Wheelodex » Projects » mlwhatif

mlwhatif

View on PyPI — Reverse Dependencies (0)

0.0.1.dev0 mlwhatif-0.0.1.dev0-py3-none-any.whl

Wheel Details

Project: mlwhatif
Version: 0.0.1.dev0
Filename: mlwhatif-0.0.1.dev0-py3-none-any.whl
Download: [link]
Size: 124616
MD5: ef59930a0919b1006bfc5c9fd4447093
SHA256: dcbeb8b2304e9df8f4de9662f7f5a500d005efbdc24ec95f4e5e3875d4011147
Uploaded: 2022-04-04 12:21:25 +0000

dist-info

METADATA · WHEEL · RECORD · top_level.txt

METADATA

Metadata-Version: 2.1
Name: mlwhatif
Version: 0.0.1.dev0
Summary: Data-Centric What-If Analysis for Native Machine Learning Pipelines
Author: Stefan Grafberger
Author-Email: stefangrafberger[at]gmail.com
License: Apache License 2.0
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Programming Language :: Python :: 3 :: Only
Classifier: Programming Language :: Python :: 3.9
Requires-Python: ==3.9.*
Requires-Dist: scikit-learn (==0.23.2)
Requires-Dist: pandas (==1.2.3)
Requires-Dist: numpy (==1.19.5)
Requires-Dist: six (==1.15.0)
Requires-Dist: nbformat (==5.0.8)
Requires-Dist: nbconvert (==6.4.5)
Requires-Dist: ipython (==7.25.0)
Requires-Dist: astpretty (==2.0.0)
Requires-Dist: astmonkey (==0.3.6)
Requires-Dist: networkx (==2.5)
Requires-Dist: more-itertools (==8.6.0)
Requires-Dist: pygraphviz (==1.7)
Requires-Dist: testfixtures (==6.17.1)
Requires-Dist: matplotlib (==3.4.2)
Requires-Dist: gorilla (==0.4.0)
Requires-Dist: astunparse (==1.6.3)
Requires-Dist: setuptools (==57.0.0)
Requires-Dist: scipy (==1.7.0)
Requires-Dist: statsmodels (==0.12.2)
Requires-Dist: pylint (==2.6.0); extra == "dev"
Requires-Dist: pytest (==6.1.2); extra == "dev"
Requires-Dist: pytest-pylint (==0.17.0); extra == "dev"
Requires-Dist: pytest-runner (==5.2); extra == "dev"
Requires-Dist: pytest-cov (==2.10.1); extra == "dev"
Requires-Dist: pytest-pycharm (==0.7.0); extra == "dev"
Requires-Dist: pytest-mock (==3.3.1); extra == "dev"
Requires-Dist: gensim (==3.8.3); extra == "dev"
Requires-Dist: tensorflow (==2.5.0); extra == "dev"
Requires-Dist: keras (==2.4.3); extra == "dev"
Requires-Dist: jupyter (==1.0.0); extra == "dev"
Requires-Dist: importnb (==0.6.2); extra == "dev"
Requires-Dist: seaborn (==0.11.0); extra == "dev"
Provides-Extra: dev
Description-Content-Type: text/markdown
License-File: LICENSE
[Description omitted; length: 1562 characters]

WHEEL

Wheel-Version: 1.0
Generator: bdist_wheel (0.36.2)
Root-Is-Purelib: true
Tag: py3-none-any

