Skip to main content

Simple utility to compute MSA summary statistics

Project description

MSAStats

A simple utility to compute multiple sequence alignment statistics.

Example usage:

import msastats

# To calculate based on a list of string sequences:
msastats.calculate_msa_stats(["AA-A","AA-A","A--A"])

# To calculate based on a fasta msa file:
msastats.calculate_fasta_stats("/path/to/file.fasta")

# Get a list of the summary statistics names:
msastats.stats_names()

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

msastats-25.11.1.tar.gz (4.4 kB view details)

Uploaded Source

Built Distributions

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

msastats-25.11.1-cp312-cp312-win_amd64.whl (256.8 kB view details)

Uploaded CPython 3.12Windows x86-64

msastats-25.11.1-cp312-cp312-musllinux_1_1_x86_64.whl (606.2 kB view details)

Uploaded CPython 3.12musllinux: musl 1.1+ x86-64

msastats-25.11.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (83.4 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

msastats-25.11.1-cp312-cp312-macosx_11_0_arm64.whl (57.0 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

msastats-25.11.1-cp312-cp312-macosx_10_9_x86_64.whl (61.4 kB view details)

Uploaded CPython 3.12macOS 10.9+ x86-64

msastats-25.11.1-cp311-cp311-win_amd64.whl (256.4 kB view details)

Uploaded CPython 3.11Windows x86-64

msastats-25.11.1-cp311-cp311-musllinux_1_1_x86_64.whl (606.9 kB view details)

Uploaded CPython 3.11musllinux: musl 1.1+ x86-64

msastats-25.11.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (83.8 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

msastats-25.11.1-cp311-cp311-macosx_11_0_arm64.whl (57.7 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

msastats-25.11.1-cp311-cp311-macosx_10_9_x86_64.whl (62.1 kB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

msastats-25.11.1-cp310-cp310-win_amd64.whl (255.3 kB view details)

Uploaded CPython 3.10Windows x86-64

msastats-25.11.1-cp310-cp310-musllinux_1_1_x86_64.whl (605.8 kB view details)

Uploaded CPython 3.10musllinux: musl 1.1+ x86-64

msastats-25.11.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (82.2 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

msastats-25.11.1-cp310-cp310-macosx_11_0_arm64.whl (56.4 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

msastats-25.11.1-cp310-cp310-macosx_10_9_x86_64.whl (60.6 kB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

msastats-25.11.1-cp39-cp39-win_amd64.whl (255.6 kB view details)

Uploaded CPython 3.9Windows x86-64

msastats-25.11.1-cp39-cp39-musllinux_1_1_x86_64.whl (605.7 kB view details)

Uploaded CPython 3.9musllinux: musl 1.1+ x86-64

msastats-25.11.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (82.4 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

msastats-25.11.1-cp39-cp39-macosx_11_0_arm64.whl (56.4 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

msastats-25.11.1-cp39-cp39-macosx_10_9_x86_64.whl (60.7 kB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

msastats-25.11.1-cp38-cp38-win_amd64.whl (265.2 kB view details)

Uploaded CPython 3.8Windows x86-64

msastats-25.11.1-cp38-cp38-musllinux_1_1_x86_64.whl (605.7 kB view details)

Uploaded CPython 3.8musllinux: musl 1.1+ x86-64

msastats-25.11.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (82.1 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

msastats-25.11.1-cp38-cp38-macosx_11_0_arm64.whl (56.3 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

msastats-25.11.1-cp38-cp38-macosx_10_9_x86_64.whl (60.4 kB view details)

Uploaded CPython 3.8macOS 10.9+ x86-64

msastats-25.11.1-cp37-cp37m-win_amd64.whl (265.8 kB view details)

Uploaded CPython 3.7mWindows x86-64

msastats-25.11.1-cp37-cp37m-musllinux_1_1_x86_64.whl (607.2 kB view details)

Uploaded CPython 3.7mmusllinux: musl 1.1+ x86-64

msastats-25.11.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (82.8 kB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.17+ x86-64

msastats-25.11.1-cp37-cp37m-macosx_10_9_x86_64.whl (60.4 kB view details)

Uploaded CPython 3.7mmacOS 10.9+ x86-64

File details

Details for the file msastats-25.11.1.tar.gz.

File metadata

  • Download URL: msastats-25.11.1.tar.gz
  • Upload date:
  • Size: 4.4 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msastats-25.11.1.tar.gz
Algorithm Hash digest
SHA256 6dbd20ccde227e4f0a01491afa9b7501dec23cee2d9f9dea68aef9b3a95862bb
MD5 4f2383856a5cbf4cae1a8e0811feee73
BLAKE2b-256 04361136a28da74289393c90f5603b99054cfe808997e55d623a5a9b13083459

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1.tar.gz:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: msastats-25.11.1-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 256.8 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msastats-25.11.1-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 5f328e74e8cc658a094a9eef5db84d8b48aa9267d6d45bc8e91a94c94f26d71a
MD5 9590d987b7a969a12bd041c258f9c081
BLAKE2b-256 aa9e4a66aaade323f049f018e3fe187dc3395da7462e741f80000a69e34cfc3b

