A set of python modules for machine learning and data mining

Navigation

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for adrin from gravatar.com adrin Avatar for GaelVaroquaux from gravatar.com GaelVaroquaux Avatar for glemaitre from gravatar.com glemaitre Avatar for jeremiedbb from gravatar.com jeremiedbb Avatar for jnothman from gravatar.com jnothman Avatar for ogrisel from gravatar.com ogrisel Avatar for t3kcit from gravatar.com t3kcit Avatar for thomasjpfan from gravatar.com thomasjpfan

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: BSD License (BSD 3-Clause License Copyright (c) 2007-2024 The scikit-learn developers. All rights reserved. Red...)
  • Maintainer: scikit-learn developers
  • Requires: Python >=3.9
  • Provides-Extra: build, install, benchmark, docs, examples, tests, maintenance
Classifiers

Project description

Azure CirrusCI Codecov CircleCI Nightly wheels Black PythonVersion PyPi DOI Benchmark

https://raw.githubusercontent.com/scikit-learn/scikit-learn/main/doc/logos/scikit-learn-logo.png

scikit-learn is a Python module for machine learning built on top of SciPy and is distributed under the 3-Clause BSD license.

The project was started in 2007 by David Cournapeau as a Google Summer of Code project, and since then many volunteers have contributed. See the About us page for a list of core contributors.

It is currently maintained by a team of volunteers.

Website: https://scikit-learn.org

Installation

Dependencies

scikit-learn requires:

  • Python (>= 3.9)

  • NumPy (>= 1.19.5)

  • SciPy (>= 1.6.0)

  • joblib (>= 1.2.0)

  • threadpoolctl (>= 3.1.0)

Scikit-learn 0.20 was the last version to support Python 2.7 and Python 3.4. scikit-learn 1.0 and later require Python 3.7 or newer. scikit-learn 1.1 and later require Python 3.8 or newer.

Scikit-learn plotting capabilities (i.e., functions start with plot_ and classes end with Display) require Matplotlib (>= 3.3.4). For running the examples Matplotlib >= 3.3.4 is required. A few examples require scikit-image >= 0.17.2, a few examples require pandas >= 1.1.5, some examples require seaborn >= 0.9.0 and plotly >= 5.14.0.

User installation

If you already have a working installation of NumPy and SciPy, the easiest way to install scikit-learn is using pip:

pip install -U scikit-learn

or conda:

conda install -c conda-forge scikit-learn

The documentation includes more detailed installation instructions.

Changelog

See the changelog for a history of notable changes to scikit-learn.

Development

We welcome new contributors of all experience levels. The scikit-learn community goals are to be helpful, welcoming, and effective. The Development Guide has detailed information about contributing code, documentation, tests, and more. We’ve included some basic information in this README.

Source code

You can check the latest sources with the command:

git clone https://github.com/scikit-learn/scikit-learn.git

Contributing

To learn more about making a contribution to scikit-learn, please see our Contributing guide.

Testing

After installation, you can launch the test suite from outside the source directory (you will need to have pytest >= 7.1.2 installed):

pytest sklearn

See the web page https://scikit-learn.org/dev/developers/contributing.html#testing-and-improving-test-coverage for more information.

Random number generation can be controlled during testing by setting the SKLEARN_SEED environment variable.

Submitting a Pull Request

Before opening a Pull Request, have a look at the full Contributing page to make sure your code complies with our guidelines: https://scikit-learn.org/stable/developers/index.html

Project History

The project was started in 2007 by David Cournapeau as a Google Summer of Code project, and since then many volunteers have contributed. See the About us page for a list of core contributors.

The project is currently maintained by a team of volunteers.

Note: scikit-learn was previously referred to as scikits.learn.

