Skip to main content

A fast MSA simulator

Project description

Sailfish

Sailfish is a performant multiple sequence alignment(MSA) simulator, written in C++ and Python, allowing for quick and easy generation of large simulated datasets.

Project goals

  • Ease of use
  • Speed
  • Modularity

Installation

pip install msasim

Example

from msasim import sailfish as sim
from msasim.sailfish import MODEL_CODES, ZipfDistribution

ROOT_SEQUENCE_LENGTH = 100

sim_protocol = sim.SimProtocol("(A:0.5,B:0.5);",
                               deletion_rate=0.01,
                               insertion_rate=0.01,
                               deletion_dist=ZipfDistribution(1.08, 50),
                               insertion_dist=ZipfDistribution(1.08, 50),
                               seed=50)
sim_protocol.set_sequence_size(ROOT_SEQUENCE_LENGTH)

simulation = sim.Simulator(sim_protocol, simulation_type=sim.SIMULATION_TYPE.PROTEIN)

simulation.set_replacement_model(model=MODEL_CODES.WAG, 
                                 gamma_parameters_alpha=1.0, 
                                 gamma_parameters_catergories=4)
msa = simulation()
msa.print_msa()

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

msasim-24.7.0.tar.gz (17.8 kB view details)

Uploaded Source

Built Distributions

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

msasim-24.7.0-cp312-cp312-win_amd64.whl (243.1 kB view details)

Uploaded CPython 3.12Windows x86-64

msasim-24.7.0-cp312-cp312-musllinux_1_1_x86_64.whl (959.2 kB view details)

Uploaded CPython 3.12musllinux: musl 1.1+ x86-64

msasim-24.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (443.0 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

msasim-24.7.0-cp312-cp312-macosx_11_0_arm64.whl (352.5 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

msasim-24.7.0-cp312-cp312-macosx_10_9_x86_64.whl (387.2 kB view details)

Uploaded CPython 3.12macOS 10.9+ x86-64

msasim-24.7.0-cp311-cp311-win_amd64.whl (242.8 kB view details)

Uploaded CPython 3.11Windows x86-64

msasim-24.7.0-cp311-cp311-musllinux_1_1_x86_64.whl (962.4 kB view details)

Uploaded CPython 3.11musllinux: musl 1.1+ x86-64

msasim-24.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (444.0 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

msasim-24.7.0-cp311-cp311-macosx_11_0_arm64.whl (353.0 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

msasim-24.7.0-cp311-cp311-macosx_10_9_x86_64.whl (386.1 kB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

msasim-24.7.0-cp310-cp310-win_amd64.whl (241.8 kB view details)

Uploaded CPython 3.10Windows x86-64

msasim-24.7.0-cp310-cp310-musllinux_1_1_x86_64.whl (960.8 kB view details)

Uploaded CPython 3.10musllinux: musl 1.1+ x86-64

msasim-24.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (442.2 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

msasim-24.7.0-cp310-cp310-macosx_11_0_arm64.whl (351.6 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

msasim-24.7.0-cp310-cp310-macosx_10_9_x86_64.whl (384.6 kB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

msasim-24.7.0-cp39-cp39-win_amd64.whl (238.5 kB view details)

Uploaded CPython 3.9Windows x86-64

msasim-24.7.0-cp39-cp39-musllinux_1_1_x86_64.whl (960.7 kB view details)

Uploaded CPython 3.9musllinux: musl 1.1+ x86-64

msasim-24.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (442.5 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

msasim-24.7.0-cp39-cp39-macosx_11_0_arm64.whl (351.8 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

msasim-24.7.0-cp39-cp39-macosx_10_9_x86_64.whl (384.6 kB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

msasim-24.7.0-cp38-cp38-win_amd64.whl (241.7 kB view details)

Uploaded CPython 3.8Windows x86-64

msasim-24.7.0-cp38-cp38-musllinux_1_1_x86_64.whl (960.5 kB view details)

Uploaded CPython 3.8musllinux: musl 1.1+ x86-64

msasim-24.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (442.1 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

msasim-24.7.0-cp38-cp38-macosx_11_0_arm64.whl (351.5 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

msasim-24.7.0-cp38-cp38-macosx_10_9_x86_64.whl (384.5 kB view details)

Uploaded CPython 3.8macOS 10.9+ x86-64

msasim-24.7.0-cp37-cp37m-win_amd64.whl (242.1 kB view details)

Uploaded CPython 3.7mWindows x86-64

msasim-24.7.0-cp37-cp37m-musllinux_1_1_x86_64.whl (960.1 kB view details)

