diff --git a/mkdocs.yml b/mkdocs.yml
index ea59144..4ebfb17 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -54,6 +54,15 @@ plugins:
             extra:
               show_docstring: true
               show_docstring_examples: true
+  - llmstxt:
+      full_output: llms-full.txt
+      sections:
+        Getting started:
+          - index.md
+        Usage Examples:
+          - examples.md
+        API Reference:
+          - api.md
 
 markdown_extensions:
   - pymdownx.highlight:
diff --git a/pyproject.toml b/pyproject.toml
index 56df5e7..0f2f7cb 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -58,6 +58,7 @@ docs = [
     "mkdocs>=1.6",
     "mkdocstrings[crystal, python]>=0.29",
     "mkdocs-material>=9.0",
+    "mkdocs-llmstxt>=0.2",
     "griffe>=1.0",
     "pymdown-extensions>=10.0",
     "griffe-fieldz>=0.2",
diff --git a/uv.lock b/uv.lock
index 5800b37..7a2e81f 100644
--- a/uv.lock
+++ b/uv.lock
@@ -13,7 +13,8 @@ version = "1.7.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "huggingface-hub" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "packaging" },
     { name = "psutil" },
     { name = "pyyaml" },
@@ -83,6 +84,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0c/37/fb6973edeb700f6e3d6ff222400602ab1830446c25c7b4676d8de93e65b8/backrefs-5.8-py39-none-any.whl", hash = "sha256:a66851e4533fb5b371aa0628e1fee1af05135616b86140c9d787a2ffdf4b8fdc", size = 380336 },
 ]
 
+[[package]]
+name = "beautifulsoup4"
+version = "4.13.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "soupsieve" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d8/e4/0c4c39e18fd76d6a628d4dd8da40543d136ce2d1752bd6eeeab0791f4d6b/beautifulsoup4-4.13.4.tar.gz", hash = "sha256:dbb3c4e1ceae6aefebdaf2423247260cd062430a410e38c66f2baa50a8437195", size = 621067 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/50/cd/30110dc0ffcf3b131156077b90e9f60ed75711223f306da4db08eff8403b/beautifulsoup4-4.13.4-py3-none-any.whl", hash = "sha256:9bbbb14bfde9d79f38b8cd5f8c7c85f4b8f2523190ebed90e950a8dea4cb1c4b", size = 187285 },
+]
+
 [[package]]
 name = "black"
 version = "25.1.0"
@@ -291,7 +305,8 @@ name = "contourpy"
 version = "1.3.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/66/54/eb9bfc647b19f2009dd5c7f5ec51c4e6ca831725f1aea7a993034f483147/contourpy-1.3.2.tar.gz", hash = "sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54", size = 13466130 }
 wheels = [
@@ -355,39 +370,39 @@ wheels = [
 
 [[package]]
 name = "cryptography"
-version = "45.0.2"
+version = "45.0.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cffi", marker = "platform_python_implementation != 'PyPy'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f6/47/92a8914716f2405f33f1814b97353e3cfa223cd94a77104075d42de3099e/cryptography-45.0.2.tar.gz", hash = "sha256:d784d57b958ffd07e9e226d17272f9af0c41572557604ca7554214def32c26bf", size = 743865 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/90/52/49e6c86278e1b5ec226e96b62322538ccc466306517bf9aad8854116a088/cryptography-45.0.2-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4cc31c66411e14dd70e2f384a9204a859dc25b05e1f303df0f5326691061b839", size = 4201098 },
-    { url = "https://files.pythonhosted.org/packages/7b/3a/201272539ac5b66b4cb1af89021e423fc0bfacb73498950280c51695fb78/cryptography-45.0.2-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:463096533acd5097f8751115bc600b0b64620c4aafcac10c6d0041e6e68f88fe", size = 4429839 },
-    { url = "https://files.pythonhosted.org/packages/99/89/fa1a84832b8f8f3917875cb15324bba98def5a70175a889df7d21a45dc75/cryptography-45.0.2-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:cdafb86eb673c3211accffbffdb3cdffa3aaafacd14819e0898d23696d18e4d3", size = 4205154 },
-    { url = "https://files.pythonhosted.org/packages/1c/c5/5225d5230d538ab461725711cf5220560a813d1eb68bafcfb00131b8f631/cryptography-45.0.2-cp311-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:05c2385b1f5c89a17df19900cfb1345115a77168f5ed44bdf6fd3de1ce5cc65b", size = 3897145 },
-    { url = "https://files.pythonhosted.org/packages/fe/24/f19aae32526cc55ae17d473bc4588b1234af2979483d99cbfc57e55ffea6/cryptography-45.0.2-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:e9e4bdcd70216b08801e267c0b563316b787f957a46e215249921f99288456f9", size = 4462192 },
-    { url = "https://files.pythonhosted.org/packages/19/18/4a69ac95b0b3f03355970baa6c3f9502bbfc54e7df81fdb179654a00f48e/cryptography-45.0.2-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:b2de529027579e43b6dc1f805f467b102fb7d13c1e54c334f1403ee2b37d0059", size = 4208093 },
-    { url = "https://files.pythonhosted.org/packages/7c/54/2dea55ccc9558b8fa14f67156250b6ee231e31765601524e4757d0b5db6b/cryptography-45.0.2-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:10d68763892a7b19c22508ab57799c4423c7c8cd61d7eee4c5a6a55a46511949", size = 4461819 },
-    { url = "https://files.pythonhosted.org/packages/37/f1/1b220fcd5ef4b1f0ff3e59e733b61597505e47f945606cc877adab2c1a17/cryptography-45.0.2-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:d2a90ce2f0f5b695e4785ac07c19a58244092f3c85d57db6d8eb1a2b26d2aad6", size = 4329202 },
-    { url = "https://files.pythonhosted.org/packages/6d/e0/51d1dc4f96f819a56db70f0b4039b4185055bbb8616135884c3c3acc4c6d/cryptography-45.0.2-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:59c0c8f043dd376bbd9d4f636223836aed50431af4c5a467ed9bf61520294627", size = 4570412 },
-    { url = "https://files.pythonhosted.org/packages/31/a3/a3e4a298d3db4a04085728f5ae6c8cda157e49c5bb784886d463b9fbff70/cryptography-45.0.2-cp37-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e328357b6bbf79928363dbf13f4635b7aac0306afb7e5ad24d21d0c5761c3253", size = 4189148 },
-    { url = "https://files.pythonhosted.org/packages/53/90/100dfadd4663b389cb56972541ec1103490a19ebad0132af284114ba0868/cryptography-45.0.2-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:49af56491473231159c98c2c26f1a8f3799a60e5cf0e872d00745b858ddac9d2", size = 4424113 },
-    { url = "https://files.pythonhosted.org/packages/0d/40/e2b9177dbed6f3fcbbf1942e1acea2fd15b17007204b79d675540dd053af/cryptography-45.0.2-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:f169469d04a23282de9d0be349499cb6683b6ff1b68901210faacac9b0c24b7d", size = 4189696 },
-    { url = "https://files.pythonhosted.org/packages/70/ae/ec29c79f481e1767c2ff916424ba36f3cf7774de93bbd60428a3c52d1357/cryptography-45.0.2-cp37-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:9cfd1399064b13043082c660ddd97a0358e41c8b0dc7b77c1243e013d305c344", size = 3881498 },
-    { url = "https://files.pythonhosted.org/packages/5f/4a/72937090e5637a232b2f73801c9361cd08404a2d4e620ca4ec58c7ea4b70/cryptography-45.0.2-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:18f8084b7ca3ce1b8d38bdfe33c48116edf9a08b4d056ef4a96dceaa36d8d965", size = 4451678 },
-    { url = "https://files.pythonhosted.org/packages/d3/fa/1377fced81fd67a4a27514248261bb0d45c3c1e02169411fe231583088c8/cryptography-45.0.2-cp37-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:2cb03a944a1a412724d15a7c051d50e63a868031f26b6a312f2016965b661942", size = 4192296 },
-    { url = "https://files.pythonhosted.org/packages/d1/cf/b6fe837c83a08b9df81e63299d75fc5b3c6d82cf24b3e1e0e331050e9e5c/cryptography-45.0.2-cp37-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:a9727a21957d3327cf6b7eb5ffc9e4b663909a25fea158e3fcbc49d4cdd7881b", size = 4451749 },
-    { url = "https://files.pythonhosted.org/packages/af/d8/5a655675cc635c7190bfc8cffb84bcdc44fc62ce945ad1d844adaa884252/cryptography-45.0.2-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:ddb8d01aa900b741d6b7cc585a97aff787175f160ab975e21f880e89d810781a", size = 4317601 },
-    { url = "https://files.pythonhosted.org/packages/b9/d4/75d2375a20d80aa262a8adee77bf56950e9292929e394b9fae2481803f11/cryptography-45.0.2-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:c0c000c1a09f069632d8a9eb3b610ac029fcc682f1d69b758e625d6ee713f4ed", size = 4560535 },
-    { url = "https://files.pythonhosted.org/packages/ac/7b/00e18d24f08bc642e4018e0066a6f872d85c744e3265910c3beabb1f4d73/cryptography-45.0.2-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:965611880c3fa8e504b7458484c0697e00ae6e937279cd6734fdaa2bc954dc49", size = 4135515 },
-    { url = "https://files.pythonhosted.org/packages/29/9f/ea7ad5239c33c36f0e2cbdf631a0e3b7633466e87e55923f5b5ea1b0b92d/cryptography-45.0.2-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:d891942592789fa0ab71b502550bbadb12f540d7413d7d7c4cef4b02af0f5bc6", size = 4378133 },
-    { url = "https://files.pythonhosted.org/packages/47/f8/b4e29d87fbc4d2cf46b36e01fcb98305bf76699f34de6b877cddd8bc3a64/cryptography-45.0.2-pp310-pypy310_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:b19f4b28dd2ef2e6d600307fee656c00825a2980c4356a7080bd758d633c3a6f", size = 4136787 },
-    { url = "https://files.pythonhosted.org/packages/dc/7c/ac19bbf24d261667a67aac712d8aa3bb740f94bc2391f06ccc90e783f3ff/cryptography-45.0.2-pp310-pypy310_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:7c73968fbb7698a4c5d6160859db560d3aac160edde89c751edd5a8bc6560c88", size = 4377741 },
-    { url = "https://files.pythonhosted.org/packages/8a/18/57bc98fa5d93e74c2c2b16a3c5383f7ec218f957aa44559c0008a46c3629/cryptography-45.0.2-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:dc7693573f16535428183de8fd27f0ca1ca37a51baa0b41dc5ed7b3d68fe80e2", size = 4143347 },
-    { url = "https://files.pythonhosted.org/packages/84/6f/d015e7e7bd7f3a6c538973005de5a780d93b68138c2d88c804422cf46b1c/cryptography-45.0.2-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:614bca7c6ed0d8ad1dce683a6289afae1f880675b4090878a0136c3da16bc693", size = 4387414 },
-    { url = "https://files.pythonhosted.org/packages/de/9e/fa5ec89cce7e4b86e430438da4d66b79113bdf321d0a00167d34b61daf19/cryptography-45.0.2-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:4142e20c29224cec63e9e32eb1e6014fb285fe39b7be66b3564ca978a3a8afe9", size = 4145849 },
-    { url = "https://files.pythonhosted.org/packages/7c/09/5887d4fcc6f9c6fb19920789d094c4e25c2f604cc1b10b7e69d6f56187fe/cryptography-45.0.2-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:9a900036b42f7324df7c7ad9569eb92ba0b613cf699160dd9c2154b24fd02f8e", size = 4387449 },
+sdist = { url = "https://files.pythonhosted.org/packages/fe/c8/a2a376a8711c1e11708b9c9972e0c3223f5fc682552c82d8db844393d6ce/cryptography-45.0.4.tar.gz", hash = "sha256:7405ade85c83c37682c8fe65554759800a4a8c54b2d96e0f8ad114d31b808d57", size = 744890 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ba/14/93b69f2af9ba832ad6618a03f8a034a5851dc9a3314336a3d71c252467e1/cryptography-45.0.4-cp311-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:680806cf63baa0039b920f4976f5f31b10e772de42f16310a6839d9f21a26b0d", size = 4205335 },
+    { url = "https://files.pythonhosted.org/packages/67/30/fae1000228634bf0b647fca80403db5ca9e3933b91dd060570689f0bd0f7/cryptography-45.0.4-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:4ca0f52170e821bc8da6fc0cc565b7bb8ff8d90d36b5e9fdd68e8a86bdf72036", size = 4431487 },
+    { url = "https://files.pythonhosted.org/packages/6d/5a/7dffcf8cdf0cb3c2430de7404b327e3db64735747d641fc492539978caeb/cryptography-45.0.4-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:f3fe7a5ae34d5a414957cc7f457e2b92076e72938423ac64d215722f6cf49a9e", size = 4208922 },
+    { url = "https://files.pythonhosted.org/packages/c6/f3/528729726eb6c3060fa3637253430547fbaaea95ab0535ea41baa4a6fbd8/cryptography-45.0.4-cp311-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:25eb4d4d3e54595dc8adebc6bbd5623588991d86591a78c2548ffb64797341e2", size = 3900433 },
+    { url = "https://files.pythonhosted.org/packages/d9/4a/67ba2e40f619e04d83c32f7e1d484c1538c0800a17c56a22ff07d092ccc1/cryptography-45.0.4-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:ce1678a2ccbe696cf3af15a75bb72ee008d7ff183c9228592ede9db467e64f1b", size = 4464163 },
+    { url = "https://files.pythonhosted.org/packages/7e/9a/b4d5aa83661483ac372464809c4b49b5022dbfe36b12fe9e323ca8512420/cryptography-45.0.4-cp311-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:49fe9155ab32721b9122975e168a6760d8ce4cffe423bcd7ca269ba41b5dfac1", size = 4208687 },
+    { url = "https://files.pythonhosted.org/packages/db/b7/a84bdcd19d9c02ec5807f2ec2d1456fd8451592c5ee353816c09250e3561/cryptography-45.0.4-cp311-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:2882338b2a6e0bd337052e8b9007ced85c637da19ef9ecaf437744495c8c2999", size = 4463623 },
+    { url = "https://files.pythonhosted.org/packages/d8/84/69707d502d4d905021cac3fb59a316344e9f078b1da7fb43ecde5e10840a/cryptography-45.0.4-cp311-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:23b9c3ea30c3ed4db59e7b9619272e94891f8a3a5591d0b656a7582631ccf750", size = 4332447 },
+    { url = "https://files.pythonhosted.org/packages/f3/ee/d4f2ab688e057e90ded24384e34838086a9b09963389a5ba6854b5876598/cryptography-45.0.4-cp311-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:b0a97c927497e3bc36b33987abb99bf17a9a175a19af38a892dc4bbb844d7ee2", size = 4572830 },
+    { url = "https://files.pythonhosted.org/packages/fe/51/8c584ed426093aac257462ae62d26ad61ef1cbf5b58d8b67e6e13c39960e/cryptography-45.0.4-cp37-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:6a5bf57554e80f75a7db3d4b1dacaa2764611ae166ab42ea9a72bcdb5d577637", size = 4195746 },
+    { url = "https://files.pythonhosted.org/packages/5c/7d/4b0ca4d7af95a704eef2f8f80a8199ed236aaf185d55385ae1d1610c03c2/cryptography-45.0.4-cp37-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:46cf7088bf91bdc9b26f9c55636492c1cce3e7aaf8041bbf0243f5e5325cfb2d", size = 4424456 },
+    { url = "https://files.pythonhosted.org/packages/1d/45/5fabacbc6e76ff056f84d9f60eeac18819badf0cefc1b6612ee03d4ab678/cryptography-45.0.4-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:7bedbe4cc930fa4b100fc845ea1ea5788fcd7ae9562e669989c11618ae8d76ee", size = 4198495 },
+    { url = "https://files.pythonhosted.org/packages/55/b7/ffc9945b290eb0a5d4dab9b7636706e3b5b92f14ee5d9d4449409d010d54/cryptography-45.0.4-cp37-abi3-manylinux_2_28_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:eaa3e28ea2235b33220b949c5a0d6cf79baa80eab2eb5607ca8ab7525331b9ff", size = 3885540 },
+    { url = "https://files.pythonhosted.org/packages/7f/e3/57b010282346980475e77d414080acdcb3dab9a0be63071efc2041a2c6bd/cryptography-45.0.4-cp37-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:7ef2dde4fa9408475038fc9aadfc1fb2676b174e68356359632e980c661ec8f6", size = 4452052 },
+    { url = "https://files.pythonhosted.org/packages/37/e6/ddc4ac2558bf2ef517a358df26f45bc774a99bf4653e7ee34b5e749c03e3/cryptography-45.0.4-cp37-abi3-manylinux_2_34_aarch64.whl", hash = "sha256:6a3511ae33f09094185d111160fd192c67aa0a2a8d19b54d36e4c78f651dc5ad", size = 4198024 },
+    { url = "https://files.pythonhosted.org/packages/3a/c0/85fa358ddb063ec588aed4a6ea1df57dc3e3bc1712d87c8fa162d02a65fc/cryptography-45.0.4-cp37-abi3-manylinux_2_34_x86_64.whl", hash = "sha256:06509dc70dd71fa56eaa138336244e2fbaf2ac164fc9b5e66828fccfd2b680d6", size = 4451442 },
+    { url = "https://files.pythonhosted.org/packages/33/67/362d6ec1492596e73da24e669a7fbbaeb1c428d6bf49a29f7a12acffd5dc/cryptography-45.0.4-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:5f31e6b0a5a253f6aa49be67279be4a7e5a4ef259a9f33c69f7d1b1191939872", size = 4325038 },
+    { url = "https://files.pythonhosted.org/packages/53/75/82a14bf047a96a1b13ebb47fb9811c4f73096cfa2e2b17c86879687f9027/cryptography-45.0.4-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:944e9ccf67a9594137f942d5b52c8d238b1b4e46c7a0c2891b7ae6e01e7c80a4", size = 4560964 },
+    { url = "https://files.pythonhosted.org/packages/c4/b9/357f18064ec09d4807800d05a48f92f3b369056a12f995ff79549fbb31f1/cryptography-45.0.4-pp310-pypy310_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:7aad98a25ed8ac917fdd8a9c1e706e5a0956e06c498be1f713b61734333a4507", size = 4143732 },
+    { url = "https://files.pythonhosted.org/packages/c4/9c/7f7263b03d5db329093617648b9bd55c953de0b245e64e866e560f9aac07/cryptography-45.0.4-pp310-pypy310_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:3530382a43a0e524bc931f187fc69ef4c42828cf7d7f592f7f249f602b5a4ab0", size = 4385424 },
+    { url = "https://files.pythonhosted.org/packages/a6/5a/6aa9d8d5073d5acc0e04e95b2860ef2684b2bd2899d8795fc443013e263b/cryptography-45.0.4-pp310-pypy310_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:6b613164cb8425e2f8db5849ffb84892e523bf6d26deb8f9bb76ae86181fa12b", size = 4142438 },
+    { url = "https://files.pythonhosted.org/packages/42/1c/71c638420f2cdd96d9c2b287fec515faf48679b33a2b583d0f1eda3a3375/cryptography-45.0.4-pp310-pypy310_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:96d4819e25bf3b685199b304a0029ce4a3caf98947ce8a066c9137cc78ad2c58", size = 4384622 },
+    { url = "https://files.pythonhosted.org/packages/28/9a/a7d5bb87d149eb99a5abdc69a41e4e47b8001d767e5f403f78bfaafc7aa7/cryptography-45.0.4-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:03dbff8411206713185b8cebe31bc5c0eb544799a50c09035733716b386e61a4", size = 4146899 },
+    { url = "https://files.pythonhosted.org/packages/17/11/9361c2c71c42cc5c465cf294c8030e72fb0c87752bacbd7a3675245e3db3/cryptography-45.0.4-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:51dfbd4d26172d31150d84c19bbe06c68ea4b7f11bbc7b3a5e146b367c311349", size = 4388900 },
+    { url = "https://files.pythonhosted.org/packages/c0/76/f95b83359012ee0e670da3e41c164a0c256aeedd81886f878911581d852f/cryptography-45.0.4-pp311-pypy311_pp73-manylinux_2_34_aarch64.whl", hash = "sha256:0339a692de47084969500ee455e42c58e449461e0ec845a34a6a9b9bf7df7fb8", size = 4146422 },
+    { url = "https://files.pythonhosted.org/packages/09/ad/5429fcc4def93e577a5407988f89cf15305e64920203d4ac14601a9dc876/cryptography-45.0.4-pp311-pypy311_pp73-manylinux_2_34_x86_64.whl", hash = "sha256:0cf13c77d710131d33e63626bd55ae7c0efb701ebdc2b3a7952b9b23a0412862", size = 4388475 },
 ]
 