Help and Support

Documentation

Communication

Citation

If you use scikit-learn in a scientific publication, we would appreciate citations: https://scikit-learn.org/stable/about.html#citing-scikit-learn

Project details

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for adrin from gravatar.com adrin Avatar for GaelVaroquaux from gravatar.com GaelVaroquaux Avatar for glemaitre from gravatar.com glemaitre Avatar for jeremiedbb from gravatar.com jeremiedbb Avatar for jnothman from gravatar.com jnothman Avatar for ogrisel from gravatar.com ogrisel Avatar for t3kcit from gravatar.com t3kcit Avatar for thomasjpfan from gravatar.com thomasjpfan

Unverified details

These details have not been verified by PyPI
Project links
Meta
  • License: BSD License (BSD 3-Clause License Copyright (c) 2007-2024 The scikit-learn developers. All rights reserved. Red...)
  • Maintainer: scikit-learn developers
  • Requires: Python >=3.9
  • Provides-Extra: build, install, benchmark, docs, examples, tests, maintenance
Classifiers

Release history Release notifications | RSS feed

This version

1.6.1

1.6.0

1.6.0rc1 pre-release

1.5.2

1.5.1

1.5.0

1.5.0rc1 pre-release

1.4.2

1.4.1.post1

1.4.0

1.4.0rc1 pre-release

1.3.2

1.3.1

1.3.0

1.3.0rc1 pre-release

1.2.2

1.2.1

1.2.0

1.2.0rc1 pre-release

1.1.3

1.1.2

1.1.1

1.1.0

1.0.2

1.0.1

1.0

0.24.2

0.24.1

0.24.0

0.23.2

0.23.1

0.23.0

0.22.2.post1

0.22.2

0.22.1

0.22

0.21.3

0.21.2

0.21.1

0.21.0

0.20.4

0.20.3

0.20.2

0.20.1

0.20.0

0.19.2

0.19.1

0.19.0

0.18.2

0.18.1

0.18

0.17.1

0.17

0.16.1

0.16.0

0.15.2

0.15.1

0.15.0

0.14.1

0.14

0.13.1

0.13

0.12.1

0.12

0.11

0.10

0.9

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

scikit_learn-1.6.1.tar.gz (7.1 MB view details)

Uploaded Source

Built Distributions

scikit_learn-1.6.1-cp313-cp313t-win_amd64.whl (11.3 MB view details)

Uploaded CPython 3.13t Windows x86-64

scikit_learn-1.6.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.4 MB view details)

Uploaded CPython 3.13t manylinux: glibc 2.17+ x86-64

scikit_learn-1.6.1-cp313-cp313t-macosx_12_0_arm64.whl (11.1 MB view details)

Uploaded CPython 3.13t macOS 12.0+ ARM64

scikit_learn-1.6.1-cp313-cp313t-macosx_10_13_x86_64.whl (12.0 MB view details)

Uploaded CPython 3.13t macOS 10.13+ x86-64

scikit_learn-1.6.1-cp313-cp313-win_amd64.whl (11.1 MB view details)

Uploaded CPython 3.13 Windows x86-64

scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.2 MB view details)

Uploaded CPython 3.13 manylinux: glibc 2.17+ x86-64

scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (12.2 MB view details)

Uploaded CPython 3.13 manylinux: glibc 2.17+ ARM64

scikit_learn-1.6.1-cp313-cp313-macosx_12_0_arm64.whl (11.1 MB view details)

Uploaded CPython 3.13 macOS 12.0+ ARM64

scikit_learn-1.6.1-cp313-cp313-macosx_10_13_x86_64.whl (12.0 MB view details)

Uploaded CPython 3.13 macOS 10.13+ x86-64

scikit_learn-1.6.1-cp312-cp312-win_amd64.whl (11.1 MB view details)

Uploaded CPython 3.12 Windows x86-64

scikit_learn-1.6.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.1 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ x86-64

scikit_learn-1.6.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (12.3 MB view details)

Uploaded CPython 3.12 manylinux: glibc 2.17+ ARM64

scikit_learn-1.6.1-cp312-cp312-macosx_12_0_arm64.whl (11.2 MB view details)

Uploaded CPython 3.12 macOS 12.0+ ARM64

scikit_learn-1.6.1-cp312-cp312-macosx_10_13_x86_64.whl (12.1 MB view details)

Uploaded CPython 3.12 macOS 10.13+ x86-64

scikit_learn-1.6.1-cp311-cp311-win_amd64.whl (11.1 MB view details)

Uploaded CPython 3.11 Windows x86-64

scikit_learn-1.6.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.5 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ x86-64

scikit_learn-1.6.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (12.6 MB view details)

