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-2024.5.2719.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-2024.5.2719-cp312-cp312-win_amd64.whl (242.9 kB view details)

Uploaded CPython 3.12Windows x86-64

msasim-2024.5.2719-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (442.6 kB view details)

Uploaded CPython 3.12manylinux: glibc 2.17+ x86-64

msasim-2024.5.2719-cp312-cp312-macosx_11_0_arm64.whl (353.1 kB view details)

Uploaded CPython 3.12macOS 11.0+ ARM64

msasim-2024.5.2719-cp312-cp312-macosx_10_9_x86_64.whl (386.4 kB view details)

Uploaded CPython 3.12macOS 10.9+ x86-64

msasim-2024.5.2719-cp311-cp311-win_amd64.whl (242.6 kB view details)

Uploaded CPython 3.11Windows x86-64

msasim-2024.5.2719-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (443.3 kB view details)

Uploaded CPython 3.11manylinux: glibc 2.17+ x86-64

msasim-2024.5.2719-cp311-cp311-macosx_11_0_arm64.whl (353.6 kB view details)

Uploaded CPython 3.11macOS 11.0+ ARM64

msasim-2024.5.2719-cp311-cp311-macosx_10_9_x86_64.whl (385.2 kB view details)

Uploaded CPython 3.11macOS 10.9+ x86-64

msasim-2024.5.2719-cp310-cp310-win_amd64.whl (241.6 kB view details)

Uploaded CPython 3.10Windows x86-64

msasim-2024.5.2719-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (442.3 kB view details)

Uploaded CPython 3.10manylinux: glibc 2.17+ x86-64

msasim-2024.5.2719-cp310-cp310-macosx_11_0_arm64.whl (352.0 kB view details)

Uploaded CPython 3.10macOS 11.0+ ARM64

msasim-2024.5.2719-cp310-cp310-macosx_10_9_x86_64.whl (383.5 kB view details)

Uploaded CPython 3.10macOS 10.9+ x86-64

msasim-2024.5.2719-cp39-cp39-win_amd64.whl (238.3 kB view details)

Uploaded CPython 3.9Windows x86-64

msasim-2024.5.2719-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (442.7 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.17+ x86-64

msasim-2024.5.2719-cp39-cp39-macosx_11_0_arm64.whl (352.2 kB view details)

Uploaded CPython 3.9macOS 11.0+ ARM64

msasim-2024.5.2719-cp39-cp39-macosx_10_9_x86_64.whl (383.6 kB view details)

Uploaded CPython 3.9macOS 10.9+ x86-64

msasim-2024.5.2719-cp38-cp38-win_amd64.whl (241.6 kB view details)

Uploaded CPython 3.8Windows x86-64

msasim-2024.5.2719-cp38-cp38-musllinux_1_1_x86_64.whl (959.1 kB view details)

Uploaded CPython 3.8musllinux: musl 1.1+ x86-64

msasim-2024.5.2719-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (442.2 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.17+ x86-64

msasim-2024.5.2719-cp38-cp38-macosx_11_0_arm64.whl (351.9 kB view details)

Uploaded CPython 3.8macOS 11.0+ ARM64

msasim-2024.5.2719-cp38-cp38-macosx_10_9_x86_64.whl (383.4 kB view details)

Uploaded CPython 3.8macOS 10.9+ x86-64

msasim-2024.5.2719-cp37-cp37m-win_amd64.whl (241.9 kB view details)

Uploaded CPython 3.7mWindows x86-64

msasim-2024.5.2719-cp37-cp37m-musllinux_1_1_x86_64.whl (958.8 kB view details)

Uploaded CPython 3.7mmusllinux: musl 1.1+ x86-64

msasim-2024.5.2719-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-2024.5.2719-cp37-cp37m-macosx_10_9_x86_64.whl (382.2 kB view details)

Uploaded CPython 3.7mmacOS 10.9+ x86-64

msasim-2024.5.2719-cp36-cp36m-win_amd64.whl (243.3 kB view details)

Uploaded CPython 3.6mWindows x86-64

msasim-2024.5.2719-cp36-cp36m-musllinux_1_1_x86_64.whl (958.9 kB view details)

Uploaded CPython 3.6mmusllinux: musl 1.1+ x86-64

msasim-2024.5.2719-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (444.2 kB view details)

Uploaded CPython 3.6mmanylinux: glibc 2.17+ x86-64

msasim-2024.5.2719-cp36-cp36m-macosx_10_9_x86_64.whl (381.9 kB view details)

Uploaded CPython 3.6mmacOS 10.9+ x86-64

File details

Details for the file msasim-2024.5.2719.tar.gz.