RECORD

Path Digest Size
demo/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
demo/feature_overview/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
demo/feature_overview/missing_embeddings.py sha256=ZTE9AUMMj0zH2ntjabMsiyvb_FsIHXZgwC0bssxWsyg 2486
demo/feature_overview/no_missing_embeddings.py sha256=8r-alsRzAV1zMvVIDcBRHFeKrpU3n1MQmC9MSTqd-po 2316
example_pipelines/__init__.py sha256=YeVSKnJw2Iq1Qugq2017OMzAhODd0Qc1rK80MKEDKTA 426
example_pipelines/_pipelines.py sha256=QXjFKPQi8Kw5A93o0D1xR4j6hS-YNuG-2HzLHj6dXzo 1082
example_pipelines/adult_complex/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
example_pipelines/adult_complex/adult_complex.py sha256=qZNw9KmREImc65AQungwg2TzF4c5URGL4au5U18Na6M 1629
example_pipelines/adult_simple/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
example_pipelines/adult_simple/adult_simple.py sha256=BEvBVESSOpkPbbVw_3SBOD-rFqKR7tFQHeS2FzauKcQ 922
example_pipelines/compas/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
example_pipelines/compas/compas.py sha256=6mUCq5OZvpzmxnlSvjA9os52AVBJ83EnMnZNgP05rZI 2394
example_pipelines/healthcare/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
example_pipelines/healthcare/healthcare.py sha256=J6wR8kiKWn4jGMklvT0J_-m6Y_bGoVOv5m8hurYSKmQ 2341
example_pipelines/healthcare/healthcare_utils.py sha256=u_TnaGQe48vaFt8wKR13BIiJ1YwXkQ1Rq-F0Q_h_Gzg 2062
example_pipelines/healthcare/custom_monkeypatching/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
example_pipelines/healthcare/custom_monkeypatching/patch_healthcare_utils.py sha256=Et3R0M0Twv1tu3rrQE9EE8J9KqYtUuv80PRIs6fVEac 7957
experiments/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
experiments/performance/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
experiments/performance/_benchmark_utils.py sha256=7JqlArCEg6wBQ8KREe6nDaexeltz0N4dUtKXHmOkH_A 19875
experiments/performance/_empty_inspection.py sha256=5btkU4DZCyJ88rfWjcLl1QZwrGAAA8_dwlPUczYKVBU 632
mlwhatif/__init__.py sha256=jXbcC3R2IYcGIrnMDah7dnv6Yk5Qf_gYzRmtIQ-VP9g 627
mlwhatif/_inspector_result.py sha256=qa1HHxDqz2MS3N1EDUBNsmnJGRYWo6L6PHtVQiEyxmY 510
mlwhatif/_pipeline_inspector.py sha256=l7x44_SjWNuZhAvJevlrVgulkKSPdmWmr82085fR3rU 4050
mlwhatif/backends/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
mlwhatif/backends/_all_backends.py sha256=Mq8o3kyzDukjdTdEPMcjrgV5CtizyY-l6XapevMH2I8 327
mlwhatif/backends/_backend.py sha256=b0QB4oetk_FGiudNhlZwfvlkYMbjGpHk_MDUHMf73eo 1525
mlwhatif/backends/_backend_utils.py sha256=d1tNdOEl-obDRXcbzvxqWsJI6qXfi7bv8FjtzbRtCnI 6589
mlwhatif/backends/_iter_creation.py sha256=5ZOCkorrXsgHIzC7eexYmKWHCu3rZKNFHvAsC0x8wUw 13166