 [[package]]
@@ -495,52 +510,52 @@ wheels = [
 
 [[package]]
 name = "fonttools"
-version = "4.58.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/9a/cf/4d037663e2a1fe30fddb655d755d76e18624be44ad467c07412c2319ab97/fonttools-4.58.0.tar.gz", hash = "sha256:27423d0606a2c7b336913254bf0b1193ebd471d5f725d665e875c5e88a011a43", size = 3514522 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/72/07/06d01b7239d6632a0984ef29ab496928531862b827cd3aa78309b205850d/fonttools-4.58.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0bcaa65cddbc7d32c77bd0af0b41fdd6448bad0e84365ca79cf8923c27b21e46", size = 2731632 },
-    { url = "https://files.pythonhosted.org/packages/1d/c7/47d26d48d779b1b084ebc0d9ec07035167992578768237ef553a3eecc8db/fonttools-4.58.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:25590272f89e94ab5a292d518c549f3a88e6a34fa1193797b7047dfea111b048", size = 2303941 },
-    { url = "https://files.pythonhosted.org/packages/79/2e/ac80c0fea501f1aa93e2b22d72c97a8c0d14239582b7e8c722185a0540a7/fonttools-4.58.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:614435e9a87abe18bd7bc7ceeb8029e8f181c571317161e89fa3e6e0a4f20f5d", size = 4712776 },
-    { url = "https://files.pythonhosted.org/packages/f2/5c/b41f9c940dc397ecb41765654efc76e06782bfe0783c3e2affc534be181c/fonttools-4.58.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0154bd86d9a9e880f6e937e4d99c2139a624428dd9852072e12d7a85c79d611e", size = 4743251 },
-    { url = "https://files.pythonhosted.org/packages/3d/c4/0d3807d922a788b603a3fff622af53e732464b88baf0049a181a90f9b1c6/fonttools-4.58.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:5b3660df0b02c9cebbf7baf66952c2fd055e43e658aceb92cc95ba19e0a5c8b6", size = 4795635 },
-    { url = "https://files.pythonhosted.org/packages/46/74/627bed8e2c7e641c9c572f09970b0980e5513fd29e57b394d4aee2261e30/fonttools-4.58.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:c43b7f1d0b818427bb1cd20903d1168271abdcde10eb6247b1995c4e1ed63907", size = 4904720 },
-    { url = "https://files.pythonhosted.org/packages/f9/f2/7e5d082a98eb61fc0c3055e8a0e061a1eb9fc2d93f0661854bf6cb63c519/fonttools-4.58.0-cp310-cp310-win32.whl", hash = "sha256:5450f40c385cdfa21133245f57b9cf8ce45018a04630a98de61eed8da14b8325", size = 2188180 },
-    { url = "https://files.pythonhosted.org/packages/00/33/ffd914e3c3a585003d770457188c8eaf7266b7a1cceb6d234ab543a9f958/fonttools-4.58.0-cp310-cp310-win_amd64.whl", hash = "sha256:c0553431696eacafee9aefe94dc3c2bf5d658fbdc7fdba5b341c588f935471c6", size = 2233120 },
-    { url = "https://files.pythonhosted.org/packages/76/2e/9b9bd943872a50cb182382f8f4a99af92d76e800603d5f73e4343fdce61a/fonttools-4.58.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:9345b1bb994476d6034996b31891c0c728c1059c05daa59f9ab57d2a4dce0f84", size = 2751920 },
-    { url = "https://files.pythonhosted.org/packages/9b/8c/e8d6375da893125f610826c2e30e6d2597dfb8dad256f8ff5a54f3089fda/fonttools-4.58.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:1d93119ace1e2d39ff1340deb71097932f72b21c054bd3da727a3859825e24e5", size = 2313957 },
-    { url = "https://files.pythonhosted.org/packages/4f/1b/a29cb00c8c20164b24f88780e298fafd0bbfb25cf8bc7b10c4b69331ad5d/fonttools-4.58.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:79c9e4f01bb04f19df272ae35314eb6349fdb2e9497a163cd22a21be999694bd", size = 4913808 },
-    { url = "https://files.pythonhosted.org/packages/d1/ab/9b9507b65b15190cbfe1ccd3c08067d79268d8312ef20948b16d9f5aa905/fonttools-4.58.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:62ecda1465d38248aaf9bee1c17a21cf0b16aef7d121d7d303dbb320a6fd49c2", size = 4935876 },
-    { url = "https://files.pythonhosted.org/packages/15/e4/1395853bc775b0ab06a1c61cf261779afda7baff3f65cf1197bbd21aa149/fonttools-4.58.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:29d0499bff12a26733c05c1bfd07e68465158201624b2fba4a40b23d96c43f94", size = 4974798 },
-    { url = "https://files.pythonhosted.org/packages/3c/b9/0358368ef5462f4653a198207b29885bee8d5e23c870f6125450ed88e693/fonttools-4.58.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:1871abdb0af582e2d96cc12d88889e3bfa796928f491ec14d34a2e58ca298c7e", size = 5093560 },
-    { url = "https://files.pythonhosted.org/packages/11/00/f64bc3659980c41eccf2c371e62eb15b40858f02a41a0e9c6258ef094388/fonttools-4.58.0-cp311-cp311-win32.whl", hash = "sha256:e292485d70402093eb94f6ab7669221743838b8bd4c1f45c84ca76b63338e7bf", size = 2186330 },
-    { url = "https://files.pythonhosted.org/packages/c8/a0/0287be13a1ec7733abf292ffbd76417cea78752d4ce10fecf92d8b1252d6/fonttools-4.58.0-cp311-cp311-win_amd64.whl", hash = "sha256:6df3755fcf9ad70a74ad3134bd5c9738f73c9bb701a304b1c809877b11fe701c", size = 2234687 },
-    { url = "https://files.pythonhosted.org/packages/6a/4e/1c6b35ec7c04d739df4cf5aace4b7ec284d6af2533a65de21972e2f237d9/fonttools-4.58.0-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:aa8316798f982c751d71f0025b372151ea36405733b62d0d94d5e7b8dd674fa6", size = 2737502 },
-    { url = "https://files.pythonhosted.org/packages/fc/72/c6fcafa3c9ed2b69991ae25a1ba7a3fec8bf74928a96e8229c37faa8eda2/fonttools-4.58.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:c6db489511e867633b859b11aefe1b7c0d90281c5bdb903413edbb2ba77b97f1", size = 2307214 },
-    { url = "https://files.pythonhosted.org/packages/52/11/1015cedc9878da6d8d1758049749eef857b693e5828d477287a959c8650f/fonttools-4.58.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:107bdb2dacb1f627db3c4b77fb16d065a10fe88978d02b4fc327b9ecf8a62060", size = 4811136 },
-    { url = "https://files.pythonhosted.org/packages/32/b9/6a1bc1af6ec17eead5d32e87075e22d0dab001eace0b5a1542d38c6a9483/fonttools-4.58.0-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba7212068ab20f1128a0475f169068ba8e5b6e35a39ba1980b9f53f6ac9720ac", size = 4876598 },
-    { url = "https://files.pythonhosted.org/packages/d8/46/b14584c7ea65ad1609fb9632251016cda8a2cd66b15606753b9f888d3677/fonttools-4.58.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:f95ea3b6a3b9962da3c82db73f46d6a6845a6c3f3f968f5293b3ac1864e771c2", size = 4872256 },
-    { url = "https://files.pythonhosted.org/packages/05/78/b2105a7812ca4ef9bf180cd741c82f4522316c652ce2a56f788e2eb54b62/fonttools-4.58.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:874f1225cc4ccfeac32009887f722d7f8b107ca5e867dcee067597eef9d4c80b", size = 5028710 },
-    { url = "https://files.pythonhosted.org/packages/8c/a9/a38c85ffd30d1f2c7a5460c8abfd1aa66e00c198df3ff0b08117f5c6fcd9/fonttools-4.58.0-cp312-cp312-win32.whl", hash = "sha256:5f3cde64ec99c43260e2e6c4fa70dfb0a5e2c1c1d27a4f4fe4618c16f6c9ff71", size = 2173593 },
-    { url = "https://files.pythonhosted.org/packages/66/48/29752962a74b7ed95da976b5a968bba1fe611a4a7e50b9fefa345e6e7025/fonttools-4.58.0-cp312-cp312-win_amd64.whl", hash = "sha256:2aee08e2818de45067109a207cbd1b3072939f77751ef05904d506111df5d824", size = 2223230 },
-    { url = "https://files.pythonhosted.org/packages/0c/d7/d77cae11c445916d767cace93ba8283b3f360197d95d7470b90a9e984e10/fonttools-4.58.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:4809790f2371d8a08e59e1ce2b734c954cf09742e75642d7f4c46cfdac488fdd", size = 2728320 },
-    { url = "https://files.pythonhosted.org/packages/77/48/7d8b3c519ef4b48081d40310262224a38785e39a8610ccb92a229a6f085d/fonttools-4.58.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b00f240280f204ce4546b05ff3515bf8ff47a9cae914c718490025ea2bb9b324", size = 2302570 },
-    { url = "https://files.pythonhosted.org/packages/2c/48/156b83eb8fb7261056e448bfda1b495b90e761b28ec23cee10e3e19f1967/fonttools-4.58.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5a62015ad463e1925544e9159dd6eefe33ebfb80938d5ab15d8b1c4b354ff47b", size = 4790066 },
-    { url = "https://files.pythonhosted.org/packages/60/49/aaecb1b3cea2b9b9c7cea6240d6bc8090feb5489a6fbf93cb68003be979b/fonttools-4.58.0-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2ceef6f6ab58061a811967e3e32e630747fcb823dcc33a9a2c80e2d0d17cb292", size = 4861076 },
-    { url = "https://files.pythonhosted.org/packages/dc/c8/97cbb41bee81ea9daf6109e0f3f70a274a3c69418e5ac6b0193f5dacf506/fonttools-4.58.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:c7be21ac52370b515cdbdd0f400803fd29432a4fa4ddb4244ac8b322e54f36c0", size = 4858394 },
-    { url = "https://files.pythonhosted.org/packages/4d/23/c2c231457361f869a7d7374a557208e303b469d48a4a697c0fb249733ea1/fonttools-4.58.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:85836be4c3c4aacf6fcb7a6f263896d0e9ce431da9fa6fe9213d70f221f131c9", size = 5002160 },
-    { url = "https://files.pythonhosted.org/packages/a9/e0/c2262f941a43b810c5c192db94b5d1ce8eda91bec2757f7e2416398f4072/fonttools-4.58.0-cp313-cp313-win32.whl", hash = "sha256:2b32b7130277bd742cb8c4379a6a303963597d22adea77a940343f3eadbcaa4c", size = 2171919 },
-    { url = "https://files.pythonhosted.org/packages/8f/ee/e4aa7bb4ce510ad57a808d321df1bbed1eeb6e1dfb20aaee1a5d9c076849/fonttools-4.58.0-cp313-cp313-win_amd64.whl", hash = "sha256:75e68ee2ec9aaa173cf5e33f243da1d51d653d5e25090f2722bc644a78db0f1a", size = 2222972 },
-    { url = "https://files.pythonhosted.org/packages/9b/1f/4417c26e26a1feab85a27e927f7a73d8aabc84544be8ba108ce4aa90eb1e/fonttools-4.58.0-py3-none-any.whl", hash = "sha256:c96c36880be2268be409df7b08c5b5dacac1827083461a6bc2cb07b8cbcec1d7", size = 1111440 },
+version = "4.58.2"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b6/a9/3319c6ae07fd9dde51064ddc6d82a2b707efad8ed407d700a01091121bbc/fonttools-4.58.2.tar.gz", hash = "sha256:4b491ddbfd50b856e84b0648b5f7941af918f6d32f938f18e62b58426a8d50e2", size = 3524285 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d3/6f/1f0158cd9d6168258362369fa003c58fc36f2b141a66bc805c76f28f57cc/fonttools-4.58.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:4baaf34f07013ba9c2c3d7a95d0c391fcbb30748cb86c36c094fab8f168e49bb", size = 2735491 },
+    { url = "https://files.pythonhosted.org/packages/3d/94/d9a36a4ae1ed257ed5117c0905635e89327428cbf3521387c13bd85e6de1/fonttools-4.58.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2e26e4a4920d57f04bb2c3b6e9a68b099c7ef2d70881d4fee527896fa4f7b5aa", size = 2307732 },
+    { url = "https://files.pythonhosted.org/packages/37/57/0f72a9fe7c051ce316779b8721c707413c53ae75ab00f970d74c7876388f/fonttools-4.58.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c0bb956d9d01ea51368415515f664f58abf96557ba3c1aae4e26948ae7c86f29", size = 4718769 },
+    { url = "https://files.pythonhosted.org/packages/35/dd/8be06b93e24214d7dc52fd8183dbb9e75ab9638940d84d92ced25669f4d8/fonttools-4.58.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d40af8493c80ec17a1133ef429d42f1a97258dd9213b917daae9d8cafa6e0e6c", size = 4751963 },
+    { url = "https://files.pythonhosted.org/packages/9e/d3/85d60be364cea1b61f47bc8ea82d3e24cd6fb08640ad783fd2494bcaf4e0/fonttools-4.58.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:60b5cde1c76f6ded198da5608dddb1ee197faad7d2f0f6d3348ca0cda0c756c4", size = 4801368 },
+    { url = "https://files.pythonhosted.org/packages/9f/b9/98abf9c9c1ed67eed263f091fa1bbf0ea32ef65bb8f707c2ee106b877496/fonttools-4.58.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:f8df6dc80ecc9033ca25a944ee5db7564fecca28e96383043fd92d9df861a159", size = 4909670 },
+    { url = "https://files.pythonhosted.org/packages/32/23/d8676da27a1a27cca89549f50b4a22c98e305d9ee4c67357515d9cb25ec4/fonttools-4.58.2-cp310-cp310-win32.whl", hash = "sha256:25728e980f5fbb67f52c5311b90fae4aaec08c3d3b78dce78ab564784df1129c", size = 2191921 },
+    { url = "https://files.pythonhosted.org/packages/0b/ff/ed6452dde8fd04299ec840a4fb112597a40468106039aed9abc8e35ba7eb/fonttools-4.58.2-cp310-cp310-win_amd64.whl", hash = "sha256:d6997ee7c2909a904802faf44b0d0208797c4d751f7611836011ace165308165", size = 2236374 },
+    { url = "https://files.pythonhosted.org/packages/63/d0/335d12ee943b8d67847864bba98478fedf3503d8b168eeeefadd8660256a/fonttools-4.58.2-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:024faaf20811296fd2f83ebdac7682276362e726ed5fea4062480dd36aff2fd9", size = 2755885 },
+    { url = "https://files.pythonhosted.org/packages/66/c2/d8ceb8b91e3847786a19d4b93749b1d804833482b5f79bee35b68327609e/fonttools-4.58.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:2faec6e7f2abd80cd9f2392dfa28c02cfd5b1125be966ea6eddd6ca684deaa40", size = 2317804 },
+    { url = "https://files.pythonhosted.org/packages/7c/93/865c8d50b3a1f50ebdc02227f28bb81817df88cee75bc6f2652469e754b1/fonttools-4.58.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:520792629a938c14dd7fe185794b156cfc159c609d07b31bbb5f51af8dc7918a", size = 4916900 },
+    { url = "https://files.pythonhosted.org/packages/60/d1/301aec4f02995958b7af6728f838b2e5cc9296bec7eae350722dec31f685/fonttools-4.58.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:12fbc6e0bf0c75ce475ef170f2c065be6abc9e06ad19a13b56b02ec2acf02427", size = 4937358 },
+    { url = "https://files.pythonhosted.org/packages/15/22/75dc23a4c7200b8feb90baa82c518684a601a3a03be25f7cc3dde1525e37/fonttools-4.58.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:44a39cf856d52109127d55576c7ec010206a8ba510161a7705021f70d1649831", size = 4980151 },
+    { url = "https://files.pythonhosted.org/packages/14/51/5d402f65c4b0c89ce0cdbffe86646f3996da209f7bc93f1f4a13a7211ee0/fonttools-4.58.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:5390a67c55a835ad5a420da15b3d88b75412cbbd74450cb78c4916b0bd7f0a34", size = 5091255 },
+    { url = "https://files.pythonhosted.org/packages/c7/5e/dee28700276129db1a0ee8ab0d5574d255a1d72df7f6df58a9d26ddef687/fonttools-4.58.2-cp311-cp311-win32.whl", hash = "sha256:f7e10f4e7160bcf6a240d7560e9e299e8cb585baed96f6a616cef51180bf56cb", size = 2190095 },
+    { url = "https://files.pythonhosted.org/packages/bd/60/b90fda549942808b68c1c5bada4b369f4f55d4c28a7012f7537670438f82/fonttools-4.58.2-cp311-cp311-win_amd64.whl", hash = "sha256:29bdf52bfafdae362570d3f0d3119a3b10982e1ef8cb3a9d3ebb72da81cb8d5e", size = 2238013 },
+    { url = "https://files.pythonhosted.org/packages/eb/68/7ec64584dc592faf944d540307c3562cd893256c48bb028c90de489e4750/fonttools-4.58.2-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:c6eeaed9c54c1d33c1db928eb92b4e180c7cb93b50b1ee3e79b2395cb01f25e9", size = 2741645 },
+    { url = "https://files.pythonhosted.org/packages/8f/0c/b327838f63baa7ebdd6db3ffdf5aff638e883f9236d928be4f32c692e1bd/fonttools-4.58.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:bbe1d9c72b7f981bed5c2a61443d5e3127c1b3aca28ca76386d1ad93268a803f", size = 2311100 },
+    { url = "https://files.pythonhosted.org/packages/ae/c7/dec024a1c873c79a4db98fe0104755fa62ec2b4518e09d6fda28246c3c9b/fonttools-4.58.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:85babe5b3ce2cbe57fc0d09c0ee92bbd4d594fd7ea46a65eb43510a74a4ce773", size = 4815841 },
+    { url = "https://files.pythonhosted.org/packages/94/33/57c81abad641d6ec9c8b06c99cd28d687cb4849efb6168625b5c6b8f9fa4/fonttools-4.58.2-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:918a2854537fcdc662938057ad58b633bc9e0698f04a2f4894258213283a7932", size = 4882659 },
+    { url = "https://files.pythonhosted.org/packages/a5/37/2f8faa2bf8bd1ba016ea86a94c72a5e8ef8ea1c52ec64dada617191f0515/fonttools-4.58.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:3b379cf05bf776c336a0205632596b1c7d7ab5f7135e3935f2ca2a0596d2d092", size = 4876128 },
+    { url = "https://files.pythonhosted.org/packages/a0/ca/f1caac24ae7028a33f2a95e66c640571ff0ce5cb06c4c9ca1f632e98e22c/fonttools-4.58.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:99ab3547a15a5d168c265e139e21756bbae1de04782ac9445c9ef61b8c0a32ce", size = 5027843 },
+    { url = "https://files.pythonhosted.org/packages/52/6e/3200fa2bafeed748a3017e4e6594751fd50cce544270919265451b21b75c/fonttools-4.58.2-cp312-cp312-win32.whl", hash = "sha256:6764e7a3188ce36eea37b477cdeca602ae62e63ae9fc768ebc176518072deb04", size = 2177374 },
+    { url = "https://files.pythonhosted.org/packages/55/ab/8f3e726f3f3ef3062ce9bbb615727c55beb11eea96d1f443f79cafca93ee/fonttools-4.58.2-cp312-cp312-win_amd64.whl", hash = "sha256:41f02182a1d41b79bae93c1551855146868b04ec3e7f9c57d6fef41a124e6b29", size = 2226685 },
+    { url = "https://files.pythonhosted.org/packages/ac/01/29f81970a508408af20b434ff5136cd1c7ef92198957eb8ddadfbb9ef177/fonttools-4.58.2-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:829048ef29dbefec35d95cc6811014720371c95bdc6ceb0afd2f8e407c41697c", size = 2732398 },
+    { url = "https://files.pythonhosted.org/packages/0c/f1/095f2338359333adb2f1c51b8b2ad94bf9a2fa17e5fcbdf8a7b8e3672d2d/fonttools-4.58.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:64998c5993431e45b474ed5f579f18555f45309dd1cf8008b594d2fe0a94be59", size = 2306390 },
+    { url = "https://files.pythonhosted.org/packages/bf/d4/9eba134c7666a26668c28945355cd86e5d57828b6b8d952a5489fe45d7e2/fonttools-4.58.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b887a1cf9fbcb920980460ee4a489c8aba7e81341f6cdaeefa08c0ab6529591c", size = 4795100 },
+    { url = "https://files.pythonhosted.org/packages/2a/34/345f153a24c1340daa62340c3be2d1e5ee6c1ee57e13f6d15613209e688b/fonttools-4.58.2-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:27d74b9f6970cefbcda33609a3bee1618e5e57176c8b972134c4e22461b9c791", size = 4864585 },
+    { url = "https://files.pythonhosted.org/packages/01/5f/091979a25c9a6c4ba064716cfdfe9431f78ed6ffba4bd05ae01eee3532e9/fonttools-4.58.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ec26784610056a770e15a60f9920cee26ae10d44d1e43271ea652dadf4e7a236", size = 4866191 },
+    { url = "https://files.pythonhosted.org/packages/9d/09/3944d0ece4a39560918cba37c2e0453a5f826b665a6db0b43abbd9dbe7e1/fonttools-4.58.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ed0a71d57dd427c0fb89febd08cac9b925284d2a8888e982a6c04714b82698d7", size = 5003867 },
+    { url = "https://files.pythonhosted.org/packages/68/97/190b8f9ba22f8b7d07df2faa9fd7087b453776d0705d3cb5b0cbd89b8ef0/fonttools-4.58.2-cp313-cp313-win32.whl", hash = "sha256:994e362b01460aa863ef0cb41a29880bc1a498c546952df465deff7abf75587a", size = 2175688 },
+    { url = "https://files.pythonhosted.org/packages/94/ea/0e6d4a39528dbb6e0f908c2ad219975be0a506ed440fddf5453b90f76981/fonttools-4.58.2-cp313-cp313-win_amd64.whl", hash = "sha256:f95dec862d7c395f2d4efe0535d9bdaf1e3811e51b86432fa2a77e73f8195756", size = 2226464 },
+    { url = "https://files.pythonhosted.org/packages/e8/e5/c1cb8ebabb80be76d4d28995da9416816653f8f572920ab5e3d2e3ac8285/fonttools-4.58.2-py3-none-any.whl", hash = "sha256:84f4b0bcfa046254a65ee7117094b4907e22dc98097a220ef108030eb3c15596", size = 1114597 },
 ]
 
