Stats in CSV format

Download the data here.

Note: This data is updated twice a day. For up-to-date results, consider using the CLI tool instead.


package_name stub_distribution_name upstream_url completeness_level extra_description number_of_lines package_status upload_status pyright_setting annotated_parameters unannotated_parameters annotated_returns unannotated_returns explicit_Incomplete_parameters explicit_Incomplete_returns explicit_Any_parameters explicit_Any_returns annotated_variables explicit_Any_variables explicit_Incomplete_variables classdefs classdefs_with_Any classdefs_with_Incomplete stubtest_strictness stubtest_platforms stubtest_allowlist_length

Deprecated

types-Deprecated

https://github.com/tantale/deprecated

COMPLETE

-

61

UP_TO_DATE

UPLOADED

STRICT

32 0 10 0 0 0 1 0 12 0 0 2 0 0

ERROR_ON_MISSING_STUB

linux

0

ExifRead

types-ExifRead

https://github.com/ianare/exif-py

COMPLETE

-

218

UP_TO_DATE

UPLOADED

STRICT

72 0 52 0 0 0 2 1 82 2 2 14 0 0

ERROR_ON_MISSING_STUB

linux

1

Flask-Cors

types-Flask-Cors

https://github.com/corydolphin/flask-cors

PARTIAL

-

128

UP_TO_DATE

UPLOADED

STRICT

63 0 24 0 0 0 7 2 32 1 0 2 0 0

MISSING_STUBS_IGNORED

linux

0

Flask-Migrate

types-Flask-Migrate

https://github.com/miguelgrinberg/Flask-Migrate

COMPLETE

-

130

UP_TO_DATE

UPLOADED

STRICT

86 0 24 0 0 0 0 0 7 0 0 3 0 0

ERROR_ON_MISSING_STUB

linux

1

Flask-SocketIO

types-Flask-SocketIO

https://github.com/miguelgrinberg/flask-socketio

COMPLETE

-

233

UP_TO_DATE

UPLOADED

NOT_STRICT

138 36 37 15 17 1 2 0 3 1 0 8 0 0

ERROR_ON_MISSING_STUB

linux

4

JACK-Client

types-JACK-Client

https://github.com/spatialaudio/jackclient-python

COMPLETE

-

311

UP_TO_DATE

UPLOADED

STRICT

107 0 152 0 0 0 0 2 46 0 0 15 0 0

ERROR_ON_MISSING_STUB

linux

0

Jetson.GPIO

types-Jetson.GPIO

https://github.com/NVIDIA/jetson-gpio

COMPLETE

-

173

UP_TO_DATE

UPLOADED

STRICT

82 0 42 0 0 0 0 2 90 1 0 10 0 0

ERROR_ON_MISSING_STUB

linux

3

Markdown

types-Markdown

https://github.com/Python-Markdown/markdown

PARTIAL

-

714

UP_TO_DATE

UPLOADED

NOT_STRICT

263 30 204 2 0 0 15 3 220 15 0 104 0 0

MISSING_STUBS_IGNORED

linux

2

PyAutoGUI

types-PyAutoGUI

https://github.com/asweigart/pyautogui

COMPLETE

-

234

UP_TO_DATE

UPLOADED

STRICT

145 0 38 0 0 0 0 0 22 0 0 5 0 0

ERROR_ON_MISSING_STUB

linux

1

PyMySQL

types-PyMySQL

https://github.com/PyMySQL/PyMySQL

PARTIAL

-

1107

UP_TO_DATE

UPLOADED

NOT_STRICT

162 53 127 45 28 2 10 18 750 55 1 25 0 0

MISSING_STUBS_IGNORED

linux

10

PyScreeze

types-PyScreeze

https://github.com/asweigart/pyscreeze

COMPLETE

-

193

UP_TO_DATE

UPLOADED

STRICT

102 0 21 0 0 0 0 0 17 0 0 5 0 0

ERROR_ON_MISSING_STUB

linux;win32

2

PyYAML

types-PyYAML

https://github.com/yaml/pyyaml

COMPLETE

-

1296

UP_TO_DATE

UPLOADED

NOT_STRICT

528 270 222 172 12 0 46 12 220 160 2 91 0 0

ERROR_ON_MISSING_STUB

linux

4

Pygments

types-Pygments

https://github.com/pygments/pygments

PARTIAL

-

845

UP_TO_DATE

UPLOADED

NOT_STRICT

116 156 108 75 17 5 7 2 376 169 24 94 0 1

MISSING_STUBS_IGNORED

linux

4

RPi.GPIO

types-RPi.GPIO

https://sourceforge.net/p/raspberry-gpio-python/code/

COMPLETE

-

56

UP_TO_DATE

UPLOADED

STRICT

28 0 18 0 0 0 0 0 26 0 0 2 0 0

SKIPPED

None

0

Send2Trash

types-Send2Trash

https://github.com/arsenetar/send2trash

COMPLETE

-

15

UP_TO_DATE

UPLOADED

STRICT

4 0 4 0 0 0 3 0 0 0 0 1 0 0

ERROR_ON_MISSING_STUB

linux

2

TgCrypto

types-TgCrypto

