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shap

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0.46.0	shap-0.46.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
	shap-0.46.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
	shap-0.46.0-cp39-cp39-win_amd64.whl
	shap-0.46.0-cp39-cp39-macosx_10_9_x86_64.whl
	shap-0.46.0-cp39-cp39-musllinux_1_2_x86_64.whl
	shap-0.46.0-cp39-cp39-macosx_11_0_arm64.whl
	shap-0.46.0-cp312-cp312-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
	shap-0.46.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
	shap-0.46.0-cp312-cp312-win_amd64.whl
	shap-0.46.0-cp312-cp312-macosx_10_9_x86_64.whl
	shap-0.46.0-cp312-cp312-musllinux_1_2_x86_64.whl
	shap-0.46.0-cp312-cp312-macosx_11_0_arm64.whl
	shap-0.46.0-cp311-cp311-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
	shap-0.46.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
	shap-0.46.0-cp311-cp311-win_amd64.whl
	shap-0.46.0-cp311-cp311-macosx_10_9_x86_64.whl
	shap-0.46.0-cp311-cp311-musllinux_1_2_x86_64.whl
	shap-0.46.0-cp311-cp311-macosx_11_0_arm64.whl
	shap-0.46.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
	shap-0.46.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
	shap-0.46.0-cp310-cp310-win_amd64.whl
	shap-0.46.0-cp310-cp310-macosx_10_9_x86_64.whl
	shap-0.46.0-cp310-cp310-musllinux_1_2_x86_64.whl
	shap-0.46.0-cp310-cp310-macosx_11_0_arm64.whl

Wheel Details

Project:	shap
Version:	0.46.0
Filename:	shap-0.46.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Download:	[link]
Size:	539936
MD5:	`083fe5641e1ec135bbf31fc7b6eff5eb`
SHA256:	`99edc28daac4cbb98cd9f02febf4e9fbc6b9e3d24519c22ed59a98c68c47336c`
Uploaded:	2024-06-27 10:17:15 +0000

