Chore(deps): Bump the small-changes group across 1 directory with 8 updates (#10481)

Bumps the small-changes group with 8 updates in the / directory:

| Package | From | To |
| --- | --- | --- |
| [channels](https://github.com/django/channels) | `4.2.2` | `4.3.0` |
| [channels-redis](https://github.com/django/channels_redis) | `4.2.1` | `4.3.0` |
| [scikit-learn](https://github.com/scikit-learn/scikit-learn) | `1.7.0` | `1.7.1` |
| [mkdocs-material](https://github.com/squidfunk/mkdocs-material) | `9.6.15` | `9.6.16` |
| [pytest](https://github.com/pytest-dev/pytest) | `8.3.5` | `8.4.1` |
| [pytest-cov](https://github.com/pytest-dev/pytest-cov) | `6.0.0` | `6.2.1` |
| [pre-commit](https://github.com/pre-commit/pre-commit) | `4.1.0` | `4.2.0` |
| [ruff](https://github.com/astral-sh/ruff) | `0.12.2` | `0.12.7` |

Updates `channels` from 4.2.2 to 4.3.0
- [Changelog](https://github.com/django/channels/blob/main/CHANGELOG.txt)
- [Commits](https://github.com/django/channels/compare/4.2.2...4.3.0)

Updates `channels-redis` from 4.2.1 to 4.3.0
- [Changelog](https://github.com/django/channels_redis/blob/main/CHANGELOG.txt)
- [Commits](https://github.com/django/channels_redis/compare/4.2.1...4.3.0)

Updates `scikit-learn` from 1.7.0 to 1.7.1
- [Release notes](https://github.com/scikit-learn/scikit-learn/releases)
- [Commits](https://github.com/scikit-learn/scikit-learn/compare/1.7.0...1.7.1)

Updates `mkdocs-material` from 9.6.15 to 9.6.16
- [Release notes](https://github.com/squidfunk/mkdocs-material/releases)
- [Changelog](https://github.com/squidfunk/mkdocs-material/blob/master/CHANGELOG)
- [Commits](https://github.com/squidfunk/mkdocs-material/compare/9.6.15...9.6.16)

Updates `pytest` from 8.3.5 to 8.4.1
- [Release notes](https://github.com/pytest-dev/pytest/releases)
- [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest/compare/8.3.5...8.4.1)

Updates `pytest-cov` from 6.0.0 to 6.2.1
- [Changelog](https://github.com/pytest-dev/pytest-cov/blob/master/CHANGELOG.rst)
- [Commits](https://github.com/pytest-dev/pytest-cov/compare/v6.0.0...v6.2.1)

Updates `pre-commit` from 4.1.0 to 4.2.0
- [Release notes](https://github.com/pre-commit/pre-commit/releases)
- [Changelog](https://github.com/pre-commit/pre-commit/blob/main/CHANGELOG.md)
- [Commits](https://github.com/pre-commit/pre-commit/compare/v4.1.0...v4.2.0)

Updates `ruff` from 0.12.2 to 0.12.7
- [Release notes](https://github.com/astral-sh/ruff/releases)
- [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md)
- [Commits](https://github.com/astral-sh/ruff/compare/0.12.2...0.12.7)

---
updated-dependencies:
- dependency-name: channels
  dependency-version: 4.3.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: small-changes
- dependency-name: channels-redis
  dependency-version: 4.3.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: small-changes
- dependency-name: scikit-learn
  dependency-version: 1.7.1
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: small-changes
- dependency-name: mkdocs-material
  dependency-version: 9.6.16
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: small-changes
- dependency-name: pytest
  dependency-version: 8.4.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: small-changes
- dependency-name: pytest-cov
  dependency-version: 6.2.1
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: small-changes
- dependency-name: pre-commit
  dependency-version: 4.2.0
  dependency-type: direct:production
  update-type: version-update:semver-minor
  dependency-group: small-changes
- dependency-name: ruff
  dependency-version: 0.12.7
  dependency-type: direct:production
  update-type: version-update:semver-patch
  dependency-group: small-changes
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

diff --git a/pyproject.toml b/pyproject.toml
index ad22ce6146498981666b4efec38642877d87ca4c..45edf60620b8ceb73eee90fa96aeb7b2342b8a52 100644 (file)
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -99,8 +99,8 @@ testing = [
   "daphne",
   "factory-boy~=3.3.1",
   "imagehash",
-  "pytest~=8.3.3",
-  "pytest-cov~=6.0.0",
+  "pytest~=8.4.1",
+  "pytest-cov~=6.2.1",
   "pytest-django~=4.10.0",
   "pytest-env",
   "pytest-httpx",
@@ -111,7 +111,7 @@ testing = [
 ]
 
 lint = [
-  "pre-commit~=4.1.0",
+  "pre-commit~=4.2.0",
   "pre-commit-uv~=4.1.3",
   "ruff~=0.12.2",
 ]

diff --git a/uv.lock b/uv.lock
index ee5ecced287e66e7c61d27ae8954988a5760254c..79e73b6c73bc0c915c5f60878eb50bd5266a1c3a 100644 (file)
--- a/uv.lock
+++ b/uv.lock
@@ -41,14 +41,14 @@ wheels = [
 
