Skip to main content

Freely available tools for computational molecular biology.

Project description

Biopython on the Python Package Index (PyPI) Biopython on the Conda package conda-forge channel Linux testing with TravisCI Windows testing with AppVeyor TravisCI test coverage Research software impact on Depsy The Biopython Project

Biopython README file

The Biopython Project is an international association of developers of freely available Python tools for computational molecular biology.

Our user-centric documentation is hosted on http://biopython.org including the main Biopython Tutorial and Cookbook:

This README file is intended primarily for people interested in working with the Biopython source code, either one of the releases from the http://biopython.org website, or from our repository on GitHub https://github.com/biopython/biopython

The NEWS file summarises the changes in each release of Biopython.

The Biopython package is open source software made available under generous terms. Please see the LICENSE file for further details.

If you use Biopython in work contributing to a scientific publication, we ask that you cite our application note (below) or one of the module specific publications (listed on our website):

Cock, P.J.A. et al. Biopython: freely available Python tools for computational molecular biology and bioinformatics. Bioinformatics 2009 Jun 1; 25(11) 1422-3 https://doi.org/10.1093/bioinformatics/btp163 pmid:19304878

For the impatient

Python 3.6 onwards, include the package management system “pip” which should allow you to install Biopython (and its dependency NumPy if needed), upgrade or uninstall with just one terminal command:

pip install biopython
pip install --upgrade biopython
pip uninstall biopython

Since Biopython 1.70 we have provided pre-compiled binary wheel packages on PyPI for Linux, Mac OS X and Windows. This means pip install should be quick, and not require a compiler.

As a developer or potential contributor, you may wish to download, build and install Biopython yourself. This is described below.

Python Requirements

We currently recommend using Python 3.8 from http://www.python.org

Biopython is currently supported and tested on the following Python implementations:

Biopython 1.68 was our final release to support Python 2.6, while Biopython 1.76 was our final release to support Python 2.7 and Python 3.5.

Optional Dependencies

Biopython requires NumPy (see http://www.numpy.org) which will be installed automatically if you install Biopython with pip (see below for compiling Biopython yourself).

Depending on which parts of Biopython you plan to use, there are a number of other optional Python dependencies, which can be installed later if needed:

In addition there are a number of useful third party tools you may wish to install such as standalone NCBI BLAST, EMBOSS or ClustalW.

Installation From Source

We recommend using the pre-compiled binary wheels available on PyPI using:

pip install biopython

However, if you need to compile Biopython yourself, the following are required at compile time:

  • Python including development header files like python.h, which on Linux are often not installed by default (trying looking for and installing a package named python-dev or python-devel as well as the python pacakge).

  • Appropriate C compiler for your version of Python, for example GCC on Linux, MSVC on Windows. For Mac OS X, or as it is now branded, macOS, use Apple’s command line tools, which can be installed with the terminal command:

    xcode-select --install

    This will offer to install Apple’s XCode development suite - you can, but it is not needed and takes a lot of disk space.

Then either download and decompress our source code, or fetch it using git. Now change directory to the Biopython source code folder and run:

python setup.py build
python setup.py test
sudo python setup.py install

Substitute python with your specific version if required, for example python3, or pypy3.

To exlude tests that require an internet connection (and which may take a long time), use the --offline option:

python setup.py test --offline

If you need to do additional configuration, e.g. changing the install directory prefix, please type python setup.py.

Testing

Biopython includes a suite of regression tests to check if everything is running correctly. To run the tests, go to the biopython source code directory and type:

python setup.py build
python setup.py test

If you want to skip the online tests (which is recommended when doing repeated testing), use:

python setup.py test --offline

Do not panic if you see messages warning of skipped tests:

test_DocSQL ... skipping. Install MySQLdb if you want to use Bio.DocSQL.

This most likely means that a package is not installed. You can ignore this if it occurs in the tests for a module that you were not planning on using. If you did want to use that module, please install the required dependency and re-run the tests.