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp312-cp312-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp312-cp312-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp312-cp312-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 c43bb2686b4d22050bcc3a9f61c4a78e72b5855cd8d4f36e2ec93f7dc3b73329
MD5 61067f390baa6813c0d1a9d26093d9e3
BLAKE2b-256 2fe060d9cb4889010a238f18e7d7399486af21f185c1f5ef8f5cbb47d243ce2d

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp312-cp312-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 b85ca105a049cee7854b086219c9f4fe6a8d8198bdb119ef7e5c72f66256160a
MD5 a34222df2bbcfd37fa0605c5058c9858
BLAKE2b-256 5b4551f21e780cd7607da11adccf7606696c3626d83b9796b90ed0f1c51db016

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 98e9e07dcfdfc35b062aafb1f8b0f21d037fc2661dffca6e806e3a0efbaa5eb1
MD5 4281edf98a97fe77364d5fe86bb4c608
BLAKE2b-256 c9ce483ec6757e3109f6f25319801bb7928a2d7a0152d8de0cf77eac27d17cc0

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp312-cp312-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp312-cp312-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 06f5c6746c8901278eab69fcce656bf4c40a7b200708b5a6cbda33a0c696aa31
MD5 06c8bc7ee1fbbe790ff7e9649045e437
BLAKE2b-256 2856c15a337a5a5cd20eb816026b704a6b7aa3e2099393c38cf812ce328d09d6

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp312-cp312-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: msastats-25.11.1-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 256.4 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msastats-25.11.1-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 1a5bbad0f795173beb212acc4fb40d8729fe1d9fac9624d2d0e5c2ea63d0585c
MD5 7a2af020491aacf1809fd6d49bdcb0f9
BLAKE2b-256 ca9844564eec7a7baf8274c51d607acea7bd30ce6b686c05234c2b3be598174a

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp311-cp311-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp311-cp311-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp311-cp311-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 aba03fca8076a697b3c504a38b70241c95700da32ae136ddb8a0de5b65fa9709
MD5 f8251095cb130d6d4834ee7a1bb27ab5
BLAKE2b-256 76818b5f2c6c71608e762a4757bee09515632b18632b5289d2d1731a60bf98c0

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp311-cp311-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 e8766ca6d6c365077820956feea897ceb6ee82ad228d01f1e910f2d03424d712
MD5 2ce6da0f626639ed3214cac386d3cfee
BLAKE2b-256 eff392d1271c124b5b19403c80a17c962a9d0444e0f50153a20015593a919b77

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 cc97c24d3c81beb74b629c15344a38e127ccf8891e8cdefcf9574125c9853d91
MD5 bbbe8500a323730c9afdd48d099efe43
BLAKE2b-256 8eb3d4e22615ee6d57c59338cc5f7e9e44e34767921f6174d2f36964f5380909

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp311-cp311-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 147f09df5d90718df145c05ad1bd709b09f2d1cd86a23d327c03b6a4cacb94e7
MD5 39c3494f2c1d89ee4cb30c10fd252c01
BLAKE2b-256 fc9cbba8d880bde7d3fdac256726f4353ea2fcbf856bd7566022fee03d1eccd8

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp311-cp311-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: msastats-25.11.1-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 255.3 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msastats-25.11.1-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 a578572782f89fe77ae231fcffa0a0c72841ef156dadfde409cf8f4c16107ade
MD5 caf00e5389f35c2c18a6df0185fef24f
BLAKE2b-256 9f5b133812ec9610fdbf5277decc4688a01a412fe1d99cb497198f5354db3a6d

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp310-cp310-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp310-cp310-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp310-cp310-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 c37b96ccadc6f87a576daa255207599af3ebc46902b80380e5ea977b5817bdcd
MD5 10b34559ca44c60e15beb5182282cf33
BLAKE2b-256 d86e2b2f982901f8529bfeee9669ff9254018cef20b5499db497338752fc7307

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp310-cp310-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f5b947052536cabdb874bac8367686daf89859c7d43a8a9d126d146e371ced8a
MD5 bfef59a24c198b5fa72f44fc4eba7862
BLAKE2b-256 ad61386403383a43eb0becc45bbe62766c03d3e1804e298c43b15b581da35a36

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 40b0ef3e15cdfba954c20355c58ff7f5b33f51a4a936a9f465c406f1d7043ff6
MD5 1b72161d08366a9a2f9e76f324947e6f
BLAKE2b-256 23cfa0e344ebfddf3428b358a50aed0307b021bcd52f80829d2cf42108d182ae

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp310-cp310-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 030ebe0f9d47d6f858cc9a9c80b0b628e9c9fb60465b32a78c7a5b9e8a87a2f6
MD5 1651be3122b2e8a31475764e6684d682
BLAKE2b-256 482e155534169934b069e6c354c9c472da409ed20d298dce6cc878b3b1ef75ed