https://github.com/pyrogram/tgcrypto

COMPLETE

-

7

UP_TO_DATE

UPLOADED

STRICT

20 0 6 0 0 0 0 0 0 0 0 0 0 0

ERROR_ON_MISSING_STUB

linux

6

WTForms

types-WTForms

https://github.com/pallets-eco/wtforms

COMPLETE

-

1334

UP_TO_DATE

UPLOADED

STRICT

531 0 185 0 0 0 71 14 141 29 0 100 0 0

ERROR_ON_MISSING_STUB

linux

21

WebOb

types-WebOb

https://github.com/Pylons/webob

COMPLETE

-

1796

UP_TO_DATE

UPLOADED

STRICT

808 0 606 0 0 0 91 13 246 15 0 149 0 0

ERROR_ON_MISSING_STUB

linux

100

aiofiles

types-aiofiles

https://github.com/Tinche/aiofiles

COMPLETE

-

732

UP_TO_DATE

UPLOADED

STRICT_ON_SOME_FILES

431 1 148 3 29 3 34 1 6 0 0 16 0 0

ERROR_ON_MISSING_STUB

linux;win32

86

antlr4-python3-runtime

types-antlr4-python3-runtime

https://github.com/antlr/antlr4

COMPLETE

-

1781

UP_TO_DATE

UPLOADED

NOT_STRICT

777 222 208 485 27 2 0 0 395 0 269 142 0 0

MISSING_STUBS_IGNORED

linux;win32

0

assertpy

types-assertpy

https://github.com/assertpy/assertpy

COMPLETE

-

213

UP_TO_DATE

UPLOADED

STRICT

85 0 87 0 0 0 29 1 21 1 0 15 0 0

ERROR_ON_MISSING_STUB

linux

11

atheris

types-atheris

https://github.com/google/atheris

PARTIAL

-

88

UP_TO_DATE

UPLOADED

STRICT

54 0 41 0 0 0 2 0 9 0 0 9 0 0

MISSING_STUBS_IGNORED

linux

0

aws-xray-sdk

types-aws-xray-sdk

https://github.com/aws/aws-xray-sdk-python

PARTIAL

-

675

UP_TO_DATE

UPLOADED

NOT_STRICT

139 154 182 92 21 0 12 3 136 46 0 45 0 0

MISSING_STUBS_IGNORED

linux

3

beautifulsoup4

types-beautifulsoup4

https://git.launchpad.net/beautifulsoup/tree

PARTIAL

-

831

UP_TO_DATE

UPLOADED

NOT_STRICT

251 137 195 49 31 0 1 1 177 70 2 47 0 0

MISSING_STUBS_IGNORED

linux

0

bleach

types-bleach

https://github.com/mozilla/bleach

COMPLETE

-

239

UP_TO_DATE

UPLOADED

STRICT_ON_SOME_FILES

91 0 49 1 0 1 2 0 60 1 0 13 0 0

ERROR_ON_MISSING_STUB

linux

3

boltons

types-boltons

https://github.com/mahmoud/boltons

COMPLETE

-

1220

UP_TO_DATE

UPLOADED

NOT_STRICT

634 265 458 172 72 8 61 34 233 7 69 82 1 3

ERROR_ON_MISSING_STUB

linux

2

braintree

types-braintree

https://github.com/braintree/braintree_python

COMPLETE

-

2943

UP_TO_DATE

UPLOADED

NOT_STRICT

91 429 142 325 80 2 1 1 1510 0 131 269 0 0

ERROR_ON_MISSING_STUB

linux

1

cachetools

types-cachetools

https://github.com/tkem/cachetools

COMPLETE

-

124

UP_TO_DATE

UPLOADED

STRICT

90 0 49 0 0 0 4 0 1 0 0 10 0 0

ERROR_ON_MISSING_STUB

linux

20

caldav

types-caldav

https://github.com/python-caldav/caldav

PARTIAL

-

527

OBSOLETE

UPLOADED

NOT_STRICT

214 35 117 8 21 5 1 0 94 0 6 86 0 0

MISSING_STUBS_IGNORED

linux

7

capturer

types-capturer

https://github.com/xolox/python-capturer

COMPLETE

-

114

UP_TO_DATE

UPLOADED

STRICT

50 0 42 0 0 0 4 1 38 4 0 6 0 0

ERROR_ON_MISSING_STUB

linux

1

cffi

types-cffi

https://foss.heptapod.net/pypy/cffi

COMPLETE

-

827

OUT_OF_DATE

UPLOADED

NOT_STRICT

302 246 194 130 21 2 32 8 252 0 115 52 0 0

ERROR_ON_MISSING_STUB

linux;win32

4

chevron

types-chevron

https://github.com/noahmorrison/chevron

COMPLETE

-

38

UP_TO_DATE

UPLOADED

STRICT

29 0 9 0 0 0 2 0 3 0 0 1 0 0

ERROR_ON_MISSING_STUB

linux

0

click-default-group

types-click-default-group

https://github.com/click-contrib/click-default-group

COMPLETE

-

37

UP_TO_DATE

UPLOADED

NOT_STRICT

16 4 10 0 0 1 0 0 7 0 0 2 0 0

ERROR_ON_MISSING_STUB

linux

0

click-spinner

types-click-spinner

https://github.com/click-contrib/click-spinner

COMPLETE

-

30

UP_TO_DATE

UPLOADED

STRICT