Uploaded CPython 3.11 manylinux: glibc 2.17+ ARM64

scikit_learn-1.6.1-cp311-cp311-macosx_12_0_arm64.whl (11.1 MB view details)

Uploaded CPython 3.11 macOS 12.0+ ARM64

scikit_learn-1.6.1-cp311-cp311-macosx_10_9_x86_64.whl (12.1 MB view details)

Uploaded CPython 3.11 macOS 10.9+ x86-64

scikit_learn-1.6.1-cp310-cp310-win_amd64.whl (11.1 MB view details)

Uploaded CPython 3.10 Windows x86-64

scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.5 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ x86-64

scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (12.6 MB view details)

Uploaded CPython 3.10 manylinux: glibc 2.17+ ARM64

scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl (11.1 MB view details)

Uploaded CPython 3.10 macOS 12.0+ ARM64

scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl (12.1 MB view details)

Uploaded CPython 3.10 macOS 10.9+ x86-64

scikit_learn-1.6.1-cp39-cp39-win_amd64.whl (11.2 MB view details)

Uploaded CPython 3.9 Windows x86-64

scikit_learn-1.6.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.5 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ x86-64

scikit_learn-1.6.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (12.7 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ ARM64

scikit_learn-1.6.1-cp39-cp39-macosx_12_0_arm64.whl (11.1 MB view details)

Uploaded CPython 3.9 macOS 12.0+ ARM64

scikit_learn-1.6.1-cp39-cp39-macosx_10_9_x86_64.whl (12.1 MB view details)

Uploaded CPython 3.9 macOS 10.9+ x86-64

File details

Details for the file scikit_learn-1.6.1.tar.gz.

File metadata

  • Download URL: scikit_learn-1.6.1.tar.gz
  • Upload date:
  • Size: 7.1 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for scikit_learn-1.6.1.tar.gz
Algorithm Hash digest
SHA256 b4fc2525eca2c69a59260f583c56a7557c6ccdf8deafdba6e060f94c1c59738e
MD5 f7e65a9e011c8ec6d0eb4dbe32edcbdc
BLAKE2b-256 9ea54ae3b3a0755f7b35a280ac90b28817d1f380318973cff14075ab41ef50d9

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1.tar.gz:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp313-cp313t-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp313-cp313t-win_amd64.whl
Algorithm Hash digest
SHA256 3f59fe08dc03ea158605170eb52b22a105f238a5d512c4470ddeca71feae8e5f
MD5 aa6137011c42194f922d3e5603b41338
BLAKE2b-256 ff4fc83853af13901a574f8f13b645467285a48940f185b690936bb700a50863

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp313-cp313t-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 0650e730afb87402baa88afbf31c07b84c98272622aaba002559b614600ca691
MD5 97893b8bf241c80f4d26c47af94646c4
BLAKE2b-256 3f5855856da1adec655bdce77b502e94a267bf40a8c0b89f8622837f89503b5a

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp313-cp313t-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp313-cp313t-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp313-cp313t-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 6a7aa5f9908f0f28f4edaa6963c0a6183f1911e63a69aa03782f0d924c830a35
MD5 33b58b114fc4b434b6c5e45bad6583c1
BLAKE2b-256 d65432fa2ee591af44507eac86406fa6bba968d1eb22831494470d0a2e4a1eb1

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp313-cp313t-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp313-cp313t-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp313-cp313t-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 a17c1dea1d56dcda2fac315712f3651a1fea86565b64b48fa1bc090249cbf236
MD5 ddaccdffd3bef04e192cdb3e74905d32
BLAKE2b-256 12ae993b0fb24a356e71e9a894e42b8a9eec528d4c70217353a1cd7a48bc25d4

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp313-cp313t-macosx_10_13_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp313-cp313-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 7a1c43c8ec9fde528d664d947dc4c0789be4077a3647f232869f41d9bf50e0fb
MD5 e42c1326ca12fbcff748ac12af6a0add
BLAKE2b-256 34b0ca92b90859070a1487827dbc672f998da95ce83edce1270fc23f96f1f61a

