Tame the PyPI / Conda mapping chaos

[maresb]

I'm aware of three sources of truth for the correspondence between PyPI and Conda names.

1. Grayskull's config.yaml. Compact but maintained by hand and incomplete.
2. The so-called Grayskull PyPI mapping that's not actually used by Grayskull, but is used by conda-lock. This is complete, and uses some cool graph-theoretic heuristics to guess the best mapping. It's also possible to add an override in cases where the result is not as desired. (This might also be used by some parts of the conda-forge infrastructure.)
3. Prefix-dev's parselmouth. I am aware of its existence but I haven't yet had the chance to look at it in detail.

In order to reduce duplication, it would be nice to consolidate some of these, and especially to uniformize the edge cases. I'm very curious what @nichmor and @mariusvniekerk think.

[marcelotrevisani]

I am happy to unify it and have a final decision over it, that mapping for grayskull was created before all of those tools had that (I think) and it is being populated when necessary. But if there is something else better I am happy with that, I just don't want to add conda-lock as a dependency to grayskull. Maybe we can put that mapping somewhere else and create a virtual package with all the mapping? that should be interesting and conda-lock and grayskull can have a dependency in that package and we all going to have the same data.

[maresb]

I just don't want to add conda-lock as a dependency to grayskull.

Definitely! :joy:

For example, one sane option would be to simply vendor the particular lookup module from conda-lock. Indeed, I noticed that conda-lock's code to parse Poetry-style caret and tilde dependencies was broken, so I grabbed Grayskull's solution in https://github.com/conda/conda-lock/pull/679.

But maybe parselmouth is better, in which case we should figure out how to use that.

[BastianZim]

Just my 2 cents. I would recommend having a GitHub repo under an organisation that makes sense to host it, where a file is stored for everyone to download. That would have three advantages:

1. Can be downloaded quickly
2. Easy to add info, even if someone is not familiar with a particular tool as it would be tool agnostic (No need to learn a codebase of an app)
3. GitHub actions would allow us to create automated mappings without relying on a particular tool. If conda-lock is the best for now, use that. If parselmouth is better, switch over to that.

I'm just a big fan of separation because it has a smaller hurdle for onboarding and everyone can consume it.

[marcelotrevisani]

yeah, that is a good idea

[jakirkham]

cc @beckermr (who would know where the bot keeps this info as well)

[beckermr]

We supply the bot's mapping behind apis here in the conda-forge-metadata package: https://github.com/conda-forge/conda-forge-metadata/blob/main/conda_forge_metadata/autotick_bot/pypi_to_conda.py

The conda-forge-metadata package is distributed on conda-forge and pypi.

Use it if you like, but no pressure from me.

Even if you decide on something official, the bot's mapping will still be kept here as an api. It lives under the autotick_bot submodule and so should be able to peacefully coexist without confusion.

[bollwyvl]

I think it's relevant to have a look at https://github.com/conda/ceps/pull/63 ...

[maresb]

Let's have a quick contest between grayskull vs conda-lock vs parselmouth.

I'm going to take the top 5000 PyPI downloads from today and yesterday, as per BigQuery:

SELECT
  file.project AS package_name,
  COUNT(*) AS download_count
FROM `bigquery-public-data.pypi.file_downloads`
WHERE
  DATE(timestamp) BETWEEN DATE_SUB(CURRENT_DATE(), INTERVAL 1 DAY) AND CURRENT_DATE()
GROUP BY package_name
ORDER BY download_count DESC
LIMIT 5000

Query result as TSV

package_name	download_count
boto3	76135900
urllib3	33575348
botocore	29290039
requests	28949239
charset-normalizer	26487721
setuptools	26387082
certifi	26308749
idna	25901337
packaging	24444762
typing-extensions	24158687
python-dateutil	22880402
aiobotocore	22400750
grpcio-status	20739177
s3transfer	20306505
six	19989957
pyyaml	19434143
fsspec	17884215
s3fs	17290951
cryptography	16793924
numpy	16776330
cffi	14675918
pycparser	14154883
pydantic	14066660
wheel	13815254
importlib-metadata	13620599
attrs	13557764
pip	13393022
pandas	13162121
zipp	12676808
jmespath	12455108
google-api-core	12387357
click	12385481
rsa	12182955
markupsafe	12136952
pyasn1	11986146
platformdirs	11625429
protobuf	11557167
pytz	11272292
colorama	11236926
jinja2	10976346
tomli	10884294
pluggy	10174566
jsonschema	9732106
pyjwt	9529608
pydantic-core	9468715
pytest	9171847
virtualenv	9070492
wrapt	8983929
awscli	8959765
filelock	8947947
rich	8942333
googleapis-common-protos	8726986
cachetools	8701689
aiohttp	8591933
google-auth	8312028
iniconfig	8244415
pygments	7875188
pyparsing	7766817
psutil	7707945
sqlalchemy	7489811
pyasn1-modules	7486316
pyarrow	7458075
yarl	7368995
docutils	7279576
requests-oauthlib	7244962
exceptiongroup	7178436
tzdata	7052520
annotated-types	6970048
multidict	6929222
requests-toolbelt	6781574
oauthlib	6725718
greenlet	6483513
pillow	6369206
grpcio	6365527
soupsieve	6348553
scipy	6346727
isodate	6306329
distlib	6306220
frozenlist	6253084
werkzeug	6230938
decorator	6225963
beautifulsoup4	6120884
aiosignal	6052055
deprecated	6023185
pyopenssl	6020478
tomlkit	6015323
more-itertools	6005843
tqdm	5874872
anyio	5856211
pathspec	5776241
async-timeout	5568745
coverage	5553360
sniffio	5533006
httpx	5380663
h11	5378137
openpyxl	5354091
grpcio-tools	5350843
et-xmlfile	5271875
lxml	5092624
pynacl	5086743
httpcore	5039154
flask	5029630
jsonschema-specifications	5016307
proto-plus	4971278
rpds-py	4953735
msgpack	4914007
azure-core	4869377
python-dotenv	4856453
markdown-it-py	4833073
google-cloud-storage	4825887
websocket-client	4761567
ptyprocess	4730731
mypy-extensions	4721496
propcache	4697080
referencing	4694340
pexpect	4692819
opentelemetry-sdk	4674474
sortedcontainers	4658385
poetry-core	4636154
asn1crypto	4471692
aiohappyeyeballs	4455665
importlib-resources	4416487
mdurl	4389802
tenacity	4345597
gitpython	4303873
itsdangerous	4301788
chardet	4235487
bcrypt	4176644
trove-classifiers	4174641
psycopg2-binary	4110590
msal	4093945
google-cloud-core	4086290
dill	4067235
scikit-learn	4044267
smmap	4030109
gitdb	4000711
paramiko	3959157
wcwidth	3958610
shellingham	3955490
tabulate	3952686
google-resumable-media	3929643
matplotlib	3805960
regex	3784191
backoff	3738278
alembic	3708213
keyring	3671944
pytest-cov	3661926
networkx	3613130
build	3597886
pkginfo	3597090
poetry-plugin-export	3584761
pyproject-hooks	3584381
xmltodict	3577858
fastapi	3549345
blinker	3527331
opentelemetry-api	3497209
sqlparse	3476800
snowflake-connector-python	3469674
google-crc32c	3453044
threadpoolctl	3436900
ruamel-yaml	3392431
jaraco-classes	3349855
py	3347024
kiwisolver	3342415
portalocker	3333510
fastjsonschema	3328520
rapidfuzz	3259013
jeepney	3250504
google-cloud-bigquery	3243502
secretstorage	3239003
asgiref	3234256
gunicorn	3218038
prompt-toolkit	3162352
cycler	3126578
azure-storage-blob	3067683
msal-extensions	3066960
joblib	3042283
py4j	3039934
docker	3028835
mccabe	3003008
marshmallow	2948515
starlette	2929452
dnspython	2924501
fonttools	2900488
azure-identity	2889432
google-api-python-client	2880957
distro	2851199
google-auth-oauthlib	2846668
ipython	2821154
ruamel-yaml-clib	2809772
defusedxml	2799764
types-requests	2795108
toml	2786355
redis	2760719
babel	2715449
typedload	2705990
sentry-sdk	2682294
mako	2669694
argcomplete	2662640
cloudpickle	2658811
black	2651528
cachecontrol	2651109
awswrangler	2643011
pyrsistent	2625692
setuptools-scm	2614530
pycodestyle	2606568
huggingface-hub	2605582
uritemplate	2602814
isort	2591887
nest-asyncio	2589325
installer	2588843
traitlets	2559556
cython	2540080
pendulum	2521138
prometheus-client	2520607
tzlocal	2519978
opentelemetry-semantic-conventions	2506158
httplib2	2472012
openai	2471609
markdown	2461492
termcolor	2461469
poetry	2460159
pymysql	2456559
google-auth-httplib2	2454673
grpc-google-iam-v1	2437479
dulwich	2423626
uvicorn	2411920
crashtest	2390239
tornado	2386751
jedi	2384853
contourpy	2324040
transformers	2323285
parso	2273171
cleo	2263626
ply	2243247
matplotlib-inline	2239040
jsonpointer	2225643
msrest	2173246
websockets	2157931
debugpy	2142598
webencodings	2127198
scramp	2119576
azure-common	2113861
croniter	2113465
typer	2095845
pycryptodome	2087283
pycryptodomex	2074137
kubernetes	2070329
executing	2049808
asttokens	2049240
pyzmq	2047445
mypy	2047167
pyflakes	2044975
pygithub	2016976
orjson	2011158
stack-data	2003594
future	1983890
pure-eval	1942019
python-json-logger	1923474
requests-aws4auth	1919649
types-python-dateutil	1900204
retry	1894178
loguru	1867398
humanfriendly	1865680
multiprocess	1863618
pre-commit	1851062
flake8	1849004
ipykernel	1833498
nodeenv	1832049
opentelemetry-proto	1828888
arrow	1824533
typing-inspect	1811393
google-cloud-secret-manager	1797731
datadog	1783194
elasticsearch	1779878
python-slugify	1778186
grpcio-health-checking	1776767
redshift-connector	1774191
jupyter-core	1769637
pytzdata	1769547
pymongo	1754457
shapely	1735553
jupyter-client	1718982
pytest-mock	1716508
aioitertools	1712780
semver	1704895
astroid	1699707
lazy-object-proxy	1634623
torch	1629959
pytest-xdist	1627144
tokenizers	1624064
rfc3339-validator	1623127
identify	1610025
pytest-runner	1609487
jsonpatch	1604768
sympy	1602735
pg8000	1601487
bs4	1599768
cfgv	1595223
zope-interface	1584491
smart-open	1583722
pylint	1580941
setproctitle	1579676
hatchling	1576566
pysocks	1568016
nbconvert	1562555
pkgutil-resolve-name	1560818
opentelemetry-exporter-otlp-proto-http	1556467
ruff	1554414
mysql-connector-python	1540821
pyspark	1539341
google-pasta	1539272
aiofiles	1537353
apache-airflow	1535973
execnet	1530467
oscrypto	1513120
sphinx	1509895
comm	1508828
nbformat	1504826
toolz	1502337
jupyter-server	1499039
adal	1492238
slack-sdk	1491032
opentelemetry-exporter-otlp-proto-grpc	1484863
google-cloud-pubsub	1481644
typeguard	1470603
watchdog	1461924
jsonpath-ng	1461555
ordered-set	1460807
requests-file	1444857
text-unidecode	1429381
tinycss2	1425993
snowflake-sqlalchemy	1420290
mock	1419154
bleach	1417882
opensearch-py	1406166
cattrs	1392852
nbclient	1389987
mistune	1374036
imageio	1360364
sagemaker	1353549
notebook	1346346
colorlog	1344975
responses	1340405
mpmath	1337359
appdirs	1335878
xgboost	1328921
jupyterlab-server	1318989
email-validator	1317129
opentelemetry-exporter-otlp	1316995
xlsxwriter	1303196
hypothesis	1296370
xlrd	1287572
pyodbc	1285906
lz4	1283350
jupyterlab	1280713
pbr	1271849
mdit-py-plugins	1258547
tiktoken	1255252
pydantic-settings	1252095
google-cloud-aiplatform	1250549
aenum	1249767
argon2-cffi	1248017
schema	1245980
apache-airflow-providers-common-sql	1245153
graphql-core	1243938
db-dtypes	1231156
absl-py	1230431
sshtunnel	1230264
pytest-error-for-skips	1229513
flask-caching	1229489
pytest-asyncio	1223239
structlog	1212907
progressbar2	1212342
argon2-cffi-bindings	1203316
google-cloud-appengine-logging	1200045
python-multipart	1194800
dataclasses-json	1194146
simplejson	1183747
tb-nightly	1182925
json5	1179806
ipywidgets	1178265
overrides	1166486
azure-mgmt-core	1164167
uvloop	1157626
opentelemetry-exporter-otlp-proto-common	1154583
pandas-gbq	1148696
altair	1143660
tensorboard	1136937
databricks-sql-connector	1127463
httptools	1126958
jaraco-functools	1123773
jupyterlab-pygments	1121432
google-cloud-resource-manager	1120832
widgetsnbextension	1120655
google-cloud-logging	1119934
tox	1119854
pandocfilters	1117909
inflection	1116086
azure-datalake-store	1114161
jupyterlab-widgets	1113948
antlr4-python3-runtime	1113065
azure-storage-file-datalake	1104089
python-utils	1098200
coloredlogs	1097979
send2trash	1097351
selenium	1091489
pathos	1086762
watchfiles	1084347
pyathena	1072548
faker	1072396
sentencepiece	1072302
langchain-core	1072218
hvac	1069934
jiter	1067019
h5py	1061205
webcolors	1058870
pox	1056229
types-pyyaml	1054868
ppft	1052462
django	1045574
gcsfs	1044225
flatbuffers	1042580
docstring-parser	1041090
time-machine	1031057
azure-mgmt-resource	1030305
prettytable	1029296
jaraco-context	1029014
snowballstemmer	1028421
flask-wtf	1028174
terminado	1024417
fqdn	1021424
aws-requests-auth	1020848
plotly	1018260
notebook-shim	1016653
msrestazure	1015152
uri-template	1012976
google-cloud-bigquery-storage	1010140
isoduration	1009669
smdebug-rulesconfig	1007976
nltk	1005830
click-plugins	995495
click-man	995243
rfc3986-validator	988487
jupyter-events	983751
seaborn	975632
docker-pycreds	974936
lockfile	971380
asynctest	967442
tensorflow	958233
langchain	957165
monotonic	956535
oauth2client	955433
wsproto	947594
safetensors	946938
trio	942409
great-expectations	940544
async-lru	939430
wandb	938365
numba	933355
html5lib	929948
pydeequ	928537
dataclasses	927978
jupyter-server-terminals	926607
durationpy	920715
scikit-image	918286
uv	917922
datasets	915317
llvmlite	908594
databricks-sdk	907089
entrypoints	905203
azure-mgmt-storage	901512
deepdiff	895946
linkify-it-py	891375
rfc3986	890906
gast	888360
azure-cli	884203
opentelemetry-instrumentation	882342
azure-keyvault-secrets	879784
jupyter-lsp	878749
psycopg2	873075
statsmodels	871990
confluent-kafka	871209
thrift	869508
universal-pathlib	865181
triton	865067
zeep	862730
pydata-google-auth	860877
dbt-core	859106
rich-argparse	854929
deprecation	854440
imbalanced-learn	853932
nvidia-nccl-cu12	851871
google-cloud-audit-log	850136
gremlinpython	844200
outcome	843641
alabaster	842285
mlflow	833632
authlib	832195
tblib	828927
amqp	827971
gevent	826256
azure-cosmos	825489
cached-property	823238
imagesize	823129
azure-mgmt-containerregistry	822540
xxhash	812909
sphinxcontrib-serializinghtml	808785
semantic-version	808634
torchvision	808398
invoke	806181
freezegun	804836
azure-mgmt-cosmosdb	803206
sphinxcontrib-htmlhelp	802971
ujson	798444
opencv-python	797661
flask-appbuilder	796621
looker-sdk	795537
sphinxcontrib-applehelp	794739
kombu	793734
sphinxcontrib-qthelp	793581
retrying	793471
moto	787614
pymssql	786977
sphinxcontrib-devhelp	786467
azure-nspkg	783469
google-cloud-dataproc	783142
patsy	783134
marshmallow-oneofschema	780732
graphviz	778578
libcst	770107
azure-storage-common	762437
google-re2	760528
brotli	759978
azure-keyvault-keys	759915
pickleshare	757430
argparse	753331
mypy-boto3-s3	753233
nvidia-cublas-cu12	752937
nvidia-cudnn-cu12	751897
pywavelets	750996
delta-spark	750652
vine	749877
applicationinsights	748587
celery	748515
flask-session	747523
sphinxcontrib-jsmath	743360
fastavro	740100
kafka-python	739183
tensorboard-data-server	737744
mlflow-skinny	737028
python-daemon	736519
backports-tarfile	733727
trio-websocket	732666
editables	732218
google-cloud-monitoring	731794
nvidia-cuda-runtime-cu12	731257
billiard	730325
nvidia-cuda-cupti-cu12	730047
nvidia-cusparse-cu12	729987
nvidia-cufft-cu12	729622
google-cloud-kms	729329
nvidia-cuda-nvrtc-cu12	728627
google-cloud-vision	726339
nvidia-nvjitlink-cu12	726325
apispec	725899
azure-keyvault	725141
keras	725104
connexion	724962
nvidia-curand-cu12	724699
unidecode	722845
flask-login	722582
zstandard	720899
google-cloud-spanner	719840
backcall	719107
google-cloud-firestore	718689
nvidia-nvtx-cu12	717026
jsondiff	716412
types-protobuf	715953
nvidia-cusolver-cu12	713504
zope-event	711666
langsmith	710178
simple-salesforce	708856
databricks-cli	708759
azure-graphrbac	706749
azure-mgmt-containerinstance	704847
azure-batch	704694
pywin32	702731
google-cloud-dlp	702658
pyroaring	698782
flask-cors	693815
google-cloud-container	692535
ddtrace	691571
pipenv	691256
boto3-stubs	689378
google-ads	689267
apache-airflow-providers-snowflake	688905
opt-einsum	686831
flask-sqlalchemy	686143
google-cloud-bigquery-datatransfer	684761
sqlalchemy-utils	683740
wtforms	683162
google-cloud-tasks	682866
graphene	681897
google-cloud-bigtable	680009
docopt	679688
azure-mgmt-compute	675647
azure-mgmt-authorization	674706
google-cloud-datacatalog	674209
pyproject-api	672795
pip-tools	672150
apache-airflow-providers-ssh	671972
botocore-stubs	670633
astunparse	670472
pytimeparse	668800
azure-mgmt-keyvault	668398
ijson	666487
cachelib	666478
opentelemetry-util-http	665680
tensorflow-estimator	665139
pytest-metadata	662131
azure-mgmt-network	658301
ecdsa	657269
apache-airflow-providers-cncf-kubernetes	656650
graphql-relay	654131
types-pytz	653224
azure-mgmt-msi	647527
hpack	647467
dask	642188
humanize	642125
scp	642056
apache-airflow-providers-google	639925
watchtower	638838
backports-zoneinfo	638522
langchain-community	637792
click-repl	637555
pathlib2	635735
h2	633933
click-didyoumean	633086
google-cloud-build	632957
hyperframe	632882
ninja	632874
google-cloud-language	629597
types-awscrt	629471
azure-mgmt-recoveryservices	627707
gsutil	627372
fabric	627126
google-cloud-workflows	626753
pybind11	623747
google-cloud-videointelligence	622592
analytics-python	622270
google-cloud-redis	621505
azure-data-tables	621291
google-cloud-automl	620183
makefun	619615
configupdater	619472
azure-mgmt-signalr	616920
azure-mgmt-monitor	616738
awscrt	615279
jira	614871
apache-airflow-providers-databricks	613384
sqlalchemy-bigquery	612303
types-setuptools	612077
azure-mgmt-sql	611624
google-cloud-dataplex	611378
google-cloud-os-login	611216
azure-mgmt-servicebus	609162
azure-mgmt-web	607930
cfn-lint	607865
mypy-boto3-rds	607290
google-cloud-translate	607223
azure-mgmt-containerservice	605197
google-cloud-memcache	604590
jsonpickle	604255
omegaconf	602590
azure-mgmt-datalake-store	602259
azure-mgmt-redis	600993
spacy	600767
agate	598812
sh	598443
gspread	597305
apache-airflow-providers-mysql	596634
configparser	594649
mysqlclient	593267
parameterized	593259
azure-synapse-artifacts	592204
azure-mgmt-rdbms	588644
azure-mgmt-dns	587537
azure-mgmt-nspkg	586210
google-cloud-orchestration-airflow	585481
types-s3transfer	585381
azure-mgmt-advisor	583901
google-cloud-dataproc-metastore	582816
azure-mgmt-eventhub	582243
mashumaro	581649
google-cloud-compute	581403
psycopg	581361
pytest-rerunfailures	581313
knack	580446
azure-cli-core	580306
google-cloud-speech	578669
gcloud-aio-storage	578617
gcloud-aio-auth	578327
azure-mgmt-batch	577422
azure-mgmt-managementgroups	576747
azure-mgmt-loganalytics	576076
azure-mgmt-cdn	575636
azure-mgmt-cognitiveservices	575396
azure-mgmt-datalake-nspkg	573272
azure-mgmt-search	573227
azure-mgmt-trafficmanager	572913
azure-mgmt-recoveryservicesbackup	572904
azure-mgmt-iothub	572686
google-cloud-dataform	572590
azure-mgmt-marketplaceordering	572152
azure-mgmt-devtestlabs	571123
python-gitlab	570580
azure-mgmt-eventgrid	570525
google-cloud-texttospeech	570312
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pex	137592
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azure-monitor-opentelemetry-exporter	135902
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zict	133406
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aws-cdk-integ-tests-alpha	128527
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av	128221
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soxr	123977
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apache-airflow-providers-microsoft-azure	52889
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pfzy	52706
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akshare	52285
radon	52254
pyannote-database	52228
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phik	51563
pybtex	51519
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pyglove	22028
nvidia-cuda-nvcc-cu12	22024
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python-lsp-server	21311
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azure-eventhub-checkpointstoreblob-aio	21009
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opentelemetry-instrumentation-asyncio	19807
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opentelemetry-instrumentation-threading	18330
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python-novaclient	18286
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django-multiselectfield	18017
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aws-cdk-aws-sqs	18002
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robotframework-robocop	17981
pyproject-flake8	17979
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trafaret	17952
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doc8	17944
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pockets	17914
fernet	17901
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nr-stream	17879
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types-aiobotocore-cloudformation	17842
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pyfarmhash	17746
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cdk-gitlab-runner	17688
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aimmo	17681
aws-cdk-aws-secretsmanager	17677
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mypy-boto3-cognito-identity	17672
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docusign-esign	17661
nr-util	17653
jupyter-contrib-core	17649
banal	17648
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python-mimeparse	15811
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qiskit-aer	15765
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ttp	15706
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serial	15573
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prov	15538
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aws-cdk-aws-sns-subscriptions	15215
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trufflehog	15183
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ert	14299
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uri	14021
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portion	13832
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opentelemetry-instrumentation-tornado	13556
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bert-score	13435
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python-logstash-async	13354
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mypy-boto3-devicefarm	13344
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weread2notionpro	13327
mypy-boto3-greengrass	13320
mypy-boto3-snowball	13306
etelemetry	13305
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mypy-boto3-sms-voice	13297
mypy-boto3-mediatailor	13288
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mypy-boto3-gamelift	13253
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mypy-boto3-mediastore-data	13228
mypy-boto3-sms	13226
markdown-include	13226
python-status	13224
certvalidator	13223
mypy-boto3-mediapackage-vod	13220
mypy-boto3-codeartifact	13218
mypy-boto3-connectparticipant	13212
mypy-boto3-frauddetector	13211
oic	13209
apache-airflow-providers-presto	13208
rejson	13208
pyjson5	13199
pyclothoids	13183
reverse-geocoder	13182
mypy-boto3-datapipeline	13180
aws-cdk-aws-kinesis	13167
mypy-boto3-accessanalyzer	13161
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mypy-boto3-marketplace-entitlement	13154
pyarmor-cli-core	13143
mypy-boto3-mediapackage	13136
mypy-boto3-iotsecuretunneling	13134
whichcraft	13124
mypy-boto3-budgets	13123
sanitize-filename	13110
python-subunit	13104
mypy-boto3-sdb	13099
mypy-boto3-elastic-inference	13094
iteration-utilities	13093
dragonfly-energy	13092
flask-session2	13090
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linear-operator	13080
django-pgtrigger	13077
mypy-boto3-chime	13077
rook	13073
mxnet-mkl	13073
pydotplus	13071
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pylint-gitlab	13053
mypy-boto3-detective	13051
click-configfile	13046
compressed-tensors	13040
awkward0	13029
fugue-sql-antlr	13025
pyhdb	13018
pandas-flavor	13014
mypy-boto3-s3control	13013
pyvo	13012
adbc-driver-manager	13010
click-shell	13009
versioningit	13008
nbdime	13004
tldrwl	13004
scenedetect	12996
pyspark-stubs	12996
aws-cdk-aws-cloudfront	12990
scrubadub	12986
conllu	12970
slack	12970
mypy-boto3-rds-data	12969
filesplit	12964
rstcheck-core	12957
dramatiq	12953
uproot3	12943
uproot3-methods	12936
mdutils	12934
finlab	12926
fast-curator	12919
mypy-boto3-workspaces	12916
pysnooper	12912
mypy-boto3-medialive	12909
sccache	12902
cobble	12901
aws-cdk-aws-elasticloadbalancing	12899
postmarker	12895
mypy-boto3-application-insights	12894
treelite-runtime	12889
table-logger	12886
pytensor	12885
djoser	12884
qds-sdk	12882
django-recaptcha	12875
neptune	12862
assemblyline-service-client	12861
mo-future	12860
pulp-cli	12857
apache-airflow-providers-apache-beam	12856
mypy-boto3-codedeploy	12853
arize-phoenix	12851
h3-pyspark	12847
breadability	12846
optimizely-sdk	12843
python-quickbooks	12836
apache-airflow-providers-grpc	12835
aws-cdk-aws-autoscaling-hooktargets	12834
whatthepatch	12831
ragged-buffer	12829
keplergl	12829
sparkaid	12828
mypy-boto3-migrationhub-config	12827
bioregistry	12823
tortoise-orm	12816
types-enum34	12812
crhelper	12812
alibabacloud-tea-openapi	12811
kedro-viz	12798
flask-redis	12790
pymc	12790
scylla-driver	12787
deepface	12782
python-jsonschema-objects	12777
urllib3-mock	12771
mypy-boto3-appsync	12759
cdk-ecr-deployment	12758
strsimpy	12753
unleashclient	12753
mail-parser	12749
mkdocs-mermaid2-plugin	12747
astronomer-providers	12742
mypy-boto3-appstream	12737
mypy-boto3-swf	12733
amundsen-common	12731
dataset	12726
latex2mathml	12711
mypy-boto3-iotanalytics	12692
favicon	12683
zipcodes	12676
sqlakeyset	12668
mypy-boto3-appmesh	12665
injectool	12659
flake8-return	12659
cx-freeze	12659
flake8-deprecated	12655
timeago	12652
python-etcd	12652
pyfcm	12651
mypy-boto3-kinesisanalytics	12650
stanza	12633

import pandas as pd


df = pd.read_csv("top-packages.tsv", sep="\t")
print(df)

                     package_name  download_count
0                           boto3        76135900
1                         urllib3        33575348
2                        botocore        29290039
3                        requests        28949239
4              charset-normalizer        26487721
...                           ...             ...
4995                      timeago           12652
4996                  python-etcd           12652
4997                        pyfcm           12651
4998  mypy-boto3-kinesisanalytics           12650
4999                       stanza           12633

