PyPI Analysis 2020

I've created an introductory post where I looked at the packages meta data in a very superficial way.

In the second post I analyzed the relationships between packages by looking at a dependency graph.

Now, in the beginning of 2020, I've updated the code and ran my analysis again. Have fun 🙂

Out of 208 492 packages, only 176 107 packages are used.

There are 90,682 authors of Python packages. The ten most active authors are:

Author Created packages
8948
UNKNOWN 1399
The Guardians 1140
Tecnativa, Odoo Community Association (OCA) 554
OpenStack 466
hfpython 460
Paul Sokolovsky 450
Microsoft Corporation 394
Eficent, Odoo Community Association (OCA) 329
Akretion,Odoo Community Association (OCA) 290

Maximum length

Column NULL values Maximum Length Entry
name 0 80 Aaaaaaaaaaaaaaaaaaa-aaaaaaaaa-aaaaaaasa-aaaaaaasa-aaaaasaa-aaaaaaasa-bbbbbbbbbbb
version 560 70 1.0dev-BZR-r115-panta-elasticworld.org-20100520155735-sf3yrsr0pvyvlm8m
stable_version 560 7 UNKNOWN
release_url 560 128 https://pypi.org/project/softwarefabrica.django.appserver/1.0dev-BZR-r10-panta-elasticworld.org-20091023132843-vitk6k7e5qlvhej5/
package_url 560 106 https://pypi.org/project/Aaaaaaaaaaaaaaaaaaa-aaaaaaaaa-aaaaaaasa-aaaaaaasa-aaaaasaa-aaaaaaasa-bbbbbbbbbbb/
bugtrack_url 560 4 None
summary 7717 210 采集百度手机卫士 360手机卫士 搜狗号码通三个平台对手机号码的标注信息. 1.1.0: 加入搜狗API采集方式，但与从网页采集结果是一致的。 1.2.0：采用多线程，将不同源分开采集，避免互相影响。 1.3.1：加入命令行工具，加入对IP的处理工具。 1.3.3：可以使用--file xxx.csv 命令指定文件。 1.3.4：改用百度和360手机版本，减少下载量；尝试遇到反爬退出。 1.3.5：完善使用代理下载。
home_page 17927 150 http://127.0.0.1:8888 ...
author 8948 255 ['Diemer, Jens', 'Hall, Dave', 'van der Boor, Diederik', 'Chainz, Adam', 'Cornehl, Denis', 'Fahed, Sami', 'Hoppe, Johannes', 'Iakovlev, Maksim', 'Lagovas', 'Larin, Nikita', 'Lavin, Mark', 'Lisák, Peter', 'Marques de Araújo, Rodrigo Pinheiro', 'Mihelac, Bo
author_email 16619 255 [email protected], [email protected], [email protected], [email protected], [email protected], [email protected], [email protected], [email protected], [email protected], [email protected], [email protected]
license 44374 255 Copyright © 2012 Kenan Yildirim.[...]
keywords 92634 4033 algorithmic,algotrading,altcoin,altcoins,api,arbitrage,backtest,backtesting,bitcoin,bot,...
requires_python 112090 94 >=2.7, >=2.7.1, !=3.0, !=3.0.*, !=3.1, !=3.1.*, !=3.2, !=3.2.*, !=3.3, !=3.3.*, !=3.4, !=3.4.*
maintainer 140232 145 Brian Drawert, Kevin Sanft, Sean Matthew, George Hall, Dalton Nickerson, Samuel Hodges, Emma Weisgerber, Eliot Dixon, Ghilman Brock, W.R. Jackson
maintainer_email 140745 137 [email protected], [email protected], [email protected], [email protected]
platform 126048 255 [spam]
download_url 129479 183 softwarefabrica.django.appserver

Platforms

Platform Count
126048
UNKNOWN 61530
ANY 12163
LINUX 1644
ALL 1146
OS Independent 1018
None 494
Windows 493
POSIX 458
Posix; MacOS X; Windows 340
UNIX 238
Aix 152
Platform Independent 130
MacOS X 102
POSIX,Windows 71
WIN32 61
Cross Platform 53
GNU/Linux 51
Independent 49
Posix; MacOS X 46

Licenses

License Count
MIT 53876
44374
UNKNOWN 17531
BSD 14056
MIT LICENSE 8221
GPL 5720
AGPL-3 5680
GPLV3 3902
APACHE 2.0 3340
APACHE LICENSE 2.0 2587

Size

What is currently the biggest Python package?