Uploaded CPython 3.7mmusllinux: musl 1.1+ x86-64

msasim-24.7.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (444.2 kB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.17+ x86-64

msasim-24.7.0-cp37-cp37m-macosx_10_9_x86_64.whl (382.6 kB view details)

Uploaded CPython 3.7mmacOS 10.9+ x86-64

msasim-24.7.0-cp36-cp36m-win_amd64.whl (243.4 kB view details)

Uploaded CPython 3.6mWindows x86-64

msasim-24.7.0-cp36-cp36m-musllinux_1_1_x86_64.whl (960.1 kB view details)

Uploaded CPython 3.6mmusllinux: musl 1.1+ x86-64

msasim-24.7.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (444.3 kB view details)

Uploaded CPython 3.6mmanylinux: glibc 2.17+ x86-64

msasim-24.7.0-cp36-cp36m-macosx_10_9_x86_64.whl (382.5 kB view details)

Uploaded CPython 3.6mmacOS 10.9+ x86-64

File details

Details for the file msasim-24.7.0.tar.gz.

File metadata

  • Download URL: msasim-24.7.0.tar.gz
  • Upload date:
  • Size: 17.8 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/5.0.0 CPython/3.12.3

File hashes

Hashes for msasim-24.7.0.tar.gz
Algorithm Hash digest
SHA256 d37b219d388834f837875d44ce8ef758758a0af473450cee8b40a93c666f9ab6
MD5 664ccd0b1f6833d1003fd03ffa21258c
BLAKE2b-256 4d9b1ca2bdf1bbd231f9b542c3cb8219a61f8aa2fb54c4ad30c6a1ed7ec89255

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp312-cp312-win_amd64.whl.

File metadata

  • Download URL: msasim-24.7.0-cp312-cp312-win_amd64.whl
  • Upload date:
  • Size: 243.1 kB
  • Tags: CPython 3.12, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/5.0.0 CPython/3.12.3

File hashes

Hashes for msasim-24.7.0-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 46122f6ddd01f430d8b38ac16e51856d4106ca0fbdf210454089f2e6086d98d9
MD5 c6711b3ff8d0d39bf326acfa7866a0d9
BLAKE2b-256 6794ca2c23a5328b16eab3d8ac219e3c672ff47a6f0c88d794cd1613c8b87513

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp312-cp312-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp312-cp312-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 4bbaf7e6eb7a5c7af974478e77d505452396274fa09fcf2d900e205a20ac549d
MD5 5a0bcb70bde67eb78df5caa770d5da43
BLAKE2b-256 8f1ec24b95f2a1791a592434c65bd3d6576ce3f35734e6fff1fe853a2b5c33cf

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 b86e8fb3120b4cd8d00531609aee4eb879e31323ad40b1abc09eb6261e6eeacc
MD5 c84f42e8d3e26e37e7dc9f3b2b0867af
BLAKE2b-256 6c24fe58bbb00b9817e5eb58ff33e66163a3782d7ee961a599205d6d13f19baf

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 f7ffe5770f997455fa4e2b19c9b2e5771af807eab4403ab52389247fefc053ed
MD5 04de97015c84ca20ccd80fe227aad882
BLAKE2b-256 0e0f5bad1cdfd7e45121ae34b9c0ed73edfe86c3404aefd7a4d24d41b502bfde

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp312-cp312-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 4b1843c31a2e76ffbe5873442c8b3b2458840552a0ff1a9e0edea9ee16634283
MD5 9abbed6be155c8a3ec8c71d68d5247d6
BLAKE2b-256 b7df5601db5897084f1d1b48525390fbd0400afd4801f5059afa95575cdcbe67

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp311-cp311-win_amd64.whl.

File metadata

  • Download URL: msasim-24.7.0-cp311-cp311-win_amd64.whl
  • Upload date:
  • Size: 242.8 kB
  • Tags: CPython 3.11, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/5.0.0 CPython/3.12.3

File hashes

Hashes for msasim-24.7.0-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 2fd424f4ee54292346902665193e7920a63f77c94243b960916b5cd57f3af6d5
MD5 77156de90204b7175d0f39466fa913eb
BLAKE2b-256 40943443090af3f802b374817228bf935fb422b83674a65fb30d30db65563bc6

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp311-cp311-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp311-cp311-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 357ad76297ef8a90effcca59ee743e739b3b299907120cdef1446f82ccb520a5
MD5 73f4782c4536448756d7417029749a16
BLAKE2b-256 4a4c7814abf5eba3d16c7eff183dc4ad7054868310eb65aaee838da05a5c4707

