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

Authlib

types-Authlib

https://github.com/lepture/authlib

PARTIAL

-

2627

OUT_OF_DATE

UPLOADED

NOT_STRICT

501 864 455 407 260 6 1 2 524 0 291 203 1 0

MISSING_STUBS_IGNORED

linux

32

Deprecated

types-Deprecated

https://github.com/tantale/deprecated

COMPLETE

-

67

UP_TO_DATE

UPLOADED

STRICT

34 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

COMPLETE

-

129

UP_TO_DATE

UPLOADED

STRICT

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

ERROR_ON_MISSING_STUB

linux

0

Flask-Migrate

types-Flask-Migrate

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

COMPLETE

-

128

UP_TO_DATE

UPLOADED

STRICT

86 0 23 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

-

256

UP_TO_DATE

UPLOADED

NOT_STRICT

140 34 37 15 17 1 2 0 21 2 3 11 0 0

ERROR_ON_MISSING_STUB

linux

4

JACK-Client

types-JACK-Client

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

COMPLETE

-

310

UP_TO_DATE

UPLOADED

STRICT

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

ERROR_ON_MISSING_STUB

darwin;linux

1

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

-

708

UP_TO_DATE

UPLOADED

NOT_STRICT

257 30 199 2 0 0 15 3 219 10 0 102 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

-

1308

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

-

850

UP_TO_DATE

UPLOADED

NOT_STRICT

117 156 109 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

-

1343

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

-

2205

UP_TO_DATE

UPLOADED

STRICT

793 0 606 0 0 0 80 13 250 15 0 136 1 0

ERROR_ON_MISSING_STUB

linux

99

aiofiles

types-aiofiles

https://github.com/Tinche/aiofiles

COMPLETE

-

735

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

SKIPPED

None

0

auth0-python

types-auth0-python

https://github.com/auth0/auth0-python

COMPLETE

-

1585

UP_TO_DATE

UPLOADED

NOT_STRICT

1118 13 366 119 142 294 0 0 156 0 92 62 0 0

ERROR_ON_MISSING_STUB

linux

3

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

OBSOLETE

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

-

1381

UP_TO_DATE

UPLOADED

NOT_STRICT

673 270 477 170 73 8 60 16 233 6 68 83 1 3

ERROR_ON_MISSING_STUB

linux

2

braintree

types-braintree

https://github.com/braintree/braintree_python

COMPLETE

-

3166

UP_TO_DATE

UPLOADED

NOT_STRICT

141 438 169 354 80 8 1 1 1562 0 139 289 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://github.com/python-cffi/cffi/

COMPLETE

-

842

UP_TO_DATE

UPLOADED

NOT_STRICT

345 202 238 86 10 1 33 8 252 0 75 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

-

38

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-log

types-click-log

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

COMPLETE

-

22

UP_TO_DATE

UPLOADED

STRICT

6 0 4 0 0 0 1 0 6 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

click-web

types-click-web

https://github.com/fredrik-corneliusson/click-web

COMPLETE

-

180

UP_TO_DATE

UPLOADED

NOT_STRICT

66 2 57 3 0 0 0 4 52 0 1 28 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

console-menu

types-console-menu

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

COMPLETE

-

736

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

SKIPPED

None

0

croniter

types-croniter

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

COMPLETE

-

357

UP_TO_DATE

UPLOADED

STRICT

164 0 42 0 0 0 1 0 48 0 0 9 0 0

ERROR_ON_MISSING_STUB

linux

0

dateparser

types-dateparser

https://github.com/scrapinghub/dateparser

COMPLETE

-

511

UP_TO_DATE

UPLOADED

NOT_STRICT

169 94 108 40 13 1 7 6 135 29 3 34 0 0

ERROR_ON_MISSING_STUB

linux

6

decorator

types-decorator

https://github.com/micheles/decorator

COMPLETE

-

67

UP_TO_DATE

UPLOADED

STRICT

40 0 13 0 0 0 21 6 16 3 0 2 0 0

ERROR_ON_MISSING_STUB

linux

5

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

dirhash

types-dirhash

https://github.com/andhus/dirhash-python

COMPLETE

-

88

UP_TO_DATE

UPLOADED

STRICT

39 0 13 0 0 0 0 1 12 0 0 3 0 0

ERROR_ON_MISSING_STUB

linux

0

django-import-export

types-django-import-export

https://github.com/django-import-export/django-import-export

COMPLETE

-

687

UP_TO_DATE

UPLOADED

STRICT

367 0 250 0 0 0 128 35 154 10 0 70 0 0

SKIPPED

None

0

docker

types-docker

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

COMPLETE

-

2406

UP_TO_DATE

UPLOADED

NOT_STRICT

1208 280 364 207 283 15 29 24 221 2 69 136 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