Package Release Number Size
mxnet-cu90 1.6.0b20200104 600MB
mxnet-cu92 1.6.0b20200104 598MB
de422 2009.1 545MB
mxnet-cu101mkl 1.6.0b20191125 531MB
mxnet-cu101 1.6.0b20191125 496MB
cntk-gpu 2.7 493MB
mxnet-cu100mkl 1.6.0b20191125 490MB
mxnet-cu100 1.6.0b20191125 454MB
mxnet-cu92mkl 1.6.0b20191118 452MB
mxnet-cu90mkl 1.6.0b20191115 427MB
mxnet-cu91mkl 1.3.1b20180926 389MB
h2o4gpu 0.3.2 366MB
tensorflow-gpu 2.1.0rc2 357MB
tensorflow 2.1.0rc2 356MB
mxnet-cu91 1.3.1b20180926 346MB

It is strange, that the deep learning frameworks are way bigger than the rest. I've tried to find a Stackoverflow Question.

Package type

License Count
sdist 180,307
bdist_wheel 106,515
bdist_egg 8,150
bdist_wininst 1201
bdist_dumb 804
bdist_rpm 44
bdist_msi 33
bdist_dmg 4

Going through the downloaded files, I see:

  • 157,395× tar.gz
  • 28,653× whl
  • 8,815× zip
  • 3,925× egg
  • 208× tar.bz2

Dependencies

Weighted module imports by Python packages
Weighted module imports by Python packages
Module imports of Python packages
Module imports of Python packages
Module imports of Python packages, excluding system packages
Module imports of Python packages, excluding system packages
Module imports of Python modules excluding system modules
Module imports of Python modules excluding system modules

Build Systems

  • Total Packages Analyzed: 198,996
  • Packages which have a setup.cfg: 148,222
  • Packages which have a pyproject.toml: 2,957
  • Packages which have a setup.cfg and a pyproject.toml: 1027

setup.cfg

Out of the 148,222 packages, the following number of packages have the given sections:

  • 143,724× egg_info
  • 24,972× metadata
  • 15,693× bdist_wheel
  • 9,613× flake8
  • 6,722× aliases
  • 5,727× tool:pytest
  • 4,312× wheel
  • 3,239× bumpversion
  • 2,801× bumpversion:file:setup.py
  • 2,520× options
  • 2,511× nosetests
  • 2,447× build_sphinx
  • 2,176× isort
  • 1,679× files
  • 1,588× coverage:run
  • 1,392× versioneer
  • 1,140× upload_sphinx
  • 1,038× entry_points

egg_info

  • 143,701× tag_build
  • 143,680× tag_date
  • 51,925× tag_svn_revision

metadata

  • 18,844× description-file
  • 4,237× name
  • 3,963× author
  • 3,452× license_file
  • 2,809× license
  • 2,596× description
  • 2,481× url
  • 2,471× classifiers
  • 2,217× long_description
  • 2,048× version
  • 1,965× author_email
  • 1,869× keywords
  • 1,842× author-email
  • 1,758× summary
  • 1,589× home-page
  • 1,574× classifier
  • 1,195× long_description_content_type

bdist_wheel

  • 15,137× universal
  • 369× python-tag
  • 144× azure-namespace-package

flake8

  • 6,823× exclude
  • 5,229× max-line-length
  • 3,975× ignore
  • 1,288× max-complexity