12 0 11 0 0 0 0 1 9 0 0 2 0 0

ERROR_ON_MISSING_STUB

linux

0

colorama

types-colorama

https://github.com/tartley/colorama

COMPLETE

-

201

UP_TO_DATE

UPLOADED

STRICT

89 0 60 0 0 0 3 1 85 0 0 11 0 0

ERROR_ON_MISSING_STUB

linux;win32

44

commonmark

types-commonmark

https://github.com/rtfd/commonmark.py

PARTIAL

-

370

UP_TO_DATE

UPLOADED

NOT_STRICT

63 158 84 76 55 0 0 0 133 86 0 18 0 0

MISSING_STUBS_IGNORED

linux

0

console-menu

types-console-menu

https://github.com/aegirhall/console-menu

COMPLETE

-

711

UP_TO_DATE

UPLOADED

STRICT

217 0 278 0 0 0 7 1 58 3 1 39 0 0

ERROR_ON_MISSING_STUB

linux

0

corus

types-corus

https://github.com/natasha/corus

COMPLETE

-

999

UP_TO_DATE

UPLOADED

NOT_STRICT

101 567 153 157 44 72 0 0 422 0 368 68 0 0

ERROR_ON_MISSING_STUB

linux

0

croniter

types-croniter

https://github.com/kiorky/croniter

COMPLETE

-

231

OUT_OF_DATE

UPLOADED

STRICT

86 0 25 0 0 0 0 8 46 0 0 8 1 0

ERROR_ON_MISSING_STUB

linux

0

dateparser

types-dateparser

https://github.com/scrapinghub/dateparser

COMPLETE

-

473

UP_TO_DATE

UPLOADED

NOT_STRICT

126 130 74 69 21 0 4 6 135 76 0 34 0 0

ERROR_ON_MISSING_STUB

linux

6

decorator

types-decorator

https://github.com/micheles/decorator

COMPLETE

-

66

UP_TO_DATE

UPLOADED

STRICT

36 0 13 0 0 0 19 6 15 3 0 2 0 0

ERROR_ON_MISSING_STUB

linux

10

defusedxml

types-defusedxml

https://github.com/tiran/defusedxml

PARTIAL

-

234

UP_TO_DATE

UPLOADED

NOT_STRICT

81 97 38 13 13 0 0 1 37 0 19 12 0 0

MISSING_STUBS_IGNORED

linux

0

docker

types-docker

https://github.com/docker/docker-py

COMPLETE

-

2336

UP_TO_DATE

UPLOADED

NOT_STRICT

1130 345 303 261 284 8 29 24 219 2 83 135 2 24

ERROR_ON_MISSING_STUB

linux

9

dockerfile-parse

types-dockerfile-parse

https://github.com/containerbuildsystem/dockerfile-parse

COMPLETE

-

113

UP_TO_DATE

UPLOADED

STRICT

46 0 24 0 0 0 0 0 39 0 0 8 0 0

ERROR_ON_MISSING_STUB

linux

0

docutils

types-docutils

https://sourceforge.net/p/docutils/code

PARTIAL

-

1854

UP_TO_DATE

UPLOADED

NOT_STRICT

909 115 487 27 145 29 39 19 315 20 14 244 1 0

MISSING_STUBS_IGNORED

linux

19

editdistance

types-editdistance

https://github.com/roy-ht/editdistance

COMPLETE

-

5

UP_TO_DATE

UPLOADED

STRICT

10 0 4 0 0 0 0 0 0 0 0 0 0 0

ERROR_ON_MISSING_STUB

linux

1

entrypoints

types-entrypoints

https://github.com/takluyver/entrypoints

COMPLETE

-

41

UP_TO_DATE

UPLOADED

STRICT

23 0 12 0 0 0 0 1 12 0 0 5 0 0

ERROR_ON_MISSING_STUB

linux

1

fanstatic

types-fanstatic

https://github.com/zopefoundation/fanstatic

COMPLETE

-

530

UP_TO_DATE

UPLOADED

STRICT

167 0 133 0 0 0 8 3 128 0 0 49 0 0

ERROR_ON_MISSING_STUB

linux

40

first

types-first

https://github.com/hynek/first

COMPLETE

-

16

UP_TO_DATE

UPLOADED

STRICT

11 0 5 0 0 0 3 0 2 0 0 0 0 0

ERROR_ON_MISSING_STUB

linux

0

flake8

types-flake8

https://github.com/pycqa/flake8

COMPLETE

-

570

UP_TO_DATE

UPLOADED

STRICT

222 0 164 0 0 0 35 8 182 1 90 39 0 0

ERROR_ON_MISSING_STUB

linux

1

flake8-bugbear

types-flake8-bugbear

https://github.com/PyCQA/flake8-bugbear

PARTIAL

-

27

UP_TO_DATE

UPLOADED

STRICT

8 0 5 0 0 2 1 0 8 0 0 1 0 0

MISSING_STUBS_IGNORED

linux

1

flake8-builtins

types-flake8-builtins

https://github.com/gforcada/flake8-builtins

PARTIAL

-

39

UP_TO_DATE

UPLOADED

STRICT

17 0 15 0 0 0 0 0 11 0 0 1 0 0

MISSING_STUBS_IGNORED

linux

0

flake8-docstrings

types-flake8-docstrings

https://github.com/pycqa/flake8-docstrings

PARTIAL

