shapash

View on PyPIReverse Dependencies (2)

2.4.3 shapash-2.4.3-py2.py3-none-any.whl

Wheel Details

Project: shapash
Version: 2.4.3
Filename: shapash-2.4.3-py2.py3-none-any.whl
Download: [link]
Size: 651702
MD5: b2ab5e56dedcfbfeb4beea38e68b4cf0
SHA256: 134a63180e30f49575fd086b0e3bd9ba3c77020afdd38063c04fee7e91f6f9d8
Uploaded: 2024-03-12 11:08:12 +0000

dist-info

METADATA

Metadata-Version: 2.1
Name: shapash
Version: 2.4.3
Summary: Shapash is a Python library which aims to make machine learning interpretable and understandable by everyone.
Author: Yann Golhen, Sebastien Bidault, Yann Lagre, Maxime Gendre
Author-Email: yann.golhen[at]maif.fr
Home-Page: https://github.com/MAIF/shapash
License: Apache Software License 2.0
Keywords: shapash
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Operating System :: OS Independent
Requires-Python: >3.7, <3.12
Requires-Dist: plotly (>=5.0.0)
Requires-Dist: matplotlib (>=3.2.0)
Requires-Dist: numpy (>1.18.0)
Requires-Dist: pandas (>1.0.2)
Requires-Dist: shap (<0.45.0,>=0.38.1)
Requires-Dist: Flask (<2.3.0)
Requires-Dist: dash (>=2.3.1)
Requires-Dist: dash-bootstrap-components (>=1.1.0)
Requires-Dist: dash-core-components (>=2.0.0)
Requires-Dist: dash-daq (>=0.5.0)
Requires-Dist: dash-html-components (>=2.0.0)
Requires-Dist: dash-renderer (==1.8.3)
Requires-Dist: dash-table (>=5.0.0)
Requires-Dist: nbformat (>4.2.0)
Requires-Dist: numba (>=0.53.1)
Requires-Dist: scikit-learn (<1.4,>=1.0.1)
Requires-Dist: category-encoders (>=2.6.0)
Requires-Dist: scipy (>=0.19.1)
Requires-Dist: catboost (>=1.0.1); extra == "catboost"
Requires-Dist: lightgbm (>=2.3.0); extra == "lightgbm"
Requires-Dist: lime (>=0.2.0.0); extra == "lime"
Requires-Dist: nbconvert (>=6.0.7); extra == "report"
Requires-Dist: papermill (>=2.0.0); extra == "report"
Requires-Dist: jupyter-client (>=7.4.0); extra == "report"
Requires-Dist: seaborn (==0.12.2); extra == "report"
Requires-Dist: notebook; extra == "report"
Requires-Dist: Jinja2 (>=2.11.0); extra == "report"
Requires-Dist: phik; extra == "report"
Requires-Dist: xgboost (>=1.0.0); extra == "xgboost"
Provides-Extra: catboost
Provides-Extra: lightgbm
Provides-Extra: lime
Provides-Extra: report
Provides-Extra: xgboost
Description-Content-Type: text/markdown
License-File: LICENSE
[Description omitted; length: 22059 characters]

WHEEL

Wheel-Version: 1.0
Generator: bdist_wheel (0.43.0)
Root-Is-Purelib: true
Tag: py2-none-any
Tag: py3-none-any