 [[package]]
 name = "asgiref"
-version = "3.8.1"
+version = "3.9.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "typing-extensions", marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux')" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/29/38/b3395cc9ad1b56d2ddac9970bc8f4141312dbaec28bc7c218b0dfafd0f42/asgiref-3.8.1.tar.gz", hash = "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590", size = 35186, upload-time = "2024-03-22T14:39:36.863Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/90/61/0aa957eec22ff70b830b22ff91f825e70e1ef732c06666a805730f28b36b/asgiref-3.9.1.tar.gz", hash = "sha256:a5ab6582236218e5ef1648f242fd9f10626cfd4de8dc377db215d5d5098e3142", size = 36870, upload-time = "2025-07-08T09:07:43.344Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/39/e3/893e8757be2612e6c266d9bb58ad2e3651524b5b40cf56761e985a28b13e/asgiref-3.8.1-py3-none-any.whl", hash = "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47", size = 23828, upload-time = "2024-03-22T14:39:34.521Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/3c/0464dcada90d5da0e71018c04a140ad6349558afb30b3051b4264cc5b965/asgiref-3.9.1-py3-none-any.whl", hash = "sha256:f3bba7092a48005b5f5bacd747d36ee4a5a61f4a269a6df590b43144355ebd2c", size = 23790, upload-time = "2025-07-08T09:07:41.548Z" },
 ]
 
 [[package]]
@@ -312,20 +312,20 @@ wheels = [
 
 [[package]]
 name = "channels"
-version = "4.2.2"
+version = "4.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "asgiref", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "django", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/16/d6/049f93c3c96a88265a52f85da91d2635279261bbd4a924b45caa43b8822e/channels-4.2.2.tar.gz", hash = "sha256:8d7208e48ab8fdb972aaeae8311ce920637d97656ffc7ae5eca4f93f84bcd9a0", size = 26647, upload-time = "2025-03-30T14:59:20.35Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/72/04/6768c7a887f9c593c4d49f99130c8aec4ea06e750bc17c306b689f6caf3b/channels-4.3.0.tar.gz", hash = "sha256:7db32c61dcd88eada1647e6c6f6ad2eb724b75d4852eeff26ad1c51ccd1a37f7", size = 26816, upload-time = "2025-07-28T13:52:50.334Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/cc/bf/4799809715225d19928147d59fda0d3a4129da055b59a9b3e35aa6223f52/channels-4.2.2-py3-none-any.whl", hash = "sha256:ff36a6e1576cacf40bcdc615fa7aece7a709fc4fdd2dc87f2971f4061ffdaa81", size = 31048, upload-time = "2025-03-30T14:59:18.969Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/59/0866202ee593e1b0dab0b472ebb8169e1b2b7886ad3008d193da2bbe10cb/channels-4.3.0-py3-none-any.whl", hash = "sha256:0497f3affb95e621b37d6bae1b6a5d9e8e1e1221007a2566f280091cf30ffcce", size = 31238, upload-time = "2025-07-28T13:52:49.117Z" },
 ]
 
 [[package]]
 name = "channels-redis"
-version = "4.2.1"
+version = "4.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "asgiref", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
@@ -333,9 +333,9 @@ dependencies = [
     { name = "msgpack", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "redis", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/c7/6d/c379c9feea4522cbdb4eba9b3d23a6270ba8cbd94e847b21834d898109d6/channels_redis-4.2.1.tar.gz", hash = "sha256:8375e81493e684792efe6e6eca60ef3d7782ef76c6664057d2e5c31e80d636dd", size = 31152, upload-time = "2024-11-15T12:58:49.836Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ab/69/fd3407ad407a80e72ca53850eb7a4c306273e67d5bbb71a86d0e6d088439/channels_redis-4.3.0.tar.gz", hash = "sha256:740ee7b54f0e28cf2264a940a24453d3f00526a96931f911fcb69228ef245dd2", size = 31440, upload-time = "2025-07-22T13:48:46.087Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/a6/aa/981d08ae9627c3b9d8dd150f0fe644122a351abc1f47bcf53d2bfff80d91/channels_redis-4.2.1-py3-none-any.whl", hash = "sha256:2ca33105b3a04b5a327a9c47dd762b546f30b76a0cd3f3f593a23d91d346b6f4", size = 20487, upload-time = "2024-11-15T12:58:47.847Z" },
+    { url = "https://files.pythonhosted.org/packages/df/fe/b7224a401ad227b263e5ba84753ffb5a88df048f3b15efd2797903543ce4/channels_redis-4.3.0-py3-none-any.whl", hash = "sha256:48f3e902ae2d5fef7080215524f3b4a1d3cea4e304150678f867a1a822c0d9f5", size = 20641, upload-time = "2025-07-22T13:48:44.545Z" },
 ]
 