dist-info

METADATA · WHEEL · RECORD · top_level.txt

METADATA

Metadata-Version:	2.1
Name:	shap
Version:	0.46.0
Summary:	A unified approach to explain the output of any machine learning model.
Author-Email:	Scott Lundberg <slund1[at]cs.washington.edu>
Project-Url:	Repository, http://github.com/shap/shap
Project-Url:	Documentation, https://shap.readthedocs.io/en/latest/index.html
Project-Url:	Release Notes, https://shap.readthedocs.io/en/latest/release_notes.html
License:	MIT License
Classifier:	Operating System :: Microsoft :: Windows
Classifier:	Operating System :: POSIX
Classifier:	Operating System :: Unix
Classifier:	Operating System :: MacOS
Classifier:	Programming Language :: Python :: 3.9
Classifier:	Programming Language :: Python :: 3.10
Classifier:	Programming Language :: Python :: 3.11
Classifier:	Programming Language :: Python :: 3.12
Classifier:	Intended Audience :: Information Technology
Classifier:	Intended Audience :: Science/Research
Classifier:	Topic :: Scientific/Engineering
Classifier:	Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier:	Development Status :: 5 - Production/Stable
Classifier:	License :: OSI Approved :: MIT License
Requires-Python:	>=3.9
Requires-Dist:	numpy
Requires-Dist:	scipy
Requires-Dist:	scikit-learn
Requires-Dist:	pandas
Requires-Dist:	tqdm (>=4.27.0)
Requires-Dist:	packaging (>20.9)
Requires-Dist:	slicer (==0.0.8)
Requires-Dist:	numba
Requires-Dist:	cloudpickle
Requires-Dist:	matplotlib; extra == "docs"
Requires-Dist:	ipython; extra == "docs"
Requires-Dist:	numpydoc; extra == "docs"
Requires-Dist:	sphinx-rtd-theme (==2.0.0); extra == "docs"
Requires-Dist:	sphinx (==7.2.6); extra == "docs"
Requires-Dist:	nbsphinx (==0.9.3); extra == "docs"
Requires-Dist:	sphinx-github-changelog (==1.2.1); extra == "docs"
Requires-Dist:	myst-parser (==2.0.0); extra == "docs"
Requires-Dist:	requests; extra == "docs"
Requires-Dist:	lime; extra == "others"
Requires-Dist:	matplotlib; extra == "plots"
Requires-Dist:	ipython; extra == "plots"
Requires-Dist:	pytest; extra == "test"
Requires-Dist:	pytest-mpl; extra == "test"
Requires-Dist:	pytest-cov; extra == "test"
Requires-Dist:	xgboost; extra == "test"
Requires-Dist:	lightgbm; extra == "test"
Requires-Dist:	catboost; extra == "test"
Requires-Dist:	gpboost; extra == "test"
Requires-Dist:	ngboost; extra == "test"
Requires-Dist:	pyspark; extra == "test"
Requires-Dist:	pyod; extra == "test"
Requires-Dist:	transformers; extra == "test"
Requires-Dist:	tf-keras; extra == "test"
Requires-Dist:	protobuf (==3.20.3); extra == "test"
Requires-Dist:	torchvision; extra == "test"
Requires-Dist:	tensorflow; extra == "test"
Requires-Dist:	sentencepiece; extra == "test"
Requires-Dist:	opencv-python; extra == "test"
Requires-Dist:	pytest; extra == "test-core"
Requires-Dist:	pytest-mpl; extra == "test-core"
Requires-Dist:	pytest-cov; extra == "test-core"
Requires-Dist:	torch; sys_platform != "darwin" and extra == "test"
Requires-Dist:	torch (==2.2.0); sys_platform == "darwin" and extra == "test"
Requires-Dist:	jupyter; extra == "test-notebooks"
Requires-Dist:	nbconvert; extra == "test-notebooks"
Requires-Dist:	nbformat; extra == "test-notebooks"
Requires-Dist:	nlp; extra == "test-notebooks"
Requires-Dist:	transformers; extra == "test-notebooks"
Requires-Dist:	datasets; extra == "test-notebooks"
Requires-Dist:	keras; extra == "test-notebooks"
Provides-Extra:	docs
Provides-Extra:	others
Provides-Extra:	plots
Provides-Extra:	test
Provides-Extra:	test-core
Provides-Extra:	test_notebooks
Description-Content-Type:	text/markdown
License-File:	LICENSE

[Description omitted; length: 21305 characters]

WHEEL

Wheel-Version:	1.0
Generator:	setuptools (70.1.1)
Root-Is-Purelib:	false
Tag:	cp39-cp39-manylinux_2_12_x86_64
Tag:	cp39-cp39-manylinux2010_x86_64
Tag:	cp39-cp39-manylinux_2_17_x86_64
Tag:	cp39-cp39-manylinux2014_x86_64