aliases

  • 4,989× test
  • 773× release
  • 200× docs
  • 174× dev
  • 127× dists

tool:pytest

  • 3,395× addopts
  • 1,611× testpaths
  • 1,355× norecursedirs
  • 1,002× python_files

wheel

  • 4,234× universal

bumpversion

  • 3,237× current_version
  • 3,099× commit
  • 3,083× tag
  • 219× tag_name
  • 163× parse
  • 160× serialize

bumpversion:file:setup.py

  • 2,129× search
  • 2,120× replace

options

  • 1,985× packages
  • 1,932× install_requires
  • 1,106× include_package_data
  • 1,029× zip_safe
  • 995× python_requires
  • 742× setup_requires
  • 442× package_dir
  • 293× tests_require
  • 164× scripts
  • 161× py_modules

nosetests

  • 1,514× cover-package
  • 1,167× with-coverage
  • 1,072× verbosity

build_sphinx

  • 2,049× source-dir
  • 2,013× build-dir
  • 1,845× all_files

isort

  • 1,659× line_length
  • 1,302× multi_line_output
  • 1,136× known_first_party
  • 1,092× not_skip
  • 865× default_section
  • 849× include_trailing_comma
  • 673× skip
  • 603× force_single_line
  • 553× combine_as_imports
  • 508× lines_after_imports
  • 424× known_third_party
  • 377× sections
  • 349× force_grid_wrap
  • 339× forced_separate
  • 298× use_parentheses
  • 251× force_alphabetical_sort
  • 203× indent
  • 154× atomic
  • 150× known_standard_library
  • 150× known_django
  • 126× order_by_type
  • 108× lines_between_types
  • 101× skip_glob

files

  • 1,565× packages
  • 203× data_files

coverage:run

  • 846× branch
  • 840× omit
  • 830× source
  • 162× include

versioneer

  • 1,388× vcs
  • 1,386× tag_prefix
  • 1,385× versionfile_source
  • 1,345× style
  • 1,325× versionfile_build
  • 983× parentdir_prefix

upload_sphinx

  • 1,138× upload-dir

entry_points

  • 707× console_scripts
  • 143× oslo.config.opts

options.entry_points

  • 605× console_scripts

coverage:report

  • 504× exclude_lines
  • 468× show_missing
  • 178× omit
  • 156× fail_under
  • 124× precision
  • 108× ignore_errors
  • 100× skip_covered

options.extras_require

  • 255× testing
  • 243× test
  • 229× docs
  • 219× dev
  • 137× tests

pytest

  • 452× addopts
  • 329× norecursedirs
  • 230× python_files

pep8

  • 507× max-line-length
  • 316× ignore
  • 221× exclude

options.packages.find

  • 448× where
  • 427× exclude

extract_messages

  • 633× output_file
  • 448× keywords
  • 355× mapping_file
  • 242× width
  • 240× add_comments
  • 105× msgid_bugs_address
  • 101× copyright_holder

sdist

  • 621× formats

compile_catalog

  • 708× directory
  • 626× domain
  • 219× statistics

update_catalog

  • 604× domain
  • 603× input_file
  • 602× output_dir
  • 215× previous

pycodestyle

  • 391× max-line-length
  • 274× ignore
  • 231× exclude

check-manifest

  • 644× ignore

easy_install

  • 289× zip_ok

mypy

  • 461× ignore_missing_imports
  • 215× check_untyped_defs
  • 201× disallow_untyped_defs
  • 170× warn_unused_ignores
  • 155× strict_optional
  • 154× python_version
  • 154× warn_redundant_casts
  • 129× warn_unused_configs
  • 121× no_implicit_optional
  • 119× disallow_untyped_calls
  • 116× disallow_incomplete_defs
  • 112× follow_imports
  • 108× warn_return_any