 [[package]]
@@ -1662,7 +1662,7 @@ wheels = [
 
 [[package]]
 name = "mkdocs-material"
-version = "9.6.15"
+version = "9.6.16"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "babel", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
@@ -1677,9 +1677,9 @@ dependencies = [
     { name = "pymdown-extensions", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "requests", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/95/c1/f804ba2db2ddc2183e900befe7dad64339a34fa935034e1ab405289d0a97/mkdocs_material-9.6.15.tar.gz", hash = "sha256:64adf8fa8dba1a17905b6aee1894a5aafd966d4aeb44a11088519b0f5ca4f1b5", size = 3951836, upload-time = "2025-07-01T10:14:15.671Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/dd/84/aec27a468c5e8c27689c71b516fb5a0d10b8fca45b9ad2dd9d6e43bc4296/mkdocs_material-9.6.16.tar.gz", hash = "sha256:d07011df4a5c02ee0877496d9f1bfc986cfb93d964799b032dd99fe34c0e9d19", size = 4028828, upload-time = "2025-07-26T15:53:47.542Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/1d/30/dda19f0495a9096b64b6b3c07c4bfcff1c76ee0fc521086d53593f18b4c0/mkdocs_material-9.6.15-py3-none-any.whl", hash = "sha256:ac969c94d4fe5eb7c924b6d2f43d7db41159ea91553d18a9afc4780c34f2717a", size = 8716840, upload-time = "2025-07-01T10:14:13.18Z" },
+    { url = "https://files.pythonhosted.org/packages/65/f4/90ad67125b4dd66e7884e4dbdfab82e3679eb92b751116f8bb25ccfe2f0c/mkdocs_material-9.6.16-py3-none-any.whl", hash = "sha256:8d1a1282b892fe1fdf77bfeb08c485ba3909dd743c9ba69a19a40f637c6ec18c", size = 9223743, upload-time = "2025-07-26T15:53:44.236Z" },
 ]
 
 [[package]]
@@ -2111,10 +2111,10 @@ dev = [
     { name = "imagehash" },
     { name = "mkdocs-glightbox", specifier = "~=0.4.0" },
     { name = "mkdocs-material", specifier = "~=9.6.4" },
-    { name = "pre-commit", specifier = "~=4.1.0" },
+    { name = "pre-commit", specifier = "~=4.2.0" },
     { name = "pre-commit-uv", specifier = "~=4.1.3" },
-    { name = "pytest", specifier = "~=8.3.3" },
-    { name = "pytest-cov", specifier = "~=6.0.0" },
+    { name = "pytest", specifier = "~=8.4.1" },
+    { name = "pytest-cov", specifier = "~=6.2.1" },
     { name = "pytest-django", specifier = "~=4.10.0" },
     { name = "pytest-env" },
     { name = "pytest-httpx" },
@@ -2129,7 +2129,7 @@ docs = [
     { name = "mkdocs-material", specifier = "~=9.6.4" },
 ]
 lint = [
-    { name = "pre-commit", specifier = "~=4.1.0" },
+    { name = "pre-commit", specifier = "~=4.2.0" },
     { name = "pre-commit-uv", specifier = "~=4.1.3" },
     { name = "ruff", specifier = "~=0.12.2" },
 ]
@@ -2137,8 +2137,8 @@ testing = [
     { name = "daphne" },
     { name = "factory-boy", specifier = "~=3.3.1" },
     { name = "imagehash" },
-    { name = "pytest", specifier = "~=8.3.3" },
-    { name = "pytest-cov", specifier = "~=6.0.0" },
+    { name = "pytest", specifier = "~=8.4.1" },
+    { name = "pytest-cov", specifier = "~=6.2.1" },
     { name = "pytest-django", specifier = "~=4.10.0" },
     { name = "pytest-env" },
     { name = "pytest-httpx" },
@@ -2367,7 +2367,7 @@ wheels = [
 
 [[package]]
 name = "pre-commit"
-version = "4.1.0"
+version = "4.2.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cfgv", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
@@ -2376,9 +2376,9 @@ dependencies = [
     { name = "pyyaml", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "virtualenv", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/2a/13/b62d075317d8686071eb843f0bb1f195eb332f48869d3c31a4c6f1e063ac/pre_commit-4.1.0.tar.gz", hash = "sha256:ae3f018575a588e30dfddfab9a05448bfbd6b73d78709617b5a2b853549716d4", size = 193330, upload-time = "2025-01-20T18:31:48.681Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/08/39/679ca9b26c7bb2999ff122d50faa301e49af82ca9c066ec061cfbc0c6784/pre_commit-4.2.0.tar.gz", hash = "sha256:601283b9757afd87d40c4c4a9b2b5de9637a8ea02eaff7adc2d0fb4e04841146", size = 193424, upload-time = "2025-03-18T21:35:20.987Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/43/b3/df14c580d82b9627d173ceea305ba898dca135feb360b6d84019d0803d3b/pre_commit-4.1.0-py2.py3-none-any.whl", hash = "sha256:d29e7cb346295bcc1cc75fc3e92e343495e3ea0196c9ec6ba53f49f10ab6ae7b", size = 220560, upload-time = "2025-01-20T18:31:47.319Z" },
+    { url = "https://files.pythonhosted.org/packages/88/74/a88bf1b1efeae488a0c0b7bdf71429c313722d1fc0f377537fbe554e6180/pre_commit-4.2.0-py2.py3-none-any.whl", hash = "sha256:a009ca7205f1eb497d10b845e52c838a98b6cdd2102a6c8e4540e94ee75c58bd", size = 220707, upload-time = "2025-03-18T21:35:19.343Z" },
 ]
 