[5000 rows x 2 columns]

Let's start with parselmouth since that's interesting. As far as I can tell, it only goes in the conda-forge → pypi direction. Thus I have to invert the mapping. Of course it's not one-to-one, so the inverse is set-valued. This is unsuitable for our purposes since we actually need a "best match". (There's a lot of work in the non-Grayskull "Grayskull mapping" towards this end.) Rather than disqualifying it outright, I'm going to keep in in, and generously give it credit as long as the "best" result is in the inverse set. (Effectively I'm granting it a perfect solution to the "best match" problem.)

import json

from collections import defaultdict

import requests


parselmouth_url = "https://raw.githubusercontent.com/prefix-dev/parselmouth/refs/heads/main/files/compressed_mapping.json"
parselmouth_inv = json.loads(requests.get(parselmouth_url).content)
parselmouth = defaultdict(set)
for k, v in parselmouth_inv.items():
    parselmouth[v].add(k)
parselmouth_result = [parselmouth[n] for n in df.package_name]

Conda-lock is pretty straightforward:

from conda_lock.lookup import DEFAULT_MAPPING_URL, pypi_name_to_conda_name


conda_lock_result = [pypi_name_to_conda_name(n) for n in df.package_name]

[maresb]

Grayskull was pretty messy to figure out since the logic is stretched between multiple places, but I eventually came up with

from grayskull.strategy.pypi import (
    Configuration,
    merge_requires_dist,
    normalize_requirements_list,
)


merged = merge_requires_dist(dict(requires_dist=list(df.package_name)), {})
grayskull_result = normalize_requirements_list(
    merged, Configuration(name="dummy-package", version="0.0.0", is_strict_cf=True)
)

Computing merged took about an hour since it makes guesses and then queries anaconda.org to check if the package exists.

