
@@ -3779,7 +3901,7 @@ description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "tzdata-2025.1-py2.py3-none-any.whl", hash = "sha256:7e127113816800496f027041c570f50bcd464a020098a3b6b199517772303639"},
     {file = "tzdata-2025.1.tar.gz", hash = "sha256:24894909e88cdb28bd1636c6887801df64cb485bd593f2fd83ef29075a81d694"},
@@ -3792,7 +3914,7 @@ description = "RFC 6570 URI Template Processor"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
     {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
@@ -3808,7 +3930,7 @@ description = "HTTP library with thread-safe connection pooling, file post, and
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
     {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
@@ -3827,7 +3949,7 @@ description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
 groups = ["main", "dev"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -3840,7 +3962,7 @@ description = "A library for working with the color formats defined by HTML and
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "webcolors-24.11.1-py3-none-any.whl", hash = "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9"},
     {file = "webcolors-24.11.1.tar.gz", hash = "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"},
@@ -3853,7 +3975,7 @@ description = "Character encoding aliases for legacy web content"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
@@ -3866,7 +3988,7 @@ description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.11\" or python_version >= \"3.12\""
+markers = "python_version <= \"3.11\""
 files = [
     {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
     {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
@@ -3879,5 +4001,5 @@ test = ["websockets"]
 
 [metadata]
 lock-version = "2.1"
-python-versions = "^3.10"
-content-hash = "9380bafb83e9da64fffe841a7616ce3adb2af012024ffa8d9a8854d3eae49309"
+python-versions = ">=3.10,<3.12"
+content-hash = "58e88e94c8d6e9bb705c565504c3e155022c18448a252ad6f8212d39d318546d"
diff --git a/pyproject.toml b/pyproject.toml
index dd92e49d24c00c98606af5df5dc4d61b5d2e9a07..365e8f408a448813c4c54083a3b06e6faee18856 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,7 @@ license = "MIT"
 readme = "README.md"
 
 [tool.poetry.dependencies]
-python = "^3.10"
+python = ">=3.10,<3.12"
 jupyterlab = "^4.3.5"
 scikit-learn = "^1.2.0"
 pandas = "^2.2.3"
@@ -23,6 +23,7 @@ torchvision = "^0.21.0"
 torchaudio = "^2.6.0"
 lime = "^0.2.0.1"
 scikit-image = "^0.25.2"
+cyclic-boosting = "^1.4.0"
 
 
 [tool.poetry.group.dev.dependencies]