zest.releaser

  • 324× create-wheel
  • 120× python-file-with-version

global

  • 309× setup-hooks

upload_docs

  • 394× upload-dir
  • 142× show-response

zopeskel

  • 440× template

bdist_rpm

  • 216× requires
  • 194× doc_files
  • 155× release
  • 124× packager

init_catalog

  • 283× domain
  • 283× input_file
  • 281× output_dir

pbr

  • 157× warnerrors

pydocstyle

  • 125× ignore
  • 105× add_ignore

yapf

  • 211× based_on_style
  • 198× column_limit
  • 107× dedent_closing_brackets

options.package_data

  • 121× *

devpi:upload

  • 248× formats
  • 225× no-vcs

test

  • 120× extras

install

  • 117× optimize

coverage:html

  • 163× directory

pyproject.toml

  • 2,524× build-system
  • 2,409× tool

build-system

  • 2,524× requires
  • 2,173× build-backend

tool

  • 1,511× poetry
  • 590× black
  • 444× flit
  • 163× towncrier
  • 159× isort

Filenames

Which filenames appear in many packages?

The following is a count of all filenames. If one package has a particular filename often, it will bubble up higher in this list. I did remove some as I think they are not relevant:

  • 641,194× init: 608,289× init.py, 16,628× init.pyc, 4,238× init.cpython-36.pyc, 3,027× init.cpython-37.pyc, 1,897× init.cpython-35.pyc, 1,471× init.pyi, 1,278× init.cpython-38.pyc, 1,036× init.cpython-34.pyc, 665× .init_.py, 622× init__$py.class, 532× init.pypy3-510.pyc, 382× init.py_tmpl, 284× init.pxd, 266× init.cpython-33.pyc, 162× init.data.json, 162× init.meta.json, 128× init.cpython-32.pyc, 127× init.pyo
  • 510,292× Package: 148,723× SOURCES.txt, 148,622× dependency_links.txt, 107,514× requires.txt, 51,390× entry_points.txt, 45,710× not-zip-safe, 8,333× zip-safe
  • 313,683× PKG-INFO
  • 294,148× Web: 19,434× index.html, 12,759× index.js, 8,220× Main.js, 4,348× base.html, 2,470× editor_plugin.js, 2,403× style.css, 2,400× editor_plugin_src.js, 2,386× jquery.js, 2,356× MathMenu.js, 2,351× FontWarnings.js, 2,344× HelpDialog.js, 2,292× MathML.js, 2,292× HTML-CSS.js, 2,292× TeX.js, 2,014× bootstrap.min.css, ...
  • 250,185× Translations: 35,953× django.mo, 33,291× django.po, 5,087× es.po, 4,967× fr.po, 4,669× de.po, 4,087× pt_BR.po, 4,079× sl.po, 3,828× it.po, 3,360× zh_CN.po, 3,347× nl.po, 3,343× hr.po, 3,229× ca.po, 3,219× djangojs.po, 3,175× fi.po, 3,159× djangojs.mo, 3,147× tr.po, 3,004× pt.po, 2,656× ru.po, 2,646× ro.po, 2,500× hu.po, 2,482× ar.po, 2,464× pl.po, 2,457× gl.po, 2,395× cs.po, 2,295× bg.po, 2,271× sv.po, 2,267× lt.po, 2,187× zh_TW.po, 2,106× nb.po, 2,083× ja.po, 2,083× mk.po, 2,064× et.po, 2,056× sk.po, 2,055× nl_NL.po, 2,038× mn.po, 2,015× es_CR.po, 2,009× hr_HR.po, 2,007× es_MX.po, ...
  • 248,156× Images: 7,141× icon.png, 2,360× favicon.ico, 1,597× 0020.png, 1,596× 00A0.png, 1,579× file.png, 1,516× logo.png, 1,503× plus.png, ...
  • 177,525× top_level.txt
