Skip to main content

Experimental library to visualize complex networks

Project description

Build Test and Publish

Helios

Helios is a python library implemented in C for layouting and visualizing complex networks.

Layout

Helios implements a force layout algorithm based on the FR algorithm [1].

Install

Requires python headers and a C11 compatible compiler, such as gcc or clang.

To install it, simply run:

pip install helios

or clone this repository and install it from master by running:

pip install git+git://github.com/heliosnet/helios-core.git

Usage

Currently only the FR layout interface is implemented.

Example initialization with a small network.

import numpy as np
import helios

positions = np.random.random((4, 3))

edges = np.array([
  [0,1],
  [2,3]
],dtype=np.uint64)

# positions is required to be an contiguous float32 numpy array
positions = np.ascontiguousarray(positions,dtype=np.float32)

# edges is required to be an contiguous uint64 numpy array
edges = np.ascontiguousarray(edges,dtype=np.uint64)

# speeds is required to be an contiguous uint64 numpy array
speeds = np.zeros(positions.shape,dtype=np.float32)

layout = helios.FRLayout(edges,positions,speeds)

Two APIS are available to iterate the layouts, synchronized and aynchronous.

Example of the synchronized API:

print("Initial positions:")
print(layout.positions)
layout.iterate(iterations=100)
print("Final positions:")
print(layout.positions)

Example using the aynchronous API:

print("Initial positions:")
print(layout.positions)
if(layout.running()): #False
  print("It is running...")
else:
  print("Not running...")
layout.start()
time.sleep(1)
print("Current positions:")
print(layout.positions)
time.sleep(1)
print("Current positions:")
print(layout.positions)
if(layout.running()): #True
  print("It is running...")
else:
  print("Not running...")
layout.stop()
print("Final positions:")
print(layout.positions)

You can restart the layout once it stopped. Subsequent calls to the start method have no effect if the layout is running.

Compiling on windows:

You need m2w64 and libpython to compile it.

conda install -c anaconda libpython
conda install -c msys2 m2w64-toolchain

You can now use pip install:

pip install ./

or compile distribs:

python setup.py sdist bdist_wheel

Creating a build environment using:

conda create -n buildpy36 -c default -c anaconda -c msys2 python=3.6 numpy libpython m2w64-toolchain 

change python=3.6 and buildpy36 to the version of python you would like to use.

References

[1] Fruchterman, T. M. J., & Reingold, E. M. (1991). Graph Drawing by Force-Directed Placement. Software: Practice and Experience, 21(11).

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

helios-0.2.3.tar.gz (63.7 kB view details)

Uploaded Source

Built Distributions

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

helios-0.2.3-pp37-pypy37_pp73-manylinux2010_x86_64.whl (136.0 kB view details)

Uploaded PyPymanylinux: glibc 2.12+ x86-64

helios-0.2.3-pp36-pypy36_pp73-manylinux2010_x86_64.whl (136.0 kB view details)

Uploaded PyPymanylinux: glibc 2.12+ x86-64

helios-0.2.3-cp39-cp39-win_amd64.whl (97.1 kB view details)

Uploaded CPython 3.9Windows x86-64

helios-0.2.3-cp39-cp39-manylinux2010_x86_64.whl (325.6 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.12+ x86-64

helios-0.2.3-cp39-cp39-manylinux2010_i686.whl (286.3 kB view details)

Uploaded CPython 3.9manylinux: glibc 2.12+ i686

helios-0.2.3-cp39-cp39-macosx_10_14_x86_64.whl (59.7 kB view details)

Uploaded CPython 3.9macOS 10.14+ x86-64

helios-0.2.3-cp38-cp38-win_amd64.whl (97.2 kB view details)

Uploaded CPython 3.8Windows x86-64

helios-0.2.3-cp38-cp38-manylinux2010_x86_64.whl (325.8 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.12+ x86-64

helios-0.2.3-cp38-cp38-manylinux2010_i686.whl (286.0 kB view details)

Uploaded CPython 3.8manylinux: glibc 2.12+ i686

helios-0.2.3-cp38-cp38-macosx_10_14_x86_64.whl (59.6 kB view details)