mlwhatif/backends/_pandas_backend.py sha256=FoC-vav-Vt8_AskuNHh22zWCp7Ovuj-evvmeAGzIUF8 10413
mlwhatif/backends/_sklearn_backend.py sha256=Cch1Z2wkLELFgalb4rRIrGGH1xN6MpPbFTbCKxMG3Kk 7997
mlwhatif/checks/__init__.py sha256=tvmZcKu2Li3LbjGeHKKSIVbiOP1tunNmSuk1JZrfoDw 781
mlwhatif/checks/_check.py sha256=-KcsEIB6Fe9xPcIZzLZrmPeS8TahWZPA0-xJ2qo5PXM 1650
mlwhatif/checks/_no_bias_introduced_for.py sha256=VNeaHXXWcuit4lmLk9xhVwqq2Vn8E-NczSDgY4Pz_lc 10013
mlwhatif/checks/_no_illegal_features.py sha256=_lgj9j23QZ2xoJ7dD6CsW0J16kMP3t9L0obfSAd7Dww 2899
mlwhatif/checks/_similar_removal_probabilities_for.py sha256=7jUoXPjuiKDwFgPkHXC6rriD2t4vMTaboOOL38gX5bw 12165
mlwhatif/inspections/__init__.py sha256=cv-rOCmDmnzeQO8-yW0WlmXa0R16ytSn4_Qzua8dJEw 1232
mlwhatif/inspections/_arg_capturing.py sha256=mZQYhItbPGmB2_PROhsI8Xw8Lo7FVkiCdb87Q401rIg 893
mlwhatif/inspections/_column_propagation.py sha256=OGsg69dlcPfyIay32QNQjZ9rT2bUnYJMAnXFstEpRXc 8378
mlwhatif/inspections/_completeness_of_columns.py sha256=mEY2QfHm9JOujBn-J9JSrMyfSnAPlp4QBFr5iRrHsQw 2849
mlwhatif/inspections/_count_distinct_of_columns.py sha256=aCLr3FTbdDB37Hm5HuqEhsJH1F76rvn-Q_1MW9WZXdk 2554
mlwhatif/inspections/_histogram_for_columns.py sha256=1gXqM7fVqUiU4W16yAoq--UmutLb5warE5niFsnSc34 7319
mlwhatif/inspections/_inspection.py sha256=nk9qNyqzZOEsNjA7rZ8lt888NCwvUonUWpddLd9IsNc 1471
mlwhatif/inspections/_inspection_input.py sha256=N2vUVF_sSfjR6Z4iB0DB9RnSiKSOQ1e00e4A9yKzFVQ 3970
mlwhatif/inspections/_inspection_result.py sha256=3m2xlioNqkdI0mSSSCYvCLYSbP5Fv6YoaUfMsdFwKn8 439
mlwhatif/inspections/_intersectional_histogram_for_columns.py sha256=bnLt5tkG8n-Fkyn60GbzQmxQ6Zaj0sQu4wlRJW2xIlg 5967
mlwhatif/inspections/_lineage.py sha256=Wm25dQhKeuVMQ0F3QhAGUmjd2hXLJL0coTREjS1GtiA 7831
mlwhatif/inspections/_materialize_first_output_rows.py sha256=MRp_NOulC1yZ-GO6EiCwOGV2cBUlrfq19Fz1YVX8LPQ 1991
mlwhatif/instrumentation/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
mlwhatif/instrumentation/_call_capture_transformer.py sha256=XybHiFHoOa2agBNQUF9jA18DfZU3yl2gtk_ufmPX58w 3857
mlwhatif/instrumentation/_dag_node.py sha256=BFcUv3-YdunHw4vBrkqGy8tFL2zqiwJHHH7D2-HKVmA 1283
mlwhatif/instrumentation/_pipeline_executor.py sha256=oeOpoAKUdoBHP1odeJbnBQ596PUP0GDoC81DPXP85LQ 9558
mlwhatif/monkeypatching/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
mlwhatif/monkeypatching/_mlinspect_ndarray.py sha256=rzVCUB1fkDuLYLVvVLrfvAcZ8iuFbquKLoU5sjbBzOM 1479
mlwhatif/monkeypatching/_monkey_patching_utils.py sha256=3QXQXzO3ekVdJfbWKEOSEcN66VlceIrAv1_3D56XZ_A 18430
mlwhatif/monkeypatching/_patch_numpy.py sha256=dWolJVLFaBNGGM-7EQdKgWgUCOa8Gmk9Qm0jw8Tcvog 1970
mlwhatif/monkeypatching/_patch_pandas.py sha256=rwdHSVH8nAjN4BPt9EG-JP_FnW-xmX3pGWKa7ihc6Pc 24858
