kernel density estimation backed by a C extension

Navigation

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for Wojtasauce from gravatar.com Wojtasauce

Unverified details

These details have not been verified by PyPI
Meta
  • License: MIT License (MIT)
  • Author: Wojciech Grabias
  • Requires: Python >=3.9
  • Provides-Extra: docs , test
Classifiers
Report project as malware

Project description

kern

kern is a minimalistic kernel density estimation package backed by optimized C implementations. It provides exact, approximate, bounded, and multivariate KDE estimators with a scikit-learn-like API.

Installation

python -m pip install kern_kde

Example usage

from kern import KernelDensity

model = KernelDensity(bandwidth=0.3).fit([0.0, 0.2, 1.0])
density = model.evaluate([0.1, 0.5])

See the documentation for the user guide, API reference, and source-build options.

Project details

Verified details

These details have been verified by PyPI
Project links
GitHub Statistics
Maintainers
Avatar for Wojtasauce from gravatar.com Wojtasauce

Unverified details

These details have not been verified by PyPI
Meta
  • License: MIT License (MIT)
  • Author: Wojciech Grabias
  • Requires: Python >=3.9
  • Provides-Extra: docs , test
Classifiers

Release history Release notifications | RSS feed

0.2.4

This version

0.2.3

0.2.2a1 pre-release

0.2.1a1 pre-release

Download files

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

Source Distribution

kern_kde-0.2.3.tar.gz (31.6 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

kern_kde-0.2.3-cp314-cp314-win_amd64.whl (45.8 kB view details)

Uploaded CPython 3.14Windows x86-64

kern_kde-0.2.3-cp314-cp314-win32.whl (38.5 kB view details)

Uploaded CPython 3.14Windows x86

kern_kde-0.2.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (316.6 kB view details)

Uploaded CPython 3.14manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

kern_kde-0.2.3-cp314-cp314-macosx_11_0_arm64.whl (48.3 kB view details)

Uploaded CPython 3.14macOS 11.0+ ARM64

kern_kde-0.2.3-cp314-cp314-macosx_10_15_x86_64.whl (49.1 kB view details)

Uploaded CPython 3.14macOS 10.15+ x86-64

kern_kde-0.2.3-cp313-cp313-win_amd64.whl (44.7 kB view details)

Uploaded CPython 3.13Windows x86-64

kern_kde-0.2.3-cp313-cp313-win32.whl (37.8 kB view details)

Uploaded CPython 3.13Windows x86

kern_kde-0.2.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (316.5 kB view details)

Uploaded CPython 3.13manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

kern_kde-0.2.3-cp313-cp313-macosx_11_0_arm64.whl (48.3 kB view details)

Uploaded CPython 3.13macOS 11.0+ ARM64

kern_kde-0.2.3-cp313-cp313-macosx_10_13_x86_64.whl (49.1 kB view details)

Uploaded CPython 3.13macOS 10.13+ x86-64

kern_kde-0.2.3-cp312-cp312-win_amd64.whl (44.8 kB view details)

Uploaded CPython 3.12Windows x86-64

kern_kde-0.2.3-cp312-cp312-win32.whl (37.8 kB view details)

Uploaded CPython 3.12Windows x86

kern_kde-0.2.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (316.4 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

kern_kde-0.2.3-cp312-cp312-macosx_11_0_arm64.whl (48.4 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

kern_kde-0.2.3-cp312-cp312-macosx_10_13_x86_64.whl (49.1 kB view details)

Uploaded CPython 3.12macOS 10.13+ x86-64

kern_kde-0.2.3-cp311-cp311-win_amd64.whl (44.7 kB view details)

Uploaded CPython 3.11Windows x86-64

kern_kde-0.2.3-cp311-cp311-win32.whl (37.8 kB view details)

Uploaded CPython 3.11Windows x86

kern_kde-0.2.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (316.8 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

kern_kde-0.2.3-cp311-cp311-macosx_11_0_arm64.whl (48.3 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

kern_kde-0.2.3-cp311-cp311-macosx_10_9_x86_64.whl (48.3 kB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

kern_kde-0.2.3-cp310-cp310-win_amd64.whl (44.7 kB view details)

Uploaded CPython 3.10Windows x86-64

kern_kde-0.2.3-cp310-cp310-win32.whl (37.8 kB view details)

Uploaded CPython 3.10Windows x86

kern_kde-0.2.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (315.9 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

kern_kde-0.2.3-cp310-cp310-macosx_11_0_arm64.whl (48.3 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

kern_kde-0.2.3-cp310-cp310-macosx_10_9_x86_64.whl (48.3 kB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

kern_kde-0.2.3-cp39-cp39-win_amd64.whl (44.7 kB view details)

Uploaded CPython 3.9Windows x86-64

kern_kde-0.2.3-cp39-cp39-win32.whl (37.8 kB view details)

Uploaded CPython 3.9Windows x86

kern_kde-0.2.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl (315.6 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64manylinux: glibc 2.28+ x86-64

kern_kde-0.2.3-cp39-cp39-macosx_11_0_arm64.whl (48.3 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

kern_kde-0.2.3-cp39-cp39-macosx_10_9_x86_64.whl (48.3 kB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

File details

Details for the file kern_kde-0.2.3.tar.gz.