 [[package]]
 name = "fsspec"
-version = "2025.5.0"
+version = "2025.5.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f2/77/deb99b97981e2e191913454da82d406702405178631c31cd623caebaf1b1/fsspec-2025.5.0.tar.gz", hash = "sha256:e4f4623bb6221f7407fd695cc535d1f857a077eb247580f4ada34f5dc25fd5c8", size = 300989 }
+sdist = { url = "https://files.pythonhosted.org/packages/00/f7/27f15d41f0ed38e8fcc488584b57e902b331da7f7c6dcda53721b15838fc/fsspec-2025.5.1.tar.gz", hash = "sha256:2e55e47a540b91843b755e83ded97c6e897fa0942b11490113f09e9c443c2475", size = 303033 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2c/a9/a7022f58e081149ec0184c31ea81dcee605e1d46380b48122e1ef94ac24e/fsspec-2025.5.0-py3-none-any.whl", hash = "sha256:0ca253eca6b5333d8a2b8bd98c7326fe821f1f0fdbd34e1b445bddde8e804c95", size = 196164 },
+    { url = "https://files.pythonhosted.org/packages/bb/61/78c7b3851add1481b048b5fdc29067397a1784e2910592bc81bb3f608635/fsspec-2025.5.1-py3-none-any.whl", hash = "sha256:24d3a2e663d5fc735ab256263c4075f374a174c3410c0b25e5bd1970bceaa462", size = 199052 },
 ]
 
 [[package]]
@@ -580,22 +595,38 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6f/fc/c059d128d77a369f54a3753162a38cd7668e5b4d14464672001a50cf2e9d/griffe_fieldz-0.2.1-py3-none-any.whl", hash = "sha256:04ae78b487c832a38b0495f971784d513da413b867c51e429f39d74f76d4f941", size = 5691 },
 ]
 
+[[package]]
+name = "hf-xet"
+version = "1.1.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/75/dc/dc091aeeb671e71cbec30e84963f9c0202c17337b24b0a800e7d205543e8/hf_xet-1.1.3.tar.gz", hash = "sha256:a5f09b1dd24e6ff6bcedb4b0ddab2d81824098bb002cf8b4ffa780545fa348c3", size = 488127 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/9b/1f/bc01a4c0894973adebbcd4aa338a06815c76333ebb3921d94dcbd40dae6a/hf_xet-1.1.3-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:c3b508b5f583a75641aebf732853deb058953370ce8184f5dabc49f803b0819b", size = 2256929 },
+    { url = "https://files.pythonhosted.org/packages/78/07/6ef50851b5c6b45b77a6e018fa299c69a2db3b8bbd0d5af594c0238b1ceb/hf_xet-1.1.3-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:b788a61977fbe6b5186e66239e2a329a3f0b7e7ff50dad38984c0c74f44aeca1", size = 2153719 },
+    { url = "https://files.pythonhosted.org/packages/52/48/e929e6e3db6e4758c2adf0f2ca2c59287f1b76229d8bdc1a4c9cfc05212e/hf_xet-1.1.3-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fd2da210856444a34aad8ada2fc12f70dabed7cc20f37e90754d1d9b43bc0534", size = 4820519 },
+    { url = "https://files.pythonhosted.org/packages/28/2e/03f89c5014a5aafaa9b150655f811798a317036646623bdaace25f485ae8/hf_xet-1.1.3-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:8203f52827e3df65981984936654a5b390566336956f65765a8aa58c362bb841", size = 4964121 },
+    { url = "https://files.pythonhosted.org/packages/47/8b/5cd399a92b47d98086f55fc72d69bc9ea5e5c6f27a9ed3e0cdd6be4e58a3/hf_xet-1.1.3-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:30c575a5306f8e6fda37edb866762140a435037365eba7a17ce7bd0bc0216a8b", size = 5283017 },
+    { url = "https://files.pythonhosted.org/packages/53/e3/2fcec58d2fcfd25ff07feb876f466cfa11f8dcf9d3b742c07fe9dd51ee0a/hf_xet-1.1.3-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:7c1a6aa6abed1f696f8099aa9796ca04c9ee778a58728a115607de9cc4638ff1", size = 4970349 },
+    { url = "https://files.pythonhosted.org/packages/53/bf/10ca917e335861101017ff46044c90e517b574fbb37219347b83be1952f6/hf_xet-1.1.3-cp37-abi3-win_amd64.whl", hash = "sha256:b578ae5ac9c056296bb0df9d018e597c8dc6390c5266f35b5c44696003cde9f3", size = 2310934 },
+]
+
 [[package]]
 name = "huggingface-hub"
-version = "0.31.4"
+version = "0.33.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "filelock" },
     { name = "fsspec" },
+    { name = "hf-xet", marker = "platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'arm64' or platform_machine == 'x86_64'" },
     { name = "packaging" },
     { name = "pyyaml" },
     { name = "requests" },
     { name = "tqdm" },
     { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/05/a0/7445e07427a917399db619e3c7383de3cd723c20d3b3a8a527a096c49a44/huggingface_hub-0.31.4.tar.gz", hash = "sha256:5a7bc710b9f9c028aee5b1476867b4ec5c1b92f043cb364d5fdc54354757e4ce", size = 407736 }
+sdist = { url = "https://files.pythonhosted.org/packages/91/8a/1362d565fefabaa4185cf3ae842a98dbc5b35146f5694f7080f043a6952f/huggingface_hub-0.33.0.tar.gz", hash = "sha256:aa31f70d29439d00ff7a33837c03f1f9dd83971ce4e29ad664d63ffb17d3bb97", size = 426179 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/33/c7/852d4473788cfd7d79b73951244b87a6d75fdac296c90aeb5e85dbb2fb5e/huggingface_hub-0.31.4-py3-none-any.whl", hash = "sha256:4f70704760296cc69b612916056e9845f5490a33782b924fc531767967acc15d", size = 489319 },
+    { url = "https://files.pythonhosted.org/packages/33/fb/53587a89fbc00799e4179796f51b3ad713c5de6bb680b2becb6d37c94649/huggingface_hub-0.33.0-py3-none-any.whl", hash = "sha256:e8668875b40c68f9929150d99727d39e5ebb8a05a98e4191b908dc7ded9074b3", size = 514799 },
 ]
 
 [[package]]
@@ -612,11 +643,11 @@ wheels = [
 
 [[package]]
 name = "identify"
-version = "2.6.10"
+version = "2.6.12"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/0c/83/b6ea0334e2e7327084a46aaaf71f2146fc061a192d6518c0d020120cd0aa/identify-2.6.10.tar.gz", hash = "sha256:45e92fd704f3da71cc3880036633f48b4b7265fd4de2b57627cb157216eb7eb8", size = 99201 }
+sdist = { url = "https://files.pythonhosted.org/packages/a2/88/d193a27416618628a5eea64e3223acd800b40749a96ffb322a9b55a49ed1/identify-2.6.12.tar.gz", hash = "sha256:d8de45749f1efb108badef65ee8386f0f7bb19a7f26185f74de6367bffbaf0e6", size = 99254 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2b/d3/85feeba1d097b81a44bcffa6a0beab7b4dfffe78e82fc54978d3ac380736/identify-2.6.10-py2.py3-none-any.whl", hash = "sha256:5f34248f54136beed1a7ba6a6b5c4b6cf21ff495aac7c359e1ef831ae3b8ab25", size = 99101 },
+    { url = "https://files.pythonhosted.org/packages/7a/cd/18f8da995b658420625f7ef13f037be53ae04ec5ad33f9b718240dcfd48c/identify-2.6.12-py2.py3-none-any.whl", hash = "sha256:ad9672d5a72e0d2ff7c5c8809b62dfa60458626352fb0eb7b55e69bdc45334a2", size = 99145 },
 ]
 
 [[package]]
@@ -657,8 +688,8 @@ dependencies = [
     { name = "appnope", marker = "sys_platform == 'darwin'" },
     { name = "comm" },
     { name = "debugpy" },
-    { name = "ipython", version = "8.36.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
-    { name = "ipython", version = "9.2.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
+    { name = "ipython", version = "8.37.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "ipython", version = "9.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "jupyter-client" },
     { name = "jupyter-core" },
     { name = "matplotlib-inline" },
@@ -676,7 +707,7 @@ wheels = [
 
 [[package]]
 name = "ipython"
-version = "8.36.0"
+version = "8.37.0"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version < '3.11'",
@@ -694,14 +725,14 @@ dependencies = [
     { name = "traitlets", marker = "python_full_version < '3.11'" },
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/a2/9f/d9a73710df947b7804bd9d93509463fb3a89e0ddc99c9fcc67279cddbeb6/ipython-8.36.0.tar.gz", hash = "sha256:24658e9fe5c5c819455043235ba59cfffded4a35936eefceceab6b192f7092ff", size = 5604997 }
+sdist = { url = "https://files.pythonhosted.org/packages/85/31/10ac88f3357fc276dc8a64e8880c82e80e7459326ae1d0a211b40abf6665/ipython-8.37.0.tar.gz", hash = "sha256:ca815841e1a41a1e6b73a0b08f3038af9b2252564d01fc405356d34033012216", size = 5606088 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/d6/d7/c1c9f371790b3a181e343c4815a361e5a0cc7d90ef6642d64ba5d05de289/ipython-8.36.0-py3-none-any.whl", hash = "sha256:12b913914d010dcffa2711505ec8be4bf0180742d97f1e5175e51f22086428c1", size = 831074 },
+    { url = "https://files.pythonhosted.org/packages/91/d0/274fbf7b0b12643cbbc001ce13e6a5b1607ac4929d1b11c72460152c9fc3/ipython-8.37.0-py3-none-any.whl", hash = "sha256:ed87326596b878932dbcb171e3e698845434d8c61b8d8cd474bf663041a9dcf2", size = 831864 },
 ]
 
 [[package]]
 name = "ipython"
-version = "9.2.0"
+version = "9.3.0"
 source = { registry = "https://pypi.org/simple" }
 resolution-markers = [
     "python_full_version >= '3.12'",
@@ -720,9 +751,9 @@ dependencies = [
     { name = "traitlets", marker = "python_full_version >= '3.11'" },
     { name = "typing-extensions", marker = "python_full_version == '3.11.*'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/9d/02/63a84444a7409b3c0acd1de9ffe524660e0e5d82ee473e78b45e5bfb64a4/ipython-9.2.0.tar.gz", hash = "sha256:62a9373dbc12f28f9feaf4700d052195bf89806279fc8ca11f3f54017d04751b", size = 4424394 }
+sdist = { url = "https://files.pythonhosted.org/packages/dc/09/4c7e06b96fbd203e06567b60fb41b06db606b6a82db6db7b2c85bb72a15c/ipython-9.3.0.tar.gz", hash = "sha256:79eb896f9f23f50ad16c3bc205f686f6e030ad246cc309c6279a242b14afe9d8", size = 4426460 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/78/ce/5e897ee51b7d26ab4e47e5105e7368d40ce6cfae2367acdf3165396d50be/ipython-9.2.0-py3-none-any.whl", hash = "sha256:fef5e33c4a1ae0759e0bba5917c9db4eb8c53fee917b6a526bd973e1ca5159f6", size = 604277 },
+    { url = "https://files.pythonhosted.org/packages/3c/99/9ed3d52d00f1846679e3aa12e2326ac7044b5e7f90dc822b60115fa533ca/ipython-9.3.0-py3-none-any.whl", hash = "sha256:1a0b6dd9221a1f5dddf725b57ac0cb6fddc7b5f470576231ae9162b9b3455a04", size = 605320 },
 ]
 
 [[package]]
@@ -808,11 +839,11 @@ wheels = [
 
 [[package]]
 name = "joblib"
-version = "1.5.0"
+version = "1.5.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/30/08/8bd4a0250247861420a040b33ccf42f43c426ac91d99405374ef117e5872/joblib-1.5.0.tar.gz", hash = "sha256:d8757f955389a3dd7a23152e43bc297c2e0c2d3060056dad0feefc88a06939b5", size = 330234 }
+sdist = { url = "https://files.pythonhosted.org/packages/dc/fe/0f5a938c54105553436dbff7a61dc4fed4b1b2c98852f8833beaf4d5968f/joblib-1.5.1.tar.gz", hash = "sha256:f4f86e351f39fe3d0d32a9f2c3d8af1ee4cec285aafcb27003dda5205576b444", size = 330475 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/da/d3/13ee227a148af1c693654932b8b0b02ed64af5e1f7406d56b088b57574cd/joblib-1.5.0-py3-none-any.whl", hash = "sha256:206144b320246485b712fc8cc51f017de58225fa8b414a1fe1764a7231aca491", size = 307682 },
+    { url = "https://files.pythonhosted.org/packages/7d/4f/1195bbac8e0c2acc5f740661631d8d750dc38d4a32b23ee5df3cde6f4e0d/joblib-1.5.1-py3-none-any.whl", hash = "sha256:4719a31f054c7d766948dcd83e9613686b27114f190f717cec7eaa2084f8a74a", size = 307746 },
 ]
 
 [[package]]
@@ -833,16 +864,16 @@ wheels = [
 
 [[package]]
 name = "jupyter-core"
-version = "5.7.2"
+version = "5.8.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "platformdirs" },
     { name = "pywin32", marker = "platform_python_implementation != 'PyPy' and sys_platform == 'win32'" },
     { name = "traitlets" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/00/11/b56381fa6c3f4cc5d2cf54a7dbf98ad9aa0b339ef7a601d6053538b079a7/jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9", size = 87629 }
+sdist = { url = "https://files.pythonhosted.org/packages/99/1b/72906d554acfeb588332eaaa6f61577705e9ec752ddb486f302dafa292d9/jupyter_core-5.8.1.tar.gz", hash = "sha256:0a5f9706f70e64786b75acba995988915ebd4601c8a52e534a40b51c95f59941", size = 88923 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/c9/fb/108ecd1fe961941959ad0ee4e12ee7b8b1477247f30b1fdfd83ceaf017f0/jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409", size = 28965 },
+    { url = "https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl", hash = "sha256:c28d268fc90fb53f1338ded2eb410704c5449a358406e8a948b75706e24863d0", size = 28880 },
 ]
 
 [[package]]
@@ -983,6 +1014,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/42/d7/1ec15b46af6af88f19b8e5ffea08fa375d433c998b8a7639e76935c14f1f/markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1", size = 87528 },
 ]
 
+[[package]]
+name = "markdownify"
+version = "1.1.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "beautifulsoup4" },
+    { name = "six" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/2f/78/c48fed23c7aebc2c16049062e72de1da3220c274de59d28c942acdc9ffb2/markdownify-1.1.0.tar.gz", hash = "sha256:449c0bbbf1401c5112379619524f33b63490a8fa479456d41de9dc9e37560ebd", size = 17127 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/64/11/b751af7ad41b254a802cf52f7bc1fca7cabe2388132f2ce60a1a6b9b9622/markdownify-1.1.0-py3-none-any.whl", hash = "sha256:32a5a08e9af02c8a6528942224c91b933b4bd2c7d078f9012943776fc313eeef", size = 13901 },
+]
+
 [[package]]
 name = "markupsafe"
 version = "3.0.2"
@@ -1050,7 +1094,8 @@ dependencies = [
     { name = "cycler" },
     { name = "fonttools" },
     { name = "kiwisolver" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "packaging" },
     { name = "pillow" },
     { name = "pyparsing" },
@@ -1105,6 +1150,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca", size = 9899 },
 ]
 
+[[package]]
+name = "mdformat"
+version = "0.7.22"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "markdown-it-py" },
+    { name = "tomli", marker = "python_full_version < '3.11'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/fc/eb/b5cbf2484411af039a3d4aeb53a5160fae25dd8c84af6a4243bc2f3fedb3/mdformat-0.7.22.tar.gz", hash = "sha256:eef84fa8f233d3162734683c2a8a6222227a229b9206872e6139658d99acb1ea", size = 34610 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f2/6f/94a7344f6d634fe3563bea8b33bccedee37f2726f7807e9a58440dc91627/mdformat-0.7.22-py3-none-any.whl", hash = "sha256:61122637c9e1d9be1329054f3fa216559f0d1f722b7919b060a8c2a4ae1850e5", size = 34447 },
+]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -1175,6 +1233,20 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl", hash = "sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134", size = 9521 },
 ]
 
+[[package]]
+name = "mkdocs-llmstxt"
+version = "0.2.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "beautifulsoup4" },
+    { name = "markdownify" },
+    { name = "mdformat" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ee/25/263ea9c16d1f95f30d9eb1b76e63eb50a88a1ec9fad1829281bab7a371eb/mkdocs_llmstxt-0.2.0.tar.gz", hash = "sha256:104f10b8101167d6baf7761942b4743869be3d8f8a8d909f4e9e0b63307f709e", size = 41376 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/24/29/0a33f7d8499a01dd7fd0d90fb163b2d8eefa9c90ac0ecbc1a7770e50614e/mkdocs_llmstxt-0.2.0-py3-none-any.whl", hash = "sha256:907de892e0c8be74002e8b4d553820c2b5bbcf03cc303b95c8bca48fb49c1a29", size = 23244 },
+]
+
 [[package]]
 name = "mkdocs-material"
 version = "9.6.14"
@@ -1249,7 +1321,7 @@ wheels = [
 
 [[package]]
 name = "mkdocstrings-python"
-version = "1.16.10"
+version = "1.16.12"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "griffe" },
@@ -1257,28 +1329,29 @@ dependencies = [
     { name = "mkdocstrings" },
     { name = "typing-extensions", marker = "python_full_version < '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/44/c8/600c4201b6b9e72bab16802316d0c90ce04089f8e6bb5e064cd2a5abba7e/mkdocstrings_python-1.16.10.tar.gz", hash = "sha256:f9eedfd98effb612ab4d0ed6dd2b73aff6eba5215e0a65cea6d877717f75502e", size = 205771 }
+sdist = { url = "https://files.pythonhosted.org/packages/bf/ed/b886f8c714fd7cccc39b79646b627dbea84cd95c46be43459ef46852caf0/mkdocstrings_python-1.16.12.tar.gz", hash = "sha256:9b9eaa066e0024342d433e332a41095c4e429937024945fea511afe58f63175d", size = 206065 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/53/37/19549c5e0179785308cc988a68e16aa7550e4e270ec8a9878334e86070c6/mkdocstrings_python-1.16.10-py3-none-any.whl", hash = "sha256:63bb9f01f8848a644bdb6289e86dc38ceddeaa63ecc2e291e3b2ca52702a6643", size = 124112 },
+    { url = "https://files.pythonhosted.org/packages/3b/dd/a24ee3de56954bfafb6ede7cd63c2413bb842cc48eb45e41c43a05a33074/mkdocstrings_python-1.16.12-py3-none-any.whl", hash = "sha256:22ded3a63b3d823d57457a70ff9860d5a4de9e8b1e482876fc9baabaf6f5f374", size = 124287 },
 ]
 
 [[package]]
 name = "model2vec"
-version = "0.5.0"
+version = "0.6.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "jinja2" },
     { name = "joblib" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "rich" },
     { name = "safetensors" },
     { name = "setuptools" },
     { name = "tokenizers" },
     { name = "tqdm" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/93/18/c546916657e47e52b6e25b231803903bcf4e7ef2497fe41e9869236d7dee/model2vec-0.5.0.tar.gz", hash = "sha256:0771fd99d5c58fac631a2faa233759a8cec7a3be6e9aeeeeeca2d5e7048d1c7b", size = 2665840 }
+sdist = { url = "https://files.pythonhosted.org/packages/3a/43/47468932a7cd789660260efb1254a058e2ff7fcd0348e36a51053094e0ff/model2vec-0.6.0.tar.gz", hash = "sha256:8f09086781660a8364b0bcadc601a06045a08f62985da90f50b703148f9b09e0", size = 4280417 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/66/ab/5263bc4605e9960fece76b710c01fef33859dc6ae72832d5987db75eed63/model2vec-0.5.0-py3-none-any.whl", hash = "sha256:12f14a18556975c037961a836a702388876bfec1ff76176f056884d219735271", size = 44578 },
+    { url = "https://files.pythonhosted.org/packages/48/21/0fa75810ba9f674bef6a81fe8ca09c03fc8beede3f3baf310782cdb92ba9/model2vec-0.6.0-py3-none-any.whl", hash = "sha256:1175efba2c88517a078edc40c1434e842f74a9a2010ae1123c0fc98c99417c0c", size = 49421 },
 ]
 
 [[package]]
@@ -1292,14 +1365,15 @@ wheels = [
 
 [[package]]
 name = "mostlyai-qa"
-version = "1.9.5"
+version = "1.9.7"
 source = { editable = "." }
 dependencies = [
     { name = "accelerate" },
     { name = "jinja2" },
     { name = "joblib" },
     { name = "model2vec" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "pandas" },
     { name = "phik" },
     { name = "plotly" },
@@ -1325,6 +1399,7 @@ docs = [
     { name = "griffe" },
     { name = "griffe-fieldz" },
     { name = "mkdocs" },
+    { name = "mkdocs-llmstxt" },
     { name = "mkdocs-material" },
     { name = "mkdocstrings", extra = ["crystal", "python"] },
     { name = "pymdown-extensions" },
@@ -1362,6 +1437,7 @@ docs = [
     { name = "griffe", specifier = ">=1.0" },
     { name = "griffe-fieldz", specifier = ">=0.2" },
     { name = "mkdocs", specifier = ">=1.6" },
+    { name = "mkdocs-llmstxt", specifier = ">=0.2" },
     { name = "mkdocs-material", specifier = ">=9.0" },
     { name = "mkdocstrings", extras = ["crystal", "python"], specifier = ">=0.29" },
     { name = "pymdown-extensions", specifier = ">=10.0" },
@@ -1387,11 +1463,11 @@ wheels = [
 