-

6

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

-

534

UP_TO_DATE

UPLOADED

STRICT

167 0 134 0 0 0 8 4 128 0 0 50 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

COMPLETE

-

277

UP_TO_DATE

UPLOADED

STRICT

130 0 119 0 0 2 1 3 99 0 1 13 0 0

ERROR_ON_MISSING_STUB

linux

35

flake8-builtins

types-flake8-builtins

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

COMPLETE

-

38

UP_TO_DATE

UPLOADED

STRICT

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

ERROR_ON_MISSING_STUB

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

-

3424

UP_TO_DATE

UPLOADED

NOT_STRICT

1056 615 625 194 79 8 9 4 710 13 164 214 1 1

ERROR_ON_MISSING_STUB

linux

6

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.

1117

NOT_ON_PYPI

UPLOADED

NOT_STRICT

323 25 336 18 2 22 3 1 373 0 17 107 0 0

ERROR_ON_MISSING_STUB

linux

47

geopandas

types-geopandas

https://github.com/geopandas/geopandas

COMPLETE

-

1787

UP_TO_DATE

UPLOADED

ENTIRELY_EXCLUDED

1002 68 402 7 38 5 34 10 30 6 0 19 0 0

ERROR_ON_MISSING_STUB

linux

15

gevent

types-gevent

https://github.com/gevent/gevent

COMPLETE

-

3158

OUT_OF_DATE

UPLOADED

STRICT

1366 0 836 0 5 0 65 21 367 26 0 210 2 0

ERROR_ON_MISSING_STUB

darwin;linux;win32

149

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

-

84

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

-

140

UP_TO_DATE

UPLOADED

STRICT_ON_SOME_FILES

78 4 65 3 0 0 13 10 21 2 1 16 0 0

ERROR_ON_MISSING_STUB

linux

8

hnswlib

types-hnswlib

https://github.com/nmslib/hnswlib

COMPLETE

-

60

UP_TO_DATE

UPLOADED

STRICT

32 0 26 0 0 0 1 0 3 0 1 1 0 0

ERROR_ON_MISSING_STUB

linux

1

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

-

267

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

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

-

346

UP_TO_DATE

UPLOADED

STRICT

168 0 70 0 0 0 0 2 202 0 0 4 0 0

ERROR_ON_MISSING_STUB

linux

0

icalendar

types-icalendar

https://github.com/collective/icalendar

COMPLETE

-

953

UP_TO_DATE

UPLOADED

NOT_STRICT

311 21 313 8 2 0 9 7 100 1 2 55 1 2

ERROR_ON_MISSING_STUB

linux

13

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

-

471

UP_TO_DATE

UPLOADED

NOT_STRICT

164 16 132 8 15 1 6 11 55 2 3 40 1 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