 [[package]]
@@ -2547,31 +2547,33 @@ wheels = [
 
 [[package]]
 name = "pytest"
-version = "8.3.5"
+version = "8.4.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "exceptiongroup", marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux')" },
     { name = "iniconfig", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "packaging", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "pluggy", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+    { name = "pygments", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "tomli", marker = "(python_full_version < '3.11' and sys_platform == 'darwin') or (python_full_version < '3.11' and sys_platform == 'linux')" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/ae/3c/c9d525a414d506893f0cd8a8d0de7706446213181570cdbd766691164e40/pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845", size = 1450891, upload-time = "2025-03-02T12:54:54.503Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/08/ba/45911d754e8eba3d5a841a5ce61a65a685ff1798421ac054f85aa8747dfb/pytest-8.4.1.tar.gz", hash = "sha256:7c67fd69174877359ed9371ec3af8a3d2b04741818c51e5e99cc1742251fa93c", size = 1517714, upload-time = "2025-06-18T05:48:06.109Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/30/3d/64ad57c803f1fa1e963a7946b6e0fea4a70df53c1a7fed304586539c2bac/pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820", size = 343634, upload-time = "2025-03-02T12:54:52.069Z" },
+    { url = "https://files.pythonhosted.org/packages/29/16/c8a903f4c4dffe7a12843191437d7cd8e32751d5de349d45d3fe69544e87/pytest-8.4.1-py3-none-any.whl", hash = "sha256:539c70ba6fcead8e78eebbf1115e8b589e7565830d7d006a8723f19ac8a0afb7", size = 365474, upload-time = "2025-06-18T05:48:03.955Z" },
 ]
 
 [[package]]
 name = "pytest-cov"
-version = "6.0.0"
+version = "6.2.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "coverage", extra = ["toml"], marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
+    { name = "pluggy", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "pytest", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/be/45/9b538de8cef30e17c7b45ef42f538a94889ed6a16f2387a6c89e73220651/pytest-cov-6.0.0.tar.gz", hash = "sha256:fde0b595ca248bb8e2d76f020b465f3b107c9632e6a1d1705f17834c89dcadc0", size = 66945, upload-time = "2024-10-29T20:13:35.363Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/18/99/668cade231f434aaa59bbfbf49469068d2ddd945000621d3d165d2e7dd7b/pytest_cov-6.2.1.tar.gz", hash = "sha256:25cc6cc0a5358204b8108ecedc51a9b57b34cc6b8c967cc2c01a4e00d8a67da2", size = 69432, upload-time = "2025-06-12T10:47:47.684Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/36/3b/48e79f2cd6a61dbbd4807b4ed46cb564b4fd50a76166b1c4ea5c1d9e2371/pytest_cov-6.0.0-py3-none-any.whl", hash = "sha256:eee6f1b9e61008bd34975a4d5bab25801eb31898b032dd55addc93e96fcaaa35", size = 22949, upload-time = "2024-10-29T20:13:33.215Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/16/4ea354101abb1287856baa4af2732be351c7bee728065aed451b678153fd/pytest_cov-6.2.1-py3-none-any.whl", hash = "sha256:f5bc4c23f42f1cdd23c70b1dab1bbaef4fc505ba950d53e0081d0730dd7e86d5", size = 24644, upload-time = "2025-06-12T10:47:45.932Z" },
 ]
 