 [[package]]
 name = "narwhals"
-version = "1.40.0"
+version = "1.42.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f0/57/283881d06788c2fddd05eb7f0d6c82c5116d2827e83b845c796c74417c56/narwhals-1.40.0.tar.gz", hash = "sha256:17064abffd264ea1cfe6aefc8a0080f3a4ffb3659a98bcad5456ca80b88f2a0a", size = 487625 }
+sdist = { url = "https://files.pythonhosted.org/packages/df/d6/168a787b7800d6c89846b791e4f5ee6b94998a80c8c2838a019d3d71984d/narwhals-1.42.1.tar.gz", hash = "sha256:50a5635b11aeda98cf9c37e839fd34b0a24159f59a4dfae930290ad698320494", size = 492865 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2c/e6/4d16dfa26f40230593c216bf695da01682fdbdf6af4e79abef572ab26bce/narwhals-1.40.0-py3-none-any.whl", hash = "sha256:1e6c731811d01c61147c52433b4d4edfb6511aaf2c859aa01c2e8ca6ff4d27e5", size = 357340 },
+    { url = "https://files.pythonhosted.org/packages/79/3f/8d450588206b437dd239a6d44230c63095e71135bd95d5a74347d07adbd5/narwhals-1.42.1-py3-none-any.whl", hash = "sha256:7a270d44b94ccdb277a799ae890c42e8504c537c1849f195eb14717c6184977a", size = 359888 },
 ]
 
 [[package]]
@@ -1407,11 +1483,27 @@ wheels = [
 name = "networkx"
 version = "3.4.2"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.11'",
+]
 sdist = { url = "https://files.pythonhosted.org/packages/fd/1d/06475e1cd5264c0b870ea2cc6fdb3e37177c1e565c43f56ff17a10e3937f/networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1", size = 2151368 }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/b9/54/dd730b32ea14ea797530a4479b2ed46a6fb250f682a9cfb997e968bf0261/networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f", size = 1723263 },
 ]
 
+[[package]]
+name = "networkx"
+version = "3.5"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6c/4f/ccdb8ad3a38e583f214547fd2f7ff1fc160c43a75af88e6aec213404b96a/networkx-3.5.tar.gz", hash = "sha256:d4c6f9cf81f52d69230866796b82afbccdec3db7ae4fbd1b65ea750feed50037", size = 2471065 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/eb/8d/776adee7bbf76365fdd7f2552710282c79a4ead5d2a46408c9043a2b70ba/networkx-3.5-py3-none-any.whl", hash = "sha256:0030d386a9a06dee3565298b4a734b68589749a544acbb6c412dc9e2489ec6ec", size = 2034406 },
+]
+
 [[package]]
 name = "nh3"
 version = "0.2.21"
@@ -1456,6 +1548,9 @@ wheels = [
 name = "numpy"
 version = "2.2.6"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.11'",
+]
 sdist = { url = "https://files.pythonhosted.org/packages/76/21/7d2a95e4bba9dc13d043ee156a356c0a8f0c6309dff6b21b4d71a073b8a8/numpy-2.2.6.tar.gz", hash = "sha256:e29554e2bef54a90aa5cc07da6ce955accb83f21ab5de01a62c8478897b264fd", size = 20276440 }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/9a/3e/ed6db5be21ce87955c0cbd3009f2803f59fa08df21b5df06862e2d8e2bdd/numpy-2.2.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b412caa66f72040e6d268491a59f2c43bf03eb6c96dd8f0307829feb7fa2b6fb", size = 21165245 },
@@ -1514,6 +1609,68 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/37/48/ac2a9584402fb6c0cd5b5d1a91dcf176b15760130dd386bbafdbfe3640bf/numpy-2.2.6-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:d042d24c90c41b54fd506da306759e06e568864df8ec17ccc17e9e884634fd00", size = 12812666 },
 ]
 
+[[package]]
+name = "numpy"
+version = "2.3.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.12'",
+    "python_full_version == '3.11.*'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f3/db/8e12381333aea300890829a0a36bfa738cac95475d88982d538725143fd9/numpy-2.3.0.tar.gz", hash = "sha256:581f87f9e9e9db2cba2141400e160e9dd644ee248788d6f90636eeb8fd9260a6", size = 20382813 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fd/5f/df67435257d827eb3b8af66f585223dc2c3f2eb7ad0b50cb1dae2f35f494/numpy-2.3.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c3c9fdde0fa18afa1099d6257eb82890ea4f3102847e692193b54e00312a9ae9", size = 21199688 },
+    { url = "https://files.pythonhosted.org/packages/e5/ce/aad219575055d6c9ef29c8c540c81e1c38815d3be1fe09cdbe53d48ee838/numpy-2.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:46d16f72c2192da7b83984aa5455baee640e33a9f1e61e656f29adf55e406c2b", size = 14359277 },
+    { url = "https://files.pythonhosted.org/packages/29/6b/2d31da8e6d2ec99bed54c185337a87f8fbeccc1cd9804e38217e92f3f5e2/numpy-2.3.0-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:a0be278be9307c4ab06b788f2a077f05e180aea817b3e41cebbd5aaf7bd85ed3", size = 5376069 },
+    { url = "https://files.pythonhosted.org/packages/7d/2a/6c59a062397553ec7045c53d5fcdad44e4536e54972faa2ba44153bca984/numpy-2.3.0-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:99224862d1412d2562248d4710126355d3a8db7672170a39d6909ac47687a8a4", size = 6913057 },
+    { url = "https://files.pythonhosted.org/packages/d5/5a/8df16f258d28d033e4f359e29d3aeb54663243ac7b71504e89deeb813202/numpy-2.3.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:2393a914db64b0ead0ab80c962e42d09d5f385802006a6c87835acb1f58adb96", size = 14568083 },
+    { url = "https://files.pythonhosted.org/packages/0a/92/0528a563dfc2cdccdcb208c0e241a4bb500d7cde218651ffb834e8febc50/numpy-2.3.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:7729c8008d55e80784bd113787ce876ca117185c579c0d626f59b87d433ea779", size = 16929402 },
+    { url = "https://files.pythonhosted.org/packages/e4/2f/e7a8c8d4a2212c527568d84f31587012cf5497a7271ea1f23332142f634e/numpy-2.3.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:06d4fb37a8d383b769281714897420c5cc3545c79dc427df57fc9b852ee0bf58", size = 15879193 },
+    { url = "https://files.pythonhosted.org/packages/e2/c3/dada3f005953847fe35f42ac0fe746f6e1ea90b4c6775e4be605dcd7b578/numpy-2.3.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c39ec392b5db5088259c68250e342612db82dc80ce044cf16496cf14cf6bc6f8", size = 18665318 },
+    { url = "https://files.pythonhosted.org/packages/3b/ae/3f448517dedefc8dd64d803f9d51a8904a48df730e00a3c5fb1e75a60620/numpy-2.3.0-cp311-cp311-win32.whl", hash = "sha256:ee9d3ee70d62827bc91f3ea5eee33153212c41f639918550ac0475e3588da59f", size = 6601108 },
+    { url = "https://files.pythonhosted.org/packages/8c/4a/556406d2bb2b9874c8cbc840c962683ac28f21efbc9b01177d78f0199ca1/numpy-2.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:43c55b6a860b0eb44d42341438b03513cf3879cb3617afb749ad49307e164edd", size = 13021525 },
+    { url = "https://files.pythonhosted.org/packages/ed/ee/bf54278aef30335ffa9a189f869ea09e1a195b3f4b93062164a3b02678a7/numpy-2.3.0-cp311-cp311-win_arm64.whl", hash = "sha256:2e6a1409eee0cb0316cb64640a49a49ca44deb1a537e6b1121dc7c458a1299a8", size = 10170327 },
+    { url = "https://files.pythonhosted.org/packages/89/59/9df493df81ac6f76e9f05cdbe013cdb0c9a37b434f6e594f5bd25e278908/numpy-2.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:389b85335838155a9076e9ad7f8fdba0827496ec2d2dc32ce69ce7898bde03ba", size = 20897025 },
+    { url = "https://files.pythonhosted.org/packages/2f/86/4ff04335901d6cf3a6bb9c748b0097546ae5af35e455ae9b962ebff4ecd7/numpy-2.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:9498f60cd6bb8238d8eaf468a3d5bb031d34cd12556af53510f05fcf581c1b7e", size = 14129882 },
+    { url = "https://files.pythonhosted.org/packages/71/8d/a942cd4f959de7f08a79ab0c7e6cecb7431d5403dce78959a726f0f57aa1/numpy-2.3.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:622a65d40d8eb427d8e722fd410ac3ad4958002f109230bc714fa551044ebae2", size = 5110181 },
+    { url = "https://files.pythonhosted.org/packages/86/5d/45850982efc7b2c839c5626fb67fbbc520d5b0d7c1ba1ae3651f2f74c296/numpy-2.3.0-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:b9446d9d8505aadadb686d51d838f2b6688c9e85636a0c3abaeb55ed54756459", size = 6647581 },
+    { url = "https://files.pythonhosted.org/packages/1a/c0/c871d4a83f93b00373d3eebe4b01525eee8ef10b623a335ec262b58f4dc1/numpy-2.3.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:50080245365d75137a2bf46151e975de63146ae6d79f7e6bd5c0e85c9931d06a", size = 14262317 },
+    { url = "https://files.pythonhosted.org/packages/b7/f6/bc47f5fa666d5ff4145254f9e618d56e6a4ef9b874654ca74c19113bb538/numpy-2.3.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:c24bb4113c66936eeaa0dc1e47c74770453d34f46ee07ae4efd853a2ed1ad10a", size = 16633919 },
+    { url = "https://files.pythonhosted.org/packages/f5/b4/65f48009ca0c9b76df5f404fccdea5a985a1bb2e34e97f21a17d9ad1a4ba/numpy-2.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:4d8d294287fdf685281e671886c6dcdf0291a7c19db3e5cb4178d07ccf6ecc67", size = 15567651 },
+    { url = "https://files.pythonhosted.org/packages/f1/62/5367855a2018578e9334ed08252ef67cc302e53edc869666f71641cad40b/numpy-2.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:6295f81f093b7f5769d1728a6bd8bf7466de2adfa771ede944ce6711382b89dc", size = 18361723 },
+    { url = "https://files.pythonhosted.org/packages/d4/75/5baed8cd867eabee8aad1e74d7197d73971d6a3d40c821f1848b8fab8b84/numpy-2.3.0-cp312-cp312-win32.whl", hash = "sha256:e6648078bdd974ef5d15cecc31b0c410e2e24178a6e10bf511e0557eed0f2570", size = 6318285 },
+    { url = "https://files.pythonhosted.org/packages/bc/49/d5781eaa1a15acb3b3a3f49dc9e2ff18d92d0ce5c2976f4ab5c0a7360250/numpy-2.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:0898c67a58cdaaf29994bc0e2c65230fd4de0ac40afaf1584ed0b02cd74c6fdd", size = 12732594 },
+    { url = "https://files.pythonhosted.org/packages/c2/1c/6d343e030815c7c97a1f9fbad00211b47717c7fe446834c224bd5311e6f1/numpy-2.3.0-cp312-cp312-win_arm64.whl", hash = "sha256:bd8df082b6c4695753ad6193018c05aac465d634834dca47a3ae06d4bb22d9ea", size = 9891498 },
+    { url = "https://files.pythonhosted.org/packages/73/fc/1d67f751fd4dbafc5780244fe699bc4084268bad44b7c5deb0492473127b/numpy-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5754ab5595bfa2c2387d241296e0381c21f44a4b90a776c3c1d39eede13a746a", size = 20889633 },
+    { url = "https://files.pythonhosted.org/packages/e8/95/73ffdb69e5c3f19ec4530f8924c4386e7ba097efc94b9c0aff607178ad94/numpy-2.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d11fa02f77752d8099573d64e5fe33de3229b6632036ec08f7080f46b6649959", size = 14151683 },
+    { url = "https://files.pythonhosted.org/packages/64/d5/06d4bb31bb65a1d9c419eb5676173a2f90fd8da3c59f816cc54c640ce265/numpy-2.3.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:aba48d17e87688a765ab1cd557882052f238e2f36545dfa8e29e6a91aef77afe", size = 5102683 },
+    { url = "https://files.pythonhosted.org/packages/12/8b/6c2cef44f8ccdc231f6b56013dff1d71138c48124334aded36b1a1b30c5a/numpy-2.3.0-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4dc58865623023b63b10d52f18abaac3729346a7a46a778381e0e3af4b7f3beb", size = 6640253 },
+    { url = "https://files.pythonhosted.org/packages/62/aa/fca4bf8de3396ddb59544df9b75ffe5b73096174de97a9492d426f5cd4aa/numpy-2.3.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:df470d376f54e052c76517393fa443758fefcdd634645bc9c1f84eafc67087f0", size = 14258658 },
+    { url = "https://files.pythonhosted.org/packages/1c/12/734dce1087eed1875f2297f687e671cfe53a091b6f2f55f0c7241aad041b/numpy-2.3.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:87717eb24d4a8a64683b7a4e91ace04e2f5c7c77872f823f02a94feee186168f", size = 16628765 },
+    { url = "https://files.pythonhosted.org/packages/48/03/ffa41ade0e825cbcd5606a5669962419528212a16082763fc051a7247d76/numpy-2.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:d8fa264d56882b59dcb5ea4d6ab6f31d0c58a57b41aec605848b6eb2ef4a43e8", size = 15564335 },
+    { url = "https://files.pythonhosted.org/packages/07/58/869398a11863310aee0ff85a3e13b4c12f20d032b90c4b3ee93c3b728393/numpy-2.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:e651756066a0eaf900916497e20e02fe1ae544187cb0fe88de981671ee7f6270", size = 18360608 },
+    { url = "https://files.pythonhosted.org/packages/2f/8a/5756935752ad278c17e8a061eb2127c9a3edf4ba2c31779548b336f23c8d/numpy-2.3.0-cp313-cp313-win32.whl", hash = "sha256:e43c3cce3b6ae5f94696669ff2a6eafd9a6b9332008bafa4117af70f4b88be6f", size = 6310005 },
+    { url = "https://files.pythonhosted.org/packages/08/60/61d60cf0dfc0bf15381eaef46366ebc0c1a787856d1db0c80b006092af84/numpy-2.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:81ae0bf2564cf475f94be4a27ef7bcf8af0c3e28da46770fc904da9abd5279b5", size = 12729093 },
+    { url = "https://files.pythonhosted.org/packages/66/31/2f2f2d2b3e3c32d5753d01437240feaa32220b73258c9eef2e42a0832866/numpy-2.3.0-cp313-cp313-win_arm64.whl", hash = "sha256:c8738baa52505fa6e82778580b23f945e3578412554d937093eac9205e845e6e", size = 9885689 },
+    { url = "https://files.pythonhosted.org/packages/f1/89/c7828f23cc50f607ceb912774bb4cff225ccae7131c431398ad8400e2c98/numpy-2.3.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:39b27d8b38942a647f048b675f134dd5a567f95bfff481f9109ec308515c51d8", size = 20986612 },
+    { url = "https://files.pythonhosted.org/packages/dd/46/79ecf47da34c4c50eedec7511e53d57ffdfd31c742c00be7dc1d5ffdb917/numpy-2.3.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:0eba4a1ea88f9a6f30f56fdafdeb8da3774349eacddab9581a21234b8535d3d3", size = 14298953 },
+    { url = "https://files.pythonhosted.org/packages/59/44/f6caf50713d6ff4480640bccb2a534ce1d8e6e0960c8f864947439f0ee95/numpy-2.3.0-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:b0f1f11d0a1da54927436505a5a7670b154eac27f5672afc389661013dfe3d4f", size = 5225806 },
+    { url = "https://files.pythonhosted.org/packages/a6/43/e1fd1aca7c97e234dd05e66de4ab7a5be54548257efcdd1bc33637e72102/numpy-2.3.0-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:690d0a5b60a47e1f9dcec7b77750a4854c0d690e9058b7bef3106e3ae9117808", size = 6735169 },
+    { url = "https://files.pythonhosted.org/packages/84/89/f76f93b06a03177c0faa7ca94d0856c4e5c4bcaf3c5f77640c9ed0303e1c/numpy-2.3.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:8b51ead2b258284458e570942137155978583e407babc22e3d0ed7af33ce06f8", size = 14330701 },
+    { url = "https://files.pythonhosted.org/packages/aa/f5/4858c3e9ff7a7d64561b20580cf7cc5d085794bd465a19604945d6501f6c/numpy-2.3.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:aaf81c7b82c73bd9b45e79cfb9476cb9c29e937494bfe9092c26aece812818ad", size = 16692983 },
+    { url = "https://files.pythonhosted.org/packages/08/17/0e3b4182e691a10e9483bcc62b4bb8693dbf9ea5dc9ba0b77a60435074bb/numpy-2.3.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:f420033a20b4f6a2a11f585f93c843ac40686a7c3fa514060a97d9de93e5e72b", size = 15641435 },
+    { url = "https://files.pythonhosted.org/packages/4e/d5/463279fda028d3c1efa74e7e8d507605ae87f33dbd0543cf4c4527c8b882/numpy-2.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:d344ca32ab482bcf8735d8f95091ad081f97120546f3d250240868430ce52555", size = 18433798 },
+    { url = "https://files.pythonhosted.org/packages/0e/1e/7a9d98c886d4c39a2b4d3a7c026bffcf8fbcaf518782132d12a301cfc47a/numpy-2.3.0-cp313-cp313t-win32.whl", hash = "sha256:48a2e8eaf76364c32a1feaa60d6925eaf32ed7a040183b807e02674305beef61", size = 6438632 },
+    { url = "https://files.pythonhosted.org/packages/fe/ab/66fc909931d5eb230107d016861824f335ae2c0533f422e654e5ff556784/numpy-2.3.0-cp313-cp313t-win_amd64.whl", hash = "sha256:ba17f93a94e503551f154de210e4d50c5e3ee20f7e7a1b5f6ce3f22d419b93bb", size = 12868491 },
+    { url = "https://files.pythonhosted.org/packages/ee/e8/2c8a1c9e34d6f6d600c83d5ce5b71646c32a13f34ca5c518cc060639841c/numpy-2.3.0-cp313-cp313t-win_arm64.whl", hash = "sha256:f14e016d9409680959691c109be98c436c6249eaf7f118b424679793607b5944", size = 9935345 },
+    { url = "https://files.pythonhosted.org/packages/6a/a2/f8c1133f90eaa1c11bbbec1dc28a42054d0ce74bc2c9838c5437ba5d4980/numpy-2.3.0-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:80b46117c7359de8167cc00a2c7d823bdd505e8c7727ae0871025a86d668283b", size = 21070759 },
+    { url = "https://files.pythonhosted.org/packages/6c/e0/4c05fc44ba28463096eee5ae2a12832c8d2759cc5bcec34ae33386d3ff83/numpy-2.3.0-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:5814a0f43e70c061f47abd5857d120179609ddc32a613138cbb6c4e9e2dbdda5", size = 5301054 },
+    { url = "https://files.pythonhosted.org/packages/8a/3b/6c06cdebe922bbc2a466fe2105f50f661238ea223972a69c7deb823821e7/numpy-2.3.0-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:ef6c1e88fd6b81ac6d215ed71dc8cd027e54d4bf1d2682d362449097156267a2", size = 6817520 },
+    { url = "https://files.pythonhosted.org/packages/9d/a3/1e536797fd10eb3c5dbd2e376671667c9af19e241843548575267242ea02/numpy-2.3.0-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:33a5a12a45bb82d9997e2c0b12adae97507ad7c347546190a18ff14c28bbca12", size = 14398078 },
+    { url = "https://files.pythonhosted.org/packages/7c/61/9d574b10d9368ecb1a0c923952aa593510a20df4940aa615b3a71337c8db/numpy-2.3.0-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:54dfc8681c1906d239e95ab1508d0a533c4a9505e52ee2d71a5472b04437ef97", size = 16751324 },
+    { url = "https://files.pythonhosted.org/packages/39/de/bcad52ce972dc26232629ca3a99721fd4b22c1d2bda84d5db6541913ef9c/numpy-2.3.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:e017a8a251ff4d18d71f139e28bdc7c31edba7a507f72b1414ed902cbe48c74d", size = 12924237 },
+]
+
 [[package]]
 name = "nvidia-cublas-cu12"
 version = "12.6.4.1"
@@ -1667,50 +1824,51 @@ wheels = [
 