-

250

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

-

394

UP_TO_DATE

UPLOADED

STRICT

216 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

-

77

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

-

1272

UP_TO_DATE

UPLOADED

NOT_STRICT

35 64 40 76 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

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-

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0

nanoleafapi

types-nanoleafapi

https://github.com/MylesMor/nanoleafapi

COMPLETE

-

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1

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types-netaddr

https://github.com/drkjam/netaddr

COMPLETE

-

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2

netifaces

types-netifaces

https://github.com/al45tair/netifaces

COMPLETE

-

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STRICT

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33

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types-networkx

https://github.com/networkx/networkx

PARTIAL

-

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linux

22

oauthlib

types-oauthlib

https://github.com/oauthlib/oauthlib

PARTIAL

-

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NOT_STRICT

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linux

1

objgraph

types-objgraph

https://github.com/mgedmin/objgraph

COMPLETE

-

87

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STRICT

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linux

0

olefile

types-olefile

https://github.com/decalage2/olefile

COMPLETE

-

222

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STRICT

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linux

1

openpyxl

types-openpyxl

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

COMPLETE

-

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NOT_STRICT

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181

opentracing

types-opentracing

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

PARTIAL

-

331

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linux

4

paramiko

types-paramiko

https://github.com/paramiko/paramiko

PARTIAL

-

1845

UP_TO_DATE

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STRICT

774 0 642 0 3 0 20 9 545 14 3 124 2 0

MISSING_STUBS_IGNORED

linux;win32

6

parsimonious

types-parsimonious

https://github.com/erikrose/parsimonious

COMPLETE

-

187

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linux

4

passlib

types-passlib

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

COMPLETE

-

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NOT_STRICT

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linux

35

passpy

types-passpy

https://github.com/bfrascher/passpy

COMPLETE

-

47

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STRICT

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linux

3

peewee

types-peewee

https://github.com/coleifer/peewee

PARTIAL

-

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ERROR_ON_MISSING_STUB

linux

20

pep8-naming

types-pep8-naming

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

COMPLETE

-

137

UP_TO_DATE

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STRICT

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linux

0

pexpect

types-pexpect

https://github.com/pexpect/pexpect

COMPLETE

-

673

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NOT_STRICT

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linux

1

pika

types-pika-ts

https://github.com/pika/pika

COMPLETE

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ERROR_ON_MISSING_STUB

linux

7

polib

types-polib

https://github.com/izimobil/polib

COMPLETE

-

158

UP_TO_DATE

UPLOADED

STRICT

61 0 75 0 0 0 18 0 45 0 0 8 0 0

ERROR_ON_MISSING_STUB

linux

0

portpicker

types-portpicker

https://github.com/google/python_portpicker

COMPLETE

-

16

UP_TO_DATE

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STRICT

10 0 6 0 0 0 0 0 0 0 0 1 0 0

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linux

0

protobuf

types-protobuf

https://github.com/protocolbuffers/protobuf

PARTIAL

Partially generated using mypy-protobuf==3.6.0 and libprotoc 28.1 on protobuf v29.1 (python protobuf==5.29.1).

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NOT_STRICT

799 251 538 75 14 0 17 4 945 123 1 188 0 0

MISSING_STUBS_IGNORED

linux

11

psutil

types-psutil

https://github.com/giampaolo/psutil

COMPLETE

-

1640

UP_TO_DATE

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NOT_STRICT

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ERROR_ON_MISSING_STUB

darwin;linux;win32

12

psycopg2

types-psycopg2

https://github.com/psycopg/psycopg2

COMPLETE

-

1743

UP_TO_DATE

UPLOADED

NOT_STRICT

337 150 315 74 29 6 14 21 518 60 3 332 2 0

ERROR_ON_MISSING_STUB

linux

2

pyRFC3339

types-pyRFC3339

https://github.com/kurtraschke/pyRFC3339

COMPLETE

-

8

UP_TO_DATE

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STRICT

8 0 3 0 0 0 0 0 0 0 0 0 0 0

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linux

0

pyasn1

types-pyasn1

https://github.com/pyasn1/pyasn1

COMPLETE

-

1484

UP_TO_DATE

UPLOADED

NOT_STRICT

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linux

2

pyaudio

types-pyaudio

(unknown)

