From 450ce696781a9d8190b6458d683425d3b1b5bec2 Mon Sep 17 00:00:00 2001 From: Akmal Soliev Date: Sun, 19 Jan 2025 22:27:38 +0100 Subject: [PATCH] NEW: Column Type check validation Requires documentation, still need to write --- docs/source/ValidationCatalogue.rst | 14 + .../test_TypesValidation/test_type_check.py | 228 +++++++++++ uv.lock | 359 +++++++++--------- validoopsie/base/base_validation_wrapper.py | 19 +- validoopsie/types/__init__.py | 1 - validoopsie/typing/__init__.py | 75 ++++ validoopsie/validate.py | 2 +- validoopsie/validate.pyi | 47 ++- .../TypeValidation/__init__.py | 5 + .../TypeValidation/type_check.py | 132 +++++++ 10 files changed, 696 insertions(+), 186 deletions(-) create mode 100644 tests/test_validation_catalogue/test_TypesValidation/test_type_check.py delete mode 100644 validoopsie/types/__init__.py create mode 100644 validoopsie/typing/__init__.py create mode 100644 validoopsie/validation_catalogue/TypeValidation/__init__.py create mode 100644 validoopsie/validation_catalogue/TypeValidation/type_check.py diff --git a/docs/source/ValidationCatalogue.rst b/docs/source/ValidationCatalogue.rst index 7b9f9cb..0f9d648 100644 --- a/docs/source/ValidationCatalogue.rst +++ b/docs/source/ValidationCatalogue.rst @@ -29,6 +29,20 @@ String Validation :undoc-members: :show-inheritance: +Type Validation +--------------- +.. automodule:: validoopsie.validation_catalogue.TypeValidation + :members: + :undoc-members: + :show-inheritance: + +Unique Validation +----------------- +.. automodule:: validoopsie.validation_catalogue.UniqueValidation + :members: + :undoc-members: + :show-inheritance: + Values Validation ----------------- .. automodule:: validoopsie.validation_catalogue.ValuesValidation diff --git a/tests/test_validation_catalogue/test_TypesValidation/test_type_check.py b/tests/test_validation_catalogue/test_TypesValidation/test_type_check.py new file mode 100644 index 0000000..e522aa5 --- /dev/null +++ b/tests/test_validation_catalogue/test_TypesValidation/test_type_check.py @@ -0,0 +1,228 @@ +from __future__ import annotations + +from datetime import date, datetime, timedelta + +import pytest +from narwhals.dtypes import Boolean, Date, Datetime, Duration, List, String +from narwhals.typing import Frame + +from tests.utils.create_frames import create_frame_fixture +from validoopsie import Validate +from validoopsie.typing import FloatType, IntType +from validoopsie.validation_catalogue.TypeValidation import TypeCheck + + +@create_frame_fixture +def sample_data() -> dict[str, list]: + return { + "IntType": [ + 1, + -15, + 32, + 64, + 128, + ], # Example data for Int8, Int16, Int32, Int64, Int128 + "FloatType": [ + 1.23, + -45.67, + 0.01, + 3.14159, + 2.71828, + ], # Example data for Float32, Float64, Decimal + "String": ["hello", "world", "narwhals", "data", "type"], # Example strings + "Boolean": [True, False, True, False, True], # Example booleans + "UIntType": [ + 0, + 15, + 32, + 64, + 128, + ], # Example unsigned integers (UInt8, UInt16, UInt32, UInt64, UInt128) + "CategoryType": ["A", "B", "C", "A", "B"], # Example categorical data + "ObjectType": [ + {"key1": "value1"}, + {"key2": "value2"}, + {}, + {"key3": "value3"}, + {"key4": "value4"}, + ], # Example objects + "EnumType": [ + "Red", + "Green", + "Blue", + "Yellow", + "Black", + ], # Example enumeration values + "List": [[1, 2, 3], [4, 5], [], [6], [7, 8]], # Example arrays/lists + "Datetime": [ + datetime(2023, 1, 1, 10, 0), + datetime(2023, 6, 15, 15, 30), + datetime(2023, 12, 31, 23, 59), + datetime(2024, 1, 1), + datetime(2024, 11, 11, 11, 11), + ], # Example datetimes + "Date": [ + date(2023, 1, 1), + date(2023, 6, 15), + date(2023, 12, 31), + date(2024, 1, 1), + date(2024, 11, 11), + ], # Example dates + "Duration": [ + timedelta(days=1), # Duration of 1 day + timedelta(days=2), # Duration of 2 days + timedelta(days=3), # Duration of 3 days + timedelta(hours=4), # Duration of 4 hours + timedelta(minutes=5), # Duration of 5 minutes + ], # Example durations + } + + +# Unit Tests +def test_type_check_success_single_column(sample_data: Frame) -> None: + ds = TypeCheck("IntType", IntType) + result = ds.__execute_check__(frame=sample_data) + assert result["result"]["status"] == "Success" + + +def test_type_check_failure_single_column(sample_data: Frame) -> None: + ds = TypeCheck("IntType", FloatType) + result = ds.__execute_check__(frame=sample_data) + assert result["result"]["status"] == "Fail" + + +def test_date_check_success_single_column( + sample_data: Frame, + request: pytest.FixtureRequest, +) -> None: + if request.node.callspec.id == "pandas": + pytest.skip("Pandas does not support Date type") + ds = TypeCheck("Date", Date) + result = ds.__execute_check__(frame=sample_data) + assert result["result"]["status"] == "Success" + + +def test_type_check_success_multiple_columns(sample_data: Frame) -> None: + frame_schema_definition = { + "IntType": IntType, + "FloatType": FloatType, + "String": String, + "Boolean": Boolean, + } + ds = TypeCheck(frame_schema_definition=frame_schema_definition) + result = ds.__execute_check__(frame=sample_data) + assert result["result"]["status"] == "Success" + + +def test_type_check_failure_multiple_columns(sample_data: Frame) -> None: + frame_schema_definition = { + "IntType": IntType, + "FloatType": FloatType, + "String": FloatType, + } + ds = TypeCheck(None, None, frame_schema_definition=frame_schema_definition) + result = ds.__execute_check__(frame=sample_data) + assert result["result"]["status"] == "Fail" + assert result["result"]["failing items"][0] == "String" + + +def test_type_check_threshold_success(sample_data: Frame) -> None: + frame_schema_definition = { + "IntType": IntType, + "FloatType": FloatType, + "String": String, + "Boolean": Boolean, + "Date": Date, + "Duration": Duration, + "List": List, + } + ds = TypeCheck( + None, + None, + frame_schema_definition=frame_schema_definition, + threshold=0.75, + ) + result = ds.__execute_check__(frame=sample_data) + assert result["result"]["status"] == "Success" + + +def test_type_check_threshold_failure(sample_data: Frame) -> None: + frame_schema_definition = { + "IntType": FloatType, # Intentional error + "FloatType": String, # Intentional error + "String": FloatType, # Intentional error + "Boolean": Boolean, + } + ds = TypeCheck( + None, + None, + frame_schema_definition=frame_schema_definition, + threshold=0.20, # only 20% of columns can fail + ) + result = ds.__execute_check__(frame=sample_data) + assert result["result"]["status"] == "Fail" + + +# Integration Tests + + +def test_type_check_integration_success(sample_data: Frame) -> None: + vd = Validate(sample_data) + vd.TypeValidation.TypeCheck("IntType", IntType) + result = vd.validate().results + key = list(vd.results.keys())[-1] + assert result[key]["result"]["status"] == "Success" + + +def test_type_check_integration_failure_high_impact(sample_data: Frame) -> None: + vd = Validate(sample_data) + vd.TypeValidation.TypeCheck("IntType", FloatType, impact="high") + with pytest.raises(ValueError): + vd.validate() + + +def test_type_check_integration_failure_low_impact(sample_data: Frame) -> None: + vd = Validate(sample_data) + vd.TypeValidation.TypeCheck("IntType", FloatType, impact="low") + result = vd.validate().results + key = list(vd.results.keys())[-1] + assert result[key]["result"]["status"] == "Fail" + + +def test_type_check_integration_threshold_success(sample_data: Frame) -> None: + vd = Validate(sample_data) + frame_schema_definition = { + "IntType": IntType, + "FloatType": FloatType, + "Boolean": Boolean, + "String": String, + "Date": Date, + "Duration": Duration, + } + vd.TypeValidation.TypeCheck( + None, + None, + frame_schema_definition=frame_schema_definition, + threshold=0.8, + ) + result = vd.validate().results + key = list(vd.results.keys())[-1] + assert result[key]["result"]["status"] == "Success" + + +def test_type_check_integration_threshold_failure(sample_data: Frame) -> None: + vd = Validate(sample_data) + frame_schema_definition = { + "IntType": FloatType, # Intentional error + "FloatType": String, # Intentional error + "Boolean": Boolean, + "String": FloatType, # Intentional error + "Date": Datetime, # Intentional mismatch + } + vd.TypeValidation.TypeCheck( + frame_schema_definition=frame_schema_definition, + impact="high", + ) + + with pytest.raises(ValueError): + vd.validate() diff --git a/uv.lock b/uv.lock index 0fb039b..0449640 100644 --- a/uv.lock +++ b/uv.lock @@ -367,11 +367,11 @@ wheels = [ [[package]] name = "cloudpickle" -version = "3.1.0" +version = "3.1.1" source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/97/c7/f746cadd08c4c08129215cf1b984b632f9e579fc781301e63da9e85c76c1/cloudpickle-3.1.0.tar.gz", hash = "sha256:81a929b6e3c7335c863c771d673d105f02efdb89dfaba0c90495d1c64796601b", size = 66155 } +sdist = { url = "https://files.pythonhosted.org/packages/52/39/069100b84d7418bc358d81669d5748efb14b9cceacd2f9c75f550424132f/cloudpickle-3.1.1.tar.gz", hash = "sha256:b216fa8ae4019d5482a8ac3c95d8f6346115d8835911fd4aefd1a445e4242c64", size = 22113 } wheels = [ - { url = "https://files.pythonhosted.org/packages/48/41/e1d85ca3cab0b674e277c8c4f678cf66a91cd2cecf93df94353a606fe0db/cloudpickle-3.1.0-py3-none-any.whl", hash = "sha256:fe11acda67f61aaaec473e3afe030feb131d78a43461b718185363384f1ba12e", size = 22021 }, + { url = "https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl", hash = "sha256:c8c5a44295039331ee9dad40ba100a9c7297b6f988e50e87ccdf3765a668350e", size = 20992 }, ] [[package]] @@ -448,7 +448,7 @@ wheels = [ [[package]] name = "dask" -version = "2024.12.1" +version = "2025.1.0" source = { registry = "https://pypi.org/simple" } resolution-markers = [ "python_full_version >= '3.12'", @@ -465,9 +465,9 @@ dependencies = [ { name = "pyyaml", marker = "python_full_version >= '3.10'" }, { name = "toolz", marker = "python_full_version >= '3.10'" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/b6/19/1d1e57c0fa24dfd241bbec46d4b70c37ec15e8071a7e06d43d327c8dafbb/dask-2024.12.1.tar.gz", hash = "sha256:bac809af21c2dd7eb06827bccbfc612504f3ee6435580e548af912828f823195", size = 10693689 } +sdist = { url = "https://files.pythonhosted.org/packages/ff/41/43eb54e0f6d1ba971d5adcad8f0862b327af6a2041aa134acbcec630ad43/dask-2025.1.0.tar.gz", hash = "sha256:bb807586ff20f0f59f3d36fe34eb4a95f75a1aae2a775b521de6dd53727d2063", size = 10758681 } wheels = [ - { url = "https://files.pythonhosted.org/packages/6d/5a/cdc78a77bb1c7290fd1ccfe6001437f99a2af63e28343299abd09336236e/dask-2024.12.1-py3-none-any.whl", hash = "sha256:1f32acddf1a6994e3af6734756f0a92467c47050bc29f3555bb9b140420e8e19", size = 1269300 }, + { url = "https://files.pythonhosted.org/packages/91/a0/016d956a3fec193e3a5b466ca912944669c18dccc736b64a9e28ccdcc5f7/dask-2025.1.0-py3-none-any.whl", hash = "sha256:db86220c8d19bdf464cbe11a87a2c8f5d537acf586bb02eed6d61a302af5c2fd", size = 1371235 }, ] [[package]] @@ -481,31 +481,31 @@ wheels = [ [[package]] name = "debugpy" -version = "1.8.11" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/bc/e7/666f4c9b0e24796af50aadc28d36d21c2e01e831a934535f956e09b3650c/debugpy-1.8.11.tar.gz", hash = "sha256:6ad2688b69235c43b020e04fecccdf6a96c8943ca9c2fb340b8adc103c655e57", size = 1640124 } -wheels = [ - { url = "https://files.pythonhosted.org/packages/26/e6/4cf7422eaa591b4c7d6a9fde224095dac25283fdd99d90164f28714242b0/debugpy-1.8.11-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:2b26fefc4e31ff85593d68b9022e35e8925714a10ab4858fb1b577a8a48cb8cd", size = 2075100 }, - { url = "https://files.pythonhosted.org/packages/83/3a/e163de1df5995d95760a4d748b02fbefb1c1bf19e915b664017c40435dbf/debugpy-1.8.11-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:61bc8b3b265e6949855300e84dc93d02d7a3a637f2aec6d382afd4ceb9120c9f", size = 3559724 }, - { url = "https://files.pythonhosted.org/packages/27/6c/327e19fd1bf428a1efe1a6f97b306689c54c2cebcf871b66674ead718756/debugpy-1.8.11-cp310-cp310-win32.whl", hash = "sha256:c928bbf47f65288574b78518449edaa46c82572d340e2750889bbf8cd92f3737", size = 5178068 }, - { url = "https://files.pythonhosted.org/packages/49/80/359ff8aa388f0bd4a48f0fa9ce3606396d576657ac149c6fba3cc7de8adb/debugpy-1.8.11-cp310-cp310-win_amd64.whl", hash = "sha256:8da1db4ca4f22583e834dcabdc7832e56fe16275253ee53ba66627b86e304da1", size = 5210109 }, - { url = "https://files.pythonhosted.org/packages/7c/58/8e3f7ec86c1b7985a232667b5df8f3b1b1c8401028d8f4d75e025c9556cd/debugpy-1.8.11-cp311-cp311-macosx_14_0_universal2.whl", hash = "sha256:85de8474ad53ad546ff1c7c7c89230db215b9b8a02754d41cb5a76f70d0be296", size = 2173656 }, - { url = "https://files.pythonhosted.org/packages/d2/03/95738a68ade2358e5a4d63a2fd8e7ed9ad911001cfabbbb33a7f81343945/debugpy-1.8.11-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8ffc382e4afa4aee367bf413f55ed17bd91b191dcaf979890af239dda435f2a1", size = 3132464 }, - { url = "https://files.pythonhosted.org/packages/ca/f4/18204891ab67300950615a6ad09b9de236203a9138f52b3b596fa17628ca/debugpy-1.8.11-cp311-cp311-win32.whl", hash = "sha256:40499a9979c55f72f4eb2fc38695419546b62594f8af194b879d2a18439c97a9", size = 5103637 }, - { url = "https://files.pythonhosted.org/packages/3b/90/3775e301cfa573b51eb8a108285681f43f5441dc4c3916feed9f386ef861/debugpy-1.8.11-cp311-cp311-win_amd64.whl", hash = "sha256:987bce16e86efa86f747d5151c54e91b3c1e36acc03ce1ddb50f9d09d16ded0e", size = 5127862 }, - { url = "https://files.pythonhosted.org/packages/c6/ae/2cf26f3111e9d94384d9c01e9d6170188b0aeda15b60a4ac6457f7c8a26f/debugpy-1.8.11-cp312-cp312-macosx_14_0_universal2.whl", hash = "sha256:84e511a7545d11683d32cdb8f809ef63fc17ea2a00455cc62d0a4dbb4ed1c308", size = 2498756 }, - { url = "https://files.pythonhosted.org/packages/b0/16/ec551789d547541a46831a19aa15c147741133da188e7e6acf77510545a7/debugpy-1.8.11-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ce291a5aca4985d82875d6779f61375e959208cdf09fcec40001e65fb0a54768", size = 4219136 }, - { url = "https://files.pythonhosted.org/packages/72/6f/b2b3ce673c55f882d27a6eb04a5f0c68bcad6b742ac08a86d8392ae58030/debugpy-1.8.11-cp312-cp312-win32.whl", hash = "sha256:28e45b3f827d3bf2592f3cf7ae63282e859f3259db44ed2b129093ca0ac7940b", size = 5224440 }, - { url = "https://files.pythonhosted.org/packages/77/09/b1f05be802c1caef5b3efc042fc6a7cadd13d8118b072afd04a9b9e91e06/debugpy-1.8.11-cp312-cp312-win_amd64.whl", hash = "sha256:44b1b8e6253bceada11f714acf4309ffb98bfa9ac55e4fce14f9e5d4484287a1", size = 5264578 }, - { url = "https://files.pythonhosted.org/packages/2e/66/931dc2479aa8fbf362dc6dcee707d895a84b0b2d7b64020135f20b8db1ed/debugpy-1.8.11-cp313-cp313-macosx_14_0_universal2.whl", hash = "sha256:8988f7163e4381b0da7696f37eec7aca19deb02e500245df68a7159739bbd0d3", size = 2483651 }, - { url = "https://files.pythonhosted.org/packages/10/07/6c171d0fe6b8d237e35598b742f20ba062511b3a4631938cc78eefbbf847/debugpy-1.8.11-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:6c1f6a173d1140e557347419767d2b14ac1c9cd847e0b4c5444c7f3144697e4e", size = 4213770 }, - { url = "https://files.pythonhosted.org/packages/89/f1/0711da6ac250d4fe3bf7b3e9b14b4a86e82a98b7825075c07e19bab8da3d/debugpy-1.8.11-cp313-cp313-win32.whl", hash = "sha256:bb3b15e25891f38da3ca0740271e63ab9db61f41d4d8541745cfc1824252cb28", size = 5223911 }, - { url = "https://files.pythonhosted.org/packages/56/98/5e27fa39050749ed460025bcd0034a0a5e78a580a14079b164cc3abdeb98/debugpy-1.8.11-cp313-cp313-win_amd64.whl", hash = "sha256:d8768edcbeb34da9e11bcb8b5c2e0958d25218df7a6e56adf415ef262cd7b6d1", size = 5264166 }, - { url = "https://files.pythonhosted.org/packages/3e/db/cb113a8bbcc4e95bd4ed5941944732512c2d45453c751444049d874ca893/debugpy-1.8.11-cp39-cp39-macosx_14_0_x86_64.whl", hash = "sha256:654130ca6ad5de73d978057eaf9e582244ff72d4574b3e106fb8d3d2a0d32458", size = 2076285 }, - { url = "https://files.pythonhosted.org/packages/12/2e/c73e2744c88c7df7e830c6f7bd4dcb3d39beb7d306e26d21cf1dd439fdf5/debugpy-1.8.11-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:23dc34c5e03b0212fa3c49a874df2b8b1b8fda95160bd79c01eb3ab51ea8d851", size = 3554963 }, - { url = "https://files.pythonhosted.org/packages/88/5d/bed2bdb2bd33a74cf647d207e21cc018794782d14049ffffb4ee8d1a7e8f/debugpy-1.8.11-cp39-cp39-win32.whl", hash = "sha256:52d8a3166c9f2815bfae05f386114b0b2d274456980d41f320299a8d9a5615a7", size = 5178909 }, - { url = "https://files.pythonhosted.org/packages/8d/52/38bd3ce8686ef3b69f1462976deb874e70acba527783844b98387b90f4ba/debugpy-1.8.11-cp39-cp39-win_amd64.whl", hash = "sha256:52c3cf9ecda273a19cc092961ee34eb9ba8687d67ba34cc7b79a521c1c64c4c0", size = 5211022 }, - { url = "https://files.pythonhosted.org/packages/77/0a/d29a5aacf47b4383ed569b8478c02d59ee3a01ad91224d2cff8562410e43/debugpy-1.8.11-py2.py3-none-any.whl", hash = "sha256:0e22f846f4211383e6a416d04b4c13ed174d24cc5d43f5fd52e7821d0ebc8920", size = 5226874 }, +version = "1.8.12" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/68/25/c74e337134edf55c4dfc9af579eccb45af2393c40960e2795a94351e8140/debugpy-1.8.12.tar.gz", hash = "sha256:646530b04f45c830ceae8e491ca1c9320a2d2f0efea3141487c82130aba70dce", size = 1641122 } +wheels = [ + { url = "https://files.pythonhosted.org/packages/56/19/dd58334c0a1ec07babf80bf29fb8daf1a7ca4c1a3bbe61548e40616ac087/debugpy-1.8.12-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:a2ba7ffe58efeae5b8fad1165357edfe01464f9aef25e814e891ec690e7dd82a", size = 2076091 }, + { url = "https://files.pythonhosted.org/packages/4c/37/bde1737da15f9617d11ab7b8d5267165f1b7dae116b2585a6643e89e1fa2/debugpy-1.8.12-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cbbd4149c4fc5e7d508ece083e78c17442ee13b0e69bfa6bd63003e486770f45", size = 3560717 }, + { url = "https://files.pythonhosted.org/packages/d9/ca/bc67f5a36a7de072908bc9e1156c0f0b272a9a2224cf21540ab1ffd71a1f/debugpy-1.8.12-cp310-cp310-win32.whl", hash = "sha256:b202f591204023b3ce62ff9a47baa555dc00bb092219abf5caf0e3718ac20e7c", size = 5180672 }, + { url = "https://files.pythonhosted.org/packages/c1/b9/e899c0a80dfa674dbc992f36f2b1453cd1ee879143cdb455bc04fce999da/debugpy-1.8.12-cp310-cp310-win_amd64.whl", hash = "sha256:9649eced17a98ce816756ce50433b2dd85dfa7bc92ceb60579d68c053f98dff9", size = 5212702 }, + { url = "https://files.pythonhosted.org/packages/af/9f/5b8af282253615296264d4ef62d14a8686f0dcdebb31a669374e22fff0a4/debugpy-1.8.12-cp311-cp311-macosx_14_0_universal2.whl", hash = "sha256:36f4829839ef0afdfdd208bb54f4c3d0eea86106d719811681a8627ae2e53dd5", size = 2174643 }, + { url = "https://files.pythonhosted.org/packages/ef/31/f9274dcd3b0f9f7d1e60373c3fa4696a585c55acb30729d313bb9d3bcbd1/debugpy-1.8.12-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a28ed481d530e3138553be60991d2d61103ce6da254e51547b79549675f539b7", size = 3133457 }, + { url = "https://files.pythonhosted.org/packages/ab/ca/6ee59e9892e424477e0c76e3798046f1fd1288040b927319c7a7b0baa484/debugpy-1.8.12-cp311-cp311-win32.whl", hash = "sha256:4ad9a94d8f5c9b954e0e3b137cc64ef3f579d0df3c3698fe9c3734ee397e4abb", size = 5106220 }, + { url = "https://files.pythonhosted.org/packages/d5/1a/8ab508ab05ede8a4eae3b139bbc06ea3ca6234f9e8c02713a044f253be5e/debugpy-1.8.12-cp311-cp311-win_amd64.whl", hash = "sha256:4703575b78dd697b294f8c65588dc86874ed787b7348c65da70cfc885efdf1e1", size = 5130481 }, + { url = "https://files.pythonhosted.org/packages/ba/e6/0f876ecfe5831ebe4762b19214364753c8bc2b357d28c5d739a1e88325c7/debugpy-1.8.12-cp312-cp312-macosx_14_0_universal2.whl", hash = "sha256:7e94b643b19e8feb5215fa508aee531387494bf668b2eca27fa769ea11d9f498", size = 2500846 }, + { url = "https://files.pythonhosted.org/packages/19/64/33f41653a701f3cd2cbff8b41ebaad59885b3428b5afd0d93d16012ecf17/debugpy-1.8.12-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:086b32e233e89a2740c1615c2f775c34ae951508b28b308681dbbb87bba97d06", size = 4222181 }, + { url = "https://files.pythonhosted.org/packages/32/a6/02646cfe50bfacc9b71321c47dc19a46e35f4e0aceea227b6d205e900e34/debugpy-1.8.12-cp312-cp312-win32.whl", hash = "sha256:2ae5df899732a6051b49ea2632a9ea67f929604fd2b036613a9f12bc3163b92d", size = 5227017 }, + { url = "https://files.pythonhosted.org/packages/da/a6/10056431b5c47103474312cf4a2ec1001f73e0b63b1216706d5fef2531eb/debugpy-1.8.12-cp312-cp312-win_amd64.whl", hash = "sha256:39dfbb6fa09f12fae32639e3286112fc35ae976114f1f3d37375f3130a820969", size = 5267555 }, + { url = "https://files.pythonhosted.org/packages/cf/4d/7c3896619a8791effd5d8c31f0834471fc8f8fb3047ec4f5fc69dd1393dd/debugpy-1.8.12-cp313-cp313-macosx_14_0_universal2.whl", hash = "sha256:696d8ae4dff4cbd06bf6b10d671e088b66669f110c7c4e18a44c43cf75ce966f", size = 2485246 }, + { url = "https://files.pythonhosted.org/packages/99/46/bc6dcfd7eb8cc969a5716d858e32485eb40c72c6a8dc88d1e3a4d5e95813/debugpy-1.8.12-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:898fba72b81a654e74412a67c7e0a81e89723cfe2a3ea6fcd3feaa3395138ca9", size = 4218616 }, + { url = "https://files.pythonhosted.org/packages/03/dd/d7fcdf0381a9b8094da1f6a1c9f19fed493a4f8576a2682349b3a8b20ec7/debugpy-1.8.12-cp313-cp313-win32.whl", hash = "sha256:22a11c493c70413a01ed03f01c3c3a2fc4478fc6ee186e340487b2edcd6f4180", size = 5226540 }, + { url = "https://files.pythonhosted.org/packages/25/bd/ecb98f5b5fc7ea0bfbb3c355bc1dd57c198a28780beadd1e19915bf7b4d9/debugpy-1.8.12-cp313-cp313-win_amd64.whl", hash = "sha256:fdb3c6d342825ea10b90e43d7f20f01535a72b3a1997850c0c3cefa5c27a4a2c", size = 5267134 }, + { url = "https://files.pythonhosted.org/packages/89/37/a3333c5b69c086465ea3c073424ef2775e52a6c17276f642f64209c4a082/debugpy-1.8.12-cp39-cp39-macosx_14_0_x86_64.whl", hash = "sha256:b5c6c967d02fee30e157ab5227706f965d5c37679c687b1e7bbc5d9e7128bd41", size = 2077275 }, + { url = "https://files.pythonhosted.org/packages/50/1d/99f6a0a78b4b513ff2b0d0e44c1e705f7ee34e3aba0e8add617d339d97dc/debugpy-1.8.12-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:88a77f422f31f170c4b7e9ca58eae2a6c8e04da54121900651dfa8e66c29901a", size = 3555956 }, + { url = "https://files.pythonhosted.org/packages/b8/86/c624665aaa807d065da2016b05e9f2fb4fa56872d67a5fbd7751e77f7f88/debugpy-1.8.12-cp39-cp39-win32.whl", hash = "sha256:a4042edef80364239f5b7b5764e55fd3ffd40c32cf6753da9bda4ff0ac466018", size = 5181535 }, + { url = "https://files.pythonhosted.org/packages/72/c7/d59a0f845ce1677b5c2bb170f08cc1cc3531625a5fdce9c67bd31116540a/debugpy-1.8.12-cp39-cp39-win_amd64.whl", hash = "sha256:f30b03b0f27608a0b26c75f0bb8a880c752c0e0b01090551b9d87c7d783e2069", size = 5213601 }, + { url = "https://files.pythonhosted.org/packages/38/c4/5120ad36405c3008f451f94b8f92ef1805b1e516f6ff870f331ccb3c4cc0/debugpy-1.8.12-py2.py3-none-any.whl", hash = "sha256:274b6a2040349b5c9864e475284bce5bb062e63dce368a394b8cc865ae3b00c6", size = 5229490 }, ] [[package]] @@ -566,7 +566,7 @@ wheels = [ [[package]] name = "distributed" -version = "2024.12.1" +version = "2025.1.0" source = { registry = "https://pypi.org/simple" } resolution-markers = [ "python_full_version >= '3.12'", @@ -576,7 +576,7 @@ resolution-markers = [ dependencies = [ { name = "click", marker = "python_full_version >= '3.10'" }, { name = "cloudpickle", marker = "python_full_version >= '3.10'" }, - { name = "dask", version = "2024.12.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, + { name = "dask", version = "2025.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, { name = "jinja2", marker = "python_full_version >= '3.10'" }, { name = "locket", marker = "python_full_version >= '3.10'" }, { name = "msgpack", marker = "python_full_version >= '3.10'" }, @@ -590,9 +590,9 @@ dependencies = [ { name = "urllib3", marker = "python_full_version >= '3.10'" }, { name = "zict", marker = "python_full_version >= '3.10'" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/67/ce/0ca6d4e1da90f5b3af135b3abbf0487b2602d046cc090b793869928880b5/distributed-2024.12.1.tar.gz", hash = "sha256:438aa3ae48bfac9c2bb2ad03f9d47899286f9cb3db8a627b3b8c0de9e26f53dd", size = 1115786 } +sdist = { url = "https://files.pythonhosted.org/packages/c7/8e/f35c479339261a88cf6209f145d4f55316b60b6d6548832ebf17c3ced072/distributed-2025.1.0.tar.gz", hash = "sha256:8924c49adae0fc8532b464e94bdfea979c08c67835bafb5f315f33cc0ab14dd3", size = 1109046 } wheels = [ - { url = "https://files.pythonhosted.org/packages/e8/90/82171cc7fe1c6d10bac57587c7ac012be80412ad06ef8c4952c5f067f869/distributed-2024.12.1-py3-none-any.whl", hash = "sha256:87e31abaa0ee3dc517b44fec4993d4b5d92257f926a8d2a12d52c005227154e7", size = 1022935 }, + { url = "https://files.pythonhosted.org/packages/f8/c6/ab0d2104364653897a2bad66d5da9dbf282897b126d3690c92c7d4b23b35/distributed-2025.1.0-py3-none-any.whl", hash = "sha256:0b9c0ebcab8fe25322d71d04deb6d8ed8c7bbfd1521d1906d5d71bf82eee5ae3", size = 1018174 }, ] [[package]] @@ -1472,7 +1472,7 @@ source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "fsspec" }, { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" }, - { name = "numpy", version = "2.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, + { name = "numpy", version = "2.2.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, { name = "packaging" }, { name = "pandas" }, { name = "psutil" }, @@ -1485,10 +1485,10 @@ wheels = [ [package.optional-dependencies] all = [ { name = "dask", version = "2024.8.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" }, - { name = "dask", version = "2024.12.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, + { name = "dask", version = "2025.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, { name = "dataframe-api-compat" }, { name = "distributed", version = "2024.8.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" }, - { name = "distributed", version = "2024.12.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, + { name = "distributed", version = "2025.1.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, { name = "modin-spreadsheet" }, { name = "pyarrow" }, { name = "ray" }, @@ -1510,11 +1510,11 @@ wheels = [ [[package]] name = "more-itertools" -version = "10.5.0" +version = "10.6.0" source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/51/78/65922308c4248e0eb08ebcbe67c95d48615cc6f27854b6f2e57143e9178f/more-itertools-10.5.0.tar.gz", hash = "sha256:5482bfef7849c25dc3c6dd53a6173ae4795da2a41a80faea6700d9f5846c5da6", size = 121020 } +sdist = { url = "https://files.pythonhosted.org/packages/88/3b/7fa1fe835e2e93fd6d7b52b2f95ae810cf5ba133e1845f726f5a992d62c2/more-itertools-10.6.0.tar.gz", hash = "sha256:2cd7fad1009c31cc9fb6a035108509e6547547a7a738374f10bd49a09eb3ee3b", size = 125009 } wheels = [ - { url = "https://files.pythonhosted.org/packages/48/7e/3a64597054a70f7c86eb0a7d4fc315b8c1ab932f64883a297bdffeb5f967/more_itertools-10.5.0-py3-none-any.whl", hash = "sha256:037b0d3203ce90cca8ab1defbbdac29d5f993fc20131f3664dc8d6acfa872aef", size = 60952 }, + { url = "https://files.pythonhosted.org/packages/23/62/0fe302c6d1be1c777cab0616e6302478251dfbf9055ad426f5d0def75c89/more_itertools-10.6.0-py3-none-any.whl", hash = "sha256:6eb054cb4b6db1473f6e15fcc676a08e4732548acd47c708f0e179c2c7c01e89", size = 63038 }, ] [[package]] @@ -1821,69 +1821,69 @@ wheels = [ [[package]] name = "numpy" -version = "2.2.1" +version = "2.2.2" source = { registry = "https://pypi.org/simple" } resolution-markers = [ "python_full_version >= '3.12'", "python_full_version == '3.11.