 [[package]]
 name = "pandas"
-version = "2.2.3"
+version = "2.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "python-dateutil" },
     { name = "pytz" },
     { name = "tzdata" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/9c/d6/9f8431bacc2e19dca897724cd097b1bb224a6ad5433784a44b587c7c13af/pandas-2.2.3.tar.gz", hash = "sha256:4f18ba62b61d7e192368b84517265a99b4d7ee8912f8708660fb4a366cc82667", size = 4399213 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/aa/70/c853aec59839bceed032d52010ff5f1b8d87dc3114b762e4ba2727661a3b/pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5", size = 12580827 },
-    { url = "https://files.pythonhosted.org/packages/99/f2/c4527768739ffa4469b2b4fff05aa3768a478aed89a2f271a79a40eee984/pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348", size = 11303897 },
-    { url = "https://files.pythonhosted.org/packages/ed/12/86c1747ea27989d7a4064f806ce2bae2c6d575b950be087837bdfcabacc9/pandas-2.2.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d9c45366def9a3dd85a6454c0e7908f2b3b8e9c138f5dc38fed7ce720d8453ed", size = 66480908 },
-    { url = "https://files.pythonhosted.org/packages/44/50/7db2cd5e6373ae796f0ddad3675268c8d59fb6076e66f0c339d61cea886b/pandas-2.2.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:86976a1c5b25ae3f8ccae3a5306e443569ee3c3faf444dfd0f41cda24667ad57", size = 13064210 },
-    { url = "https://files.pythonhosted.org/packages/61/61/a89015a6d5536cb0d6c3ba02cebed51a95538cf83472975275e28ebf7d0c/pandas-2.2.3-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:b8661b0238a69d7aafe156b7fa86c44b881387509653fdf857bebc5e4008ad42", size = 16754292 },
-    { url = "https://files.pythonhosted.org/packages/ce/0d/4cc7b69ce37fac07645a94e1d4b0880b15999494372c1523508511b09e40/pandas-2.2.3-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:37e0aced3e8f539eccf2e099f65cdb9c8aa85109b0be6e93e2baff94264bdc6f", size = 14416379 },
-    { url = "https://files.pythonhosted.org/packages/31/9e/6ebb433de864a6cd45716af52a4d7a8c3c9aaf3a98368e61db9e69e69a9c/pandas-2.2.3-cp310-cp310-win_amd64.whl", hash = "sha256:56534ce0746a58afaf7942ba4863e0ef81c9c50d3f0ae93e9497d6a41a057645", size = 11598471 },
-    { url = "https://files.pythonhosted.org/packages/a8/44/d9502bf0ed197ba9bf1103c9867d5904ddcaf869e52329787fc54ed70cc8/pandas-2.2.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:66108071e1b935240e74525006034333f98bcdb87ea116de573a6a0dccb6c039", size = 12602222 },
-    { url = "https://files.pythonhosted.org/packages/52/11/9eac327a38834f162b8250aab32a6781339c69afe7574368fffe46387edf/pandas-2.2.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:7c2875855b0ff77b2a64a0365e24455d9990730d6431b9e0ee18ad8acee13dbd", size = 11321274 },
-    { url = "https://files.pythonhosted.org/packages/45/fb/c4beeb084718598ba19aa9f5abbc8aed8b42f90930da861fcb1acdb54c3a/pandas-2.2.3-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cd8d0c3be0515c12fed0bdbae072551c8b54b7192c7b1fda0ba56059a0179698", size = 15579836 },
-    { url = "https://files.pythonhosted.org/packages/cd/5f/4dba1d39bb9c38d574a9a22548c540177f78ea47b32f99c0ff2ec499fac5/pandas-2.2.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c124333816c3a9b03fbeef3a9f230ba9a737e9e5bb4060aa2107a86cc0a497fc", size = 13058505 },
-    { url = "https://files.pythonhosted.org/packages/b9/57/708135b90391995361636634df1f1130d03ba456e95bcf576fada459115a/pandas-2.2.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:63cc132e40a2e084cf01adf0775b15ac515ba905d7dcca47e9a251819c575ef3", size = 16744420 },
-    { url = "https://files.pythonhosted.org/packages/86/4a/03ed6b7ee323cf30404265c284cee9c65c56a212e0a08d9ee06984ba2240/pandas-2.2.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:29401dbfa9ad77319367d36940cd8a0b3a11aba16063e39632d98b0e931ddf32", size = 14440457 },
-    { url = "https://files.pythonhosted.org/packages/ed/8c/87ddf1fcb55d11f9f847e3c69bb1c6f8e46e2f40ab1a2d2abadb2401b007/pandas-2.2.3-cp311-cp311-win_amd64.whl", hash = "sha256:3fc6873a41186404dad67245896a6e440baacc92f5b716ccd1bc9ed2995ab2c5", size = 11617166 },
-    { url = "https://files.pythonhosted.org/packages/17/a3/fb2734118db0af37ea7433f57f722c0a56687e14b14690edff0cdb4b7e58/pandas-2.2.3-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:b1d432e8d08679a40e2a6d8b2f9770a5c21793a6f9f47fdd52c5ce1948a5a8a9", size = 12529893 },
-    { url = "https://files.pythonhosted.org/packages/e1/0c/ad295fd74bfac85358fd579e271cded3ac969de81f62dd0142c426b9da91/pandas-2.2.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:a5a1595fe639f5988ba6a8e5bc9649af3baf26df3998a0abe56c02609392e0a4", size = 11363475 },
-    { url = "https://files.pythonhosted.org/packages/c6/2a/4bba3f03f7d07207481fed47f5b35f556c7441acddc368ec43d6643c5777/pandas-2.2.3-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:5de54125a92bb4d1c051c0659e6fcb75256bf799a732a87184e5ea503965bce3", size = 15188645 },
-    { url = "https://files.pythonhosted.org/packages/38/f8/d8fddee9ed0d0c0f4a2132c1dfcf0e3e53265055da8df952a53e7eaf178c/pandas-2.2.3-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fffb8ae78d8af97f849404f21411c95062db1496aeb3e56f146f0355c9989319", size = 12739445 },
-    { url = "https://files.pythonhosted.org/packages/20/e8/45a05d9c39d2cea61ab175dbe6a2de1d05b679e8de2011da4ee190d7e748/pandas-2.2.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:6dfcb5ee8d4d50c06a51c2fffa6cff6272098ad6540aed1a76d15fb9318194d8", size = 16359235 },
-    { url = "https://files.pythonhosted.org/packages/1d/99/617d07a6a5e429ff90c90da64d428516605a1ec7d7bea494235e1c3882de/pandas-2.2.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:062309c1b9ea12a50e8ce661145c6aab431b1e99530d3cd60640e255778bd43a", size = 14056756 },
-    { url = "https://files.pythonhosted.org/packages/29/d4/1244ab8edf173a10fd601f7e13b9566c1b525c4f365d6bee918e68381889/pandas-2.2.3-cp312-cp312-win_amd64.whl", hash = "sha256:59ef3764d0fe818125a5097d2ae867ca3fa64df032331b7e0917cf5d7bf66b13", size = 11504248 },
-    { url = "https://files.pythonhosted.org/packages/64/22/3b8f4e0ed70644e85cfdcd57454686b9057c6c38d2f74fe4b8bc2527214a/pandas-2.2.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f00d1345d84d8c86a63e476bb4955e46458b304b9575dcf71102b5c705320015", size = 12477643 },
-    { url = "https://files.pythonhosted.org/packages/e4/93/b3f5d1838500e22c8d793625da672f3eec046b1a99257666c94446969282/pandas-2.2.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3508d914817e153ad359d7e069d752cdd736a247c322d932eb89e6bc84217f28", size = 11281573 },
-    { url = "https://files.pythonhosted.org/packages/f5/94/6c79b07f0e5aab1dcfa35a75f4817f5c4f677931d4234afcd75f0e6a66ca/pandas-2.2.3-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:22a9d949bfc9a502d320aa04e5d02feab689d61da4e7764b62c30b991c42c5f0", size = 15196085 },
-    { url = "https://files.pythonhosted.org/packages/e8/31/aa8da88ca0eadbabd0a639788a6da13bb2ff6edbbb9f29aa786450a30a91/pandas-2.2.3-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f3a255b2c19987fbbe62a9dfd6cff7ff2aa9ccab3fc75218fd4b7530f01efa24", size = 12711809 },
-    { url = "https://files.pythonhosted.org/packages/ee/7c/c6dbdb0cb2a4344cacfb8de1c5808ca885b2e4dcfde8008266608f9372af/pandas-2.2.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:800250ecdadb6d9c78eae4990da62743b857b470883fa27f652db8bdde7f6659", size = 16356316 },
-    { url = "https://files.pythonhosted.org/packages/57/b7/8b757e7d92023b832869fa8881a992696a0bfe2e26f72c9ae9f255988d42/pandas-2.2.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6374c452ff3ec675a8f46fd9ab25c4ad0ba590b71cf0656f8b6daa5202bca3fb", size = 14022055 },
-    { url = "https://files.pythonhosted.org/packages/3b/bc/4b18e2b8c002572c5a441a64826252ce5da2aa738855747247a971988043/pandas-2.2.3-cp313-cp313-win_amd64.whl", hash = "sha256:61c5ad4043f791b61dd4752191d9f07f0ae412515d59ba8f005832a532f8736d", size = 11481175 },
-    { url = "https://files.pythonhosted.org/packages/76/a3/a5d88146815e972d40d19247b2c162e88213ef51c7c25993942c39dbf41d/pandas-2.2.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:3b71f27954685ee685317063bf13c7709a7ba74fc996b84fc6821c59b0f06468", size = 12615650 },
-    { url = "https://files.pythonhosted.org/packages/9c/8c/f0fd18f6140ddafc0c24122c8a964e48294acc579d47def376fef12bcb4a/pandas-2.2.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:38cf8125c40dae9d5acc10fa66af8ea6fdf760b2714ee482ca691fc66e6fcb18", size = 11290177 },
-    { url = "https://files.pythonhosted.org/packages/ed/f9/e995754eab9c0f14c6777401f7eece0943840b7a9fc932221c19d1abee9f/pandas-2.2.3-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ba96630bc17c875161df3818780af30e43be9b166ce51c9a18c1feae342906c2", size = 14651526 },
-    { url = "https://files.pythonhosted.org/packages/25/b0/98d6ae2e1abac4f35230aa756005e8654649d305df9a28b16b9ae4353bff/pandas-2.2.3-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1db71525a1538b30142094edb9adc10be3f3e176748cd7acc2240c2f2e5aa3a4", size = 11871013 },
-    { url = "https://files.pythonhosted.org/packages/cc/57/0f72a10f9db6a4628744c8e8f0df4e6e21de01212c7c981d31e50ffc8328/pandas-2.2.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:15c0e1e02e93116177d29ff83e8b1619c93ddc9c49083f237d4312337a61165d", size = 15711620 },
-    { url = "https://files.pythonhosted.org/packages/ab/5f/b38085618b950b79d2d9164a711c52b10aefc0ae6833b96f626b7021b2ed/pandas-2.2.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:ad5b65698ab28ed8d7f18790a0dc58005c7629f227be9ecc1072aa74c0c1d43a", size = 13098436 },
+sdist = { url = "https://files.pythonhosted.org/packages/72/51/48f713c4c728d7c55ef7444ba5ea027c26998d96d1a40953b346438602fc/pandas-2.3.0.tar.gz", hash = "sha256:34600ab34ebf1131a7613a260a61dbe8b62c188ec0ea4c296da7c9a06b004133", size = 4484490 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e2/2d/df6b98c736ba51b8eaa71229e8fcd91233a831ec00ab520e1e23090cc072/pandas-2.3.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:625466edd01d43b75b1883a64d859168e4556261a5035b32f9d743b67ef44634", size = 11527531 },
+    { url = "https://files.pythonhosted.org/packages/77/1c/3f8c331d223f86ba1d0ed7d3ed7fcf1501c6f250882489cc820d2567ddbf/pandas-2.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a6872d695c896f00df46b71648eea332279ef4077a409e2fe94220208b6bb675", size = 10774764 },
+    { url = "https://files.pythonhosted.org/packages/1b/45/d2599400fad7fe06b849bd40b52c65684bc88fbe5f0a474d0513d057a377/pandas-2.3.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f4dd97c19bd06bc557ad787a15b6489d2614ddaab5d104a0310eb314c724b2d2", size = 11711963 },
+    { url = "https://files.pythonhosted.org/packages/66/f8/5508bc45e994e698dbc93607ee6b9b6eb67df978dc10ee2b09df80103d9e/pandas-2.3.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:034abd6f3db8b9880aaee98f4f5d4dbec7c4829938463ec046517220b2f8574e", size = 12349446 },
+    { url = "https://files.pythonhosted.org/packages/f7/fc/17851e1b1ea0c8456ba90a2f514c35134dd56d981cf30ccdc501a0adeac4/pandas-2.3.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:23c2b2dc5213810208ca0b80b8666670eb4660bbfd9d45f58592cc4ddcfd62e1", size = 12920002 },
+    { url = "https://files.pythonhosted.org/packages/a1/9b/8743be105989c81fa33f8e2a4e9822ac0ad4aaf812c00fee6bb09fc814f9/pandas-2.3.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:39ff73ec07be5e90330cc6ff5705c651ace83374189dcdcb46e6ff54b4a72cd6", size = 13651218 },
+    { url = "https://files.pythonhosted.org/packages/26/fa/8eeb2353f6d40974a6a9fd4081ad1700e2386cf4264a8f28542fd10b3e38/pandas-2.3.0-cp310-cp310-win_amd64.whl", hash = "sha256:40cecc4ea5abd2921682b57532baea5588cc5f80f0231c624056b146887274d2", size = 11082485 },
+    { url = "https://files.pythonhosted.org/packages/96/1e/ba313812a699fe37bf62e6194265a4621be11833f5fce46d9eae22acb5d7/pandas-2.3.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8adff9f138fc614347ff33812046787f7d43b3cef7c0f0171b3340cae333f6ca", size = 11551836 },
+    { url = "https://files.pythonhosted.org/packages/1b/cc/0af9c07f8d714ea563b12383a7e5bde9479cf32413ee2f346a9c5a801f22/pandas-2.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:e5f08eb9a445d07720776df6e641975665c9ea12c9d8a331e0f6890f2dcd76ef", size = 10807977 },
+    { url = "https://files.pythonhosted.org/packages/ee/3e/8c0fb7e2cf4a55198466ced1ca6a9054ae3b7e7630df7757031df10001fd/pandas-2.3.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:fa35c266c8cd1a67d75971a1912b185b492d257092bdd2709bbdebe574ed228d", size = 11788230 },
+    { url = "https://files.pythonhosted.org/packages/14/22/b493ec614582307faf3f94989be0f7f0a71932ed6f56c9a80c0bb4a3b51e/pandas-2.3.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:14a0cc77b0f089d2d2ffe3007db58f170dae9b9f54e569b299db871a3ab5bf46", size = 12370423 },
+    { url = "https://files.pythonhosted.org/packages/9f/74/b012addb34cda5ce855218a37b258c4e056a0b9b334d116e518d72638737/pandas-2.3.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c06f6f144ad0a1bf84699aeea7eff6068ca5c63ceb404798198af7eb86082e33", size = 12990594 },
+    { url = "https://files.pythonhosted.org/packages/95/81/b310e60d033ab64b08e66c635b94076488f0b6ce6a674379dd5b224fc51c/pandas-2.3.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:ed16339bc354a73e0a609df36d256672c7d296f3f767ac07257801aa064ff73c", size = 13745952 },
+    { url = "https://files.pythonhosted.org/packages/25/ac/f6ee5250a8881b55bd3aecde9b8cfddea2f2b43e3588bca68a4e9aaf46c8/pandas-2.3.0-cp311-cp311-win_amd64.whl", hash = "sha256:fa07e138b3f6c04addfeaf56cc7fdb96c3b68a3fe5e5401251f231fce40a0d7a", size = 11094534 },
+    { url = "https://files.pythonhosted.org/packages/94/46/24192607058dd607dbfacdd060a2370f6afb19c2ccb617406469b9aeb8e7/pandas-2.3.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2eb4728a18dcd2908c7fccf74a982e241b467d178724545a48d0caf534b38ebf", size = 11573865 },
+    { url = "https://files.pythonhosted.org/packages/9f/cc/ae8ea3b800757a70c9fdccc68b67dc0280a6e814efcf74e4211fd5dea1ca/pandas-2.3.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b9d8c3187be7479ea5c3d30c32a5d73d62a621166675063b2edd21bc47614027", size = 10702154 },
+    { url = "https://files.pythonhosted.org/packages/d8/ba/a7883d7aab3d24c6540a2768f679e7414582cc389876d469b40ec749d78b/pandas-2.3.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9ff730713d4c4f2f1c860e36c005c7cefc1c7c80c21c0688fd605aa43c9fcf09", size = 11262180 },
+    { url = "https://files.pythonhosted.org/packages/01/a5/931fc3ad333d9d87b10107d948d757d67ebcfc33b1988d5faccc39c6845c/pandas-2.3.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba24af48643b12ffe49b27065d3babd52702d95ab70f50e1b34f71ca703e2c0d", size = 11991493 },
+    { url = "https://files.pythonhosted.org/packages/d7/bf/0213986830a92d44d55153c1d69b509431a972eb73f204242988c4e66e86/pandas-2.3.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:404d681c698e3c8a40a61d0cd9412cc7364ab9a9cc6e144ae2992e11a2e77a20", size = 12470733 },
+    { url = "https://files.pythonhosted.org/packages/a4/0e/21eb48a3a34a7d4bac982afc2c4eb5ab09f2d988bdf29d92ba9ae8e90a79/pandas-2.3.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:6021910b086b3ca756755e86ddc64e0ddafd5e58e076c72cb1585162e5ad259b", size = 13212406 },
+    { url = "https://files.pythonhosted.org/packages/1f/d9/74017c4eec7a28892d8d6e31ae9de3baef71f5a5286e74e6b7aad7f8c837/pandas-2.3.0-cp312-cp312-win_amd64.whl", hash = "sha256:094e271a15b579650ebf4c5155c05dcd2a14fd4fdd72cf4854b2f7ad31ea30be", size = 10976199 },
+    { url = "https://files.pythonhosted.org/packages/d3/57/5cb75a56a4842bbd0511c3d1c79186d8315b82dac802118322b2de1194fe/pandas-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2c7e2fc25f89a49a11599ec1e76821322439d90820108309bf42130d2f36c983", size = 11518913 },
+    { url = "https://files.pythonhosted.org/packages/05/01/0c8785610e465e4948a01a059562176e4c8088aa257e2e074db868f86d4e/pandas-2.3.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:c6da97aeb6a6d233fb6b17986234cc723b396b50a3c6804776351994f2a658fd", size = 10655249 },
+    { url = "https://files.pythonhosted.org/packages/e8/6a/47fd7517cd8abe72a58706aab2b99e9438360d36dcdb052cf917b7bf3bdc/pandas-2.3.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bb32dc743b52467d488e7a7c8039b821da2826a9ba4f85b89ea95274f863280f", size = 11328359 },
+    { url = "https://files.pythonhosted.org/packages/2a/b3/463bfe819ed60fb7e7ddffb4ae2ee04b887b3444feee6c19437b8f834837/pandas-2.3.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:213cd63c43263dbb522c1f8a7c9d072e25900f6975596f883f4bebd77295d4f3", size = 12024789 },
+    { url = "https://files.pythonhosted.org/packages/04/0c/e0704ccdb0ac40aeb3434d1c641c43d05f75c92e67525df39575ace35468/pandas-2.3.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1d2b33e68d0ce64e26a4acc2e72d747292084f4e8db4c847c6f5f6cbe56ed6d8", size = 12480734 },
+    { url = "https://files.pythonhosted.org/packages/e9/df/815d6583967001153bb27f5cf075653d69d51ad887ebbf4cfe1173a1ac58/pandas-2.3.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:430a63bae10b5086995db1b02694996336e5a8ac9a96b4200572b413dfdfccb9", size = 13223381 },
+    { url = "https://files.pythonhosted.org/packages/79/88/ca5973ed07b7f484c493e941dbff990861ca55291ff7ac67c815ce347395/pandas-2.3.0-cp313-cp313-win_amd64.whl", hash = "sha256:4930255e28ff5545e2ca404637bcc56f031893142773b3468dc021c6c32a1390", size = 10970135 },
+    { url = "https://files.pythonhosted.org/packages/24/fb/0994c14d1f7909ce83f0b1fb27958135513c4f3f2528bde216180aa73bfc/pandas-2.3.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:f925f1ef673b4bd0271b1809b72b3270384f2b7d9d14a189b12b7fc02574d575", size = 12141356 },
+    { url = "https://files.pythonhosted.org/packages/9d/a2/9b903e5962134497ac4f8a96f862ee3081cb2506f69f8e4778ce3d9c9d82/pandas-2.3.0-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:e78ad363ddb873a631e92a3c063ade1ecfb34cae71e9a2be6ad100f875ac1042", size = 11474674 },
+    { url = "https://files.pythonhosted.org/packages/81/3a/3806d041bce032f8de44380f866059437fb79e36d6b22c82c187e65f765b/pandas-2.3.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:951805d146922aed8357e4cc5671b8b0b9be1027f0619cea132a9f3f65f2f09c", size = 11439876 },
+    { url = "https://files.pythonhosted.org/packages/15/aa/3fc3181d12b95da71f5c2537c3e3b3af6ab3a8c392ab41ebb766e0929bc6/pandas-2.3.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1a881bc1309f3fce34696d07b00f13335c41f5f5a8770a33b09ebe23261cfc67", size = 11966182 },
+    { url = "https://files.pythonhosted.org/packages/37/e7/e12f2d9b0a2c4a2cc86e2aabff7ccfd24f03e597d770abfa2acd313ee46b/pandas-2.3.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:e1991bbb96f4050b09b5f811253c4f3cf05ee89a589379aa36cd623f21a31d6f", size = 12547686 },
+    { url = "https://files.pythonhosted.org/packages/39/c2/646d2e93e0af70f4e5359d870a63584dacbc324b54d73e6b3267920ff117/pandas-2.3.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:bb3be958022198531eb7ec2008cfc78c5b1eed51af8600c6c5d9160d89d8d249", size = 13231847 },
 ]
 
 [[package]]
@@ -1750,7 +1908,8 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "joblib" },
     { name = "matplotlib" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "pandas" },
     { name = "scipy" },
 ]
@@ -1858,15 +2017,15 @@ wheels = [
 
 [[package]]
 name = "plotly"
-version = "6.1.1"
+version = "6.1.2"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "narwhals" },
     { name = "packaging" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8a/7c/f396bc817975252afbe7af102ce09cd12ac40a8e90b8699a857d1b15c8a3/plotly-6.1.1.tar.gz", hash = "sha256:84a4f3d36655f1328fa3155377c7e8a9533196697d5b79a4bc5e905bdd09a433", size = 7543694 }
+sdist = { url = "https://files.pythonhosted.org/packages/ae/77/431447616eda6a432dc3ce541b3f808ecb8803ea3d4ab2573b67f8eb4208/plotly-6.1.2.tar.gz", hash = "sha256:4fdaa228926ba3e3a213f4d1713287e69dcad1a7e66cf2025bd7d7026d5014b4", size = 7662971 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/75/f3/f8cb7066f761e2530e1280889e3413769891e349fca35ee7290e4ace35f5/plotly-6.1.1-py3-none-any.whl", hash = "sha256:9cca7167406ebf7ff541422738402159ec3621a608ff7b3e2f025573a1c76225", size = 16118469 },
+    { url = "https://files.pythonhosted.org/packages/bf/6f/759d5da0517547a5d38aabf05d04d9f8adf83391d2c7fc33f904417d3ba2/plotly-6.1.2-py3-none-any.whl", hash = "sha256:f1548a8ed9158d59e03d7fed548c7db5549f3130d9ae19293c8638c202648f6d", size = 16265530 },
 ]
 