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp313-cp313-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 e8ca8cb270fee8f1f76fa9bfd5c3507d60c6438bbee5687f81042e2bb98e5a97
MD5 c902639a5cc2b0432660979551ec1f4c
BLAKE2b-256 94be47e16cdd1e7fcf97d95b3cb08bde1abb13e627861af427a3651fcb80b517

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 c06beb2e839ecc641366000ca84f3cf6fa9faa1777e29cf0c04be6e4d096a348
MD5 7368bb9d51f272de991800deb9496c22
BLAKE2b-256 c8e44195d52cf4f113573fb8ebc44ed5a81bd511a92c0228889125fac2f4c3d1

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp313-cp313-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp313-cp313-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 dc5cf3d68c5a20ad6d571584c0750ec641cc46aeef1c1507be51300e6003a7e1
MD5 d4b4b90e404ba8b373913fc25a3bef0e
BLAKE2b-256 9d05f2fc4effc5b32e525408524c982c468c29d22f828834f0625c5ef3d601be

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp313-cp313-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp313-cp313-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp313-cp313-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 2ffa1e9e25b3d93990e74a4be2c2fc61ee5af85811562f1288d5d055880c4322
MD5 999e71a38ddd77ca8c59cbecd2513441
BLAKE2b-256 2e598eb1872ca87009bdcdb7f3cdc679ad557b992c12f4b61f9250659e592c63

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp313-cp313-macosx_10_13_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 70b1d7e85b1c96383f872a519b3375f92f14731e279a7b4c6cfd650cf5dffc52
MD5 9da6b13c7865febdcf8403b12cc73da5
BLAKE2b-256 6227585859e72e117fe861c2079bcba35591a84f801e21bc1ab85bce6ce60305

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp312-cp312-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 2e69fab4ebfc9c9b580a7a80111b43d214ab06250f8a7ef590a4edf72464dd86
MD5 c20966227fa3c1a216bfd12cf76d94b5
BLAKE2b-256 297a8bce8968883e9465de20be15542f4c7e221952441727c4dad24d534c6d99

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 1061b7c028a8663fb9a1a1baf9317b64a257fcb036dae5c8752b2abef31d136f
MD5 a17fe0a0a203d50bd40546502b18082e
BLAKE2b-256 a4f6ff7beaeb644bcad72bcfd5a03ff36d32ee4e53a8b29a639f11bcb65d06cd

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp312-cp312-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp312-cp312-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 2c2cae262064e6a9b77eee1c8e768fc46aa0b8338c6a8297b9b6759720ec0ff2
MD5 47bd9be55f1c7d74890af2f7472240be
BLAKE2b-256 c4b72e35f8e289ab70108f8cbb2e7a2208f0575dc704749721286519dcf35f6f

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp312-cp312-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp312-cp312-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp312-cp312-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 926f207c804104677af4857b2c609940b743d04c4c35ce0ddc8ff4f053cddc1b
MD5 c412a2cd1ec1f2f8487a944b972a2941
BLAKE2b-256 0a18c797c9b8c10380d05616db3bfb48e2a3358c767affd0857d56c2eb501caa

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp312-cp312-macosx_10_13_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 fa909b1a36e000a03c382aade0bd2063fd5680ff8b8e501660c0f59f021a6415
MD5 40334bb25cb9c2fabed10faddbf958dc
BLAKE2b-256 a1a6c5b78606743a1f28eae8f11973de6613a5ee87366796583fb74c67d54939

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp311-cp311-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 25fc636bdaf1cc2f4a124a116312d837148b5e10872147bdaf4887926b8c03d8
MD5 b29f903fbe0878f91ed524ae287e31fc
BLAKE2b-256 a8f362fc9a5a659bb58a03cdd7e258956a5824bdc9b4bb3c5d932f55880be569

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 dc4765af3386811c3ca21638f63b9cf5ecf66261cc4815c1db3f1e7dc7b79db2
MD5 3ddc20576dc786dcd3e2f51e3bb35a28
BLAKE2b-256 30cded4399485ef364bb25f388ab438e3724e60dc218c547a407b6e90ccccaef

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp311-cp311-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp311-cp311-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 b3b00cdc8f1317b5f33191df1386c0befd16625f49d979fe77a8d44cae82410d
MD5 675db7d4156a8c6424e452341af352cc
BLAKE2b-256 2592ee1d7a00bb6b8c55755d4984fd82608603a3cc59959245068ce32e7fb808