mlwhatif/monkeypatching/_patch_sklearn.py sha256=UMMA2uwa7_V1ujLhJHAndgFDp07PUboZThfx5-_pakE 85644
mlwhatif/monkeypatching/_patch_statsmodels.py sha256=AsuUmNiW54VPfGo4UAKZGuv9RasythR9atQ3Bl7UDUM 7567
mlwhatif/testing/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
mlwhatif/testing/_random_annotation_testing_inspection.py sha256=arqJrXI2i3yMRsR1UikkBXHbWBNCO3B9CayQ1ANTQSo 3264
mlwhatif/testing/_testing_helper_utils.py sha256=6VIUZlekI8pZlYx9qCQDe9djFKNpT0ujaBuQ7y41rJ8 18295
mlwhatif/utils/__init__.py sha256=o9Vxtj1eWWEHMASpwbxYVfGxPwg6yzMJCtvj9tsDGrU 132
mlwhatif/utils/_utils.py sha256=8IMLYg9zVJJv2Q2x_hEM8_Z1iSnvQG62_yR2Koqvdwk 191
mlwhatif/visualisation/__init__.py sha256=7mCWgnIw3so_H0tyRkAQ9TwgD59uhCjdIcdAJQ1j2Pk 198
mlwhatif/visualisation/_visualisation.py sha256=bnEalxwJJHdIstgB2O0lI-bjBNzlwdI7H-j4QM8UAfs 1374
test/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/test_pipeline_inspector.py sha256=70_pWOzUXThTJF2rFe9hO7wpzlUNDnhCZwazzax5-po 5492
test/backends/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/backends/test_pandas_backend.py sha256=3V0sYq6Cjyr47Zt3VidQa832MvUBG5F3l-gnZ8Q3_as 1254
test/backends/test_sklearn_backend.py sha256=rCBk0Wn5u_NfR-W0R4yEyXSuX1WdXv3OFG6ti02MD3c 1359
test/checks/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/checks/test_no_bias_introduced_for.py sha256=-STZEDXtTx9iljblMRAMfwcdZ3PkuvxLuUwxN2uIbzo 5214
test/checks/test_no_illegal_features.py sha256=5IwnH0q4fIB1_KoZW0Nv6exVIW2PMztI8j1y4wUF3hI 2073
test/checks/test_similar_removal_probablities_for.py sha256=ZqozAMcZ8NzXjUl4uPuGqxK47oKwyYBHs9_xQH1HwO0 8190
test/demo/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/demo/feature_overview/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/demo/feature_overview/test_feature_overview.py sha256=5OCApm2FhfQh890uI2Fyz7fQQVl_x_pPp_0Xm06oo9U 464
test/demo/feature_overview/test_missing_embeddings.py sha256=R5-OsOxqZn8Ezx4a9kvg10akW4wkvQLNfNYYphSzrNw 1486
test/demo/feature_overview/test_no_missing_embeddings.py sha256=lXJgn2pJQvGB6FNFDX2YVAobr0n3ay7Mj1fDCDnSrwE 2226
test/example_pipelines/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/example_pipelines/test_adult_complex.py sha256=9Kk3T2TsQvCw6PmQO9pbyEOr_BZyD3NN2KZ28m9T3Wo 741
test/example_pipelines/test_adult_simple.py sha256=0I4ZfEXrMRzZKJ0OPbH7h525s7T1wLRpjFOesqLaCxg 1222
test/example_pipelines/test_compas.py sha256=fPmijsagvhVKJRmBg_esVduw0wbmXzdwPwlejv1ZuM8 712
test/example_pipelines/test_healthcare.py sha256=unz_75eG6neg_Q7q0feHz-iAShjMtmSOMMod353VsA0 1974
test/example_pipelines/test_patch_healthcare_utils.py sha256=s4x5WYTXhBpH-8A9Mq4WXbAu1dMJTMBjU8PI1sK2acg 9287