 [[package]]
@@ -2003,7 +2162,7 @@ wheels = [
 
 [[package]]
 name = "pydantic"
-version = "2.11.4"
+version = "2.11.6"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "annotated-types" },
@@ -2011,9 +2170,9 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "typing-inspection" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/77/ab/5250d56ad03884ab5efd07f734203943c8a8ab40d551e208af81d0257bf2/pydantic-2.11.4.tar.gz", hash = "sha256:32738d19d63a226a52eed76645a98ee07c1f410ee41d93b4afbfa85ed8111c2d", size = 786540 }
+sdist = { url = "https://files.pythonhosted.org/packages/ef/8f/9af0f46acc943b8c4592d06523f26a150acf6e6e37e8bd5f0ace925e996d/pydantic-2.11.6.tar.gz", hash = "sha256:12b45cfb4af17e555d3c6283d0b55271865fb0b43cc16dd0d52749dc7abf70e7", size = 787868 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/e7/12/46b65f3534d099349e38ef6ec98b1a5a81f42536d17e0ba382c28c67ba67/pydantic-2.11.4-py3-none-any.whl", hash = "sha256:d9615eaa9ac5a063471da949c8fc16376a84afb5024688b3ff885693506764eb", size = 443900 },
+    { url = "https://files.pythonhosted.org/packages/05/11/7912a9a194ee4ea96520740d1534bc31a03a4a59d62e1d7cac9461d3f379/pydantic-2.11.6-py3-none-any.whl", hash = "sha256:a24478d2be1b91b6d3bc9597439f69ed5e87f68ebd285d86f7c7932a084b72e7", size = 444718 },
 ]
 
 [[package]]
@@ -2136,7 +2295,7 @@ wheels = [
 
 [[package]]
 name = "pytest"
-version = "8.3.5"
+version = "8.4.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "colorama", marker = "sys_platform == 'win32'" },
@@ -2144,11 +2303,12 @@ dependencies = [
     { name = "iniconfig" },
     { name = "packaging" },
     { name = "pluggy" },
+    { name = "pygments" },
     { name = "tomli", marker = "python_full_version < '3.11'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ae/3c/c9d525a414d506893f0cd8a8d0de7706446213181570cdbd766691164e40/pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845", size = 1450891 }
+sdist = { url = "https://files.pythonhosted.org/packages/fb/aa/405082ce2749be5398045152251ac69c0f3578c7077efc53431303af97ce/pytest-8.4.0.tar.gz", hash = "sha256:14d920b48472ea0dbf68e45b96cd1ffda4705f33307dcc86c676c1b5104838a6", size = 1515232 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/30/3d/64ad57c803f1fa1e963a7946b6e0fea4a70df53c1a7fed304586539c2bac/pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820", size = 343634 },
+    { url = "https://files.pythonhosted.org/packages/2f/de/afa024cbe022b1b318a3d224125aa24939e99b4ff6f22e0ba639a2eaee47/pytest-8.4.0-py3-none-any.whl", hash = "sha256:f40f825768ad76c0977cbacdf1fd37c6f7a468e460ea6a0636078f8972d4517e", size = 363797 },
 ]
 
 [[package]]
@@ -2414,7 +2574,7 @@ wheels = [
 
 [[package]]
 name = "requests"
-version = "2.32.3"
+version = "2.32.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "certifi" },
@@ -2422,9 +2582,9 @@ dependencies = [
     { name = "idna" },
     { name = "urllib3" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/63/70/2bf7780ad2d390a8d301ad0b550f1581eadbd9a20f896afe06353c2a2913/requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760", size = 131218 }
+sdist = { url = "https://files.pythonhosted.org/packages/e1/0a/929373653770d8a0d7ea76c37de6e41f11eb07559b103b1c02cafb3f7cf8/requests-2.32.4.tar.gz", hash = "sha256:27d0316682c8a29834d3264820024b62a36942083d52caf2f14c0591336d3422", size = 135258 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f9/9b/335f9764261e915ed497fcdeb11df5dfd6f7bf257d4a6a2a686d80da4d54/requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6", size = 64928 },
+    { url = "https://files.pythonhosted.org/packages/7c/e4/56027c4a6b4ae70ca9de302488c5ca95ad4a39e190093d6c1a8ace08341b/requests-2.32.4-py3-none-any.whl", hash = "sha256:27babd3cda2a6d50b30443204ee89830707d396671944c998b5975b031ac2b2c", size = 64847 },
 ]
 
 [[package]]
@@ -2464,27 +2624,27 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.11.10"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e8/4c/4a3c5a97faaae6b428b336dcca81d03ad04779f8072c267ad2bd860126bf/ruff-0.11.10.tar.gz", hash = "sha256:d522fb204b4959909ecac47da02830daec102eeb100fb50ea9554818d47a5fa6", size = 4165632 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/2f/9f/596c628f8824a2ce4cd12b0f0b4c0629a62dfffc5d0f742c19a1d71be108/ruff-0.11.10-py3-none-linux_armv6l.whl", hash = "sha256:859a7bfa7bc8888abbea31ef8a2b411714e6a80f0d173c2a82f9041ed6b50f58", size = 10316243 },
-    { url = "https://files.pythonhosted.org/packages/3c/38/c1e0b77ab58b426f8c332c1d1d3432d9fc9a9ea622806e208220cb133c9e/ruff-0.11.10-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:968220a57e09ea5e4fd48ed1c646419961a0570727c7e069842edd018ee8afed", size = 11083636 },
-    { url = "https://files.pythonhosted.org/packages/23/41/b75e15961d6047d7fe1b13886e56e8413be8467a4e1be0a07f3b303cd65a/ruff-0.11.10-py3-none-macosx_11_0_arm64.whl", hash = "sha256:1067245bad978e7aa7b22f67113ecc6eb241dca0d9b696144256c3a879663bca", size = 10441624 },
-    { url = "https://files.pythonhosted.org/packages/b6/2c/e396b6703f131406db1811ea3d746f29d91b41bbd43ad572fea30da1435d/ruff-0.11.10-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f4854fd09c7aed5b1590e996a81aeff0c9ff51378b084eb5a0b9cd9518e6cff2", size = 10624358 },
-    { url = "https://files.pythonhosted.org/packages/bd/8c/ee6cca8bdaf0f9a3704796022851a33cd37d1340bceaf4f6e991eb164e2e/ruff-0.11.10-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8b4564e9f99168c0f9195a0fd5fa5928004b33b377137f978055e40008a082c5", size = 10176850 },
-    { url = "https://files.pythonhosted.org/packages/e9/ce/4e27e131a434321b3b7c66512c3ee7505b446eb1c8a80777c023f7e876e6/ruff-0.11.10-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5b6a9cc5b62c03cc1fea0044ed8576379dbaf751d5503d718c973d5418483641", size = 11759787 },
-    { url = "https://files.pythonhosted.org/packages/58/de/1e2e77fc72adc7cf5b5123fd04a59ed329651d3eab9825674a9e640b100b/ruff-0.11.10-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:607ecbb6f03e44c9e0a93aedacb17b4eb4f3563d00e8b474298a201622677947", size = 12430479 },
-    { url = "https://files.pythonhosted.org/packages/07/ed/af0f2340f33b70d50121628ef175523cc4c37619e98d98748c85764c8d88/ruff-0.11.10-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7b3a522fa389402cd2137df9ddefe848f727250535c70dafa840badffb56b7a4", size = 11919760 },
-    { url = "https://files.pythonhosted.org/packages/24/09/d7b3d3226d535cb89234390f418d10e00a157b6c4a06dfbe723e9322cb7d/ruff-0.11.10-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2f071b0deed7e9245d5820dac235cbdd4ef99d7b12ff04c330a241ad3534319f", size = 14041747 },
-    { url = "https://files.pythonhosted.org/packages/62/b3/a63b4e91850e3f47f78795e6630ee9266cb6963de8f0191600289c2bb8f4/ruff-0.11.10-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4a60e3a0a617eafba1f2e4186d827759d65348fa53708ca547e384db28406a0b", size = 11550657 },
-    { url = "https://files.pythonhosted.org/packages/46/63/a4f95c241d79402ccdbdb1d823d156c89fbb36ebfc4289dce092e6c0aa8f/ruff-0.11.10-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:da8ec977eaa4b7bf75470fb575bea2cb41a0e07c7ea9d5a0a97d13dbca697bf2", size = 10489671 },
-    { url = "https://files.pythonhosted.org/packages/6a/9b/c2238bfebf1e473495659c523d50b1685258b6345d5ab0b418ca3f010cd7/ruff-0.11.10-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:ddf8967e08227d1bd95cc0851ef80d2ad9c7c0c5aab1eba31db49cf0a7b99523", size = 10160135 },
-    { url = "https://files.pythonhosted.org/packages/ba/ef/ba7251dd15206688dbfba7d413c0312e94df3b31b08f5d695580b755a899/ruff-0.11.10-py3-none-musllinux_1_2_i686.whl", hash = "sha256:5a94acf798a82db188f6f36575d80609072b032105d114b0f98661e1679c9125", size = 11170179 },
-    { url = "https://files.pythonhosted.org/packages/73/9f/5c336717293203ba275dbfa2ea16e49b29a9fd9a0ea8b6febfc17e133577/ruff-0.11.10-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:3afead355f1d16d95630df28d4ba17fb2cb9c8dfac8d21ced14984121f639bad", size = 11626021 },
-    { url = "https://files.pythonhosted.org/packages/d9/2b/162fa86d2639076667c9aa59196c020dc6d7023ac8f342416c2f5ec4bda0/ruff-0.11.10-py3-none-win32.whl", hash = "sha256:dc061a98d32a97211af7e7f3fa1d4ca2fcf919fb96c28f39551f35fc55bdbc19", size = 10494958 },
-    { url = "https://files.pythonhosted.org/packages/24/f3/66643d8f32f50a4b0d09a4832b7d919145ee2b944d43e604fbd7c144d175/ruff-0.11.10-py3-none-win_amd64.whl", hash = "sha256:5cc725fbb4d25b0f185cb42df07ab6b76c4489b4bfb740a175f3a59c70e8a224", size = 11650285 },
-    { url = "https://files.pythonhosted.org/packages/95/3a/2e8704d19f376c799748ff9cb041225c1d59f3e7711bc5596c8cfdc24925/ruff-0.11.10-py3-none-win_arm64.whl", hash = "sha256:ef69637b35fb8b210743926778d0e45e1bffa850a7c61e428c6b971549b5f5d1", size = 10765278 },
+version = "0.11.13"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/ed/da/9c6f995903b4d9474b39da91d2d626659af3ff1eeb43e9ae7c119349dba6/ruff-0.11.13.tar.gz", hash = "sha256:26fa247dc68d1d4e72c179e08889a25ac0c7ba4d78aecfc835d49cbfd60bf514", size = 4282054 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7d/ce/a11d381192966e0b4290842cc8d4fac7dc9214ddf627c11c1afff87da29b/ruff-0.11.13-py3-none-linux_armv6l.whl", hash = "sha256:4bdfbf1240533f40042ec00c9e09a3aade6f8c10b6414cf11b519488d2635d46", size = 10292516 },
+    { url = "https://files.pythonhosted.org/packages/78/db/87c3b59b0d4e753e40b6a3b4a2642dfd1dcaefbff121ddc64d6c8b47ba00/ruff-0.11.13-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:aef9c9ed1b5ca28bb15c7eac83b8670cf3b20b478195bd49c8d756ba0a36cf48", size = 11106083 },
+    { url = "https://files.pythonhosted.org/packages/77/79/d8cec175856ff810a19825d09ce700265f905c643c69f45d2b737e4a470a/ruff-0.11.13-py3-none-macosx_11_0_arm64.whl", hash = "sha256:53b15a9dfdce029c842e9a5aebc3855e9ab7771395979ff85b7c1dedb53ddc2b", size = 10436024 },
+    { url = "https://files.pythonhosted.org/packages/8b/5b/f6d94f2980fa1ee854b41568368a2e1252681b9238ab2895e133d303538f/ruff-0.11.13-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ab153241400789138d13f362c43f7edecc0edfffce2afa6a68434000ecd8f69a", size = 10646324 },
+    { url = "https://files.pythonhosted.org/packages/6c/9c/b4c2acf24ea4426016d511dfdc787f4ce1ceb835f3c5fbdbcb32b1c63bda/ruff-0.11.13-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:6c51f93029d54a910d3d24f7dd0bb909e31b6cd989a5e4ac513f4eb41629f0dc", size = 10174416 },
+    { url = "https://files.pythonhosted.org/packages/f3/10/e2e62f77c65ede8cd032c2ca39c41f48feabedb6e282bfd6073d81bb671d/ruff-0.11.13-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1808b3ed53e1a777c2ef733aca9051dc9bf7c99b26ece15cb59a0320fbdbd629", size = 11724197 },
+    { url = "https://files.pythonhosted.org/packages/bb/f0/466fe8469b85c561e081d798c45f8a1d21e0b4a5ef795a1d7f1a9a9ec182/ruff-0.11.13-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:d28ce58b5ecf0f43c1b71edffabe6ed7f245d5336b17805803312ec9bc665933", size = 12511615 },
+    { url = "https://files.pythonhosted.org/packages/17/0e/cefe778b46dbd0cbcb03a839946c8f80a06f7968eb298aa4d1a4293f3448/ruff-0.11.13-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:55e4bc3a77842da33c16d55b32c6cac1ec5fb0fbec9c8c513bdce76c4f922165", size = 12117080 },
+    { url = "https://files.pythonhosted.org/packages/5d/2c/caaeda564cbe103bed145ea557cb86795b18651b0f6b3ff6a10e84e5a33f/ruff-0.11.13-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:633bf2c6f35678c56ec73189ba6fa19ff1c5e4807a78bf60ef487b9dd272cc71", size = 11326315 },
+    { url = "https://files.pythonhosted.org/packages/75/f0/782e7d681d660eda8c536962920c41309e6dd4ebcea9a2714ed5127d44bd/ruff-0.11.13-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4ffbc82d70424b275b089166310448051afdc6e914fdab90e08df66c43bb5ca9", size = 11555640 },
+    { url = "https://files.pythonhosted.org/packages/5d/d4/3d580c616316c7f07fb3c99dbecfe01fbaea7b6fd9a82b801e72e5de742a/ruff-0.11.13-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:4a9ddd3ec62a9a89578c85842b836e4ac832d4a2e0bfaad3b02243f930ceafcc", size = 10507364 },
+    { url = "https://files.pythonhosted.org/packages/5a/dc/195e6f17d7b3ea6b12dc4f3e9de575db7983db187c378d44606e5d503319/ruff-0.11.13-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:d237a496e0778d719efb05058c64d28b757c77824e04ffe8796c7436e26712b7", size = 10141462 },
+    { url = "https://files.pythonhosted.org/packages/f4/8e/39a094af6967faa57ecdeacb91bedfb232474ff8c3d20f16a5514e6b3534/ruff-0.11.13-py3-none-musllinux_1_2_i686.whl", hash = "sha256:26816a218ca6ef02142343fd24c70f7cd8c5aa6c203bca284407adf675984432", size = 11121028 },
+    { url = "https://files.pythonhosted.org/packages/5a/c0/b0b508193b0e8a1654ec683ebab18d309861f8bd64e3a2f9648b80d392cb/ruff-0.11.13-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:51c3f95abd9331dc5b87c47ac7f376db5616041173826dfd556cfe3d4977f492", size = 11602992 },
+    { url = "https://files.pythonhosted.org/packages/7c/91/263e33ab93ab09ca06ce4f8f8547a858cc198072f873ebc9be7466790bae/ruff-0.11.13-py3-none-win32.whl", hash = "sha256:96c27935418e4e8e77a26bb05962817f28b8ef3843a6c6cc49d8783b5507f250", size = 10474944 },
+    { url = "https://files.pythonhosted.org/packages/46/f4/7c27734ac2073aae8efb0119cae6931b6fb48017adf048fdf85c19337afc/ruff-0.11.13-py3-none-win_amd64.whl", hash = "sha256:29c3189895a8a6a657b7af4e97d330c8a3afd2c9c8f46c81e2fc5a31866517e3", size = 11548669 },
+    { url = "https://files.pythonhosted.org/packages/ec/bf/b273dd11673fed8a6bd46032c0ea2a04b2ac9bfa9c628756a5856ba113b0/ruff-0.11.13-py3-none-win_arm64.whl", hash = "sha256:b4385285e9179d608ff1d2fb9922062663c658605819a6876d8beef0c30b7f3b", size = 10683928 },
 ]
 