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 69dd2584f12488da7660b79bc47ece277b5b66c14268b8133fe7c3fb883c24bb
MD5 dc8d6721ffaaa2935b4115c6cbc69dbb
BLAKE2b-256 caa170a02042af0546f061e08033f59b8775b5e32b3dc1d063b7985768529705

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 bbaefc11ff0e01c9838aa09ac8eac6771a4264d2eeec4c566e02f11055c10bcd
MD5 8dfa8bdcb12c171d21188b987d950aa6
BLAKE2b-256 d1cd150fc314573d76f61cdca6e0ff4eb7eaed3f775b402209b0e01bd2977c6e

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 f2e4f215ed47fb2d53587ac1d0e51fbd77ec85c103b715161dbfd84a309a2fee
MD5 3266a021227587d5f05d3131167b0148
BLAKE2b-256 20d5265d33c3905ecb7df4f54278e5b0813ecbe5eb3e3eec6d8c90e508f0a3bc

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp310-cp310-win_amd64.whl.

File metadata

  • Download URL: msasim-24.7.0-cp310-cp310-win_amd64.whl
  • Upload date:
  • Size: 241.8 kB
  • Tags: CPython 3.10, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/5.0.0 CPython/3.12.3

File hashes

Hashes for msasim-24.7.0-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 f3d03db2215b363417f149c78dba0c05aa300c0d4aaefaf376fee0c367048e4e
MD5 4ff2694a15d1fb50eabfcf90f0eac0ba
BLAKE2b-256 42cd6999a8a049d4e64a36dfb93854bd5b42e73858027101c6ca6052231dd612

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp310-cp310-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp310-cp310-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 f521a43af819ccbad5d25416de35effa3c143648d3a86357ad7d1152d3783ede
MD5 11226a2b4671c6d9bace839d4a25a69a
BLAKE2b-256 e2c9da3bcd29ed90d5115cb38d216592b20a192a1e4872f5d87ebf89b1c4ba3d

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 7c94fd76d8034d2db1d8ce3f161c77fdfa91301363aa9561f33847b3f9b1ab59
MD5 ea9d50974a0eaed143edd6d74731ceba
BLAKE2b-256 dafca654b9295f9afa99593a8fa9abb6123c3378ed7516499fa95c7e2899e29c

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 638eb3deb500057461c2cbb2f980acbd9743019ee8f368465ae9f457dd963da0
MD5 382c9a5c45da35bb9ed5d71ba9e1d050
BLAKE2b-256 1876ab89d37b0a074c691ee4d4bb6f1a2d6d3370fd402c59144cc77eecfc2f8d

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 6c2be1a0fb91618586724a2d94934e8c1f216b208d0c6455570eb6d29de54122
MD5 3911ab5624f24608f2152bf3d2207402
BLAKE2b-256 fed7f8393df395beba07cdd10a5d49edba471d8ce8045ef1e66a760967e5679c

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: msasim-24.7.0-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 238.5 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/5.0.0 CPython/3.12.3

File hashes

Hashes for msasim-24.7.0-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 42eb109b36d1be083d697dec76f49efbf6efe9a11c160b9f097d2defd0df303b
MD5 2e2b7294087d35fcb77c84c5264942d8
BLAKE2b-256 a8e2dd8572dd9b5840db02cb149e00a5e864f543217c95eb2e857ffa677f184a

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp39-cp39-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp39-cp39-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 53cbf25441cc490fd1c24073e69cc98c2d6f177fb37b1f1b2b899cc0efa7613d
MD5 5196e591d3a287701862017302ddb8bc
BLAKE2b-256 dc118d1994de432dc9e679018d445463fcd81478ff3502cb39dc5c149f4ca208

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 e91b0f140269d17bbc69c3e68a15750078dcaf2fce8d3078fd5b3d03b1d4c0f9
MD5 cf1d531f7aca4365077bd807841de534
BLAKE2b-256 a8f81cdb859a47bf3ec6edc067bc0d36150ad9a35710fd0818836fb59dd15da9

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 67967416f316fc12c73296bcdbdb4be49799c4a9d2ec3bde9f8fe6efa26141c9
MD5 e8c29fef58d603bfe1e07fbb8b75a987
BLAKE2b-256 b0fe18e40ce019d8daa96ae12ec658796986100e5c9a0a0c630f670d482a1d05

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 d8c0aef238018f7a078ad02f64509f9a456b81e710a9d596de92d24e484e1c7d
MD5 4f2ef4f647e2698c26ffa5b7fe638d01
BLAKE2b-256 59315ab217c339a9bd00011151a09e3c247f778daf9e2e8376ce3603be7c1997

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: msasim-24.7.0-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 241.7 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/5.0.0 CPython/3.12.3