RECORD

Path Digest Size
shapash/__init__.py sha256=rYxXDVjDCQTsOkIvPoZcXQaE482EpoHCNIOAE13abYc 401
shapash/__version__.py sha256=P5N9Bj9Ya7kqh4PYqI1oBK5LHvvZt88EcgvyosMoGvs 63
shapash/backend/__init__.py sha256=goaFN-wVawM88LaX74VzaWRz4e5F00zFZEzz3dNAaLk 692
shapash/backend/base_backend.py sha256=ej_9-Ve2LuHpYLKem3eI9anzAFOgqOviVSrnc1Q2rtg 7966
shapash/backend/lime_backend.py sha256=EhkC3rEnqMwTXITx_S10e0o4GQtxYabdPKtwaizqGyA 3064
shapash/backend/shap_backend.py sha256=hHRmYqsnp474HKVKijp6bgyDuSltrcdp6oXjLz2kSjE 3933
shapash/data/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
shapash/data/data_loader.py sha256=U1FV3_MQ1tblRP4CTY_mqmlw_zncoakBiT2iQa9z1mI 3668
shapash/decomposition/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
shapash/decomposition/contributions.py sha256=aZlElA6azzyTmD_gBGYvUuOEsPQBvGLFBi-clvRNXWM 3971
shapash/explainer/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
shapash/explainer/consistency.py sha256=3YqOh_cjM9cKSvV-wluaHpQOhqWJDWzcYwSpeUKskH4 28418
shapash/explainer/multi_decorator.py sha256=FAKSGAnKtg0IfnoIL9elgoPT4xXCdHcSZoaT96fGb5o 8461
shapash/explainer/smart_explainer.py sha256=WjXHUBCFW7G8Hb3b53RyVfMEI_t3j-YfzuKPMhyKh-Y 57813
shapash/explainer/smart_plotter.py sha256=yYKmjeW8HsuvadS63zAoJDtwT7mFddt6ePYNw_2p4Go 143801
shapash/explainer/smart_predictor.py sha256=zKdvtANuzn3J9MvM_qtuTDXeWeO_91PI0qctqi6_ShU 30494
shapash/explainer/smart_state.py sha256=AxgKv5yWqQOmDPLNFPNtKxc8YaHY_2fm8GQf7glXBWk 10763
shapash/manipulation/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
shapash/manipulation/filters.py sha256=KOkL8fu5tPVASje31-8XpvnLGoxmn6W26ujk0MKqrWs 3885
shapash/manipulation/mask.py sha256=dC6ro2Ht3SbmkdsP4V73jnPmzOXjpuXVT03jP6VNqNQ 1513
shapash/manipulation/select_lines.py sha256=kGcKuCv57U7lISmCbLf4WmM2g_DLjJUw65x6qPRrLqA 2464
shapash/manipulation/summarize.py sha256=5BDhZi5bWmoEjkg8xkltHQoniH71iK6bTN3zdqmKt20 9326
shapash/report/__init__.py sha256=ZBLfHKVcpXlQBcZ5Kz0ETIOsXUlSXMvUJz3loBEQ4T4 753
shapash/report/base_report.ipynb sha256=phDaiykb8d5GLfPY52MfRwd9xNFHjHizQhOSBla_PPE 3786
shapash/report/common.py sha256=dhrCFUwnTMyFRhCInCVzVl3Gr84pcI3U64yi8tWUpwo 4809
shapash/report/data_analysis.py sha256=qIfP_INhNb2NzYIMDLDjF7ektKn2NgRXmlTdDfz-OOA 2593
shapash/report/generation.py sha256=8wyC1nJxTyvJc7utA2gAVosIct82w6NL27a4f6MaCw8 3280
shapash/report/plots.py sha256=TRjokGBsMUK7l1AnTYxcLyf0zHcbObN6HOE97_75uGE 7133
shapash/report/project_report.py sha256=IJZkSzTCb2Iti-dFK7HbD3wxZxHOqdrIYIbkg-1ZfKw 22166
shapash/report/visualisation.py sha256=U1rDPjaUgrbnMsFw7TxnLaSVct2VJq200LcOQbPJ8_Y 3500
shapash/report/html/double_table.html sha256=o9tEWNJAVxPvJckCw1PdkhqLM1eGVJ0_3y6S_92tVsg 388
shapash/report/html/dropdown.html sha256=NHmjGhJ9NNJuD5f8_8n4XQVfocwG2A0zaZFZI9opBio 942
shapash/report/html/explainability.html sha256=G5lTd4MBqyReRIG0R8tPswD8exdSFaTq8hKNaozBggg 1588
shapash/report/html/table_two_columns.html sha256=WMKn_WK25AVNgiSHpR5kFCxUp_lEGdII6NIsR6EkgIU 484
shapash/report/html/univariate.html sha256=85pnRP-awxKZWzpgW3Ja0nOvEQ2tKgU3NtVZLzeve3M 843
shapash/report/template/custom/conf.json sha256=buc72NmW7z9Gf__AcHH8y68RJ9Y7zU9IPHxoUdvUEdM 220
shapash/report/template/custom/index.html.j2 sha256=Wt3QYjC_4VkmqzfTeOEP6X3H0nVzPB_icNptLzsC0Ww 2567