test/experiments/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/experiments/performance/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/experiments/performance/test_benchmark_utils.py sha256=uy-caC95hsukHCgBpz7u4YM0n83knfzdwPLKXxA5syw 1784
test/experiments/performance/test_performance_benchmarks.py sha256=-_oCjheP_8EuIJJzvQrrjJ_at2LyDtUZp8EObeuZ5cI 510
test/inspections/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/inspections/test_arg_capturing.py sha256=Qt38Mq0r2QRgtICxwOUGoBtllReKehZKyuDeQVx2j_c 30557
test/inspections/test_column_propagation.py sha256=R2yYNuYbjJzD8vU3XjqiNspiW9Ro8I-9d9sx0Yj2wb0 5085
test/inspections/test_completeness_of_columns.py sha256=JhCJiq6_dNq1cYkA74W_O6aVUvZf0oMHaiF_lOREru0 2787
test/inspections/test_count_distinct_of_columns.py sha256=6ETvBUheQgdA8Gr7UQiSk9ol9Shkp4FfZUHImMVRWJs 2835
test/inspections/test_histogram_for_columns.py sha256=WDAE4SQn9JUWDL5nqf1g3z-aSDHVWPiRatLgZOKwBYo 4142
test/inspections/test_intersectional_histogram_for_columns.py sha256=wCD6iiUaUlgopEN3uOP2h8AXudoGcuQGPWR8FD_GIHE 3170
test/inspections/test_lineage.py sha256=CYrwt4hs71HNfbHTvJy6psrTb_COgFBgeWYKOhEbKLE 7097
test/inspections/test_materialize_first_output_rows.py sha256=xoV1BgNxsekeiHxB-Cxwa_SN8dLt-F4JUxgSYGFeWkI 8503
test/instrumentation/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/instrumentation/test_pipeline_executor.py sha256=Ja6Z9I0A4c7QupTRoSx_DpO_DMVTrgrQQjYGOyn-FQ4 10901
test/monkeypatching/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/monkeypatching/test_patch_numpy.py sha256=GLxGG2AKgJ_ziq2grhQAcSab1cDqmMSHsZoAQ5CVXrI 2002
test/monkeypatching/test_patch_pandas.py sha256=3GDeEHvuFdLlTyKiiEjzLLzlGHWAvfhni5FeTRV1QCE 38492
test/monkeypatching/test_patch_sklearn.py sha256=rwEL0jX9s0VdnxXBAa_w92ny98K_SCDGuZRXuuQEaj8 141764
test/monkeypatching/test_patch_statsmodels.py sha256=YLDZNU-fM_MaDgUNd9u22VtoM9VISuyPGAry-ApIk6I 10766
test/utils/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/utils/test_utils.py sha256=HvMYIGvqTUJxfRwZGBKpy72jBX5BULBPC41vW5qkUug 272
test/visualisation/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
test/visualisation/test_visualisation.py sha256=UlQqjUg87rRfFHTT1NzOJxr3SQCVFixqHizaBLdHT6c 913
mlwhatif-0.0.1.dev0.dist-info/LICENSE sha256=xx0jnfkXJvxRnG63LTGOxlggYnIysveWIZ6H3PNdCrQ 11357
mlwhatif-0.0.1.dev0.dist-info/METADATA sha256=ZjmMftfSUxMeN96sUJWTdTCXHlLahMm_d1YspyQXleg 3446
mlwhatif-0.0.1.dev0.dist-info/WHEEL sha256=OqRkF0eY5GHssMorFjlbTIq072vpHpF60fIQA6lS9xA 92
mlwhatif-0.0.1.dev0.dist-info/top_level.txt sha256=3e35Bd_pqd2LW2uuj1xYVyrCqglkoKCfPRmWRbvLpAo 49
mlwhatif-0.0.1.dev0.dist-info/RECORD — —

top_level.txt

demo
example_pipelines
experiments
mlwhatif
test