File metadata

  • Download URL: kern_kde-0.2.3.tar.gz
  • Upload date:
  • Size: 31.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3.tar.gz
Algorithm Hash digest
SHA256 5e516c2e0adb99d16cb88092d156b006cb2f85bd7052b3242ce432d7c44b0455
MD5 caf29bd637fbebb87274c90a1a89fca9
BLAKE2b-256 ab2b6d3c983d067caa8dfc07df65574f67e0e0867693d56c3c4dc31215fd52b8

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3.tar.gz:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp314-cp314-win_amd64.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp314-cp314-win_amd64.whl
  • Upload date:
  • Size: 45.8 kB
  • Tags: CPython 3.14, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp314-cp314-win_amd64.whl
Algorithm Hash digest
SHA256 d7dad556740b011118910d8a6621ed2b5770f31ed3b4d42e8a18ca37ebdf70c7
MD5 816bfbf76094b0e601677c3f2c0bafa5
BLAKE2b-256 3db94e1bcf7558d06cd8917822e780762693eba813d6278382b6d56b769acd50

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp314-cp314-win_amd64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp314-cp314-win32.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp314-cp314-win32.whl
  • Upload date:
  • Size: 38.5 kB
  • Tags: CPython 3.14, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp314-cp314-win32.whl
Algorithm Hash digest
SHA256 e9d133be0664967528611c850eb3becfe5544adb23dbf3f4025c162ac9e7bc77
MD5 d04b34707ded53f36d0759e2118a45ac
BLAKE2b-256 fdf54ede1993e714a7d782dcb22b0c24a9c68cb7d4a042984f020e0a3b1f996d

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp314-cp314-win32.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 d9acbbaf744ec4e6c63e7b658b65ff074c2095497e68744805861392291f1d1b
MD5 efec03980e7d0c564950fde6656a762b
BLAKE2b-256 713d3dc46efd3747466197f35aa1ec712c45a37757775320efbdab67685c305c

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp314-cp314-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp314-cp314-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 dce922abc85d0e42bdcc0384f1f38c5a8b1cb41d53aef9001274bf646808fb44
MD5 94ef8f68bc9bbab0bc2e7a17f0220742
BLAKE2b-256 b6b52e468bb6362c237f762ad3938a64e4b45092197535ab3211a294ba1e3eed

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp314-cp314-macosx_11_0_arm64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp314-cp314-macosx_10_15_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp314-cp314-macosx_10_15_x86_64.whl
Algorithm Hash digest
SHA256 21b30f8a701e3f0fba0cd4ce65a4c4303beb381f56a7d104562a99d320ad49df
MD5 685f7f644b01c93b734279c965961c50
BLAKE2b-256 f5e4ccab95a0dec8249f37ce66626a6ac04c35c49c107236ff3f91add20ab13d

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp314-cp314-macosx_10_15_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp313-cp313-win_amd64.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp313-cp313-win_amd64.whl
  • Upload date:
  • Size: 44.7 kB
  • Tags: CPython 3.13, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp313-cp313-win_amd64.whl
Algorithm Hash digest
SHA256 6158697b2ac96a4723fc11b7d8de3145ad24e6551c6772ad2b054e51011b3804
MD5 6b164c56be3386d05deff74ecf3e3fcc
BLAKE2b-256 486c244d7a894a0e59a25bbc644fcfade628e2dd3346d2117e7fc72303fcd7fd

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp313-cp313-win_amd64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp313-cp313-win32.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp313-cp313-win32.whl
  • Upload date:
  • Size: 37.8 kB
  • Tags: CPython 3.13, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp313-cp313-win32.whl
Algorithm Hash digest
SHA256 bee6ef2e5024fd4005f22c427eb326e9d78fa4e67a9ef72e8d5cc807c1996d1e
MD5 882c25044da9c3cd3dcef43bdbcce4c8
BLAKE2b-256 f0c99ea00c368fa37b4c5b9c77e12005cb9414f55d1e462741115e07de7b828f