-

19

UP_TO_DATE

UPLOADED

STRICT

6 0 5 0 0 1 1 1 6 1 0 1 0 0

MISSING_STUBS_IGNORED

linux

0

flake8-rst-docstrings

types-flake8-rst-docstrings

https://github.com/peterjc/flake8-rst-docstrings

PARTIAL

-

31

UP_TO_DATE

UPLOADED

STRICT

10 0 5 0 0 0 1 0 12 0 0 1 0 0

MISSING_STUBS_IGNORED

linux

0

flake8-simplify

types-flake8-simplify

https://github.com/MartinThoma/flake8-simplify

PARTIAL

-

8

UP_TO_DATE

UPLOADED

STRICT

1 0 2 0 0 0 0 1 2 0 0 1 0 0

MISSING_STUBS_IGNORED

linux

0

flake8-typing-imports

types-flake8-typing-imports

https://github.com/asottile/flake8-typing-imports

PARTIAL

-

15

UP_TO_DATE

UPLOADED

STRICT

4 0 5 0 0 1 1 1 2 0 0 1 0 0

MISSING_STUBS_IGNORED

linux

0

fpdf2

types-fpdf2

https://github.com/PyFPDF/fpdf2

COMPLETE

-

3255

UP_TO_DATE

UPLOADED

NOT_STRICT

1003 618 581 201 81 8 9 4 692 14 164 206 1 1

ERROR_ON_MISSING_STUB

linux

5

gdb

types-gdb

https://sourceware.org/git/gitweb.cgi?p=binutils-gdb.git;a=tree

COMPLETE

Type hints for GDB's Python API. Note that this API is available only when running Python scripts under GDB: it is not possible to install the gdb package separately, for instance using pip.

1007

NOT_ON_PYPI

UPLOADED

NOT_STRICT

282 25 328 18 2 22 3 1 372 0 17 106 0 0

ERROR_ON_MISSING_STUB

linux

47

gevent

types-gevent

https://github.com/gevent/gevent

COMPLETE

-

3037

UP_TO_DATE

UPLOADED

STRICT

1354 0 829 0 5 0 65 21 362 26 0 209 2 0

ERROR_ON_MISSING_STUB

darwin;linux;win32

148

google-cloud-ndb

types-google-cloud-ndb

https://github.com/googleapis/python-ndb

PARTIAL

-

1536

UP_TO_DATE

UPLOADED

NOT_STRICT

486 368 236 203 123 0 7 0 194 132 2 143 0 0

MISSING_STUBS_IGNORED

linux

3

greenlet

types-greenlet

https://github.com/python-greenlet/greenlet

COMPLETE

-

81

UP_TO_DATE

UPLOADED

STRICT

21 0 25 0 0 0 4 4 12 0 0 5 0 0

ERROR_ON_MISSING_STUB

linux

2

hdbcli

types-hdbcli

(unknown)

COMPLETE

-

139

UP_TO_DATE

UPLOADED

STRICT_ON_SOME_FILES

75 6 65 3 0 0 12 10 21 2 1 16 0 0

ERROR_ON_MISSING_STUB

linux

8

html5lib

types-html5lib

https://github.com/html5lib/html5lib-python

PARTIAL

-

697

UP_TO_DATE

UPLOADED

NOT_STRICT

87 195 133 177 23 1 0 0 224 175 1 41 4 0

MISSING_STUBS_IGNORED

linux

0

httplib2

types-httplib2

https://github.com/httplib2/httplib2

COMPLETE

-

254

UP_TO_DATE

UPLOADED

NOT_STRICT

46 122 39 25 37 0 0 0 87 58 0 33 1 0

ERROR_ON_MISSING_STUB

linux

1

humanfriendly

types-humanfriendly

https://github.com/xolox/python-humanfriendly

COMPLETE

-

340

UP_TO_DATE

UPLOADED

NOT_STRICT

81 179 82 95 22 0 0 0 75 54 0 25 0 0

ERROR_ON_MISSING_STUB

linux

5

hvac

types-hvac

https://github.com/hvac/hvac

COMPLETE

-

2135

UP_TO_DATE

UPLOADED

NOT_STRICT

1038 694 82 491 531 0 28 19 94 1 15 75 1 0

ERROR_ON_MISSING_STUB

linux

2

ibm-db

types-ibm-db

https://github.com/ibmdb/python-ibmdb

COMPLETE

-

336

UP_TO_DATE

UPLOADED

STRICT

162 0 65 0 0 0 0 2 196 0 0 4 0 0

ERROR_ON_MISSING_STUB

linux

0

icalendar

types-icalendar

https://github.com/collective/icalendar

COMPLETE

-

923

UP_TO_DATE

UPLOADED

NOT_STRICT

244 74 278 40 5 0 6 3 99 1 20 54 0 3

ERROR_ON_MISSING_STUB

linux

7

influxdb-client

types-influxdb-client

https://github.com/influxdata/influxdb-client-python

COMPLETE

Note: types-influxdb-client has required urllib3>=2 since v1.37.0.1. If you need to install types-influxdb-client into an environment that must also have urllib3<2 installed into it, you will have to use types-influxdb-client<1.37.0.1.