merged

["boto3", "urllib3", "botocore", "requests", "charset-normalizer", "setuptools", "certifi", "idna", "packaging", "typing-extensions", "python-dateutil", "aiobotocore", "grpcio-status", "s3transfer", "six", "pyyaml", "fsspec", "s3fs", "cryptography", "numpy", "cffi", "pycparser", "pydantic", "wheel", "importlib-metadata", "attrs", "pip", "pandas", "zipp", "jmespath", "google-api-core", "click", "rsa", "markupsafe", "pyasn1", "platformdirs", "protobuf", "pytz", "colorama", "jinja2", "tomli", "pluggy", "jsonschema", "pyjwt", "pydantic-core", "pytest", "virtualenv", "wrapt", "awscli", "filelock", "rich", "googleapis-common-protos", "cachetools", "aiohttp", "google-auth", "iniconfig", "pygments", "pyparsing", "psutil", "sqlalchemy", "pyasn1-modules", "pyarrow", "yarl", "docutils", "requests-oauthlib", "exceptiongroup", "tzdata", "annotated-types", "multidict", "requests-toolbelt", "oauthlib", "greenlet", "pillow", "grpcio", "soupsieve", "scipy", "isodate", "distlib", "frozenlist", "werkzeug", "decorator", "beautifulsoup4", "aiosignal", "deprecated", "pyopenssl", "tomlkit", "more-itertools", "tqdm", "anyio", "pathspec", "async-timeout", "coverage", "sniffio", "httpx", "h11", "openpyxl", "grpcio-tools", "et-xmlfile", "lxml", "pynacl", "httpcore", "flask", "jsonschema-specifications", "proto-plus", "rpds-py", "msgpack", "azure-core", "python-dotenv", "markdown-it-py", "google-cloud-storage", "websocket-client", "ptyprocess", "mypy_extensions", "propcache", "referencing", "pexpect", "opentelemetry-sdk", "sortedcontainers", "poetry-core", "asn1crypto", "aiohappyeyeballs", "importlib-resources", "mdurl", "tenacity", "gitpython", "itsdangerous", "chardet", "bcrypt", "trove-classifiers", "psycopg2-binary", "msal", "google-cloud-core", "dill", "scikit-learn", "smmap", "gitdb", "paramiko", "wcwidth", "shellingham", "tabulate", "google-resumable-media", "matplotlib", "regex", "backoff", "alembic", "keyring", "pytest-cov", "networkx", "build", "pkginfo", "poetry-plugin-export", "pyproject_hooks", "xmltodict", "fastapi", "blinker", "opentelemetry-api", "sqlparse", "snowflake-connector-python", "google-crc32c", "threadpoolctl", "ruamel_yaml", "jaraco-classes", "py", "kiwisolver", "portalocker", "fastjsonschema", "rapidfuzz", "jeepney", "google-cloud-bigquery", "secretstorage", "asgiref", "gunicorn", "prompt-toolkit", "cycler", "azure-storage-blob", "msal_extensions", "joblib", "py4j", "docker", "mccabe", "marshmallow", "starlette", "dnspython", "fonttools", "azure-identity", "google-api-python-client", "distro", "google-auth-oauthlib", "ipython", "ruamel-yaml-clib", "defusedxml", "types-requests", "toml", "redis", "babel", "typedload", "sentry-sdk", "mako", "argcomplete", "cloudpickle", "black", "cachecontrol", "awswrangler", "pyrsistent", "setuptools-scm", "pycodestyle", "huggingface_hub", "uritemplate", "isort", "nest-asyncio", "installer", "traitlets", "cython", "pendulum", "prometheus_client", "tzlocal", "opentelemetry-semantic-conventions", "httplib2", "openai", "markdown", "termcolor", "poetry", "pymysql", "google-auth-httplib2", "grpc-google-iam-v1", "dulwich", "uvicorn", "crashtest", "tornado", "jedi", "contourpy", "transformers", "parso", "cleo", "ply", "matplotlib-inline", "jsonpointer", "msrest", "websockets", "debugpy", "webencodings", "scramp", "azure-common", "croniter", "typer", "pycryptodome", "pycryptodomex", "kubernetes", "executing", "asttokens", "pyzmq", "mypy", "pyflakes", "pygithub", "orjson", "stack_data", "future", "pure_eval", "python-json-logger", "requests-aws4auth", "types-python-dateutil", "retry", "loguru", "humanfriendly", "multiprocess", "pre-commit", "flake8", "ipykernel", "nodeenv", "opentelemetry-proto", "arrow", "typing_inspect", "google-cloud-secret-manager", "datadog", "elasticsearch", "python-slugify", "grpcio-health-checking", "redshift_connector", "jupyter_core", "pytzdata", "pymongo", "shapely", "jupyter_client", "pytest-mock", "aioitertools", "semver", "astroid", "lazy-object-proxy", "torch", "pytest-xdist", "tokenizers", "rfc3339-validator", "identify", "pytest-runner", "jsonpatch", "sympy", "pg8000", "bs4", "cfgv", "zope-interface", "smart-open", "pylint", "setproctitle", "hatchling", "pysocks", "nbconvert", "pkgutil-resolve-name", "opentelemetry-exporter-otlp-proto-http", "ruff", "mysql-connector-python", "pyspark", "google-pasta", "aiofiles", "apache-airflow", "execnet", "oscrypto", "sphinx", "comm", "nbformat", "toolz", "jupyter_server", "adal", "slack-sdk", "opentelemetry-exporter-otlp-proto-grpc", "google-cloud-pubsub", "typeguard", "watchdog", "jsonpath-ng", "ordered-set", "requests-file", "text-unidecode", "tinycss2", "snowflake-sqlalchemy", "mock", "bleach", "opensearch-py", "cattrs", "nbclient", "mistune", "imageio", "sagemaker", "notebook", "colorlog", "responses", "mpmath", "appdirs", "xgboost", "jupyterlab_server", "email-validator", "opentelemetry-exporter-otlp", "xlsxwriter", "hypothesis", "xlrd", "pyodbc", "lz4", "jupyterlab", "pbr", "mdit-py-plugins", "tiktoken", "pydantic-settings", "google-cloud-aiplatform", "aenum", "argon2-cffi", "schema", "apache-airflow-providers-common-sql", "graphql-core", "db-dtypes", "absl-py", "sshtunnel", "pytest-error-for-skips", "flask-caching", "pytest-asyncio", "structlog", "progressbar2", "argon2-cffi-bindings", "google-cloud-appengine-logging", "python-multipart", "dataclasses-json", "simplejson", "tb-nightly", "json5", "ipywidgets", "overrides", "azure-mgmt-core", "uvloop", "opentelemetry-exporter-otlp-proto-common", "pandas-gbq", "altair", "tensorboard", "databricks-sql-connector", "httptools", "jaraco-functools", "jupyterlab_pygments", "google-cloud-resource-manager", "widgetsnbextension", "google-cloud-logging", "tox", "pandocfilters", "inflection", "azure-datalake-store", "jupyterlab_widgets", "antlr4-python3-runtime", "azure-storage-file-datalake", "python-utils", "coloredlogs", "send2trash", "selenium", "pathos", "watchfiles", "pyathena", "faker", "sentencepiece", "langchain-core", "hvac", "jiter", "h5py", "webcolors", "pox", "types-pyyaml", "ppft", "django", "gcsfs", "flatbuffers", "docstring_parser", "time-machine", "azure-mgmt-resource", "prettytable", "jaraco-context", "snowballstemmer", "flask-wtf", "terminado", "fqdn", "aws-requests-auth", "plotly", "notebook-shim", "msrestazure", "uri-template", "google-cloud-bigquery-storage", "isoduration", "smdebug-rulesconfig", "nltk", "click-plugins", "click-man", "rfc3986-validator", "jupyter_events", "seaborn", "docker-pycreds", "lockfile", "asynctest", "tensorflow", "langchain", "monotonic", "oauth2client", "wsproto", "safetensors", "trio", "great-expectations", "async-lru", "wandb", "numba", "html5lib", "pydeequ", "dataclasses", "jupyter_server_terminals", "durationpy", "scikit-image", "uv", "datasets", "llvmlite", "databricks-sdk", "entrypoints", "azure-mgmt-storage", "deepdiff", "linkify-it-py", "rfc3986", "gast", "azure-cli", "opentelemetry-instrumentation", "azure-keyvault-secrets", "jupyter-lsp", "psycopg2", "statsmodels", "confluent-kafka", "thrift", "universal_pathlib", "triton", "zeep", "pydata-google-auth", "dbt-core", "rich-argparse", "deprecation", "imbalanced-learn", "nvidia-nccl-cu12", "google-cloud-audit-log", "gremlinpython", "outcome", "alabaster", "mlflow", "authlib", "tblib", "amqp", "gevent", "azure-cosmos", "cached-property", "imagesize", "azure-mgmt-containerregistry", "xxhash", "sphinxcontrib-serializinghtml", "semantic_version", "torchvision", "invoke", "freezegun", "azure-mgmt-cosmosdb", "sphinxcontrib-htmlhelp", "ujson", "opencv-python", "flask-appbuilder", "looker-sdk", "sphinxcontrib-applehelp", "kombu", "sphinxcontrib-qthelp", "retrying", "moto", "pymssql", "sphinxcontrib-devhelp", "azure-nspkg", "google-cloud-dataproc", "patsy", "marshmallow-oneofschema", "graphviz", "libcst", "azure-storage-common", "google-re2", "brotli", "azure-keyvault-keys", "pickleshare", "argparse", "mypy-boto3-s3", "nvidia-cublas-cu12", "nvidia-cudnn-cu12", "pywavelets", "delta-spark", "vine", "applicationinsights", "celery", "flask-session", "sphinxcontrib-jsmath", "fastavro", "kafka-python", "tensorboard-data-server", "mlflow-skinny", "python-daemon", "backports-tarfile", "trio-websocket", "editables", "google-cloud-monitoring", "nvidia-cuda-runtime-cu12", "billiard", "nvidia-cuda-cupti-cu12", "nvidia-cusparse-cu12", "nvidia-cufft-cu12", "google-cloud-kms", "nvidia-cuda-nvrtc-cu12", "google-cloud-vision", "nvidia-nvjitlink-cu12", "apispec", "azure-keyvault", "keras", "connexion", "nvidia-curand-cu12", "unidecode", "flask-login", "zstandard", "google-cloud-spanner", "backcall", "google-cloud-firestore", "nvidia-nvtx-cu12", "jsondiff", "types-protobuf", "nvidia-cusolver-cu12", "zope-event", "langsmith", "simple-salesforce", "databricks-cli", "azure-graphrbac", "azure-mgmt-containerinstance", "azure-batch", "pywin32", "google-cloud-dlp", "pyroaring", "flask-cors", "google-cloud-container", "ddtrace", "pipenv", "boto3-stubs", "google-ads", "apache-airflow-providers-snowflake", "opt-einsum", "flask-sqlalchemy", "google-cloud-bigquery-datatransfer", "sqlalchemy-utils", "wtforms", "google-cloud-tasks", "graphene", "google-cloud-bigtable", "docopt", "azure-mgmt-compute", "azure-mgmt-authorization", "google-cloud-datacatalog", "pyproject-api", "pip-tools", "apache-airflow-providers-ssh", "botocore-stubs", "astunparse", "pytimeparse", "azure-mgmt-keyvault", "ijson", "cachelib", "opentelemetry-util-http", "tensorflow-estimator", "pytest-metadata", "azure-mgmt-network", "ecdsa", "apache-airflow-providers-cncf-kubernetes", "graphql-relay", "types-pytz", "azure-mgmt-msi", "hpack", "dask", "humanize", "scp", "apache-airflow-providers-google", "watchtower", "backports-zoneinfo", "langchain-community", "click-repl", "pathlib2", "h2", "click-didyoumean", "google-cloud-build", "hyperframe", "ninja", "google-cloud-language", "types-awscrt", "azure-mgmt-recoveryservices", "gsutil", "fabric", "google-cloud-workflows", "pybind11", "google-cloud-videointelligence", "analytics-python", "google-cloud-redis", "azure-data-tables", "google-cloud-automl", "makefun", "configupdater", "azure-mgmt-signalr", "azure-mgmt-monitor", "awscrt", "jira", "apache-airflow-providers-databricks", "sqlalchemy-bigquery", "types-setuptools", "azure-mgmt-sql", "google-cloud-dataplex", "google-cloud-os-login", "azure-mgmt-servicebus", "azure-mgmt-web", "cfn-lint", "mypy_boto3_rds", "google-cloud-translate", "azure-mgmt-containerservice", "google-cloud-memcache", "jsonpickle", "omegaconf", "azure-mgmt-datalake-store", "azure-mgmt-redis", "spacy", "agate", "sh", "gspread", "apache-airflow-providers-mysql", "configparser", "mysqlclient", "parameterized", "azure-synapse-artifacts", "azure-mgmt-rdbms", "azure-mgmt-dns", "azure-mgmt-nspkg", "google-cloud-orchestration-airflow", "types-s3transfer", "azure-mgmt-advisor", "google-cloud-dataproc-metastore", "azure-mgmt-eventhub", "mashumaro", "google-cloud-compute", "psycopg", "pytest-rerunfailures", "knack", "azure-cli-core", "google-cloud-speech", "gcloud-aio-storage", "gcloud-aio-auth", "azure-mgmt-batch", "azure-mgmt-managementgroups", "azure-mgmt-loganalytics", "azure-mgmt-cdn", "azure-mgmt-cognitiveservices", "azure-mgmt-datalake-nspkg", "azure-mgmt-search", "azure-mgmt-trafficmanager", "azure-mgmt-recoveryservicesbackup", "azure-mgmt-iothub", "google-cloud-dataform", "azure-mgmt-marketplaceordering", "azure-mgmt-devtestlabs", "python-gitlab", "azure-mgmt-eventgrid", "google-cloud-texttospeech", "azure-mgmt-applicationinsights", "azure-mgmt-servicefabric", "azure-mgmt-media", "azure-mgmt-billing", "azure-mgmt-policyinsights", "azure-mgmt-iothubprovisioningservices", "azure-mgmt-batchai", "azure-mgmt-datamigration", "pytest-timeout", "azure-appconfiguration", "azure-mgmt-iotcentral", "azure-mgmt-maps", "narwhals", "thinc", "gcloud-aio-bigquery", "parsedatetime", "python-jose", "readme_renderer", "apache-airflow-providers-http", "libclang", "requests-mock", "uc-micro-py", "funcsigs", "pkce", "pycountry", "datetime", "azure-synapse-spark", "mergedeep", "djangorestframework", "pysftp", "azure-multiapi-storage", "sqlalchemy-jsonfield", "texttable", "evergreen-py", "levenshtein", "nh3", "pypdf2", "pytest-html", "tensorflow-io-gcs-filesystem", "twine", "lark", "opencensus", "pyproj", "types-urllib3", "commonmark", "grpcio-gcp", "envier", "marshmallow-sqlalchemy", "onnxruntime", "python-magic", "opencensus-context", "blis", "stevedore", "tldextract", "flask-jwt-extended", "azure-mgmt-datalake-analytics", "javaproperties", "cron-descriptor", "ml_dtypes", "ndg-httpsclient", "pycrypto", "bytecode", "python-gnupg", "azure-mgmt-reservations", "azure-loganalytics", "azure-mgmt-consumption", "sendgrid", "types-redis", "azure-mgmt-relay", "contextlib2", "azure-cli-telemetry", "azure-mgmt-apimanagement", "elastic-transport", "lightgbm", "python_http_client", "limits", "azure-mgmt-privatedns", "db-contrib-tool", "azure-mgmt-hdinsight", "langchain-text-splitters", "geopandas", "validators", "ratelimit", "azure-mgmt-kusto", "azure-mgmt-synapse", "azure-mgmt-security", "pyserial", "cramjam", "jupyter_console", "parse", "azure-mgmt-netapp", "azure-synapse-accesscontrol", "azure-mgmt-redhatopenshift", "azure-mgmt-appconfiguration", "azure-mgmt-sqlvirtualmachine", "azure-keyvault-administration", "flask-limiter", "azure-mgmt-imagebuilder", "fasteners", "azure-mgmt-botservice", "nose", "jpype1", "cymem", "azure-mgmt-databoxedge", "azure-synapse-managedprivateendpoints", "azure-mgmt-servicelinker", "azure-mgmt-servicefabricmanagedclusters", "azure-mgmt-extendedlocation", "murmurhash", "yapf", "leather", "dbt-common", "dbt-extractor", "azure-kusto-data", "preshed", "phonenumbers", "catalogue", "asyncpg", "urllib3-secure-extra", "jupyter", "tensorflow-serving-api", "yamllint", "azure-servicebus", "boto", "srsly", "cfn-flip", "parsimonious", "azure-storage-queue", "wasabi", "cmake", "pypdf", "apache-beam", "py-cpuinfo", "langcodes", "opencensus-ext-azure", "aliyun-python-sdk-core", "polars", "aws-xray-sdk", "azure-mgmt-datafactory", "cytoolz", "openapi-spec-validator", "tifffile", "dbt-semantic-interfaces", "eth-utils", "fastapi-cli", "gradio", "avro", "apache-airflow-providers-ftp", "google-cloud-dataflow-client", "opentelemetry-instrumentation-requests", "astor", "azure-mgmt-managedservices", "office365-rest-python-client", "dacite", "accelerate", "bitarray", "holidays", "spacy-legacy", "apscheduler", "typing", "prefect", "eth-hash", "pyspnego", "spacy-loggers", "avro-python3", "resolvelib", "protobuf3-to-dict", "gql", "eth-typing", "lazy-loader", "aniso8601", "google-cloud-run", "psycopg-binary", "dateparser", "azure-mgmt-deploymentmanager", "inflect", "fastparquet", "apache-airflow-providers-sqlite", "pytest-random-order", "pydantic-extra-types", "confection", "mmh3", "fuzzywuzzy", "cligj", "azure-storage-file-share", "clickclick", "flask-babel", "cloudpathlib", "oracledb", "apache-airflow-providers-fab", "methodtools", "diskcache", "partd", "types-dataclasses", "frozendict", "jaydebeapi", "bracex", "google-cloud-storage-transfer", "django-cors-headers", "python-levenshtein", "sphinx-rtd-theme", "pyee", "google-cloud-batch", "langchain-openai", "pytest-localserver", "hyperlink", "griffe", "cssselect", "eth-abi", "pep517", "torchmetrics", "wirerope", "statsd", "yappi", "enum34", "aws-sam-translator", "fastcore", "mypy-boto3-appflow", "prison", "starkbank-ecdsa", "tensorflow-text", "locket", "xarray", "querystring_parser", "iso8601", "cloudformation-cli", "opencv-python-headless", "pydot", "ray", "netaddr", "cloudformation-cli-java-plugin", "cloudformation-cli-python-plugin", "cloudformation-cli-go-plugin", "cloudformation-cli-typescript-plugin", "typed-ast", "oldest-supported-numpy", "tableauserverclient", "pymdown-extensions", "pytorch-lightning", "openapi-schema-validator", "onnx", "sqlglot", "duckdb", "incremental", "pathlib", "mkdocs-material", "apache-airflow-providers-imap", "trino", "iso3166", "sentence-transformers", "opentelemetry-instrumentation-asgi", "sqlalchemy-spanner", "kubernetes_asyncio", "passlib", "unicodecsv", "streamlit", "ipython_genutils", "logbook", "python-docx", "kfp", "datadog-api-client", "lightning-utilities", "stripe", "shap", "ansible", "pydub", "slicer", "ansible-core", "configargparse", "factory_boy", "wcmatch", "torchaudio", "edgegrid-python", "junit-xml", "natsort", "django-filter", "opentelemetry-instrumentation-fastapi", "dbt-adapters", "fire", "magicattr", "json-repair", "weaviate-client", "junitparser", "marisa-trie", "nvidia-cublas-cu11", "slackclient", "mypy-protobuf", "marshmallow-enum", "pydash", "autopep8", "aws-lambda-powertools", "reportlab", "nvidia-cudnn-cu11", "keyrings-google-artifactregistry-auth", "fiona", "events", "twisted", "crcmod", "language-data", "geographiclib", "apache-airflow-providers-slack", "requests_ntlm", "pywin32-ctypes", "h3", "toposort", "sphinx-autodoc-typehints", "geopy", "playwright", "boltons", "grpc-interceptor", "bandit", "apache-airflow-providers-amazon", "adlfs", "cssselect2", "pika", "nvidia-cuda-runtime-cu11", "pandas-stubs", "nvidia-cuda-nvrtc-cu11", "apache-airflow-providers-smtp", "mypy-boto3-redshift-data", "minimal-snowplow-tracker", "einops", "pydeck", "constructs", "ldap3", "pyhcl", "sphinxcontrib-jquery", "faiss-cpu", "geoip2", "inject", "apache-airflow-providers-common-io", "automat", "azure-keyvault-certificates", "constantly", "textual", "more-executors", "astronomer-cosmos", "weasel", "jellyfish", "openxlab", "ftfy", "fastpurge", "checkov", "sqlalchemy-redshift", "waitress", "strenum", "hiredis", "pyotp", "pytest-django", "py-partiql-parser", "twilio", "futures", "cohere", "google-cloud", "pdfminer-six", "aiohttp-retry", "pymupdf", "ddsketch", "pyright", "mkdocs", "setuptools-rust", "langchain-google-vertexai", "timm", "python-decouple", "keras-applications", "ua-parser", "maxminddb", "pytest-env", "eval-type-backport", "pytest-forked", "types-pyopenssl", "jsonref", "azure-devops", "json-merge-patch", "aiosqlite", "deltalake", "ultralytics", "ciso8601", "tomli-w", "numexpr", "flit-core", "elasticsearch-dsl", "qrcode", "pydocstyle", "webdriver-manager", "immutabledict", "userpath", "distributed", "pyelftools", "google-analytics-admin", "python-nvd3", "bottle", "prefect-gcp", "jsonlines", "asyncio", "snowflake-snowpark-python", "mypy_boto3_sqs", "bidict", "filetype", "mypy_boto3_dynamodb", "posthog", "ghp-import", "rdflib", "django-extensions", "pyerfa", "pgpy", "types-paramiko", "apache-airflow-providers-common-compat", "asyncssh", "pyyaml-env-tag", "atlassian-python-api", "pyperclip", "pytest-split", "chroma-hnswlib", "firebase-admin", "webob", "click-option-group", "mypy-boto3-secretsmanager", "swagger-ui-bundle", "emoji", "pipx", "google", "ipdb", "teradatasql", "azure-eventhub", "diff-cover", "mypy-boto3-glue", "gradio-client", "strictyaml", "cloudevents", "binaryornot", "albumentations", "azure-kusto-ingest", "service-identity", "pyrfc3339", "multimethod", "dask-expr", "face", "types-six", "pycares", "glom", "prometheus_flask_exporter", "optree", "pandera", "django-storages", "types-toml", "pytest-randomly", "pyarrow-hotfix", "types-cachetools", "sql-metadata", "mypy_boto3_lambda", "formulaic", "tensorboard-plugin-wit", "anthropic", "cx_oracle", "tokenize-rt", "pyaml", "parse_type", "rasterio", "gensim", "eth-account", "kfp-pipeline-spec", "opentelemetry-instrumentation-wsgi", "aiodns", "dbt-snowflake", "mkdocs-material-extensions", "ipaddress", "django-redis", "peewee", "jsii", "xlwt", "python-jenkins", "types-cffi", "affine", "tensorboardx", "pytz-deprecation-shim", "cookiecutter", "litellm", "hatch-vcs", "jax", "optuna", "pathy", "langdetect", "orderedmultidict", "msgspec", "xyzservices", "apprise", "fs", "sklearn", "microsoft-kiota-http", "keras-preprocessing", "imapclient", "grpcio-reflection", "atomicwrites", "feedparser", "mongomock", "bokeh", "pyphen", "python-engineio", "orderly-set", "nested-lookup", "python-socketio", "blessed", "smbprotocol", "furl", "schedule", "namex", "pooch", "addict", "dbt-postgres", "dash", "convertdate", "pytest-benchmark", "jwcrypto", "minio", "pypika", "functions-framework", "w3lib", "publication", "uamqp", "meson", "jaxlib", "spark-nlp", "cerberus", "pathable", "nbclassic", "tweepy", "stringcase", "influxdb-client", "python3-saml", "filterpy", "questionary", "python3-openid", "autograd", "flake8-bugbear", "types-docutils", "acryl-datahub", "unittest-xml-reporting", "undetected-chromedriver", "eventlet", "aioboto3", "flower", "tensorflow-metadata", "types-tabulate", "korean_lunar_calendar", "python-box", "daff", "readchar", "shortuuid", "microsoft-kiota-abstractions", "async_generator", "appnope", "dpath", "beartype", "altgraph", "expiringdict", "py-spy", "zipfile38", "catboost", "aioresponses", "robotframework", "geventhttpclient", "yq", "mypy_boto3_cloudformation", "mypy_boto3_ec2", "moreorless", "kaleido", "hydra-core", "soda-core", "python-snappy", "elementpath", "pyqt5", "whitenoise", "mkdocs-get-deps", "simple-websocket", "pyhumps", "ffmpy", "construct", "openlineage-integration-common", "hyperpyyaml", "speechbrain", "user-agents", "django-debug-toolbar", "mixpanel", "pyhocon", "myst-parser", "cog", "pipdeptree", "fakeredis", "ghapi", "facebook_business", "pymsteams", "autoflake", "cssutils", "flask-restful", "dash-core-components", "maturin", "opentelemetry-instrumentation-dbapi", "singer-sdk", "weasyprint", "dash