COMPLETE

-

165

UP_TO_DATE

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STRICT

51 0 37 0 0 0 0 0 72 0 0 3 0 0

ERROR_ON_MISSING_STUB

darwin;linux

0

pycocotools

types-pycocotools

https://github.com/ppwwyyxx/cocoapi

COMPLETE

-

162

UP_TO_DATE

UPLOADED

STRICT

51 0 35 0 0 0 0 1 70 0 0 12 0 0

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linux

0

pycurl

types-pycurl

https://github.com/pycurl/pycurl

COMPLETE

-

725

UP_TO_DATE

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NOT_STRICT

15 7 26 6 0 4 0 0 679 0 0 4 0 0

ERROR_ON_MISSING_STUB

darwin;linux;win32

0

pyfarmhash

types-pyfarmhash

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

COMPLETE

-

9

UP_TO_DATE

UPLOADED

STRICT

13 0 9 0 0 0 0 0 0 0 0 0 0 0

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linux

0

pyflakes

types-pyflakes

https://github.com/PyCQA/pyflakes

PARTIAL

-

438

UP_TO_DATE

UPLOADED

NOT_STRICT

294 41 206 2 4 1 0 2 76 1 31 75 0 0

MISSING_STUBS_IGNORED

linux

25

pygit2

types-pygit2

https://github.com/libgit2/pygit2

COMPLETE

-

1935

OBSOLETE

UPLOADED

STRICT

678 0 504 0 0 0 3 0 474 0 1 119 0 0

SKIPPED

None

8

pyinstaller

types-pyinstaller

https://github.com/pyinstaller/pyinstaller

COMPLETE

-

759

UP_TO_DATE

UPLOADED

STRICT

305 0 167 0 0 0 2 2 225 1 0 31 0 0

ERROR_ON_MISSING_STUB

linux

49

pyjks

types-pyjks

https://github.com/kurtbrose/pyjks

COMPLETE

-

377

UP_TO_DATE

UPLOADED

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

-

332

UP_TO_DATE

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STRICT

87 0 71 0 0 0 11 0 63 1 0 24 2 0

ERROR_ON_MISSING_STUB

darwin;linux;win32

12

pyperclip

types-pyperclip

https://github.com/asweigart/pyperclip

COMPLETE

-

18

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STRICT

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darwin;linux;win32

1

pyserial

types-pyserial

https://github.com/pyserial/pyserial

COMPLETE

-

1171

UP_TO_DATE

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STRICT

224 0 271 0 0 0 2 4 466 7 65 68 0 0

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

109 0 70 0 0 0 0 0 6 0 0 6 0 0

ERROR_ON_MISSING_STUB

linux

0

pytest-lazy-fixture

types-pytest-lazy-fixture

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

COMPLETE

-

12

UP_TO_DATE

UPLOADED

STRICT

5 0 5 0 0 0 0 1 1 0 0 1 0 0

ERROR_ON_MISSING_STUB

linux

8

python-crontab

types-python-crontab

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

COMPLETE

-

329

UP_TO_DATE

UPLOADED

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

-

432

UP_TO_DATE

UPLOADED

NOT_STRICT

169 65 109 42 5 0 0 0 89 0 4 30 0 0

MISSING_STUBS_IGNORED

linux

11

python-http-client

types-python-http-client

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

COMPLETE

-

71

UP_TO_DATE

UPLOADED

NOT_STRICT

8 3 8 4 0 0 0 0 12 0 0 14 0 0

ERROR_ON_MISSING_STUB

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

-

362

UP_TO_DATE

UPLOADED

NOT_STRICT

88 39 66 26 4 0 14 12 119 30 0 26 0 0

ERROR_ON_MISSING_STUB

linux

7

python-nmap

types-python-nmap

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

COMPLETE

-

119

UP_TO_DATE

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STRICT

44 0 44 0 0 0 0 0 31 0 0 14 1 0

ERROR_ON_MISSING_STUB

linux

1

python-xlib

types-python-xlib

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

COMPLETE

-

5421

UP_TO_DATE

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STRICT

1334 0 583 0 0 0 15 8 3519 5 0 425 0 0

ERROR_ON_MISSING_STUB

linux

10

pytz

types-pytz

https://github.com/stub42/pytz

COMPLETE

-

151

UP_TO_DATE

UPLOADED

STRICT

71 0 51 0 2 0 2 0 30 0 0 16 0 0

ERROR_ON_MISSING_STUB

linux

4

pywin32

types-pywin32

https://github.com/mhammond/pywin32

COMPLETE

-

39270

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NOT_STRICT

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ERROR_ON_MISSING_STUB

win32

40

pyxdg

types-pyxdg

https://github.com/takluyver/pyxdg

COMPLETE

-

860

UP_TO_DATE

UPLOADED

NOT_STRICT

511 1 297 0 2 0 0 0 165 0 1 31 0 0

ERROR_ON_MISSING_STUB

linux

2

qrbill

types-qrbill

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

COMPLETE

-

172

UP_TO_DATE

UPLOADED

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

UPLOADED

STRICT

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

ERROR_ON_MISSING_STUB

linux

11

regex

types-regex

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

COMPLETE

-

746

UP_TO_DATE

UPLOADED

STRICT

433 0 114 0 0 0 25 16 4 0 0 7 0 0

ERROR_ON_MISSING_STUB

linux

16

reportlab

types-reportlab

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

COMPLETE

-

8037

OUT_OF_DATE

UPLOADED

NOT_STRICT

1936 2355 1525 1024 336 6 26 12 2752 6 1212 580 0 3

ERROR_ON_MISSING_STUB

linux

71

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.