13494

OBSOLETE

UPLOADED

NOT_STRICT

2372 3773 1878 3419 1953 2 3 5 1202 2 1063 427 0 0

ERROR_ON_MISSING_STUB

linux

0

inifile

types-inifile

https://github.com/mitsuhiko/python-inifile

COMPLETE

-

122

UP_TO_DATE

UPLOADED

STRICT

57 0 58 0 0 0 0 0 1 0 0 4 0 0

ERROR_ON_MISSING_STUB

linux

20

jmespath

types-jmespath

https://github.com/jmespath/jmespath.py

COMPLETE

-

172

UP_TO_DATE

UPLOADED

NOT_STRICT

81 52 50 24 0 1 27 27 45 6 0 22 0 0

ERROR_ON_MISSING_STUB

linux

0

jsonschema

types-jsonschema

https://github.com/python-jsonschema/jsonschema

PARTIAL

-

423

UP_TO_DATE

UPLOADED

NOT_STRICT

119 304 152 29 18 11 7 0 52 3 16 26 0 0

MISSING_STUBS_IGNORED

linux

0

jwcrypto

types-jwcrypto

https://github.com/latchset/jwcrypto

COMPLETE

-

329

UP_TO_DATE

UPLOADED

NOT_STRICT

107 48 83 44 31 1 0 1 51 0 36 36 2 0

ERROR_ON_MISSING_STUB

linux

3

keyboard

types-keyboard

https://github.com/boppreh/keyboard

COMPLETE

-

246

UP_TO_DATE

UPLOADED

STRICT

130 0 76 0 0 0 0 0 38 0 0 7 0 0

ERROR_ON_MISSING_STUB

linux

7

ldap3

types-ldap3

https://github.com/cannatag/ldap3

PARTIAL

-

2659

UP_TO_DATE

UPLOADED

NOT_STRICT

558 654 219 421 282 0 0 0 931 322 57 316 0 0

MISSING_STUBS_IGNORED

linux

0

libsass

types-libsass

https://github.com/sass/libsass-python

COMPLETE

-

231

UP_TO_DATE

UPLOADED

STRICT

109 0 41 0 0 0 2 0 36 0 0 17 0 0

ERROR_ON_MISSING_STUB

linux

2

lupa

types-lupa

https://github.com/scoder/lupa

COMPLETE

-

480

UP_TO_DATE

UPLOADED

STRICT

150 0 126 0 0 0 30 0 61 12 0 54 0 0

ERROR_ON_MISSING_STUB

linux

0

lzstring

types-lzstring

https://github.com/gkovacs/lz-string-python

COMPLETE

-

17

UP_TO_DATE

UPLOADED

STRICT

8 0 8 0 0 0 0 0 0 0 0 1 0 0

ERROR_ON_MISSING_STUB

linux

5

m3u8

types-m3u8

https://github.com/globocom/m3u8

COMPLETE

-

550

UP_TO_DATE

UPLOADED

NOT_STRICT

153 17 85 1 13 0 3 1 214 0 12 42 0 0

ERROR_ON_MISSING_STUB

linux

15

mock

types-mock

https://github.com/testing-cabal/mock

COMPLETE

-

390

UP_TO_DATE

UPLOADED

STRICT

217 0 90 0 45 0 86 15 58 34 0 24 2 0

ERROR_ON_MISSING_STUB

linux

4

mypy-extensions

types-mypy-extensions

https://github.com/python/mypy_extensions

COMPLETE

-

79

UP_TO_DATE

UPLOADED

STRICT

31 0 28 0 0 0 3 7 1 0 0 3 0 0

ERROR_ON_MISSING_STUB

linux

6

mysqlclient

types-mysqlclient

https://github.com/PyMySQL/mysqlclient

COMPLETE

-

1228

UP_TO_DATE

UPLOADED

NOT_STRICT

35 124 38 78 3 0 0 0 971 0 28 35 0 1

ERROR_ON_MISSING_STUB

linux

1

nanoid

types-nanoid

https://github.com/puyuan/py-nanoid

COMPLETE

-

16

UP_TO_DATE

UPLOADED

STRICT

8 0 4 0 0 0 0 0 2 0 0 0 0 0

ERROR_ON_MISSING_STUB

linux

0

netaddr

types-netaddr

https://github.com/drkjam/netaddr

COMPLETE

-

698

UP_TO_DATE

UPLOADED

STRICT_ON_SOME_FILES

288 4 308 0 1 0 1 1 101 1 2 43 0 0

ERROR_ON_MISSING_STUB

linux

2

netifaces

types-netifaces

https://github.com/al45tair/netifaces

COMPLETE

-

69

UP_TO_DATE

UPLOADED

STRICT

1 0 3 0 0 0 0 0 65 0 0 0 0 0

ERROR_ON_MISSING_STUB

linux

33

networkx

types-networkx

https://github.com/networkx/networkx

PARTIAL

-

4907

UP_TO_DATE

UPLOADED

NOT_STRICT

1992 1501 538 806 760 112 4 3 309 3 242 128 1 3

MISSING_STUBS_IGNORED

linux

22

oauthlib

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objgraph

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https://github.com/mgedmin/objgraph