RECORD

Path	Digest	Size
shap/_explanation.py	sha256=V-TsQdt07yQQyCmAVHDopjQdsCr0KijgaNoOxqCRdao	31865
shap/_cext.cpython-39-x86_64-linux-gnu.so	sha256=cXsXjXBUyHKxoBWoM7N6If_ZJFtPSmdErqZA0qvaqTA	313304
shap/_version.py	sha256=-PbbdLeBCa_nhbfJtImTppycEOO-fLkeU8OZo1Jh2hs	413
shap/links.py	sha256=mzdhZ2WdkrMsznNz7SuA9K-UXq-sabep-Y0RSb40BpY	436
shap/_serializable.py	sha256=lJunw12C_QIS0EVx4Of3No6B6HkSSuudYtMAnoGOL0o	8620
shap/datasets.py	sha256=ButoRMRus831sVAQ3xrsBZDD_KuiCz8uX6TM2GlkFGM	20865
shap/__init__.py	sha256=ILDqrFggMkMk58v4iUePT0kZ-dHiGC7OMfY8PemcwT8	4517
shap/cext/_cext_gpu.cu	sha256=CORI-AQWNiFGgTQ5I5miDssqMO3Eiyt31hK8GEd9YS8	14595
shap/cext/tree_shap.h	sha256=C1hC1T9GeA8MWL7CZfCURIWMOJBu05gennArSIfQRgo	57917
shap/cext/_cext.cc	sha256=fn0fyIUdXgjKHKsQ_k-H_74SOaogm_TnMUphg2CXYLE	25867
shap/cext/gpu_treeshap.h	sha256=4TbuNBRZY5K1xU8N88qb2cvPgyJhX0sfg31Y_E4cW0w	63039
shap/cext/_cext_gpu.cc	sha256=G4GbyyiY07almkSfgHyLHD9LSO1cxGMq7YCdhZCyp6o	8087
shap/models/_topk_lm.py	sha256=YUerGxSezTURA2kQrTmEONblbXN6L32F9ejZTXgfGhk	9980
shap/models/_teacher_forcing.py	sha256=aOKZFGGez57KSraiUh96ayJCSxg1NvRs9ZSWg8fGfUE	18843
shap/models/_model.py	sha256=RiissiTDGBcM7EO1dGkuIcPbPqNvHyF1i2oWw8qbZ7E	1327
shap/models/_text_generation.py	sha256=mFsmXAacYPFjgn0Ts8rq8cCXbULJpGJGl4Ps96tnaPQ	9887
shap/models/__init__.py	sha256=VNrTEnvTcOkoOsfPRlHNiSPju1XbUTCYy4XR0LYlMsk	316
shap/models/_transformers_pipeline.py	sha256=JiGu2Q4zVMtQSbICTA1i1TofG7lPSxPHwKXVrt4w3K4	1613
shap/explainers/pytree.py	sha256=Lv4lFZmnPsSa9Z8taIMqbvFZcAfMLJSl4k27fLaclVc	20030
shap/explainers/_explainer.py	sha256=nWICW6I9_79s_HY0Hxf06rZkrtqa8p8-AFBti8I6WGY	23339
shap/explainers/_exact.py	sha256=uorReqHowVY9_2Z59nPXgUYfeU7izIJdp_7U9u1Wo5k	16390
shap/explainers/tf_utils.py	sha256=3Aorriw6GHAJtLhd_3oCpAsdpovBclCqyvy84jH---0	2781
shap/explainers/_kernel.py	sha256=pNQQCevrgGZHTBcClOTv80NGx0X5whTmM2mU2ASALKc	35128
shap/explainers/_linear.py	sha256=nuSl55JlHEFCjT-jjPk8nSwOErbr0WQiGKbkmGEF5Yg	19859
shap/explainers/_gradient.py	sha256=J-LbnOeBWjkIr-5BFH8sCIU9LrFnEj5X6p-A_pYm2-Y	29503
shap/explainers/_sampling.py	sha256=0b3sDmnYg_-YKTC2CyWWSP9G4P2CUX2Gn4WRWz6-K0k	9155
shap/explainers/_permutation.py	sha256=NVxw90HD9AGbpQ9zTsVC1GYE018ACmunEu7OZYT-iLk	10722
