Skip to main content

Prefix‑Projection and other sequential pattern mining algorithms

Project description

effspm

Efficient Sequential Pattern Mining via Prefix‑Projection

This library provides a Python interface to mine sequential patterns using the prefix‑projection algorithm, implemented in C++ for performance and exposed via pybind11.

Installation

pip install effspm

Project details


Download files

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

Source Distribution

effspm-0.3.1.tar.gz (52.0 kB view details)

Uploaded Source

Built Distributions

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

effspm-0.3.1-cp312-cp312-win_amd64.whl (243.6 kB view details)

Uploaded CPython 3.12Windows x86-64

effspm-0.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.0 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

effspm-0.3.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl (4.9 MB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ i686

effspm-0.3.1-cp312-cp312-macosx_11_0_arm64.whl (279.4 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

effspm-0.3.1-cp312-cp312-macosx_10_9_x86_64.whl (299.4 kB view details)

Uploaded CPython 3.12macOS 10.9+ x86-64

effspm-0.3.1-cp311-cp311-win_amd64.whl (242.4 kB view details)

Uploaded CPython 3.11Windows x86-64

effspm-0.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (5.0 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

effspm-0.3.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl (4.9 MB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ i686

effspm-0.3.1-cp311-cp311-macosx_11_0_arm64.whl (277.3 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

effspm-0.3.1-cp311-cp311-macosx_10_9_x86_64.whl (296.6 kB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

effspm-0.3.1-cp310-cp310-win_amd64.whl (241.5 kB view details)

Uploaded CPython 3.10Windows x86-64

effspm-0.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.9 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

effspm-0.3.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl (4.8 MB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ i686

effspm-0.3.1-cp310-cp310-macosx_11_0_arm64.whl (275.5 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

effspm-0.3.1-cp310-cp310-macosx_10_9_x86_64.whl (295.0 kB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

effspm-0.3.1-cp39-cp39-win_amd64.whl (242.3 kB view details)

Uploaded CPython 3.9Windows x86-64

effspm-0.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.9 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

effspm-0.3.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl (4.9 MB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ i686

effspm-0.3.1-cp39-cp39-macosx_11_0_arm64.whl (275.7 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

effspm-0.3.1-cp39-cp39-macosx_10_9_x86_64.whl (295.1 kB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

File details

Details for the file effspm-0.3.1.tar.gz.

File metadata

  • Download URL: effspm-0.3.1.tar.gz
  • Upload date:
  • Size: 52.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for effspm-0.3.1.tar.gz
Algorithm Hash digest
SHA256 4e2af7f8180f5ea81e9354583ede7cb42674b5708833badf0daa36819317d95c
MD5 a6955c3fb5fc1eaa268641c365a4d9b8
BLAKE2b-256 1a6b860ccff26b1e2a663c00b39eab39601bd4e4ffc7873581d3d361e83950e4

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1.tar.gz:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: effspm-0.3.1-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 243.6 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for effspm-0.3.1-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 ae1da369adc954c108a35d513bb7a849032713006d1b6984345187e784d3ab22
MD5 d1e82b55cbd5ca1d59a4a7c5000b63fd
BLAKE2b-256 495b7f17fe4f7b4b721f50d676fefb43a1fd34c93e724b94bf890a17a7ea7574

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp312-cp312-win_amd64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 41ba5efcd4e1b925f84898b9c61605de220843bce5b5abc5b104daa24e6403c1
MD5 f80ccac8c92018e27e3e2c5c16e33d48
BLAKE2b-256 bcf65a4c4aadf4b0ccda5629ecab1a45ee9d26f1a3b3ab4e95b830814a9f9bd8

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 a01a7b625ffae5229066f84ef3e0d7a7b0fd58b07d744e7a2c1e5f76e380b42b
MD5 aa90805e16ca1d9ef443392ddb933251
BLAKE2b-256 3710e71fda49318fc71af2b03228133aff50ecd9febd6a681acaa8d7de1a3c39

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 d2f3bbd87dae71d902e378bed82573a0e955704def2d5813313f3860b247ad46
MD5 92ebc22c5a9156a987e0cc7e5af92543
BLAKE2b-256 1a81000581ed0ea967d43fd35a023b23e18573f8ada3fbd7764d4aefbd181384

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp312-cp312-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 1b666a76f52c8acf333673e5bcfe964780b28de759c969454f3c0c8345298347
MD5 ed3c3c8d6ca241381f73c61984d48f3b
BLAKE2b-256 57bd74b7013cae9fec54bb62948e2fa1ecdfe86c8b41fd330b3dac4da862484c

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp312-cp312-macosx_10_9_x86_64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: effspm-0.3.1-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 242.4 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for effspm-0.3.1-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 b3908ec58eac73a3c5214360ac2b3856ad797dbd91eb5eb2c2c9b2c9f878175e
MD5 8a1ef1e3581df59739e0c89bb0e8cc01
BLAKE2b-256 abc0a3cd52c26696500ba236f2a9ae295afab8a57f40808210068dec42478f57