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp313-cp313-win32.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 a1d438d1e6574e17ac39f59ceb243f49acb2808dd6cfd2e81027230a33faeb49
MD5 a7512690dc4c92fad77f2d2b12ce5322
BLAKE2b-256 fa840ac6013014c53b6e4a8b42ac338917657881741d453355b5b53fceb0a1c2

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp313-cp313-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp313-cp313-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e5fdfb9c8e3600200f67f3465ca4c33724c771160f91fd7d03c481055fc99533
MD5 4272babf787360683bfd20fbf6b62bcb
BLAKE2b-256 c6ae7ab1df9213a946bf682602c5de7ac2ace8776a9902e64bedd4944285c87d

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp313-cp313-macosx_11_0_arm64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp313-cp313-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp313-cp313-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 edcdb310c3ed0aa00ae1e84fe0a1a9b855c934b4b316889141299c077e67f7b1
MD5 fe38d0c0afa0c426204b94295157b8a2
BLAKE2b-256 74c6fd21fd4e062644a7a6b26ec12317a81bdcf4caf162f071d23be938e52c33

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp313-cp313-macosx_10_13_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 44.8 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 4397ebd8ea1679c63e9022362dd361b8d09f4c3ad375d47a3bbae2f8abf0acba
MD5 db4b64acd2b3ef0b0b4232411449389a
BLAKE2b-256 06ff48e6015f13485fb7248ca90fa117d2a4e6da614bf7369dfbaa6e5583731b

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp312-cp312-win_amd64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp312-cp312-win32.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp312-cp312-win32.whl
  • Upload date:
  • Size: 37.8 kB
  • Tags: CPython 3.12, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp312-cp312-win32.whl
Algorithm Hash digest
SHA256 49dea4d30b6ff4d46b6fdf080f8ec148fbc4b974b4cd5fa1d494531bb4d50625
MD5 7113856e661b1eb465670c0cb3cc8a49
BLAKE2b-256 f03f1962c4068db22344cfc15bd74f9212890b6cc4b28eb0ec454045ccd15235

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp312-cp312-win32.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 bdcc3ba5fb23aa26e21777a2cac06193f945525c8685587503cf87a21881ac74
MD5 a880b57265982ee6d390de3d87fe2d65
BLAKE2b-256 4f08cbbd1019514d26f5cb4550ca575d037b43160c5d7b76242462599bec105a

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d13701ac3e31d239d29984883c0f2eda13c0c0051f2a4b4c96a0b3d3364cf737
MD5 b9def61844a6b8c6b138813924a666ec
BLAKE2b-256 b7c7367f6b07563998abbd87d7199349d4d1559c45031e62bf8b8cf4111276ee

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp312-cp312-macosx_10_13_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp312-cp312-macosx_10_13_x86_64.whl
Algorithm Hash digest
SHA256 a8238451df9fc2140637ea82ba1763680edf43318e77869e8203daf82263f639
MD5 cac1de8a369bf303a2d79b1c288f8de7
BLAKE2b-256 f12d294050a40eeea316554f64a2e14f6ab14712c33c310cacdba761e33a8740

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp312-cp312-macosx_10_13_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 44.7 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 3bb443e365712ced9fbe7772ffd3316c96587adebf27af4e8938a658bdfc8cc9
MD5 102040d739e92dcf0334fbe58944c5cd
BLAKE2b-256 600a1d1997ca570e5f47e2d3956229cea71c334a6e10d433565c105d585a6f87

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp311-cp311-win_amd64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp311-cp311-win32.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp311-cp311-win32.whl
  • Upload date:
  • Size: 37.8 kB
  • Tags: CPython 3.11, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp311-cp311-win32.whl
Algorithm Hash digest
SHA256 035da4c88cf37f84ef9995ec7474281accda90b3703c4bb14f7b2eb84ee40406
MD5 6946568fe139cbc39871a35739377ae0
BLAKE2b-256 0cfcfc390adc075d0bc17a533b7b95e65ba33297499ee2bd7ed8a44c62b2fb55

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp311-cp311-win32.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 a6660f3731be718ca50eb1d091c219348a8d4141152fb180bca8126ac7531876
MD5 bcc7ce719f4661d1864accb6337daf1f
BLAKE2b-256 f8d0129755c5c51cfa68bdc9dd29a9314dc0d65648e56d610a1d16a1100ae3b1

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 c9ce1dd1a9920c811292430e2eab982940debc1959fff1d6ebebbd133e661f0b
MD5 e153d8a2a2a816706512a72a9db98b7f
BLAKE2b-256 dfe5eec319dc99c5ef5b2c965fa41924d705c798a0d16308c1da170b81e7a703