File metadata

  • Download URL: msasim-2024.5.2719.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-2024.5.2719.tar.gz
Algorithm Hash digest
SHA256 32dfaf04f3bd311d395c0f0f333fc2a40436314ccc52e590f6a138a63534e6b3
MD5 a30c232098e4b551b91a7bb392ba9c02
BLAKE2b-256 3d50832f76613d0eb53231999fde920576a1cb9c49075e9050244b591fb5891a

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp312-cp312-win_amd64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp312-cp312-win_amd64.whl
Algorithm Hash digest
SHA256 cf68ebeb7f2664baf0025414bf1d3e04f805c538e25a2fcdb9d13a16a1657988
MD5 e6f11c88f16866fddd0b30f4287ff3e7
BLAKE2b-256 efbd56e58654aa497b63806ef270183e8c76f01cf2c5635c3001628212825ca5

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 92c76e3f0cd9e3134f3e9a63bc6fe239501f11ed064a9d58e9316ee95d219bf9
MD5 70d080627077b3c5224c44ae1b21aa19
BLAKE2b-256 700dbbfaec564bd563f007e462f05efbb588ae4ffeb9eeb94d34e35e4ca7d16d

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp312-cp312-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp312-cp312-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 e935a9069fa1b0bc0577d9029e09bf7084d84e466cca9ac63d362f53ffd7dd63
MD5 aaa8f656c5c24ae12fdba2d913822c2f
BLAKE2b-256 dde2287f9444951dc20da5e9b79801bd93e8a34ca0bdcd2fe3a3d114b77a3652

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp312-cp312-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp312-cp312-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 514dde4c38cc57013da259fc63aac7ef3d4fd0ebb112511671ced8931148ee15
MD5 6a46e532fa31a1220f816f6b3b8f4285
BLAKE2b-256 1a7d0ecadbf7b75b39706e52f1d7b944f05bba8c911af3feaf932fdc16c07b2a

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp311-cp311-win_amd64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp311-cp311-win_amd64.whl
Algorithm Hash digest
SHA256 d534663678a272ba4c31f297072698018e35f2a7c32dea547a81806b5abd4345
MD5 5fc409023057ced302fb963de77d94a3
BLAKE2b-256 115a93f2a7f7996d4ac9df203c4f2f1d8f8e2fe183deab7cd03c557ec152327d

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 c69b86f869f324aba28117dba04dd5bf69edee69404b77b224c0dd0ad83934c6
MD5 ab974ef41e872a57618f4babeb8ddbb4
BLAKE2b-256 82077b6c8bdbc718c2c406deac5721d334700e03afbf1b672197d59765d98ee5

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp311-cp311-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp311-cp311-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 cab1341031d4f76090e900baa53e46c3644318822664ff7eb2a665ae15abc1c4
MD5 562a35f3912324acdc894c47df328b79
BLAKE2b-256 b01ed789c0912fb4537bdadd38ca53ba9072095e010df49ebf354e429be22587

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp311-cp311-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp311-cp311-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 a2b537f695bf22842bc7699906f825db357f98e8529d0345d353e68f43bfc7f2
MD5 fb997d42ccfac3be153a09bd054199f4
BLAKE2b-256 b30b7c6e20e73e2fb5989875bbe52a7893f50245dc1dbfbdf8962faf5f5a7787

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp310-cp310-win_amd64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp310-cp310-win_amd64.whl
Algorithm Hash digest
SHA256 44666d8a86a86a28f38fe26c967c926c479fbdfc7da9ac939b89424d643de241
MD5 789efdec0c13775a3b10245d463a735d
BLAKE2b-256 6a7e9e62477a8f3136007b81664f0bd36b6e495fd07b6cde8f7bcc734caf82a1

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 83804356a96d25346c1563dee7946b6fb0aad3dbcdef0177d277ecee8913140e
MD5 9caf3b87411180ce35b973f33d7012f5
BLAKE2b-256 b74aaf9a664cee1786c8add6b5c629c044401594ff578eedf5a6aab0a21147e3

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp310-cp310-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp310-cp310-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 8877ed74c3d66ccbc4fb9095545cd2cad71a6430e47f7c2ea18d7b80670112e2
MD5 51fe7e4e8f86181dc29524a2136b441b
BLAKE2b-256 9e7450e3d55d567d88cf0423b06d1bf94424c4d4086705b68fc83b31b43cb928

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp310-cp310-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp310-cp310-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 a8b86d57931538b2a3ad3d1eea8c13029677aedc4ae87ff840c18718c9af8d16
MD5 644d96ecd777faf6bed8c5aab6935f6a
BLAKE2b-256 5a066d8df86fe8330efdf92d73cc875122e8cabdb6ddf3cba39a71f188419268

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: msasim-2024.5.2719-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 238.3 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-2024.5.2719-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 8b31337920210fbb25a601e75b3905a3c4dbe93099959d6f241c5246e5d46a4a
MD5 4dafe85c4d067d13a68817f9935f9deb
BLAKE2b-256 f15047bd5c0e22d36dd8661eca5e6b86bf58fd67b9cdcd9033a2a5c963d21945

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 8a39fd53cbd7616abf5a6d2f017e5a58eeeaf00e28cd25afc82e55424975512e
MD5 98de17765014348517b4e04502080736
BLAKE2b-256 0bf11c34782a24ac32e675957eb30f5590fbec218468706af2234cd83cf3d890

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp39-cp39-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp39-cp39-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ef388ebc32b62b64543c74df0f323b40cc2d281bca082e344d8ced1ebaa64a2a
MD5 94869e3506f471d70573c72a9cb7fc3e
BLAKE2b-256 ee44ca7b910ee857053bea0892879ed757f371849d61a1960d72990cfedaedfb