shap/explainers/_tree.py	sha256=5UNYYHcgmfDdRIKvKCUjig5e6AkXDkjsdLEFclNhCBU	103002
shap/explainers/_partition.py	sha256=P-i2KiClGRQlYkXVOGXCaU5H_IoCBS9kB7GpOElzfCk	31445
shap/explainers/__init__.py	sha256=g5g8-e6U1cLjXSUTtk6c2dEE3tB0VSf7bc7EOXxQk20	1093
shap/explainers/_gpu_tree.py	sha256=t3jqkukmOwCYp3wdh-EJtahRHyAopUbp4o1PSPHwa_M	6681
shap/explainers/_additive.py	sha256=ZqV9r8nFQdLDGF-ZyQwesIBtEjLQf-6Hpt_nh7xHzDs	8406
shap/explainers/other/_random.py	sha256=0BcQh5CMovlWerFHnzPIvoltbKiFtTskCq2j9oigqVw	3320
shap/explainers/other/_maple.py	sha256=ZHvSzaLx5ombq4DpfTwqYwFHxiu4RGocrq-xYcDq1Wc	11326
shap/explainers/other/_treegain.py	sha256=iTH4WFr3twU7RtZfVgkbFj73zzTD6k8uB6ySYd-3Olk	1285
shap/explainers/other/_lime.py	sha256=geot9KNDGfADbG58RdMcmPpjds1UgqnfxYattj92i7Y	2568
shap/explainers/other/_ubjson.py	sha256=_I812k7R5edEcepFKh3D3lAmJj-GRHZBOOTZ3gsbzDc	6163
shap/explainers/other/__init__.py	sha256=g4zwYyuyguZ5yAZhGaRG3n4UUtAYgqCOkPtYyt24mM4	280
shap/explainers/other/_coefficient.py	sha256=ap_SY_sU-CkPO0z-uldAQpFB6FHugsj8HynwYrGxvhs	516
shap/explainers/_deep/deep_pytorch.py	sha256=E_YrjwSccqLqp4CD2UcgUZUhDyrtAi59raMO1bs-MGs	15756
shap/explainers/_deep/deep_utils.py	sha256=nRDCgH9FokC_3AUBLZQ1WyCSZ6UwnxWGnBw_p7zXY6E	1341
shap/explainers/_deep/deep_tf.py	sha256=xgJ8U5rQj1-jNVwPpuW5OzbKLh_MvuH4E0DGAtsli6w	35301
shap/explainers/_deep/__init__.py	sha256=QSq5wr5c7Efqv2FDzfhAJC6hWckHHxoW4fPx2tEFyNc	7940
shap/plots/_force.py	sha256=Sdldc0l05cin66H2yrn6za20DjS1O1fG2EowUFt0jQA	21261
shap/plots/_image.py	sha256=khWcD24mWFBh_Bn0qy-nomFGW8pbwdz36MJEZARvRrk	25271
shap/plots/_embedding.py	sha256=9x74pJiXWS_-tm6nXAz1o1gPgWfvxk1tlLS4zU1Wh18	2650
shap/plots/_monitoring.py	sha256=lOdAzD8RihKSWnM3JtAm3vu6ZT3KI6CAo6K7e-Zebj4	2659
shap/plots/_heatmap.py	sha256=ET0yiz3SdhNlY3HqEGRXvUafLEEWjBfIbDYivpRL0Y0	7251
shap/plots/_decision.py	sha256=0bx7gDrYlnSY6IXAagxCm__ZYnXCSNYFaDR_rPVWyyQ	26021
shap/plots/_text.py	sha256=KVEHSEt7FZ6fN92N3x6YaS3wqvzdJqPL7X03PuZAEG4	59761
shap/plots/_scatter.py	sha256=EFnc29NHm5hRRpsywvYe9s-9Zk8NiSZAcWK6OeapEHQ	33374
shap/plots/_group_difference.py	sha256=lN_tI9PzTnmkWNXcg7XjGWDXKWdUbaUMelmti0HKg9I	2970