 [[package]]
@@ -2511,40 +2671,41 @@ wheels = [
 
 [[package]]
 name = "scikit-learn"
-version = "1.6.1"
+version = "1.7.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "joblib" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "scipy" },
     { name = "threadpoolctl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/9e/a5/4ae3b3a0755f7b35a280ac90b28817d1f380318973cff14075ab41ef50d9/scikit_learn-1.6.1.tar.gz", hash = "sha256:b4fc2525eca2c69a59260f583c56a7557c6ccdf8deafdba6e060f94c1c59738e", size = 7068312 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/2e/3a/f4597eb41049110b21ebcbb0bcb43e4035017545daa5eedcfeb45c08b9c5/scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d056391530ccd1e501056160e3c9673b4da4805eb67eb2bdf4e983e1f9c9204e", size = 12067702 },
-    { url = "https://files.pythonhosted.org/packages/37/19/0423e5e1fd1c6ec5be2352ba05a537a473c1677f8188b9306097d684b327/scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:0c8d036eb937dbb568c6242fa598d551d88fb4399c0344d95c001980ec1c7d36", size = 11112765 },
-    { url = "https://files.pythonhosted.org/packages/70/95/d5cb2297a835b0f5fc9a77042b0a2d029866379091ab8b3f52cc62277808/scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:8634c4bd21a2a813e0a7e3900464e6d593162a29dd35d25bdf0103b3fce60ed5", size = 12643991 },
-    { url = "https://files.pythonhosted.org/packages/b7/91/ab3c697188f224d658969f678be86b0968ccc52774c8ab4a86a07be13c25/scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:775da975a471c4f6f467725dff0ced5c7ac7bda5e9316b260225b48475279a1b", size = 13497182 },
-    { url = "https://files.pythonhosted.org/packages/17/04/d5d556b6c88886c092cc989433b2bab62488e0f0dafe616a1d5c9cb0efb1/scikit_learn-1.6.1-cp310-cp310-win_amd64.whl", hash = "sha256:8a600c31592bd7dab31e1c61b9bbd6dea1b3433e67d264d17ce1017dbdce8002", size = 11125517 },
-    { url = "https://files.pythonhosted.org/packages/6c/2a/e291c29670795406a824567d1dfc91db7b699799a002fdaa452bceea8f6e/scikit_learn-1.6.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:72abc587c75234935e97d09aa4913a82f7b03ee0b74111dcc2881cba3c5a7b33", size = 12102620 },
-    { url = "https://files.pythonhosted.org/packages/25/92/ee1d7a00bb6b8c55755d4984fd82608603a3cc59959245068ce32e7fb808/scikit_learn-1.6.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:b3b00cdc8f1317b5f33191df1386c0befd16625f49d979fe77a8d44cae82410d", size = 11116234 },
-    { url = "https://files.pythonhosted.org/packages/30/cd/ed4399485ef364bb25f388ab438e3724e60dc218c547a407b6e90ccccaef/scikit_learn-1.6.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:dc4765af3386811c3ca21638f63b9cf5ecf66261cc4815c1db3f1e7dc7b79db2", size = 12592155 },
-    { url = "https://files.pythonhosted.org/packages/a8/f3/62fc9a5a659bb58a03cdd7e258956a5824bdc9b4bb3c5d932f55880be569/scikit_learn-1.6.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:25fc636bdaf1cc2f4a124a116312d837148b5e10872147bdaf4887926b8c03d8", size = 13497069 },
-    { url = "https://files.pythonhosted.org/packages/a1/a6/c5b78606743a1f28eae8f11973de6613a5ee87366796583fb74c67d54939/scikit_learn-1.6.1-cp311-cp311-win_amd64.whl", hash = "sha256:fa909b1a36e000a03c382aade0bd2063fd5680ff8b8e501660c0f59f021a6415", size = 11139809 },
-    { url = "https://files.pythonhosted.org/packages/0a/18/c797c9b8c10380d05616db3bfb48e2a3358c767affd0857d56c2eb501caa/scikit_learn-1.6.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:926f207c804104677af4857b2c609940b743d04c4c35ce0ddc8ff4f053cddc1b", size = 12104516 },
-    { url = "https://files.pythonhosted.org/packages/c4/b7/2e35f8e289ab70108f8cbb2e7a2208f0575dc704749721286519dcf35f6f/scikit_learn-1.6.1-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:2c2cae262064e6a9b77eee1c8e768fc46aa0b8338c6a8297b9b6759720ec0ff2", size = 11167837 },
-    { url = "https://files.pythonhosted.org/packages/a4/f6/ff7beaeb644bcad72bcfd5a03ff36d32ee4e53a8b29a639f11bcb65d06cd/scikit_learn-1.6.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1061b7c028a8663fb9a1a1baf9317b64a257fcb036dae5c8752b2abef31d136f", size = 12253728 },
-    { url = "https://files.pythonhosted.org/packages/29/7a/8bce8968883e9465de20be15542f4c7e221952441727c4dad24d534c6d99/scikit_learn-1.6.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2e69fab4ebfc9c9b580a7a80111b43d214ab06250f8a7ef590a4edf72464dd86", size = 13147700 },
-    { url = "https://files.pythonhosted.org/packages/62/27/585859e72e117fe861c2079bcba35591a84f801e21bc1ab85bce6ce60305/scikit_learn-1.6.1-cp312-cp312-win_amd64.whl", hash = "sha256:70b1d7e85b1c96383f872a519b3375f92f14731e279a7b4c6cfd650cf5dffc52", size = 11110613 },
-    { url = "https://files.pythonhosted.org/packages/2e/59/8eb1872ca87009bdcdb7f3cdc679ad557b992c12f4b61f9250659e592c63/scikit_learn-1.6.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2ffa1e9e25b3d93990e74a4be2c2fc61ee5af85811562f1288d5d055880c4322", size = 12010001 },
-    { url = "https://files.pythonhosted.org/packages/9d/05/f2fc4effc5b32e525408524c982c468c29d22f828834f0625c5ef3d601be/scikit_learn-1.6.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:dc5cf3d68c5a20ad6d571584c0750ec641cc46aeef1c1507be51300e6003a7e1", size = 11096360 },
-    { url = "https://files.pythonhosted.org/packages/c8/e4/4195d52cf4f113573fb8ebc44ed5a81bd511a92c0228889125fac2f4c3d1/scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c06beb2e839ecc641366000ca84f3cf6fa9faa1777e29cf0c04be6e4d096a348", size = 12209004 },
-    { url = "https://files.pythonhosted.org/packages/94/be/47e16cdd1e7fcf97d95b3cb08bde1abb13e627861af427a3651fcb80b517/scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e8ca8cb270fee8f1f76fa9bfd5c3507d60c6438bbee5687f81042e2bb98e5a97", size = 13171776 },
-    { url = "https://files.pythonhosted.org/packages/34/b0/ca92b90859070a1487827dbc672f998da95ce83edce1270fc23f96f1f61a/scikit_learn-1.6.1-cp313-cp313-win_amd64.whl", hash = "sha256:7a1c43c8ec9fde528d664d947dc4c0789be4077a3647f232869f41d9bf50e0fb", size = 11071865 },
-    { url = "https://files.pythonhosted.org/packages/12/ae/993b0fb24a356e71e9a894e42b8a9eec528d4c70217353a1cd7a48bc25d4/scikit_learn-1.6.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:a17c1dea1d56dcda2fac315712f3651a1fea86565b64b48fa1bc090249cbf236", size = 11955804 },
-    { url = "https://files.pythonhosted.org/packages/d6/54/32fa2ee591af44507eac86406fa6bba968d1eb22831494470d0a2e4a1eb1/scikit_learn-1.6.1-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:6a7aa5f9908f0f28f4edaa6963c0a6183f1911e63a69aa03782f0d924c830a35", size = 11100530 },
-    { url = "https://files.pythonhosted.org/packages/3f/58/55856da1adec655bdce77b502e94a267bf40a8c0b89f8622837f89503b5a/scikit_learn-1.6.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0650e730afb87402baa88afbf31c07b84c98272622aaba002559b614600ca691", size = 12433852 },
-    { url = "https://files.pythonhosted.org/packages/ff/4f/c83853af13901a574f8f13b645467285a48940f185b690936bb700a50863/scikit_learn-1.6.1-cp313-cp313t-win_amd64.whl", hash = "sha256:3f59fe08dc03ea158605170eb52b22a105f238a5d512c4470ddeca71feae8e5f", size = 11337256 },
+sdist = { url = "https://files.pythonhosted.org/packages/df/3b/29fa87e76b1d7b3b77cc1fcbe82e6e6b8cd704410705b008822de530277c/scikit_learn-1.7.0.tar.gz", hash = "sha256:c01e869b15aec88e2cdb73d27f15bdbe03bce8e2fb43afbe77c45d399e73a5a3", size = 7178217 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a4/70/e725b1da11e7e833f558eb4d3ea8b7ed7100edda26101df074f1ae778235/scikit_learn-1.7.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9fe7f51435f49d97bd41d724bb3e11eeb939882af9c29c931a8002c357e8cdd5", size = 11728006 },
+    { url = "https://files.pythonhosted.org/packages/32/aa/43874d372e9dc51eb361f5c2f0a4462915c9454563b3abb0d9457c66b7e9/scikit_learn-1.7.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:d0c93294e1e1acbee2d029b1f2a064f26bd928b284938d51d412c22e0c977eb3", size = 10726255 },
+    { url = "https://files.pythonhosted.org/packages/f5/1a/da73cc18e00f0b9ae89f7e4463a02fb6e0569778120aeab138d9554ecef0/scikit_learn-1.7.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bf3755f25f145186ad8c403312f74fb90df82a4dfa1af19dc96ef35f57237a94", size = 12205657 },
+    { url = "https://files.pythonhosted.org/packages/fb/f6/800cb3243dd0137ca6d98df8c9d539eb567ba0a0a39ecd245c33fab93510/scikit_learn-1.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2726c8787933add436fb66fb63ad18e8ef342dfb39bbbd19dc1e83e8f828a85a", size = 12877290 },
+    { url = "https://files.pythonhosted.org/packages/4c/bd/99c3ccb49946bd06318fe194a1c54fb7d57ac4fe1c2f4660d86b3a2adf64/scikit_learn-1.7.0-cp310-cp310-win_amd64.whl", hash = "sha256:e2539bb58886a531b6e86a510c0348afaadd25005604ad35966a85c2ec378800", size = 10713211 },
+    { url = "https://files.pythonhosted.org/packages/5a/42/c6b41711c2bee01c4800ad8da2862c0b6d2956a399d23ce4d77f2ca7f0c7/scikit_learn-1.7.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:8ef09b1615e1ad04dc0d0054ad50634514818a8eb3ee3dee99af3bffc0ef5007", size = 11719657 },
+    { url = "https://files.pythonhosted.org/packages/a3/24/44acca76449e391b6b2522e67a63c0454b7c1f060531bdc6d0118fb40851/scikit_learn-1.7.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:7d7240c7b19edf6ed93403f43b0fcb0fe95b53bc0b17821f8fb88edab97085ef", size = 10712636 },
+    { url = "https://files.pythonhosted.org/packages/9f/1b/fcad1ccb29bdc9b96bcaa2ed8345d56afb77b16c0c47bafe392cc5d1d213/scikit_learn-1.7.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:80bd3bd4e95381efc47073a720d4cbab485fc483966f1709f1fd559afac57ab8", size = 12242817 },
+    { url = "https://files.pythonhosted.org/packages/c6/38/48b75c3d8d268a3f19837cb8a89155ead6e97c6892bb64837183ea41db2b/scikit_learn-1.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9dbe48d69aa38ecfc5a6cda6c5df5abef0c0ebdb2468e92437e2053f84abb8bc", size = 12873961 },
+    { url = "https://files.pythonhosted.org/packages/f4/5a/ba91b8c57aa37dbd80d5ff958576a9a8c14317b04b671ae7f0d09b00993a/scikit_learn-1.7.0-cp311-cp311-win_amd64.whl", hash = "sha256:8fa979313b2ffdfa049ed07252dc94038def3ecd49ea2a814db5401c07f1ecfa", size = 10717277 },
+    { url = "https://files.pythonhosted.org/packages/70/3a/bffab14e974a665a3ee2d79766e7389572ffcaad941a246931c824afcdb2/scikit_learn-1.7.0-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:c2c7243d34aaede0efca7a5a96d67fddaebb4ad7e14a70991b9abee9dc5c0379", size = 11646758 },
+    { url = "https://files.pythonhosted.org/packages/58/d8/f3249232fa79a70cb40595282813e61453c1e76da3e1a44b77a63dd8d0cb/scikit_learn-1.7.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:9f39f6a811bf3f15177b66c82cbe0d7b1ebad9f190737dcdef77cfca1ea3c19c", size = 10673971 },
+    { url = "https://files.pythonhosted.org/packages/67/93/eb14c50533bea2f77758abe7d60a10057e5f2e2cdcf0a75a14c6bc19c734/scikit_learn-1.7.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:63017a5f9a74963d24aac7590287149a8d0f1a0799bbe7173c0d8ba1523293c0", size = 11818428 },
+    { url = "https://files.pythonhosted.org/packages/08/17/804cc13b22a8663564bb0b55fb89e661a577e4e88a61a39740d58b909efe/scikit_learn-1.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0b2f8a0b1e73e9a08b7cc498bb2aeab36cdc1f571f8ab2b35c6e5d1c7115d97d", size = 12505887 },
+    { url = "https://files.pythonhosted.org/packages/68/c7/4e956281a077f4835458c3f9656c666300282d5199039f26d9de1dabd9be/scikit_learn-1.7.0-cp312-cp312-win_amd64.whl", hash = "sha256:34cc8d9d010d29fb2b7cbcd5ccc24ffdd80515f65fe9f1e4894ace36b267ce19", size = 10668129 },
+    { url = "https://files.pythonhosted.org/packages/9a/c3/a85dcccdaf1e807e6f067fa95788a6485b0491d9ea44fd4c812050d04f45/scikit_learn-1.7.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:5b7974f1f32bc586c90145df51130e02267e4b7e77cab76165c76cf43faca0d9", size = 11559841 },
+    { url = "https://files.pythonhosted.org/packages/d8/57/eea0de1562cc52d3196eae51a68c5736a31949a465f0b6bb3579b2d80282/scikit_learn-1.7.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:014e07a23fe02e65f9392898143c542a50b6001dbe89cb867e19688e468d049b", size = 10616463 },
+    { url = "https://files.pythonhosted.org/packages/10/a4/39717ca669296dfc3a62928393168da88ac9d8cbec88b6321ffa62c6776f/scikit_learn-1.7.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e7e7ced20582d3a5516fb6f405fd1d254e1f5ce712bfef2589f51326af6346e8", size = 11766512 },
+    { url = "https://files.pythonhosted.org/packages/d5/cd/a19722241d5f7b51e08351e1e82453e0057aeb7621b17805f31fcb57bb6c/scikit_learn-1.7.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1babf2511e6ffd695da7a983b4e4d6de45dce39577b26b721610711081850906", size = 12461075 },
+    { url = "https://files.pythonhosted.org/packages/f3/bc/282514272815c827a9acacbe5b99f4f1a4bc5961053719d319480aee0812/scikit_learn-1.7.0-cp313-cp313-win_amd64.whl", hash = "sha256:5abd2acff939d5bd4701283f009b01496832d50ddafa83c90125a4e41c33e314", size = 10652517 },
+    { url = "https://files.pythonhosted.org/packages/ea/78/7357d12b2e4c6674175f9a09a3ba10498cde8340e622715bcc71e532981d/scikit_learn-1.7.0-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:e39d95a929b112047c25b775035c8c234c5ca67e681ce60d12413afb501129f7", size = 12111822 },
+    { url = "https://files.pythonhosted.org/packages/d0/0c/9c3715393343f04232f9d81fe540eb3831d0b4ec351135a145855295110f/scikit_learn-1.7.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:0521cb460426c56fee7e07f9365b0f45ec8ca7b2d696534ac98bfb85e7ae4775", size = 11325286 },
+    { url = "https://files.pythonhosted.org/packages/64/e0/42282ad3dd70b7c1a5f65c412ac3841f6543502a8d6263cae7b466612dc9/scikit_learn-1.7.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:317ca9f83acbde2883bd6bb27116a741bfcb371369706b4f9973cf30e9a03b0d", size = 12380865 },
+    { url = "https://files.pythonhosted.org/packages/4e/d0/3ef4ab2c6be4aa910445cd09c5ef0b44512e3de2cfb2112a88bb647d2cf7/scikit_learn-1.7.0-cp313-cp313t-win_amd64.whl", hash = "sha256:126c09740a6f016e815ab985b21e3a0656835414521c81fc1a8da78b679bdb75", size = 11549609 },
 ]
 
 [[package]]
@@ -2552,7 +2713,8 @@ name = "scipy"
 version = "1.15.3"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/0f/37/6964b830433e654ec7485e45a00fc9a27cf868d622838f6b6d9c5ec0d532/scipy-1.15.3.tar.gz", hash = "sha256:eae3cf522bc7df64b42cad3925c876e1b0b6c35c1337c93e12c0f366f55b0eaf", size = 59419214 }
 wheels = [
@@ -2618,11 +2780,11 @@ wheels = [
 
 [[package]]
 name = "setuptools"
-version = "80.8.0"
+version = "80.9.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/8d/d2/ec1acaaff45caed5c2dedb33b67055ba9d4e96b091094df90762e60135fe/setuptools-80.8.0.tar.gz", hash = "sha256:49f7af965996f26d43c8ae34539c8d99c5042fbff34302ea151eaa9c207cd257", size = 1319720 }
+sdist = { url = "https://files.pythonhosted.org/packages/18/5d/3bf57dcd21979b887f014ea83c24ae194cfcd12b9e0fda66b957c69d1fca/setuptools-80.9.0.tar.gz", hash = "sha256:f36b47402ecde768dbfafc46e8e4207b4360c654f1f3bb84475f0a28628fb19c", size = 1319958 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/58/29/93c53c098d301132196c3238c312825324740851d77a8500a2462c0fd888/setuptools-80.8.0-py3-none-any.whl", hash = "sha256:95a60484590d24103af13b686121328cc2736bee85de8936383111e421b9edc0", size = 1201470 },
+    { url = "https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl", hash = "sha256:062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922", size = 1201486 },
 ]
 
 [[package]]
@@ -2634,6 +2796,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274", size = 11050 },
 ]
 
+[[package]]
+name = "soupsieve"
+version = "2.7"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/3f/f4/4a80cd6ef364b2e8b65b15816a843c0980f7a5a2b4dc701fc574952aa19f/soupsieve-2.7.tar.gz", hash = "sha256:ad282f9b6926286d2ead4750552c8a6142bc4c783fd66b0293547c8fe6ae126a", size = 103418 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e7/9c/0e6afc12c269578be5c0c1c9f4b49a8d32770a080260c333ac04cc1c832d/soupsieve-2.7-py3-none-any.whl", hash = "sha256:6e60cc5c1ffaf1cebcc12e8188320b72071e922c2e897f737cadce79ad5d30c4", size = 36677 },
+]
+
 [[package]]
 name = "stack-data"
 version = "0.6.3"
@@ -2735,13 +2906,14 @@ wheels = [
 
 [[package]]
 name = "torch"
-version = "2.7.0"
+version = "2.7.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "filelock" },
     { name = "fsspec" },
     { name = "jinja2" },
-    { name = "networkx" },
+    { name = "networkx", version = "3.4.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "networkx", version = "3.5", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "nvidia-cublas-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
     { name = "nvidia-cuda-cupti-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
     { name = "nvidia-cuda-nvrtc-cu12", marker = "platform_machine == 'x86_64' and sys_platform == 'linux'" },
@@ -2762,45 +2934,45 @@ dependencies = [
     { name = "typing-extensions" },
 ]
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/46/c2/3fb87940fa160d956ee94d644d37b99a24b9c05a4222bf34f94c71880e28/torch-2.7.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:c9afea41b11e1a1ab1b258a5c31afbd646d6319042bfe4f231b408034b51128b", size = 99158447 },
-    { url = "https://files.pythonhosted.org/packages/cc/2c/91d1de65573fce563f5284e69d9c56b57289625cffbbb6d533d5d56c36a5/torch-2.7.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:0b9960183b6e5b71239a3e6c883d8852c304e691c0b2955f7045e8a6d05b9183", size = 865164221 },
-    { url = "https://files.pythonhosted.org/packages/7f/7e/1b1cc4e0e7cc2666cceb3d250eef47a205f0821c330392cf45eb08156ce5/torch-2.7.0-cp310-cp310-win_amd64.whl", hash = "sha256:2ad79d0d8c2a20a37c5df6052ec67c2078a2c4e9a96dd3a8b55daaff6d28ea29", size = 212521189 },
-    { url = "https://files.pythonhosted.org/packages/dc/0b/b2b83f30b8e84a51bf4f96aa3f5f65fdf7c31c591cc519310942339977e2/torch-2.7.0-cp310-none-macosx_11_0_arm64.whl", hash = "sha256:34e0168ed6de99121612d72224e59b2a58a83dae64999990eada7260c5dd582d", size = 68559462 },
-    { url = "https://files.pythonhosted.org/packages/40/da/7378d16cc636697f2a94f791cb496939b60fb8580ddbbef22367db2c2274/torch-2.7.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:2b7813e904757b125faf1a9a3154e1d50381d539ced34da1992f52440567c156", size = 99159397 },
-    { url = "https://files.pythonhosted.org/packages/0e/6b/87fcddd34df9f53880fa1f0c23af7b6b96c935856473faf3914323588c40/torch-2.7.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:fd5cfbb4c3bbadd57ad1b27d56a28008f8d8753733411a140fcfb84d7f933a25", size = 865183681 },
-    { url = "https://files.pythonhosted.org/packages/13/85/6c1092d4b06c3db1ed23d4106488750917156af0b24ab0a2d9951830b0e9/torch-2.7.0-cp311-cp311-win_amd64.whl", hash = "sha256:58df8d5c2eeb81305760282b5069ea4442791a6bbf0c74d9069b7b3304ff8a37", size = 212520100 },
-    { url = "https://files.pythonhosted.org/packages/aa/3f/85b56f7e2abcfa558c5fbf7b11eb02d78a4a63e6aeee2bbae3bb552abea5/torch-2.7.0-cp311-none-macosx_11_0_arm64.whl", hash = "sha256:0a8d43caa342b9986101ec5feb5bbf1d86570b5caa01e9cb426378311258fdde", size = 68569377 },
-    { url = "https://files.pythonhosted.org/packages/aa/5e/ac759f4c0ab7c01feffa777bd68b43d2ac61560a9770eeac074b450f81d4/torch-2.7.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:36a6368c7ace41ad1c0f69f18056020b6a5ca47bedaca9a2f3b578f5a104c26c", size = 99013250 },
-    { url = "https://files.pythonhosted.org/packages/9c/58/2d245b6f1ef61cf11dfc4aceeaacbb40fea706ccebac3f863890c720ab73/torch-2.7.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:15aab3e31c16feb12ae0a88dba3434a458874636f360c567caa6a91f6bfba481", size = 865042157 },
-    { url = "https://files.pythonhosted.org/packages/44/80/b353c024e6b624cd9ce1d66dcb9d24e0294680f95b369f19280e241a0159/torch-2.7.0-cp312-cp312-win_amd64.whl", hash = "sha256:f56d4b2510934e072bab3ab8987e00e60e1262fb238176168f5e0c43a1320c6d", size = 212482262 },
-    { url = "https://files.pythonhosted.org/packages/ee/8d/b2939e5254be932db1a34b2bd099070c509e8887e0c5a90c498a917e4032/torch-2.7.0-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:30b7688a87239a7de83f269333651d8e582afffce6f591fff08c046f7787296e", size = 68574294 },
-    { url = "https://files.pythonhosted.org/packages/14/24/720ea9a66c29151b315ea6ba6f404650834af57a26b2a04af23ec246b2d5/torch-2.7.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:868ccdc11798535b5727509480cd1d86d74220cfdc42842c4617338c1109a205", size = 99015553 },
-    { url = "https://files.pythonhosted.org/packages/4b/27/285a8cf12bd7cd71f9f211a968516b07dcffed3ef0be585c6e823675ab91/torch-2.7.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:9b52347118116cf3dff2ab5a3c3dd97c719eb924ac658ca2a7335652076df708", size = 865046389 },
-    { url = "https://files.pythonhosted.org/packages/74/c8/2ab2b6eadc45554af8768ae99668c5a8a8552e2012c7238ded7e9e4395e1/torch-2.7.0-cp313-cp313-win_amd64.whl", hash = "sha256:434cf3b378340efc87c758f250e884f34460624c0523fe5c9b518d205c91dd1b", size = 212490304 },
-    { url = "https://files.pythonhosted.org/packages/28/fd/74ba6fde80e2b9eef4237fe668ffae302c76f0e4221759949a632ca13afa/torch-2.7.0-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:edad98dddd82220465b106506bb91ee5ce32bd075cddbcf2b443dfaa2cbd83bf", size = 68856166 },
-    { url = "https://files.pythonhosted.org/packages/cb/b4/8df3f9fe6bdf59e56a0e538592c308d18638eb5f5dc4b08d02abb173c9f0/torch-2.7.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:2a885fc25afefb6e6eb18a7d1e8bfa01cc153e92271d980a49243b250d5ab6d9", size = 99091348 },
-    { url = "https://files.pythonhosted.org/packages/9d/f5/0bd30e9da04c3036614aa1b935a9f7e505a9e4f1f731b15e165faf8a4c74/torch-2.7.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:176300ff5bc11a5f5b0784e40bde9e10a35c4ae9609beed96b4aeb46a27f5fae", size = 865104023 },
-    { url = "https://files.pythonhosted.org/packages/d1/b7/2235d0c3012c596df1c8d39a3f4afc1ee1b6e318d469eda4c8bb68566448/torch-2.7.0-cp313-cp313t-win_amd64.whl", hash = "sha256:d0ca446a93f474985d81dc866fcc8dccefb9460a29a456f79d99c29a78a66993", size = 212750916 },
-    { url = "https://files.pythonhosted.org/packages/90/48/7e6477cf40d48cc0a61fa0d41ee9582b9a316b12772fcac17bc1a40178e7/torch-2.7.0-cp313-none-macosx_11_0_arm64.whl", hash = "sha256:27f5007bdf45f7bb7af7f11d1828d5c2487e030690afb3d89a651fd7036a390e", size = 68575074 },
+    { url = "https://files.pythonhosted.org/packages/6a/27/2e06cb52adf89fe6e020963529d17ed51532fc73c1e6d1b18420ef03338c/torch-2.7.1-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:a103b5d782af5bd119b81dbcc7ffc6fa09904c423ff8db397a1e6ea8fd71508f", size = 99089441 },
+    { url = "https://files.pythonhosted.org/packages/0a/7c/0a5b3aee977596459ec45be2220370fde8e017f651fecc40522fd478cb1e/torch-2.7.1-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:fe955951bdf32d182ee8ead6c3186ad54781492bf03d547d31771a01b3d6fb7d", size = 821154516 },
+    { url = "https://files.pythonhosted.org/packages/f9/91/3d709cfc5e15995fb3fe7a6b564ce42280d3a55676dad672205e94f34ac9/torch-2.7.1-cp310-cp310-win_amd64.whl", hash = "sha256:885453d6fba67d9991132143bf7fa06b79b24352f4506fd4d10b309f53454162", size = 216093147 },
+    { url = "https://files.pythonhosted.org/packages/92/f6/5da3918414e07da9866ecb9330fe6ffdebe15cb9a4c5ada7d4b6e0a6654d/torch-2.7.1-cp310-none-macosx_11_0_arm64.whl", hash = "sha256:d72acfdb86cee2a32c0ce0101606f3758f0d8bb5f8f31e7920dc2809e963aa7c", size = 68630914 },
+    { url = "https://files.pythonhosted.org/packages/11/56/2eae3494e3d375533034a8e8cf0ba163363e996d85f0629441fa9d9843fe/torch-2.7.1-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:236f501f2e383f1cb861337bdf057712182f910f10aeaf509065d54d339e49b2", size = 99093039 },
+    { url = "https://files.pythonhosted.org/packages/e5/94/34b80bd172d0072c9979708ccd279c2da2f55c3ef318eceec276ab9544a4/torch-2.7.1-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:06eea61f859436622e78dd0cdd51dbc8f8c6d76917a9cf0555a333f9eac31ec1", size = 821174704 },
+    { url = "https://files.pythonhosted.org/packages/50/9e/acf04ff375b0b49a45511c55d188bcea5c942da2aaf293096676110086d1/torch-2.7.1-cp311-cp311-win_amd64.whl", hash = "sha256:8273145a2e0a3c6f9fd2ac36762d6ee89c26d430e612b95a99885df083b04e52", size = 216095937 },
+    { url = "https://files.pythonhosted.org/packages/5b/2b/d36d57c66ff031f93b4fa432e86802f84991477e522adcdffd314454326b/torch-2.7.1-cp311-none-macosx_11_0_arm64.whl", hash = "sha256:aea4fc1bf433d12843eb2c6b2204861f43d8364597697074c8d38ae2507f8730", size = 68640034 },
+    { url = "https://files.pythonhosted.org/packages/87/93/fb505a5022a2e908d81fe9a5e0aa84c86c0d5f408173be71c6018836f34e/torch-2.7.1-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:27ea1e518df4c9de73af7e8a720770f3628e7f667280bce2be7a16292697e3fa", size = 98948276 },
+    { url = "https://files.pythonhosted.org/packages/56/7e/67c3fe2b8c33f40af06326a3d6ae7776b3e3a01daa8f71d125d78594d874/torch-2.7.1-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:c33360cfc2edd976c2633b3b66c769bdcbbf0e0b6550606d188431c81e7dd1fc", size = 821025792 },
+    { url = "https://files.pythonhosted.org/packages/a1/37/a37495502bc7a23bf34f89584fa5a78e25bae7b8da513bc1b8f97afb7009/torch-2.7.1-cp312-cp312-win_amd64.whl", hash = "sha256:d8bf6e1856ddd1807e79dc57e54d3335f2b62e6f316ed13ed3ecfe1fc1df3d8b", size = 216050349 },
+    { url = "https://files.pythonhosted.org/packages/3a/60/04b77281c730bb13460628e518c52721257814ac6c298acd25757f6a175c/torch-2.7.1-cp312-none-macosx_11_0_arm64.whl", hash = "sha256:787687087412c4bd68d315e39bc1223f08aae1d16a9e9771d95eabbb04ae98fb", size = 68645146 },
+    { url = "https://files.pythonhosted.org/packages/66/81/e48c9edb655ee8eb8c2a6026abdb6f8d2146abd1f150979ede807bb75dcb/torch-2.7.1-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:03563603d931e70722dce0e11999d53aa80a375a3d78e6b39b9f6805ea0a8d28", size = 98946649 },
+    { url = "https://files.pythonhosted.org/packages/3a/24/efe2f520d75274fc06b695c616415a1e8a1021d87a13c68ff9dce733d088/torch-2.7.1-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:d632f5417b6980f61404a125b999ca6ebd0b8b4bbdbb5fbbba44374ab619a412", size = 821033192 },
+    { url = "https://files.pythonhosted.org/packages/dd/d9/9c24d230333ff4e9b6807274f6f8d52a864210b52ec794c5def7925f4495/torch-2.7.1-cp313-cp313-win_amd64.whl", hash = "sha256:23660443e13995ee93e3d844786701ea4ca69f337027b05182f5ba053ce43b38", size = 216055668 },
+    { url = "https://files.pythonhosted.org/packages/95/bf/e086ee36ddcef9299f6e708d3b6c8487c1651787bb9ee2939eb2a7f74911/torch-2.7.1-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:0da4f4dba9f65d0d203794e619fe7ca3247a55ffdcbd17ae8fb83c8b2dc9b585", size = 68925988 },
+    { url = "https://files.pythonhosted.org/packages/69/6a/67090dcfe1cf9048448b31555af6efb149f7afa0a310a366adbdada32105/torch-2.7.1-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:e08d7e6f21a617fe38eeb46dd2213ded43f27c072e9165dc27300c9ef9570934", size = 99028857 },
+    { url = "https://files.pythonhosted.org/packages/90/1c/48b988870823d1cc381f15ec4e70ed3d65e043f43f919329b0045ae83529/torch-2.7.1-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:30207f672328a42df4f2174b8f426f354b2baa0b7cca3a0adb3d6ab5daf00dc8", size = 821098066 },
+    { url = "https://files.pythonhosted.org/packages/7b/eb/10050d61c9d5140c5dc04a89ed3257ef1a6b93e49dd91b95363d757071e0/torch-2.7.1-cp313-cp313t-win_amd64.whl", hash = "sha256:79042feca1c634aaf6603fe6feea8c6b30dfa140a6bbc0b973e2260c7e79a22e", size = 216336310 },
+    { url = "https://files.pythonhosted.org/packages/b1/29/beb45cdf5c4fc3ebe282bf5eafc8dfd925ead7299b3c97491900fe5ed844/torch-2.7.1-cp313-none-macosx_11_0_arm64.whl", hash = "sha256:988b0cbc4333618a1056d2ebad9eb10089637b659eb645434d0809d8d937b946", size = 68645708 },
 ]
 
