shaperone

A unified approach to explain the output of any machine learning model.

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Project description

SHAP (SHapley Additive exPlanations) is a unified approach to explain the output of any machine learning model. SHAP connects game theory with local explanations, uniting several previous methods and representing the only possible consistent and locally accurate additive feature attribution method based on expectations.

Project details

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Release history Release notifications | RSS feed

0.41.6

Jun 1, 2023

This version

0.41.5

May 24, 2023

0.41.4

May 23, 2023

0.41.3

May 23, 2023

0.41.1

May 23, 2023

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Uploaded May 24, 2023 Source

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shaperone-0.41.5-cp310-cp310-win_amd64.whl (436.7 kB view hashes)

Uploaded May 24, 2023 CPython 3.10 Windows x86-64

shaperone-0.41.5-cp310-cp310-win32.whl (433.2 kB view hashes)

Uploaded May 24, 2023 CPython 3.10 Windows x86

shaperone-0.41.5-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (573.9 kB view hashes)

Uploaded May 24, 2023 CPython 3.10 manylinux: glibc 2.12+ x86-64

shaperone-0.41.5-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl (564.7 kB view hashes)

Uploaded May 24, 2023 CPython 3.10 manylinux: glibc 2.12+ i686

shaperone-0.41.5-cp310-cp310-macosx_10_9_x86_64.whl (438.1 kB view hashes)

Uploaded May 24, 2023 CPython 3.10 macOS 10.9+ x86-64

shaperone-0.41.5-cp39-cp39-win_amd64.whl (436.7 kB view hashes)

Uploaded May 24, 2023 CPython 3.9 Windows x86-64

shaperone-0.41.5-cp39-cp39-win32.whl (433.2 kB view hashes)

Uploaded May 24, 2023 CPython 3.9 Windows x86

shaperone-0.41.5-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (573.7 kB view hashes)

Uploaded May 24, 2023 CPython 3.9 manylinux: glibc 2.12+ x86-64

shaperone-0.41.5-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl (564.5 kB view hashes)

Uploaded May 24, 2023 CPython 3.9 manylinux: glibc 2.12+ i686

shaperone-0.41.5-cp39-cp39-macosx_10_9_x86_64.whl (438.1 kB view hashes)

Uploaded May 24, 2023 CPython 3.9 macOS 10.9+ x86-64

shaperone-0.41.5-cp38-cp38-win_amd64.whl (436.7 kB view hashes)

Uploaded May 24, 2023 CPython 3.8 Windows x86-64

shaperone-0.41.5-cp38-cp38-win32.whl (433.2 kB view hashes)

Uploaded May 24, 2023 CPython 3.8 Windows x86

shaperone-0.41.5-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (577.2 kB view hashes)

Uploaded May 24, 2023 CPython 3.8 manylinux: glibc 2.12+ x86-64

shaperone-0.41.5-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl (567.7 kB view hashes)

Uploaded May 24, 2023 CPython 3.8 manylinux: glibc 2.12+ i686

shaperone-0.41.5-cp38-cp38-macosx_10_9_x86_64.whl (438.1 kB view hashes)

Uploaded May 24, 2023 CPython 3.8 macOS 10.9+ x86-64

shaperone-0.41.5-cp37-cp37m-win_amd64.whl (436.5 kB view hashes)

Uploaded May 24, 2023 CPython 3.7m Windows x86-64

shaperone-0.41.5-cp37-cp37m-win32.whl (433.2 kB view hashes)

Uploaded May 24, 2023 CPython 3.7m Windows x86

shaperone-0.41.5-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (570.8 kB view hashes)

Uploaded May 24, 2023 CPython 3.7m manylinux: glibc 2.12+ x86-64

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Uploaded May 24, 2023 CPython 3.7m manylinux: glibc 2.12+ i686

shaperone-0.41.5-cp37-cp37m-macosx_10_9_x86_64.whl (437.9 kB view hashes)

Uploaded May 24, 2023 CPython 3.7m macOS 10.9+ x86-64

shaperone-0.41.5-cp36-cp36m-win_amd64.whl (436.8 kB view hashes)

Uploaded May 24, 2023 CPython 3.6m Windows x86-64

shaperone-0.41.5-cp36-cp36m-win32.whl (433.4 kB view hashes)