1033

UP_TO_DATE

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NOT_STRICT

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ERROR_ON_MISSING_STUB

linux

3

requests-oauthlib

types-requests-oauthlib

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

COMPLETE

-

271

UP_TO_DATE

UPLOADED

NOT_STRICT

117 20 45 4 51 3 2 0 25 1 7 13 0 0

ERROR_ON_MISSING_STUB

linux

0

retry

types-retry

https://github.com/invl/retry

COMPLETE

-

29

UP_TO_DATE

UPLOADED

STRICT

17 0 2 0 0 0 2 0 1 0 0 0 0 0

ERROR_ON_MISSING_STUB

linux

3

rfc3339-validator

types-rfc3339-validator

https://github.com/naimetti/rfc3339-validator

COMPLETE

-

8

UP_TO_DATE

UPLOADED

STRICT

1 0 1 0 0 0 0 0 5 0 0 0 0 0

ERROR_ON_MISSING_STUB

linux

0

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.

5029

UP_TO_DATE

UPLOADED

STRICT

856 0 676 0 0 0 0 0 1864 0 0 239 0 0

ERROR_ON_MISSING_STUB

linux

1

seaborn

types-seaborn

https://github.com/mwaskom/seaborn

COMPLETE

-

2587

UP_TO_DATE

UPLOADED

ENTIRELY_EXCLUDED

1451 25 358 2 34 7 156 18 282 13 24 100 1 0

ERROR_ON_MISSING_STUB

linux

5

setuptools

types-setuptools

https://github.com/pypa/setuptools

COMPLETE

Given that pkg_resources is typed since setuptools >= 71.1, it is no longer included with types-setuptools.

3028

UP_TO_DATE

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STRICT_ON_SOME_FILES

931 430 792 174 42 11 2 5 658 4 235 143 0 0

ERROR_ON_MISSING_STUB

linux;win32

76

shapely

types-shapely

https://github.com/shapely/shapely

COMPLETE

-

2796

UP_TO_DATE

UPLOADED

ENTIRELY_EXCLUDED

1518 424 735 1 0 0 14 15 157 0 1 42 0 0

ERROR_ON_MISSING_STUB

linux

3

simplejson

types-simplejson

https://github.com/simplejson/simplejson

COMPLETE

-

292

UP_TO_DATE

UPLOADED

STRICT

179 0 24 0 0 0 46 6 49 7 0 6 0 0

ERROR_ON_MISSING_STUB

linux

10

singledispatch

types-singledispatch

https://github.com/jaraco/singledispatch

COMPLETE

-

28

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

-

330

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

-

64536

STDLIB

NOT_CURRENTLY_UPLOADED

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ERROR_ON_MISSING_STUB

darwin;linux;win32

779

str2bool

types-str2bool

https://github.com/symonsoft/str2bool

COMPLETE

-

6

UP_TO_DATE

UPLOADED

STRICT

5 0 3 0 0 0 0 0 0 0 0 0 0 0

ERROR_ON_MISSING_STUB

linux

0

tabulate

types-tabulate

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

COMPLETE

-

61

UP_TO_DATE

UPLOADED

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.

25842

OUT_OF_DATE

UPLOADED

NOT_STRICT

5373 8 2962 4 40 58 60 34 5431 5 9 920 1 0

SKIPPED

None

51

toml

types-toml

https://github.com/uiri/toml

COMPLETE

-

136

UP_TO_DATE

UPLOADED

STRICT

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

ERROR_ON_MISSING_STUB

linux

4

toposort

types-toposort

https://gitlab.com/ericvsmith/toposort

COMPLETE

-

14

UP_TO_DATE

UPLOADED

STRICT

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

ERROR_ON_MISSING_STUB

linux

0

tqdm

types-tqdm

https://github.com/tqdm/tqdm

COMPLETE

-

1380

UP_TO_DATE

UPLOADED

NOT_STRICT

816 146 167 27 38 7 1 1 105 0 76 36 0 0

ERROR_ON_MISSING_STUB

linux

2

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

2 0 2 0 0 0 0 0 5 0 0 0 0 0

SKIPPED

None

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.