 [[package]]
@@ -3100,29 +3102,29 @@ wheels = [
 
 [[package]]
 name = "ruff"
-version = "0.12.2"
+version = "0.12.7"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/6c/3d/d9a195676f25d00dbfcf3cf95fdd4c685c497fcfa7e862a44ac5e4e96480/ruff-0.12.2.tar.gz", hash = "sha256:d7b4f55cd6f325cb7621244f19c873c565a08aff5a4ba9c69aa7355f3f7afd3e", size = 4432239, upload-time = "2025-07-03T16:40:19.566Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/a1/81/0bd3594fa0f690466e41bd033bdcdf86cba8288345ac77ad4afbe5ec743a/ruff-0.12.7.tar.gz", hash = "sha256:1fc3193f238bc2d7968772c82831a4ff69252f673be371fb49663f0068b7ec71", size = 5197814, upload-time = "2025-07-29T22:32:35.877Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/74/b6/2098d0126d2d3318fd5bec3ad40d06c25d377d95749f7a0c5af17129b3b1/ruff-0.12.2-py3-none-linux_armv6l.whl", hash = "sha256:093ea2b221df1d2b8e7ad92fc6ffdca40a2cb10d8564477a987b44fd4008a7be", size = 10369761, upload-time = "2025-07-03T16:39:38.847Z" },
-    { url = "https://files.pythonhosted.org/packages/b1/4b/5da0142033dbe155dc598cfb99262d8ee2449d76920ea92c4eeb9547c208/ruff-0.12.2-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:09e4cf27cc10f96b1708100fa851e0daf21767e9709e1649175355280e0d950e", size = 11155659, upload-time = "2025-07-03T16:39:42.294Z" },
-    { url = "https://files.pythonhosted.org/packages/3e/21/967b82550a503d7c5c5c127d11c935344b35e8c521f52915fc858fb3e473/ruff-0.12.2-py3-none-macosx_11_0_arm64.whl", hash = "sha256:8ae64755b22f4ff85e9c52d1f82644abd0b6b6b6deedceb74bd71f35c24044cc", size = 10537769, upload-time = "2025-07-03T16:39:44.75Z" },
-    { url = "https://files.pythonhosted.org/packages/33/91/00cff7102e2ec71a4890fb7ba1803f2cdb122d82787c7d7cf8041fe8cbc1/ruff-0.12.2-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3eb3a6b2db4d6e2c77e682f0b988d4d61aff06860158fdb413118ca133d57922", size = 10717602, upload-time = "2025-07-03T16:39:47.652Z" },
-    { url = "https://files.pythonhosted.org/packages/9b/eb/928814daec4e1ba9115858adcda44a637fb9010618721937491e4e2283b8/ruff-0.12.2-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:73448de992d05517170fc37169cbca857dfeaeaa8c2b9be494d7bcb0d36c8f4b", size = 10198772, upload-time = "2025-07-03T16:39:49.641Z" },
-    { url = "https://files.pythonhosted.org/packages/50/fa/f15089bc20c40f4f72334f9145dde55ab2b680e51afb3b55422effbf2fb6/ruff-0.12.2-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3b8b94317cbc2ae4a2771af641739f933934b03555e51515e6e021c64441532d", size = 11845173, upload-time = "2025-07-03T16:39:52.069Z" },
-    { url = "https://files.pythonhosted.org/packages/43/9f/1f6f98f39f2b9302acc161a4a2187b1e3a97634fe918a8e731e591841cf4/ruff-0.12.2-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:45fc42c3bf1d30d2008023a0a9a0cfb06bf9835b147f11fe0679f21ae86d34b1", size = 12553002, upload-time = "2025-07-03T16:39:54.551Z" },
-    { url = "https://files.pythonhosted.org/packages/d8/70/08991ac46e38ddd231c8f4fd05ef189b1b94be8883e8c0c146a025c20a19/ruff-0.12.2-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ce48f675c394c37e958bf229fb5c1e843e20945a6d962cf3ea20b7a107dcd9f4", size = 12171330, upload-time = "2025-07-03T16:39:57.55Z" },
-    { url = "https://files.pythonhosted.org/packages/88/a9/5a55266fec474acfd0a1c73285f19dd22461d95a538f29bba02edd07a5d9/ruff-0.12.2-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:793d8859445ea47591272021a81391350205a4af65a9392401f418a95dfb75c9", size = 11774717, upload-time = "2025-07-03T16:39:59.78Z" },
-    { url = "https://files.pythonhosted.org/packages/87/e5/0c270e458fc73c46c0d0f7cf970bb14786e5fdb88c87b5e423a4bd65232b/ruff-0.12.2-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6932323db80484dda89153da3d8e58164d01d6da86857c79f1961934354992da", size = 11646659, upload-time = "2025-07-03T16:40:01.934Z" },
-    { url = "https://files.pythonhosted.org/packages/b7/b6/45ab96070c9752af37f0be364d849ed70e9ccede07675b0ec4e3ef76b63b/ruff-0.12.2-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:6aa7e623a3a11538108f61e859ebf016c4f14a7e6e4eba1980190cacb57714ce", size = 10604012, upload-time = "2025-07-03T16:40:04.363Z" },
-    { url = "https://files.pythonhosted.org/packages/86/91/26a6e6a424eb147cc7627eebae095cfa0b4b337a7c1c413c447c9ebb72fd/ruff-0.12.2-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:2a4a20aeed74671b2def096bdf2eac610c7d8ffcbf4fb0e627c06947a1d7078d", size = 10176799, upload-time = "2025-07-03T16:40:06.514Z" },
-    { url = "https://files.pythonhosted.org/packages/f5/0c/9f344583465a61c8918a7cda604226e77b2c548daf8ef7c2bfccf2b37200/ruff-0.12.2-py3-none-musllinux_1_2_i686.whl", hash = "sha256:71a4c550195612f486c9d1f2b045a600aeba851b298c667807ae933478fcef04", size = 11241507, upload-time = "2025-07-03T16:40:08.708Z" },