Some of the tests may fail due to network issues, this is often down to chance or a service outage. If the problem does not go away on re-running the tests, you can use the --offline option.

There is more testing information in the Biopython Tutorial & Cookbook.

Experimental code

Biopython 1.61 introduced a new warning, Bio.BiopythonExperimentalWarning, which is used to mark any experimental code included in the otherwise stable Biopython releases. Such ‘beta’ level code is ready for wider testing, but still likely to change, and should only be tried by early adopters in order to give feedback via the biopython-dev mailing list.

We’d expect such experimental code to reach stable status within one or two releases, at which point our normal policies about trying to preserve backwards compatibility would apply.

Bugs

While we try to ship a robust package, bugs inevitably pop up. If you are having problems that might be caused by a bug in Biopython, it is possible that it has already been identified. Update to the latest release if you are not using it already, and retry. If the problem persists, please search our bug database and our mailing lists to see if it has already been reported (and hopefully fixed), and if not please do report the bug. We can’t fix problems we don’t know about ;)

Issue tracker: https://github.com/biopython/biopython/issues

If you suspect the problem lies within a parser, it is likely that the data format has changed and broken the parsing code. (The text BLAST and GenBank formats seem to be particularly fragile.) Thus, the parsing code in Biopython is sometimes updated faster than we can build Biopython releases. You can get the most recent parser by pulling the relevant files (e.g. the ones in Bio.SeqIO or Bio.Blast) from our git repository. However, be careful when doing this, because the code in github is not as well-tested as released code, and may contain new dependencies.

In any bug report, please let us know:

  1. Which operating system and hardware (32 bit or 64 bit) you are using

  2. Python version

  3. Biopython version (or git commit/date)

  4. Traceback that occurs (the full error message)

And also ideally:

  1. Example code that breaks

  2. A data file that causes the problem

Contributing, Bug Reports

Biopython is run by volunteers from all over the world, with many types of backgrounds. We are always looking for people interested in helping with code development, web-site management, documentation writing, technical administration, and whatever else comes up.

If you wish to contribute, please first read CONTRIBUTING.rst here, visit our web site http://biopython.org and join our mailing list: http://biopython.org/wiki/Mailing_lists

Distribution Structure

  • README.rst – This file.

  • NEWS.rst – Release notes and news.

  • LICENSE.rst – What you can do with the code.

  • CONTRIB.rst – An (incomplete) list of people who helped Biopython in one way or another.

  • CONTRIBUTING.rst – An overview about how to contribute to Biopython.

  • DEPRECATED.rst – Contains information about modules in Biopython that were removed or no longer recommended for use, and how to update code that uses those modules.

  • MANIFEST.in – Configures which files to include in releases.

  • setup.py – Installation file.

  • Bio/ – The main code base code.

  • BioSQL/ – Code for using Biopython with BioSQL databases.

  • Doc/ – Documentation.

  • Scripts/ – Miscellaneous, possibly useful, standalone scripts.

  • Tests/ – Regression testing code including sample data files.

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

biopython-1.78.tar.gz (16.9 MB view details)

Uploaded Source

Built Distributions

biopython-1.78-cp39-cp39-win_amd64.whl (2.3 MB view details)

Uploaded CPython 3.9 Windows x86-64

biopython-1.78-cp39-cp39-win32.whl (2.2 MB view details)

Uploaded CPython 3.9 Windows x86

biopython-1.78-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.9 manylinux: glibc 2.17+ ARM64

biopython-1.78-cp39-cp39-manylinux1_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.9

biopython-1.78-cp39-cp39-manylinux1_i686.whl (2.2 MB view details)

Uploaded CPython 3.9

biopython-1.78-cp39-cp39-macosx_10_9_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.9 macOS 10.9+ x86-64

biopython-1.78-cp38-cp38-win_amd64.whl (2.3 MB view details)