381

UP_TO_DATE

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STRICT

338 0 216 0 0 0 15 1 61 5 0 26 0 0

ERROR_ON_MISSING_STUB

darwin;linux

9

ujson

types-ujson

https://github.com/ultrajson/ultrajson

COMPLETE

-

49

UP_TO_DATE

UPLOADED

STRICT

40 0 6 0 0 0 6 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

UPLOADED

STRICT

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

ERROR_ON_MISSING_STUB

linux

0

usersettings

types-usersettings

https://github.com/glvnst/usersettings

COMPLETE

-

12

UP_TO_DATE

UPLOADED

STRICT

7 0 6 0 0 0 1 1 3 0 0 1 1 0

ERROR_ON_MISSING_STUB

linux

3

vobject

types-vobject

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

COMPLETE

-

533

UP_TO_DATE

UPLOADED

NOT_STRICT

108 183 76 102 20 2 4 1 174 1 80 51 0 0

ERROR_ON_MISSING_STUB

linux

9

waitress

types-waitress

https://github.com/Pylons/waitress

COMPLETE

-

639

UP_TO_DATE

UPLOADED

STRICT

196 0 198 0 0 0 2 0 244 0 0 38 0 0

ERROR_ON_MISSING_STUB

linux;win32

2

watchpoints

types-watchpoints

https://github.com/gaogaotiantian/watchpoints

COMPLETE

-

146

UP_TO_DATE

UPLOADED

STRICT

54 0 26 0 0 0 7 0 32 9 0 4 0 0

ERROR_ON_MISSING_STUB

linux

1

whatthepatch

types-whatthepatch

https://github.com/cscorley/whatthepatch

COMPLETE

-

102

UP_TO_DATE

UPLOADED

STRICT

32 0 25 0 0 0 0 0 54 0 0 9 0 0

ERROR_ON_MISSING_STUB

linux

0

workalendar

types-workalendar

https://github.com/workalendar/workalendar

COMPLETE

-

3284

UP_TO_DATE

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NOT_STRICT

44 399 22 355 23 4 0 0 1367 0 249 374 0 0

ERROR_ON_MISSING_STUB

linux

6

wurlitzer

types-wurlitzer

https://github.com/minrk/wurlitzer

COMPLETE

-

130

UP_TO_DATE

UPLOADED

NOT_STRICT

95 0 32 1 0 0 0 0 7 0 0 3 0 0

ERROR_ON_MISSING_STUB

linux

0

xdgenvpy

types-xdgenvpy

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

COMPLETE

-

40

UP_TO_DATE

UPLOADED

STRICT

1 0 23 0 0 0 0 0 0 0 0 3 0 0

ERROR_ON_MISSING_STUB

linux

1

xlrd

types-xlrd

https://github.com/python-excel/xlrd

COMPLETE

-

765

UP_TO_DATE

UPLOADED

STRICT

299 0 143 0 0 0 6 0 426 0 0 33 0 0

ERROR_ON_MISSING_STUB

linux

0

xmltodict

types-xmltodict

https://github.com/martinblech/xmltodict

COMPLETE

-

35

UP_TO_DATE

UPLOADED

STRICT

20 0 3 0 0 0 7 1 1 0 0 1 0 0

ERROR_ON_MISSING_STUB

linux

0

zstd

types-zstd

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

COMPLETE

-

25

UP_TO_DATE

UPLOADED

STRICT

5 0 14 0 0 0 0 0 0 0 0 1 0 0

ERROR_ON_MISSING_STUB

linux

0

zxcvbn

types-zxcvbn

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

COMPLETE

-

164

UP_TO_DATE

UPLOADED

STRICT

64 0 39 0 0 0 0 0 76 1 0 9 0 0

ERROR_ON_MISSING_STUB

linux

1