 [[package]]
 name = "tornado"
-version = "6.5"
+version = "6.5.1"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/63/c4/bb3bd68b1b3cd30abc6411469875e6d32004397ccc4a3230479f86f86a73/tornado-6.5.tar.gz", hash = "sha256:c70c0a26d5b2d85440e4debd14a8d0b463a0cf35d92d3af05f5f1ffa8675c826", size = 508968 }
+sdist = { url = "https://files.pythonhosted.org/packages/51/89/c72771c81d25d53fe33e3dca61c233b665b2780f21820ba6fd2c6793c12b/tornado-6.5.1.tar.gz", hash = "sha256:84ceece391e8eb9b2b95578db65e920d2a61070260594819589609ba9bc6308c", size = 509934 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b0/7c/6526062801e4becb5a7511079c0b0f170a80d929d312042d5b5c4afad464/tornado-6.5-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:f81067dad2e4443b015368b24e802d0083fecada4f0a4572fdb72fc06e54a9a6", size = 441204 },
-    { url = "https://files.pythonhosted.org/packages/3f/ff/53d49f869a390ce68d4f98306b6f9ad5765c114ab27ef47d7c9bd05d1191/tornado-6.5-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:9ac1cbe1db860b3cbb251e795c701c41d343f06a96049d6274e7c77559117e41", size = 439373 },
-    { url = "https://files.pythonhosted.org/packages/4a/62/fdd9b12b95e4e2b7b8c21dfc306b0960b20b741e588318c13918cf52b868/tornado-6.5-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7c625b9d03f1fb4d64149c47d0135227f0434ebb803e2008040eb92906b0105a", size = 442935 },
-    { url = "https://files.pythonhosted.org/packages/46/00/0094bd1538cb8579f7a97330cb77f40c9b8042c71fb040e5daae439be1ae/tornado-6.5-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9a0d8d2309faf015903080fb5bdd969ecf9aa5ff893290845cf3fd5b2dd101bc", size = 442282 },
-    { url = "https://files.pythonhosted.org/packages/d8/fa/23bb108afb8197a55edd333fe26a3dad9341ce441337aad95cd06b025594/tornado-6.5-cp39-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:03576ab51e9b1677e4cdaae620d6700d9823568b7939277e4690fe4085886c55", size = 442515 },
-    { url = "https://files.pythonhosted.org/packages/dc/f2/c4d43d830578111b1826cf831fdbb8b2a10e3c4fccc4b774b69d818eb231/tornado-6.5-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:ab75fe43d0e1b3a5e3ceddb2a611cb40090dd116a84fc216a07a298d9e000471", size = 443192 },
-    { url = "https://files.pythonhosted.org/packages/92/c5/932cc6941f88336d70744b3fda420b9cb18684c034293a1c430a766b2ad9/tornado-6.5-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:119c03f440a832128820e87add8a175d211b7f36e7ee161c631780877c28f4fb", size = 442615 },
-    { url = "https://files.pythonhosted.org/packages/70/90/e831b7800ec9632d5eb6a0931b016b823efa963356cb1c215f035b6d5d2e/tornado-6.5-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:231f2193bb4c28db2bdee9e57bc6ca0cd491f345cd307c57d79613b058e807e0", size = 442592 },
-    { url = "https://files.pythonhosted.org/packages/71/ed/fe27371e79930559e9a90324727267ad5cf9479a2c897ff75ace1d3bec3d/tornado-6.5-cp39-abi3-win32.whl", hash = "sha256:fd20c816e31be1bbff1f7681f970bbbd0bb241c364220140228ba24242bcdc59", size = 443674 },
-    { url = "https://files.pythonhosted.org/packages/78/77/85fb3a93ef109f6de9a60acc6302f9761a3e7150a6c1b40e8a4a215db5fc/tornado-6.5-cp39-abi3-win_amd64.whl", hash = "sha256:007f036f7b661e899bd9ef3fa5f87eb2cb4d1b2e7d67368e778e140a2f101a7a", size = 444118 },
-    { url = "https://files.pythonhosted.org/packages/54/9a/3cc3969c733ddd4f5992b3d4ec15c9a2564192c7b1a239ba21c8f73f8af4/tornado-6.5-cp39-abi3-win_arm64.whl", hash = "sha256:542e380658dcec911215c4820654662810c06ad872eefe10def6a5e9b20e9633", size = 442874 },
+    { url = "https://files.pythonhosted.org/packages/77/89/f4532dee6843c9e0ebc4e28d4be04c67f54f60813e4bf73d595fe7567452/tornado-6.5.1-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:d50065ba7fd11d3bd41bcad0825227cc9a95154bad83239357094c36708001f7", size = 441948 },
+    { url = "https://files.pythonhosted.org/packages/15/9a/557406b62cffa395d18772e0cdcf03bed2fff03b374677348eef9f6a3792/tornado-6.5.1-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:9e9ca370f717997cb85606d074b0e5b247282cf5e2e1611568b8821afe0342d6", size = 440112 },
+    { url = "https://files.pythonhosted.org/packages/55/82/7721b7319013a3cf881f4dffa4f60ceff07b31b394e459984e7a36dc99ec/tornado-6.5.1-cp39-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b77e9dfa7ed69754a54c89d82ef746398be82f749df69c4d3abe75c4d1ff4888", size = 443672 },
+    { url = "https://files.pythonhosted.org/packages/7d/42/d11c4376e7d101171b94e03cef0cbce43e823ed6567ceda571f54cf6e3ce/tornado-6.5.1-cp39-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:253b76040ee3bab8bcf7ba9feb136436a3787208717a1fb9f2c16b744fba7331", size = 443019 },
+    { url = "https://files.pythonhosted.org/packages/7d/f7/0c48ba992d875521ac761e6e04b0a1750f8150ae42ea26df1852d6a98942/tornado-6.5.1-cp39-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:308473f4cc5a76227157cdf904de33ac268af770b2c5f05ca6c1161d82fdd95e", size = 443252 },
+    { url = "https://files.pythonhosted.org/packages/89/46/d8d7413d11987e316df4ad42e16023cd62666a3c0dfa1518ffa30b8df06c/tornado-6.5.1-cp39-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:caec6314ce8a81cf69bd89909f4b633b9f523834dc1a352021775d45e51d9401", size = 443930 },
+    { url = "https://files.pythonhosted.org/packages/78/b2/f8049221c96a06df89bed68260e8ca94beca5ea532ffc63b1175ad31f9cc/tornado-6.5.1-cp39-abi3-musllinux_1_2_i686.whl", hash = "sha256:13ce6e3396c24e2808774741331638ee6c2f50b114b97a55c5b442df65fd9692", size = 443351 },
+    { url = "https://files.pythonhosted.org/packages/76/ff/6a0079e65b326cc222a54720a748e04a4db246870c4da54ece4577bfa702/tornado-6.5.1-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:5cae6145f4cdf5ab24744526cc0f55a17d76f02c98f4cff9daa08ae9a217448a", size = 443328 },
+    { url = "https://files.pythonhosted.org/packages/49/18/e3f902a1d21f14035b5bc6246a8c0f51e0eef562ace3a2cea403c1fb7021/tornado-6.5.1-cp39-abi3-win32.whl", hash = "sha256:e0a36e1bc684dca10b1aa75a31df8bdfed656831489bc1e6a6ebed05dc1ec365", size = 444396 },
+    { url = "https://files.pythonhosted.org/packages/7b/09/6526e32bf1049ee7de3bebba81572673b19a2a8541f795d887e92af1a8bc/tornado-6.5.1-cp39-abi3-win_amd64.whl", hash = "sha256:908e7d64567cecd4c2b458075589a775063453aeb1d2a1853eedb806922f568b", size = 444840 },
+    { url = "https://files.pythonhosted.org/packages/55/a7/535c44c7bea4578e48281d83c615219f3ab19e6abc67625ef637c73987be/tornado-6.5.1-cp39-abi3-win_arm64.whl", hash = "sha256:02420a0eb7bf617257b9935e2b754d1b63897525d8a289c9d65690d580b4dcf7", size = 443596 },
 ]
 
 [[package]]
@@ -2826,12 +2998,13 @@ wheels = [
 
 [[package]]
 name = "transformers"
-version = "4.52.2"
+version = "4.52.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "filelock" },
     { name = "huggingface-hub" },
-    { name = "numpy" },
+    { name = "numpy", version = "2.2.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.11'" },
+    { name = "numpy", version = "2.3.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.11'" },
     { name = "packaging" },
     { name = "pyyaml" },
     { name = "regex" },
@@ -2840,24 +3013,24 @@ dependencies = [
     { name = "tokenizers" },
     { name = "tqdm" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ad/31/779c82f55eee0b66164259a78c5bbf29badacb5f4651b35dfb51c843e6cd/transformers-4.52.2.tar.gz", hash = "sha256:fc86139b95ae273d98dae9dee54693296f2c4f3b1a1325cc3c2d1e65fb503c12", size = 8955077 }
+sdist = { url = "https://files.pythonhosted.org/packages/da/a9/275037087f9d846580b02f2d7cae0e0a6955d46f84583d0151d6227bd416/transformers-4.52.4.tar.gz", hash = "sha256:aff3764441c1adc192a08dba49740d3cbbcb72d850586075aed6bd89b98203e6", size = 8945376 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/7d/0d/f6b21bcb1d1c16c477983cbedcc34dda5727ec14a02dc1b84930f1ecd97d/transformers-4.52.2-py3-none-any.whl", hash = "sha256:d419a87a185097fc162a61f01287b54d5445a9940345ecc5fd06fb74565bd234", size = 10460206 },
+    { url = "https://files.pythonhosted.org/packages/96/f2/25b27b396af03d5b64e61976b14f7209e2939e9e806c10749b6d277c273e/transformers-4.52.4-py3-none-any.whl", hash = "sha256:203f5c19416d5877e36e88633943761719538a25d9775977a24fe77a1e5adfc7", size = 10460375 },
 ]
 
 [[package]]
 name = "triton"
-version = "3.3.0"
+version = "3.3.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "setuptools" },
 ]
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/76/04/d54d3a6d077c646624dc9461b0059e23fd5d30e0dbe67471e3654aec81f9/triton-3.3.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:fad99beafc860501d7fcc1fb7045d9496cbe2c882b1674640304949165a916e7", size = 156441993 },
-    { url = "https://files.pythonhosted.org/packages/3c/c5/4874a81131cc9e934d88377fbc9d24319ae1fb540f3333b4e9c696ebc607/triton-3.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3161a2bf073d6b22c4e2f33f951f3e5e3001462b2570e6df9cd57565bdec2984", size = 156528461 },
-    { url = "https://files.pythonhosted.org/packages/11/53/ce18470914ab6cfbec9384ee565d23c4d1c55f0548160b1c7b33000b11fd/triton-3.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b68c778f6c4218403a6bd01be7484f6dc9e20fe2083d22dd8aef33e3b87a10a3", size = 156504509 },
-    { url = "https://files.pythonhosted.org/packages/7d/74/4bf2702b65e93accaa20397b74da46fb7a0356452c1bb94dbabaf0582930/triton-3.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:47bc87ad66fa4ef17968299acacecaab71ce40a238890acc6ad197c3abe2b8f1", size = 156516468 },
-    { url = "https://files.pythonhosted.org/packages/0a/93/f28a696fa750b9b608baa236f8225dd3290e5aff27433b06143adc025961/triton-3.3.0-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ce4700fc14032af1e049005ae94ba908e71cd6c2df682239aed08e49bc71b742", size = 156580729 },
+    { url = "https://files.pythonhosted.org/packages/8d/a9/549e51e9b1b2c9b854fd761a1d23df0ba2fbc60bd0c13b489ffa518cfcb7/triton-3.3.1-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b74db445b1c562844d3cfad6e9679c72e93fdfb1a90a24052b03bb5c49d1242e", size = 155600257 },
+    { url = "https://files.pythonhosted.org/packages/21/2f/3e56ea7b58f80ff68899b1dbe810ff257c9d177d288c6b0f55bf2fe4eb50/triton-3.3.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b31e3aa26f8cb3cc5bf4e187bf737cbacf17311e1112b781d4a059353dfd731b", size = 155689937 },
+    { url = "https://files.pythonhosted.org/packages/24/5f/950fb373bf9c01ad4eb5a8cd5eaf32cdf9e238c02f9293557a2129b9c4ac/triton-3.3.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9999e83aba21e1a78c1f36f21bce621b77bcaa530277a50484a7cb4a822f6e43", size = 155669138 },
+    { url = "https://files.pythonhosted.org/packages/74/1f/dfb531f90a2d367d914adfee771babbd3f1a5b26c3f5fbc458dee21daa78/triton-3.3.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b89d846b5a4198317fec27a5d3a609ea96b6d557ff44b56c23176546023c4240", size = 155673035 },
+    { url = "https://files.pythonhosted.org/packages/28/71/bd20ffcb7a64c753dc2463489a61bf69d531f308e390ad06390268c4ea04/triton-3.3.1-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a3198adb9d78b77818a5388bff89fa72ff36f9da0bc689db2f0a651a67ce6a42", size = 155735832 },
 ]
 
 [[package]]
@@ -2882,11 +3055,11 @@ wheels = [
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.2"
+version = "4.14.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/f6/37/23083fcd6e35492953e8d2aaaa68b860eb422b34627b13f2ce3eb6106061/typing_extensions-4.13.2.tar.gz", hash = "sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef", size = 106967 }
+sdist = { url = "https://files.pythonhosted.org/packages/d1/bc/51647cd02527e87d05cb083ccc402f93e441606ff1f01739a62c8ad09ba5/typing_extensions-4.14.0.tar.gz", hash = "sha256:8676b788e32f02ab42d9e7c61324048ae4c6d844a399eebace3d4979d75ceef4", size = 107423 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/8b/54/b1ae86c0973cc6f0210b53d508ca3641fb6d0c56823f288d108bc7ab3cc8/typing_extensions-4.13.2-py3-none-any.whl", hash = "sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c", size = 45806 },
+    { url = "https://files.pythonhosted.org/packages/69/e0/552843e0d356fbb5256d21449fa957fa4eff3bbc135a74a691ee70c7c5da/typing_extensions-4.14.0-py3-none-any.whl", hash = "sha256:a1514509136dd0b477638fc68d6a91497af5076466ad0fa6c338e44e359944af", size = 43839 },
 ]
 
 [[package]]
@@ -3049,9 +3222,9 @@ wheels = [
 
 [[package]]
 name = "zipp"
-version = "3.21.0"
+version = "3.23.0"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/3f/50/bad581df71744867e9468ebd0bcd6505de3b275e06f202c2cb016e3ff56f/zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4", size = 24545 }
+sdist = { url = "https://files.pythonhosted.org/packages/e3/02/0f2892c661036d50ede074e376733dca2ae7c6eb617489437771209d4180/zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166", size = 25547 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b7/1a/7e4798e9339adc931158c9d69ecc34f5e6791489d469f5e50ec15e35f458/zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931", size = 9630 },
+    { url = "https://files.pythonhosted.org/packages/2e/54/647ade08bf0db230bfea292f893923872fd20be6ac6f53b2b936ba839d75/zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e", size = 10276 },
 ]