-table", "dash-html-components", "html5lib-modern", "launchdarkly-server-sdk", "marshmallow-dataclass", "opentelemetry-instrumentation-flask", "click-default-group", "pygame", "enum-compat", "pyinstaller", "unidiff", "librosa", "num2words", "mypy-boto3-sts", "trailrunner", "url-normalize", "sagemaker-core", "sagemaker-mlflow", "kfp-server-api", "azure-monitor-query", "vcrpy", "drf-spectacular", "paginate", "colorful", "cassandra-driver", "opentelemetry-distro", "rich-click", "configobj", "flask-migrate", "stdlibs", "paho-mqtt", "fake-useragent", "usort", "opentelemetry-instrumentation-urllib3", "openlineage-sql", "hdfs", "apache-airflow-providers-sftp", "dm-tree", "kazoo", "python-telegram-bot", "pyinstaller-hooks-contrib", "sphinx-copybutton", "azure-cosmosdb-table", "jsonschema-path", "ufmt", "pyqt5-sip", "locust", "pulp", "pypng", "xmlschema", "qtpy", "aiohttp-cors", "azure-cosmosdb-nspkg", "opentelemetry-instrumentation-urllib", "dunamai", "interface_meta", "llama-parse", "comtypes", "dbt-bigquery", "meson-python", "boto3-stubs-lite", "yandexcloud", "web3", "nox", "asana", "allure-python-commons", "llama-index", "cmdstanpy", "hexbytes", "pyhive", "modin", "xmlsec", "opentelemetry-instrumentation-logging", "python-editor", "semgrep", "pyproject-metadata", "pypandoc", "pkgconfig", "memray", "pytest-doctestplus", "pgvector", "extension-helpers", "voluptuous", "soundfile", "scikit-build-core", "html2text", "pyogrio", "motor", "olefile", "sphinx-design", "lightning", "sqlfluff", "djangorestframework_simplejwt", "pdf2image", "pyxlsb", "azure-storage-file", "django-environ", "hatch", "recordlinkage", "netcdf4", "deepmerge", "uuid", "pynamodb", "pinecone-client", "django-timezone-field", "prophet", "pytest-remotedata", "lru-dict", "jdcal", "msgraph-core", "fpdf", "httpx-sse", "azureml-core", "qtconsole", "types-deprecated", "pymeeus", "peft", "zope-deprecation", "requests-cache", "pytest-filter-subpackage", "google-cloud-datastore", "netifaces", "sseclient-py", "evaluate", "azure-functions", "multipledispatch", "drf-yasg", "testcontainers", "plotnine", "pikepdf", "influxdb", "types-croniter", "types-markdown", "snuggs", "terminaltables", "opentelemetry-instrumentation-psycopg2", "cftime", "colour", "syrupy", "pytest-arraydiff", "eth-rlp", "llama-index-core", "pytest-astropy", "pytest-astropy-header", "nvidia-ml-py", "hatch-fancy-pypi-readme", "sphinx-autoapi", "sacrebleu", "hijri-converter", "aws-cdk-lib", "pdfplumber", "python-crontab", "apache-airflow-providers-docker", "pex", "pyfiglet", "qdrant-client", "pypdfium2", "clickhouse-connect", "python-pptx", "imageio-ffmpeg", "lxml-html-clean", "opentelemetry-instrumentation-django", "dynaconf", "uritools", "pyusb", "pytest-openfiles", "pastedeploy", "azure-monitor-opentelemetry-exporter", "concurrent-log-handler", "pytest-messenger", "json-log-formatter", "aws-cdk-asset-awscli-v1", "geomet", "zict", "opentelemetry-exporter-prometheus", "mizani", "pastel", "pywinauto", "pprintpp", "astropy", "apache-sedona", "pyqt5-qt5", "geojson", "timezonefinder", "amazon-ion", "pycocotools", "aiofile", "chromadb", "pyzstd", "ortools", "pystache", "pathvalidate", "scandir", "eth-keys", "clickhouse-driver", "pytesseract", "zopfli", "yfinance", "aws-psycopg2", "papermill", "aws-cdk-integ-tests-alpha", "expandvars", "tlparse", "av", "avro-gen3", "packageurl-python", "apache-airflow-providers-postgres", "py7zr", "azure-eventgrid", "sacremoses", "lifelines", "mkdocstrings-python", "pyinstrument", "sqlmodel", "pyppeteer", "pytest-sugar", "allure-pytest", "google-apitools", "types-pymysql", "thrift_sasl", "caio", "hyperopt", "airbyte-api", "diffusers", "newrelic", "python-arango", "flask-httpauth", "datasketch", "soxr", "diff-match-patch", "environs", "proglog", "jsonargparse", "cleanco", "azure-search-documents", "boolean-py", "fixedint", "pytest-repeat", "memory_profiler", "commentjson", "yamale", "sgmllib3k", "dynamodb-json", "microsoft-kiota-authentication-azure", "click-spinner", "pymupdfb", "dictdiffer", "plumbum", "bitstring", "license-expression", "alibabacloud-adb20211201", "unstructured-client", "promise", "pytest-base-url", "bitsandbytes", "pep8-naming", "aws-cdk-asset-kubectl-v20", "appium-python-client", "pytest-json-report", "types-pillow", "pypiwin32", "flaky", "s3path", "anytree", "lit", "poetry-dynamic-versioning", "audioread", "flask-restx", "pydyf", "findspark", "atpublic", "ffmpeg-python", "pytest-custom-exit-code", "chevron", "pyiceberg", "pyppmd", "google-cloud-pubsublite", "langgraph", "multi_key_dict", "yt-dlp", "stanio", "pdpyras", "pamqp", "grimp", "python-pam", "opentelemetry-instrumentation-grpc", "apache-airflow-providers-microsoft-mssql", "oss2", "opsgenie-sdk", "pmdarima", "pybcj", "mbstrdecoder", "patchelf", "cyclonedx-python-lib", "databricks-api", "injector", "rollbar", "ultralytics-thop", "repoze-lru", "bump2version", "behave", "psycopg-pool", "markdown2", "osqp", "objsize", "immutables", "multivolumefile", "pykwalify", "wget", "iopath", "typepy", "databricks-connect", "django-stubs", "pint", "fasttext", "types-psutil", "datefinder", "polling", "opencv-contrib-python", "simpleeval", "pyreadline3", "openlineage-python", "opencensus-ext-logging", "biopython", "shtab", "microsoft-kiota-serialization-json", "types-pygments", "sqlglotrs", "jq", "tablib", "pytest-order", "rlp", "trimesh", "pyquery", "genson", "jsonpath-python", "types-cryptography", "unearth", "types-simplejson", "cbor2", "types-jsonschema", "python-bidi", "venusian", "o365", "python-consul", "jaconv", "sphinxcontrib-mermaid", "teradatasqlalchemy", "haversine", "google-generativeai", "types-psycopg2", "objgraph", "hupper", "pymemcache", "multipart", "translationstring", "singledispatch", "soda-core-snowflake", "django-celery-beat", "zc-lockfile", "pyhamcrest", "ansible-compat", "django-stubs-ext", "azure-mgmt-subscription", "types-html5lib", "pygsheets", "memoization", "svgwrite", "python-crfsuite", "rtree", "flask-bcrypt", "elementary-data", "python-ldap", "blobfile", "pyhanko", "mysql-connector", "salesforce-bulk", "azure", "inflate64", "astropy-iers-data", "pyramid", "cairocffi", "pygeohash", "mkdocstrings", "boa-str", "google-ai-generativelanguage", "dbutils", "segment-analytics-python", "types-mock", "pefile", "joserfc", "pygit2", "eth-keyfile", "jsonconversion", "pympler", "ifaddr", "socksio", "cairosvg", "dependency_injector", "backports-functools-lru-cache", "funcy", "mypy-boto3-iam", "thefuzz", "ec2-metadata", "pycurl", "pathlib-abc", "requests-futures", "hologram", "aws-cdk-asset-node-proxy-agent-v6", "premailer", "cloud-sql-python-connector", "autobahn", "pyfakefs", "pytd", "strip-hints", "mypy-boto3-ssm", "etils", "py-serializable", "neo4j", "kornia", "docker-compose", "txaio", "boto3-type-annotations", "fpdf2", "onnxruntime-gpu", "cvxpy", "reactivex", "pylint-plugin-utils", "sarif-om", "flask-openid", "aiokafka", "gdown", "buildkite-test-collector", "jwt", "jschema-to-python", "itypes", "lark-parser", "mmcif_pdbx", "propka", "robotframework-pythonlibcore", "vertica-python", "dj-database-url", "pdb2pqr", "alchemlyb", "django-simple-history", "virtualenv-clone", "dropbox", "pynvml", "plaster", "plaster_pastedeploy", "types-aiofiles", "python-rapidjson", "sentinels", "dagster", "subprocess-tee", "umap-learn", "webargs", "notion-client", "pytest-playwright", "pynndescent", "safety", "dominate", "coreapi", "boxsdk", "dagster-pandas", "mypy-boto3-ecr", "rfc3987", "tensorflow-datasets", "django-appconf", "yaspin", "curlify", "types-certifi", "pytest-subtests", "azure-mgmt-notificationhubs", "pywinpty", "chispa", "django-model-utils", "microsoft-kiota-serialization-text", "pyaes", "signalfx", "llama-index-llms-openai", "prometheus-fastapi-instrumentator", "torchtext", "munch", "redis-py-cluster", "inquirer", "wordcloud", "diagrams", "hjson", "graphframes", "jproperties", "jieba", "unstructured", "bashlex", "requests-aws-sign", "testpath", "cloudflare", "pytest-instafail", "mkdocs-autorefs", "sphinx-argparse", "riot", "shareplum", "datamodel-code-generator", "googlemaps", "flake8-docstrings", "robotframework-seleniumlibrary", "flask-compress", "python-iso639", "codespell", "pdfkit", "google-cloud-trace", "flatten_json", "morefs", "ephem", "hatch-requirements-txt", "azure-monitor-opentelemetry", "dagster-spark", "google-cloud-recommendations-ai", "azure-mgmt-logic", "grpc-stubs", "dagster-pipes", "azure-core-tracing-opentelemetry", "backports-weakref", "supervisor", "jsonpath-rw", "tensorflow-hub", "cheroot", "scapy", "std-uritemplate", "click-help-colors", "ckzg", "mutagen", "types-decorator", "ecos", "ecs-logging", "aliyun-python-sdk-kms", "cdk-nag", "sqlalchemy2-stubs", "timeout-decorator", "pyclipper", "rustworkx", "uwsgi", "azure-mgmt", "qdldl", "azure-mgmt-scheduler", "sounddevice", "channels", "azure-servicefabric", "tzfpy", "python-hcl2", "azure-mgmt-commerce", "tsx", "ulid-py", "azure-mgmt-powerbiembedded", "markdownify", "mypy-boto3-athena", "scs", "throttlex", "pure-sasl", "opentracing", "streamerate", "types-beautifulsoup4", "pdm", "azure-mgmt-hanaonazure", "sparkorm", "folium", "azure-servicemanagement-legacy", "sqlparams", "azure-mgmt-machinelearningcompute", "azure-mgmt-managementpartner", "pydispatcher", "codeowners", "bitstruct", "opentelemetry-resource-detector-azure", "torchsde", "pytest-ordering", "azureml-dataprep", "anyascii", "bottleneck", "gprof2dot", "flashtext", "dparse", "pylint-django", "igraph", "pinotdb", "opentelemetry-instrumentation-sqlalchemy", "findpython", "launchdarkly-eventsource", "xformers", "azure-mgmt-devspaces", "python-can", "pyudev", "hishel", "prefect-aws", "numcodecs", "checksumdir", "robotframework-requests", "truststore", "yacs", "pyunormalize", "django-phonenumber-field", "insight-cli", "mongoengine", "clang-format", "types-ujson", "boostedblob", "asgi-lifespan", "multitasking", "django-celery-results", "azure-applicationinsights", "flexparser", "flexcache", "trampoline", "pipelinewise-singer-python", "imagehash", "llama-index-agent-openai", "branca", "rq", "tableauhyperapi", "azureml-dataprep-rslex", "dbt-redshift", "category_encoders", "j2cli", "import-linter", "conan", "opentelemetry-propagator-aws-xray", "pytest-check", "pbs-installer", "tf-keras", "priority", "pyramid_debugtoolbar", "dep-logic", "pycomposefile", "tecton", "github3-py", "azure-ai-ml", "smartsheet-python-sdk", "port-for", "types-freezegun", "temporalio", "django-otp", "pyramid_mako", "fasttext-wheel", "pytest-socket", "dirtyjson", "geoalchemy2", "pywinrm", "pytimeparse2", "databricks", "django-ipware", "python-xlib", "portpicker", "intelhex", "opentelemetry-instrumentation-redis", "pydevd", "zarr", "textblob", "python-stdnum", "autograd-gamma", "slack-bolt", "vulture", "logging-azure-rest", "hdbcli", "pyramid-jinja2", "about-time", "backports-tempfile", "pydata-sphinx-theme", "databricks-pypi1", "types-python-slugify", "dockerfile-parse", "alive-progress", "python-keycloak", "flask-socketio", "opentelemetry-exporter-gcp-trace", "pytest-icdiff", "lmdb", "types-aiobotocore", "presto-python-client", "mypy-boto3-stepfunctions", "ws4py", "nvidia-cufft-cu11", "country_converter", "testfixtures", "grpclib", "blosc2", "llama-index-readers-file", "types-tqdm", "hypercorn", "phonenumberslite", "opentelemetry-instrumentation-aiohttp-client", "llama-index-indices-managed-llama-cloud", "nvidia-cusolver-cu11", "requests-sigv4", "parsel", "dnslib", "towncrier", "zeroconf", "striprtf", "langgraph-checkpoint", "social-auth-core", "django-countries", "webtest", "aws-cdk-cloud-assembly-schema", "mypy-boto3-ecs", "ruptures", "stone", "nvidia-cuda-cupti-cu11", "nvidia-cusparse-cu11", "django-crispy-forms", "zstd", "types-markupsafe", "pulumi", "ansible-lint", "pyexasol", "nvidia-curand-cu11", "flake8-isort", "github-heatmap", "pytest-bdd", "requests-html", "langchain-experimental", "orbax-checkpoint", "editorconfig", "gitdb2", "types-jinja2", "strawberry-graphql", "json-delta", "editdistance", "nvidia-nccl-cu11", "sqlfluff-templater-dbt", "pandasql", "opentelemetry-resourcedetector-gcp", "pyformance", "nvidia-nvtx-cu11", "tensorflow-probability", "jupytext", "icdiff", "rdkit", "furo", "tld", "verboselogs", "dicttoxml", "gcovr", "opentelemetry-instrumentation-botocore", "pyluach", "aiormq", "dogpile-cache", "coreschema", "gym-notices", "aio-pika", "intervaltree", "daphne", "koalas", "types-click", "jsbeautifier", "pytest-httpserver", "moviepy", "requirements-parser", "codecov", "skl2onnx", "onnxconverter-common", "flake8-comprehensions", "imagecodecs", "probableparsing", "base58", "coveralls", "c7n", "mypy-boto3-kinesis", "mypy-boto3-emr", "patch-ng", "bumpversion", "node-semver", "django-import-export", "elastic-apm", "oci", "tensorflow-intel", "pylance", "azure-mgmt-appcontainers", "backports-cached-property", "tree_sitter", "rx", "ansi2html", "gspread-dataframe", "plyvel", "js2py", "coolname", "usaddress", "dbt-spark", "kornia-rs", "pip-requirements-parser", "polib", "pyandoc", "aws-sam-cli", "dbus-fast", "clarabel", "python-ulid", "tables", "ydata-profiling", "mirakuru", "gs-quant", "queuelib", "pyairtable", "mypy-boto3-sagemaker", "tritonclient", "tensorstore", "click-log", "llama-index-readers-llama-parse", "mss", "htmlmin", "langchain-aws", "types-pyserial", "arabic_reshaper", "open-clip-torch", "poethepoet", "dataproperty", "sse-starlette", "ntlm-auth", "scrapy", "tcolorpy", "pyzipper", "llama-index-cli", "idna_ssl", "quantlib", "respx", "llama-index-embeddings-openai", "nibabel", "hubspot-api-client", "django-js-asset", "dohq-artifactory", "gcs-oauth2-boto-plugin", "pylev", "sasl", "uuid6", "policy_sentry", "exchangelib", "setuptools-git-versioning", "bazel-runfiles", "bc-detect-secrets", "notifiers", "itemadapter", "protego", "html-text", "opentelemetry-instrumentation-httpx", "pyvirtualdisplay", "tensorflow-io", "singleton-decorator", "opentelemetry-sdk-extension-aws", "rouge-score", "mypy-boto3-kms", "dockerpty", "llama-index-program-openai", "polyfactory", "betterproto", "pytest-dotenv", "aws-encryption-sdk", "llama-index-multi-modal-llms-openai", "xattr", "itemloaders", "apache-airflow-providers-jdbc", "requests-kerberos", "mypy-boto3-apigateway", "social-auth-app-django", "tabledata", "argparse-addons", "paste", "transaction", "youtube-transcript-api", "msoffcrypto-tool", "xhtml2pdf", "contextvars", "rfc3339", "pyhanko-certvalidator", "artifacts-keyring", "discord-py", "ptpython", "apache-airflow-providers-dbt-cloud", "auth0-python", "aiomultiprocess", "path", "mangum", "pytablewriter", "casefy", "flake8-polyfill", "jinja2-simple-tags", "selenium-wire", "ibm-cloud-sdk-core", "cmd2", "pdm-backend", "thop", "uncertainties", "google-analytics-data", "odfpy", "azureml-dataprep-native", "signxml", "zenpy", "svglib", "aws_secretsmanager_caching", "resampy", "jsonschema-spec", "llama-index-legacy", "glob2", "ansicolors", "mleap", "dagster-graphql", "pymongo-auth-aws", "soda-core-spark", "ccxt", "aioredis", "optimum", "pydicom", "curl-cffi", "llama-index-question-gen-openai", "apache-airflow-providers-mongo", "annoy", "spdx-tools", "prisma", "sanic", "flake8-builtins", "quart", "nbsphinx", "langfuse", "requests-unixsocket", "kaitaistruct", "bc-python-hcl2", "tensorflow-addons", "pytest-postgresql", "easydict", "transitions", "sphinx-basic-ng", "dash-bootstrap-components", "dbl-tempo", "textparser", 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"mypy-boto3-sso", "hidapi", "honeybee-standards", "pydantic-openapi-helper", "importlab", "nvidia-ml-py3", "pytype", "localstack-client", "easygui", "apache-airflow-providers-github", "ibm-cos-sdk-core", "hgvs", "coola", "find-libpython", "spglib", "ibm-cos-sdk-s3transfer", "lpips", "pytest-nunit", "rpy2", "opentelemetry-instrumentation-pymongo", "deepspeed", "tinysegmenter", "homeassistant", "always-updates", "xmldiff", "suds", "lob", "flake8-plugin-utils", "ladybug-display", "apache-airflow-providers-openlineage", "copier", "prawcore", "descartes", "check-jsonschema", "aws-cdk-cx-api", "gdbmongo", "opentelemetry-exporter-jaeger-thrift", "ibm-cos-sdk", "ibm_db_sa", "milvus-lite", "django-treebeard", "ping3", "pyliftover", "apipkg", "utm", "crewai", "pymannkendall", "fastcluster", "aws-sns-message-validator", "monkeytype", "agefromname", "pytest-flake8", "bezier", "pylint-celery", "lm_eval", "types-aiobotocore-sqs", "django-fsm-2", "luqum", "apache-airflow-providers-apache-hive", "graphene-django", "cli_helpers", "deepl", "couchbase", "flask-script", "canvas-workflow-kit", "aiorwlock", "ntc-templates", "discord", "pyorc", "ladybug-rhino", "gin-config", "django-mysql", "xmodem", "tox-gh-actions", "sqlalchemy-hana", "flametree", "sparkmeasure", "graypy", "databind", "scikit-plot", "pyobjc-core", "zipfile-deflate64", "pybase62", "dvc-studio-client", "types-qrcode", "econml", "mplfinance", "unstructured-inference", "capstone", "bugsnag", "email-reply-parser", "sigtools", "paradime-io", "kcli", "torchbiggraph", "shandy-sqlfmt", "kubernetes-stubs", "teamhack-nmap", "google-cloud-documentai", "xatlas", "sphinxcontrib-plantuml", "docstring-to-markdown", "docxtpl", "honcho", "dodgy", "types-sqlalchemy", "torchdata", "dvc-task", "pdfrw", "scooby", "teamcity-messages", "xmlrunner", "deb-pkg-tools", "optbinning", "langchain-cohere", "tentaclio", "python-barcode", "azure-monitor-ingestion", "types-futures", "secure", "patch", "krb5", "brotlicffi", "pydrive2", "sphinx-reredirects", "roboflow", "manifold3d", "mistletoe", "pyngrok", "courlan", "pyglet", "agilicus", "dagit", "sumy", "tentaclio-s3", "nbqa", "openvisus", "osc-lib", "pytest-alembic", "opentelemetry-instrumentation-pika", "pymeta3", "vhacdx", "langchain-chroma", "mistralai", "awsiotsdk", "python-codon-tables", "azureml-pipeline-core", "tach", "gputil", "ph-units", "asyncstdlib", "dnachisel", "bleak", "praw", "python-igraph", "tree-sitter-python", "guppy3", "dvc-http", "jinja2_pluralize", "bsdiff4", "astpretty", "fusepy", "word2number", "pvlib", "simpy", "backports_abc", "cg", "mcap", "django-localflavor", "crispy-bootstrap5", "aliyun-python-sdk-vpc", "googleads", "tabula-py", "types-ipaddress", "google-search-results", "libusb1", "selinux", "ibis-framework", "nox-poetry", "catkin_pkg", "aws-cdk-region-info", "ansible-base", "taskgroup", "shellcheck-py", "robotframework-stacktrace", "svg-path", "fastdiff", "extras", "geomdl", "xsdata", "cdk-certbot-dns-route53", "segyio", "py-moneyed", "allure-behave", "wincertstore", "mistral-common", "inflector", "flake8-variables-names", "opentelemetry-instrumentation-boto3sqs", "blendmodes", "chalice", "cmakelang", "python-calamine", "river", "files-com", "python-cinderclient", "flake8-simplify", "arch", "aws-cdk-asset-node-proxy-agent-v5", "mkdocs-redirects", "opentelemetry-test-utils", "ruamel-yaml-jinja2", "ailever", "azureml-inference-server-http", "celery-redbeat", "easing-functions", "intuit-oauth", "google-python-cloud-debugger", "prospector", "primp", "paramiko-expect", "keras-nightly", "aiodataloader", "flake8-commas", "types-aioboto3", "neptune-client", "aiohttp-sse-client", "azureml-train-core", "python-gflags", "pytools", "fastly", "pymatgen", "repoze-who", "lasio", "googletrans", "tencentcloud-sdk-python", "onnxsim", "aioquic", "mypy-boto3-firehose", "uuid-utils", "pandas-market-calendars", "names", "azureml-featurestore", "scikeras", "yellowbrick", "presidio-anonymizer", "verspec", "stable-baselines3", "alibabacloud-tea", "bayesian-optimization", "img2pdf", "tomesd", "dag-factory", "azureml-automl-core", "flask-oauthlib", "perlin-noise", "django-two-factor-auth", "types-backports", "entsoe-py", "future_fstrings", "mkdocs-gen-files", "ipympl", "pytest-pythonpath", "sqltrie", "python-socks", "ruyaml", "wmill", "apache-airflow-providers-opsgenie", "types-aiobotocore-dynamodb", "snapshottest", "jupyter_highlight_selected_word", "telethon", "blackduck", "versioneer-518", "google-cloud-scheduler", "modelscope", "duckdb-engine", "pydantic-yaml", "quart-cors", "openpyxl-stubs", "segno", "app-store-scraper", "cached_path", "types-toposort", "layoutparser", "llama-index-embeddings-azure-openai", "morecantile", "lazy-imports", "aws-cdk-core", "keyboard", "pyglove", "nvidia-cuda-nvcc-cu12", "tsdownsample", "ase", "psycopg-c", "bellows", "opentelemetry-instrumentation-starlette", "opentelemetry-exporter-jaeger-proto-grpc", "flash-attn", "openapi3", "mwparserfromhell", "jupyter_nbextensions_configurator", "mike", "mkdocs-monorepo-plugin", "transforms3d", "kaldiio", "sphinx-click", "robotframework-pabot", "flask-swagger-ui", "synchronicity", "sqlalchemy-json", "apache-airflow-microsoft-fabric-plugin", "pip-check", "brotlipy", "argparse-dataclass", "rdrobust", "abqpy", "camelot-py", "imutils", "ragas", "aliyun-python-sdk-r-kvstore", "bzt", "meshio", "import-deps", "zha-quirks", "appengine-python-standard", "mdformat", "tensordict-nightly", "sttable", "lsprotocol", "whoosh", "simplefix", "plantuml-markdown", "pyxirr", "fairlearn", "langid", "pyvista", "ast-grep-py", "zigpy-znp", "fastdownload", "xopen", "zigpy-deconz", "jupyterhub", "nmslib", "clickhouse-toolset", "bigdl-nano", "uuid7", "pandarallel", "effdet", "flask-apscheduler", "cron-converter", "cement", "zigpy-xbee", "prefixed", "mypy-boto3-bedrock-runtime", "sk-dist", "mypy-boto3-route53domains", "databricks-pypi-extras", "libusb-package", "python-lsp-server", "pyro-ppl", "ldapdomaindump", "glances", "pyjnius", "dm-env", "bencode2", "pismosendlogs", "platformio", "asn1", "pi-heif", "pytest-testinfra", "plotly-resampler", "line-bot-sdk", "asammdf", "azureml-train-restclients-hyperdrive", "openai-whisper", "coincurve", "ptvsd", "handpick", "mypy-boto3-dms", "pypdftk", "securesystemslib", "tdda", "rush", "yamlordereddictloader", "pybars3", "pyaudio", "graphitesend", "types-aiobotocore-lambda", "intervals", "python-json-config", "darkdetect", "xlwings", "result", "azure-eventhub-checkpointstoreblob-aio", "monty", "pytest-reportportal", "pygls", "ansible-runner", "flask-shell-ipython", "django-colorfield", "simplejpeg", "target-hotglue", "schedulefree", "flit", "types-aiobotocore-dataexchange", "cxxfilt", "heapdict", "mobly", "azure-schemaregistry-avroserializer", "torch-geometric", "chromedriver-autoinstaller", "fixtures", "opentelemetry-exporter-jaeger", "langchainhub", "mypy-boto3-config", "webassets", "sigstore", "colorzero", "cdk-events-notify", "oauth2", "thriftpy2", "logging-formatter-anticrlf", "python-certifi-win32", "tink", "id", "pinecone", "llama-index-llms-azure-openai", "gpiozero", "sphinx-data-viewer", "pytest-memray", "pem", "tuf", "kedro-telemetry", "dtlpymetrics", "requests-ntlm3", "swig", "comet-ml", "kafka-python-ng", "pyvim", "tslearn", "asyncmy", "django-nested-admin", "lazy", "python-logstash", "pgeocode", "pytest-flakefinder", "python-amazon-sp-api", "django-user-agents", "flupy", "sphinx-needs", "cloudwatch", "array-api-compat", "pymodbus", "mujoco", "apache-airflow-providers-elasticsearch", "great-expectations-experimental", "gspread-formatting", "petl", "wikipedia", "itables", "django-constance", "types-python-jose", "bapy", "pattern", "kedro-datasets", "jinja2-ansible-filters", "gitlint", "aws-cdk-aws-iam", "check-manifest", "robotframework-jsonlibrary", "pylibmc", "gitlint-core", "modern-treasury", "progressbar", "azureml-train-automl-client", "pygraphviz", "alacorder", "drf-spectacular-sidecar", "awscli-local", "mailchimp-marketing", "django-auth-ldap", "opencensus-proto", "django-money", "missingpy", "coverage-badge", "mcap-protobuf-support", "mwclient", "pyobjc-framework-cocoa", "ncclient", "google-play-scraper", "mkdocs-techdocs-core", "rdt", "ropwr", "dirty-equals", "qiskit", "aerospike", "django-auditlog", "django-fsm", "beaker", "django-json-widget", "pylint-flask", "cartopy", "uproot", "opentelemetry-instrumentation-asyncio", "aiosmtpd", "python-swiftclient", "fhir-resources", "partial-json-parser", "pyro-api", "apispec-webframeworks", "httpx-ws", "opencensus-ext-requests", "aresponses", "anycrc", "django-guardian", "grpcio-testing", "yapsy", "pylint-pydantic", "tika", "types-flask-cors", "pytest-datadir", "labmaze", "jsonpath", "anyscale", "djangorestframework-csv", "emojis", "ada-url", "django-tables2", "m2crypto", "accumulation-tree", "python-benedict", "google-api", "evdev", "docstring_parser_fork", "odxtools", "mypy-boto3-efs", "mkdocs-awesome-pages-plugin", "chia-rs", "opentelemetry-instrumentation-tortoiseorm", "pylama", "sigstore-protobuf-specs", "opentelemetry-propagator-gcp", "spotinst-agent", "pybufrkit", "drf-extensions", "abstra", "customtkinter", "alembic-postgresql-enum", "fs-s3fs", "quadprog", "aws-assume-role-lib", "fairscale", "warcio", "types-aiobotocore-ec2", "sphinxcontrib-drawio", "pyexcel", "django-rest-swagger", "chiapos", "s2sphere", "databricks-feature-engineering", "sspilib", "oletools", "sphinx-notfound-page", "kneed", "pythran", "dbt-fabric", "pyvalid", "ml-collections", "sigstore-rekor-types", "flake8-rst-docstrings", "rstcheck", "bravado", "aioesphomeapi", "pyside2", "aws-cdk-aws-ec2", "oslo-context", "python-monkey-business", "spandrel-extra-arches", "intel-openmp", "typeshed-client", "matrix_client", "cma", "easyconfig", "prettyprinter", "pyqtwebengine", "aws-kinesis-agg", "flask-swagger", "a-bigelow-cdk-eventbridge-partner-processors", "pytest-variables", "pcodedmp", "azureml-pipeline-steps", "unstructured-pytesseract", "prometheus-api-client", "controlnet-aux", "torch-complex", "aws-cdk-aws-kms", "xlsx2csv", "mkdocs-include-markdown-plugin", "r2pipe", "flake8-string-format", "backports-strenum", "pyfume", "nvidia-nvcomp-cu12", "gto", "gfpgan", "model-index", "stempeg", "pytest-unordered", "histomicstk", "musdb", "mmhash3", "groundingdino-py", "selectolax", "wtforms-components", "inotify", "beautifulsoup", "aws-cdk-aws-lambda", "types-aiobotocore-rds", "pedalboard", "numpy-quaternion", "lizard", "pip-with-requires-python", "bitvector", "faiss-gpu", "museval", "oslo-log", "pudb", "waiting", "pytest-pylint", "littlefs-python", "pyudorandom", "pandas-datareader", "robotframework-browser", "pybloom_live", "mwtextextractor", "delayed-assert", "azureml-pipeline", "uhashring", "azureml-defaults", "setoptconf-tmp", "opencc-python-reimplemented", "pytest-docker-tools", "opencc", "lalsuite", "pyfunceble-dev", "langchain-groq", "pydeprecate", "attr", "pysimdjson", "types-regex", "rake_nltk", "alembic-utils", "healpy", "mypy-boto3-autoscaling", "shiboken2", "forex-python", "mpld3", "mailjet-rest", "opentelemetry-instrumentation-threading", "timg", "sorl-thumbnail", "pandas_schema", "currencyconverter", "dbx", "python-novaclient", "mnemonic", "djangorestframework-dataclasses", "docrepr", "wtforms-alchemy", "django-configurations", "xml-python", "gpxpy", "crowdstrike-falconpy", "chiavdf", "python-interface", "arthurai", "compressed-rtf", "aws-cdk-aws-s3", "kivy", "yattag", "opacus", "coremltools", "hurry-filesize", "djangorestframework-camel-case", "unitypy", "delocate", "pyftpdlib", "suds-jurko", "bitmath", "django-multiselectfield", "crontab", "aws-cdk-aws-sqs", "haystack-ai", "decord", "schematics", "robotframework-robocop", "pyproject-flake8", "yara-python", "brickflows", "trafaret", "pyinotify", "doc8", "pandas-profiling", "pockets", "fernet", "docspec-python", "nr-stream", "pylink-square", "lomond", "awsebcli", "types-aiobotocore-cloudformation", "litestar", "autodoc-pydantic", "baron", "plotly_express", "dm-control", "tree-sitter-javascript", "shopifyapi", "dj-rest-auth", "oci-cli", "zake", "infinity", "pyfarmhash", "openexr", "rfc8785", "openmim", "cupy-cuda12x", "tree_sitter_languages", "cdk-gitlab-runner", "kafka", "aimmo", "aws-cdk-aws-secretsmanager", "webexteamssdk", "mypy-boto3-cognito-identity", "bravado-core", "pdoc", "docusign-esign", "nr-util", "jupyter_contrib_core", "banal", "feedfinder2", "aiortc", "pydoc-markdown", "langchain-huggingface", "docspec", "hass-client", "routes", "pyreadline", "mkdocs-glightbox", "sqlite-utils", "types-boto3", "jc", "fastapi-slim", "jieba3k", "pyspark-pandas", "reprint", "flake8-annotations", "redbaron", "rauth", "sphinxcontrib-napoleon", "apache-airflow-providers-apache-druid", "cachebox", "poyo", "segtok", "linode-cli", "fslpy", "path-py", "kerberos", "aws-cdk-aws-ssm", "mypy-boto3-textract", "pydomo", "apache-airflow-providers-papermill", "getmac", "loky", "mlforecast", "ordereddict", "pyshark", "aws-cdk-aws-events", "coolprop", "aws-lambda-typing", "azureml-sdk", "get-reader", "types-fpdf2", "vobject", "aws-cdk-aws-s3-assets", "cdk-common", "miscreant", "python-graphql-client", "ansible-pylibssh", "kaldi_io", "eascheduler", "pytest-subprocess", "splink", "aws-msk-iam-sasl-signer-python", "testresources", "asyncer", "higher", "dall-e", "serpent", "django-jazzmin", "lingua-language-detector", "empy", "aws-cdk-aws-sns", "djangorestframework-xml", "pytest-trio", "mkdocs-literate-nav", "unicorn", "djangorestframework-jwt", "typeapi", "lightfm", "clearml", "awslimitchecker", "pypi-attestations", "hbutils", "robocorp-log", "pylsl", "android-backup", "aws-logging-handlers", "tensorflowjs", "py-grpc-prometheus", "pyfunctional", "pyang", "paddlepaddle", "django-elasticsearch-dsl", "multiaddr", "haystack-experimental", "ipcqueue", "django-cleanup", "badx12", "nr-date", "python3-xlib", "django-impersonate", "teradataml", "grequests", "codeguru_profiler_agent", "aws-cdk-aws-ecr", "opentelemetry-instrumentation-openai", "aws-cdk-aws-cloudwatch", "sqlalchemy-trino", "opendatalab", "airflow-exporter", "opentelemetry-instrumentation-kafka-python", "pypd", "linode-metadata", "blackfire", "azure-communication-email", "tatsu", "toml-sort", "embreex", "fuzzyset2", "beanie", "apache-airflow-providers-trino", "robotframework-assertion-engine", "opentelemetry-semantic-conventions-ai", "crochet", "fuzzytm", "pydevd-pycharm", "treelite", "mpi4py", "pyloudnorm", "dagster-docker", "prefect-github", "aliyun-python-sdk-ecs", "azure-mgmt-hybridcompute", "sql-formatter", "alexapy", "qpd", "pygam", "simpful", "python-pptx-templater", "python-debian", "apache-airflow-providers-vertica", "django-tinymce", "apache-airflow-providers-sendgrid", "drf-jwt", "edx-enterprise", "utils", "asyncclick", "event-model", "fugashi", "envparse", "oras", "python-osc", "prefect-sqlalchemy", "adjusttext", "flask-assets", "amplitude-analytics", "dagster-pyspark", "opentelemetry-instrumentation-elasticsearch", "dockerfile", "opentelemetry-instrumentation-boto", "databricks-utils", "nagisa", "ibm-watsonx-ai", "zdaemon", "konlpy", "deepeval", "twofish", "snowflake-ingest", "mypy-boto3-kafka", "versionfinder", "f90nml", "torchinfo", "google-cloud-functions", "json-schema-for-humans", "sqlalchemy-continuum", "lintrunner", "mypy-boto3-iot", "aws-cdk-aws-logs", "pyarmor", "ubelt", "pyathenajdbc", "pyocd", "jupyter_contrib_nbextensions", "aws-cdk-aws-sam", "whylogs", "pyactiveresource", "luigi", "tox-ansible", "dissect-target", "mapclassify", "aws-cdk-aws-ecr-assets", "docxcompose", "blacken-docs", "enlighten", "tzwhere", "basicsr", "gurobipy", "aws-cdk-aws-applicationautoscaling", "pyvisa-py", "supermercado", "tensorflow-io-nightly", "dimod", "depthai", "robyn", "chargebee", "extra-streamlit-components", "gspread-pandas", "visitor", "fiscalyear", "objectory", "inference-schema", "cloudinary", "allennlp-pvt-nightly", "mypy-boto3-ce", "joblibspark", "tailer", "pycaret", "multi-model-server", "pyld", "rio-cogeo", "generalimport", "abstract-ai", "nutter", "django-hijack", "pystac", "aws-cdk-aws-efs", "mypy-boto3-codepipeline", "molecule-plugins", "pbspark", "pytest-selenium", "imap-tools", "argo-workflows", "django-rq", "pyqtgraph", "draftjs_exporter", "streamlit-aggrid", "python-mimeparse", "styleframe", "magic-filter", "qiskit-aer", "in_place", "funasr", "jsonslicer", "super-collections", "rouge", "ttp", "apify-client", "h2o", "nanobind", "pytest-testmon", "pytest-reportlog", "rtfde", "assemblyline-core", "pyinstaller-versionfile", "cognitojwt", "mmengine", "django-autocomplete-light", "stamina", "mypy-boto3-cloudtrail", "django-select2", "nbstripout", "pytest-timestamper", "icontract", "robocorp-tasks", "pulumi-command", "serial", "canmatrix", "drf-writable-nested", "prov", "geojson-pydantic", "cfile", "apache-airflow-providers-jenkins", "dicomweb-client", "pact-python", "cpplint", "statistics", "transliterate", "pycobertura", "great_tables", "openapi-codec", "entrypoint2", "onepasswordconnectsdk", "recordclass", "opentelemetry-instrumentation-pymysql", "pyhs2", "pylsqpack", "reedsolo", "sagemaker-data-insights", "polarsgeoutils", "mypy-boto3-dynamodbstreams", "aws-cdk-aws-stepfunctions", "types-maxminddb", "mypy-boto3-application-autoscaling", "logging", "pydrive", "aws-cdk-custom-resources", "tgcrypto", "numdifftools", "mkl", "pyscaffold", "mypy-boto3-elasticache", "langserve", "murmurhash2", "dagster-gcp", "mypy-boto3-cloudfront", "robocorp", "finbourne-access-sdk", "robocorp-workitems", "nlpaug", "proselint", "screeninfo", "flask-apispec", "django-admin-sortable2", "mypy-boto3-iot-data", "aws-cdk-aws-sns-subscriptions", "tfa-nightly", "bio-grumpy", "tensorflow-recommenders", "pytorch-wpe", "pennylane-lightning", "canopen", "lazy-model", "trufflehog", "aiohttp-socks", "gcloud-aio-pubsub", "django-braces", "robotframework-tidy", "simple-ddl-parser", "mkdocs-section-index", "aws-cdk-aws-codeguruprofiler", "pycarlo", "pylogbeat", "pyroscope-io", "pystoi", "actfast", "mypy-boto3-sesv2", "mypy-boto3-organizations", "streamlit-keyup", "assemblyline-service-server", "yamlfix", "django-templated-mail", "mypy-boto3-connect", "docker-py", "flake8-pep3101", "yandex-query-client", "anywidget", "pymap3d", "pylightxl", "ipfshttpclient", "assemblyline", "b2sdk", "rospkg", "aws-cdk-aws-certificatemanager", "ezdxf", "urlextract", "scrypt", "wagtail", "django-allow-cidr", "sqlalchemy-cockroachdb", "pydoe", "pyliquibase", "google-cloud-ndb", "rosbags", "pynetbox", "aiotieba", "google-cloud-profiler", "django-htmx", "httpie-edgegrid", "amplpy", "junos-eznc", "gdal", "easy-thumbnails", "deap", "aws-cdk-aws-signer", "langchain-pinecone", "pylibsrtp", "uptime-kuma-api", "pythainlp", "anymarkup", "aws-cdk-aws-route53", "anymarkup-core", "cli-exit-tools", "pulumi-tls", "xinspect", "ghostscript", "gpytorch", "equinox", "tensorflow-decision-forests", "apysc", "simple-term-menu", "mypy-boto3-wafv2", "pyexcel-xlsx", "robotframework-retryfailed", "rtoml", "tabcmd", "titlecase", "django-test-migrations", "assemblyline-ui", "jsonnet", "bigdl-chronos", "pycnite", "flexmock", "prefect-shell", "autoray", "arxiv", "aws-cdk-aws-autoscaling-common", "pygdbmi", "lib-detect-testenv", "property-cached", "mypy-boto3-pinpoint-sms-voice-v2", "python-tds", "timeflux", "maison", "stackprinter", "wasmtime", "virtualenvwrapper", "casbin", "onnxscript", "fcache", "fastexcel", "python-schema-registry-client", "scriptconfig", "typer-cli", "aws-cdk-assets", "aioice", "pglast", "logfury", "lightstep", "webapp2", "mypy-boto3-acm", "mitmproxy", "bootstrap-flask", "yalafi", "vadersentiment", "pyqtwebengine-qt5", "django-log-request-id", "bce-python-sdk", "gherkin-official", "streamlit-extras", "ipy", "chess", "mypy-boto3-es", "chiabip158", "awscurl", "pygal", "pysolr", "wiki-fetch", "flake8-logging-format", "mypy-boto3-quicksight", "rlbot", "delta-sharing", "progiter", "rioxarray", "varint", "mypy-boto3-resourcegroupstaggingapi", "aws-cdk-aws-cloudformation", "tensorboard-plugin-profile", "elevenlabs", "drissionpage", "tavern", "pyjwkest", "anndata", "python-binance", "link", "launchable", "interpret-core", "cmsis-pack-manager", "nicegui", "ert", "chalkpy", "solders", "git-python", "opentelemetry-instrumentation-mysql", "spacy-transformers", "dotnetcore2", "jsonformatter", "pyqrcode", "pentapy", "types-passlib", "dagster-shell", "dynet", "esptool", "kmodes", "lusid-sdk", "pysqlite3", "boto-session-manager", "flexget", "sphinx-togglebutton", "azureml-fsspec", "mypy-boto3-transcribe", "pyrogram", "zxcvbn", "paddleocr", "aws-cdk-aws-apigateway", "mypy-boto3-servicediscovery", "opensearch-dsl", "json-encoder", "ipyvuetify", "mypy-boto3-comprehend", "springserve", "setuptools-odoo", "model-archiver", "pylru", "fastapi-mail", "sqlalchemy-drill", "slotted", "pygeos", "mypy-boto3-servicecatalog", "mypy-boto3-ec2-instance-connect", "pytest-freezer", "marshmallow3-annotations", "dask-cuda", "mypy-boto3-securityhub", "esp-idf-kconfig", "yeelight", "tflite-model-maker-nightly", "disposable-email-domains", "uri", "nncf", "gviz-api", "py-backwards-astunparse", "pytest-parametrization", "marshmallow-jsonapi", "robotframework-excellib", "aws-cdk-aws-servicediscovery", "py-backwards", "nbmake", "kopf", "moderngl", "ormsgpack", "mypy-boto3-apigatewaymanagementapi", "s3pathlib", "multiprocessing-logging", "mypy-boto3-dax", "autogluon-vision", "mypy-boto3-guardduty", "mypy-boto3-elb", "autogluon-text", "bearlibterminal", "returns", "jax-jumpy", "rqdatac", "mypy-boto3-apigatewayv2", "pyct", "clint", "mypy-boto3-service-quotas", "mypy-boto3-identitystore", "elasticsearch6", "jax-cuda12-plugin", "ipaddr", "rotary-embedding-torch", "torchlayers-nightly", "aws-cdk-aws-codestarnotifications", "setuptools-download", "aliyun-python-sdk-rds", "music21", "mypy-boto3-support", "iterproxy", "uvicorn-worker", "circus", "amundsen-databuilder", "willow", "geohash2", "ipyvue", "mypy-boto3-ebs", "pyautogen", "elasticsearch-curator", "aws-cdk-aws-elasticloadbalancingv2", "portion", "fastapi-cache2", "django-solo", "mypy-boto3-transfer", "mypy-boto3-codebuild", "mypy-boto3-shield", "first", "asyncio-throttle", "certbot", "pathfinding", "mypy-boto3-docdb", "aws-cdk-aws-ecs", "mypy-boto3-sso-oidc", "mypy-boto3-dlm", "rule-engine", "mypy-boto3-amplify", "python-jwt", "sqlvalidator", "arraykit", "pcpp", "benchmark-runner", "pybacklogpy", "mypy-boto3-fsx", "mypy-boto3-translate", "types-orjson", "django-admin-autocomplete-filter", "mypy-boto3-directconnect", "dataflows-tabulator", "zcbor", "pybedtools", "django-dirtyfields", "pyaml-env", "markdown-inline-graphviz-extension", "mypy-boto3-meteringmarketplace", "mypy-boto3-acm-pca", "flashlight-text", "workos", "python-baseconv", "csscompressor", "mypy-boto3-comprehendmedical", "types-pkg-resources", "sklearn-crfsuite", "opteryx", "pulp-glue", "sqlalchemy-databricks", "kolo", "ffmpeg", "domain2idna", "httpstan", "esprima", "dbnd", "micloud", "mypy-boto3-cur", "aws-cdk-aws-autoscaling", "sagemaker-datawrangler", "graphene-sqlalchemy", "detect-delimiter", "pycollada", "traits", "opentelemetry-instrumentation-tornado", "aws-cdk-aws-cognito", "mypy-boto3-datasync", "grafanalib", "mypy-boto3-imagebuilder", "bingads", "nodejs-wheel-binaries", "robotframework-appiumlibrary", "meteostat", "ci-info", "mypy-boto3-elasticbeanstalk", "jax-cuda12-pjrt", "mypy-boto3-fms", "mypy-boto3-serverlessrepo", "assemblyline-v4-service", "mygeotab", "mypy-boto3-compute-optimizer", "pytest-mpl", "pykml", "sqlite-fts4", "aliyun-python-sdk-core-v3", "actions-toolkit", "mypy-boto3-health", "pyarrow-stubs", "mypy-boto3-forecast", "yeref", "coiled", "pdfminer", "mypy-boto3-globalaccelerator", "iso4217", "bert_score", "mypy-boto3-importexport", "django-modelcluster", "mypy-boto3-ds", "prometheus-async", "k8", "lbt-dragonfly", "faust-cchardet", "mypy-boto3-discovery", "mypy-boto3-inspector", "mypy-boto3-groundstation", "aws-cdk-aws-codebuild", "google-cloud-dialogflow-cx", "mypy-boto3-glacier", "aws-packages", "aiodogstatsd", "ipylab", "bindep", "mmdet", "dm-haiku", "psd-tools", "mypy-boto3-forecastquery", "huaweicloudsdkcore", "mypy-boto3-storagegateway", "mypy-boto3-iot1click-devices", "python-logstash-async", "aws-cdk-aws-route53-targets", "mypy-boto3-mediastore", "mypy-boto3-devicefarm", "calver", "mypy-boto3-elastictranscoder", "stix2-patterns", "synapseml", "mypy-boto3-cognito-sync", "tinybird-cli", "mypy-boto3-iot1click-projects", "weread2notionpro", "mypy-boto3-greengrass", "mypy-boto3-snowball", "etelemetry", "mosek", "can-isotp", "mypy-boto3-sms-voice", "mypy-boto3-mediatailor", "geode-background", "mypy-boto3-mediaconvert", "mysql-python", "mdformat-tables", "pwlf", "zope-sqlalchemy", "ceja", "pynose", "pandoc", "blosc", "mypy-boto3-gamelift", "amazon-textract-response-parser", "aws-error-utils", "soda-core-duckdb", "mypy-boto3-mgh", "async-asgi-testclient", "mypy-boto3-mediastore-data", "mypy-boto3-sms", "markdown-include", "python-status", "certvalidator", "mypy-boto3-mediapackage-vod", "mypy-boto3-codeartifact", "mypy-boto3-connectparticipant", "mypy-boto3-frauddetector", "oic", "apache-airflow-providers-presto", "rejson", "pyjson5", "pyclothoids", "reverse_geocoder", "mypy-boto3-datapipeline", "aws-cdk-aws-kinesis", "mypy-boto3-accessanalyzer", "mammoth", "dagster-snowflake", "mypy-boto3-marketplace-entitlement", "pyarmor-cli-core", "mypy-boto3-mediapackage", "mypy-boto3-iotsecuretunneling", "whichcraft", "mypy-boto3-budgets", "sanitize-filename", "python-subunit", "mypy-boto3-sdb", "mypy-boto3-elastic-inference", "iteration_utilities", "dragonfly-energy", "flask-session2", "pyspark-test", "deepgram-sdk", "memepy", "linear_operator", "django-pgtrigger", "mypy-boto3-chime", "rook", "mxnet-mkl", "pydotplus", "eccodes", "pylint-gitlab", "mypy-boto3-detective", "click-configfile", "compressed-tensors", "awkward0", "fugue-sql-antlr", "pyhdb", "pandas-flavor", "mypy-boto3-s3control", "pyvo", "adbc-driver-manager", "click-shell", "versioningit", "nbdime", "tldrwl", "scenedetect", "pyspark-stubs", "aws-cdk-aws-cloudfront", "scrubadub", "conllu", "slack", "mypy-boto3-rds-data", "filesplit", "rstcheck-core", "dramatiq", "uproot3", "uproot3-methods", "mdutils", "finlab", "fast-curator", "mypy-boto3-workspaces", "pysnooper", "mypy-boto3-medialive", "sccache", "cobble", "aws-cdk-aws-elasticloadbalancing", "postmarker", "mypy-boto3-application-insights", "treelite-runtime", "table-logger", "pytensor", "djoser", "qds-sdk", "django-recaptcha", "neptune", "assemblyline-service-client", "mo-future", "pulp-cli", "apache-airflow-providers-apache-beam", "mypy-boto3-codedeploy", "arize-phoenix", "h3-pyspark", "breadability", "optimizely-sdk", "python-quickbooks", "apache-airflow-providers-grpc", "aws-cdk-aws-autoscaling-hooktargets", "whatthepatch", "ragged-buffer", "keplergl", "sparkaid", "mypy-boto3-migrationhub-config", "bioregistry", "tortoise-orm", "types-enum34", "crhelper", "alibabacloud-tea-openapi", "kedro-viz", "flask-redis", "pymc", "scylla-driver", "deepface", "python_jsonschema_objects", "urllib3-mock", "mypy-boto3-appsync", "cdk-ecr-deployment", "strsimpy", "unleashclient", "mail-parser", "mkdocs-mermaid2-plugin", "astronomer-providers", "mypy-boto3-appstream", "mypy-boto3-swf", "amundsen-common", "dataset", "latex2mathml", "mypy-boto3-iotanalytics", "favicon", "zipcodes", "sqlakeyset", "mypy-boto3-appmesh", "injectool", "flake8-return", "cx_freeze", "flake8-deprecated", "timeago", "python-etcd", "pyfcm", "mypy-boto3-kinesisanalytics", "stanza"]