Uploaded CPython 3.8macOS 10.14+ x86-64

helios-0.2.3-cp37-cp37m-win_amd64.whl (97.2 kB view details)

Uploaded CPython 3.7mWindows x86-64

helios-0.2.3-cp37-cp37m-manylinux2010_x86_64.whl (326.1 kB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.12+ x86-64

helios-0.2.3-cp37-cp37m-manylinux2010_i686.whl (286.2 kB view details)

Uploaded CPython 3.7mmanylinux: glibc 2.12+ i686

helios-0.2.3-cp37-cp37m-macosx_10_14_x86_64.whl (59.6 kB view details)

Uploaded CPython 3.7mmacOS 10.14+ x86-64

helios-0.2.3-cp36-cp36m-win_amd64.whl (97.2 kB view details)

Uploaded CPython 3.6mWindows x86-64

helios-0.2.3-cp36-cp36m-manylinux2010_x86_64.whl (324.7 kB view details)

Uploaded CPython 3.6mmanylinux: glibc 2.12+ x86-64

helios-0.2.3-cp36-cp36m-manylinux2010_i686.whl (285.1 kB view details)

Uploaded CPython 3.6mmanylinux: glibc 2.12+ i686

helios-0.2.3-cp36-cp36m-macosx_10_14_x86_64.whl (59.6 kB view details)

Uploaded CPython 3.6mmacOS 10.14+ x86-64

File details

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

File metadata

  • Download URL: helios-0.2.3.tar.gz
  • Upload date:
  • Size: 63.7 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3.tar.gz
Algorithm Hash digest
SHA256 754675227f7840c44a1728ae3180cb38e82467b3980a924d6235a5b0c902c39d
MD5 ca3cef9a7a3cecf70441012f49391302
BLAKE2b-256 e1ae76eba94b4a817569aabf944b0b32e47697f7fd67dfa050714c661204e794

See more details on using hashes here.

File details

Details for the file helios-0.2.3-pp37-pypy37_pp73-manylinux2010_x86_64.whl.

File metadata

  • Download URL: helios-0.2.3-pp37-pypy37_pp73-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 136.0 kB
  • Tags: PyPy, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-pp37-pypy37_pp73-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 b1fe058997c8e1e1389c10a53fc458b18ed38ccd23082909ba3d40705755ce2e
MD5 f0f32e2b0cb89d48541342736afd2a7a
BLAKE2b-256 93d6a71a0a64bf33810988a4054251c25128f8af57ce6a3bb762e1e7b6f279ab

See more details on using hashes here.

File details

Details for the file helios-0.2.3-pp36-pypy36_pp73-manylinux2010_x86_64.whl.

File metadata

  • Download URL: helios-0.2.3-pp36-pypy36_pp73-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 136.0 kB
  • Tags: PyPy, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-pp36-pypy36_pp73-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 559191200c1b10d793016107c961ddebbfd1ab4c1dd758b2d9cdaf642920aebc
MD5 494c36d2d4ef8e31f8462ec19830c90a
BLAKE2b-256 84b4ff2f7b80474f4d7d80879731c877db5daf891815414e24dee769708d1e66

See more details on using hashes here.

File details

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

File metadata

  • Download URL: helios-0.2.3-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 97.1 kB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 1eae873ec1846c38b3e6a0672f30fef7a02a7acbc68522a169291c628777dc59
MD5 134e2c8d6c44a24c4cfc6e78949cf005
BLAKE2b-256 72cd14dadedbdc53f6939094d4e6ddabe2ca8d04f1e9ebc42fa129b1c8063a5d

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp39-cp39-manylinux2010_x86_64.whl.

File metadata

  • Download URL: helios-0.2.3-cp39-cp39-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 325.6 kB
  • Tags: CPython 3.9, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp39-cp39-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 48f0c21d18c58bbb2e65416b7902ba66e3fe811b59fc462331460ea1f2ef5b15
MD5 5dc1caeda4b3d0fc404c551966bc8f49
BLAKE2b-256 7737cb870735186a09fe32683b630a80b782778a43139e6705b97a2039afc8bb

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp39-cp39-manylinux2010_i686.whl.