Uploaded CPython 3.8 Windows x86-64

biopython-1.78-cp38-cp38-win32.whl (2.2 MB view details)

Uploaded CPython 3.8 Windows x86

biopython-1.78-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.8 manylinux: glibc 2.17+ ARM64

biopython-1.78-cp38-cp38-manylinux1_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.8

biopython-1.78-cp38-cp38-manylinux1_i686.whl (2.2 MB view details)

Uploaded CPython 3.8

biopython-1.78-cp38-cp38-macosx_10_9_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.8 macOS 10.9+ x86-64

biopython-1.78-cp37-cp37m-win_amd64.whl (2.3 MB view details)

Uploaded CPython 3.7m Windows x86-64

biopython-1.78-cp37-cp37m-win32.whl (2.2 MB view details)

Uploaded CPython 3.7m Windows x86

biopython-1.78-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.7m manylinux: glibc 2.17+ ARM64

biopython-1.78-cp37-cp37m-manylinux1_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.7m

biopython-1.78-cp37-cp37m-manylinux1_i686.whl (2.2 MB view details)

Uploaded CPython 3.7m

biopython-1.78-cp37-cp37m-macosx_10_9_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.7m macOS 10.9+ x86-64

biopython-1.78-cp36-cp36m-win_amd64.whl (2.3 MB view details)

Uploaded CPython 3.6m Windows x86-64

biopython-1.78-cp36-cp36m-win32.whl (2.2 MB view details)

Uploaded CPython 3.6m Windows x86

biopython-1.78-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (2.2 MB view details)

Uploaded CPython 3.6m manylinux: glibc 2.17+ ARM64

biopython-1.78-cp36-cp36m-manylinux1_x86_64.whl (2.3 MB view details)

Uploaded CPython 3.6m

biopython-1.78-cp36-cp36m-manylinux1_i686.whl (2.2 MB view details)

Uploaded CPython 3.6m

biopython-1.78-cp36-cp36m-macosx_10_9_x86_64.whl (2.2 MB view details)

Uploaded CPython 3.6m macOS 10.9+ x86-64

File details

Details for the file biopython-1.78.tar.gz.

File metadata

  • Download URL: biopython-1.78.tar.gz
  • Upload date:
  • Size: 16.9 MB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78.tar.gz
Algorithm Hash digest
SHA256 1ee0a0b6c2376680fea6642d5080baa419fd73df104a62d58a8baf7a8bbe4564
MD5 acb2e70be7a002108659f1856c60b123
BLAKE2b-256 89c57fe326081276f74a4073f6d6b13cfa7a04ba322a3ff1d84027f4773980b8

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp39-cp39-win_amd64.whl.

File metadata

  • Download URL: biopython-1.78-cp39-cp39-win_amd64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.9, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0.post20201009 requests-toolbelt/0.9.1 tqdm/4.60.0 CPython/3.7.8

File hashes

Hashes for biopython-1.78-cp39-cp39-win_amd64.whl
Algorithm Hash digest
SHA256 6ed345b1ef100d58d8376e31c280b13fc87bb8f73ccc447f8140344991b61459
MD5 de69dd020419f00af442483fadf2eb96
BLAKE2b-256 dcfda5072d95fe4031e7c79a9bc91570670ae0991458b591bd66fc0bc23a2aeb

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp39-cp39-win32.whl.

File metadata

  • Download URL: biopython-1.78-cp39-cp39-win32.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.9, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0.post20201009 requests-toolbelt/0.9.1 tqdm/4.60.0 CPython/3.7.8

File hashes

Hashes for biopython-1.78-cp39-cp39-win32.whl
Algorithm Hash digest
SHA256 fe2bcf85d0f5f1888ed7d86c139e9d4e7d54e036c8ac54e929663d63548046a1
MD5 bdc977482b81519650816741e4125779
BLAKE2b-256 93a575876009dec8338a53f492a3ac501e94473ef579ffdf6694579469a93689

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for biopython-1.78-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 639461a1ac5765406ec8ab8ed619845351f2ff22fed734d86e09e4a7b7719a08
MD5 ffdd33d8f68a9440e0af6d605ebaf784
BLAKE2b-256 c8ab5588aa28bed0d1c9bea87d4a216dc92b5a221661b39304b1b0edf86d3b55

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp39-cp39-manylinux1_x86_64.whl.