shap/plots/_utils.py	sha256=FHLPlKX7DAIH-KZJRoc81qBxuLJbPy4o73sD90i4_Yg	7453
shap/plots/_labels.py	sha256=cK-AnJgWZJM1SIJ4x3vCj7XwofU_oAo79o1fBTtvOBo	609
shap/plots/_waterfall.py	sha256=BwgzKQdX73wicViaEPp61gJktWJw3omh-C3D8wOyIIE	26671
shap/plots/_violin.py	sha256=cPXlaNimwtfOdFRxQUdSRiTm6WAiMajp2-oMjlobkaI	16325
shap/plots/_bar.py	sha256=iPifhJed9GQr2iBmLonK8dodVFmY_p4XYJydfuJWXPY	18134
shap/plots/_beeswarm.py	sha256=rBwZFn7sh99Rs1q3IxXcJ3SxIchSHS0QpO6ZkSaIcFU	42857
shap/plots/_partial_dependence.py	sha256=EfGimIUdZXK149lxpMP3FDxMDaNthh0FnUlq_9BP6gA	9251
shap/plots/_force_matplotlib.py	sha256=UWr8QecgP0UYK9C7eWFHXlHrrFJfW5Z6DFt742Id5_s	14269
shap/plots/_benchmark.py	sha256=oTug1M0TqFz9sc0T3m-ShfDBvsZbphqhqIgphm-IuGA	9434
shap/plots/__init__.py	sha256=ASDlhefIHlMpAE4yVH2DC000g44b7rlefi8af6n_wAA	992
shap/plots/resources/bundle.js	sha256=QGzCDdlNw_pNZf0qumZcgTK7Pw3IkIe5F-wym7ZI5Dg	302806
shap/plots/resources/logoSmallGray.png	sha256=I7UAO6eO-2ghl7qW2AVkpn7LXkQ_8yVSOFh9X8aQqjc	570
shap/plots/colors/_colors.py	sha256=Mkh8gxGy0QuJGO-hsn4qlcMkAXAjhD6FhOo_ecc9J9E	5082
shap/plots/colors/_colorconv.py	sha256=qoULzgDPR8OmMUZSPYdD-OWNqmhwUJAhYd-3xcEKUoc	36811
shap/plots/colors/__init__.py	sha256=_Vys6_C-mpoGtCCPjv_OvbbykphFS5eep7Hsese0nwM	574
shap/actions/_optimizer.py	sha256=-Xl9oa_oAKd0r-wkuruxg9VzoV2KMMc1WpcIsANVVxQ	3618
shap/actions/_action.py	sha256=01uz1ux0aWy9E6LfVCebtwgkVfBavN7Z1c_utzm7bYU	200
shap/actions/__init__.py	sha256=kwvUJXqWfZlL6OWVguoOQ94x5S8dcgKcOwWYKd45vqA	50
shap/benchmark/framework.py	sha256=emC5uZqalDrvY_E5XtOF_KHx3LvWk-6aACQiiIv_LAU	3922
shap/benchmark/experiments.py	sha256=Ch2VU6WfZa-jbN8fAnOoFgWK8PWceoJF2sxBI7L4GV0	13936
shap/benchmark/_explanation_error.py	sha256=GohnZo5NSDI9h4hQ4dc70rfYJ4vWQsgzLR_V0HJE2cg	8129
shap/benchmark/_result.py	sha256=9WO0wRkr78Xx3e8hlcD3zTzONRiL4CibhoG92HC8ks4	1066
shap/benchmark/measures.py	sha256=_6HjfY09dDHL_Ek3eXQgKgqtmdyF40jkcO4C4WCCL1k	18463
shap/benchmark/plots.py	sha256=Io-thy41vQLg2109DMHEqVOuZRkxs_dpgYee7jGja-Y	23738
shap/benchmark/_sequential.py	sha256=klN4m_IGsNEsVobo4s1EPoc-YgWIBAIP1KgvTz2rxcA	13112
shap/benchmark/methods.py	sha256=rCIrv-JAIIlVl9O1qVgMi2bLPh4VRvwELx-bvNghPt8	4221
shap/benchmark/_compute.py	sha256=_zOxUqiDtZ-ms3wK0IY3huVIA3qRILFTVDpi0VManMk	285