Now I'm going to check where they disagree:

df["conda_lock"] = conda_lock_result
df["parselmouth"] = parselmouth_result
df["grayskull"] = grayskull_result
discrepancies = df[
    df.apply(
        lambda row: not (
            row["conda_lock"] == row["grayskull"]
            and row["grayskull"] in row["parselmouth"]
        ),
        axis=1,
    )
]

[maresb]

The full result

	package_name	downloads	conda_lock	parselmouth	grayskull
66	tzdata	7052520	python-tzdata	python-tzdata	tzdata
121	importlib-resources	4416487	importlib_resources	importlib-resources	importlib-resources
				importlib_resources
129	psycopg2-binary	4110590	psycopg2	psycopg2-binary	psycopg2-binary
160	ruamel-yaml	3392431	ruamel.yaml	ruamel.yaml	ruamel_yaml
161	jaraco-classes	3349855	jaraco.classes	jaraco.classes	jaraco-classes
168	google-cloud-bigquery	3243502	google-cloud-bigquery	google-cloud-bigquery	google-cloud-bigquery-core
				google-cloud-bigquery-core
175	msal-extensions	3066960	msal-extensions	msal_extensions	msal_extensions
189	ruamel-yaml-clib	2809772	ruamel-yaml-clib	ruamel.yaml.clib	ruamel-yaml-clib
195	typedload	2705990	typedload		typedload
277	redshift-connector	1774191	redshift-connector	redshift_connector	redshift_connector
278	jupyter-core	1769637	jupyter-core	jupyter_core	jupyter_core
297	bs4	1599768	bs4		bs4
299	zope-interface	1584491	zope.interface	zope.interface	zope-interface
300	smart-open	1583722	smart-open	smart_open	smart-open
313	apache-airflow	1535973	airflow	airflow	apache-airflow
347	jupyterlab-server	1318989	jupyterlab-server	jupyterlab_server	jupyterlab_server
369	pytest-error-for-skips	1229513	pytest-error-for-skips		pytest-error-for-skips
379	tb-nightly	1182925	tb-nightly		tb-nightly
391	jaraco-functools	1123773	jaraco.functools	jaraco.functools	jaraco-functools
401	antlr4-python3-runtime	1113065	antlr4-python3-runtime	antlr-python-runtime	antlr4-python3-runtime
427	jaraco-context	1029014	jaraco.context	jaraco.context	jaraco-context
442	click-man	995243	click-man		click-man
444	jupyter-events	983751	jupyter-events	jupyter_events	jupyter_events
445	seaborn	975632	seaborn-base	seaborn	seaborn
				seaborn-base
466	uv	917922	uv		uv
476	azure-cli	884203	azure-cli		azure-cli
482	confluent-kafka	871209	confluent-kafka	python-confluent-kafka	python-confluent-kafka
492	nvidia-nccl-cu12	851871	nvidia-nccl-cu12		nvidia-nccl-cu12
503	cached-property	823238	cached_property	cached-property	cached-property
				cached_property
538	nvidia-cublas-cu12	752937	nvidia-cublas-cu12		nvidia-cublas-cu12
539	nvidia-cudnn-cu12	751897	nvidia-cudnn-cu12		nvidia-cudnn-cu12
552	backports-tarfile	733727	backports.tarfile	backports.tarfile	backports-tarfile
556	nvidia-cuda-runtime-cu12	731257	nvidia-cuda-runtime-cu12		nvidia-cuda-runtime-cu12
558	nvidia-cuda-cupti-cu12	730047	nvidia-cuda-cupti-cu12		nvidia-cuda-cupti-cu12
559	nvidia-cusparse-cu12	729987	nvidia-cusparse-cu12		nvidia-cusparse-cu12
560	nvidia-cufft-cu12	729622	nvidia-cufft-cu12		nvidia-cufft-cu12
562	nvidia-cuda-nvrtc-cu12	728627	nvidia-cuda-nvrtc-cu12		nvidia-cuda-nvrtc-cu12
564	nvidia-nvjitlink-cu12	726325	nvidia-nvjitlink-cu12		nvidia-nvjitlink-cu12
569	nvidia-curand-cu12	724699	nvidia-curand-cu12		nvidia-curand-cu12
576	nvidia-nvtx-cu12	717026	nvidia-nvtx-cu12		nvidia-nvtx-cu12
579	nvidia-cusolver-cu12	713504	nvidia-cusolver-cu12		nvidia-cusolver-cu12
580	zope-event	711666	zope.event	zope.event	zope-event
587	pywin32	702731	pywin32	pywin32	pywin32-on-windows
633	backports-zoneinfo	638522	backports.zoneinfo	backports.zoneinfo	backports-zoneinfo
641	ninja	632874	ninja		ninja
644	azure-mgmt-recoveryservices	627707	azure-mgmt-recoveryservices		azure-mgmt-recoveryservices
650	analytics-python	622270	analytics-python		analytics-python
656	azure-mgmt-signalr	616920	azure-mgmt-signalr		azure-mgmt-signalr
666	azure-mgmt-servicebus	609162	azure-mgmt-servicebus		azure-mgmt-servicebus
686	azure-mgmt-rdbms	588644	azure-mgmt-rdbms		azure-mgmt-rdbms
691	azure-mgmt-advisor	583901	azure-mgmt-advisor		azure-mgmt-advisor
693	azure-mgmt-eventhub	582243	azure-mgmt-eventhub		azure-mgmt-eventhub
704	azure-mgmt-managementgroups	576747	azure-mgmt-managementgroups		azure-mgmt-managementgroups
705	azure-mgmt-loganalytics	576076	azure-mgmt-loganalytics		azure-mgmt-loganalytics
706	azure-mgmt-cdn	575636	azure-mgmt-cdn		azure-mgmt-cdn
707	azure-mgmt-cognitiveservices	575396	azure-mgmt-cognitiveservices		azure-mgmt-cognitiveservices
708	azure-mgmt-datalake-nspkg	573272	azure-mgmt-datalake-nspkg		azure-mgmt-datalake-nspkg
709	azure-mgmt-search	573227	azure-mgmt-search		azure-mgmt-search
711	azure-mgmt-recoveryservicesbackup	572904	azure-mgmt-recoveryservicesbackup		azure-mgmt-recoveryservicesbackup
712	azure-mgmt-iothub	572686	azure-mgmt-iothub		azure-mgmt-iothub
715	azure-mgmt-devtestlabs	571123	azure-mgmt-devtestlabs		azure-mgmt-devtestlabs
717	azure-mgmt-eventgrid	570525	azure-mgmt-eventgrid		azure-mgmt-eventgrid
719	azure-mgmt-applicationinsights	566139	azure-mgmt-applicationinsights		azure-mgmt-applicationinsights
720	azure-mgmt-servicefabric	563788	azure-mgmt-servicefabric		azure-mgmt-servicefabric
721	azure-mgmt-media	562824	azure-mgmt-media		azure-mgmt-media
722	azure-mgmt-billing	562424	azure-mgmt-billing		azure-mgmt-billing
723	azure-mgmt-policyinsights	562328	azure-mgmt-policyinsights		azure-mgmt-policyinsights
724	azure-mgmt-iothubprovisioningservices	561863	azure-mgmt-iothubprovisioningservices		azure-mgmt-iothubprovisioningservices
725	azure-mgmt-batchai	561552	azure-mgmt-batchai		azure-mgmt-batchai
726	azure-mgmt-datamigration	560968	azure-mgmt-datamigration		azure-mgmt-datamigration
728	azure-appconfiguration	560787	azure-appconfiguration		azure-appconfiguration
729	azure-mgmt-iotcentral	560562	azure-mgmt-iotcentral		azure-mgmt-iotcentral
730	azure-mgmt-maps	560554	azure-mgmt-maps		azure-mgmt-maps
738	libclang	546267	libclang		libclang
744	datetime	539318	datetime		datetime
749	azure-multiapi-storage	537220	azure-multiapi-storage		azure-multiapi-storage
752	evergreen-py	531615	evergreen-py		evergreen-py
757	tensorflow-io-gcs-filesystem	527204	tensorflow-io-gcs-filesystem		tensorflow-io-gcs-filesystem
774	azure-mgmt-datalake-analytics	508458	azure-mgmt-datalake-analytics		azure-mgmt-datalake-analytics
775	javaproperties	506870	javaproperties		javaproperties
782	azure-mgmt-reservations	502843	azure-mgmt-reservations		azure-mgmt-reservations
783	azure-loganalytics	500837	azure-loganalytics		azure-loganalytics
784	azure-mgmt-consumption	500559	azure-mgmt-consumption		azure-mgmt-consumption
787	azure-mgmt-relay	498212	azure-mgmt-relay		azure-mgmt-relay
790	azure-mgmt-apimanagement	495806	azure-mgmt-apimanagement		azure-mgmt-apimanagement
795	azure-mgmt-privatedns	492055	azure-mgmt-privatedns		azure-mgmt-privatedns
796	db-contrib-tool	490750	db-contrib-tool		db-contrib-tool
797	azure-mgmt-hdinsight	490105	azure-mgmt-hdinsight		azure-mgmt-hdinsight
802	azure-mgmt-kusto	485904	azure-mgmt-kusto		azure-mgmt-kusto
803	azure-mgmt-synapse	485146	azure-mgmt-synapse		azure-mgmt-synapse
804	azure-mgmt-security	484993	azure-mgmt-security		azure-mgmt-security
809	azure-mgmt-netapp	481624	azure-mgmt-netapp		azure-mgmt-netapp
810	azure-synapse-accesscontrol	481269	azure-synapse-accesscontrol		azure-synapse-accesscontrol
811	azure-mgmt-redhatopenshift	481198	azure-mgmt-redhatopenshift		azure-mgmt-redhatopenshift
812	azure-mgmt-appconfiguration	481037	azure-mgmt-appconfiguration		azure-mgmt-appconfiguration
813	azure-mgmt-sqlvirtualmachine	480370	azure-mgmt-sqlvirtualmachine		azure-mgmt-sqlvirtualmachine
814	azure-keyvault-administration	480195	azure-keyvault-administration		azure-keyvault-administration
816	azure-mgmt-imagebuilder	479606	azure-mgmt-imagebuilder		azure-mgmt-imagebuilder
818	azure-mgmt-botservice	479401	azure-mgmt-botservice		azure-mgmt-botservice
822	azure-mgmt-databoxedge	478585	azure-mgmt-databoxedge		azure-mgmt-databoxedge
823	azure-synapse-managedprivateendpoints	478559	azure-synapse-managedprivateendpoints		azure-synapse-managedprivateendpoints
824	azure-mgmt-servicelinker	478371	azure-mgmt-servicelinker		azure-mgmt-servicelinker
825	azure-mgmt-servicefabricmanagedclusters	478100	azure-mgmt-servicefabricmanagedclusters		azure-mgmt-servicefabricmanagedclusters
826	azure-mgmt-extendedlocation	477961	azure-mgmt-extendedlocation		azure-mgmt-extendedlocation
839	tensorflow-serving-api	466112	tensorflow-serving-api		tensorflow-serving-api
848	cmake	459905	cmake		cmake
870	azure-mgmt-managedservices	435095	azure-mgmt-managedservices		azure-mgmt-managedservices
891	psycopg-binary	413368	psycopg-binary		psycopg-binary
893	azure-mgmt-deploymentmanager	411387	azure-mgmt-deploymentmanager		azure-mgmt-deploymentmanager
897	pytest-random-order	406247	pytest-random-order		pytest-random-order
919	sphinx-rtd-theme	382349	sphinx-rtd-theme	sphinx_rtd_theme	sphinx_rtd_theme
939	tensorflow-text	366086	tensorflow-text		tensorflow-text
944	cloudformation-cli	360042	cloudformation-cli		cloudformation-cli
945	opencv-python-headless	359533	opencv		opencv
947	ray	358665	ray-core	ray-core	ray
949	cloudformation-cli-java-plugin	357813	cloudformation-cli-java-plugin		cloudformation-cli-java-plugin
950	cloudformation-cli-python-plugin	357792	cloudformation-cli-python-plugin		cloudformation-cli-python-plugin
951	cloudformation-cli-go-plugin	357644	cloudformation-cli-go-plugin		cloudformation-cli-go-plugin
952	cloudformation-cli-typescript-plugin	357561	cloudformation-cli-typescript-plugin		cloudformation-cli-typescript-plugin
954	oldest-supported-numpy	356055	oldest-supported-numpy		oldest-supported-numpy
979	datadog-api-client	334973	datadog-api-client		datadog-api-client
990	torchaudio	326075	torchaudio		torchaudio
991	edgegrid-python	325339	edgegrid-python		edgegrid-python
1000	weaviate-client	314711	weaviate-client		weaviate-client
1003	nvidia-cublas-cu11	313989	nvidia-cublas-cu11		nvidia-cublas-cu11
1011	nvidia-cudnn-cu11	306175	nvidia-cudnn-cu11		nvidia-cudnn-cu11
1012	keyrings-google-artifactregistry-auth	304767	keyrings-google-artifactregistry-auth	keyrings.google-artifactregistry-auth	keyrings-google-artifactregistry-auth
1034	nvidia-cuda-runtime-cu11	295487	nvidia-cuda-runtime-cu11		nvidia-cuda-runtime-cu11
1036	nvidia-cuda-nvrtc-cu11	294036	nvidia-cuda-nvrtc-cu11		nvidia-cuda-nvrtc-cu11
1044	pyhcl	287084	pyhcl		pyhcl
1046	faiss-cpu	286524	faiss-cpu		faiss-cpu
1054	more-executors	283162	more-executors		more-executors
1055	astronomer-cosmos	282935	astronomer-cosmos		astronomer-cosmos
1058	openxlab	282027	openxlab		openxlab
1060	fastpurge	280941	fastpurge		fastpurge
1068	py-partiql-parser	275380	py-partiql-parser		py-partiql-parser
1071	cohere	272023	cohere		cohere
1072	google-cloud	270806	google-cloud		google-cloud
1073	pdfminer-six	270664	pdfminer.six	pdfminer.six	pdfminer-six
1080	langchain-google-vertexai	267080	langchain-google-vertexai		langchain-google-vertexai
1087	eval-type-backport	265142	eval_type_backport	eval-type-backport	eval-type-backport
				eval_type_backport
1111	prefect-gcp	250085	prefect-gcp		prefect-gcp
1113	asyncio	249211	asyncio		asyncio
1133	firebase-admin	236614	firebase-admin		firebase-admin
1142	teradatasql	231690	teradatasql		teradatasql
1143	azure-eventhub	231452	azure-eventhub		azure-eventhub
1148	cloudevents	226542	cloudevents		cloudevents
1151	azure-kusto-ingest	224999	azure-kusto-ingest		azure-kusto-ingest
1162	pandera	221680	pandera-core	pandera	pandera
				pandera-base
				pandera-core
1191	types-cffi	210846	types-cffi		types-cffi
1207	sklearn	206178	sklearn		sklearn
1235	functions-framework	193426	functions-framework		functions-framework
1238	uamqp	192962	uamqp		uamqp
1241	spark-nlp	191995	spark-nlp		spark-nlp
1255	acryl-datahub	184784	acryl-datahub		acryl-datahub
1275	py-spy	179573	py-spy		py-spy
1276	zipfile38	179543	zipfile38		zipfile38
1285	kaleido	176728	kaleido	python-kaleido	python-kaleido
1287	soda-core	176607	soda-core		soda-core
1298	hyperpyyaml	173011	hyperpyyaml		hyperpyyaml
1299	speechbrain	172876	speechbrain		speechbrain
1305	cog	171528	cog		cog
1310	pymsteams	170647	pymsteams		pymsteams
1317	singer-sdk	168596	singer-sdk		singer-sdk
1321	html5lib-modern	168052	html5lib-modern		html5lib-modern
1332	mypy-boto3-sts	166198	mypy-boto3-sts		mypy-boto3-sts
1335	sagemaker-core	165730	sagemaker-core		sagemaker-core
1338	azure-monitor-query	165313	azure-monitor-query		azure-monitor-query
1361	azure-cosmosdb-table	160217	azure-cosmosdb-table		azure-cosmosdb-table
1371	azure-cosmosdb-nspkg	157773	azure-cosmosdb-nspkg		azure-cosmosdb-nspkg
1393	semgrep	153648	semgrep		semgrep
1402	soundfile	151633	pysoundfile	pysoundfile	soundfile
1420	uuid	148747	uuid		uuid
1422	pinecone-client	148324	pinecone-client		pinecone-client
1431	azureml-core	146365	azureml-core		azureml-core
1432	qtconsole	145551	qtconsole-base	qtconsole	qtconsole
				qtconsole-base
1436	zope-deprecation	144871	zope.deprecation	zope.deprecation	zope-deprecation
1443	azure-functions	143060	azure-functions		azure-functions
1468	aws-cdk-lib	137845	aws-cdk-lib		aws-cdk-lib
1486	azure-monitor-opentelemetry-exporter	135902	azure-monitor-opentelemetry-exporter		azure-monitor-opentelemetry-exporter
1488	pytest-messenger	135468	pytest-messenger		pytest-messenger
1489	json-log-formatter	135424	json-log-formatter		json-log-formatter
1490	aws-cdk-asset-awscli-v1	135036	aws-cdk-asset-awscli-v1		aws-cdk-asset-awscli-v1
1500	pyqt5-qt5	131739	pyqt5-qt5		pyqt5-qt5
1503	amazon-ion	131344	amazon-ion		amazon-ion
1508	ortools	130733	ortools	ortools-python	ortools-python
1517	aws-psycopg2	129564	aws-psycopg2		aws-psycopg2
1519	aws-cdk-integ-tests-alpha	128527	aws-cdk-integ-tests-alpha		aws-cdk-integ-tests-alpha
1521	tlparse	128414	tlparse		tlparse
1523	avro-gen3	128149	avro-gen3		avro-gen3
1527	azure-eventgrid	127767	azure-eventgrid		azure-eventgrid
1547	soxr	123977	soxr-python	soxr-python	soxr
1554	boolean-py	122217	boolean.py	boolean.py	boolean-py
1555	fixedint	121855	fixedint		fixedint
1557	memory-profiler	121812	memory-profiler	memory_profiler	memory_profiler
1561	dynamodb-json	120775	dynamodb-json		dynamodb-json
1564	pymupdfb	120605	pymupdfb		pymupdfb
1575	aws-cdk-asset-kubectl-v20	118936	aws-cdk-asset-kubectl-v20		aws-cdk-asset-kubectl-v20
1579	pypiwin32	118605	pypiwin32		pypiwin32
1583	lit	118249	lit-nlp	lit	lit
				lit-nlp
1603	python-pam	114246	python-pam		python-pam
1611	patchelf	113300	patchelf		patchelf
1613	databricks-api	113203	databricks-api		databricks-api
1616	ultralytics-thop	112347	ultralytics-thop		ultralytics-thop
1617	repoze-lru	112166	repoze.lru	repoze.lru	repoze-lru
1627	wget	110582	python-wget	python-wget	wget
1630	databricks-connect	110116	databricks-connect		databricks-connect
1637	opencv-contrib-python	108964	opencv-contrib-python		opencv-contrib-python
1641	opencensus-ext-logging	108268	opencensus-ext-logging		opencensus-ext-logging
1644	microsoft-kiota-serialization-json	107978	microsoft-kiota-serialization-json		microsoft-kiota-serialization-json
1647	jq	107783	jq		jq
1663	python-consul	105091	python-consul		python-consul
1666	teradatasqlalchemy	104554	teradatasqlalchemy		teradatasqlalchemy
1676	soda-core-snowflake	103389	soda-core-snowflake		soda-core-snowflake
1678	zc-lockfile	103010	zc.lockfile	zc.lockfile	zc-lockfile
1690	elementary-data	101755	elementary-data		elementary-data
1694	mysql-connector	101555	mysql-connector		mysql-connector
1695	salesforce-bulk	101490	salesforce-bulk		salesforce-bulk
1703	boa-str	100844	boa-str		boa-str
1705	dbutils	100799	dbutils		dbutils
1706	segment-analytics-python	100798	analytics-python	analytics-python	segment-analytics-python
1712	jsonconversion	100179	jsonconversion		jsonconversion
1718	backports-functools-lru-cache	99397	backports.functools_lru_cache	backports.functools_lru_cache	backports-functools-lru-cache
1720	mypy-boto3-iam	99310	mypy-boto3-iam		mypy-boto3-iam
1722	ec2-metadata	99014	ec2-metadata		ec2-metadata
1727	aws-cdk-asset-node-proxy-agent-v6	98692	aws-cdk-asset-node-proxy-agent-v6		aws-cdk-asset-node-proxy-agent-v6
1732	pytd	98144	pytd		pytd
1741	boto3-type-annotations	97332	boto3-type-annotations		boto3-type-annotations
1743	onnxruntime-gpu	97162	onnxruntime-gpu	onnxruntime-novec	onnxruntime-gpu
1752	jwt	96231	jwt		jwt
1781	coreapi	92509	coreapi	coreapi	python-coreapi
				python-coreapi
1784	mypy-boto3-ecr	92064	mypy-boto3-ecr		mypy-boto3-ecr
1792	azure-mgmt-notificationhubs	91325	azure-mgmt-notificationhubs		azure-mgmt-notificationhubs
1794	chispa	91046	chispa		chispa
1796	microsoft-kiota-serialization-text	90278	microsoft-kiota-serialization-text		microsoft-kiota-serialization-text
1798	signalfx	90230	signalfx		signalfx
1803	redis-py-cluster	89957	redis-py-cluster		redis-py-cluster
1813	requests-aws-sign	89359	requests-aws-sign		requests-aws-sign
1819	riot	88743	riot		riot
1820	shareplum	88619	shareplum		shareplum
1828	pdfkit	87920	python-pdfkit	python-pdfkit	pdfkit
1834	azure-monitor-opentelemetry	87348	azure-monitor-opentelemetry		azure-monitor-opentelemetry
1837	azure-mgmt-logic	87239	azure-mgmt-logic		azure-mgmt-logic
1840	azure-core-tracing-opentelemetry	86789	azure-core-tracing-opentelemetry		azure-core-tracing-opentelemetry
1841	backports-weakref	86628	backports.weakref	backports.weakref	backports-weakref
1849	ckzg	85352	ckzg		ckzg
1855	cdk-nag	84791	cdk-nag		cdk-nag
1863	azure-mgmt-scheduler	83765	azure-mgmt-scheduler		azure-mgmt-scheduler
1866	azure-servicefabric	83293	azure-servicefabric		azure-servicefabric
1869	azure-mgmt-commerce	83184	azure-mgmt-commerce		azure-mgmt-commerce
1870	tsx	83135	tsx		tsx
1871	ulid-py	83098	ulid-py		ulid-py
1872	azure-mgmt-powerbiembedded	83066	azure-mgmt-powerbiembedded		azure-mgmt-powerbiembedded
1874	mypy-boto3-athena	83044	mypy-boto3-athena		mypy-boto3-athena
1876	throttlex	83009	throttlex		throttlex
1879	streamerate	82963	streamerate		streamerate
1882	azure-mgmt-hanaonazure	82807	azure-mgmt-hanaonazure		azure-mgmt-hanaonazure
1883	sparkorm	82749	sparkorm		sparkorm
1887	azure-mgmt-machinelearningcompute	82539	azure-mgmt-machinelearningcompute		azure-mgmt-machinelearningcompute
1888	azure-mgmt-managementpartner	82453	azure-mgmt-managementpartner		azure-mgmt-managementpartner
1890	codeowners	82339	codeowners		codeowners
1892	opentelemetry-resource-detector-azure	82288	opentelemetry-resource-detector-azure		opentelemetry-resource-detector-azure
1895	azureml-dataprep	82060	azureml-dataprep		azureml-dataprep
1902	igraph	81650	python-igraph	python-igraph	igraph
1908	azure-mgmt-devspaces	81381	azure-mgmt-devspaces		azure-mgmt-devspaces
1919	django-phonenumber-field	80914	django-phonenumber-field		django-phonenumber-field
1920	insight-cli	80911	insight-cli		insight-cli
1922	clang-format	80743	clang-format		clang-format
1924	boostedblob	80631	boostedblob		boostedblob
1928	azure-applicationinsights	80241	azure-applicationinsights		azure-applicationinsights
1932	pipelinewise-singer-python	79906	pipelinewise-singer-python		pipelinewise-singer-python
1937	tableauhyperapi	79535	tableauhyperapi		tableauhyperapi
1938	azureml-dataprep-rslex	79511	azureml-dataprep-rslex		azureml-dataprep-rslex
1940	category-encoders	79426	category-encoders	category_encoders	category_encoders
1951	pycomposefile	78429	pycomposefile		pycomposefile
1952	tecton	78357	tecton		tecton
1953	github3-py	78246	github3.py	github3.py	github3-py
1958	temporalio	77305	temporalio		temporalio
1959	django-otp	77180	django-otp		django-otp
1961	fasttext-wheel	77112	fasttext-wheel		fasttext-wheel
1966	pytimeparse2	76748	pytimeparse2		pytimeparse2
1967	databricks	76698	databricks		databricks
1973	pydevd	76377	pydevd		pydevd
1980	logging-azure-rest	75869	logging-azure-rest		logging-azure-rest
1981	hdbcli	75857	hdbcli		hdbcli
1982	pyramid-jinja2	75822	pyramid-jinja2		pyramid-jinja2
1984	backports-tempfile	75800	backports.tempfile	backports.tempfile	backports-tempfile
1986	databricks-pypi1	75686	databricks-pypi1		databricks-pypi1
1997	mypy-boto3-stepfunctions	73859	mypy-boto3-stepfunctions		mypy-boto3-stepfunctions
1999	nvidia-cufft-cu11	73749	nvidia-cufft-cu11		nvidia-cufft-cu11
2003	blosc2	73598	python-blosc2	python-blosc2	blosc2
2007	phonenumberslite	73497	phonenumberslite		phonenumberslite
2010	nvidia-cusolver-cu11	73397	nvidia-cusolver-cu11		nvidia-cusolver-cu11
2011	requests-sigv4	73393	requests-sigv4		requests-sigv4
2021	aws-cdk-cloud-assembly-schema	72978	aws-cdk.cloud-assembly-schema	aws-cdk.cloud-assembly-schema	aws-cdk-cloud-assembly-schema
2022	mypy-boto3-ecs	72732	mypy-boto3-ecs		mypy-boto3-ecs
2025	nvidia-cuda-cupti-cu11	72594	nvidia-cuda-cupti-cu11		nvidia-cuda-cupti-cu11
2026	nvidia-cusparse-cu11	72572	nvidia-cusparse-cu11		nvidia-cusparse-cu11
2028	zstd	72460	python-zstd	python-zstd	zstd
2030	pulumi	72318	pulumi		pulumi
2033	nvidia-curand-cu11	72125	nvidia-curand-cu11		nvidia-curand-cu11
2035	github-heatmap	72080	github-heatmap		github-heatmap
2044	json-delta	71682	json-delta		json-delta
2046	nvidia-nccl-cu11	71654	nvidia-nccl-cu11		nvidia-nccl-cu11
2047	sqlfluff-templater-dbt	71650	sqlfluff-templater-dbt		sqlfluff-templater-dbt
2050	pyformance	71185	pyformance		pyformance
2051	nvidia-nvtx-cu11	71152	nvidia-nvtx-cu11		nvidia-nvtx-cu11
2064	dogpile-cache	70529	dogpile.cache	dogpile.cache	dogpile-cache
2065	coreschema	70312	coreschema	coreschema	python-coreschema
				python-coreschema
2084	c7n	68932	c7n		c7n
2085	mypy-boto3-kinesis	68802	mypy-boto3-kinesis		mypy-boto3-kinesis
2086	mypy-boto3-emr	68795	mypy-boto3-emr		mypy-boto3-emr
2093	tensorflow-intel	68214	tensorflow-intel		tensorflow-intel
2095	azure-mgmt-appcontainers	68153	azure-mgmt-appcontainers		azure-mgmt-appcontainers
2096	backports-cached-property	68110	backports.cached-property	backports.cached-property	backports-cached-property
2109	pyandoc	67707	pyandoc		pyandoc
2119	pyairtable	67316	pyairtable		pyairtable
2120	mypy-boto3-sagemaker	67255	mypy-boto3-sagemaker		mypy-boto3-sagemaker
2128	types-pyserial	66767	types-pyserial		types-pyserial
2131	poethepoet	66636	poethepoet		poethepoet
2137	pyzipper	66287	pyzipper		pyzipper
2154	bazel-runfiles	65105	bazel-runfiles		bazel-runfiles
2162	tensorflow-io	64407	tensorflow-io		tensorflow-io
2166	mypy-boto3-kms	64148	mypy-boto3-kms		mypy-boto3-kms
2178	mypy-boto3-apigateway	63620	mypy-boto3-apigateway		mypy-boto3-apigateway
2191	discord-py	62662	discord.py	discord.py	discord-py
2202	selenium-wire	61982	selenium-wire		selenium-wire
2206	thop	61660	thop		thop
2208	google-analytics-data	61600	google-analytics-data		google-analytics-data
2210	azureml-dataprep-native	61483	azureml-dataprep-native		azureml-dataprep-native
2222	pymongo-auth-aws	60477	pymongo-auth-aws		pymongo-auth-aws
2223	soda-core-spark	60416	soda-core-spark		soda-core-spark
2224	ccxt	60235	ccxt		ccxt
2228	curl-cffi	60077	curl-cffi		curl-cffi
2233	prisma	59809	prisma		prisma
2238	langfuse	59536	langfuse		langfuse
2242	tensorflow-addons	59389	tensorflow-addons		tensorflow-addons
2248	dbl-tempo	59105	dbl-tempo		dbl-tempo
2249	textparser	59013	textparser		textparser
2250	pinecone-plugin-interface	58968	pinecone-plugin-interface		pinecone-plugin-interface
2251	advent-of-code	58920	advent-of-code		advent-of-code
2254	ibm-db	58815	ibm-db	ibm_db	ibm_db
2257	soda-core-spark-df	58654	soda-core-spark-df		soda-core-spark-df
2259	requests-auth-aws-sigv4	58481	requests-auth-aws-sigv4		requests-auth-aws-sigv4
2262	types-stripe	58289	types-stripe		types-stripe
2269	azure-ai-formrecognizer	58165	azure-ai-formrecognizer		azure-ai-formrecognizer
2270	seqio-nightly	58161	seqio-nightly		seqio-nightly
2271	microsoft-security-utilities-secret-masker	58139	microsoft-security-utilities-secret-masker		microsoft-security-utilities-secret-masker
2272	databricks-pypi2	58081	databricks-pypi2		databricks-pypi2
2278	html-testrunner	57532	html-testrunner		html-testrunner
2279	checkdigit	57438	checkdigit		checkdigit
2280	ndjson	57437	ndjson		ndjson
2281	pinecone-plugin-inference	57435	pinecone-plugin-inference		pinecone-plugin-inference
2283	mypy-boto3-signer	57276	mypy-boto3-signer		mypy-boto3-signer
2284	tensorflow-cpu	57265	tensorflow-cpu		tensorflow-cpu
2289	ctranslate2	56759	ctranslate2		ctranslate2
2290	retry2	56718	retry2		retry2
2292	mypy-boto3-xray	56598	mypy-boto3-xray		mypy-boto3-xray
2297	pytest-assume	56493	pytest-assume		pytest-assume
2301	mypy-boto3-schemas	56272	mypy-boto3-schemas		mypy-boto3-schemas
2303	cerberus-python-client	56162	cerberus-python-client		cerberus-python-client
2305	pypyp	56096	pypyp		pypyp
2318	azureml-mlflow	55460	azureml-mlflow		azureml-mlflow
2321	line-profiler	55327	line-profiler	line_profiler	line_profiler
2322	ydb	55324	ydb		ydb
2325	c7n-org	55113	c7n-org		c7n-org
2333	simple-gcp-object-downloader	54623	simple-gcp-object-downloader		simple-gcp-object-downloader
2340	xmod	54406	xmod		xmod
2341	mypy-boto3-sns	54241	mypy-boto3-sns		mypy-boto3-sns
2342	mypy-boto3-emr-serverless	54221	mypy-boto3-emr-serverless		mypy-boto3-emr-serverless
2346	bridgecrew	54103	bridgecrew		bridgecrew
2349	msgraph-sdk	53988	msgraph-sdk		msgraph-sdk
2362	aws-cdk-aws-lambda-python-alpha	53414	aws-cdk-aws-lambda-python-alpha		aws-cdk-aws-lambda-python-alpha
2366	editor	53174	editor		editor
2367	livy	53129	livy		livy
2374	runs	52806	runs		runs
2375	frida	52796	frida		frida
2380	pyagrum-nightly	52678	pyagrum-nightly		pyagrum-nightly
2382	jupyter-ydoc	52601	jupyter-ydoc	jupyter_ydoc	jupyter_ydoc
2384	webvtt-py	52507	webvtt-py		webvtt-py
2386	google-cloud-pipeline-components	52416	google-cloud-pipeline-components		google-cloud-pipeline-components
2387	p4python	52365	p4python		p4python
2389	akshare	52285	akshare		akshare
2391	pyannote-database	52228	pyannote.database	pyannote.database	pyannote-database
2394	mediapipe	51981	mediapipe		mediapipe
2398	kconfiglib	51784	kconfiglib		kconfiglib
2409	array-record	51343	array-record		array-record
2414	aiogram	51062	aiogram		aiogram
2415	celery-types	51056	celery-types		celery-types