COMPLETE

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0

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https://github.com/decalage2/olefile

COMPLETE

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1

openpyxl

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https://foss.heptapod.net/openpyxl/openpyxl

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182

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https://github.com/opentracing/opentracing-python

PARTIAL

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4

paramiko

types-paramiko

https://github.com/paramiko/paramiko

PARTIAL

-

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linux;win32

6

parsimonious

types-parsimonious

https://github.com/erikrose/parsimonious

COMPLETE

-

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4

passlib

types-passlib

https://foss.heptapod.net/python-libs/passlib

COMPLETE

-

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31

passpy

types-passpy

https://github.com/bfrascher/passpy

COMPLETE

-

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3

peewee

types-peewee

https://github.com/coleifer/peewee

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11

pep8-naming

types-pep8-naming

https://github.com/PyCQA/pep8-naming

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linux

2

pexpect

types-pexpect

https://github.com/pexpect/pexpect

COMPLETE

-

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linux

1

pika

types-pika-ts

https://github.com/pika/pika

COMPLETE

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7

polib

types-polib

https://github.com/izimobil/polib

COMPLETE

-

145

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0

portpicker

types-portpicker

https://github.com/google/python_portpicker

COMPLETE

-

16

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STRICT

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0

protobuf

types-protobuf

https://github.com/protocolbuffers/protobuf

PARTIAL

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11

psutil

types-psutil

https://github.com/giampaolo/psutil

COMPLETE

-

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darwin;linux;win32

14

psycopg2

types-psycopg2

https://github.com/psycopg/psycopg2

COMPLETE

-

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NOT_STRICT

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2

pyOpenSSL

types-pyOpenSSL

https://github.com/pyca/pyopenssl

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1

pyRFC3339

types-pyRFC3339

https://github.com/kurtraschke/pyRFC3339

COMPLETE

-

8

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STRICT

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linux

0

pyasn1

types-pyasn1

https://github.com/pyasn1/pyasn1

COMPLETE

-

1485

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NOT_STRICT

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linux

4

pyaudio

types-pyaudio

(unknown)