File metadata

  • Download URL: helios-0.2.3-cp39-cp39-manylinux2010_i686.whl
  • Upload date:
  • Size: 286.3 kB
  • Tags: CPython 3.9, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp39-cp39-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 37e3f59c88b0313274c9eb0f0afc1af56d86b7a6b915a4ce67182a7be5e40437
MD5 cae7997ca6bf20f0fb5db626fdabe350
BLAKE2b-256 ae2882bb1848a8c4ea20546d3710078808679faa301f61178a6662219768662b

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp39-cp39-macosx_10_14_x86_64.whl.

File metadata

  • Download URL: helios-0.2.3-cp39-cp39-macosx_10_14_x86_64.whl
  • Upload date:
  • Size: 59.7 kB
  • Tags: CPython 3.9, macOS 10.14+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp39-cp39-macosx_10_14_x86_64.whl
Algorithm Hash digest
SHA256 fa388059e936cbfeb1fca805391c87c281f30375a21576d63e34f7391c56cc21
MD5 908d70e03a81de6ce102dad0084f3d2e
BLAKE2b-256 4301e4e2007642c0e174b67c0dab7288c6a5ae559dbc76f266ab3aacaf392125

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: helios-0.2.3-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 97.2 kB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 33d0d4e9e481e802620fb3c83ae57b1956507303d0abc8193847695edf66c5e4
MD5 165709c1e504054bd56c4c322f869fc8
BLAKE2b-256 576cd17ad8f8bcf34f46cbda9f53609adfe73e7f5da76e555d08868213bb53a2

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp38-cp38-manylinux2010_x86_64.whl.

File metadata

  • Download URL: helios-0.2.3-cp38-cp38-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 325.8 kB
  • Tags: CPython 3.8, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp38-cp38-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 bf0bf255da828d4989b658cbec507fe98627ec98da5b3595830134430e724ae9
MD5 91b5cccab267d7ad71ee6ef79f6533f8
BLAKE2b-256 128ea0ef1a19b7de3587441b9d7a18c126a82c534cd6a4ccba56af8974756224

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp38-cp38-manylinux2010_i686.whl.

File metadata

  • Download URL: helios-0.2.3-cp38-cp38-manylinux2010_i686.whl
  • Upload date:
  • Size: 286.0 kB
  • Tags: CPython 3.8, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp38-cp38-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 5ab9998ec2927c2eab02f74106f17136967c16f986228896d198d6d295d7d94e
MD5 9356f8564f98a47192e2237fa7679171
BLAKE2b-256 81bc74bb6f9656a748dd6a6806f869f507eea148edb91e9dfaf3d42b948ff8cc

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp38-cp38-macosx_10_14_x86_64.whl.

File metadata

  • Download URL: helios-0.2.3-cp38-cp38-macosx_10_14_x86_64.whl
  • Upload date:
  • Size: 59.6 kB
  • Tags: CPython 3.8, macOS 10.14+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp38-cp38-macosx_10_14_x86_64.whl
Algorithm Hash digest
SHA256 b6afbfeb12bda7f2aaa2359f685b77c4cc466a02db71e2777e4840eb257872a4
MD5 d1494f8d4306596d7a51eecf0a0cb3c8
BLAKE2b-256 5ed0c172ab18d221f0ef07c1fa316085affb8dccc26c80931bd18993374f354c

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: helios-0.2.3-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 97.2 kB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 7124defad8294a8caf600dfbdbf66a27a8c4c9c0aac820991f2c21ae5bfe6f1e
MD5 af0af2fa16f8c7079dd79dff875e5cd2
BLAKE2b-256 00f3a8432f0d18e005a3ac4e791242b78146a0f593137282776b9fc10caf21b1

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp37-cp37m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: helios-0.2.3-cp37-cp37m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 326.1 kB
  • Tags: CPython 3.7m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp37-cp37m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 d9e94b603e9502b939e3b5bcb14e61b18605160d0843eadfeb4f7b0fc136627d
MD5 d5e92ce15fda2af68c2388a740a0c708
BLAKE2b-256 f9422b6c876808ce8b0595df5bee523d45234eb4c26fe1e17b0bcceb8541de70

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp37-cp37m-manylinux2010_i686.whl.