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp311-cp311-win_amd64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7154b4ebf529c78dacedff7514856a02239d44eae838532697bec9245a635417
MD5 7cb5ae28355a2ba54147188e82d5a332
BLAKE2b-256 b50242b9b700f499af8e560291827775b33ae6e418586f3bdd2d8fd0d2410068

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 e12e71152e724989192861af0f3f978f1f514fa61f550e933bb4479882e43819
MD5 3b3d69f97aa377c54c5f49e472695005
BLAKE2b-256 3c461acc5a46e7b638dde9a0e5f4e92642956c82d6d6295377d9814ac16447e9

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 b1b2a880bc4283e4540f03fef94cf2e1505635bf0f8dfbf235396954bfc67c7b
MD5 af9e9a9a16fcb38660c97959a3eb7dec
BLAKE2b-256 9be9c2faf19d2e4cd2390f23f7ecc465ce72b049e736c1a1d2335e1b1ed9cc45

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 e1ba09b6ae292d6d479f8b7a02309c2af9ade92c896cbb574c71f1b6b5e17698
MD5 0fa55c72199d308ab303e043b277a75e
BLAKE2b-256 4ea56c5985f7a0ddefe3c3b30bb9d776be42e2f147edec2669fb33e397adc383

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: effspm-0.3.1-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 241.5 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for effspm-0.3.1-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 7f4718561d59e57e83e2c6d31c03dd4d1fc1853763d9036f6bb063bb6aad1939
MD5 a2186cb04610cbe98052259ff0e4a84f
BLAKE2b-256 cbb74536ab78c8a03575829e7378a61c0364f4bff956396cf3976cda35aea041

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp310-cp310-win_amd64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 a27cd57e03bae4f719447404a2ab51754c401f29de02bacbca35baea96ccdfa9
MD5 1579a579c8e08f9de87dfa48fc1f7213
BLAKE2b-256 4975938dd8205cc17b20b2249fc851af37f6eaa012fd0695b94457f29733206e

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 6bb6251951715556ee75a663b94559adb46492c0f7065060e2c382138e1c1138
MD5 0c60313b0a6b2a28c32985a76801ce66
BLAKE2b-256 689ad500dc36c2a57d498eb49645f581f90a2bf192f1b1185df36b59ff60fef0

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 339642c96370d92918477c31b903edec13cfacd6cf6d18691dc68629c9cff836
MD5 d78fb57de8107e43c2579dbe79f7655f
BLAKE2b-256 4f115122be882d386a4f811bcaf571981b39fb92a27c07b6426319b9583baf27

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 1c1446ff068d86a0eebdef353b792eaa0c9ab3c25e7c72366a231781116f08fc
MD5 a39fcfa668bed495c8d6fc58cbb95e8c
BLAKE2b-256 7c2031327d58c6d380e2b851c2da21240abab3d9bce963a36e55f72f461142b5

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: effspm-0.3.1-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 242.3 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.0.1 CPython/3.12.8

File hashes

Hashes for effspm-0.3.1-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 debc4e8fe70df2d76c9f042450f0d20402add7282b56469e287422a909945833
MD5 07fa6857055286739da846bb27f80211
BLAKE2b-256 fe1612383aedba5f0b7fda94c90de50614793713c7e699838c755b3bc43db452

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp39-cp39-win_amd64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 34c90b7d0037307981f8cf236693399318d6182f904b9a534f93acce75fe68a9
MD5 533817365b091ecfba528c0603b5d1fd
BLAKE2b-256 b3cbe0617a6384449ef8a80bededced447e93d2febdde09b10cdb2b7dfd81768

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
Algorithm Hash digest
SHA256 d9e95f90eb9aab491bc115bf05deba0b44c0321540ce37c0fff340a2b9c6c24b
MD5 1605c4800df6faf50dce4a8a9747ee79
BLAKE2b-256 163c0cc99a88c482fd274611e9423b9050b0f4ad189994d76629ff00fbf0341e

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 94c36d5a6338cb8897cae7f1a56ccbe21cefe78b53ae9b5f4c26b62af5527dc8
MD5 6454a470782749d8f06299074ea69dc2
BLAKE2b-256 bf82e15fb27bb6500a45baa6cd362ed5bd24ebbf840f613b4be64451e92b3486

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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

File details

Details for the file effspm-0.3.1-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for effspm-0.3.1-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 9b32d502f2b94a6bd4e6c6c060ffd21cc4283ea3584a5c318bf4f17793a8b418
MD5 a4d37545733105a302488912c8cdc333
BLAKE2b-256 730422d39819c588c534af212993b6ffada71371a675188a898d2c743c97428c

See more details on using hashes here.

Provenance

The following attestation bundles were made for effspm-0.3.1-cp39-cp39-macosx_10_9_x86_64.whl:

Publisher: build-and-publish.yml on yeshu999/effspm

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