*'", "python_full_version == '3.10.*'", ] -sdist = { url = "https://files.pythonhosted.org/packages/f2/a5/fdbf6a7871703df6160b5cf3dd774074b086d278172285c52c2758b76305/numpy-2.2.1.tar.gz", hash = "sha256:45681fd7128c8ad1c379f0ca0776a8b0c6583d2f69889ddac01559dfe4390918", size = 20227662 } -wheels = [ - { url = "https://files.pythonhosted.org/packages/c7/c4/5588367dc9f91e1a813beb77de46ea8cab13f778e1b3a0e661ab031aba44/numpy-2.2.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:5edb4e4caf751c1518e6a26a83501fda79bff41cc59dac48d70e6d65d4ec4440", size = 21213214 }, - { url = "https://files.pythonhosted.org/packages/d8/8b/32dd9f08419023a4cf856c5ad0b4eba9b830da85eafdef841a104c4fc05a/numpy-2.2.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:aa3017c40d513ccac9621a2364f939d39e550c542eb2a894b4c8da92b38896ab", size = 14352248 }, - { url = "https://files.pythonhosted.org/packages/84/2d/0e895d02940ba6e12389f0ab5cac5afcf8dc2dc0ade4e8cad33288a721bd/numpy-2.2.1-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:61048b4a49b1c93fe13426e04e04fdf5a03f456616f6e98c7576144677598675", size = 5391007 }, - { url = "https://files.pythonhosted.org/packages/11/b9/7f1e64a0d46d9c2af6d17966f641fb12d5b8ea3003f31b2308f3e3b9a6aa/numpy-2.2.1-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:7671dc19c7019103ca44e8d94917eba8534c76133523ca8406822efdd19c9308", size = 6926174 }, - { url = "https://files.pythonhosted.org/packages/2e/8c/043fa4418bc9364e364ab7aba8ff6ef5f6b9171ade22de8fbcf0e2fa4165/numpy-2.2.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4250888bcb96617e00bfa28ac24850a83c9f3a16db471eca2ee1f1714df0f957", size = 14330914 }, - { url = "https://files.pythonhosted.org/packages/f7/b6/d8110985501ca8912dfc1c3bbef99d66e62d487f72e46b2337494df77364/numpy-2.2.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a7746f235c47abc72b102d3bce9977714c2444bdfaea7888d241b4c4bb6a78bf", size = 16379607 }, - { url = "https://files.pythonhosted.org/packages/e2/57/bdca9fb8bdaa810c3a4ff2eb3231379b77f618a7c0d24be9f7070db50775/numpy-2.2.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:059e6a747ae84fce488c3ee397cee7e5f905fd1bda5fb18c66bc41807ff119b2", size = 15541760 }, - { url = "https://files.pythonhosted.org/packages/97/55/3b9147b3cbc3b6b1abc2a411dec5337a46c873deca0dd0bf5bef9d0579cc/numpy-2.2.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:f62aa6ee4eb43b024b0e5a01cf65a0bb078ef8c395e8713c6e8a12a697144528", size = 18168476 }, - { url = "https://files.pythonhosted.org/packages/00/e7/7c2cde16c9b87a8e14fdd262ca7849c4681cf48c8a774505f7e6f5e3b643/numpy-2.2.1-cp310-cp310-win32.whl", hash = "sha256:48fd472630715e1c1c89bf1feab55c29098cb403cc184b4859f9c86d4fcb6a95", size = 6570985 }, - { url = "https://files.pythonhosted.org/packages/a1/a8/554b0e99fc4ac11ec481254781a10da180d0559c2ebf2c324232317349ee/numpy-2.2.1-cp310-cp310-win_amd64.whl", hash = "sha256:b541032178a718c165a49638d28272b771053f628382d5e9d1c93df23ff58dbf", size = 12913384 }, - { url = "https://files.pythonhosted.org/packages/59/14/645887347124e101d983e1daf95b48dc3e136bf8525cb4257bf9eab1b768/numpy-2.2.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:40f9e544c1c56ba8f1cf7686a8c9b5bb249e665d40d626a23899ba6d5d9e1484", size = 21217379 }, - { url = "https://files.pythonhosted.org/packages/9f/fd/2279000cf29f58ccfd3778cbf4670dfe3f7ce772df5e198c5abe9e88b7d7/numpy-2.2.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f9b57eaa3b0cd8db52049ed0330747b0364e899e8a606a624813452b8203d5f7", size = 14388520 }, - { url = "https://files.pythonhosted.org/packages/58/b0/034eb5d5ba12d66ab658ff3455a31f20add0b78df8203c6a7451bd1bee21/numpy-2.2.1-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:bc8a37ad5b22c08e2dbd27df2b3ef7e5c0864235805b1e718a235bcb200cf1cb", size = 5389286 }, - { url = "https://files.pythonhosted.org/packages/5d/69/6f3cccde92e82e7835fdb475c2bf439761cbf8a1daa7c07338e1e132dfec/numpy-2.2.1-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:9036d6365d13b6cbe8f27a0eaf73ddcc070cae584e5ff94bb45e3e9d729feab5", size = 6930345 }, - { url = "https://files.pythonhosted.org/packages/d1/72/1cd38e91ab563e67f584293fcc6aca855c9ae46dba42e6b5ff4600022899/numpy-2.2.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:51faf345324db860b515d3f364eaa93d0e0551a88d6218a7d61286554d190d73", size = 14335748 }, - { url = "https://files.pythonhosted.org/packages/f2/d4/f999444e86986f3533e7151c272bd8186c55dda554284def18557e013a2a/numpy-2.2.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:38efc1e56b73cc9b182fe55e56e63b044dd26a72128fd2fbd502f75555d92591", size = 16391057 }, - { url = "https://files.pythonhosted.org/packages/99/7b/85cef6a3ae1b19542b7afd97d0b296526b6ef9e3c43ea0c4d9c4404fb2d0/numpy-2.2.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:31b89fa67a8042e96715c68e071a1200c4e172f93b0fbe01a14c0ff3ff820fc8", size = 15556943 }, - { url = "https://files.pythonhosted.org/packages/69/7e/b83cc884c3508e91af78760f6b17ab46ad649831b1fa35acb3eb26d9e6d2/numpy-2.2.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:4c86e2a209199ead7ee0af65e1d9992d1dce7e1f63c4b9a616500f93820658d0", size = 18180785 }, - { url = "https://files.pythonhosted.org/packages/b2/9f/eb4a9a38867de059dcd4b6e18d47c3867fbd3795d4c9557bb49278f94087/numpy-2.2.1-cp311-cp311-win32.whl", hash = "sha256:b34d87e8a3090ea626003f87f9392b3929a7bbf4104a05b6667348b6bd4bf1cd", size = 6568983 }, - { url = "https://files.pythonhosted.org/packages/6d/1e/be3b9f3073da2f8c7fa361fcdc231b548266b0781029fdbaf75eeab997fd/numpy-2.2.1-cp311-cp311-win_amd64.whl", hash = "sha256:360137f8fb1b753c5cde3ac388597ad680eccbbbb3865ab65efea062c4a1fd16", size = 12917260 }, - { url = "https://files.pythonhosted.org/packages/62/12/b928871c570d4a87ab13d2cc19f8817f17e340d5481621930e76b80ffb7d/numpy-2.2.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:694f9e921a0c8f252980e85bce61ebbd07ed2b7d4fa72d0e4246f2f8aa6642ab", size = 20909861 }, - { url = "https://files.pythonhosted.org/packages/3d/c3/59df91ae1d8ad7c5e03efd63fd785dec62d96b0fe56d1f9ab600b55009af/numpy-2.2.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:3683a8d166f2692664262fd4900f207791d005fb088d7fdb973cc8d663626faa", size = 14095776 }, - { url = "https://files.pythonhosted.org/packages/af/4e/8ed5868efc8e601fb69419644a280e9c482b75691466b73bfaab7d86922c/numpy-2.2.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:780077d95eafc2ccc3ced969db22377b3864e5b9a0ea5eb347cc93b3ea900315", size = 5126239 }, - { url = "https://files.pythonhosted.org/packages/1a/74/dd0bbe650d7bc0014b051f092f2de65e34a8155aabb1287698919d124d7f/numpy-2.2.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:55ba24ebe208344aa7a00e4482f65742969a039c2acfcb910bc6fcd776eb4355", size = 6659296 }, - { url = "https://files.pythonhosted.org/packages/7f/11/4ebd7a3f4a655764dc98481f97bd0a662fb340d1001be6050606be13e162/numpy-2.2.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9b1d07b53b78bf84a96898c1bc139ad7f10fda7423f5fd158fd0f47ec5e01ac7", size = 14047121 }, - { url = "https://files.pythonhosted.org/packages/7f/a7/c1f1d978166eb6b98ad009503e4d93a8c1962d0eb14a885c352ee0276a54/numpy-2.2.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5062dc1a4e32a10dc2b8b13cedd58988261416e811c1dc4dbdea4f57eea61b0d", size = 16096599 }, - { url = "https://files.pythonhosted.org/packages/3d/6d/0e22afd5fcbb4d8d0091f3f46bf4e8906399c458d4293da23292c0ba5022/numpy-2.2.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:fce4f615f8ca31b2e61aa0eb5865a21e14f5629515c9151850aa936c02a1ee51", size = 15243932 }, - { url = "https://files.pythonhosted.org/packages/03/39/e4e5832820131ba424092b9610d996b37e5557180f8e2d6aebb05c31ae54/numpy-2.2.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:67d4cda6fa6ffa073b08c8372aa5fa767ceb10c9a0587c707505a6d426f4e046", size = 17861032 }, - { url = "https://files.pythonhosted.org/packages/5f/8a/3794313acbf5e70df2d5c7d2aba8718676f8d054a05abe59e48417fb2981/numpy-2.2.1-cp312-cp312-win32.whl", hash = "sha256:32cb94448be47c500d2c7a95f93e2f21a01f1fd05dd2beea1ccd049bb6001cd2", size = 6274018 }, - { url = "https://files.pythonhosted.org/packages/17/c1/c31d3637f2641e25c7a19adf2ae822fdaf4ddd198b05d79a92a9ce7cb63e/numpy-2.2.1-cp312-cp312-win_amd64.whl", hash = "sha256:ba5511d8f31c033a5fcbda22dd5c813630af98c70b2661f2d2c654ae3cdfcfc8", size = 12613843 }, - { url = "https://files.pythonhosted.org/packages/20/d6/91a26e671c396e0c10e327b763485ee295f5a5a7a48c553f18417e5a0ed5/numpy-2.2.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:f1d09e520217618e76396377c81fba6f290d5f926f50c35f3a5f72b01a0da780", size = 20896464 }, - { url = "https://files.pythonhosted.org/packages/8c/40/5792ccccd91d45e87d9e00033abc4f6ca8a828467b193f711139ff1f1cd9/numpy-2.2.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:3ecc47cd7f6ea0336042be87d9e7da378e5c7e9b3c8ad0f7c966f714fc10d821", size = 14111350 }, - { url = "https://files.pythonhosted.org/packages/c0/2a/fb0a27f846cb857cef0c4c92bef89f133a3a1abb4e16bba1c4dace2e9b49/numpy-2.2.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:f419290bc8968a46c4933158c91a0012b7a99bb2e465d5ef5293879742f8797e", size = 5111629 }, - { url = "https://files.pythonhosted.org/packages/eb/e5/8e81bb9d84db88b047baf4e8b681a3e48d6390bc4d4e4453eca428ecbb49/numpy-2.2.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:5b6c390bfaef8c45a260554888966618328d30e72173697e5cabe6b285fb2348", size = 6645865 }, - { url = "https://files.pythonhosted.org/packages/7a/1a/a90ceb191dd2f9e2897c69dde93ccc2d57dd21ce2acbd7b0333e8eea4e8d/numpy-2.2.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:526fc406ab991a340744aad7e25251dd47a6720a685fa3331e5c59fef5282a59", size = 14043508 }, - { url = "https://files.pythonhosted.org/packages/f1/5a/e572284c86a59dec0871a49cd4e5351e20b9c751399d5f1d79628c0542cb/numpy-2.2.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f74e6fdeb9a265624ec3a3918430205dff1df7e95a230779746a6af78bc615af", size = 16094100 }, - { url = "https://files.pythonhosted.org/packages/0c/2c/a79d24f364788386d85899dd280a94f30b0950be4b4a545f4fa4ed1d4ca7/numpy-2.2.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:53c09385ff0b72ba79d8715683c1168c12e0b6e84fb0372e97553d1ea91efe51", size = 15239691 }, - { url = "https://files.pythonhosted.org/packages/cf/79/1e20fd1c9ce5a932111f964b544facc5bb9bde7865f5b42f00b4a6a9192b/numpy-2.2.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:f3eac17d9ec51be534685ba877b6ab5edc3ab7ec95c8f163e5d7b39859524716", size = 17856571 }, - { url = "https://files.pythonhosted.org/packages/be/5b/cc155e107f75d694f562bdc84a26cc930569f3dfdfbccb3420b626065777/numpy-2.2.1-cp313-cp313-win32.whl", hash = "sha256:9ad014faa93dbb52c80d8f4d3dcf855865c876c9660cb9bd7553843dd03a4b1e", size = 6270841 }, - { url = "https://files.pythonhosted.org/packages/44/be/0e5cd009d2162e4138d79a5afb3b5d2341f0fe4777ab6e675aa3d4a42e21/numpy-2.2.1-cp313-cp313-win_amd64.whl", hash = "sha256:164a829b6aacf79ca47ba4814b130c4020b202522a93d7bff2202bfb33b61c60", size = 12606618 }, - { url = "https://files.pythonhosted.org/packages/a8/87/04ddf02dd86fb17c7485a5f87b605c4437966d53de1e3745d450343a6f56/numpy-2.2.1-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:4dfda918a13cc4f81e9118dea249e192ab167a0bb1966272d5503e39234d694e", size = 20921004 }, - { url = "https://files.pythonhosted.org/packages/6e/3e/d0e9e32ab14005425d180ef950badf31b862f3839c5b927796648b11f88a/numpy-2.2.1-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:733585f9f4b62e9b3528dd1070ec4f52b8acf64215b60a845fa13ebd73cd0712", size = 14119910 }, - { url = "https://files.pythonhosted.org/packages/b5/5b/aa2d1905b04a8fb681e08742bb79a7bddfc160c7ce8e1ff6d5c821be0236/numpy-2.2.1-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:89b16a18e7bba224ce5114db863e7029803c179979e1af6ad6a6b11f70545008", size = 5153612 }, - { url = "https://files.pythonhosted.org/packages/ce/35/6831808028df0648d9b43c5df7e1051129aa0d562525bacb70019c5f5030/numpy-2.2.1-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:676f4eebf6b2d430300f1f4f4c2461685f8269f94c89698d832cdf9277f30b84", size = 6668401 }, - { url = "https://files.pythonhosted.org/packages/b1/38/10ef509ad63a5946cc042f98d838daebfe7eaf45b9daaf13df2086b15ff9/numpy-2.2.1-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:27f5cdf9f493b35f7e41e8368e7d7b4bbafaf9660cba53fb21d2cd174ec09631", size = 14014198 }, - { url = "https://files.pythonhosted.org/packages/df/f8/c80968ae01df23e249ee0a4487fae55a4c0fe2f838dfe9cc907aa8aea0fa/numpy-2.2.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c1ad395cf254c4fbb5b2132fee391f361a6e8c1adbd28f2cd8e79308a615fe9d", size = 16076211 }, - { url = "https://files.pythonhosted.org/packages/09/69/05c169376016a0b614b432967ac46ff14269eaffab80040ec03ae1ae8e2c/numpy-2.2.