  • 169,056× README: 77,667× README.md, 59,883× README.rst, 12,849× README.txt, 10,912× README, 2,861× readme.rst, 2,419× readme.md, 1,365× readme.txt, 832× Readme.md, 268× Readme.txt
  • 168,289× setup.py
  • 148,752× setup.cfg
  • 71,267× LICENSE: 46,717× LICENSE, 15,570× LICENSE.txt, 2,192× LICENSE.GPL, 1,984× LICENSE.md, 1,313× LICENSE.rst, 1,254× license, 839× license.txt, 812× license.rst, 298× License.txt, 152× LICENSE.TXT, 136× license.md
  • 67,659× MANIFEST.in
  • 59,266× *.json: 14,198× metadata.json, 12,301× package.json, 4,395× pbr.json, 3,890× manifest.json, 2,144× bower.json, 1,808× service-2.json, 1,714× paginators-1.json, 1,623× data.json, ...
  • 32,294× utils.py
  • 28,914× METADATA
  • 28,883× WHEEL
  • 28,872× RECORD
  • 26,432× YAML: 7,486× main.yml, 6,285× .travis.yml, 1,672× main.yaml, 1,404× index.yaml, 745× appveyor.yml, 704× command.yaml, 680× services.yaml, 650× .readthedocs.yml, 560× config.yml, 446× config.yaml, 446× cli.yaml, 423× docker-compose.yml, 394× .pre-commit-config.yaml, 337× .zuul.yaml, 298× post.yaml, 279× .gitlab-ci.yml, 254× run.yaml, 245× environment.yml, 217× Chart.yaml, 205× snapcraft.yaml, 200× basic.yaml, ...
  • 25,421× C / C++ Files: 591× config.hpp, 564× main.cpp, 504× main.c, 494× list.hpp, 467× vector.hpp, 419× set.hpp, 407× map.hpp, 364× bind.hpp, 354× deque.hpp, 325× less.hpp, 322× less_equal.hpp, 320× greater.hpp, 315× greater_equal.hpp, 306× and.hpp, 305× equal_to.hpp, 295× iterator.hpp, 293× placeholders.hpp, 292× apply.hpp, 291× plus.hpp, 288× size.hpp, 288× or.hpp, 288× not_equal_to.hpp, 283× arg.hpp, 273× minus.hpp, 268× bitand.hpp, 267× fold_impl.hpp, 263× bitor.hpp, 261× template_arity.hpp, 259× bitxor.hpp, 259× times.hpp, 254× divides.hpp, 254× apply_wrap.hpp, 254× quote.hpp, 254× bind_fwd.hpp, 254× apply_fwd.hpp, 254× full_lambda.hpp, 254× lambda_no_ctps.hpp, 253× iter_fold_impl.hpp, 253× reverse_fold_impl.hpp, 253× advance_forward.hpp, 253× advance_backward.hpp, 253× iter_fold_if_impl.hpp, 248× inherit.hpp, 246× modulus.hpp, 246× reverse_iter_fold_impl.hpp, 245× unpack_args.hpp, 244× set_c.hpp, 244× shift_left.hpp, 244× vector_c.hpp, 244× list_c.hpp, 244× shift_right.hpp, 244× basic_bind.hpp, 220× tuple.hpp, 202× empty.hpp, ...
  • 24,572× models.py
  • 22,086× requirements: 16,709× requirements.txt, 1,448× test-requirements.txt, 1,012× requirements-dev.txt, 462× dev-requirements.txt, 418× requirements-test.txt, 357× test_requirements.txt, 347× requirements_dev.txt, 240× requirements.py, 196× requirements.yaml, 151× requirements_test.txt, 144× requirements.in, 129× doc-requirements.txt, 120× requirements-docs.txt, 120× requirements-tests.txt, 117× dev_requirements.txt, 116× requirements-devel.txt
  • 21,782× CHANGES: 3,961× CHANGES.txt, 3,677× CHANGES.rst, 3,255× CHANGELOG.md, 2,277× CHANGELOG.rst, 2,058× ChangeLog, 1,603× changelog.rst, 1,032× CHANGELOG, 984× CHANGES, 665× CHANGES.md, 573× CHANGELOG.txt, 514× changes.rst, 408× changelog, 199× changelog.md, 183× changelog.txt, 142× changes.txt, 131× Changelog, 120× changelog.html