Uploaded May 24, 2023 CPython 3.6m Windows x86

shaperone-0.41.5-cp36-cp36m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (569.7 kB view hashes)

Uploaded May 24, 2023 CPython 3.6m manylinux: glibc 2.12+ x86-64

shaperone-0.41.5-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.whl (560.4 kB view hashes)

Uploaded May 24, 2023 CPython 3.6m manylinux: glibc 2.12+ i686

shaperone-0.41.5-cp36-cp36m-macosx_10_9_x86_64.whl (437.9 kB view hashes)

Uploaded May 24, 2023 CPython 3.6m macOS 10.9+ x86-64

Hashes for shaperone-0.41.5.tar.gz

Hashes for shaperone-0.41.5.tar.gz
Algorithm	Hash digest
SHA256	`b279e139efc8076133ea0f36df9c5a3a63b831ac53ac794bf035005bce0ac6a2`
MD5	`a9f8ae0a96fddf043c434fe807b26e23`
BLAKE2b-256	`150c3e04447a07cf03f21d8f7c3e00eab41f59daf3a7c5ab3b33eb091a252f64`

Hashes for shaperone-0.41.5-cp310-cp310-win_amd64.whl

Hashes for shaperone-0.41.5-cp310-cp310-win_amd64.whl
Algorithm	Hash digest
SHA256	`e2659a9bd718e7b3259334c06f0c740337364537d3c8ac220348cbb0aeb8831e`
MD5	`45ed3eb37e1bff8982f2d2b7778a6963`
BLAKE2b-256	`ddec9d6202248a427f4336e903b7b5703832046e1515dc18b31c8b8d5736f927`

Hashes for shaperone-0.41.5-cp310-cp310-win32.whl

Hashes for shaperone-0.41.5-cp310-cp310-win32.whl
Algorithm	Hash digest
SHA256	`afc2f6972be8f4ff408991f9c5473e127fb043a4435168474554daabc2f9e177`
MD5	`0fe332cdcabfda105cb8d67b10a45727`
BLAKE2b-256	`f36685ed9dea40f49ecb2b9bd1bde6cb7f1055a21333c9100b8c9f5c93e2626c`

Hashes for shaperone-0.41.5-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl

Hashes for shaperone-0.41.5-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`0edd194118575da04fe147fe356a8bffff56e73f69ba1ce025c93831047591f6`
MD5	`4de80821384d7206c0032411e42263c4`
BLAKE2b-256	`da9ffdd7d4a37c2c309611ccd5135c8738919dcbe7528798b9343bfa21d5fa85`

Hashes for shaperone-0.41.5-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for shaperone-0.41.5-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`df70e5248f50d254a18e2de780c12c13b977b096df8b3c9ca526fa54cb4db5ad`
MD5	`ec4579b3ad66163c1d597a8660724ad3`
BLAKE2b-256	`0cddfbc0046bfe4f6bdef3bf534bfea8b3b57a32f723e4c2bfc0507a921dac83`

Hashes for shaperone-0.41.5-cp310-cp310-macosx_10_9_x86_64.whl

Hashes for shaperone-0.41.5-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`e47297e6bfe5d4e6d1a76390c05b71b26536e45b380b438f3aca1cfed839db9b`
MD5	`15a291fcbbd78936960be1e8472a7349`
BLAKE2b-256	`9fa63733fc767e58ddce98e414f64a89062d485ded4acebbc0fc12ae0f7378a5`

Hashes for shaperone-0.41.5-cp39-cp39-win_amd64.whl

Hashes for shaperone-0.41.5-cp39-cp39-win_amd64.whl
Algorithm	Hash digest
SHA256	`abb218fda9b9755a8c29b2d38ce1f082e878754944c6d897a849f6897a8b1e8e`
MD5	`8dba9a477c29203a5fb5ecb296b9002a`
BLAKE2b-256	`0103d29da9e0a68a1b88a6f2d58c2d7c0308872c3526241469e51597f70c8168`

Hashes for shaperone-0.41.5-cp39-cp39-win32.whl

Hashes for shaperone-0.41.5-cp39-cp39-win32.whl
Algorithm	Hash digest
SHA256	`257cc217f0b0a6cfc9f0fd3223990d9154c1bd360aec02ab5699e5ec9708fb43`
MD5	`b58ec7f16cdae50405f5e4ee14154874`
BLAKE2b-256	`5b99023896837ba36fcce0b191b76bd211d5bf7615348a4e9bfd79074d9073d2`