-    { url = "https://files.pythonhosted.org/packages/1c/b7/99c34ded8fb5f86c0280278fa89a0066c3760edc326e935ce0b1550d315d/ruff-0.12.2-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:4987b8f4ceadf597c927beee65a5eaf994c6e2b631df963f86d8ad1bdea99342", size = 11717609, upload-time = "2025-07-03T16:40:10.836Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/d2/6cb35e9c85e7a91e8d22ab32ae07ac39cc34a71f1009a6f9e4a2a019e602/ruff-0.12.7-py3-none-linux_armv6l.whl", hash = "sha256:76e4f31529899b8c434c3c1dede98c4483b89590e15fb49f2d46183801565303", size = 11852189, upload-time = "2025-07-29T22:31:41.281Z" },
+    { url = "https://files.pythonhosted.org/packages/63/5b/a4136b9921aa84638f1a6be7fb086f8cad0fde538ba76bda3682f2599a2f/ruff-0.12.7-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:789b7a03e72507c54fb3ba6209e4bb36517b90f1a3569ea17084e3fd295500fb", size = 12519389, upload-time = "2025-07-29T22:31:54.265Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/c9/3e24a8472484269b6b1821794141f879c54645a111ded4b6f58f9ab0705f/ruff-0.12.7-py3-none-macosx_11_0_arm64.whl", hash = "sha256:2e1c2a3b8626339bb6369116e7030a4cf194ea48f49b64bb505732a7fce4f4e3", size = 11743384, upload-time = "2025-07-29T22:31:59.575Z" },
+    { url = "https://files.pythonhosted.org/packages/26/7c/458dd25deeb3452c43eaee853c0b17a1e84169f8021a26d500ead77964fd/ruff-0.12.7-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:32dec41817623d388e645612ec70d5757a6d9c035f3744a52c7b195a57e03860", size = 11943759, upload-time = "2025-07-29T22:32:01.95Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/8b/658798472ef260ca050e400ab96ef7e85c366c39cf3dfbef4d0a46a528b6/ruff-0.12.7-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:47ef751f722053a5df5fa48d412dbb54d41ab9b17875c6840a58ec63ff0c247c", size = 11654028, upload-time = "2025-07-29T22:32:04.367Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/86/9c2336f13b2a3326d06d39178fd3448dcc7025f82514d1b15816fe42bfe8/ruff-0.12.7-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a828a5fc25a3efd3e1ff7b241fd392686c9386f20e5ac90aa9234a5faa12c423", size = 13225209, upload-time = "2025-07-29T22:32:06.952Z" },
+    { url = "https://files.pythonhosted.org/packages/76/69/df73f65f53d6c463b19b6b312fd2391dc36425d926ec237a7ed028a90fc1/ruff-0.12.7-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:5726f59b171111fa6a69d82aef48f00b56598b03a22f0f4170664ff4d8298efb", size = 14182353, upload-time = "2025-07-29T22:32:10.053Z" },
+    { url = "https://files.pythonhosted.org/packages/58/1e/de6cda406d99fea84b66811c189b5ea139814b98125b052424b55d28a41c/ruff-0.12.7-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:74e6f5c04c4dd4aba223f4fe6e7104f79e0eebf7d307e4f9b18c18362124bccd", size = 13631555, upload-time = "2025-07-29T22:32:12.644Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/ae/625d46d5164a6cc9261945a5e89df24457dc8262539ace3ac36c40f0b51e/ruff-0.12.7-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5d0bfe4e77fba61bf2ccadf8cf005d6133e3ce08793bbe870dd1c734f2699a3e", size = 12667556, upload-time = "2025-07-29T22:32:15.312Z" },
+    { url = "https://files.pythonhosted.org/packages/55/bf/9cb1ea5e3066779e42ade8d0cd3d3b0582a5720a814ae1586f85014656b6/ruff-0.12.7-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:06bfb01e1623bf7f59ea749a841da56f8f653d641bfd046edee32ede7ff6c606", size = 12939784, upload-time = "2025-07-29T22:32:17.69Z" },
+    { url = "https://files.pythonhosted.org/packages/55/7f/7ead2663be5627c04be83754c4f3096603bf5e99ed856c7cd29618c691bd/ruff-0.12.7-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:e41df94a957d50083fd09b916d6e89e497246698c3f3d5c681c8b3e7b9bb4ac8", size = 11771356, upload-time = "2025-07-29T22:32:20.134Z" },
+    { url = "https://files.pythonhosted.org/packages/17/40/a95352ea16edf78cd3a938085dccc55df692a4d8ba1b3af7accbe2c806b0/ruff-0.12.7-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:4000623300563c709458d0ce170c3d0d788c23a058912f28bbadc6f905d67afa", size = 11612124, upload-time = "2025-07-29T22:32:22.645Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/74/633b04871c669e23b8917877e812376827c06df866e1677f15abfadc95cb/ruff-0.12.7-py3-none-musllinux_1_2_i686.whl", hash = "sha256:69ffe0e5f9b2cf2b8e289a3f8945b402a1b19eff24ec389f45f23c42a3dd6fb5", size = 12479945, upload-time = "2025-07-29T22:32:24.765Z" },
+    { url = "https://files.pythonhosted.org/packages/be/34/c3ef2d7799c9778b835a76189c6f53c179d3bdebc8c65288c29032e03613/ruff-0.12.7-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:a07a5c8ffa2611a52732bdc67bf88e243abd84fe2d7f6daef3826b59abbfeda4", size = 12998677, upload-time = "2025-07-29T22:32:27.022Z" },
 ]
 