  • 19,618× XML: 3,094× metadata.xml, 1,336× browserlayer.xml, 1,129× cssregistry.xml, 1,112× registry.xml, 1,089× jsregistry.xml, 922× types.xml, 871× skins.xml, 778× controlpanel.xml, 634× portlets.xml, 619× rolemap.xml, 527× actions.xml, 517× propertiestool.xml, 460× import_steps.xml, 452× viewlets.xml, 392× rules.xml, 388× factorytool.xml, 384× catalog.xml, 373× assets.xml, 317× definition.xml, 304× res_partner_view.xml, 299× workflows.xml, ...
  • 18,133× base.py
  • 16,606× index.rst
  • 15,357× DESCRIPTION.rst
  • 15,338× views.py
  • 14,333× exceptions.py
  • 14,182× tests.py
  • 14,147× Makefile
  • 13,933× namespace_packages.txt
  • 13,850× urls.py
  • 13,140× main.py
  • 13,025× conf.py
  • 12,601× authors: 4,541× AUTHORS, 4,390× AUTHORS.rst, 2,707× authors.rst, 622× AUTHORS.txt, 341× AUTHORS.md
  • 12,452× *.pyc: 856× models.pyc, 812× CallCase.pyc, 649× utils.pyc, 647× views.pyc, 619× CallCase.cpython-38.pyc, 589× tests.pyc, 577× urls.pyc, ...
  • 12,348× config.py
  • 11,488× Font: 1,102× glyphicons-halflings-regular.woff, 1,079× glyphicons-halflings-regular.ttf, 1,050× glyphicons-halflings-regular.eot, 1,013× fontawesome-webfont.woff, 1,005× fontawesome-webfont.ttf, 987× fontawesome-webfont.eot, 677× glyphicons-halflings-regular.woff2, 660× FontAwesome.otf, 584× fontawesome-webfont.woff2, ...
  • 10,360× version.py
  • 10,115× cli.py
  • 9,724× .gitignore
  • 9,653× admin.py
  • 9,414× configure.zcml
  • 9,370× util.py
  • 9,124× client.py
  • 8,941× main.py
  • 8,908× settings.py
  • 8,291× *.ini: 5,592× tox.ini, 1,146× pytest.ini, 348× config.ini, 267× alembic.ini, 193× development.ini, 169× settings.ini, 128× info.ini, 117× metadata.ini, 113× job.ini, 111× .mrbob.ini, 107× mypy.ini
  • 8,089× CMakeLists.txt
  • 7,991× 0001_initial.py
  • 7,884× C Header Files: 642× MathFunctions.h, 541× PacketMath.h, 475× Complex.h, 474× common.h, 289× config.h, 274× utils.h, 273× internal.h, 268× TypeCasting.h, 252× util.h, 220× platform.h, ...
  • 6,908× api.py
  • 6,907× forms.py
  • 6,851× constants.py
  • 6,672× apps.py
  • 6,627× core.py
  • 5,851× test.py
  • 5,314× conftest.py
  • 5,103× *.bat
  • 4,914× _version.py
  • 4,809× common.py
  • 4,632× errors.py
  • 4,588× manifest.py
  • 4,542× interfaces.py
  • 4,532× CONTRIBUTING.rst
  • 4,412× helpers.py
  • 4,358× .DS_Store
  • 4,299× HISTORY.rst
  • 4,098× test_utils.py
  • 3,781× installation.rst
  • 3,676× server.py
  • 3,644× decorators.py
  • 3,596× parser.py
  • 3,467× model.py
  • 3,455× fields.py
  • 3,408× app.py
  • 3,322× contributing.rst
  • 3,154× usage.rst
  • 3,065× compat.py
  • 3,009× *.toml
  • 2,939× log.py
  • 2,887× middleware.py