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:08ef779aed40dbc52729d6ffe7dd51df85796a702afbf68a4f4e41fafdc8bda5", size = 15220266 }, - { url = "https://files.pythonhosted.org/packages/f1/ff/94a4ce67ea909f41cf7ea712aebbe832dc67decad22944a1020bb398a5ee/numpy-2.2.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:26c9c4382b19fcfbbed3238a14abf7ff223890ea1936b8890f058e7ba35e8d71", size = 17852844 }, - { url = "https://files.pythonhosted.org/packages/46/72/8a5dbce4020dfc595592333ef2fbb0a187d084ca243b67766d29d03e0096/numpy-2.2.1-cp313-cp313t-win32.whl", hash = "sha256:93cf4e045bae74c90ca833cba583c14b62cb4ba2cba0abd2b141ab52548247e2", size = 6326007 }, - { url = "https://files.pythonhosted.org/packages/7b/9c/4fce9cf39dde2562584e4cfd351a0140240f82c0e3569ce25a250f47037d/numpy-2.2.1-cp313-cp313t-win_amd64.whl", hash = "sha256:bff7d8ec20f5f42607599f9994770fa65d76edca264a87b5e4ea5629bce12268", size = 12693107 }, - { url = "https://files.pythonhosted.org/packages/f1/65/d36a76b811ffe0a4515e290cb05cb0e22171b1b0f0db6bee9141cf023545/numpy-2.2.1-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:7ba9cc93a91d86365a5d270dee221fdc04fb68d7478e6bf6af650de78a8339e3", size = 21044672 }, - { url = "https://files.pythonhosted.org/packages/aa/3f/b644199f165063154df486d95198d814578f13dd4d8c1651e075bf1cb8af/numpy-2.2.1-pp310-pypy310_pp73-macosx_14_0_x86_64.whl", hash = "sha256:3d03883435a19794e41f147612a77a8f56d4e52822337844fff3d4040a142964", size = 6789873 }, - { url = "https://files.pythonhosted.org/packages/d7/df/2adb0bb98a3cbe8a6c3c6d1019aede1f1d8b83927ced228a46cc56c7a206/numpy-2.2.1-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4511d9e6071452b944207c8ce46ad2f897307910b402ea5fa975da32e0102800", size = 16194933 }, - { url = "https://files.pythonhosted.org/packages/13/3e/1959d5219a9e6d200638d924cedda6a606392f7186a4ed56478252e70d55/numpy-2.2.1-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:5c5cc0cbabe9452038ed984d05ac87910f89370b9242371bd9079cb4af61811e", size = 12820057 }, +sdist = { url = "https://files.pythonhosted.org/packages/ec/d0/c12ddfd3a02274be06ffc71f3efc6d0e457b0409c4481596881e748cb264/numpy-2.2.2.tar.gz", hash = "sha256:ed6906f61834d687738d25988ae117683705636936cc605be0bb208b23df4d8f", size = 20233295 } +wheels = [ + { url = "https://files.pythonhosted.org/packages/70/2a/69033dc22d981ad21325314f8357438078f5c28310a6d89fb3833030ec8a/numpy-2.2.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:7079129b64cb78bdc8d611d1fd7e8002c0a2565da6a47c4df8062349fee90e3e", size = 21215825 }, + { url = "https://files.pythonhosted.org/packages/31/2c/39f91e00bbd3d5639b027ac48c55dc5f2992bd2b305412d26be4c830862a/numpy-2.2.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2ec6c689c61df613b783aeb21f945c4cbe6c51c28cb70aae8430577ab39f163e", size = 14354996 }, + { url = "https://files.pythonhosted.org/packages/0a/2c/d468ebd253851af10de5b3e8f3418ebabfaab5f0337a75299fbeb8b8c17a/numpy-2.2.2-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:40c7ff5da22cd391944a28c6a9c638a5eef77fcf71d6e3a79e1d9d9e82752715", size = 5393621 }, + { url = "https://files.pythonhosted.org/packages/7f/f4/3d8a5a0da297034106c5de92be881aca7079cde6058934215a1de91334f6/numpy-2.2.2-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:995f9e8181723852ca458e22de5d9b7d3ba4da3f11cc1cb113f093b271d7965a", size = 6928931 }, + { url = "https://files.pythonhosted.org/packages/47/a7/029354ab56edd43dd3f5efbfad292b8844f98b93174f322f82353fa46efa/numpy-2.2.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b78ea78450fd96a498f50ee096f69c75379af5138f7881a51355ab0e11286c97", size = 14333157 }, + { url = "https://files.pythonhosted.org/packages/e3/d7/11fc594838d35c43519763310c316d4fd56f8600d3fc80a8e13e325b5c5c/numpy-2.2.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3fbe72d347fbc59f94124125e73fc4976a06927ebc503ec5afbfb35f193cd957", size = 16381794 }, + { url = "https://files.pythonhosted.org/packages/af/d4/dd9b19cd4aff9c79d3f54d17f8be815407520d3116004bc574948336981b/numpy-2.2.2-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:8e6da5cffbbe571f93588f562ed130ea63ee206d12851b60819512dd3e1ba50d", size = 15543990 }, + { url = "https://files.pythonhosted.org/packages/30/97/ab96b7650f27f684a9b1e46757a7294ecc50cab27701d05f146e9f779627/numpy-2.2.2-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:09d6a2032faf25e8d0cadde7fd6145118ac55d2740132c1d845f98721b5ebcfd", size = 18170896 }, + { url = "https://files.pythonhosted.org/packages/81/9b/bae9618cab20db67a2ca9d711795cad29b2ca4b73034dd3b5d05b962070a/numpy-2.2.2-cp310-cp310-win32.whl", hash = "sha256:159ff6ee4c4a36a23fe01b7c3d07bd8c14cc433d9720f977fcd52c13c0098160", size = 6573458 }, + { url = "https://files.pythonhosted.org/packages/92/9b/95678092febd14070cfb7906ea7932e71e9dd5a6ab3ee948f9ed975e905d/numpy-2.2.2-cp310-cp310-win_amd64.whl", hash = "sha256:64bd6e1762cd7f0986a740fee4dff927b9ec2c5e4d9a28d056eb17d332158014", size = 12915812 }, + { url = "https://files.pythonhosted.org/packages/21/67/32c68756eed84df181c06528ff57e09138f893c4653448c4967311e0f992/numpy-2.2.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:642199e98af1bd2b6aeb8ecf726972d238c9877b0f6e8221ee5ab945ec8a2189", size = 21220002 }, + { url = "https://files.pythonhosted.org/packages/3b/89/f43bcad18f2b2e5814457b1c7f7b0e671d0db12c8c0e43397ab8cb1831ed/numpy-2.2.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:6d9fc9d812c81e6168b6d405bf00b8d6739a7f72ef22a9214c4241e0dc70b323", size = 14391215 }, + { url = "https://files.pythonhosted.org/packages/9c/e6/efb8cd6122bf25e86e3dd89d9dbfec9e6861c50e8810eed77d4be59b51c6/numpy-2.2.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:c7d1fd447e33ee20c1f33f2c8e6634211124a9aabde3c617687d8b739aa69eac", size = 5391918 }, + { url = "https://files.pythonhosted.org/packages/47/e2/fccf89d64d9b47ffb242823d4e851fc9d36fa751908c9aac2807924d9b4e/numpy-2.2.2-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:451e854cfae0febe723077bd0cf0a4302a5d84ff25f0bfece8f29206c7bed02e", size = 6933133 }, + { url = "https://files.pythonhosted.org/packages/34/22/5ece749c0e5420a9380eef6fbf83d16a50010bd18fef77b9193d80a6760e/numpy-2.2.2-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:bd249bc894af67cbd8bad2c22e7cbcd46cf87ddfca1f1289d1e7e54868cc785c", size = 14338187 }, + { url = "https://files.pythonhosted.org/packages/5b/86/caec78829311f62afa6fa334c8dfcd79cffb4d24bcf96ee02ae4840d462b/numpy-2.2.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:02935e2c3c0c6cbe9c7955a8efa8908dd4221d7755644c59d1bba28b94fd334f", size = 16393429 }, + { url = "https://files.pythonhosted.org/packages/c8/4e/0c25f74c88239a37924577d6ad780f3212a50f4b4b5f54f5e8c918d726bd/numpy-2.2.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:a972cec723e0563aa0823ee2ab1df0cb196ed0778f173b381c871a03719d4826", size = 15559103 }, + { url = "https://files.pythonhosted.org/packages/d4/bd/d557f10fa50dc4d5871fb9606af563249b66af2fc6f99041a10e8757c6f1/numpy-2.2.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:d6d6a0910c3b4368d89dde073e630882cdb266755565155bc33520283b2d9df8", size = 18182967 }, + { url = "https://files.pythonhosted.org/packages/30/e9/66cc0f66386d78ed89e45a56e2a1d051e177b6e04477c4a41cd590ef4017/numpy-2.2.2-cp311-cp311-win32.whl", hash = "sha256:860fd59990c37c3ef913c3ae390b3929d005243acca1a86facb0773e2d8d9e50", size = 6571499 }, + { url = "https://files.pythonhosted.org/packages/66/a3/4139296b481ae7304a43581046b8f0a20da6a0dfe0ee47a044cade796603/numpy-2.2.2-cp311-cp311-win_amd64.whl", hash = "sha256:da1eeb460ecce8d5b8608826595c777728cdf28ce7b5a5a8c8ac8d949beadcf2", size = 12919805 }, + { url = "https://files.pythonhosted.org/packages/0c/e6/847d15770ab7a01e807bdfcd4ead5bdae57c0092b7dc83878171b6af97bb/numpy-2.2.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:ac9bea18d6d58a995fac1b2cb4488e17eceeac413af014b1dd26170b766d8467", size = 20912636 }, + { url = "https://files.pythonhosted.org/packages/d1/af/f83580891577b13bd7e261416120e036d0d8fb508c8a43a73e38928b794b/numpy-2.2.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:23ae9f0c2d889b7b2d88a3791f6c09e2ef827c2446f1c4a3e3e76328ee4afd9a", size = 14098403 }, + { url = "https://files.pythonhosted.org/packages/2b/86/d019fb60a9d0f1d4cf04b014fe88a9135090adfadcc31c1fadbb071d7fa7/numpy-2.2.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:3074634ea4d6df66be04f6728ee1d173cfded75d002c75fac79503a880bf3825", size = 5128938 }, + { url = "https://files.pythonhosted.org/packages/7a/1b/50985edb6f1ec495a1c36452e860476f5b7ecdc3fc59ea89ccad3c4926c5/numpy-2.2.2-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:8ec0636d3f7d68520afc6ac2dc4b8341ddb725039de042faf0e311599f54eb37", size = 6661937 }, + { url = "https://files.pythonhosted.org/packages/f4/1b/17efd94cad1b9d605c3f8907fb06bcffc4ce4d1d14d46b95316cccccf2b9/numpy-2.2.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2ffbb1acd69fdf8e89dd60ef6182ca90a743620957afb7066385a7bbe88dc748", size = 14049518 }, + { url = "https://files.pythonhosted.org/packages/5b/73/65d2f0b698df1731e851e3295eb29a5ab8aa06f763f7e4188647a809578d/numpy-2.2.2-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0349b025e15ea9d05c3d63f9657707a4e1d471128a3b1d876c095f328f8ff7f0", size = 16099146 }, + { url = "https://files.pythonhosted.org/packages/d5/69/308f55c0e19d4b5057b5df286c5433822e3c8039ede06d4051d96f1c2c4e/numpy-2.2.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:463247edcee4a5537841d5350bc87fe8e92d7dd0e8c71c995d2c6eecb8208278", size = 15246336 }, + { url = "https://files.pythonhosted.org/packages/f0/d8/d8d333ad0d8518d077a21aeea7b7c826eff766a2b1ce1194dea95ca0bacf/numpy-2.2.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:9dd47ff0cb2a656ad69c38da850df3454da88ee9a6fde0ba79acceee0e79daba", size = 17863507 }, + { url = "https://files.pythonhosted.org/packages/82/6e/0b84ad3103ffc16d6673e63b5acbe7901b2af96c2837174c6318c98e27ab/numpy-2.2.2-cp312-cp312-win32.whl", hash = "sha256:4525b88c11906d5ab1b0ec1f290996c0020dd318af8b49acaa46f198b1ffc283", size = 6276491 }, + { url = "https://files.pythonhosted.org/packages/fc/84/7f801a42a67b9772a883223a0a1e12069a14626c81a732bd70aac57aebc1/numpy-2.2.2-cp312-cp312-win_amd64.whl", hash = "sha256:5acea83b801e98541619af398cc0109ff48016955cc0818f478ee9ef1c5c3dcb", size = 12616372 }, + { url = "https://files.pythonhosted.org/packages/e1/fe/df5624001f4f5c3e0b78e9017bfab7fdc18a8d3b3d3161da3d64924dd659/numpy-2.2.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b208cfd4f5fe34e1535c08983a1a6803fdbc7a1e86cf13dd0c61de0b51a0aadc", size = 20899188 }, + { url = "https://files.pythonhosted.org/packages/a9/80/d349c3b5ed66bd3cb0214be60c27e32b90a506946857b866838adbe84040/numpy-2.2.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:d0bbe7dd86dca64854f4b6ce2ea5c60b51e36dfd597300057cf473d3615f2369", size = 14113972 }, + { url = "https://files.pythonhosted.org/packages/9d/50/949ec9cbb28c4b751edfa64503f0913cbfa8d795b4a251e7980f13a8a655/numpy-2.2.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:22ea3bb552ade325530e72a0c557cdf2dea8914d3a5e1fecf58fa5dbcc6f43cd", size = 5114294 }, + { url = "https://files.pythonhosted.org/packages/8d/f3/399c15629d5a0c68ef2aa7621d430b2be22034f01dd7f3c65a9c9666c445/numpy-2.2.2-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:128c41c085cab8a85dc29e66ed88c05613dccf6bc28b3866cd16050a2f5448be", size = 6648426 }, + { url = "https://files.pythonhosted.org/packages/2c/03/c72474c13772e30e1bc2e558cdffd9123c7872b731263d5648b5c49dd459/numpy-2.2.2-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:250c16b277e3b809ac20d1f590716597481061b514223c7badb7a0f9993c7f84", size = 14045990 }, + { url = "https://files.pythonhosted.org/packages/83/9c/96a9ab62274ffafb023f8ee08c88d3d31ee74ca58869f859db6845494fa6/numpy-2.2.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e0c8854b09bc4de7b041148d8550d3bd712b5c21ff6a8ed308085f190235d7ff", size = 16096614 }, + { url = "https://files.pythonhosted.org/packages/d5/34/cd0a735534c29bec7093544b3a509febc9b0df77718a9b41ffb0809c9f46/numpy-2.2.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:b6fb9c32a91ec32a689ec6410def76443e3c750e7cfc3fb2206b985ffb2b85f0", size = 15242123 }, + { url = "https://files.pythonhosted.org/packages/5e/6d/541717a554a8f56fa75e91886d9b79ade2e595918690eb5d0d3dbd3accb9/numpy-2.2.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:57b4012e04cc12b78590a334907e01b3a85efb2107df2b8733ff1ed05fce71de", size = 17859160 }, + { url = "https://files.pythonhosted.org/packages/b9/a5/fbf1f2b54adab31510728edd06a05c1b30839f37cf8c9747cb85831aaf1b/numpy-2.2.2-cp313-cp313-win32.whl", hash = "sha256:4dbd80e453bd34bd003b16bd802fac70ad76bd463f81f0c518d1245b1c55e3d9", size = 6273337 }, + { url = "https://files.pythonhosted.org/packages/56/e5/01106b9291ef1d680f82bc47d0c5b5e26dfed15b0754928e8f856c82c881/numpy-2.2.2-cp313-cp313-win_amd64.whl", hash = "sha256:5a8c863ceacae696aff37d1fd636121f1a512117652e5dfb86031c8d84836369", size = 12609010 }, + { url = "https://files.pythonhosted.org/packages/9f/30/f23d9876de0f08dceb707c4dcf7f8dd7588266745029debb12a3cdd40be6/numpy-2.2.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:b3482cb7b3325faa5f6bc179649406058253d91ceda359c104dac0ad320e1391", size = 20924451 }, + { url = "https://files.pythonhosted.org/packages/6a/ec/6ea85b2da9d5dfa1dbb4cb3c76587fc8ddcae580cb1262303ab21c0926c4/numpy-2.2.