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp310-cp310-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: msastats-25.11.1-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 255.6 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msastats-25.11.1-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 7a67a647acd4bbc3405e2e35036bd5f5e86f5bdadafc91478910b61ea334d508
MD5 676c69e1e0c59a9a3d0f3c216439af95
BLAKE2b-256 cfef58ec6412366fc473e7fa808332c86f200414963011ba0741ba066b051379

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp39-cp39-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp39-cp39-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 7bafe3d3560374f5d3fbd59f016015783af452c17d5e36eba10bfc9e665e9f27
MD5 c2e6fd9acc8b2b75d85f633dec634362
BLAKE2b-256 e2b9eeca2140927ae2b4f69cadfb43372c26348f7fca7f45e0e9dded092ac28b

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp39-cp39-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 cf00925431a5c0e3391e4c96f7305136b754514b9ba8b00724f2db632f8cc2d7
MD5 6d102a624cf1844d71dc1eb9b6ed8a74
BLAKE2b-256 0b73976ed4df5718c9dde987e4afb9099bf57dfd343497d76a63ce2808cb4a03

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 fd8ef64c8d96e0c6973e57216a0d9703448104346baace424ec572eb7afd36b6
MD5 d7b355b749a9ab01220d83001c209c9d
BLAKE2b-256 3cc11c303add5b46ed3ba3bb74d1630c4ea8a1ee393c78aec649812df180ad94

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp39-cp39-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 8bc909305dd84f4afceb0c9cb79960573701b85708f1dfad52465a417cd38278
MD5 e974546e6097b28111671d0f3d02826c
BLAKE2b-256 67c377e3e36e6d9993dea121573cefdbd0caf3a413afec096062ac5c0026ed97

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp39-cp39-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: msastats-25.11.1-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 265.2 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msastats-25.11.1-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 ec5f9271b8c9bd1d045c12d6ff4449fdf3616cac822727e228f143ac74e132b2
MD5 287e3efcd6c4be2a5d4fc024d794bfa5
BLAKE2b-256 41c628abba0af23b3a79f8bf86c254a868c3e86541bd0d318030d8c6052ad69a

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp38-cp38-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp38-cp38-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 c5fb772d9b0e7482eabbf94d84b9268e13240394d1141ecead86f55455db375a
MD5 99f89f10971812b9f008d8e0faacdd41
BLAKE2b-256 97ca4c12b5a04fcf461abcfde61faad357e7eb51566be91663a80bbf51ff3a12

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp38-cp38-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 a31ba2dcf5d827d035d3300af0d31ce329d1757c54bb9a76a26ae1624568c62c
MD5 5e163415021ba943e27a7768977fa9d4
BLAKE2b-256 68964b7bd82c025d8125e9983290529a1e10eaa6654a69f83f4679e8e0a1b95d

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 aa163da242ae48333ed4eefaf8fc9b9c05f86bd74e6281db5dfea9d083e93158
MD5 e3020fa36dd7468ad696e815a3eace38
BLAKE2b-256 ea3857b371d93187d22e3906689f11b190e117e86dbb56e7822ae427c5b6b03a

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp38-cp38-macosx_11_0_arm64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 21f511f66af2274bf909aeb3f8be01b9eba69cfbe965c8f9ea598b7d19756ec1
MD5 8af7ed4b16b05927634686ddddc24add
BLAKE2b-256 2f8329f4ac9ef216f1aacc4f8b4e8531010c1c7ea1c602c03b71aadd63ef3586

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp38-cp38-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: msastats-25.11.1-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 265.8 kB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for msastats-25.11.1-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 92dbf5b397201ad22febc98e08bb20c1963044cfe444263c395e43bcc47c10e4
MD5 380f005fdb81cdde0222dffadf6bff88
BLAKE2b-256 e688becce45f2e5be39444091430919efe8f9001923e8ad397e157072ffe7085

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp37-cp37m-win_amd64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp37-cp37m-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 6f6a75a963c01f026d2c9da615dafcd88c88693229c5c2142c46164bbae84d6b
MD5 ea1e778f487fa0ddc945674fd27a2813
BLAKE2b-256 0289cacd68a07884818838bbb9117bc5f32320a94ac333ef549393eec406423a

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp37-cp37m-musllinux_1_1_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 c3090bd90c1d9e739a33e2d007ae693588e02f3fef34cbac77fbbd09c832056c
MD5 ef2d3b229e9d494b027ec0d1723f091e
BLAKE2b-256 e0069a93576b686269fe9238a6f9d3b6c10de0e252574a2c22aacacecd691966

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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

File details

Details for the file msastats-25.11.1-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msastats-25.11.1-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 e95568739352e1f8bca53691007caca68ffef933ec9b4c1924727684310d7e6e
MD5 8e103fc465beb341beefea8d5eaa2ea1
BLAKE2b-256 3244e646e25e915ba8491b8b9a0c804509ea92803a3f898f1ea51ea3dafcc76f

See more details on using hashes here.

Provenance

The following attestation bundles were made for msastats-25.11.1-cp37-cp37m-macosx_10_9_x86_64.whl:

Publisher: build_wheels.yml on elyawy/MSAStats

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