2420	pillow-heif	50666	pillow-heif		pillow-heif
2426	galvani	50462	galvani		galvani
2432	mypy-boto3-elbv2	50218	mypy-boto3-elbv2		mypy-boto3-elbv2
2437	pylas	50042	pylas		pylas
2441	fasttext-langdetect	49629	fasttext-langdetect		fasttext-langdetect
2442	zope-proxy	49613	zope.proxy	zope.proxy	zope-proxy
2443	oslo-utils	49599	oslo.utils	oslo.utils	oslo-utils
2444	types-pyasn1	49529	types-pyasn1		types-pyasn1
2447	opencv-contrib-python-headless	49415	opencv-contrib-python-headless		opencv-contrib-python-headless
2453	python3-logstash	49163	python3-logstash		python3-logstash
2466	types-defusedxml	48357	types-defusedxml		types-defusedxml
2473	azure-mgmt-resourcegraph	48085	azure-mgmt-resourcegraph		azure-mgmt-resourcegraph
2482	django-prometheus	47699	django-prometheus		django-prometheus
2484	djangorestframework-api-key	47608	djangorestframework-api-key		djangorestframework-api-key
2487	pyannote-core	47558	pyannote.core	pyannote.core	pyannote-core
2496	google-cloud-discoveryengine	47145	google-cloud-discoveryengine		google-cloud-discoveryengine
2498	zope-deferredimport	47036	zope.deferredimport	zope.deferredimport	zope-deferredimport
2504	clang	46885	clang		clang
2505	elasticsearch7	46831	elasticsearch7		elasticsearch7
2511	segment-anything	46624	segment-anything		segment-anything
2513	snowflake	46595	snowflake		snowflake
2517	jaraco-text	46514	jaraco.text	jaraco.text	jaraco-text
2521	pysam	46383	pysam		pysam
2525	pyannote-metrics	46105	pyannote-metrics	pyannote.metrics	pyannote-metrics
2526	mypy-boto3-route53	46100	mypy-boto3-route53		mypy-boto3-route53
2529	django-csp	45915	django-csp		django-csp
2535	certbot-dns-cloudflare	45721	certbot-dns-cloudflare		certbot-dns-cloudflare
2540	django-modeltranslation	45444	django-modeltranslation		django-modeltranslation
2542	python-string-utils	45377	python-string-utils		python-string-utils
2544	types-httplib2	45316	types-httplib2		types-httplib2
2547	accesscontrol	45169	accesscontrol		accesscontrol
2550	amqpstorm	45072	amqpstorm		amqpstorm
2556	oslo-config	44872	oslo.config	oslo.config	oslo-config
2569	tdqm	44348	tdqm		tdqm
2573	mypy-boto3-sagemaker-runtime	44189	mypy-boto3-sagemaker-runtime		mypy-boto3-sagemaker-runtime
2579	jaraco-collections	43959	jaraco.collections	jaraco.collections	jaraco-collections
2580	plaid-python	43806	plaid-python		plaid-python
2581	asteroid-filterbanks	43791	asteroid-filterbanks		asteroid-filterbanks
2582	zigpy	43743	zigpy		zigpy
2583	z3-solver	43737	z3-solver		z3-solver
2584	swebench	43706	swebench		swebench
2588	poetry-plugin-pypi-mirror	43683	poetry-plugin-pypi-mirror		poetry-plugin-pypi-mirror
2590	peppercorn	43578	peppercorn		peppercorn
2595	tableau-api-lib	43400	tableau-api-lib		tableau-api-lib
2600	oslo-i18n	43182	oslo.i18n	oslo.i18n	oslo-i18n
2602	eyes-selenium	43130	eyes-selenium		eyes-selenium
2603	snowflake-core	43068	snowflake.core	snowflake.core	snowflake-core
2608	primepy	42912	primepy		primepy
2609	torch-audiomentations	42906	torch-audiomentations		torch-audiomentations
2610	torch-pitch-shift	42891	torch-pitch-shift		torch-pitch-shift
2611	eyes-common	42874	eyes-common		eyes-common
2612	python-logging-loki	42844	python-logging-loki		python-logging-loki
2615	devtools	42741	python-devtools	python-devtools	devtools
2616	pyannote-audio	42721	pyannote-audio		pyannote-audio
2619	dateformat	42576	dateformat		dateformat
2625	pyannote-pipeline	42413	pyannote-pipeline		pyannote-pipeline
2629	django-object-actions	42198	django-object-actions		django-object-actions
2631	detect-secrets	42085	detect-secrets		detect-secrets
2643	types-xmltodict	41765	types-xmltodict		types-xmltodict
2644	acquisition	41689	acquisition		acquisition
2651	vtk	41569	vtk		vtk
2655	pusher	41474	pusher		pusher
2662	drf-nested-routers	41366	drf-nested-routers		drf-nested-routers
2665	faster-whisper	41259	faster-whisper		faster-whisper
2669	google-cloud-bigquery-biglake	41173	google-cloud-bigquery-biglake		google-cloud-bigquery-biglake
2674	mmcif	40830	mmcif		mmcif
2675	types-oauthlib	40822	types-oauthlib		types-oauthlib
2682	oslo-serialization	40586	oslo.serialization	oslo.serialization	oslo-serialization
2686	mypy-boto3-events	40522	mypy-boto3-events		mypy-boto3-events
2688	pymisp	40511	pymisp		pymisp
2694	cloudscraper	40216	cloudscraper		cloudscraper
2695	core-universal	40173	core-universal		core-universal
2696	distribute	40160	distribute		distribute
2697	mypy-boto3-lakeformation	40158	mypy-boto3-lakeformation		mypy-boto3-lakeformation
2698	azureml-telemetry	40146	azureml-telemetry		azureml-telemetry
2699	pysqlite3-binary	40131	pysqlite3-binary		pysqlite3-binary
2703	wmi	39889	wmi		wmi
2707	localstack-core	39786	localstack-core		localstack-core
2711	autogluon-core	39692	autogluon-core	autogluon.core	autogluon-core
2716	delighted	39505	delighted		delighted
2717	autogluon-tabular	39504	autogluon-tabular	autogluon.tabular	autogluon-tabular
2720	a2wsgi	39414	a2wsgi		a2wsgi
2727	cnvrgv2	39242	cnvrgv2		cnvrgv2
2736	ollama	38822	ollama-python	ollama-python	ollama
2739	django-migration-linter	38658	django-migration-linter		django-migration-linter
2740	mypy-boto3-dataexchange	38646	mypy-boto3-dataexchange		mypy-boto3-dataexchange
2741	tk	38603	tk		tk
2745	tox-uv	38438	tox-uv		tox-uv
2746	google-api-python-client-stubs	38401	google-api-python-client-stubs		google-api-python-client-stubs
2751	sampleproject	38282	sampleproject		sampleproject
2753	mozilla-django-oidc	38240	mozilla-django-oidc		mozilla-django-oidc
2754	autofaker	38194	autofaker		autofaker
2755	shrub-py	38184	shrub-py		shrub-py
2758	databind-json	38075	databind.json	databind.json	databind-json
2760	azure-schemaregistry	38028	azure-schemaregistry		azure-schemaregistry
2762	opentelemetry-instrumentation-aws-lambda	37975	opentelemetry-instrumentation-aws-lambda		opentelemetry-instrumentation-aws-lambda
2769	databind-core	37873	databind.core	databind.core	databind-core
2773	ast-grep-cli	37639	ast-grep-cli		ast-grep-cli
2778	pyspark-dist-explore	37502	pyspark-dist-explore		pyspark-dist-explore
2780	spandrel	37452	spandrel		spandrel
2786	okta	37376	okta		okta
2788	snowflake-legacy	37355	snowflake-legacy		snowflake-legacy
2789	singer-python	37354	singer-python		singer-python
2795	mltable	37200	mltable		mltable
2797	microsoft-kiota-serialization-form	37188	microsoft-kiota-serialization-form		microsoft-kiota-serialization-form
2799	autogluon-features	37093	autogluon-features	autogluon.features	autogluon-features
2806	google-cloud-recaptcha-enterprise	36880	google-cloud-recaptcha-enterprise		google-cloud-recaptcha-enterprise
2811	microsoft-kiota-serialization-multipart	36714	microsoft-kiota-serialization-multipart		microsoft-kiota-serialization-multipart
2814	seleniumbase	36665	seleniumbase		seleniumbase
2819	pip-licenses	36532	pip-licenses		pip-licenses
2822	zope-i18nmessageid	36523	zope-i18nmessageid		zope-i18nmessageid
2827	htmldate	36308	htmldate		htmldate
2830	presidio-analyzer	36281	presidio-analyzer		presidio-analyzer
2831	mypy-boto3-appconfig	36268	mypy-boto3-appconfig		mypy-boto3-appconfig
2833	parver	36218	parver		parver
2837	grpc-gateway-protoc-gen-openapiv2	36157	grpc-gateway-protoc-gen-openapiv2		grpc-gateway-protoc-gen-openapiv2
2839	formic2	36131	formic2		formic2
2842	assisted-service-client	36042	assisted-service-client		assisted-service-client
2844	algoliasearch	35965	algoliasearch		algoliasearch
2846	dataproc-spark-connect	35948	dataproc-spark-connect		dataproc-spark-connect
2848	backports-shutil-get-terminal-size	35873	backports.shutil_get_terminal_size	backports.shutil_get_terminal_size	backports-shutil-get-terminal-size
2852	tfds-nightly	35775	tfds-nightly		tfds-nightly
2853	backports-entry-points-selectable	35769	backports.entry-points-selectable	backports.entry-points-selectable	backports-entry-points-selectable
2855	tmtools	35746	tmtools		tmtools
2860	tensorflow-gpu	35684	tensorflow-gpu		tensorflow-gpu
2864	clean-fid	35554	clean-fid		clean-fid
2872	tensorflow-model-optimization	35416	tensorflow-model-optimization		tensorflow-model-optimization
2876	pyiso8583	35264	pyiso8583		pyiso8583
2878	avro-gen	35190	avro-gen		avro-gen
2879	envyaml	35175	envyaml		envyaml
2882	zope-hookable	35077	zope.hookable	zope.hookable	zope-hookable
2883	feu	35075	feu		feu
2891	torch-model-archiver	34898	torch-model-archiver		torch-model-archiver
2894	imblearn	34788	imblearn		imblearn
2895	snowplow-tracker	34787	snowplow-tracker		snowplow-tracker
2896	sharepy	34753	sharepy		sharepy
2901	crypto	34633	crypto		crypto
2906	zope-component	34461	zope.component	zope.component	zope-component
2907	keyrings-alt	34460	keyrings.alt	keyrings.alt	keyrings-alt
2910	pythran-openblas	34387	pythran-openblas		pythran-openblas
2912	java-manifest	34373	java-manifest		java-manifest
2914	backports-csv	34336	backports.csv	backports.csv	backports-csv
2920	pybuildkite	34218	pybuildkite		pybuildkite
2922	mxnet	34177	mxnet		mxnet
2924	jinja2-cli	34147	jinja2-cli		jinja2-cli
2925	pyside6-essentials	34084	pyside6-essentials		pyside6-essentials
2931	zope-schema	33900	zope-schema		zope-schema
2935	publish-event-sns	33879	publish-event-sns		publish-event-sns
2936	quinn	33866	quinn		quinn
2939	tf-estimator-nightly	33779	tf-estimator-nightly		tf-estimator-nightly
2941	ocspbuilder	33728	ocspbuilder		ocspbuilder
2942	google-cloud-os-config	33712	google-cloud-os-config		google-cloud-os-config
2946	python-redis-lock	33622	python-redis-lock		python-redis-lock
2947	ocspresponder	33601	ocspresponder		ocspresponder
2949	phonemizer	33487	phonemizer		phonemizer
2950	tensorflow-transform	33482	tensorflow-transform		tensorflow-transform
2958	elasticsearch8	33387	elasticsearch8		elasticsearch8
2960	openshift	33280	openshift		openshift
2961	pywatchman	33277	pywatchman		pywatchman
2963	catboost-dev	33273	catboost-dev		catboost-dev
2964	braintree	33267	braintree		braintree
2966	hl7apy	33240	hl7apy		hl7apy
2967	minidump	33221	minidump		minidump
2968	proxy-protocol	33196	proxy-protocol		proxy-protocol
2969	pyqt6-qt6	33184	pyqt6-qt6		pyqt6-qt6
2970	backports-ssl-match-hostname	33177	ssl_match_hostname	ssl_match_hostname	backports-ssl-match-hostname
2971	symengine	33149	symengine	python-symengine	python-symengine
2975	zope-tal	33113	zope-tal		zope-tal
2976	zope-security	33094	zope-security		zope-security
2977	curatorbin	33087	curatorbin		curatorbin
2979	evergreen-lint	33055	evergreen-lint		evergreen-lint
2988	azureml-dataset-runtime	32957	azureml-dataset-runtime		azureml-dataset-runtime
2989	cdktf	32930	cdktf		cdktf
2990	python-miio	32924	python-miio		python-miio
2991	duckduckgo-search	32914	duckduckgo-search		duckduckgo-search
2995	structlog-sentry	32884	structlog-sentry		structlog-sentry
2996	honeybee-energy	32869	honeybee-energy		honeybee-energy
3000	acryl-datahub-airflow-plugin	32712	acryl-datahub-airflow-plugin		acryl-datahub-airflow-plugin
3001	fastapi-utils	32683	fastapi-utils	fastapi_utils	fastapi_utils
				fastapi_utils-core
3002	restfly	32617	restfly		restfly
3005	python-gettext	32584	python-gettext		python-gettext
3006	zthreading	32576	zthreading		zthreading
3014	tfx-bsl	32443	tfx-bsl		tfx-bsl
3017	requests-oauth	32358	requests-oauth		requests-oauth
3018	textfsm	32305	textfsm		textfsm
3028	libhoney	32164	libhoney		libhoney
3038	django-types	31971	django-types		django-types
3040	logz	31941	logz		logz
3041	rank-bm25	31896	rank-bm25		rank-bm25
3042	google-cloud-org-policy	31855	google-cloud-org-policy		google-cloud-org-policy
3044	tbb	31848	tbb		tbb
3046	appier	31800	appier		appier
3047	arnparse	31790	arnparse		arnparse
3048	persistence	31767	persistence		persistence
3049	xtgeo	31737	xtgeo		xtgeo
3050	vllm	31726	vllm		vllm
3052	embedchain	31699	embedchain		embedchain
3058	jsonpath-rw-ext	31489	jsonpath-rw-ext		jsonpath-rw-ext
3060	honeybee-core	31452	honeybee-core		honeybee-core
3065	autogluon-common	31291	autogluon-common	autogluon.common	autogluon-common
3066	acryl-sqlglot	31279	acryl-sqlglot		acryl-sqlglot
3067	importlib	31250	importlib		importlib
3068	csvw	31248	csvw		csvw
3069	statsig	31183	statsig		statsig
3074	extensionclass	31068	extensionclass		extensionclass
3076	datadog-lambda	31051	datadog-lambda		datadog-lambda
3078	mypy-boto3	31018	mypy-boto3		mypy-boto3
3081	clldutils	30964	clldutils		clldutils
3082	splunk-sdk	30940	splunk-sdk		splunk-sdk
3088	zope-exceptions	30859	zope-exceptions		zope-exceptions
3090	zope-container	30847	zope-container		zope-container
3091	aplr	30838	aplr		aplr
3094	spanishconjugator	30792	spanishconjugator		spanishconjugator
3097	django-ratelimit	30766	django-ratelimit		django-ratelimit
3098	cdk-aurora-globaldatabase	30728	cdk-aurora-globaldatabase		cdk-aurora-globaldatabase
3103	pytest-docker	30634	pytest-docker		pytest-docker
3106	zope-configuration	30622	zope-configuration		zope-configuration
3107	pyqt6	30616	pyqt6		pyqt6
3108	pyfaidx	30604	pyfaidx		pyfaidx
3109	datadog-logger	30603	datadog-logger		datadog-logger
3111	logzio-python-handler	30593	logzio-python-handler		logzio-python-handler
3113	pyrtf3	30562	pyrtf3		pyrtf3
3115	djangoql	30530	djangoql		djangoql
3116	azure-containerregistry	30524	azure-containerregistry		azure-containerregistry
3117	zope-testing	30523	zope-testing		zope-testing
3118	zope-i18n	30487	zope-i18n		zope-i18n
3120	zope-publisher	30461	zope-publisher		zope-publisher
3123	pillow-avif-plugin	30450	pillow-avif-plugin		pillow-avif-plugin
3125	zope-location	30384	zope-location		zope-location
3131	zope-contenttype	30207	zope-contenttype		zope-contenttype
3132	zope-browser	30193	zope-browser		zope-browser
3134	airbyte-cdk	30154	airbyte-cdk		airbyte-cdk
3135	pantab	30144	pantab		pantab
3137	zope-lifecycleevent	30126	zope-lifecycleevent		zope-lifecycleevent
3140	geckodriver-autoinstaller	30108	geckodriver-autoinstaller		geckodriver-autoinstaller
3143	databricks-feature-store	30071	databricks-feature-store		databricks-feature-store
3146	django-ckeditor	30036	django-ckeditor		django-ckeditor
3147	dict2xml	30030	dict2xml		dict2xml
3151	maybe-else	29936	maybe-else		maybe-else
3153	infi-systray	29894	infi-systray		infi-systray
3154	prettierfier	29876	prettierfier		prettierfier
3161	trafilatura	29830	trafilatura		trafilatura
3164	glfw	29793	pyglfw	pyglfw	glfw
3166	pysubtypes	29776	pysubtypes		pysubtypes
3168	tdigest	29738	tdigest		tdigest
3169	pymiscutils	29734	pymiscutils		pymiscutils
3170	ip3country	29729	ip3country		ip3country
3171	pathmagic	29722	pathmagic		pathmagic
3174	pyiotools	29691	pyiotools		pyiotools
3176	shiboken6	29679	shiboken6		shiboken6
3177	pulumi-aws	29672	pulumi-aws		pulumi-aws
3178	sphinx-airflow-theme	29670	sphinx-airflow-theme		sphinx-airflow-theme
3179	ably	29613	ably		ably
3181	zope-cachedescriptors	29561	zope-cachedescriptors		zope-cachedescriptors
3182	zope-traversing	29541	zope-traversing		zope-traversing
3184	mypy-boto3-eks	29519	mypy-boto3-eks		mypy-boto3-eks
3185	office365	29510	office365		office365
3187	libretranslatepy	29496	libretranslatepy		libretranslatepy
3188	zope-dottedname	29485	zope-dottedname		zope-dottedname
3191	deep-translator	29466	deep-translator		deep-translator
3194	pyston	29372	pyston		pyston
3195	cbor	29368	cbor		cbor
3197	segments	29290	segments		segments
3198	pyston-autoload	29280	pyston-autoload		pyston-autoload
3200	zope	29246	zope		zope
3201	isal	29208	python-isal	python-isal	isal
3202	scim2-filter-parser	29208	scim2-filter-parser		scim2-filter-parser
3203	zope-size	29172	zope-size		zope-size
3205	zope-annotation	29156	zope-annotation		zope-annotation
3206	zope-filerepresentation	29153	zope-filerepresentation		zope-filerepresentation
3207	honeycomb-beeline	29128	honeycomb-beeline		honeycomb-beeline
3210	zope-site	29098	zope-site		zope-site
3213	authencoding	29067	authencoding		authencoding
3215	contentful	29047	contentful		contentful
3217	psqlpy	29022	psqlpy		psqlpy
3218	zope-processlifetime	29019	zope-processlifetime		zope-processlifetime
3219	zexceptions	28999	zexceptions		zexceptions
3223	justext	28945	justext		justext
3224	gcloud	28943	gcloud		gcloud
3225	ladybug-core	28904	ladybug-core		ladybug-core
3226	translate	28902	translate		translate
3227	zope-datetime	28894	zope-datetime		zope-datetime
3228	flufl-lock	28889	flufl.lock	flufl.lock	flufl-lock
3229	documenttemplate	28877	documenttemplate		documenttemplate
3231	protoc-wheel-0	28872	protoc-wheel-0		protoc-wheel-0
3232	z3c-pt	28847	z3c-pt		z3c-pt
3235	pytelegrambotapi	28819	pytelegrambotapi		pytelegrambotapi
3238	uplink	28764	uplink		uplink
3239	zope-tales	28756	zope-tales		zope-tales
3240	asynch	28750	asynch		asynch
3241	zope-pagetemplate	28736	zope-pagetemplate		zope-pagetemplate
3242	google-cloud-access-context-manager	28736	google-cloud-access-context-manager		google-cloud-access-context-manager
3244	zope-structuredtext	28684	zope-structuredtext		zope-structuredtext
3245	pyqt6-sip	28682	pyqt6-sip		pyqt6-sip
3247	zope-contentprovider	28612	zope-contentprovider		zope-contentprovider
3248	zope-sequencesort	28581	zope-sequencesort		zope-sequencesort
3249	ladybug-geometry	28562	ladybug-geometry		ladybug-geometry
3251	zope-browserpage	28552	zope-browserpage		zope-browserpage
3252	zope-testbrowser	28531	zope-testbrowser		zope-testbrowser
3253	zope-browserresource	28523	zope-browserresource		zope-browserresource
3254	pyjks	28523	pyjks		pyjks
3255	zope-viewlet	28522	zope-viewlet		zope-viewlet
3256	turbopuffer	28514	turbopuffer		turbopuffer
3258	testing-common-database	28496	testing-common-database		testing-common-database
3259	pydantic-xml	28474	pydantic-xml		pydantic-xml
3260	multimapping	28463	multimapping		multimapping
3261	business-rules	28450	business-rules		business-rules
3262	zope-ptresource	28445	zope-ptresource		zope-ptresource
3265	zope-browsermenu	28416	zope-browsermenu		zope-browsermenu
3266	uszipcode	28383	uszipcode		uszipcode
3269	google-cloud-asset	28359	google-cloud-asset		google-cloud-asset
3270	dlinfo	28346	dlinfo		dlinfo
3272	red-discordbot	28311	red-discordbot		red-discordbot
3273	zope-globalrequest	28298	zope-globalrequest		zope-globalrequest
3274	webrtcvad-wheels	28289	webrtcvad-wheels		webrtcvad-wheels
3276	simsimd	28236	simsimd		simsimd
3278	clvm-tools-rs	28202	clvm-tools-rs		clvm-tools-rs
3280	aws-cdk-aws-glue-alpha	28156	aws-cdk-aws-glue-alpha		aws-cdk-aws-glue-alpha
3284	msgpack-python	28088	msgpack-python		msgpack-python
3285	pytest-ansible	28068	pytest-ansible		pytest-ansible
3286	julius	28065	julius		julius
3288	pyside6-addons	28053	pyside6-addons		pyside6-addons
3289	stomp-py	28032	stomp.py	stomp.py	stomp-py
3291	dotenv	27954	dotenv		dotenv
3295	bioutils	27868	bioutils		bioutils
3297	mongo-tooling-metrics	27852	mongo-tooling-metrics		mongo-tooling-metrics
3298	azure-mgmt-costmanagement	27836	azure-mgmt-costmanagement		azure-mgmt-costmanagement
3299	spark-sklearn	27819	spark-sklearn		spark-sklearn
3301	cvdupdate	27786	cvdupdate		cvdupdate
3302	django-scim2	27767	django-scim2		django-scim2
3304	imdbpy	27749	imdbpy		imdbpy
3310	nulltype	27665	nulltype		nulltype
3312	ytsaurus-client	27612	ytsaurus-client		ytsaurus-client
3314	lucopy	27603	lucopy		lucopy
3315	vertexai	27580	vertexai		vertexai
3316	lameenc	27578	lameenc		lameenc
3317	fcm-django	27568	fcm-django		fcm-django
3318	python-intervals	27558	python-intervals		python-intervals
3321	sphinxcontrib-katex	27517	sphinxcontrib-katex		sphinxcontrib-katex
3324	mysql	27490	mysql		mysql
3325	easypost	27472	easypost		easypost
3326	mongo-ninja-python	27455	mongo-ninja-python		mongo-ninja-python
3327	aiopg	27386	aiopg		aiopg
3328	honeybee-schema	27385	honeybee-schema		honeybee-schema
3329	imath	27359	imath		imath
3332	ytsaurus-yson	27296	ytsaurus-yson		ytsaurus-yson
3333	idf-component-manager	27271	idf-component-manager		idf-component-manager
3336	types-requests-oauthlib	27178	types-requests-oauthlib		types-requests-oauthlib
3341	hf-transfer	27109	hf-transfer		hf-transfer
3343	pygerduty	27071	pygerduty		pygerduty
3347	ladybug-geometry-polyskel	27037	ladybug-geometry-polyskel		ladybug-geometry-polyskel
3353	python-whois	26819	python-whois		python-whois
3361	mypy-boto3-cognito-idp	26738	mypy-boto3-cognito-idp		mypy-boto3-cognito-idp
3362	azure-cognitiveservices-speech	26737	azure-cognitiveservices-speech		azure-cognitiveservices-speech
3363	mlserver	26716	mlserver		mlserver
3366	types-reportlab	26676	types-reportlab		types-reportlab
3369	mock-alchemy	26601	mock-alchemy		mock-alchemy
3370	testing-postgresql	26577	testing-postgresql		testing-postgresql
3373	quicktions	26553	quicktions		quicktions
3374	cdk8s	26546	cdk8s		cdk8s
3376	clvm-rs	26470	clvm-rs		clvm-rs
3381	random-password-generator	26431	random-password-generator		random-password-generator
3382	autogluon-timeseries	26426	autogluon-timeseries	autogluon.timeseries	autogluon-timeseries
3383	resize-right	26407	resize-right		resize-right
3390	biocommons-seqrepo	26329	biocommons-seqrepo		biocommons-seqrepo
3394	pyawscron	26268	pyawscron		pyawscron
3396	autogluon-multimodal	26249	autogluon-multimodal	autogluon.multimodal	autogluon-multimodal
3397	pytest-retry	26235	pytest-retry		pytest-retry
3399	typeid-python	26204	typeid-python		typeid-python
3400	pythonping	26196	pythonping		pythonping
3402	tcod	26160	tcod		tcod
3404	netmiko	26147	netmiko		netmiko
3408	mypy-boto3-sso	26074	mypy-boto3-sso		mypy-boto3-sso
3410	honeybee-standards	26062	honeybee-standards		honeybee-standards
3411	pydantic-openapi-helper	26059	pydantic-openapi-helper		pydantic-openapi-helper
3418	ibm-cos-sdk-core	25893	ibm-cos-sdk-core		ibm-cos-sdk-core
3419	hgvs	25890	hgvs		hgvs
3420	coola	25851	coola		coola
3423	ibm-cos-sdk-s3transfer	25738	ibm-cos-sdk-s3transfer		ibm-cos-sdk-s3transfer
3431	always-updates	25641	always-updates		always-updates
3434	lob	25577	lob		lob
3436	ladybug-display	25527	ladybug-display		ladybug-display
3442	aws-cdk-cx-api	25430	aws-cdk.cx-api	aws-cdk.cx-api	aws-cdk-cx-api
3443	gdbmongo	25422	gdbmongo		gdbmongo
3445	ibm-cos-sdk	25364	ibm-cos-sdk		ibm-cos-sdk
3447	milvus-lite	25359	milvus-lite		milvus-lite
3449	ping3	25355	ping3		ping3
3450	pyliftover	25330	pyliftover		pyliftover
3453	crewai	25299	crewai		crewai
3456	aws-sns-message-validator	25287	aws-sns-message-validator		aws-sns-message-validator
3458	agefromname	25262	agefromname		agefromname
3460	bezier	25235	bezier		bezier
3464	django-fsm-2	25176	django-fsm-2		django-fsm-2
3469	deepl	25117	deepl		deepl
3470	couchbase	25093	couchbase		couchbase
3472	canvas-workflow-kit	25079	canvas-workflow-kit		canvas-workflow-kit
3474	ntc-templates	25038	ntc-templates		ntc-templates
3475	discord	25019	discord		discord
3477	ladybug-rhino	25009	ladybug-rhino		ladybug-rhino
3479	django-mysql	24950	django-mysql		django-mysql
3480	xmodem	24938	xmodem		xmodem
3481	tox-gh-actions	24906	tox-gh-actions		tox-gh-actions
3484	sparkmeasure	24875	sparkmeasure		sparkmeasure
3486	databind	24792	databind		databind
3490	pybase62	24735	pybase62		pybase62
3492	types-qrcode	24711	types-qrcode		types-qrcode
3495	unstructured-inference	24699	unstructured-inference		unstructured-inference
3498	email-reply-parser	24657	email-reply-parser		email-reply-parser
3500	paradime-io	24618	paradime-io		paradime-io
3501	kcli	24610	kcli		kcli
3504	kubernetes-stubs	24590	kubernetes-stubs		kubernetes-stubs
3505	teamhack-nmap	24558	teamhack-nmap		teamhack-nmap
3506	google-cloud-documentai	24548	google-cloud-documentai		google-cloud-documentai
3507	xatlas	24529	xatlas		xatlas
3513	types-sqlalchemy	24482	types-sqlalchemy		types-sqlalchemy
3520	deb-pkg-tools	24359	deb-pkg-tools		deb-pkg-tools
3521	optbinning	24356	optbinning		optbinning
3522	langchain-cohere	24353	langchain-cohere		langchain-cohere
3523	tentaclio	24349	tentaclio		tentaclio
3525	azure-monitor-ingestion	24310	azure-monitor-ingestion		azure-monitor-ingestion
3528	patch	24239	python-patch		patch
3529	krb5	24233	pykrb5	pykrb5	krb5
3533	roboflow	24203	roboflow		roboflow
3534	manifold3d	24202	manifold3d		manifold3d
3537	courlan	24111	courlan		courlan
3539	agilicus	24106	agilicus		agilicus
3542	tentaclio-s3	24057	tentaclio-s3		tentaclio-s3
3547	opentelemetry-instrumentation-pika	23986	opentelemetry-instrumentation-pika		opentelemetry-instrumentation-pika
3548	pymeta3	23976	pymeta3		pymeta3
3549	vhacdx	23962	vhacdx		vhacdx
3552	awsiotsdk	23932	awsiotsdk		awsiotsdk
3554	azureml-pipeline-core	23914	azureml-pipeline-core		azureml-pipeline-core
3555	tach	23914	tach		tach
3557	ph-units	23907	ph-units		ph-units
3559	dnachisel	23824	dnachisel		dnachisel
3562	python-igraph	23798	python-igraph		python-igraph
3567	bsdiff4	23718	bsdiff4		bsdiff4
3571	pvlib	23676	pvlib	pvlib	pvlib-python
				pvlib-python
3574	cg	23647	cg		cg
3575	mcap	23647	mcap		mcap
3578	aliyun-python-sdk-vpc	23640	aliyun-python-sdk-vpc		aliyun-python-sdk-vpc
3579	googleads	23618	googleads		googleads
3582	google-search-results	23588	google-search-results		google-search-results
3584	selinux	23584	python-selinux	python-selinux	selinux
3587	catkin-pkg	23551	catkin-pkg	catkin_pkg	catkin_pkg
3588	aws-cdk-region-info	23542	aws-cdk.region-info	aws-cdk.region-info	aws-cdk-region-info
3591	shellcheck-py	23479	shellcheck-py		shellcheck-py
3593	svg-path	23468	svg-path	svg.path	svg-path
3596	geomdl	23444	geomdl		geomdl
3598	cdk-certbot-dns-route53	23402	cdk-certbot-dns-route53		cdk-certbot-dns-route53
3600	py-moneyed	23366	py-moneyed		py-moneyed
3603	mistral-common	23344	mistral-common		mistral-common
3604	inflector	23334	inflector		inflector
3606	opentelemetry-instrumentation-boto3sqs	23293	opentelemetry-instrumentation-boto3sqs		opentelemetry-instrumentation-boto3sqs
3607	blendmodes	23291	blendmodes		blendmodes
3612	files-com	23220	files-com		files-com
3615	arch	23189	arch-py	arch-py	arch
3616	aws-cdk-asset-node-proxy-agent-v5	23177	aws-cdk-asset-node-proxy-agent-v5		aws-cdk-asset-node-proxy-agent-v5
3618	opentelemetry-test-utils	23140	opentelemetry-test-utils		opentelemetry-test-utils
3619	ruamel-yaml-jinja2	23120	ruamel.yaml.jinja2	ruamel.yaml.jinja2	ruamel-yaml-jinja2
3620	ailever	23099	ailever		ailever