File metadata

  • Download URL: biopython-1.78-cp39-cp39-manylinux1_x86_64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.9
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0.post20201009 requests-toolbelt/0.9.1 tqdm/4.60.0 CPython/3.7.8

File hashes

Hashes for biopython-1.78-cp39-cp39-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 9b4374a47d924d4d4ffe2fea010ce75427bbfd92e45d50d5b1213a478baf680f
MD5 cdac29931bb0347d5c11ff864671aba0
BLAKE2b-256 d09bcd1403f36882e69801903b8f945c1dc870a066219fecfec318930fb4aa2d

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp39-cp39-manylinux1_i686.whl.

File metadata

  • Download URL: biopython-1.78-cp39-cp39-manylinux1_i686.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.9
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0.post20201009 requests-toolbelt/0.9.1 tqdm/4.60.0 CPython/3.7.8

File hashes

Hashes for biopython-1.78-cp39-cp39-manylinux1_i686.whl
Algorithm Hash digest
SHA256 c130c8e64ae2e4c7c73f0c24974ac8a832190cc3cf3c3c7b4aaffc974effc993
MD5 71f9da05cb8c270de279463eaf85ef63
BLAKE2b-256 011686b2c0f57d3a1f866a58278d3558acdf0c671d77e1d0343b853299cf99e4

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp39-cp39-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: biopython-1.78-cp39-cp39-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.9, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.24.0 setuptools/49.6.0.post20201009 requests-toolbelt/0.9.1 tqdm/4.60.0 CPython/3.7.8

File hashes

Hashes for biopython-1.78-cp39-cp39-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 b470c44d7a04e40a0cfc65853b1a5a6bf506a130c334cf4cffa05df07dbda366
MD5 4fdb893821cfe4aef0b38555b6bbbd4d
BLAKE2b-256 401f37c83872959c6f1283d8589f2e999a10050d97deca37370308d901f118a4

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp38-cp38-win_amd64.whl.

File metadata

  • Download URL: biopython-1.78-cp38-cp38-win_amd64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.8, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp38-cp38-win_amd64.whl
Algorithm Hash digest
SHA256 2bd5a630be2a8e593094f7b1717fc962eda8931b68542b97fbf9bd8e2ac1e08d
MD5 f976ac530701cb90f02e5668d5134518
BLAKE2b-256 4a93abbc0693692afe90e9f06dfc7b581b069326f7496c31bd0b211cb9cad79e

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp38-cp38-win32.whl.

File metadata

  • Download URL: biopython-1.78-cp38-cp38-win32.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.8, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp38-cp38-win32.whl
Algorithm Hash digest
SHA256 48d424453a5512a1d1d41a4acabdfe5291da1f491a2d3606f2b0e4fbd63aeda6
MD5 10425ed18a7167260fa36c873e1d4c1e
BLAKE2b-256 10d954704c9186e3ca5c5a9b0bd8cb221b148ac5705cb02771c4c184361ac210

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for biopython-1.78-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 d15d09bfe0d3a8a416a596a3909d9718c811df852d969592b4fa9e0da9cf7375
MD5 7bda4104fb0cdc43031bb287d1ac6e43
BLAKE2b-256 575263be91fc9e646f6053db2323f6b3412ccf61a8fd49d64211b8c6a17c7d35

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp38-cp38-manylinux1_x86_64.whl.