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp311-cp311-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 72abc587c75234935e97d09aa4913a82f7b03ee0b74111dcc2881cba3c5a7b33
MD5 b0d4fe870906db4b066c2e64f5ffc369
BLAKE2b-256 6c2ae291c29670795406a824567d1dfc91db7b699799a002fdaa452bceea8f6e

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 8a600c31592bd7dab31e1c61b9bbd6dea1b3433e67d264d17ce1017dbdce8002
MD5 521d8857e97ce7968adf690bee2e88ad
BLAKE2b-256 1704d5d556b6c88886c092cc989433b2bab62488e0f0dafe616a1d5c9cb0efb1

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp310-cp310-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 775da975a471c4f6f467725dff0ced5c7ac7bda5e9316b260225b48475279a1b
MD5 11b94fdf27220b29b60f89b09608a36a
BLAKE2b-256 b791ab3c697188f224d658969f678be86b0968ccc52774c8ab4a86a07be13c25

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 8634c4bd21a2a813e0a7e3900464e6d593162a29dd35d25bdf0103b3fce60ed5
MD5 ba1a5f763bfa43bd4cd04a98d4e329de
BLAKE2b-256 7095d5cb2297a835b0f5fc9a77042b0a2d029866379091ab8b3f52cc62277808

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 0c8d036eb937dbb568c6242fa598d551d88fb4399c0344d95c001980ec1c7d36
MD5 6a736a148667608dfec953877d760187
BLAKE2b-256 37190423e5e1fd1c6ec5be2352ba05a537a473c1677f8188b9306097d684b327

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 d056391530ccd1e501056160e3c9673b4da4805eb67eb2bdf4e983e1f9c9204e
MD5 43c48ac3632536a09fcef70acf034e02
BLAKE2b-256 2e3af4597eb41049110b21ebcbb0bcb43e4035017545daa5eedcfeb45c08b9c5

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp39-cp39-win_amd64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 7a73d457070e3318e32bdb3aa79a8d990474f19035464dfd8bede2883ab5dc3b
MD5 261f71047aeba9db3bc13c2f7c6f98d1
BLAKE2b-256 fbd88d603bdd26601f4b07e2363032b8565ab82eb857f93d86d0f7956fcf4523

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp39-cp39-win_amd64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 b8b7a3b86e411e4bce21186e1c180d792f3d99223dcfa3b4f597ecc92fa1a422
MD5 90b47b6d3fd7e6f931ee52eaa7db4c48
BLAKE2b-256 7935b1d2188967c3204c78fa79c9263668cf1b98060e8e58d1a730fe5b2317bb

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 44a17798172df1d3c1065e8fcf9019183f06c87609b49a124ebdf57ae6cb0107
MD5 0c3af4c2f8342c95e186ff531d553872
BLAKE2b-256 fddcd5457e03dc9c971ce2b0d750e33148dd060fefb8b7dc71acd6054e4bb51b

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp39-cp39-macosx_12_0_arm64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp39-cp39-macosx_12_0_arm64.whl
Algorithm Hash digest
SHA256 e7be3fa5d2eb9be7d77c3734ff1d599151bb523674be9b834e8da6abe132f44e
MD5 7fe85501b3ea15d7617e5f9eef3fa7e4
BLAKE2b-256 8374f64379a4ed5879d9db744fe37cfe1978c07c66684d2439c3060d19a536d8

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp39-cp39-macosx_12_0_arm64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file scikit_learn-1.6.1-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for scikit_learn-1.6.1-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 6849dd3234e87f55dce1db34c89a810b489ead832aaf4d4550b7ea85628be6c1
MD5 d163f495789936c7a3293c8599074335
BLAKE2b-256 d237b305b759cc65829fe1b8853ff3e308b12cdd9d8884aa27840835560f2b42

See more details on using hashes here.

Provenance

The following attestation bundles were made for scikit_learn-1.6.1-cp39-cp39-macosx_10_9_x86_64.whl:

Publisher: publish_pypi.yml on scikit-learn/scikit-learn

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page