 [[package]]
 name = "scikit-learn"
-version = "1.7.0"
+version = "1.7.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "joblib", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
@@ -3130,27 +3132,28 @@ dependencies = [
     { name = "scipy", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
     { name = "threadpoolctl", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/df/3b/29fa87e76b1d7b3b77cc1fcbe82e6e6b8cd704410705b008822de530277c/scikit_learn-1.7.0.tar.gz", hash = "sha256:c01e869b15aec88e2cdb73d27f15bdbe03bce8e2fb43afbe77c45d399e73a5a3", size = 7178217, upload-time = "2025-06-05T22:02:46.703Z" }
-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, upload-time = "2025-06-05T22:01:43.007Z" },
-    { 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, upload-time = "2025-06-05T22:01:46.082Z" },
-    { 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, upload-time = "2025-06-05T22:01:48.729Z" },
-    { 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, upload-time = "2025-06-05T22:01:51.073Z" },
-    { 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, upload-time = "2025-06-05T22:01:56.345Z" },
-    { 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, upload-time = "2025-06-05T22:01:59.093Z" },
-    { 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, upload-time = "2025-06-05T22:02:01.43Z" },
-    { 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, upload-time = "2025-06-05T22:02:03.951Z" },
-    { 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, upload-time = "2025-06-05T22:02:09.51Z" },
-    { 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, upload-time = "2025-06-05T22:02:12.217Z" },
-    { 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, upload-time = "2025-06-05T22:02:14.947Z" },
-    { 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, upload-time = "2025-06-05T22:02:17.824Z" },
-    { 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, upload-time = "2025-06-05T22:02:23.308Z" },
-    { 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, upload-time = "2025-06-05T22:02:26.068Z" },
-    { 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, upload-time = "2025-06-05T22:02:28.689Z" },
-    { 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, upload-time = "2025-06-05T22:02:31.233Z" },
-    { 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, upload-time = "2025-06-05T22:02:36.904Z" },
-    { 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, upload-time = "2025-06-05T22:02:39.739Z" },
-    { 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, upload-time = "2025-06-05T22:02:42.137Z" },
+sdist = { url = "https://files.pythonhosted.org/packages/41/84/5f4af978fff619706b8961accac84780a6d298d82a8873446f72edb4ead0/scikit_learn-1.7.1.tar.gz", hash = "sha256:24b3f1e976a4665aa74ee0fcaac2b8fccc6ae77c8e07ab25da3ba6d3292b9802", size = 7190445, upload-time = "2025-07-18T08:01:54.5Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/74/88/0dd5be14ef19f2d80a77780be35a33aa94e8a3b3223d80bee8892a7832b4/scikit_learn-1.7.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:406204dd4004f0517f0b23cf4b28c6245cbd51ab1b6b78153bc784def214946d", size = 9338868, upload-time = "2025-07-18T08:01:00.25Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/52/3056b6adb1ac58a0bc335fc2ed2fcf599974d908855e8cb0ca55f797593c/scikit_learn-1.7.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:16af2e44164f05d04337fd1fc3ae7c4ea61fd9b0d527e22665346336920fe0e1", size = 8655943, upload-time = "2025-07-18T08:01:02.974Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/a4/e488acdece6d413f370a9589a7193dac79cd486b2e418d3276d6ea0b9305/scikit_learn-1.7.1-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:2f2e78e56a40c7587dea9a28dc4a49500fa2ead366869418c66f0fd75b80885c", size = 9652056, upload-time = "2025-07-18T08:01:04.978Z" },
+    { url = "https://files.pythonhosted.org/packages/18/41/bceacec1285b94eb9e4659b24db46c23346d7e22cf258d63419eb5dec6f7/scikit_learn-1.7.1-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b62b76ad408a821475b43b7bb90a9b1c9a4d8d125d505c2df0539f06d6e631b1", size = 9473691, upload-time = "2025-07-18T08:01:07.006Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/bd/a23177930abd81b96daffa30ef9c54ddbf544d3226b8788ce4c3ef1067b4/scikit_learn-1.7.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:90c8494ea23e24c0fb371afc474618c1019dc152ce4a10e4607e62196113851b", size = 9334838, upload-time = "2025-07-18T08:01:11.239Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/a1/d3a7628630a711e2ac0d1a482910da174b629f44e7dd8cfcd6924a4ef81a/scikit_learn-1.7.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:bb870c0daf3bf3be145ec51df8ac84720d9972170786601039f024bf6d61a518", size = 8651241, upload-time = "2025-07-18T08:01:13.234Z" },