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:9491100aba630910489c1d0158034e1c9a6546f0b1340f716d522dc103788e39", size = 14122390 }, + { url = "https://files.pythonhosted.org/packages/68/05/bfbdf490414a7dbaf65b10c78bc243f312c4553234b6d91c94eb7c4b53c2/numpy-2.2.2-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:41184c416143defa34cc8eb9d070b0a5ba4f13a0fa96a709e20584638254b317", size = 5156590 }, + { url = "https://files.pythonhosted.org/packages/f7/ec/fe2e91b2642b9d6544518388a441bcd65c904cea38d9ff998e2e8ebf808e/numpy-2.2.2-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7dca87ca328f5ea7dafc907c5ec100d187911f94825f8700caac0b3f4c384b49", size = 6671958 }, + { url = "https://files.pythonhosted.org/packages/b1/6f/6531a78e182f194d33ee17e59d67d03d0d5a1ce7f6be7343787828d1bd4a/numpy-2.2.2-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0bc61b307655d1a7f9f4b043628b9f2b721e80839914ede634e3d485913e1fb2", size = 14019950 }, + { url = "https://files.pythonhosted.org/packages/e1/fb/13c58591d0b6294a08cc40fcc6b9552d239d773d520858ae27f39997f2ae/numpy-2.2.2-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9fad446ad0bc886855ddf5909cbf8cb5d0faa637aaa6277fb4b19ade134ab3c7", size = 16079759 }, + { url = "https://files.pythonhosted.org/packages/2c/f2/f2f8edd62abb4b289f65a7f6d1f3650273af00b91b7267a2431be7f1aec6/numpy-2.2.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:149d1113ac15005652e8d0d3f6fd599360e1a708a4f98e43c9c77834a28238cb", size = 15226139 }, + { url = "https://files.pythonhosted.org/packages/aa/29/14a177f1a90b8ad8a592ca32124ac06af5eff32889874e53a308f850290f/numpy-2.2.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:106397dbbb1896f99e044efc90360d098b3335060375c26aa89c0d8a97c5f648", size = 17856316 }, + { url = "https://files.pythonhosted.org/packages/95/03/242ae8d7b97f4e0e4ab8dd51231465fb23ed5e802680d629149722e3faf1/numpy-2.2.2-cp313-cp313t-win32.whl", hash = "sha256:0eec19f8af947a61e968d5429f0bd92fec46d92b0008d0a6685b40d6adf8a4f4", size = 6329134 }, + { url = "https://files.pythonhosted.org/packages/80/94/cd9e9b04012c015cb6320ab3bf43bc615e248dddfeb163728e800a5d96f0/numpy-2.2.2-cp313-cp313t-win_amd64.whl", hash = "sha256:97b974d3ba0fb4612b77ed35d7627490e8e3dff56ab41454d9e8b23448940576", size = 12696208 }, + { url = "https://files.pythonhosted.org/packages/96/7e/1dd770ee68916ed358991ab62c2cc353ffd98d0b75b901d52183ca28e8bb/numpy-2.2.2-pp310-pypy310_pp73-macosx_10_15_x86_64.whl", hash = "sha256:b0531f0b0e07643eb089df4c509d30d72c9ef40defa53e41363eca8a8cc61495", size = 21047291 }, + { url = "https://files.pythonhosted.org/packages/d1/3c/ccd08578dc532a8e6927952339d4a02682b776d5e85be49ed0760308433e/numpy-2.2.2-pp310-pypy310_pp73-macosx_14_0_x86_64.whl", hash = "sha256:e9e82dcb3f2ebbc8cb5ce1102d5f1c5ed236bf8a11730fb45ba82e2841ec21df", size = 6792494 }, + { url = "https://files.pythonhosted.org/packages/7c/28/8754b9aee4f97199f9a047f73bb644b5a2014994a6d7b061ba67134a42de/numpy-2.2.2-pp310-pypy310_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e0d4142eb40ca6f94539e4db929410f2a46052a0fe7a2c1c59f6179c39938d2a", size = 16197312 }, + { url = "https://files.pythonhosted.org/packages/26/96/deb93f871f401045a684ca08a009382b247d14996d7a94fea6aa43c67b94/numpy-2.2.2-pp310-pypy310_pp73-win_amd64.whl", hash = "sha256:356ca982c188acbfa6af0d694284d8cf20e95b1c3d0aefa8929376fea9146f60", size = 12822674 }, ] [[package]] @@ -1910,7 +1910,7 @@ version = "2.2.3" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "numpy", version = "2.0.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.10'" }, - { name = "numpy", version = "2.2.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, + { name = "numpy", version = "2.2.2", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.10'" }, { name = "python-dateutil" }, { name = "pytz" }, { name = "tzdata" }, @@ -2110,16 +2110,16 @@ wheels = [ [[package]] name = "polars" -version = "1.19.0" +version = "1.20.0" source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/26/d9/66ada2204483c4c4d83898ade77eacd5fbef26ae4975a0d7d5de134ca46a/polars-1.19.0.tar.gz", hash = "sha256:b52ada5c43fcdadf64f282522198c5549ee4e46ea57d236a4d7e572643070d9d", size = 4267947 } +sdist = { url = "https://files.pythonhosted.org/packages/dd/8f/1005f24c8c413d8a393973fcb45e6085a2311bb513ee0c6674d438e99c31/polars-1.20.0.tar.gz", hash = "sha256:e8e9e3156fae02b58e276e5f2c16a5907a79b38617a9e2d731b533d87798f451", size = 4292434 } wheels = [ - { url = "https://files.pythonhosted.org/packages/c0/7d/e8645281281d44d96752443366ceef2df76c9c1e17dce040111abb6a4a12/polars-1.19.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:51c01837268a1aa41785e60ed7d3363d4b52f652ab0eef4981f887bdfa2e9ca7", size = 29472039 }, - { url = "https://files.pythonhosted.org/packages/d7/fb/7e5054598d6bb7a47e4ca086797bae61270f7d570350cf779dd97384d913/polars-1.19.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:20f8235e810f6ee795d7a215a3560945e6a1b57d017f87ba0c8542dced1fc665", size = 26150541 }, - { url = "https://files.pythonhosted.org/packages/ba/ba/6d715730c28b035abd308fc2cf0fcbae0cedea6216797e83ce4a9a96c6d4/polars-1.19.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:be0ea51f7b3553652bf0d53f3b925e969a898d4feb9980acecf8e3037d696903", size = 32751173 }, - { url = "https://files.pythonhosted.org/packages/ea/9a/bee8ab37ab82b8eea75170afa3b37ea7e1df74e4c4da8f6c93b3009977fd/polars-1.19.0-cp39-abi3-manylinux_2_24_aarch64.whl", hash = "sha256:30305ef4e1b634c67a5d985832296fade9908482c5b1abb0100800808b2d090e", size = 29704437 }, - { url = "https://files.pythonhosted.org/packages/57/ec/74afa5699e37e03e3acc7f241f4e2c3e8c91847524005424d9cf038b3034/polars-1.19.0-cp39-abi3-win_amd64.whl", hash = "sha256:de4aa45e24f8f94a1da9cc6031a7db6fa65ac7de8246fac0bc581ebb427d0643", size = 32846039 }, - { url = "https://files.pythonhosted.org/packages/cf/5b/c6f6c70ddc9d3070dee65f4640437cb84ccb4cca04f7a81b01db15329ae3/polars-1.19.0-cp39-abi3-win_arm64.whl", hash = "sha256:d7ca7aeb63fa22c0a00f6cfa95dd5252c249e83dd4d1b954583a59f97a8e407b", size = 29029208 }, + { url = "https://files.pythonhosted.org/packages/93/ef/74d56f82bc2e7911276ffad8f24e7ae6f7a102ecab3b2e88b87e84243356/polars-1.20.0-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:9a313e10ea80b99a0d32bfb942b2260b9658155287b0c2ac5876323acaff4f2c", size = 32143323 }, + { url = "https://files.pythonhosted.org/packages/dd/e1/51c7b2bc3037af89f1c109b61a2d2f44c411212df63dd0e9c6683b66d98e/polars-1.20.0-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:4474bd004376599f7e4906bd350026cbbe805ba604121090578a97f63da15381", size = 28954418 }, + { url = "https://files.pythonhosted.org/packages/2a/1a/862b8bf65182b261022292a1cd49728db876a1ef64ff377d6f7b17653886/polars-1.20.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4996e17cb6f57d9aeaf79f66c54ef2913cea7bd025410c076ef8c05d4f7d792a", size = 32850943 }, + { url = "https://files.pythonhosted.org/packages/b7/33/1970863f0c1782a916299346d150c5bb8373d4e6827fabb8c37a0a2bcb8e/polars-1.20.0-cp39-abi3-manylinux_2_24_aarch64.whl", hash = "sha256:d488ffb92d4934d9c326fa2d0fb2e9a4e3c2c625c59f4a77a77e4acd4d5a0d66", size = 29885148 }, + { url = "https://files.pythonhosted.org/packages/bb/2d/b29112da3e98ba55e8ba77f08a90312004d2e4be0fd6401ff7d5d71eae0a/polars-1.20.0-cp39-abi3-win_amd64.whl", hash = "sha256:5ce417d2b6d4f3b8f422fcb3482039e8076182cceacbd880175fe970c6f99c84", size = 32947632 }, + { url = "https://files.pythonhosted.org/packages/60/da/245e5852342cab10c48dc788f7b3d39a1f926f783ea124f196ad783ea6aa/polars-1.20.0-cp39-abi3-win_arm64.whl", hash = "sha256:f474f3d65450138cd2dbab2d9b6041b8646c30fad0b28e6d62457788f994bf62", size = 29141207 }, ] [[package]] @@ -2210,51 +2210,51 @@ wheels = [ [[package]] name = "pyarrow" -version = "18.1.0" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/7f/7b/640785a9062bb00314caa8a387abce547d2a420cf09bd6c715fe659ccffb/pyarrow-18.1.0.tar.gz", hash = "sha256:9386d3ca9c145b5539a1cfc75df07757dff870168c959b473a0bccbc3abc8c73", size = 1118671 } -wheels = [ - { url = "https://files.pythonhosted.org/packages/1a/bb/8d4a1573f66e0684f190dd2b55fd0b97a7214de8882d58a3867e777bf640/pyarrow-18.1.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:e21488d5cfd3d8b500b3238a6c4b075efabc18f0f6d80b29239737ebd69caa6c", size = 29531620 }, - { url = "https://files.pythonhosted.org/packages/30/90/893acfad917533b624a97b9e498c0e8393908508a0a72d624fe935e632bf/pyarrow-18.1.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:b516dad76f258a702f7ca0250885fc93d1fa5ac13ad51258e39d402bd9e2e1e4", size = 30836521 }, - { url = "https://files.pythonhosted.org/packages/a3/2a/526545a7464b5fb2fa6e2c4bad16ca90e59e1843025c534fd907b7f73e5a/pyarrow-18.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4f443122c8e31f4c9199cb23dca29ab9427cef990f283f80fe15b8e124bcc49b", size = 39213905 }, - { url = "https://files.pythonhosted.org/packages/8a/77/4b3fab91a30e19e233e738d0c5eca5a8f6dd05758bc349a2ca262c65de79/pyarrow-18.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0a03da7f2758645d17b7b4f83c8bffeae5bbb7f974523fe901f36288d2eab71", size = 40128881 }, - { url = "https://files.pythonhosted.org/packages/aa/e2/a88e16c5e45e562449c52305bd3bc2f9d704295322d3434656e7ccac1444/pyarrow-18.1.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:ba17845efe3aa358ec266cf9cc2800fa73038211fb27968bfa88acd09261a470", size = 38627517 }, - { url = "https://files.pythonhosted.org/packages/6d/84/8037c20005ccc7b869726465be0957bd9c29cfc88612962030f08292ad06/pyarrow-18.1.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:3c35813c11a059056a22a3bef520461310f2f7eea5c8a11ef9de7062a23f8d56", size = 40060187 }, - { url = "https://files.pythonhosted.org/packages/2a/38/d6435c723ff73df8ae74626ea778262fbcc2b9b0d1a4f3db915b61711b05/pyarrow-18.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:9736ba3c85129d72aefa21b4f3bd715bc4190fe4426715abfff90481e7d00812", size = 25118314 }, - { url = "https://files.pythonhosted.org/packages/9e/4d/a4988e7d82f4fbc797715db4185939a658eeffb07a25bab7262bed1ea076/pyarrow-18.1.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:eaeabf638408de2772ce3d7793b2668d4bb93807deed1725413b70e3156a7854", size = 29554860 }, - { url = "https://files.pythonhosted.org/packages/59/03/3a42c5c1e4bd4c900ab62aa1ff6b472bdb159ba8f1c3e5deadab7222244f/pyarrow-18.1.0-cp311-cp311-macosx_12_0_x86_64.whl", hash = "sha256:3b2e2239339c538f3464308fd345113f886ad031ef8266c6f004d49769bb074c", size = 30867076 }, - { url = "https://files.pythonhosted.org/packages/75/7e/332055ac913373e89256dce9d14b7708f55f7bd5be631456c897f0237738/pyarrow-18.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f39a2e0ed32a0970e4e46c262753417a60c43a3246972cfc2d3eb85aedd01b21", size = 39212135 }, - { url = "https://files.pythonhosted.org/packages/8c/64/5099cdb325828722ef7ffeba9a4696f238eb0cdeae227f831c2d77fcf1bd/pyarrow-18.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e31e9417ba9c42627574bdbfeada7217ad8a4cbbe45b9d6bdd4b62abbca4c6f6", size = 40125195 }, - { url = "https://files.pythonhosted.org/packages/83/88/1938d783727db1b178ff71bc6a6143d7939e406db83a9ec23cad3dad325c/pyarrow-18.1.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:01c034b576ce0eef554f7c3d8c341714954be9b3f5d5bc7117006b85fcf302fe", size = 38641884 }, - { url = "https://files.pythonhosted.org/packages/5e/b5/9e14e9f7590e0eaa435ecea84dabb137284a4dbba7b3c337b58b65b76d95/pyarrow-18.1.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:f266a2c0fc31995a06ebd30bcfdb7f615d7278035ec5b1cd71c48d56daaf30b0", size = 40076877 }, - { url = "https://files.pythonhosted.org/packages/4d/a3/817ac7fe0891a2d66e247e223080f3a6a262d8aefd77e11e8c27e6acf4e1/pyarrow-18.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:d4f13eee18433f99adefaeb7e01d83b59f73360c231d4782d9ddfaf1c3fbde0a", size = 25119811 }, - { url = "https://files.pythonhosted.org/packages/6a/50/12829e7111b932581e51dda51d5cb39207a056c30fe31ef43f14c63c4d7e/pyarrow-18.1.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:9f3a76670b263dc41d0ae877f09124ab96ce10e4e48f3e3e4257273cee61ad0d", size = 29514620 }, - { url = "https://files.pythonhosted.org/packages/d1/41/468c944eab157702e96abab3d07b48b8424927d4933541ab43788bb6964d/pyarrow-18.1.0-cp312-cp312-macosx_12_0_x86_64.whl", hash = "sha256:da31fbca07c435be88a0c321402c4e31a2ba61593ec7473630769de8346b54ee", size = 30856494 }, - { url = "https://files.pythonhosted.org/packages/68/f9/29fb659b390312a7345aeb858a9d9c157552a8852522f2c8bad437c29c0a/pyarrow-18.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:543ad8459bc438efc46d29a759e1079436290bd583141384c6f7a1068ed6f992", size = 39203624 }, - { url = "https://files.pythonhosted.org/packages/6e/f6/19360dae44200e35753c5c2889dc478154cd78e61b1f738514c9f131734d/pyarrow-18.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:0743e503c55be0fdb5c08e7d44853da27f19dc854531c0570f9f394ec9671d54", size = 40139341 }, - { url = "https://files.pythonhosted.org/packages/bb/e6/9b3afbbcf10cc724312e824af94a2e993d8ace22994d823f5c35324cebf5/pyarrow-18.1.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:d4b3d2a34780645bed6414e22dda55a92e0fcd1b8a637fba86800ad737057e33", size = 38618629 }, - { url = "https://files.pythonhosted.org/packages/3a/2e/3b99f8a3d9e0ccae0e961978a0d0089b25fb46ebbcfb5ebae3cca179a5b3/pyarrow-18.1.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:c52f81aa6f6575058d8e2c782bf79d4f9fdc89887f16825ec3a66607a5dd8e30", size = 40078661 }, - { url = "https://files.pythonhosted.org/packages/76/52/f8da04195000099d394012b8d42c503d7041b79f778d854f410e5f05049a/pyarrow-18.