shap/benchmark/models.py	sha256=Uxr8gnSZSUu6ip8SmvDQDxdTgJt4nqstF9A2vnS4eAs	6387
shap/benchmark/metrics.py	sha256=6V10qNgblwijtAEK92dr_SQk1bkxtaHh-sM2BpvxKT4	31140
shap/benchmark/__init__.py	sha256=OBbjPKXZuaEVdCmwg-F-oPuv8PrJa8EcEiJoQSZDNJY	301
shap/maskers/_image.py	sha256=NDbHov1BUvxLXWxxYywPsbjT3zI9LFoSoK0Q8tIrHBk	9106
shap/maskers/_text.py	sha256=aIukVrPAHM97TBO72TMgpVr87BVRX1Yo3GKeO_fN6uk	21398
shap/maskers/_masker.py	sha256=MX5uuhpHElMA-UMs8ZIepBcYLqb_0_rBzmWVkv00Fc0	728
shap/maskers/_fixed.py	sha256=A0FlEK6jhINvFoxJeMof2RZ8TEFWLkNpzLM10IsuBGo	954
shap/maskers/_output_composite.py	sha256=IuS-_ZZ8wggh0-yYUDJoP2qw0bwGj2y_zPG0cFhPKT8	2636
shap/maskers/__init__.py	sha256=ukEdZXZtHnB7eK-m7IRuQnnIFHtmDxKdabz9r247RyY	462
shap/maskers/_composite.py	sha256=k48fH0mYYwRWENGcj4sbBVGyYfgGxq7Ti1Ky-XzP6_s	5177
shap/maskers/_fixed_composite.py	sha256=5w5kloiiUZw6A-vpq24iC83OveGj25lBFLg-fdmG690	2366
shap/maskers/_tabular.py	sha256=5DkJF3ckuBDXWIb5F9WY1INPrmjGBjMhVyaeGReiFkc	13838
shap/utils/image.py	sha256=qzu9QgZMXgvTRVVnWSyqE_vjcbjZNpneyJ4COJkcCRY	5273
shap/utils/_general.py	sha256=FoIUpQlagwLqEDsI0LG8KNogheZkoR1NPu4xoAZWWOE	11401
shap/utils/_keras.py	sha256=wGw19IrCATk_U9JIo79iHIe-ufD7A7_Iipn0zRrr9qc	2535
shap/utils/_legacy.py	sha256=UgNXOQjDFaBCzkt5JUF0BDf91MAPIrvqX1lvEbiBy0o	8379
shap/utils/_exceptions.py	sha256=2yvn4zr9qUnWlw9FNFaYXfZIykvRqKUWwEWAdQkML8U	578
shap/utils/transformers.py	sha256=f_lbiiJTc1tOSkzIj-bPu0sM8qNEHHBfoe3Vml9USWE	6484
shap/utils/_clustering.py	sha256=o9HgMz-BspxtT6LZs_MuyzNEwmcBboyiRcIuuSaaItE	9610
shap/utils/__init__.py	sha256=C_6B1dSkZOLpJHZkaQ22WYZa7kRLhcA1oakbm0qZrqw	973
shap/utils/_show_progress.py	sha256=Wd8yOMJKn4l32ooWPYyYSVGIPaXwDy86Z1Yku4joj08	1218
shap/utils/_masked_model.py	sha256=-d8HjFiECyvzxtmvbWXl181Lrctdx5UdfWYHxof_xrA	22502
shap-0.46.0.dist-info/LICENSE	sha256=z1wmMFxjLlRRtu7X4JZKNsTOwRAvDGRn2wY7NIOhkSc	1081
shap-0.46.0.dist-info/WHEEL	sha256=Jxa33AHum-6BqmeA_e3bq1c-vu3KZWf2Fe-pkXulRlE	220
shap-0.46.0.dist-info/top_level.txt	sha256=MjIGqmLADIjgB_iEb34vXFQuCf62i26ItbMzajhG084	5
shap-0.46.0.dist-info/RECORD	—	—
shap-0.46.0.dist-info/METADATA	sha256=YnjJgFmW4XwHxVg8SZYRInYXgFes25YosXohRbQRvNU	24841

top_level.txt

shap