File metadata

  • Download URL: biopython-1.78-cp38-cp38-manylinux1_x86_64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.8
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp38-cp38-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 ada611f12ee3b0bef7308ef41ee7b94898613b369ab44e0268d74bd1d6a06920
MD5 ff1c362787c6ab1a28c458d323b161d2
BLAKE2b-256 58aaf9d680e588399a5ef03aaf36a909ad468981171dfb92628bee92c4b204a9

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp38-cp38-manylinux1_i686.whl.

File metadata

  • Download URL: biopython-1.78-cp38-cp38-manylinux1_i686.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.8
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp38-cp38-manylinux1_i686.whl
Algorithm Hash digest
SHA256 194528eda6856a4c68f840ca0bcc9b544a5edee3548b97521084e7ac38c833ca
MD5 32ea64e6b8e1495927b9566d22cc2ae2
BLAKE2b-256 01547e7f7b8c30d50426cbdecbb509352278dd3f2c22d6228feab89f60d9e9e3

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp38-cp38-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: biopython-1.78-cp38-cp38-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.8, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp38-cp38-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 010142a8ec2549ff0649edd497658964ef1a18eefdb9fd942ec1e81b292ce2d9
MD5 e71338175a075f80bccdf120707acbaa
BLAKE2b-256 0896587b53614470c2e9890b2dfef10104571cbfd4071cfc0f058f9bc35a9abf

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp37-cp37m-win_amd64.whl.

File metadata

  • Download URL: biopython-1.78-cp37-cp37m-win_amd64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.7m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp37-cp37m-win_amd64.whl
Algorithm Hash digest
SHA256 cc3b0b78022d14f11d508038a288a189d03c97c476d6636c7b6f98bd8bc8462b
MD5 86011a45e2250cb2606b81a63a638cde
BLAKE2b-256 9d182db178ac5dafad788f694454b57da0aa887aa93e470ee4e41e0099361cb3

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp37-cp37m-win32.whl.

File metadata

  • Download URL: biopython-1.78-cp37-cp37m-win32.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.7m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp37-cp37m-win32.whl
Algorithm Hash digest
SHA256 5c0b369f91a76b8e5e36624d075585c3f0f088ea4a6e3d015c48f08e48ce0114
MD5 f8333e607786260a677b1494cb7b99db
BLAKE2b-256 023f8b153be6b4699ee2543b784f36fa8a34bd9160a2d00977a654d26d48f248

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for biopython-1.78-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 1df0bce7fd5e2414d6e18c9229fa0056914d2b9041531c71cac48f38a622142d
MD5 826f4b157cf37cf0d4cfe76c3146b13a
BLAKE2b-256 9f122d98ca31667a0cc600e1543604591711bfad9053d3dab2b31cb8bbf3b18d

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp37-cp37m-manylinux1_x86_64.whl.

File metadata

  • Download URL: biopython-1.78-cp37-cp37m-manylinux1_x86_64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.7m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp37-cp37m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 0df5cddef2819c975e6508adf5d85aa046e449df5420d02b04871c7836b41273
MD5 ab3bfc989f800e79150a15d85564d6a8
BLAKE2b-256 3acd0098eaff841850c01da928c7f509b72fd3e1f51d77b772e24de9e2312471

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp37-cp37m-manylinux1_i686.whl.

File metadata

  • Download URL: biopython-1.78-cp37-cp37m-manylinux1_i686.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.7m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp37-cp37m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 4565c97fab16c5697d067b821b6a1da0ec3ef36a9c96cf103ac7b4a94eb9f9ba
MD5 e0baa25d07dad62db29ce18670358cd8
BLAKE2b-256 af6a2296a07c1bc978defa6a0db848ac0ccdcbbbc9de2a3bcf8cd5b5864e8934

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp37-cp37m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: biopython-1.78-cp37-cp37m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.7m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp37-cp37m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 e0af107cc62a905d13d35dd7b38f335a37752ede45e4617139e84409a6a88dc4
MD5 33c8f24937539aad85af0d27caa05df8
BLAKE2b-256 19d93d21749fd4cee79f2c1b12cd577ffba458d8c529e13553e7cca6ae6d47aa

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp36-cp36m-win_amd64.whl.