  • 2,833× *.sh: 345× build.sh, 313× run.sh, 293× update.sh, 270× test.sh, 266× runme.sh, 195× install.sh, 184× run_tests.sh, 165× rebuild_i18n.sh, 162× run-tests.sh, 138× plugin.sh, 133× extend_start.sh, 126× release.sh, 123× i18n.sh, 120× runtests.sh
  • 2,637× CONTRIBUTORS.rst
  • 2,632× *.csv: 2,010× ir.model.access.csv, 622× country.csv
  • 2,626× COPYING
  • 2,598× version.py
  • 2,551× auth.py
  • 2,545× history.rst
  • 2,544× .coveragerc
  • 2,539× openerp.py
  • 2,481× logger.py
  • 2,458× plugin.py
  • 2,430× VERSION
  • 2,395× bootstrap.py
  • 2,379× signals.py
  • 2,378× data.py
  • 2,317× testing.py
  • 2,305× HISTORY.txt
  • 2,270× handlers.py
  • 2,248× formats.py
  • 2,247× random.py
  • 2,246× tasks.py
  • 2,213× types.py
  • 2,199× aliases
  • 2,138× cache.py
  • 2,107× error.py
  • 2,101× buildout.cfg
  • 2,098× serializers.py
  • 2,093× connection.py
  • 2,073× wsgi.py
  • 2,066× commands.py
  • 2,058× widgets.py
  • 2,028× service.py
  • 2,007× user.py
  • 1,985× tools.py
  • 1,946× run.py
  • 1,937× manage.py
  • 1,923× CONTRIBUTING.md
  • 1,870× manager.py
  • 1,853× schema.py
  • 1,849× context.py
  • 1,805× misc.py
  • 1,771× http.py
  • 1,767× events.py
  • 1,766× version.txt
  • 1,765× api.rst
  • 1,725× increment.py
  • 1,718× decrement.py
  • 1,665× filters.py
  • 1,648× configuration.py
  • 1,629× session.py
  • 1,622× INSTALL.txt
  • 1,595× query.py
  • 1,588× USAGE.rst
  • 1,586× index.txt
  • 1,568× request.py
  • 1,554× command.py
  • 1,544× image.py
  • 1,542× db.py
  • 1,538× .npmignore
  • 1,531× mixins.py
  • 1,506× managers.py
  • 1,498× validators.py
  • 1,495× io.py
  • 1,491× template.py
  • 1,473× database.py
  • 1,473× makefile
  • 1,462× response.py
  • 1,460× exception.py
  • 1,459× text.py
  • 1,457× .gitkeep
  • 1,450× storage.py
  • 1,441× file.py
  • 1,432× versioneer.py
  • 1,401× Dockerfile
  • 1,391× const.py
  • 1,382× message.py
  • 1,347× search.py
  • 1,309× sensor.py
  • 1,293× helper.py
  • 1,291× test_models.py
  • 1,273× loader.py
  • 1,271× functions.py
  • 1,237× registry.py
  • 1,233× runner.py
  • 1,222× event.py
  • 1,219× test_base.py
  • 1,218× test_config.py
  • 1,185× options.py
  • 1,185× modules.rst
  • 1,179× resource.py
  • 1,176× resources.py
  • 1,165× interface.py
  • 1,162× utilities.py
  • 1,153× metrics.py
  • 1,152× defaults.py
  • 1,152× example.py
  • 1,152× factory.py
  • 1,143× metadata.py
  • 1,138× test_util.py
  • 1,133× stats.py
  • 1,133× shell.py
  • 1,117× test_cli.py
  • 1,105× context_processors.py
  • 1,088× test_views.py
  • 1,086× task.py
  • 1,082× graph.py
  • 1,082× test_client.py
  • 1,081× meson.build
  • 1,074× test_api.py
  • 1,070× project.py
  • 1,068× logging.py
  • 1,059× hooks.py
  • 1,057× network.py
  • 1,052× node.py
  • 1,042× py.typed
  • 1,041× .editorconfig
  • 1,030× plot.py
  • 1,029× build.py
  • 1,014× actions.py
  • 1,009× rom.sha

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