+    { url = "https://files.pythonhosted.org/packages/26/92/85ec172418f39474c1cd0221d611345d4f433fc4ee2fc68e01f524ccc4e4/scikit_learn-1.7.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:40daccd1b5623f39e8943ab39735cadf0bdce80e67cdca2adcb5426e987320a8", size = 9718677, upload-time = "2025-07-18T08:01:15.649Z" },
+    { url = "https://files.pythonhosted.org/packages/df/ce/abdb1dcbb1d2b66168ec43b23ee0cee356b4cc4100ddee3943934ebf1480/scikit_learn-1.7.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:30d1f413cfc0aa5a99132a554f1d80517563c34a9d3e7c118fde2d273c6fe0f7", size = 9511189, upload-time = "2025-07-18T08:01:18.013Z" },
+    { url = "https://files.pythonhosted.org/packages/cb/16/57f176585b35ed865f51b04117947fe20f130f78940c6477b6d66279c9c2/scikit_learn-1.7.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:3cee419b49b5bbae8796ecd690f97aa412ef1674410c23fc3257c6b8b85b8087", size = 9260431, upload-time = "2025-07-18T08:01:22.77Z" },
+    { url = "https://files.pythonhosted.org/packages/67/4e/899317092f5efcab0e9bc929e3391341cec8fb0e816c4789686770024580/scikit_learn-1.7.1-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:2fd8b8d35817b0d9ebf0b576f7d5ffbbabdb55536b0655a8aaae629d7ffd2e1f", size = 8637191, upload-time = "2025-07-18T08:01:24.731Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/1b/998312db6d361ded1dd56b457ada371a8d8d77ca2195a7d18fd8a1736f21/scikit_learn-1.7.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:588410fa19a96a69763202f1d6b7b91d5d7a5d73be36e189bc6396bfb355bd87", size = 9486346, upload-time = "2025-07-18T08:01:26.713Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/09/a2aa0b4e644e5c4ede7006748f24e72863ba2ae71897fecfd832afea01b4/scikit_learn-1.7.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e3142f0abe1ad1d1c31a2ae987621e41f6b578144a911ff4ac94781a583adad7", size = 9290988, upload-time = "2025-07-18T08:01:28.938Z" },
+    { url = "https://files.pythonhosted.org/packages/52/f8/e0533303f318a0f37b88300d21f79b6ac067188d4824f1047a37214ab718/scikit_learn-1.7.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b7839687fa46d02e01035ad775982f2470be2668e13ddd151f0f55a5bf123bae", size = 9213143, upload-time = "2025-07-18T08:01:32.942Z" },
+    { url = "https://files.pythonhosted.org/packages/71/f3/f1df377d1bdfc3e3e2adc9c119c238b182293e6740df4cbeac6de2cc3e23/scikit_learn-1.7.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:a10f276639195a96c86aa572ee0698ad64ee939a7b042060b98bd1930c261d10", size = 8591977, upload-time = "2025-07-18T08:01:34.967Z" },
+    { url = "https://files.pythonhosted.org/packages/99/72/c86a4cd867816350fe8dee13f30222340b9cd6b96173955819a5561810c5/scikit_learn-1.7.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:13679981fdaebc10cc4c13c43344416a86fcbc61449cb3e6517e1df9d12c8309", size = 9436142, upload-time = "2025-07-18T08:01:37.397Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/66/277967b29bd297538dc7a6ecfb1a7dce751beabd0d7f7a2233be7a4f7832/scikit_learn-1.7.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:4f1262883c6a63f067a980a8cdd2d2e7f2513dddcef6a9eaada6416a7a7cbe43", size = 9282996, upload-time = "2025-07-18T08:01:39.721Z" },
+    { url = "https://files.pythonhosted.org/packages/61/95/45726819beccdaa34d3362ea9b2ff9f2b5d3b8bf721bd632675870308ceb/scikit_learn-1.7.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:781674d096303cfe3d351ae6963ff7c958db61cde3421cd490e3a5a58f2a94ae", size = 9561466, upload-time = "2025-07-18T08:01:44.195Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/1c/6f4b3344805de783d20a51eb24d4c9ad4b11a7f75c1801e6ec6d777361fd/scikit_learn-1.7.1-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:10679f7f125fe7ecd5fad37dd1aa2daae7e3ad8df7f3eefa08901b8254b3e12c", size = 9040467, upload-time = "2025-07-18T08:01:46.671Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/80/abe18fe471af9f1d181904203d62697998b27d9b62124cd281d740ded2f9/scikit_learn-1.7.1-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1f812729e38c8cb37f760dce71a9b83ccfb04f59b3dca7c6079dcdc60544fa9e", size = 9532052, upload-time = "2025-07-18T08:01:48.676Z" },
+    { url = "https://files.pythonhosted.org/packages/14/82/b21aa1e0c4cee7e74864d3a5a721ab8fcae5ca55033cb6263dca297ed35b/scikit_learn-1.7.1-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:88e1a20131cf741b84b89567e1717f27a2ced228e0f29103426102bc2e3b8ef7", size = 9361575, upload-time = "2025-07-18T08:01:50.639Z" },
 ]
 
 [[package]]