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:0ad4892617e1a6c7a551cfc827e072a633eaff758fa09f21c4ee548c30bcaf99", size = 25092330 }, - { url = "https://files.pythonhosted.org/packages/cb/87/aa4d249732edef6ad88899399047d7e49311a55749d3c373007d034ee471/pyarrow-18.1.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:84e314d22231357d473eabec709d0ba285fa706a72377f9cc8e1cb3c8013813b", size = 29497406 }, - { url = "https://files.pythonhosted.org/packages/3c/c7/ed6adb46d93a3177540e228b5ca30d99fc8ea3b13bdb88b6f8b6467e2cb7/pyarrow-18.1.0-cp313-cp313-macosx_12_0_x86_64.whl", hash = "sha256:f591704ac05dfd0477bb8f8e0bd4b5dc52c1cadf50503858dce3a15db6e46ff2", size = 30835095 }, - { url = "https://files.pythonhosted.org/packages/41/d7/ed85001edfb96200ff606943cff71d64f91926ab42828676c0fc0db98963/pyarrow-18.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:acb7564204d3c40babf93a05624fc6a8ec1ab1def295c363afc40b0c9e66c191", size = 39194527 }, - { url = "https://files.pythonhosted.org/packages/59/16/35e28eab126342fa391593415d79477e89582de411bb95232f28b131a769/pyarrow-18.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:74de649d1d2ccb778f7c3afff6085bd5092aed4c23df9feeb45dd6b16f3811aa", size = 40131443 }, - { url = "https://files.pythonhosted.org/packages/0c/95/e855880614c8da20f4cd74fa85d7268c725cf0013dc754048593a38896a0/pyarrow-18.1.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:f96bd502cb11abb08efea6dab09c003305161cb6c9eafd432e35e76e7fa9b90c", size = 38608750 }, - { url = "https://files.pythonhosted.org/packages/54/9d/f253554b1457d4fdb3831b7bd5f8f00f1795585a606eabf6fec0a58a9c38/pyarrow-18.1.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:36ac22d7782554754a3b50201b607d553a8d71b78cdf03b33c1125be4b52397c", size = 40066690 }, - { url = "https://files.pythonhosted.org/packages/2f/58/8912a2563e6b8273e8aa7b605a345bba5a06204549826f6493065575ebc0/pyarrow-18.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:25dbacab8c5952df0ca6ca0af28f50d45bd31c1ff6fcf79e2d120b4a65ee7181", size = 25081054 }, - { url = "https://files.pythonhosted.org/packages/82/f9/d06ddc06cab1ada0c2f2fd205ac8c25c2701182de1b9c4bf7a0a44844431/pyarrow-18.1.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:6a276190309aba7bc9d5bd2933230458b3521a4317acfefe69a354f2fe59f2bc", size = 29525542 }, - { url = "https://files.pythonhosted.org/packages/ab/94/8917e3b961810587ecbdaa417f8ebac0abb25105ae667b7aa11c05876976/pyarrow-18.1.0-cp313-cp313t-macosx_12_0_x86_64.whl", hash = "sha256:ad514dbfcffe30124ce655d72771ae070f30bf850b48bc4d9d3b25993ee0e386", size = 30829412 }, - { url = "https://files.pythonhosted.org/packages/5e/e3/3b16c3190f3d71d3b10f6758d2d5f7779ef008c4fd367cedab3ed178a9f7/pyarrow-18.1.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:aebc13a11ed3032d8dd6e7171eb6e86d40d67a5639d96c35142bd568b9299324", size = 39119106 }, - { url = "https://files.pythonhosted.org/packages/1d/d6/5d704b0d25c3c79532f8c0639f253ec2803b897100f64bcb3f53ced236e5/pyarrow-18.1.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d6cf5c05f3cee251d80e98726b5c7cc9f21bab9e9783673bac58e6dfab57ecc8", size = 40090940 }, - { url = "https://files.pythonhosted.org/packages/37/29/366bc7e588220d74ec00e497ac6710c2833c9176f0372fe0286929b2d64c/pyarrow-18.1.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:11b676cd410cf162d3f6a70b43fb9e1e40affbc542a1e9ed3681895f2962d3d9", size = 38548177 }, - { url = "https://files.pythonhosted.org/packages/c8/11/fabf6ecabb1fe5b7d96889228ca2a9158c4c3bb732e3b8ee3f7f6d40b703/pyarrow-18.1.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:b76130d835261b38f14fc41fdfb39ad8d672afb84c447126b84d5472244cfaba", size = 40043567 }, - { url = "https://files.pythonhosted.org/packages/fd/9b/60516e3876ec6f25b0909afa70f90a15de83b48c7c0d8042fac4e64c4411/pyarrow-18.1.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:0b331e477e40f07238adc7ba7469c36b908f07c89b95dd4bd3a0ec84a3d1e21e", size = 29543752 }, - { url = "https://files.pythonhosted.org/packages/14/a7/bd08b6f1a2bd2e71dc6bb0451fc1872607e44c83daf1ee63c82764a2d233/pyarrow-18.1.0-cp39-cp39-macosx_12_0_x86_64.whl", hash = "sha256:2c4dd0c9010a25ba03e198fe743b1cc03cd33c08190afff371749c52ccbbaf76", size = 30850753 }, - { url = "https://files.pythonhosted.org/packages/84/c9/62ef9c6281c0e5b4ee1afa9d7bd556e72e06da6706b7906c32c15e69b3d6/pyarrow-18.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4f97b31b4c4e21ff58c6f330235ff893cc81e23da081b1a4b1c982075e0ed4e9", size = 39226870 }, - { url = "https://files.pythonhosted.org/packages/b2/99/a6e89e71655a38475e76b060777c8bf69c078b772bec3b7daf7361440f05/pyarrow-18.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4a4813cb8ecf1809871fd2d64a8eff740a1bd3691bbe55f01a3cf6c5ec869754", size = 40139114 }, - { url = "https://files.pythonhosted.org/packages/64/a9/06d79923890682e4fe7a16524abee307407008a413115354aaf3226b8410/pyarrow-18.1.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:05a5636ec3eb5cc2a36c6edb534a38ef57b2ab127292a716d00eabb887835f1e", size = 38639231 }, - { url = "https://files.pythonhosted.org/packages/3b/8c/4c3ed19026a00740b81fe1c87f3ff235b2763a0a1ddf5711a9d026b775ce/pyarrow-18.1.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:73eeed32e724ea3568bb06161cad5fa7751e45bc2228e33dcb10c614044165c7", size = 40070949 }, - { url = "https://files.pythonhosted.org/packages/87/d8/94161a7ca5c55199484e926165e9e33f318ea1d1b0d7cdbcbc3652b933ec/pyarrow-18.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:a1880dd6772b685e803011a6b43a230c23b566859a6e0c9a276c1e0faf4f4052", size = 25301373 }, +version = "19.0.0" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/7b/01/fe1fd04744c2aa038e5a11c7a4adb3d62bce09798695e54f7274b5977134/pyarrow-19.0.0.tar.gz", hash = "sha256:8d47c691765cf497aaeed4954d226568563f1b3b74ff61139f2d77876717084b", size = 1129096 } +wheels = [ + { url = "https://files.pythonhosted.org/packages/1c/02/1ad80ffd3c558916858a49c83b6e494a9d93009bbebc603cf0cb8263bea7/pyarrow-19.0.0-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:c318eda14f6627966997a7d8c374a87d084a94e4e38e9abbe97395c215830e0c", size = 30686262 }, + { url = "https://files.pythonhosted.org/packages/1b/f0/adab5f142eb8203db8bfbd3a816816e37a85423ae684567e7f3555658315/pyarrow-19.0.0-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:62ef8360ff256e960f57ce0299090fb86423afed5e46f18f1225f960e05aae3d", size = 32100005 }, + { url = "https://files.pythonhosted.org/packages/94/8b/e674083610e5efc48d2f205c568d842cdfdf683d12f9ff0d546e38757722/pyarrow-19.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2795064647add0f16563e57e3d294dbfc067b723f0fd82ecd80af56dad15f503", size = 41144815 }, + { url = "https://files.pythonhosted.org/packages/d5/fb/2726241a792b7f8a58789e5a63d1be9a5a4059206318fd0ff9485a578952/pyarrow-19.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a218670b26fb1bc74796458d97bcab072765f9b524f95b2fccad70158feb8b17", size = 42180380 }, + { url = "https://files.pythonhosted.org/packages/7d/09/7aef12446d8e7002dfc07bb7bc71f594c1d5844ca78b364a49f07efb65b1/pyarrow-19.0.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:66732e39eaa2247996a6b04c8aa33e3503d351831424cdf8d2e9a0582ac54b34", size = 40515021 }, + { url = "https://files.pythonhosted.org/packages/31/55/f05fc5608cc96060c2b24de505324d641888bd62d4eed2fa1dacd872a1e1/pyarrow-19.0.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:e675a3ad4732b92d72e4d24009707e923cab76b0d088e5054914f11a797ebe44", size = 42067488 }, + { url = "https://files.pythonhosted.org/packages/f0/01/097653cec7a944c16313cb748a326771133c142034b252076bd84743b98d/pyarrow-19.0.0-cp310-cp310-win_amd64.whl", hash = "sha256:f094742275586cdd6b1a03655ccff3b24b2610c3af76f810356c4c71d24a2a6c", size = 25276726 }, + { url = "https://files.pythonhosted.org/packages/82/42/fba3a35bef5833bf88ed35e6a810dc1781236e1d4f808d2df824a7d21819/pyarrow-19.0.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:8e3a839bf36ec03b4315dc924d36dcde5444a50066f1c10f8290293c0427b46a", size = 30711936 }, + { url = "https://files.pythonhosted.org/packages/88/7a/0da93a3eaaf251a30e32f3221e874263cdcd366c2cd6b7c05293aad91152/pyarrow-19.0.0-cp311-cp311-macosx_12_0_x86_64.whl", hash = "sha256:ce42275097512d9e4e4a39aade58ef2b3798a93aa3026566b7892177c266f735", size = 32133182 }, + { url = "https://files.pythonhosted.org/packages/2f/df/fe43b1c50d3100d0de53f988344118bc20362d0de005f8a407454fa565f8/pyarrow-19.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9348a0137568c45601b031a8d118275069435f151cbb77e6a08a27e8125f59d4", size = 41145489 }, + { url = "https://files.pythonhosted.org/packages/45/bb/6f73b41b342a0342f2516a02db4aa97a4f9569cc35482a5c288090140cd4/pyarrow-19.0.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2a0144a712d990d60f7f42b7a31f0acaccf4c1e43e957f7b1ad58150d6f639c1", size = 42177823 }, + { url = "https://files.pythonhosted.org/packages/23/7b/f038a96f421e453a71bd7a0f78d62b1b2ae9bcac06ed51179ca532e6a0a2/pyarrow-19.0.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:2a1a109dfda558eb011e5f6385837daffd920d54ca00669f7a11132d0b1e6042", size = 40530609 }, + { url = "https://files.pythonhosted.org/packages/b8/39/a2a6714b471c000e6dd6af4495dce00d7d1332351b8e3170dfb9f91dad1f/pyarrow-19.0.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:be686bf625aa7b9bada18defb3a3ea3981c1099697239788ff111d87f04cd263", size = 42081534 }, + { url = "https://files.pythonhosted.org/packages/6c/a3/8396fb06ca05d807e89980c177be26617aad15211ece3184e0caa730b8a6/pyarrow-19.0.0-cp311-cp311-win_amd64.whl", hash = "sha256:239ca66d9a05844bdf5af128861af525e14df3c9591bcc05bac25918e650d3a2", size = 25281090 }, + { url = "https://files.pythonhosted.org/packages/bc/2e/152885f5ef421e80dae68b9c133ab261934f93a6d5e16b61d79c0ed597fb/pyarrow-19.0.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:a7bbe7109ab6198688b7079cbad5a8c22de4d47c4880d8e4847520a83b0d1b68", size = 30667964 }, + { url = "https://files.pythonhosted.org/packages/80/c2/08bbee9a8610a47c9a1466845f405baf53a639ddd947c5133d8ba13544b6/pyarrow-19.0.0-cp312-cp312-macosx_12_0_x86_64.whl", hash = "sha256:4624c89d6f777c580e8732c27bb8e77fd1433b89707f17c04af7635dd9638351", size = 32125039 }, + { url = "https://files.pythonhosted.org/packages/d2/56/06994df823212f5688d3c8bf4294928b12c9be36681872853655724d28c6/pyarrow-19.0.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2b6d3ce4288793350dc2d08d1e184fd70631ea22a4ff9ea5c4ff182130249d9b", size = 41140729 }, + { url = "https://files.pythonhosted.org/packages/94/65/38ad577c98140a9db71e9e1e594b6adb58a7478a5afec6456a8ca2df7f70/pyarrow-19.0.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:450a7d27e840e4d9a384b5c77199d489b401529e75a3b7a3799d4cd7957f2f9c", size = 42202267 }, + { url = "https://files.pythonhosted.org/packages/b6/1f/966b722251a7354114ccbb71cf1a83922023e69efd8945ebf628a851ec4c/pyarrow-19.0.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:a08e2a8a039a3f72afb67a6668180f09fddaa38fe0d21f13212b4aba4b5d2451", size = 40505858 }, + { url = "https://files.pythonhosted.org/packages/3b/5e/6bc81aa7fc9affc7d1c03b912fbcc984ca56c2a18513684da267715dab7b/pyarrow-19.0.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:f43f5aef2a13d4d56adadae5720d1fed4c1356c993eda8b59dace4b5983843c1", size = 42084973 }, + { url = "https://files.pythonhosted.org/packages/53/c3/2f56da818b6a4758cbd514957c67bd0f078ebffa5390ee2e2bf0f9e8defc/pyarrow-19.0.0-cp312-cp312-win_amd64.whl", hash = "sha256:2f672f5364b2d7829ef7c94be199bb88bf5661dd485e21d2d37de12ccb78a136", size = 25241976 }, + { url = "https://files.pythonhosted.org/packages/f5/b9/ba07ed3dd6b6e4f379b78e9c47c50c8886e07862ab7fa6339ac38622d755/pyarrow-19.0.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:cf3bf0ce511b833f7bc5f5bb3127ba731e97222023a444b7359f3a22e2a3b463", size = 30651291 }, + { url = "https://files.pythonhosted.org/packages/ad/10/0d304243c8277035298a68a70807efb76199c6c929bb3363c92ac9be6a0d/pyarrow-19.0.0-cp313-cp313-macosx_12_0_x86_64.whl", hash = "sha256:4d8b0c0de0a73df1f1bf439af1b60f273d719d70648e898bc077547649bb8352", size = 32100461 }, + { url = "https://files.pythonhosted.org/packages/8a/61/bcfc5182e11831bca3f849945b9b106e09fd10ded773dff466658e972a45/pyarrow-19.0.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a92aff08e23d281c69835e4a47b80569242a504095ef6a6223c1f6bb8883431d", size = 41132491 }, + { url = "https://files.pythonhosted.org/packages/8e/87/2915a29049ec352dc69a967fbcbd76b0180319233de0daf8bd368df37099/pyarrow-19.0.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c3b78eff5968a1889a0f3bc81ca57e1e19b75f664d9c61a42a604bf9d8402aae", size = 42192529 }, + { url = "https://files.pythonhosted.org/packages/48/18/44e5542b2707a8afaf78b5b88c608f261871ae77787eac07b7c679ca6f0f/pyarrow-19.0.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:b34d3bde38eba66190b215bae441646330f8e9da05c29e4b5dd3e41bde701098", size = 40495363 }, + { url = "https://files.pythonhosted.org/packages/ba/d6/5096deb7599bbd20bc2768058fe23bc725b88eb41bee58303293583a2935/pyarrow-19.0.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:5418d4d0fab3a0ed497bad21d17a7973aad336d66ad4932a3f5f7480d4ca0c04", size = 42074075 }, + { url = "https://files.pythonhosted.org/packages/2c/df/e3c839c04c284c9ec3d62b02a8c452b795d9b07b04079ab91ce33484d4c5/pyarrow-19.0.0-cp313-cp313-win_amd64.whl", hash = "sha256:e82c3d5e44e969c217827b780ed8faf7ac4c53f934ae9238872e749fa531f7c9", size = 25239803 }, + { url = "https://files.pythonhosted.org/packages/6a/d3/a6d4088e906c7b5d47792256212606d2ae679046dc750eee0ae167338e5c/pyarrow-19.0.