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 2ab63f0bb150955c036065e6c5342740eab5f5fc35488fdcc3f40c57431a8ad1
MD5 a9b25dc572dd9552b86d988aa842f1bf
BLAKE2b-256 13e708e179a61df27718be540c61043127fa2139e868d3e4e57b27785986a41c

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 44.7 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 8b1bde17aafb5d5657e09d5dc343968654ec17fc81e895bb1ea03661c5a1460e
MD5 59114fb72100f21a4dc07fb7b30c9ffb
BLAKE2b-256 b2f4342df1620eed8c9abc5be499c3b58989e5f1d7f44aab004fd899366ea77d

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp310-cp310-win_amd64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp310-cp310-win32.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp310-cp310-win32.whl
  • Upload date:
  • Size: 37.8 kB
  • Tags: CPython 3.10, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp310-cp310-win32.whl
Algorithm Hash digest
SHA256 3704be8919636436d5812efa4a94d076af6a89ddbc60f8ba70b8aafc8c82cbfd
MD5 3b24e619f2fa4824be63353e227b07c0
BLAKE2b-256 cc9f9601505f0508a6e4bb1fcc1de5e6738a09a35a306fe0f7224130853edfb9

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp310-cp310-win32.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 a7164b02ddb7dcff0e234657beab7c98547dfe6ffa2953e41e2a3eae6e0f4974
MD5 6738652cc969d0c8b900991d03153120
BLAKE2b-256 047d265e54f02ef6cbbedd048b0a56c5fed7473accc0526d695516846da06403

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d4975d1c80729a09ee8b90f0fe5b2f3668e5ff270cff0afe0c2f899be1f46205
MD5 aecd6b4fa42c2a4b347f9c6b56572867
BLAKE2b-256 7b85fbdc84fcdc6e9aaf9614e9939d395b2b2ba0d01f2cd3df513a7dd7ef392f

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 6cf02bb4bb011177589635d8558be4b8bde242c638ec01b48fddbdf7d82088d4
MD5 67ace7c045e135000cdf35cac462331e
BLAKE2b-256 b786b87e21456c2085b8247a943803894f40954479e75e8c499455ff014b2503

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 44.7 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 2d5f82bb064a0fd109ff71c333aa331e13b4755fa233d1a1757fc3c6a0f3e71a
MD5 f2a322728cf17a22a9ece7fd9a1041ed
BLAKE2b-256 ee7df508c792ecb1871418ec1c674bac64c9ceaef246fcb2e1a2a011d9a06479

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp39-cp39-win_amd64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp39-cp39-win32.whl.

File metadata

  • Download URL: kern_kde-0.2.3-cp39-cp39-win32.whl
  • Upload date:
  • Size: 37.8 kB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for kern_kde-0.2.3-cp39-cp39-win32.whl
Algorithm Hash digest
SHA256 86be25d71d9e8a61bc85e64c235f421e2e382ad1e186a24c94d1c2d91d56af57
MD5 78fc1072ba20f687649b1c9866be7271
BLAKE2b-256 f3443a3cb2787d5003d4c3a9371017c25c6713c3e192454a6ee516546693e60b

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp39-cp39-win32.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
Algorithm Hash digest
SHA256 8413825394d2978cedb8fcef11c303c8b9adb003dfb09320913f4c73ea823999
MD5 30650e1d935e84c80dc5f63d9642ce1c
BLAKE2b-256 1136c024965967e5d8ea47bb95c8d10cff5c889eae1fd807f2228ec9d8f58bff

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp39-cp39-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e76c82a21acd036dfefdfb642e08c1eb28306c890c4abb0b97c1ea929c903589
MD5 cc372ff7b9cd6e6e3baf0b9433112388
BLAKE2b-256 e785d4e84e0a5e32d7d3e3b230cc159d17612c8ed5aacac72fa700c705b0b15a

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

File details

Details for the file kern_kde-0.2.3-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for kern_kde-0.2.3-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 9993b9e78b8ef5fef6a56d1e55fc2690819d8c0fe5026c90abe5bebb680a74bc
MD5 87700dc5a05a3a79b3671687360d8a2e
BLAKE2b-256 f54ed8b4221063f27354820c97988ccf2305a391a0e50bdd2f370562ea45d9e8

See more details on using hashes here.

Provenance

The following attestation bundles were made for kern_kde-0.2.3-cp39-cp39-macosx_10_9_x86_64.whl:

Publisher: distribute.yml on WojtekGrbs/kern

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

Supported by

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