Hashes for shaperone-0.41.5-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl

Hashes for shaperone-0.41.5-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`7611b69cb5f0b77c9a905ab6f27ce17ddcf4d991baacb1a59659ee8465c40eb8`
MD5	`d736c88aa598e275e753d792f63eb9b9`
BLAKE2b-256	`07b61a1c49c369624c79dcca36cfb2c7b766e162fa931fbc61644f7fb5f28c9f`

Hashes for shaperone-0.41.5-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for shaperone-0.41.5-cp39-cp39-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`0e1fcfcd1687c22e9e5ffd11ef7078a0ebe0932608a4e4ae400b47f504b49d0b`
MD5	`cc871d090907ece489204dd3620d881a`
BLAKE2b-256	`fbee6b1849728546ccb46f62b0efc4cc7334dabe9e6f9f745dc7abadb4ba2103`

Hashes for shaperone-0.41.5-cp39-cp39-macosx_10_9_x86_64.whl

Hashes for shaperone-0.41.5-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`56387978ec20e0a88c2d616d15260ceccbd993939f3cb931004e9f8a2adfc556`
MD5	`db282cc4793978518c198477c84d5acf`
BLAKE2b-256	`b6728a3b9e2b73d00c5f67f6c6d734ca0928424ef1516c3e9b95120cedb36ccc`

Hashes for shaperone-0.41.5-cp38-cp38-win_amd64.whl

Hashes for shaperone-0.41.5-cp38-cp38-win_amd64.whl
Algorithm	Hash digest
SHA256	`5dfa38fcd47c9f122870206c38c2284d965793e4d9f0709dcc0543018864348c`
MD5	`c8654911c9c60147c6ece068de3888dd`
BLAKE2b-256	`7d516d13359a8bc87ad1c152d71d33fe78832eebe13bcb81f6857fc727d6ced3`

Hashes for shaperone-0.41.5-cp38-cp38-win32.whl

Hashes for shaperone-0.41.5-cp38-cp38-win32.whl
Algorithm	Hash digest
SHA256	`9e8561c2761938d2108fc1e6de28f2f9d3dff475b917e33df3303476cda87024`
MD5	`9a01f4875061203c83fc1711c777ccba`
BLAKE2b-256	`e69c667ad1f7b049cb194f4313e24d0a6734f2a5b1df242eff2523cab015c356`

Hashes for shaperone-0.41.5-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl

Hashes for shaperone-0.41.5-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`096fe07f21d0337e1a5c5eef25bccc5a02bbe1dcf3b85902f6adf2d1b16ba04e`
MD5	`02ae0d38a15d3091e43fd454c0bcd419`
BLAKE2b-256	`1000aa8c4cbd926de2be2e5cdca34504ea1f239539644833680ae2f53aab317e`

Hashes for shaperone-0.41.5-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for shaperone-0.41.5-cp38-cp38-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`428964f1ddce07bfcbc97fec2da04166e7dbcc02d29836ee40bd5455bebd1afd`
MD5	`d01da09896c8e8ee5a22c44f56d0068d`
BLAKE2b-256	`f803b715072dd5a5217b66703e55f5a38ebba814319b53d6fc4e5b1513eddae9`

Hashes for shaperone-0.41.5-cp38-cp38-macosx_10_9_x86_64.whl

Hashes for shaperone-0.41.5-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`f96d18a4e273c40bbf3194124b6e2d0aaf95f2f5495fa0e2529b4e4819a41391`
MD5	`9d096035499ea8d074b65649478ba3c4`
BLAKE2b-256	`edabe0714aac5833baace1485ef0ac9f0f53e75bcb059d188ac2b428794ab998`

Hashes for shaperone-0.41.5-cp37-cp37m-win_amd64.whl

Hashes for shaperone-0.41.5-cp37-cp37m-win_amd64.whl
Algorithm	Hash digest
SHA256	`d1e611b9c9386fc6ba3efc580f4e81f1753c4d1325ef351aba23f7c066844b94`
MD5	`ba0242f87f42bd9d4083b98753863a67`
BLAKE2b-256	`b52ea6ae68f412cfc813e7cc5b30f2857428ce533d04daff556bd02d516a6f16`