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 080c1723fe3a44d1e4518889636a25ddae31534549ebe61e33d5905a18090495
MD5 bdd854a02139c577422ba3cda49c3c2c
BLAKE2b-256 586044428888bd3056e7d29f918278266de424e0dfa8cdaf1ac0a0fda32001ff

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: msasim-2024.5.2719-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 241.6 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-2024.5.2719-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 ae3adeb358f0add4a4e6019885d89e525dbd7b11b358b71cdae07e0a097cc251
MD5 13d823e9a13cebafc07662d3a5f26a15
BLAKE2b-256 37bb5bc93345ff24b92b2bd365df866aa7f464d6c038d05d5545f4585cb5ccd1

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp38-cp38-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp38-cp38-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 c87f7f4e87f2a846c2139c1bb7630e52d75f2534862d8717e571f9735b054fd1
MD5 c7161c47549e60406ad1acef7a59c8a8
BLAKE2b-256 26ebe7828d4cc663e20ff1233ec28d8cc3dd99ba6949b10760f01e9dd061bb2e

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 86f1a7cb545e96b6ec5b4d7813f445ca5f398d16b1e3681fbac3b1312c86207f
MD5 bfae7e8c5dc3defd9a12450551d5bf75
BLAKE2b-256 4d7e68c37c446bc33f7506d134073eac3054fd443e3c57c6800bf841e6c49e89

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp38-cp38-macosx_11_0_arm64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp38-cp38-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 ca7aac3b32d4e85c63c70301156929dccf39f179a5b2c495db1fda091c981582
MD5 5255230cfe6d48830a535110201a707d
BLAKE2b-256 3191ab96145c9a1d0e7551373802edd965a469795a00ac62686a4ce21a5f2fd4

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 b8a4b0086e0e43b535640a6134f974fa2f79d52bdf911134644a78dac87a58da
MD5 fbeef9395179932f72e981a115642340
BLAKE2b-256 2a77d6a45812b7430c0e32103a6ccc2a1fa974d9b9bf2f831306be1f0edaa781

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: msasim-2024.5.2719-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 241.9 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-2024.5.2719-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 1eee5d3aca3634eb2647a71d2883e7941a7549120d48af34a8f0de42d3f34945
MD5 6f2775eab1ccd0eadac2f4e09cfe4f54
BLAKE2b-256 48e460af00da6bb65a74ee0ce6225d04e5b913d1b96b6fc006c582b60a9d7563

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp37-cp37m-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp37-cp37m-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 9e2b44fa33a5577b1d216b1677aa0b045d6c273a2668176414c615e6faded73b
MD5 e5db65863b39ba906e9078022ea25081
BLAKE2b-256 3fd9e8484a157bb5e98c199db5aa2f9b0c7dc016f48ff028d11b9b1b5e1f45d0

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 609cb9b96c924051d1e86e30a349ad353293f810181415cf049916109dd99bda
MD5 6512ec7e8bc0d07a80674a41ffc0e93a
BLAKE2b-256 e702322b5e4a755efd1f82f21eefe3c6c9ac3b94e6979d2239cfe31d55d22547

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 2edb609d4eab7d4f0f33f3de685da72155539343f84b4f40e9ecefe8d91ef2d3
MD5 ba506e02a13dc52343852ee9268623dc
BLAKE2b-256 3c5bd201d5adb831c99ec56bde3aa7efd330c680e28fc35d723bae978bcf5a2c

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: msasim-2024.5.2719-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 243.3 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-2024.5.2719-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 40ee40061b89d0ff8b7c63ed820c8ae2fa10ff333f2af9fc3efbab1025794143
MD5 cc1b244105e1a480656f5dbf8a2c137f
BLAKE2b-256 d2c8fd8a7f2b75ca790bb8834dc4117355eda1a170f79aff75915ba054e3db7e

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp36-cp36m-musllinux_1_1_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp36-cp36m-musllinux_1_1_x86_64.whl
Algorithm Hash digest
SHA256 b6e8b36ac18920a62d4c9deabe89af13a6d9e72a78441ff7b562f89bb8f6ec47
MD5 0ae241348e94061d0f98c5f4611b792b
BLAKE2b-256 caccf77246a52f4b7b553424bc7a20f6990e97b0f1330246b97160e961b5ec9d

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp36-cp36m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 e0ed1df4d1179cadfb773f0dc97d01b678491a52f6ad6cfa9814db1314b7760b
MD5 9af552da049a6c3ebbfc52378bd9077a
BLAKE2b-256 e42267a717cb1388d318fee7188f010f11521294e3a96d6b50264c3f000bf7a2

See more details on using hashes here.

File details

Details for the file msasim-2024.5.2719-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

File hashes

Hashes for msasim-2024.5.2719-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 1825870e8248290990ac7c4a68be9e4d8d20f0d93878434b835ef770ae7add47
MD5 0a2a70d7cf467ef6640382de0551dca5
BLAKE2b-256 79983dfd06cef766a303e13758108c889bcc1154e40a864b0db33e5662cadd78

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