COMPLETE

-

165

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STRICT

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ERROR_ON_MISSING_STUB

darwin;linux

0

pycocotools

types-pycocotools

https://github.com/ppwwyyxx/cocoapi

COMPLETE

-

183

UP_TO_DATE

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STRICT

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linux

0

pycurl

types-pycurl

https://github.com/pycurl/pycurl

COMPLETE

-

706

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darwin;linux;win32

0

pyfarmhash

types-pyfarmhash

https://github.com/veelion/python-farmhash

COMPLETE

-

9

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STRICT

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linux

0

pyflakes

types-pyflakes

https://github.com/PyCQA/pyflakes

PARTIAL

-

434

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NOT_STRICT

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linux

24

pygit2

types-pygit2

https://github.com/libgit2/pygit2

COMPLETE

-

1935

OBSOLETE

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STRICT

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ERROR_ON_MISSING_STUB

darwin;linux;win32

8

pyinstaller

types-pyinstaller

https://github.com/pyinstaller/pyinstaller

COMPLETE

-

703

UP_TO_DATE

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STRICT

273 0 149 0 6 0 1 2 196 0 14 26 0 0

ERROR_ON_MISSING_STUB

linux

49

pyjks

types-pyjks

https://github.com/kurtbrose/pyjks

COMPLETE

-

377

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STRICT

132 0 59 0 0 0 0 0 73 0 0 31 0 0

ERROR_ON_MISSING_STUB

linux

38

pynput

types-pynput

https://github.com/moses-palmer/pynput

COMPLETE

-

324

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STRICT

82 0 71 0 0 0 11 0 122 1 0 24 2 0

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darwin;linux;win32

12

pyserial

types-pyserial

https://github.com/pyserial/pyserial

COMPLETE

-

1085

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STRICT

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ERROR_ON_MISSING_STUB

darwin;linux;win32

64

pysftp

types-pysftp

https://bitbucket.org/dundeemt/pysftp

COMPLETE

-

166

UP_TO_DATE

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STRICT

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linux

0

pytest-lazy-fixture

types-pytest-lazy-fixture

https://github.com/tvorog/pytest-lazy-fixture

COMPLETE

-

12

UP_TO_DATE

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STRICT

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linux

8

python-crontab

types-python-crontab

https://gitlab.com/doctormo/python-crontab

COMPLETE

-

329

UP_TO_DATE

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NOT_STRICT

176 2 147 4 1 0 17 0 72 1 1 18 0 1

ERROR_ON_MISSING_STUB

linux

2

python-datemath

types-python-datemath

https://github.com/nickmaccarthy/python-datemath

COMPLETE

-

16

OBSOLETE

UPLOADED

STRICT

16 0 4 0 0 1 0 0 0 0 0 1 0 0

MISSING_STUBS_IGNORED

linux

0

python-dateutil

types-python-dateutil

https://github.com/dateutil/dateutil

PARTIAL

-

440

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NOT_STRICT

172 65 112 42 5 0 0 0 89 0 4 30 0 0

MISSING_STUBS_IGNORED

linux

11

python-gflags

types-python-gflags

https://github.com/google/python-gflags

COMPLETE

-

251

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STRICT

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linux

1

python-http-client

types-python-http-client

https://github.com/sendgrid/python-http-client

COMPLETE

-

71

UP_TO_DATE

UPLOADED

NOT_STRICT

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linux

1

python-jenkins

types-python-jenkins

https://opendev.org/jjb/python-jenkins

COMPLETE

-

248

UP_TO_DATE

UPLOADED

STRICT

195 0 101 0 7 1 1 0 73 0 2 9 1 0

ERROR_ON_MISSING_STUB

linux

1

python-jose

types-python-jose

https://github.com/mpdavis/python-jose

COMPLETE

-

357

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NOT_STRICT

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linux

6

python-nmap

types-python-nmap

https://bitbucket.org/xael/python-nmap

COMPLETE

-

119

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STRICT

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linux

1

python-xlib

types-python-xlib

https://github.com/python-xlib/python-xlib

COMPLETE

-

5421

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STRICT

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linux

10

pytz

types-pytz

https://github.com/stub42/pytz

COMPLETE

-

133

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STRICT

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linux

4

pywin32

types-pywin32

https://github.com/mhammond/pywin32

COMPLETE

-

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NOT_STRICT

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win32

40

pyxdg

types-pyxdg

https://github.com/takluyver/pyxdg

COMPLETE

-

860

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NOT_STRICT

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ERROR_ON_MISSING_STUB

linux

2

qrbill

types-qrbill

https://github.com/claudep/swiss-qr-bill

COMPLETE

-

172

UP_TO_DATE

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STRICT

96 0 31 0 0 0 0 4 33 0 0 4 0 0

ERROR_ON_MISSING_STUB

linux

2

qrcode

types-qrcode

https://github.com/lincolnloop/python-qrcode

COMPLETE

-

650

UP_TO_DATE

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STRICT

280 0 151 0 0 0 21 8 151 0 0 42 0 0

ERROR_ON_MISSING_STUB

linux

11

redis

types-redis

https://github.com/redis/redis-py

PARTIAL

-

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NOT_STRICT

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linux

67

regex

types-regex

https://github.com/mrabarnett/mrab-regex

COMPLETE

-

750

UP_TO_DATE

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STRICT

431 0 114 0 0 0 25 16 4 0 0 7 0 0

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linux

13

reportlab

types-reportlab

https://github.com/MrBitBucket/reportlab-mirror

COMPLETE

-

7874

UP_TO_DATE

UPLOADED

NOT_STRICT

1917 2350 1514 1021 330 3 26 12 2743 6 1210 577 0 2

ERROR_ON_MISSING_STUB

linux

66

requests

types-requests

https://github.com/psf/requests

COMPLETE

Note: types-requests has required urllib3>=2 since v2.31.0.7. If you need to install types-requests into an environment that must also have urllib3<2 installed into it, you will have to use types-requests<2.31.0.7.

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linux

4

requests-oauthlib

types-requests-oauthlib

https://github.com/requests/requests-oauthlib

COMPLETE

-

268

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linux

0

retry

types-retry

https://github.com/invl/retry

COMPLETE

-

28

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STRICT

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linux

3

s2clientprotocol

types-s2clientprotocol

https://github.com/Blizzard/s2client-proto

COMPLETE

Partially generated using mypy-protobuf==3.6.0 and libprotoc 27.2 on s2client-proto 5.0.12.91115.0.

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STRICT

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linux

1

seaborn

types-seaborn

https://github.com/mwaskom/seaborn

COMPLETE

-

2587

UP_TO_DATE

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ENTIRELY_EXCLUDED

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ERROR_ON_MISSING_STUB

linux

5

setuptools

types-setuptools

https://github.com/pypa/setuptools

COMPLETE

If using setuptools >= 71.1 only for pkg_resources, you don't need types-setuptools since pkg_resources is now typed.