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:f208c3b58a6df3b239e0bb130e13bc7487ed14f39a9ff357b6415e3f6339b560", size = 30695401 }, + { url = "https://files.pythonhosted.org/packages/94/25/70040fd0e397dd1b937f459eaeeec942a76027357491dca0ada09d1322af/pyarrow-19.0.0-cp313-cp313t-macosx_12_0_x86_64.whl", hash = "sha256:c751c1c93955b7a84c06794df46f1cec93e18610dcd5ab7d08e89a81df70a849", size = 32104680 }, + { url = "https://files.pythonhosted.org/packages/4e/f9/92783290cc0d80ca16d34b0c126305bfacca4b87dd889c8f16c6ef2a8fd7/pyarrow-19.0.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b903afaa5df66d50fc38672ad095806443b05f202c792694f3a604ead7c6ea6e", size = 41076754 }, + { url = "https://files.pythonhosted.org/packages/05/46/2c9870f50a495c72e2b8982ae29a9b1680707ea936edc0de444cec48f875/pyarrow-19.0.0-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a22a4bc0937856263df8b94f2f2781b33dd7f876f787ed746608e06902d691a5", size = 42163133 }, + { url = "https://files.pythonhosted.org/packages/7b/2f/437922b902549228fb15814e8a26105bff2787ece466a8d886eb6699efad/pyarrow-19.0.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:5e8a28b918e2e878c918f6d89137386c06fe577cd08d73a6be8dafb317dc2d73", size = 40452210 }, + { url = "https://files.pythonhosted.org/packages/36/ef/1d7975053af9d106da973bac142d0d4da71b7550a3576cc3e0b3f444d21a/pyarrow-19.0.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:29cd86c8001a94f768f79440bf83fee23963af5e7bc68ce3a7e5f120e17edf89", size = 42077618 }, + { url = "https://files.pythonhosted.org/packages/59/13/e39417005ee632e131d0246cf5c1149618a55554ccdf2a4d887065e672a7/pyarrow-19.0.0-cp39-cp39-macosx_12_0_arm64.whl", hash = "sha256:c0423393e4a07ff6fea08feb44153302dd261d0551cc3b538ea7a5dc853af43a", size = 30698254 }, + { url = "https://files.pythonhosted.org/packages/06/87/1f9d7df296dd5c065e52ae3e9070dfe611f6bd97e90f28b6a45c410dcb67/pyarrow-19.0.0-cp39-cp39-macosx_12_0_x86_64.whl", hash = "sha256:718947fb6d82409013a74b176bf93e0f49ef952d8a2ecd068fecd192a97885b7", size = 32114467 }, + { url = "https://files.pythonhosted.org/packages/b2/b1/9e7babf5d469bd35f1d062a04721ead72456101f6d851a2e8a43bb07a580/pyarrow-19.0.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3c1c162c4660e0978411a4761f91113dde8da3433683efa473501254563dcbe8", size = 41157781 }, + { url = "https://files.pythonhosted.org/packages/9f/25/fa8e882a6c06e6d8dd640d3acce3912d7c39358940eb0c7b3c8b962457d0/pyarrow-19.0.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c73268cf557e688efb60f1ccbc7376f7e18cd8e2acae9e663e98b194c40c1a2d", size = 42190773 }, + { url = "https://files.pythonhosted.org/packages/b8/d6/7fd60aa79cada815306d9804403386b06893ef63e73876174717a62002c4/pyarrow-19.0.0-cp39-cp39-manylinux_2_28_aarch64.whl", hash = "sha256:edfe6d3916e915ada9acc4e48f6dafca7efdbad2e6283db6fd9385a1b23055f1", size = 40528310 }, + { url = "https://files.pythonhosted.org/packages/0e/f1/c1ec7620a5768b8c7f9083572fda7b05b77ea083c3400fbd9e4ae40e63bd/pyarrow-19.0.0-cp39-cp39-manylinux_2_28_x86_64.whl", hash = "sha256:da410b70a7ab8eb524112f037a7a35da7128b33d484f7671a264a4c224ac131d", size = 42080774 }, + { url = "https://files.pythonhosted.org/packages/c4/28/c51c9af2703b5a592d1b66546611b24de8ca01e04c3f5da769c3318bca6c/pyarrow-19.0.0-cp39-cp39-win_amd64.whl", hash = "sha256:597360ffc71fc8cceea1aec1fb60cb510571a744fffc87db33d551d5de919bec", size = 25464978 }, ] [[package]] @@ -2584,15 +2584,16 @@ wheels = [ [[package]] name = "referencing" -version = "0.35.1" +version = "0.36.1" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "attrs" }, { name = "rpds-py" }, + { name = "typing-extensions", marker = "python_full_version < '3.13'" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/99/5b/73ca1f8e72fff6fa52119dbd185f73a907b1989428917b24cff660129b6d/referencing-0.35.1.tar.gz", hash = "sha256:25b42124a6c8b632a425174f24087783efb348a6f1e0008e63cd4466fedf703c", size = 62991 } +sdist = { url = "https://files.pythonhosted.org/packages/27/32/fd98246df7a0f309b58cae68b10b6b219ef2eb66747f00dfb34422687087/referencing-0.36.1.tar.gz", hash = "sha256:ca2e6492769e3602957e9b831b94211599d2aade9477f5d44110d2530cf9aade", size = 74661 } wheels = [ - { url = "https://files.pythonhosted.org/packages/b7/59/2056f61236782a2c86b33906c025d4f4a0b17be0161b63b70fd9e8775d36/referencing-0.35.1-py3-none-any.whl", hash = "sha256:eda6d3234d62814d1c64e305c1331c9a3a6132da475ab6382eaa997b21ee75de", size = 26684 }, + { url = "https://files.pythonhosted.org/packages/cc/fa/9f193ef0c9074b659009f06d7cbacc6f25b072044815bcf799b76533dbb8/referencing-0.36.1-py3-none-any.whl", hash = "sha256:363d9c65f080d0d70bc41c721dce3c7f3e77fc09f269cd5c8813da18069a6794", size = 26777 }, ] [[package]] @@ -2778,27 +2779,27 @@ wheels = [ [[package]] name = "ruff" -version = "0.9.1" -source = { registry = "https://pypi.org/simple" } -sdist = { url = "https://files.pythonhosted.org/packages/67/3e/e89f736f01aa9517a97e2e7e0ce8d34a4d8207087b3cfdec95133fee13b5/ruff-0.9.1.tar.gz", hash = "sha256:fd2b25ecaf907d6458fa842675382c8597b3c746a2dde6717fe3415425df0c17", size = 3498844 } -wheels = [ - { url = "https://files.pythonhosted.org/packages/dc/05/c3a2e0feb3d5d394cdfd552de01df9d3ec8a3a3771bbff247fab7e668653/ruff-0.9.1-py3-none-linux_armv6l.whl", hash = "sha256:84330dda7abcc270e6055551aca93fdde1b0685fc4fd358f26410f9349cf1743", size = 10645241 }, - { url = "https://files.pythonhosted.org/packages/dd/da/59f0a40e5f88ee5c054ad175caaa2319fc96571e1d29ab4730728f2aad4f/ruff-0.9.1-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:3cae39ba5d137054b0e5b472aee3b78a7c884e61591b100aeb544bcd1fc38d4f", size = 10391066 }, - { url = "https://files.pythonhosted.org/packages/b7/fe/85e1c1acf0ba04a3f2d54ae61073da030f7a5dc386194f96f3c6ca444a78/ruff-0.9.1-py3-none-macosx_11_0_arm64.whl", hash = "sha256:50c647ff96f4ba288db0ad87048257753733763b409b2faf2ea78b45c8bb7fcb", size = 10012308 }, - { url = "https://files.pythonhosted.org/packages/6f/9b/780aa5d4bdca8dcea4309264b8faa304bac30e1ce0bcc910422bfcadd203/ruff-0.9.1-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:f0c8b149e9c7353cace7d698e1656ffcf1e36e50f8ea3b5d5f7f87ff9986a7ca", size = 10881960 }, - { url = "https://files.pythonhosted.org/packages/12/f4/dac4361afbfe520afa7186439e8094e4884ae3b15c8fc75fb2e759c1f267/ruff-0.9.1-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:beb3298604540c884d8b282fe7625651378e1986c25df51dec5b2f60cafc31ce", size = 10414803 }, - { url = "https://files.pythonhosted.org/packages/f0/a2/057a3cb7999513cb78d6cb33a7d1cc6401c82d7332583786e4dad9e38e44/ruff-0.9.1-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:39d0174ccc45c439093971cc06ed3ac4dc545f5e8bdacf9f067adf879544d969", size = 11464929 }, - { url = "https://files.pythonhosted.org/packages/eb/c6/1ccfcc209bee465ced4874dcfeaadc88aafcc1ea9c9f31ef66f063c187f0/ruff-0.9.1-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:69572926c0f0c9912288915214ca9b2809525ea263603370b9e00bed2ba56dbd", size = 12170717 }, - { url = "https://files.pythonhosted.org/packages/84/97/4a524027518525c7cf6931e9fd3b2382be5e4b75b2b61bec02681a7685a5/ruff-0.9.1-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:937267afce0c9170d6d29f01fcd1f4378172dec6760a9f4dface48cdabf9610a", size = 11708921 }, - { url = "https://files.pythonhosted.org/packages/a6/a4/4e77cf6065c700d5593b25fca6cf725b1ab6d70674904f876254d0112ed0/ruff-0.9.1-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:186c2313de946f2c22bdf5954b8dd083e124bcfb685732cfb0beae0c47233d9b", size = 13058074 }, - { url = "https://files.pythonhosted.org/packages/f9/d6/fcb78e0531e863d0a952c4c5600cc5cd317437f0e5f031cd2288b117bb37/ruff-0.9.1-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3f94942a3bb767675d9a051867c036655fe9f6c8a491539156a6f7e6b5f31831", size = 11281093 }, - { url = "https://files.pythonhosted.org/packages/e4/3b/7235bbeff00c95dc2d073cfdbf2b871b5bbf476754c5d277815d286b4328/ruff-0.9.1-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:728d791b769cc28c05f12c280f99e8896932e9833fef1dd8756a6af2261fd1ab", size = 10882610 }, - { url = "https://files.pythonhosted.org/packages/2a/66/5599d23257c61cf038137f82999ca8f9d0080d9d5134440a461bef85b461/ruff-0.9.1-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:2f312c86fb40c5c02b44a29a750ee3b21002bd813b5233facdaf63a51d9a85e1", size = 10489273 }, - { url = "https://files.pythonhosted.org/packages/78/85/de4aa057e2532db0f9761e2c2c13834991e087787b93e4aeb5f1cb10d2df/ruff-0.9.1-py3-none-musllinux_1_2_i686.whl", hash = "sha256:ae017c3a29bee341ba584f3823f805abbe5fe9cd97f87ed07ecbf533c4c88366", size = 11003314 }, - { url = "https://files.pythonhosted.org/packages/00/42/afedcaa089116d81447347f76041ff46025849fedb0ed2b187d24cf70fca/ruff-0.9.1-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:5dc40a378a0e21b4cfe2b8a0f1812a6572fc7b230ef12cd9fac9161aa91d807f", size = 11342982 }, - { url = "https://files.pythonhosted.org/packages/39/c6/fe45f3eb27e3948b41a305d8b768e949bf6a39310e9df73f6c576d7f1d9f/ruff-0.9.1-py3-none-win32.whl", hash = "sha256:46ebf5cc106cf7e7378ca3c28ce4293b61b449cd121b98699be727d40b79ba72", size = 8819750 }, - { url = "https://files.pythonhosted.org/packages/38/8d/580db77c3b9d5c3d9479e55b0b832d279c30c8f00ab0190d4cd8fc67831c/ruff-0.9.1-py3-none-win_amd64.whl", hash = "sha256:342a824b46ddbcdddd3abfbb332fa7fcaac5488bf18073e841236aadf4ad5c19", size = 9701331 }, - { url = "https://files.pythonhosted.org/packages/b2/94/0498cdb7316ed67a1928300dd87d659c933479f44dec51b4f62bfd1f8028/ruff-0.9.1-py3-none-win_arm64.whl", hash = "sha256:1cd76c7f9c679e6e8f2af8f778367dca82b95009bc7b1a85a47f1521ae524fa7", size = 9145708 }, +version = "0.9.2" +source = { registry = "https://pypi.org/simple" } +sdist = { url = "https://files.pythonhosted.org/packages/80/63/77ecca9d21177600f551d1c58ab0e5a0b260940ea7312195bd2a4798f8a8/ruff-0.9.2.tar.gz", hash = "sha256:b5eceb334d55fae5f316f783437392642ae18e16dcf4f1858d55d3c2a0f8f5d0", size = 3553799 } +wheels = [ + { url = "https://files.pythonhosted.org/packages/af/b9/0e168e4e7fb3af851f739e8f07889b91d1a33a30fca8c29fa3149d6b03ec/ruff-0.9.2-py3-none-linux_armv6l.whl", hash = "sha256:80605a039ba1454d002b32139e4970becf84b5fee3a3c3bf1c2af6f61a784347", size = 11652408 }, + { url = "https://files.pythonhosted.org/packages/2c/22/08ede5db17cf701372a461d1cb8fdde037da1d4fa622b69ac21960e6237e/ruff-0.9.2-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:b9aab82bb20afd5f596527045c01e6ae25a718ff1784cb92947bff1f83068b00", size = 11587553 }, + { url = "https://files.pythonhosted.org/packages/42/05/dedfc70f0bf010230229e33dec6e7b2235b2a1b8cbb2a991c710743e343f/ruff-0.9.2-py3-none-macosx_11_0_arm64.whl", hash = "sha256:fbd337bac1cfa96be615f6efcd4bc4d077edbc127ef30e2b8ba2a27e18c054d4", size = 11020755 }, + { url = "https://files.pythonhosted.org/packages/df/9b/65d87ad9b2e3def67342830bd1af98803af731243da1255537ddb8f22209/ruff-0.9.2-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:82b35259b0cbf8daa22a498018e300b9bb0174c2bbb7bcba593935158a78054d", size = 11826502 }, + { url = "https://files.pythonhosted.org/packages/93/02/f2239f56786479e1a89c3da9bc9391120057fc6f4a8266a5b091314e72ce/ruff-0.9.2-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:8b6a9701d1e371bf41dca22015c3f89769da7576884d2add7317ec1ec8cb9c3c", size = 11390562 }, + { url = "https://files.pythonhosted.org/packages/c9/37/d3a854dba9931f8cb1b2a19509bfe59e00875f48ade632e95aefcb7a0aee/ruff-0.9.2-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9cc53e68b3c5ae41e8faf83a3b89f4a5d7b2cb666dff4b366bb86ed2a85b481f", size = 12548968 }, + { url = "https://files.pythonhosted.org/packages/fa/c3/c7b812bb256c7a1d5553433e95980934ffa85396d332401f6b391d3c4569/ruff-0.9.2-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:8efd9da7a1ee314b910da155ca7e8953094a7c10d0c0a39bfde3fcfd2a015684", size = 13187155 }, + { url = "https://files.pythonhosted.org/packages/bd/5a/3c7f9696a7875522b66aa9bba9e326e4e5894b4366bd1dc32aa6791cb1ff/ruff-0.9.2-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3292c5a22ea9a5f9a185e2d131dc7f98f8534a32fb6d2ee7b9944569239c648d", size = 12704674 }, + { url = "https://files.pythonhosted.org/packages/be/d6/d908762257a96ce5912187ae9ae86792e677ca4f3dc973b71e7508ff6282/ruff-0.9.2-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1a605fdcf6e8b2d39f9436d343d1f0ff70c365a1e681546de0104bef81ce88df", size = 14529328 }, + { url = "https://files.pythonhosted.org/packages/2d/c2/049f1e6755d12d9cd8823242fa105968f34ee4c669d04cac8cea51a50407/ruff-0.9.2-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c547f7f256aa366834829a08375c297fa63386cbe5f1459efaf174086b564247", size = 12385955 }, + { url = "https://files.pythonhosted.org/packages/91/5a/a9bdb50e39810bd9627074e42743b00e6dc4009d42ae9f9351bc3dbc28e7/ruff-0.9.2-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:d18bba3d3353ed916e882521bc3e0af403949dbada344c20c16ea78f47af965e", size = 11810149 }, + { url = "https://files.pythonhosted.org/packages/e5/fd/57df1a0543182f79a1236e82a79c68ce210efb00e97c30657d5bdb12b478/ruff-0.9.2-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:b338edc4610142355ccf6b87bd356729b62bf1bc152a2fad5b0c7dc04af77bfe", size = 11479141 }, + { url = "https://files.pythonhosted.org/packages/dc/16/bc3fd1d38974f6775fc152a0554f8c210ff80f2764b43777163c3c45d61b/ruff-0.9.2-py3-none-musllinux_1_2_i686.whl", hash = "sha256:492a5e44ad9b22a0ea98cf72e40305cbdaf27fac0d927f8bc9e1df316dcc96eb", size = 12014073 }, + { url = "https://files.pythonhosted.org/packages/47/6b/e4ca048a8f2047eb652e1e8c755f384d1b7944f69ed69066a37acd4118b0/ruff-0.9.2-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:af1e9e9fe7b1f767264d26b1075ac4ad831c7db976911fa362d09b2d0356426a", size = 12435758 }, + { url = "https://files.pythonhosted.org/packages/c2/40/4d3d6c979c67ba24cf183d29f706051a53c36d78358036a9cd21421582ab/ruff-0.9.2-py3-none-win32.whl", hash = "sha256:71cbe22e178c5da20e1514e1e01029c73dc09288a8028a5d3446e6bba87a5145", size = 9796916 }, + { url = "https://files.pythonhosted.org/packages/c3/ef/7f548752bdb6867e6939489c87fe4da489ab36191525fadc5cede2a6e8e2/ruff-0.9.2-py3-none-win_amd64.whl", hash = "sha256:c5e1d6abc798419cf46eed03f54f2e0c3adb1ad4b801119dedf23fcaf69b55b5", size = 10773080 }, + { url = "https://files.pythonhosted.org/packages/0e/4e/33df635528292bd2d18404e4daabcd74ca8a9853b2e1df85ed3d32d24362/ruff-0.9.2-py3-none-win_arm64.whl", hash = "sha256:a1b63fa24149918f8b37cef2ee6fff81f24f0d74b6f0bdc37bc3e1f2143e41c6", size = 10001738 }, ] [[package]] @@ -3309,16 +3310,16 @@ docs = [ [[package]] name = "virtualenv" -version = "20.28.1" +version = "20.29.1" source = { registry = "https://pypi.org/simple" } dependencies = [ { name = "distlib" }, { name = "filelock" }, { name = "platformdirs" }, ] -sdist = { url = "https://files.pythonhosted.org/packages/50/39/689abee4adc85aad2af8174bb195a819d0be064bf55fcc73b49d2b28ae77/virtualenv-20.28.1.tar.gz", hash = "sha256:5d34ab240fdb5d21549b76f9e8ff3af28252f5499fb6d6f031adac4e5a8c5329", size = 7650532 } +sdist = { url = "https://files.pythonhosted.org/packages/a7/ca/f23dcb02e161a9bba141b1c08aa50e8da6ea25e6d780528f1d385a3efe25/virtualenv-20.29.1.tar.gz", hash = "sha256:b8b8970138d32fb606192cb97f6cd4bb644fa486be9308fb9b63f81091b5dc35", size = 7658028 } wheels = [ - { url = "https://files.pythonhosted.org/packages/51/8f/dfb257ca6b4e27cb990f1631142361e4712badab8e3ca8dc134d96111515/virtualenv-20.28.1-py3-none-any.whl", hash = "sha256:412773c85d4dab0409b83ec36f7a6499e72eaf08c80e81e9576bca61831c71cb", size = 4276719 }, + { url = "https://files.pythonhosted.org/packages/89/9b/599bcfc7064fbe5740919e78c5df18e5dceb0887e676256a1061bb5ae232/virtualenv-20.29.1-py3-none-any.whl", hash = "sha256:4e4cb403c0b0da39e13b46b1b2476e505cb0046b25f242bee80f62bf990b2779", size = 4282379 }, ] [[package]] diff --git a/validoopsie/base/base_validation_wrapper.py b/validoopsie/base/base_validation_wrapper.py index f2b2733..76cbfad 100644 --- a/validoopsie/base/base_validation_wrapper.py +++ b/validoopsie/base/base_validation_wrapper.py @@ -6,10 +6,11 @@ import narwhals as nw from loguru import logger +from narwhals.dataframe import DataFrame from narwhals.typing import IntoFrame if TYPE_CHECKING: - from validoopsie.types import KwargsType + from validoopsie.typing import KwargsType T = TypeVar("T") @@ -108,6 +109,8 @@ def __init__( self.impact: str self.threshold: float self.fail_message: str + if hasattr(self, "schema_lenght"): + self.schema_lenght: int check__impact(self.impact) check__threshold(self.threshold) @@ -117,11 +120,19 @@ def __execute_check__( ) -> dict[str, str | dict[str, Any]]: current_time_str = dt.now(tz=timezone.utc).astimezone().isoformat() try: + # Just in case if the frame is not converted into Narwhals frame = nw.from_native(frame) - validated_frame = get_frame(self, frame) - og_frame_rows_number: int = get_length(frame) - vf_count_number: int = get_count(validated_frame, self.column) + + # Execution of the validation + validated_frame: DataFrame = get_frame(self, frame) + + if hasattr(self, "schema_lenght"): + og_frame_rows_number = self.schema_lenght + else: + og_frame_rows_number: int = get_length(frame) + vf_row_number: int = get_length(validated_frame) + vf_count_number: int = get_count(validated_frame, self.column) except Exception as e: class_name = cls.__name__ name = type(e).__name__ diff --git a/validoopsie/types/__init__.py b/validoopsie/types/__init__.py deleted file mode 100644 index e17c8a9..0000000 --- a/validoopsie/types/__init__.py +++ /dev/null @@ -1 +0,0 @@ -KwargsType = dict[str, object] diff --git a/validoopsie/typing/__init__.py b/validoopsie/typing/__init__.py new file mode 100644 index 0000000..9016301 --- /dev/null +++ b/validoopsie/typing/__init__.py @@ -0,0 +1,75 @@ +import narwhals +from narwhals.typing import DTypes + +KwargsType = dict[str, object] +""" +KwargsType is an internal use case type alias for a dictionary. +It is a dictionary with string keys and object values. Object can be any type. +""" + + +class ValidationType(DTypes): + """ValidoopsieType represents a valid type. + + It can be one of the following: + - ArrayType: Array type + - BooleanType: Boolean type + - CategoryType: Categorical type + - DateTimeType: Datetime type + - DateType: Date type + - DurationType: Duration type + - EnumType: Enumeration type + - FloatType: Floating-point type + - IntegerType: Integer type + - ObjectType: Object type + - StringType: String type + - UIntType: Unsigned integer type + """ + + +class FloatType(ValidationType, narwhals.Float32, narwhals.Float64, narwhals.Decimal): + """FloatType represents a floating-point type. + + It can be one of the following: + - Float32: 32-bit floating-point number + - Float64: 64-bit floating-point number + - Decimal: Arbitrary-precision decimal number + """ + + +class IntType( + ValidationType, + narwhals.Int8, + narwhals.Int16, + narwhals.Int32, + narwhals.Int64, + narwhals.Int128, +): + """IntType represents an integer type. + + It can be one of the following: + - Int8: 8-bit signed integer + - Int16: 16-bit signed integer + - Int32: 32-bit signed integer + - Int64: 64-bit signed integer + - Int128: 128-bit signed integer + """ + + +class UIntType( + ValidationType, + narwhals.UInt8, + narwhals.UInt16, + narwhals.UInt32, + narwhals.UInt64, + narwhals.UInt128, +): + """UIntType represents an unsigned integer type. + + It can be one of the following: + - UInt8: 8-bit unsigned integer + - UInt16: 16-bit unsigned integer + - UInt32: 32-bit unsigned integer + - UInt64: 64-bit unsigned integer + - UInt128: 128-bit unsigned integer + """ diff --git a/validoopsie/validate.py b/validoopsie/validate.py index 0f7f8fc..a3336e1 100644 --- a/validoopsie/validate.py +++ b/validoopsie/validate.py @@ -11,7 +11,7 @@ if TYPE_CHECKING: from validoopsie.base.base_validation_parameters import BaseValidationParameters - from validoopsie.types import KwargsType + from validoopsie.typing import KwargsType class Validate: diff --git a/validoopsie/validate.pyi b/validoopsie/validate.pyi index 39e4c1d..8def788 100644 --- a/validoopsie/validate.pyi +++ b/validoopsie/validate.pyi @@ -3,7 +3,7 @@ from typing import Any, Literal, Self, Union from narwhals.typing import IntoFrame from validoopsie.base.base_validation_parameters import BaseValidationParameters -from validoopsie.types import KwargsType +from validoopsie.typing import KwargsType class Validate: frame: IntoFrame @@ -190,6 +190,51 @@ class Validate: """ + class TypeValidation: + @staticmethod + def TypeCheck( + column: str | None = None, + column_type: type | None = None, + frame_schema_definition: dict[str, type] | None = None, + threshold: float = 0.00, + impact: Literal["low", "medium", "high"] = "low", + **kwargs: KwargsType, + ) -> Validate: + """Validate the data type of the column(s). + + If the column and `validation_type` is not provided then + `column_type_definitions` dictionary should be required to validate multiple + columns. + + Operator can use the generic column data type provided by Validoopsie + (e.g. `IntegerType`) or more specific type provided by Narwhals + (e.g. `narwhals.Int64`). + + + Example of the `column_type_definitions`: + ```python + from validoopsie.types import IntegerType + import narwhals + + { + "column1": IntegerType, + "column2": narwhals.Int64, + } + ``` + + Args: + column (str | None): The column to validate. + column_type (type | None): The type of validation to + perform. + frame_schema_definition (dict[str, ValidoopsieType] | None): A dictionary + of column names and their respective validation types. + threshold (float, optional): Threshold for validation. Defaults to 0.0. + impact (Literal["low", "medium", "high"], optional): Impact level of + validation. Defaults to "low". + kwargs: KwargsType (dict): Additional keyword arguments. + + """ + class UniqueValidation: @staticmethod def ColumnUniqueValueCountToBeBetween( diff --git a/validoopsie/validation_catalogue/TypeValidation/__init__.py b/validoopsie/validation_catalogue/TypeValidation/__init__.py new file mode 100644 index 0000000..e688d75 --- /dev/null +++ b/validoopsie/validation_catalogue/TypeValidation/__init__.py @@ -0,0 +1,5 @@ +from .type_check import TypeCheck + +__all__ = [ + "TypeCheck", +] diff --git a/validoopsie/validation_catalogue/TypeValidation/type_check.py b/validoopsie/validation_catalogue/TypeValidation/type_check.py new file mode 100644 index 0000000..d8fe084 --- /dev/null +++ b/validoopsie/validation_catalogue/TypeValidation/type_check.py @@ -0,0 +1,132 @@ +from __future__ import annotations + +import narwhals as nw +from narwhals.dtypes import DType +from narwhals.typing import Frame + +from validoopsie.base import BaseValidationParameters, base_validation_wrapper + + +@base_validation_wrapper +class TypeCheck(BaseValidationParameters): + """Validate the data type of the column(s). + + If the column and `validation_type` is not provided then `column_type_definitions` + dictionary should be required to validate multiple columns. + + Operator can use the generic column data type provided by Validoopsie + (e.g. `IntegerType`) or more specific type provided by Narwhals + (e.g. `narwhals.Int64`). + + + Example of the `column_type_definitions`: + + ```python + + from validoopsie.types import IntegerType + import narwhals + + { + "column1": IntegerType, + "column2": narwhals.Int64, + } + ``` + + Args: + column (str | None): The column to validate. + column_type (type | None): The type of validation to perform. + frame_schema_definition (dict[str, ValidoopsieType] | None): A dictionary of + column names and their respective validation types. + threshold (float, optional): Threshold for validation. Defaults to 0.0. + impact (Literal["low", "medium", "high"], optional): Impact level of validation. + Defaults to "low". + kwargs: KwargsType (dict): Additional keyword arguments. + + """ + + def __init__( + self, + column: str | None = None, + column_type: type | None = None, + frame_schema_definition: dict[str, type] | None = None, + *args, + **kwargs, + ) -> None: + # Single validation check + if column and column_type: + self.__check_validation_parameter__(column, column_type, DType) + self.column_type = column_type + self.frame_schema_definition = {column: column_type} + + # Multiple validation checks + elif not column and not column_type and frame_schema_definition: + # Check if Validation inside of the dictionary is actually correct + [ + self.__check_validation_parameter__(column, vtype, DType) + for column, vtype in frame_schema_definition.items() + ] + + column = "DataTypeColumnValidation" + self.frame_schema_definition = frame_schema_definition + else: + error_message = ( + "Either `column` and `validation_type` should be provided or " + "`frame_schema_definition` should be provided.", + ) + raise ValueError(error_message) + + super().__init__(column, *args, **kwargs) + + def __check_validation_parameter__( + self, + column: str, + column_type: type, + expected_type: type, + ) -> None: + """Check if the validation parameter is correct.""" + if not issubclass(column_type, expected_type): + error_message = ( + f"Validation type must be a subclass of DType, column: {column}, " + f"type: {column_type.__name__}." + ) + raise TypeError(error_message) + + @property + def fail_message(self) -> str: + """Return the fail message, that will be used in the report.""" + if self.column == "DataTypeColumnValidation": + return ( + "The data type of the column(s) is not correct. " + "Please check `column_type_definitions`." + ) + + return ( + f"The column '{self.column}' has failed the Validation, " + f"expected type: {self.column_type}." + ) + + def __call__(self, frame: Frame) -> Frame: + """Validate the data type of the column(s).""" + schema = frame.schema + # Introduction of a new structure where the schema len will be used a frame length + self.schema_lenght = schema.len() + failed_columns = [] + for column_name in self.frame_schema_definition: + # Should this be raised or not? + if column_name not in schema: + failed_columns.append(column_name) + continue + + column_type = schema[column_name] + defined_type = self.frame_schema_definition[column_name] + + if not issubclass(defined_type, column_type.__class__): + failed_columns.append(column_name) + + native_namespace = nw.get_native_namespace(frame) + return nw.from_dict( + {self.column: failed_columns}, + native_namespace=native_namespace, + ).with_columns( + nw.lit(1).alias(f"{self.column}-count"), + )