File metadata

  • Download URL: biopython-1.78-cp36-cp36m-win_amd64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.6m, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp36-cp36m-win_amd64.whl
Algorithm Hash digest
SHA256 f1076653937947773768455556b1d24acad9575759e9089082f32636b09add54
MD5 d0b9557edaa25431815d1b009e8e2296
BLAKE2b-256 f58cb0e9fb06f93647de52e0c2da28cbf56605c150e4511b1f963f1e5c889d51

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp36-cp36m-win32.whl.

File metadata

  • Download URL: biopython-1.78-cp36-cp36m-win32.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.6m, Windows x86
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp36-cp36m-win32.whl
Algorithm Hash digest
SHA256 75b55000793f6b76334b8e80dc7e6d8cd2b019af917aa431cea6646e8e696c7f
MD5 e29392b0154550dd4f5b6afa173075e9
BLAKE2b-256 512a1ec5e043239fdc62ec1eedf47c932458061d79f52ff296fdb0ec76b98fff

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

File hashes

Hashes for biopython-1.78-cp36-cp36m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 cfb93842501ebc0e0ef6520daddcbeeefc9b61736972580917dafd5c8a5a8041
MD5 bc2aff004951f3dfc7e1532a2b731410
BLAKE2b-256 aa7f1cb072f916999ed1e7393349b782041a3a0e19ce23493f50d0214a026d14

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp36-cp36m-manylinux1_x86_64.whl.

File metadata

  • Download URL: biopython-1.78-cp36-cp36m-manylinux1_x86_64.whl
  • Upload date:
  • Size: 2.3 MB
  • Tags: CPython 3.6m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp36-cp36m-manylinux1_x86_64.whl
Algorithm Hash digest
SHA256 195f099c2c0c39518b6df921ab2b3cc43a601896018fc61909ac8385d5878866
MD5 4f67598f40d128d24c151da318b86a2e
BLAKE2b-256 76028b606c4aa92ff61b5eda71d23b499ab1de57d5e818be33f77b01a6f435a8

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp36-cp36m-manylinux1_i686.whl.

File metadata

  • Download URL: biopython-1.78-cp36-cp36m-manylinux1_i686.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.6m
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp36-cp36m-manylinux1_i686.whl
Algorithm Hash digest
SHA256 f5021a398c898b9cf6815cc5171c146a601b935b55364c53e6516a2545ab740c
MD5 01e0f88e0ead4df09932ff2b1837c76e
BLAKE2b-256 681a07ffb681842e304755dc78abcd1d5d3eface4e7372d0e4c9a5d5de856901

See more details on using hashes here.

File details

Details for the file biopython-1.78-cp36-cp36m-macosx_10_9_x86_64.whl.

File metadata

  • Download URL: biopython-1.78-cp36-cp36m-macosx_10_9_x86_64.whl
  • Upload date:
  • Size: 2.2 MB
  • Tags: CPython 3.6m, macOS 10.9+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/3.1.1 pkginfo/1.5.0.1 requests/2.23.0 setuptools/49.2.0.post20200712 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.7.6

File hashes

Hashes for biopython-1.78-cp36-cp36m-macosx_10_9_x86_64.whl
Algorithm Hash digest
SHA256 0b9fbb0d3022dc22716da108b8a81b80d952cd97ac1f106de491dce850f92f62
MD5 dde9b54be6f06f09f6064d49c1e448be
BLAKE2b-256 e6bfaebd0a64f4f7da64eac8db016289f686fb60dce2e9434b5b9f3e2df6fef4

See more details on using hashes here.

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page