File metadata

  • Download URL: helios-0.2.3-cp37-cp37m-manylinux2010_i686.whl
  • Upload date:
  • Size: 286.2 kB
  • Tags: CPython 3.7m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp37-cp37m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 837ddd1ca18afb38b50d796606a7ccf83d69a75b8348734e7294d4ad26c2613c
MD5 a583d094d8a75736027aafd34f407e93
BLAKE2b-256 1c5408f3b2a32f5157d072038c73c314d3f75bb1cf5a76c66b598bdd9e5c8aa7

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp37-cp37m-macosx_10_14_x86_64.whl.

File metadata

  • Download URL: helios-0.2.3-cp37-cp37m-macosx_10_14_x86_64.whl
  • Upload date:
  • Size: 59.6 kB
  • Tags: CPython 3.7m, macOS 10.14+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp37-cp37m-macosx_10_14_x86_64.whl
Algorithm Hash digest
SHA256 93287989d8ff1dd45d4c5825d27ad68f697972436d5ab612882961f42de3c55c
MD5 f7960fbcae755a2b5ccb3a415767c362
BLAKE2b-256 20fbd2395e5b3979da1ae7f7bfdc13ed506e264ce27adf9d789b19d77d6820d7

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: helios-0.2.3-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 97.2 kB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 f05b35e0b962c3bdae17840315407335e172d6e54273b4e45fd7157b2ef7663c
MD5 6fd265e2ddcb291b323ab41038ae7abf
BLAKE2b-256 7f13494c984b53ba628a835b677b8f38e60ed27b0093bee58af5198e6136b168

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp36-cp36m-manylinux2010_x86_64.whl.

File metadata

  • Download URL: helios-0.2.3-cp36-cp36m-manylinux2010_x86_64.whl
  • Upload date:
  • Size: 324.7 kB
  • Tags: CPython 3.6m, manylinux: glibc 2.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp36-cp36m-manylinux2010_x86_64.whl
Algorithm Hash digest
SHA256 62df076d5d467b4217de1e3ae6b7a92fcc90c126ea6e916fea1a5885fc8e1988
MD5 a679ee643ed0f076be09a8fd333122e7
BLAKE2b-256 8bc52cbe4a7de66a170b12c9492f5b80ebb5d684f75ebfe58317bf1ad632cd55

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp36-cp36m-manylinux2010_i686.whl.

File metadata

  • Download URL: helios-0.2.3-cp36-cp36m-manylinux2010_i686.whl
  • Upload date:
  • Size: 285.1 kB
  • Tags: CPython 3.6m, manylinux: glibc 2.12+ i686
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp36-cp36m-manylinux2010_i686.whl
Algorithm Hash digest
SHA256 8f2113bcef0367de8320f9678b45befa0f2b12146c74df764e4cdaf8a4e5c61a
MD5 7c237ac87f1f95073e5bfa08f837f493
BLAKE2b-256 d2d38c7b20e55258ac2be5b1be9a905aa815c13960c13538d5db7b29237eeb57

See more details on using hashes here.

File details

Details for the file helios-0.2.3-cp36-cp36m-macosx_10_14_x86_64.whl.

File metadata

  • Download URL: helios-0.2.3-cp36-cp36m-macosx_10_14_x86_64.whl
  • Upload date:
  • Size: 59.6 kB
  • Tags: CPython 3.6m, macOS 10.14+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.3.0 pkginfo/1.7.0 requests/2.25.1 setuptools/51.1.2 requests-toolbelt/0.9.1 tqdm/4.56.0 CPython/3.8.7

File hashes

Hashes for helios-0.2.3-cp36-cp36m-macosx_10_14_x86_64.whl
Algorithm Hash digest
SHA256 b9f95866ee491fb2f1a03b5c39c7795e80da3f49df41c62c9db4012f9675aa19
MD5 e70118e8ff491b9a69d851280ab78429
BLAKE2b-256 ee1af4150dac2db77ce3bae330cedac6fd0d633ad29f32cd5ded58b709dda6dd

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