shapash/style/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
shapash/style/colors.json sha256=2U3-ZfbXP65zZq4BMsnnhP8jlmfdzqiEOiAtCgcHYBE 5363
shapash/style/style_utils.py sha256=PgLAeLXx6aFWmeiPt_bml35KDbytTnIKDSfDUmT3Ie0 6114
shapash/utils/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
shapash/utils/category_encoder_backend.py sha256=0bLi7WxrvuD4pH-OiPZIz6UwWkBMWg3H5dBD7pJ1yHc 10879
shapash/utils/check.py sha256=hQa3LgcNwKRIrHMmXT-fwbW0clRJL0jNAaeDY8rwEdg 19136
shapash/utils/columntransformer_backend.py sha256=nPDoHeY_ALoqKRVY_Hhv3KtaUQoIfUlE6mbDcPSTiQ0 17684
shapash/utils/explanation_metrics.py sha256=Sn_P8_EwJq6nd4QhxVGNvTIcXqqKSVRVJ-3KsjVztVc 12709
shapash/utils/io.py sha256=zhyTJ71V2QkkIhVqGOjnOxfr5MksszOLOteGF7Nf0Hw 1959
shapash/utils/load_smartpredictor.py sha256=ngbfr_RCTvYsX6si6IM_Ocj8-Y_HaPin1gAOLPmFr54 667
shapash/utils/model.py sha256=SVgp4roO6uHM20tI41uXrcODzhAxJNZLUSojfUU6Ibw 3490
shapash/utils/model_synoptic.py sha256=t1JWJF_62YC-QxAfgvJeNULHl2DCz88EKDaUEbegCf4 2498
shapash/utils/threading.py sha256=lyldHze9dpRZyngXpkqKBpPNRWRDqNbGNxR86oT4pVw 1291
shapash/utils/transform.py sha256=-CbxmX-78GlF_vRaQ4AS2Fszx59emdXI1ZJE_ikbu8o 14080
shapash/utils/translate.py sha256=0sib8e3tUrNJXRiU0B6ERToEiNdMyMhdraT9tlq2FtE 419
shapash/utils/utils.py sha256=t92QzMehk3X9OXIPPGUTCNYuxANGk-p09E9Kk971S8M 7900
shapash/webapp/__init__.py sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU 0
shapash/webapp/smart_app.py sha256=09Qa07v-jMod378XZDVBWaA4eY-X-3EoStONkT0pDbA 116915
shapash/webapp/webapp_launch.py sha256=wWypWEBHyHaGsTFRl38HTISUDPv3KOJvdDiYSo38Zt4 2021
shapash/webapp/webapp_launch_DVF.py sha256=317n5p4IzFeT8yr1F12pnU86PfsMqiW0a8JDrrN6yWo 1376
shapash/webapp/assets/favicon.ico sha256=48qSzjzXIVvGz2dqULzxY-YWF8QtJC_zN2CPJwbznuo 215609
shapash/webapp/assets/jquery.js sha256=CSXorXvZcTkaix6Yvo6HppcZGetbYMGWSFlBw8HfCJo 88145
shapash/webapp/assets/main.js sha256=z3cYmEJNGTsY12FINausCRzgw87kw1I1jfgR6_Qebfg 183
shapash/webapp/assets/material-icons.css sha256=5zuFeTuPtX6RB19xgofKivL3pSaJD5sCM12pfIY0ChM 614
shapash/webapp/assets/reload.png sha256=VgUtolOLR4AHzbWG6APW1Y73i_fTkIXNDyOue_515_M 18907
shapash/webapp/assets/settings.png sha256=WQMhdyBAY9nw21vm7Srj2JfzU8KS-aUkZPxjxrnrWEU 29911
shapash/webapp/assets/shapash-fond-fonce.png sha256=48qSzjzXIVvGz2dqULzxY-YWF8QtJC_zN2CPJwbznuo 215609
shapash/webapp/assets/style.css sha256=Ri5nLsRr3oozJSqqpqsTKJZTD_RGpoB0K7bgKvqOkP0 4211
shapash/webapp/utils/MyGraph.py sha256=pbhsg4uVF9HqTsi9PhZi-tJsAJEy_olyLegID1S_DGQ 3177
shapash/webapp/utils/callbacks.py sha256=e_vrYa_MwIkdXU1vE5yklIxfdwiY9HO6OgUdJqyb610 21533
shapash/webapp/utils/explanations.py sha256=2VLkI5QGdgjPMpQaosRB9VpTJvesQMXed2U7hVrXENU 4849
shapash/webapp/utils/utils.py sha256=5ej813bbsv-D--MhZhwN2_ntfCC-fGetPFLe1Zq2UkU 3999
shapash-2.4.3.data/data/style/colors.json sha256=2U3-ZfbXP65zZq4BMsnnhP8jlmfdzqiEOiAtCgcHYBE 5363
shapash-2.4.3.dist-info/LICENSE sha256=DVQuDIgE45qn836wDaWnYhSdxoLXgpRRKH4RuTjpRZQ 10174
shapash-2.4.3.dist-info/METADATA sha256=UNuTad_3ik0nMuOEoqNp4r5dpnOmtX3RRxEARb3uqD4 24215
shapash-2.4.3.dist-info/WHEEL sha256=DZajD4pwLWue70CAfc7YaxT1wLUciNBvN_TTcvXpltE 110
shapash-2.4.3.dist-info/top_level.txt sha256=2B14nm5GmfrDglX9XdWF5JXuwHWgoQc1Ofz66_EWTB0 8
shapash-2.4.3.dist-info/RECORD

top_level.txt

shapash