3592

UP_TO_DATE

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linux;win32

92

shapely

types-shapely

https://github.com/shapely/shapely

COMPLETE

-

2595

UP_TO_DATE

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ENTIRELY_EXCLUDED

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linux

3

simplejson

types-simplejson

https://github.com/simplejson/simplejson

COMPLETE

-

277

UP_TO_DATE

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STRICT

180 0 24 0 0 0 46 6 49 7 0 6 0 0

ERROR_ON_MISSING_STUB

linux

11

singledispatch

types-singledispatch

https://github.com/jaraco/singledispatch

COMPLETE

-

27

UP_TO_DATE

UPLOADED

STRICT

16 0 12 0 0 0 7 0 3 1 0 2 0 0

ERROR_ON_MISSING_STUB

linux

0

six

types-six

https://github.com/benjaminp/six

COMPLETE

-

335

UP_TO_DATE

UPLOADED

STRICT

69 0 38 0 0 0 8 6 13 0 0 3 0 0

ERROR_ON_MISSING_STUB

linux

22

slumber

types-slumber

https://github.com/samgiles/slumber

COMPLETE

-

74

UP_TO_DATE

UPLOADED

STRICT

43 0 25 0 0 0 11 5 9 0 0 15 0 0

ERROR_ON_MISSING_STUB

linux

2

stdlib

-

https://github.com/python/cpython

STDLIB

-

63792

STDLIB

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darwin;linux;win32

973

str2bool

types-str2bool

https://github.com/symonsoft/str2bool

COMPLETE

-

6

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STRICT

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linux

0

tabulate

types-tabulate

https://github.com/astanin/python-tabulate

COMPLETE

-

60

UP_TO_DATE

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STRICT

15 0 3 0 0 0 2 0 26 0 0 4 0 0

ERROR_ON_MISSING_STUB

linux

0

tensorflow

types-tensorflow

https://github.com/tensorflow/tensorflow

PARTIAL

Partially generated using mypy-protobuf==3.6.0 and libprotoc 27.2 on tensorflow==2.18.0.

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UP_TO_DATE

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NOT_STRICT

5346 8 2954 4 40 58 60 34 5431 5 9 920 1 0

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linux

51

toml

types-toml

https://github.com/uiri/toml

COMPLETE

-

136

UP_TO_DATE

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STRICT

71 0 41 0 0 0 21 5 14 2 0 14 2 0

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linux

4

toposort

types-toposort

https://gitlab.com/ericvsmith/toposort

COMPLETE

-

13

UP_TO_DATE

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STRICT

4 0 4 0 0 0 1 0 1 1 0 2 0 0

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linux

0

tqdm

types-tqdm

https://github.com/tqdm/tqdm

COMPLETE

-

1389

UP_TO_DATE

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NOT_STRICT

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ERROR_ON_MISSING_STUB

linux

1

translationstring

types-translationstring

https://github.com/Pylons/translationstring

COMPLETE

-

73

UP_TO_DATE

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STRICT

62 0 18 0 0 0 6 1 4 1 0 7 0 0

ERROR_ON_MISSING_STUB

linux

4

tree-sitter-languages

types-tree-sitter-languages

https://github.com/grantjenks/py-tree-sitter-languages

COMPLETE

-

9

UP_TO_DATE

UPLOADED

STRICT

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ERROR_ON_MISSING_STUB

linux

2

ttkthemes

types-ttkthemes

https://github.com/RedFantom/ttkthemes

COMPLETE

-

76

UP_TO_DATE

UPLOADED

NOT_STRICT

30 14 13 10 3 0 0 0 5 0 0 3 0 0

ERROR_ON_MISSING_STUB

linux

0

uWSGI

types-uWSGI

https://github.com/unbit/uwsgi

COMPLETE

Type hints for uWSGI's Python API. Note that this API is available only when running Python code inside a uWSGI process and some parts of the API are only present when corresponding configuration options have been enabled.

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UP_TO_DATE

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STRICT

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darwin;linux

9

ujson

types-ujson

https://github.com/ultrajson/ultrajson

COMPLETE

-

49

UP_TO_DATE

UPLOADED

STRICT

40 0 6 0 3 0 3 3 1 0 0 1 0 0

ERROR_ON_MISSING_STUB

linux

0

unidiff

types-unidiff

https://github.com/matiasb/python-unidiff

COMPLETE

-

144

UP_TO_DATE

UPLOADED

STRICT

34 0 32 0 0 0 0 0 38 0 0 6 0 0

ERROR_ON_MISSING_STUB

linux

6

untangle

types-untangle

https://github.com/stchris/untangle

COMPLETE

-

33

UP_TO_DATE

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STRICT

19 0 21 0 0 0 1 2 5 0 0 2 0 0

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linux

0

usersettings

types-usersettings

https://github.com/glvnst/usersettings

COMPLETE

-

12

UP_TO_DATE

UPLOADED

STRICT

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ERROR_ON_MISSING_STUB

linux

3

vobject

types-vobject

https://github.com/eventable/vobject

COMPLETE

-

535

UP_TO_DATE

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ERROR_ON_MISSING_STUB

linux

9

waitress

types-waitress

https://github.com/Pylons/waitress

COMPLETE

-

639

UP_TO_DATE

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STRICT

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ERROR_ON_MISSING_STUB

linux;win32

2

whatthepatch

types-whatthepatch

https://github.com/cscorley/whatthepatch

COMPLETE

-

101

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STRICT

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linux

0

workalendar

types-workalendar

https://github.com/workalendar/workalendar

COMPLETE

-

2918

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linux

5

wurlitzer

types-wurlitzer

https://github.com/minrk/wurlitzer

COMPLETE

-

130

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NOT_STRICT

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linux

0

xdgenvpy

types-xdgenvpy

https://gitlab.com/deliberist-group/xdgenvpy

COMPLETE

-

40

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STRICT

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linux

1

xmltodict

types-xmltodict

https://github.com/martinblech/xmltodict

COMPLETE

-

35

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linux

0

zstd

types-zstd

https://github.com/sergey-dryabzhinsky/python-zstd

COMPLETE

-

15

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linux

0

zxcvbn

types-zxcvbn

https://github.com/dwolfhub/zxcvbn-python

COMPLETE

-

164

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linux

1