File hashes

Hashes for msasim-24.7.0-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 3f822aa211a51189835d2f31a766d8d4c52981b77c9c978c44fcc8728942f910
MD5 19b6da92a96ff5d62d4aa7deb90a8bde
BLAKE2b-256 1628f72973dbda0383345610f4e01c469ee1b96d5d7ca1681a0fc6de5663d53b

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp38-cp38-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 c054bd4449884fc9c4a7c8b34d1ec372fc09fac0a9ae4040e5162e5a6c22d29f
MD5 69811dcc0c1b021009c754ce112ab91e
BLAKE2b-256 b7fd19800707a3aed0b88db58af8bd4793c7b9a1506991b9c84f958624242da4

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 425df1672de902edd08770f38657dc199b7e6e41425174ec85a723f9dc66874b
MD5 976d58650880f5b634c4d585edd7447b
BLAKE2b-256 1f494a90c86118c4ae2eb5bb44482a4a3c99e3b1c49df3279dbeeb228a00f003

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 7350c043933cfeb3bba6fc223a2c391f26c3a0c57e1a361a3efc9cd1b7b8b1ac
MD5 01eca23effe872f51d6e3c1393da2bb3
BLAKE2b-256 ab862e002aea89b588757113b61faeecd913f4cbd37a19444e4127cae6ef5dc0

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 bbd342f296f9f309c2ac86993f676d1ad37da114d8f93f27a332ab47a2b5acad
MD5 227c768cb08837d65a0d81f2de2a556a
BLAKE2b-256 f20bb33e3550009e184b99ae1f47bd0f72c0757a8e5823bb828947a129874097

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: msasim-24.7.0-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 242.1 kB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/5.0.0 CPython/3.12.3

File hashes

Hashes for msasim-24.7.0-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 bb8459b192f681b4a2b5430504d94593cdae173cf5dee686bc267ba7641b309e
MD5 3ce17110b82520dcd0c23ae1ed59d5c5
BLAKE2b-256 d10af72ae0116a0412704bfc347887a3f398eea6fefdd695577db43329a7eaef

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp37-cp37m-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 2d5301e833655ce10235879bc92586e2bad02e8ec97b04c83507c3727ffe558f
MD5 309456db5b80bca4afb7435be6cc1b8c
BLAKE2b-256 d522ac62c2ddc461b0aaa09fb0fdb2ab95d34d2ff4b066665cdf553eee21e56f

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 f9ba3b9b9b2e47460402558efcfa886fb0201c0a3f8e33b87b1ba033a0714e01
MD5 e58b1b2cec7ddc12f871b2e485d7ea8c
BLAKE2b-256 5f8eff24739c3d3d19e6f189a959a7f85f04c7b634ed74c8e9449562c47c92cc

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 8eb4978f8a6ab50a19d0e38a031a12d5bbb84eb01b4761252c03bb8660b504a4
MD5 a71acfabbd32b14df819934208790b96
BLAKE2b-256 8aa8f1dc2d605d2cf510cd815e1a116625be6305f8d26bbc2de4e6b1e0bfdc4b

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: msasim-24.7.0-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 243.4 kB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/5.0.0 CPython/3.12.3

File hashes

Hashes for msasim-24.7.0-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 9764be6cb4ac7e7627e3150212b3cb0129e6f2f73ce7ea81d4276eb0119a4662
MD5 b4773860db664c9df490a5d25bc4c912
BLAKE2b-256 a11d097ebecb023e09d8dfd8d31bac2ce092ca0e47cca100a7b1e05d97397454

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp36-cp36m-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp36-cp36m-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 31a4260973530805c1734205b49bfe466ab9df8cb5de57e86931f7aa2297965c
MD5 a0af94243178bba5afee1061ed8b8fb2
BLAKE2b-256 2598be9cc303ebc8b47ea39ff544283434ae63e87efe38c9487c464d428e0c8a

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 4ae4c05fe4539de1eed3ab9669047df07b11802a78865faec103c66c1b8108b4
MD5 482e384e83f2a7c54b7036a180b60498
BLAKE2b-256 6e2addce0ea2dc956f401380fe80b165a4e7d060e67a9e0e04ece0c8e97a9bfa

See more details on using hashes here.

File details

Details for the file msasim-24.7.0-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-24.7.0-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 ca936da38ac735df71566fd1831085e0fddf51aa4d127c835bea3d1397834ba5
MD5 813152d3e96d7b1d294d2ec398a777e1
BLAKE2b-256 4a6cbb915ffa4dab2a1792894eef20da76fb6a45c93c45e1707f32561e46150f

See more details on using hashes here.

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