Hashes for shaperone-0.41.5-cp37-cp37m-win32.whl

Hashes for shaperone-0.41.5-cp37-cp37m-win32.whl
Algorithm	Hash digest
SHA256	`84d66c631804752cd74df5304ec6c01aa649e7451a51053ebbbe16aeba001a8b`
MD5	`f6d6988d793c06cce281c56c67166d97`
BLAKE2b-256	`2f45acee3aca9295d86084bbd0b998bf003fa4eefd34e362df5d4ed0fba0aed1`

Hashes for shaperone-0.41.5-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl

Hashes for shaperone-0.41.5-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`86eaa75d5ad208fd239db70ce659389eb1c970d7f6c89d108e09f1d7ed2af9c9`
MD5	`2f62c196b63120b098d5bca454860eaa`
BLAKE2b-256	`10c96e746ced7d463c9cbc76032fce958eab27c82f43e4841ecf3ba6d0427350`

Hashes for shaperone-0.41.5-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for shaperone-0.41.5-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`1606ff4696802604726691ee691bd5f6afb43cb4f71b1ad67bb2ade137839002`
MD5	`1eab43e2e4890beed094a1af0a91317a`
BLAKE2b-256	`d8673425ab0806f45b55e3e5132f55967afe819deae4edbc97f1f25ed5f06db7`

Hashes for shaperone-0.41.5-cp37-cp37m-macosx_10_9_x86_64.whl

Hashes for shaperone-0.41.5-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`64d3c8e09a9259132e5e5a785b6e3b243aa1c2fa8fcfd9e615713d1aafe625d5`
MD5	`f0276727dffa34b0bc25b402db667fda`
BLAKE2b-256	`229cce156ffc1634e902fa157d67064fd551cfaa72add09dfc257ba58b7ef5a7`

Hashes for shaperone-0.41.5-cp36-cp36m-win_amd64.whl

Hashes for shaperone-0.41.5-cp36-cp36m-win_amd64.whl
Algorithm	Hash digest
SHA256	`aab70743968cd2850b754d4f77e15ee0baee6ef86f0517721517b7be298fd389`
MD5	`e6d19bf4301fe42c3ff7ed2668d52f94`
BLAKE2b-256	`d0e53b3916047ad6b9f4df8b23f099d16e737db9dd53381b74ecb7a1d9d9485d`

Hashes for shaperone-0.41.5-cp36-cp36m-win32.whl

Hashes for shaperone-0.41.5-cp36-cp36m-win32.whl
Algorithm	Hash digest
SHA256	`001af0850ee4b7707adc2da0105e2a823b02593a02b566aa93c7accf67352f2f`
MD5	`3a4482e953fee2aebd55e4191b4f7324`
BLAKE2b-256	`cc933d1b8fc43960ace6133c222d0be81c0a7db9b2bc57374e2e62e36fdc8d6f`

Hashes for shaperone-0.41.5-cp36-cp36m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl

Hashes for shaperone-0.41.5-cp36-cp36m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl
Algorithm	Hash digest
SHA256	`45f60231c199a37e5c2292c8f0a98d576031bd1ac258bb4461b85d95eaa8c632`
MD5	`ddedfcc1ae124590e4278dd58e0c6222`
BLAKE2b-256	`6f89f564620d59111c69d86f9f9f032b966d3e9eb486143d9ef653c771f70c68`

Hashes for shaperone-0.41.5-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.whl

Hashes for shaperone-0.41.5-cp36-cp36m-manylinux_2_12_i686.manylinux2010_i686.whl
Algorithm	Hash digest
SHA256	`50f70cb324a949a0b40b83d8220db3d594e8f43aed25faad81716e56a75dd914`
MD5	`93df13c5d4eaaba2753d842e3e11cacb`
BLAKE2b-256	`388e83f673718bf629dfe5b5166c565e6b94cff3eab5e55a71dccade8d78cd02`

Hashes for shaperone-0.41.5-cp36-cp36m-macosx_10_9_x86_64.whl

Hashes for shaperone-0.41.5-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm	Hash digest
SHA256	`84c148c4bb5ab398dafcb21fe1e7b73afcb4009cf6637632fc24343cb38de21f`
MD5	`7429688f50937be9fad8f0df88da10b6`
BLAKE2b-256	`af7df9c9b26f5439068829b07fde04eaeb3e83784c34dfb2f1750f42e76dd539`