3621	azureml-inference-server-http	23092	azureml-inference-server-http		azureml-inference-server-http
3624	intuit-oauth	23081	intuit-oauth		intuit-oauth
3625	google-python-cloud-debugger	23080	google-python-cloud-debugger		google-python-cloud-debugger
3627	primp	23037	primp		primp
3628	paramiko-expect	22969	paramiko-expect		paramiko-expect
3629	keras-nightly	22965	keras-nightly		keras-nightly
3630	aiodataloader	22954	aiodataloader		aiodataloader
3632	types-aioboto3	22945	types-aioboto3		types-aioboto3
3635	azureml-train-core	22890	azureml-train-core		azureml-train-core
3638	fastly	22838	fastly		fastly
3640	repoze-who	22798	repoze.who	repoze.who	repoze-who
3643	tencentcloud-sdk-python	22766	tencentcloud-sdk-python		tencentcloud-sdk-python
3644	onnxsim	22759	onnxsim		onnxsim
3646	mypy-boto3-firehose	22749	mypy-boto3-firehose		mypy-boto3-firehose
3648	pandas-market-calendars	22715	pandas_market_calendars	pandas-market-calendars	pandas-market-calendars
				pandas_market_calendars
3649	names	22677	names		names
3650	azureml-featurestore	22625	azureml-featurestore		azureml-featurestore
3651	scikeras	22600	scikeras		scikeras
3653	presidio-anonymizer	22570	presidio-anonymizer		presidio-anonymizer
3659	tomesd	22487	tomesd		tomesd
3660	dag-factory	22480	dag-factory		dag-factory
3661	azureml-automl-core	22461	azureml-automl-core		azureml-automl-core
3663	perlin-noise	22448	perlin-noise		perlin-noise
3664	django-two-factor-auth	22440	django-two-factor-auth		django-two-factor-auth
3674	wmill	22298	wmill		wmill
3679	telethon	22239	telethon		telethon
3680	blackduck	22216	blackduck		blackduck
3683	modelscope	22183	modelscope		modelscope
3687	openpyxl-stubs	22131	openpyxl-stubs		openpyxl-stubs
3689	app-store-scraper	22126	app-store-scraper		app-store-scraper
3690	cached-path	22123	cached-path	cached_path	cached_path
3691	types-toposort	22074	types-toposort		types-toposort
3692	layoutparser	22062	layoutparser		layoutparser
3693	llama-index-embeddings-azure-openai	22058	llama-index-embeddings-azure-openai		llama-index-embeddings-azure-openai
3696	aws-cdk-core	22031	aws-cdk.core	aws-cdk.core	aws-cdk-core
3698	pyglove	22028	pyglove		pyglove
3699	nvidia-cuda-nvcc-cu12	22024	nvidia-cuda-nvcc-cu12		nvidia-cuda-nvcc-cu12
3703	bellows	21978	bellows		bellows
3707	openapi3	21916	openapi3		openapi3
3717	synchronicity	21813	synchronicity		synchronicity
3718	sqlalchemy-json	21812	sqlalchemy-json		sqlalchemy-json
3719	apache-airflow-microsoft-fabric-plugin	21809	apache-airflow-microsoft-fabric-plugin		apache-airflow-microsoft-fabric-plugin
3720	pip-check	21795	pip-check		pip-check
3723	rdrobust	21785	rdrobust		rdrobust
3724	abqpy	21740	abqpy		abqpy
3728	aliyun-python-sdk-r-kvstore	21721	aliyun-python-sdk-r-kvstore		aliyun-python-sdk-r-kvstore
3729	bzt	21705	bzt		bzt
3731	import-deps	21695	import-deps		import-deps
3732	zha-quirks	21678	zha-quirks		zha-quirks
3733	appengine-python-standard	21665	appengine-python-standard		appengine-python-standard
3735	tensordict-nightly	21644	tensordict-nightly		tensordict-nightly
3736	sttable	21642	sttable		sttable
3739	simplefix	21616	simplefix		simplefix
3740	plantuml-markdown	21596	plantuml-markdown		plantuml-markdown
3743	langid	21572	langid		langid
3745	ast-grep-py	21553	ast-grep-py		ast-grep-py
3746	zigpy-znp	21537	zigpy-znp		zigpy-znp
3749	zigpy-deconz	21502	zigpy-deconz		zigpy-deconz
3752	clickhouse-toolset	21438	clickhouse-toolset		clickhouse-toolset
3753	bigdl-nano	21435	bigdl-nano		bigdl-nano
3754	uuid7	21421	uuid7		uuid7
3756	effdet	21396	effdet		effdet
3758	cron-converter	21384	cron-converter		cron-converter
3760	zigpy-xbee	21374	zigpy-xbee		zigpy-xbee
3762	mypy-boto3-bedrock-runtime	21356	mypy-boto3-bedrock-runtime		mypy-boto3-bedrock-runtime
3764	mypy-boto3-route53domains	21336	mypy-boto3-route53domains		mypy-boto3-route53domains
3765	databricks-pypi-extras	21331	databricks-pypi-extras		databricks-pypi-extras
3769	ldapdomaindump	21302	ldapdomaindump		ldapdomaindump
3773	bencode2	21276	bencode2		bencode2
3774	pismosendlogs	21268	pismosendlogs		pismosendlogs
3777	pi-heif	21248	pi-heif		pi-heif
3780	line-bot-sdk	21228	line-bot-sdk		line-bot-sdk
3782	azureml-train-restclients-hyperdrive	21197	azureml-train-restclients-hyperdrive		azureml-train-restclients-hyperdrive
3783	openai-whisper	21170	openai-whisper		openai-whisper
3786	handpick	21149	handpick		handpick
3787	mypy-boto3-dms	21144	mypy-boto3-dms		mypy-boto3-dms
3788	pypdftk	21135	pypdftk		pypdftk
3790	tdda	21108	tdda		tdda
3791	rush	21093	rush		rush
3793	pybars3	21077	pybars3		pybars3
3795	graphitesend	21064	graphitesend		graphitesend
3798	python-json-config	21046	python-json-config		python-json-config
3802	azure-eventhub-checkpointstoreblob-aio	21009	azure-eventhub-checkpointstoreblob-aio		azure-eventhub-checkpointstoreblob-aio
3807	flask-shell-ipython	20968	flask-shell-ipython		flask-shell-ipython
3809	simplejpeg	20944	simplejpeg		simplejpeg
3810	target-hotglue	20903	target-hotglue		target-hotglue
3813	types-aiobotocore-dataexchange	20872	types-aiobotocore-dataexchange		types-aiobotocore-dataexchange
3816	mobly	20859	mobly		mobly
3817	azure-schemaregistry-avroserializer	20849	azure-schemaregistry-avroserializer		azure-schemaregistry-avroserializer
3818	torch-geometric	20846	pytorch_geometric	pytorch_geometric	torch-geometric
3823	mypy-boto3-config	20820	mypy-boto3-config		mypy-boto3-config
3825	sigstore	20794	sigstore		sigstore
3826	colorzero	20793	colorzero		colorzero
3827	cdk-events-notify	20785	cdk-events-notify		cdk-events-notify
3830	logging-formatter-anticrlf	20736	logging-formatter-anticrlf		logging-formatter-anticrlf
3832	tink	20703	tink		tink
3833	id	20693	id		id
3834	pinecone	20681	pinecone		pinecone
3835	llama-index-llms-azure-openai	20674	llama-index-llms-azure-openai		llama-index-llms-azure-openai
3836	gpiozero	20662	gpiozero		gpiozero
3840	tuf	20610	tuf		tuf
3842	dtlpymetrics	20591	dtlpymetrics		dtlpymetrics
3843	requests-ntlm3	20558	requests-ntlm3		requests-ntlm3
3844	swig	20558	swig		swig
3845	comet-ml	20536	comet-ml		comet-ml
3847	pyvim	20499	pyvim		pyvim
3849	asyncmy	20493	asyncmy		asyncmy
3855	python-amazon-sp-api	20446	python-amazon-sp-api		python-amazon-sp-api
3859	cloudwatch	20436	cloudwatch		cloudwatch
3864	great-expectations-experimental	20342	great-expectations-experimental		great-expectations-experimental
3865	gspread-formatting	20339	gspread-formatting		gspread-formatting
3870	types-python-jose	20311	types-python-jose		types-python-jose
3871	bapy	20249	bapy		bapy
3875	gitlint	20224	gitlint		gitlint
3876	aws-cdk-aws-iam	20210	aws-cdk.aws-iam	aws-cdk.aws-iam	aws-cdk-aws-iam
3878	robotframework-jsonlibrary	20194	robotframework-jsonlibrary		robotframework-jsonlibrary
3880	gitlint-core	20193	gitlint-core		gitlint-core
3881	modern-treasury	20150	modern-treasury		modern-treasury
3883	azureml-train-automl-client	20134	azureml-train-automl-client		azureml-train-automl-client
3885	alacorder	20112	alacorder		alacorder
3888	mailchimp-marketing	20059	mailchimp-marketing		mailchimp-marketing
3889	django-auth-ldap	20051	django-auth-ldap		django-auth-ldap
3891	django-money	20050	django-money		django-money
3892	missingpy	19994	missingpy		missingpy
3894	mcap-protobuf-support	19967	mcap-protobuf-support		mcap-protobuf-support
3897	ncclient	19952	ncclient		ncclient
3898	google-play-scraper	19951	google-play-scraper		google-play-scraper
3899	mkdocs-techdocs-core	19946	mkdocs-techdocs-core		mkdocs-techdocs-core
3901	ropwr	19892	ropwr		ropwr
3904	aerospike	19871	aerospike		aerospike
3912	opentelemetry-instrumentation-asyncio	19807	opentelemetry-instrumentation-asyncio		opentelemetry-instrumentation-asyncio
3915	fhir-resources	19758	fhir-resources		fhir-resources
3916	partial-json-parser	19752	partial-json-parser		partial-json-parser
3920	opencensus-ext-requests	19722	opencensus-ext-requests		opencensus-ext-requests
3921	aresponses	19699	aresponses		aresponses
3922	anycrc	19699	anycrc		anycrc
3924	grpcio-testing	19666	grpcio-testing		grpcio-testing
3926	pylint-pydantic	19661	pylint-pydantic		pylint-pydantic
3928	types-flask-cors	19645	types-flask-cors		types-flask-cors
3935	ada-url	19592	ada-url		ada-url
3938	accumulation-tree	19566	accumulation-tree		accumulation-tree
3940	google-api	19531	google-api		google-api
3943	odxtools	19505	odxtools		odxtools
3944	mypy-boto3-efs	19492	mypy-boto3-efs		mypy-boto3-efs
3945	mkdocs-awesome-pages-plugin	19490	mkdocs-awesome-pages-plugin		mkdocs-awesome-pages-plugin
3946	chia-rs	19479	chia-rs		chia-rs
3947	opentelemetry-instrumentation-tortoiseorm	19466	opentelemetry-instrumentation-tortoiseorm		opentelemetry-instrumentation-tortoiseorm
3949	sigstore-protobuf-specs	19425	sigstore-protobuf-specs		sigstore-protobuf-specs
3951	spotinst-agent	19419	spotinst-agent		spotinst-agent
3953	drf-extensions	19403	drf-extensions		drf-extensions
3954	abstra	19398	abstra		abstra
3955	customtkinter	19398	customtkinter		customtkinter
3956	alembic-postgresql-enum	19383	alembic-postgresql-enum		alembic-postgresql-enum
3959	aws-assume-role-lib	19331	aws-assume-role-lib		aws-assume-role-lib
3961	warcio	19323	warcio		warcio
3963	sphinxcontrib-drawio	19309	sphinxcontrib-drawio		sphinxcontrib-drawio
3966	chiapos	19261	chiapos		chiapos
3968	databricks-feature-engineering	19242	databricks-feature-engineering		databricks-feature-engineering
3974	dbt-fabric	19185	dbt-fabric		dbt-fabric
3975	pyvalid	19180	pyvalid		pyvalid
3977	sigstore-rekor-types	19176	sigstore-rekor-types		sigstore-rekor-types
3981	aioesphomeapi	19134	aioesphomeapi		aioesphomeapi
3983	aws-cdk-aws-ec2	19082	aws-cdk.aws-ec2	aws-cdk.aws-ec2	aws-cdk-aws-ec2
3984	oslo-context	19067	oslo.context	oslo.context	oslo-context
3986	spandrel-extra-arches	19063	spandrel-extra-arches		spandrel-extra-arches
3987	intel-openmp	19052	intel-openmp		intel-openmp
3991	easyconfig	19030	easyconfig		easyconfig
3994	aws-kinesis-agg	18993	aws-kinesis-agg		aws-kinesis-agg
3996	a-bigelow-cdk-eventbridge-partner-processors	18980	a-bigelow-cdk-eventbridge-partner-processors		a-bigelow-cdk-eventbridge-partner-processors
3999	azureml-pipeline-steps	18960	azureml-pipeline-steps		azureml-pipeline-steps
4000	unstructured-pytesseract	18950	unstructured-pytesseract		unstructured-pytesseract
4001	prometheus-api-client	18935	prometheus-api-client		prometheus-api-client
4002	controlnet-aux	18903	controlnet-aux		controlnet-aux
4004	aws-cdk-aws-kms	18865	aws-cdk.aws-kms	aws-cdk.aws-kms	aws-cdk-aws-kms
4007	r2pipe	18841	r2pipe		r2pipe
4009	backports-strenum	18807	backports.strenum	backports.strenum	backports-strenum
4011	nvidia-nvcomp-cu12	18790	nvidia-nvcomp-cu12		nvidia-nvcomp-cu12
4013	gfpgan	18782	gfpgan		gfpgan
4017	histomicstk	18702	histomicstk		histomicstk
4022	wtforms-components	18678	wtforms-components		wtforms-components
4023	inotify	18676	inotify		inotify
4024	beautifulsoup	18670	beautifulsoup		beautifulsoup
4025	aws-cdk-aws-lambda	18668	aws-cdk.aws-lambda	aws-cdk.aws-lambda	aws-cdk-aws-lambda
4027	pedalboard	18664	pedalboard		pedalboard
4028	numpy-quaternion	18648	quaternion	quaternion	numpy-quaternion
4030	pip-with-requires-python	18633	pip-with-requires-python		pip-with-requires-python
4032	faiss-gpu	18626	faiss-gpu		faiss-gpu
4033	museval	18625	museval		museval
4034	oslo-log	18583	oslo.log	oslo.log	oslo-log
4038	littlefs-python	18573	littlefs-python		littlefs-python
4039	pyudorandom	18566	pyudorandom		pyudorandom
4043	mwtextextractor	18534	mwtextextractor		mwtextextractor
4045	azureml-pipeline	18511	azureml-pipeline		azureml-pipeline
4046	uhashring	18502	uhashring		uhashring
4047	azureml-defaults	18498	azureml-defaults		azureml-defaults
4049	opencc-python-reimplemented	18436	opencc-python-reimplemented		opencc-python-reimplemented
4050	pytest-docker-tools	18432	pytest-docker-tools		pytest-docker-tools
4051	opencc	18430	opencc		opencc
4053	pyfunceble-dev	18421	pyfunceble-dev		pyfunceble-dev
4058	types-regex	18389	types-regex		types-regex
4062	mypy-boto3-autoscaling	18346	mypy-boto3-autoscaling		mypy-boto3-autoscaling
4063	shiboken2	18344	shiboken2		shiboken2
4064	forex-python	18343	forex-python		forex-python
4066	mailjet-rest	18334	mailjet-rest		mailjet-rest
4067	opentelemetry-instrumentation-threading	18330	opentelemetry-instrumentation-threading		opentelemetry-instrumentation-threading
4071	currencyconverter	18300	currencyconverter		currencyconverter
4072	dbx	18289	dbx		dbx
4077	wtforms-alchemy	18247	wtforms-alchemy		wtforms-alchemy
4079	xml-python	18227	xml-python		xml-python
4081	crowdstrike-falconpy	18185	crowdstrike-falconpy		crowdstrike-falconpy
4082	chiavdf	18182	chiavdf		chiavdf
4084	arthurai	18176	arthurai		arthurai
4086	aws-cdk-aws-s3	18111	aws-cdk.aws-s3	aws-cdk.aws-s3	aws-cdk-aws-s3
4091	hurry-filesize	18069	hurry.filesize	hurry.filesize	hurry-filesize
4093	unitypy	18054	unitypy		unitypy
4100	aws-cdk-aws-sqs	18002	aws-cdk.aws-sqs	aws-cdk.aws-sqs	aws-cdk-aws-sqs
4102	decord	17999	decord		decord
4106	yara-python	17972	yara-python		yara-python
4107	brickflows	17968	brickflows		brickflows
4113	fernet	17901	fernet		fernet
4115	nr-stream	17879	nr.stream	nr.stream	nr-stream
4117	lomond	17854	lomond		lomond
4125	tree-sitter-javascript	17785	tree-sitter-javascript		tree-sitter-javascript
4126	shopifyapi	17768	shopifyapi		shopifyapi
4129	zake	17760	zake		zake
4131	pyfarmhash	17746	pyfarmhash		pyfarmhash
4133	rfc8785	17736	rfc8785		rfc8785
4135	cupy-cuda12x	17721	cupy-cuda12x		cupy-cuda12x
4136	tree-sitter-languages	17693	tree-sitter-languages	tree_sitter_languages	tree_sitter_languages
4137	cdk-gitlab-runner	17688	cdk-gitlab-runner		cdk-gitlab-runner
4138	kafka	17685	kafka		kafka
4139	aimmo	17681	aimmo		aimmo
4140	aws-cdk-aws-secretsmanager	17677	aws-cdk.aws-secretsmanager	aws-cdk.aws-secretsmanager	aws-cdk-aws-secretsmanager
4142	mypy-boto3-cognito-identity	17672	mypy-boto3-cognito-identity		mypy-boto3-cognito-identity
4145	docusign-esign	17661	docusign-esign		docusign-esign
4146	nr-util	17653	nr.util	nr.util	nr-util
4150	aiortc	17641	aiortc		aiortc
4154	hass-client	17635	hass-client		hass-client
4159	types-boto3	17599	types-boto3		types-boto3
4161	fastapi-slim	17588	fastapi-slim		fastapi-slim
4163	pyspark-pandas	17568	pyspark-pandas		pyspark-pandas
4164	reprint	17541	reprint		reprint
4170	cachebox	17475	cachebox		cachebox
4173	linode-cli	17448	linode-cli		linode-cli
4175	path-py	17405	path.py	path.py	path-py
4176	kerberos	17402	python-kerberos	python-kerberos	kerberos
4177	aws-cdk-aws-ssm	17393	aws-cdk.aws-ssm	aws-cdk.aws-ssm	aws-cdk-aws-ssm
4179	pydomo	17360	pydomo		pydomo
4181	getmac	17356	getmac		getmac
4184	ordereddict	17330	ordereddict		ordereddict
4186	aws-cdk-aws-events	17319	aws-cdk.aws-events	aws-cdk.aws-events	aws-cdk-aws-events
4188	aws-lambda-typing	17290	aws-lambda-typing		aws-lambda-typing
4189	azureml-sdk	17288	azureml-sdk		azureml-sdk
4190	get-reader	17286	get-reader		get-reader
4191	types-fpdf2	17268	types-fpdf2		types-fpdf2
4193	aws-cdk-aws-s3-assets	17254	aws-cdk.aws-s3-assets	aws-cdk.aws-s3-assets	aws-cdk-aws-s3-assets
4194	cdk-common	17252	cdk-common		cdk-common
4195	miscreant	17200	miscreant		miscreant
4196	python-graphql-client	17198	python-graphql-client		python-graphql-client
4197	ansible-pylibssh	17177	ansible-pylibssh		ansible-pylibssh
4199	eascheduler	17152	eascheduler		eascheduler
4202	aws-msk-iam-sasl-signer-python	17129	aws-msk-iam-sasl-signer-python		aws-msk-iam-sasl-signer-python
4203	testresources	17128	testresources		testresources
4206	dall-e	17119	dall-e		dall-e
4208	django-jazzmin	17108	django-jazzmin		django-jazzmin
4211	aws-cdk-aws-sns	17102	aws-cdk.aws-sns	aws-cdk.aws-sns	aws-cdk-aws-sns
4217	typeapi	17033	typeapi		typeapi
4221	pypi-attestations	17010	pypi-attestations		pypi-attestations
4222	hbutils	16998	hbutils		hbutils
4224	pylsl	16973	pylsl		pylsl
4225	android-backup	16961	android-backup		android-backup
4226	aws-logging-handlers	16958	aws-logging-handlers		aws-logging-handlers
4227	tensorflowjs	16957	tensorflowjs		tensorflowjs
4230	pyang	16941	pyang		pyang
4231	paddlepaddle	16912	paddlepaddle		paddlepaddle
4235	ipcqueue	16879	ipcqueue		ipcqueue
4237	badx12	16870	badx12		badx12
4238	nr-date	16859	nr.date	nr.date	nr-date
4239	python3-xlib	16839	python3-xlib		python3-xlib
4240	django-impersonate	16832	django-impersonate		django-impersonate
4241	teradataml	16803	teradataml		teradataml
4243	codeguru-profiler-agent	16783	codeguru-profiler-agent	codeguru_profiler_agent	codeguru_profiler_agent
4244	aws-cdk-aws-ecr	16781	aws-cdk.aws-ecr	aws-cdk.aws-ecr	aws-cdk-aws-ecr
4245	opentelemetry-instrumentation-openai	16780	opentelemetry-instrumentation-openai		opentelemetry-instrumentation-openai
4246	aws-cdk-aws-cloudwatch	16772	aws-cdk.aws-cloudwatch	aws-cdk.aws-cloudwatch	aws-cdk-aws-cloudwatch
4247	sqlalchemy-trino	16763	sqlalchemy-trino		sqlalchemy-trino
4248	opendatalab	16746	opendatalab		opendatalab
4249	airflow-exporter	16746	airflow-exporter		airflow-exporter
4250	opentelemetry-instrumentation-kafka-python	16745	opentelemetry-instrumentation-kafka-python		opentelemetry-instrumentation-kafka-python
4252	linode-metadata	16736	linode-metadata		linode-metadata
4253	blackfire	16729	blackfire		blackfire
4254	azure-communication-email	16726	azure-communication-email		azure-communication-email
4256	toml-sort	16719	toml-sort		toml-sort
4257	embreex	16707	embreex		embreex
4258	fuzzyset2	16702	fuzzyset2		fuzzyset2
4262	opentelemetry-semantic-conventions-ai	16656	opentelemetry-semantic-conventions-ai		opentelemetry-semantic-conventions-ai
4265	pydevd-pycharm	16640	pydevd-pycharm		pydevd-pycharm
4268	pyloudnorm	16624	pyloudnorm		pyloudnorm
4270	prefect-github	16572	prefect-github		prefect-github
4271	aliyun-python-sdk-ecs	16566	aliyun-python-sdk-ecs		aliyun-python-sdk-ecs
4272	azure-mgmt-hybridcompute	16553	azure-mgmt-hybridcompute		azure-mgmt-hybridcompute
4273	sql-formatter	16551	sql-formatter		sql-formatter
4274	alexapy	16550	alexapy		alexapy
4278	python-pptx-templater	16516	python-pptx-templater		python-pptx-templater
4283	drf-jwt	16479	drf-jwt		drf-jwt
4284	edx-enterprise	16457	edx-enterprise		edx-enterprise
4285	utils	16452	utils		utils
4288	fugashi	16437	fugashi		fugashi
4289	envparse	16432	envparse		envparse
4291	python-osc	16413	python-osc		python-osc
4292	prefect-sqlalchemy	16400	prefect-sqlalchemy		prefect-sqlalchemy
4295	amplitude-analytics	16380	amplitude-analytics		amplitude-analytics
4298	dockerfile	16356	dockerfile		dockerfile
4300	databricks-utils	16343	databricks-utils		databricks-utils
4301	nagisa	16342	nagisa		nagisa
4302	ibm-watsonx-ai	16341	ibm-watsonx-ai		ibm-watsonx-ai
4304	konlpy	16333	konlpy		konlpy
4305	deepeval	16327	deepeval		deepeval
4308	mypy-boto3-kafka	16304	mypy-boto3-kafka		mypy-boto3-kafka
4316	mypy-boto3-iot	16278	mypy-boto3-iot		mypy-boto3-iot
4317	aws-cdk-aws-logs	16277	aws-cdk.aws-logs	aws-cdk.aws-logs	aws-cdk-aws-logs
4318	pyarmor	16275	pyarmor		pyarmor
4320	pyathenajdbc	16260	pyathenajdbc		pyathenajdbc
4323	aws-cdk-aws-sam	16227	aws-cdk.aws-sam	aws-cdk.aws-sam	aws-cdk-aws-sam
4324	whylogs	16182	whylogs		whylogs
4325	pyactiveresource	16181	pyactiveresource		pyactiveresource
4327	tox-ansible	16156	tox-ansible		tox-ansible
4328	dissect-target	16138	dissect-target		dissect-target
4330	aws-cdk-aws-ecr-assets	16090	aws-cdk.aws-ecr-assets	aws-cdk.aws-ecr-assets	aws-cdk-aws-ecr-assets
4335	basicsr	16081	basicsr		basicsr
4336	gurobipy	16063	gurobipy		gurobipy
4337	aws-cdk-aws-applicationautoscaling	16063	aws-cdk.aws-applicationautoscaling	aws-cdk.aws-applicationautoscaling	aws-cdk-aws-applicationautoscaling
4340	tensorflow-io-nightly	16039	tensorflow-io-nightly		tensorflow-io-nightly
4342	depthai	16017	depthai		depthai
4344	chargebee	15999	chargebee		chargebee
4345	extra-streamlit-components	15991	extra-streamlit-components		extra-streamlit-components
4349	objectory	15967	objectory		objectory
4350	inference-schema	15962	inference-schema		inference-schema
4351	cloudinary	15937	cloudinary		cloudinary
4352	allennlp-pvt-nightly	15935	allennlp-pvt-nightly		allennlp-pvt-nightly
4353	mypy-boto3-ce	15931	mypy-boto3-ce		mypy-boto3-ce
4354	joblibspark	15927	joblibspark		joblibspark
4360	generalimport	15894	generalimport		generalimport
4361	abstract-ai	15894	abstract-ai		abstract-ai
4362	nutter	15891	nutter		nutter
4363	django-hijack	15885	django-hijack		django-hijack
4365	aws-cdk-aws-efs	15879	aws-cdk.aws-efs	aws-cdk.aws-efs	aws-cdk-aws-efs
4366	mypy-boto3-codepipeline	15873	mypy-boto3-codepipeline		mypy-boto3-codepipeline
4367	molecule-plugins	15851	molecule-plugins		molecule-plugins
4368	pbspark	15848	pbspark		pbspark
4377	styleframe	15796	styleframe		styleframe
4378	magic-filter	15788	magic-filter		magic-filter
4381	funasr	15739	funasr		funasr
4382	jsonslicer	15727	jsonslicer		jsonslicer
4383	super-collections	15721	super_collections	super_collections	super-collections
4386	apify-client	15691	apify-client		apify-client
4392	assemblyline-core	15632	assemblyline-core		assemblyline-core
4394	cognitojwt	15618	cognitojwt		cognitojwt
4398	mypy-boto3-cloudtrail	15593	mypy-boto3-cloudtrail		mypy-boto3-cloudtrail
4401	pytest-timestamper	15586	pytest-timestamper		pytest-timestamper
4404	pulumi-command	15576	pulumi-command		pulumi-command
4405	serial	15573	serial		serial
4407	drf-writable-nested	15551	drf-writable-nested		drf-writable-nested
4410	cfile	15525	cfile		cfile
4413	pact-python	15499	pact-python		pact-python
4416	transliterate	15492	transliterate		transliterate
4421	onepasswordconnectsdk	15443	onepasswordconnectsdk		onepasswordconnectsdk
4424	pyhs2	15431	pyhs2		pyhs2
4427	sagemaker-data-insights	15413	sagemaker-data-insights		sagemaker-data-insights
4428	polarsgeoutils	15402	polarsgeoutils		polarsgeoutils
4429	mypy-boto3-dynamodbstreams	15397	mypy-boto3-dynamodbstreams		mypy-boto3-dynamodbstreams
4430	aws-cdk-aws-stepfunctions	15388	aws-cdk.aws-stepfunctions	aws-cdk.aws-stepfunctions	aws-cdk-aws-stepfunctions
4432	mypy-boto3-application-autoscaling	15367	mypy-boto3-application-autoscaling		mypy-boto3-application-autoscaling
4433	logging	15359	logging		logging
4435	aws-cdk-custom-resources	15357	aws-cdk.custom-resources	aws-cdk.custom-resources	aws-cdk-custom-resources
4436	tgcrypto	15350	tgcrypto		tgcrypto
4438	mkl	15319	mkl		mkl
4440	mypy-boto3-elasticache	15304	mypy-boto3-elasticache		mypy-boto3-elasticache
4441	langserve	15301	langserve		langserve
4442	murmurhash2	15296	murmurhash2		murmurhash2
4444	mypy-boto3-cloudfront	15295	mypy-boto3-cloudfront		mypy-boto3-cloudfront
4446	finbourne-access-sdk	15273	finbourne-access-sdk		finbourne-access-sdk
4452	django-admin-sortable2	15222	django-admin-sortable2		django-admin-sortable2
4453	mypy-boto3-iot-data	15216	mypy-boto3-iot-data		mypy-boto3-iot-data
4454	aws-cdk-aws-sns-subscriptions	15215	aws-cdk.aws-sns-subscriptions	aws-cdk.aws-sns-subscriptions	aws-cdk-aws-sns-subscriptions
4455	tfa-nightly	15214	tfa-nightly		tfa-nightly
4456	bio-grumpy	15212	bio-grumpy		bio-grumpy
4457	tensorflow-recommenders	15204	tensorflow-recommenders		tensorflow-recommenders
4467	simple-ddl-parser	15149	simple-ddl-parser		simple-ddl-parser
4468	mkdocs-section-index	15145	mkdocs-section-index		mkdocs-section-index
4469	aws-cdk-aws-codeguruprofiler	15143	aws-cdk.aws-codeguruprofiler	aws-cdk.aws-codeguruprofiler	aws-cdk-aws-codeguruprofiler
4470	pycarlo	15141	pycarlo		pycarlo
4472	pyroscope-io	15124	pyroscope-io		pyroscope-io
4474	actfast	15108	actfast		actfast
4475	mypy-boto3-sesv2	15095	mypy-boto3-sesv2		mypy-boto3-sesv2
4476	mypy-boto3-organizations	15082	mypy-boto3-organizations		mypy-boto3-organizations
4478	assemblyline-service-server	15058	assemblyline-service-server		assemblyline-service-server
4479	yamlfix	15054	yamlfix		yamlfix
4480	django-templated-mail	15052	django-templated-mail		django-templated-mail
4481	mypy-boto3-connect	15034	mypy-boto3-connect		mypy-boto3-connect
4482	docker-py	15024	docker-py		docker-py
4487	pylightxl	14997	pylightxl		pylightxl
4489	assemblyline	14995	assemblyline		assemblyline
4492	aws-cdk-aws-certificatemanager	14974	aws-cdk.aws-certificatemanager	aws-cdk.aws-certificatemanager	aws-cdk-aws-certificatemanager
4494	urlextract	14956	urlextract		urlextract
4497	django-allow-cidr	14946	django-allow-cidr		django-allow-cidr
4500	pyliquibase	14915	pyliquibase		pyliquibase
4501	google-cloud-ndb	14915	google-cloud-ndb		google-cloud-ndb
4503	pynetbox	14907	pynetbox		pynetbox
4504	aiotieba	14897	aiotieba		aiotieba
4505	google-cloud-profiler	14896	google-cloud-profiler		google-cloud-profiler
4507	httpie-edgegrid	14873	httpie-edgegrid		httpie-edgegrid
4509	junos-eznc	14869	junos-eznc		junos-eznc
4513	aws-cdk-aws-signer	14858	aws-cdk.aws-signer	aws-cdk.aws-signer	aws-cdk-aws-signer
4514	langchain-pinecone	14851	langchain-pinecone		langchain-pinecone
4515	pylibsrtp	14849	pylibsrtp		pylibsrtp
4516	uptime-kuma-api	14837	uptime-kuma-api		uptime-kuma-api
4517	pythainlp	14831	pythainlp		pythainlp
4518	anymarkup	14829	anymarkup		anymarkup
4519	aws-cdk-aws-route53	14820	aws-cdk.aws-route53	aws-cdk.aws-route53	aws-cdk-aws-route53
4520	anymarkup-core	14798	anymarkup-core		anymarkup-core
4521	cli-exit-tools	14793	cli-exit-tools		cli-exit-tools
4522	pulumi-tls	14790	pulumi-tls		pulumi-tls
4523	xinspect	14784	xinspect		xinspect
4527	tensorflow-decision-forests	14775	tensorflow-decision-forests		tensorflow-decision-forests
4528	apysc	14760	apysc		apysc
4530	mypy-boto3-wafv2	14755	mypy-boto3-wafv2		mypy-boto3-wafv2
4532	robotframework-retryfailed	14748	robotframework-retryfailed		robotframework-retryfailed
4536	django-test-migrations	14737	django-test-migrations		django-test-migrations
4537	assemblyline-ui	14728	assemblyline-ui		assemblyline-ui
4539	bigdl-chronos	14721	bigdl-chronos		bigdl-chronos
4541	flexmock	14716	flexmock		flexmock
4542	prefect-shell	14702	prefect-shell		prefect-shell
4545	aws-cdk-aws-autoscaling-common	14689	aws-cdk.aws-autoscaling-common	aws-cdk.aws-autoscaling-common	aws-cdk-aws-autoscaling-common
4546	pygdbmi	14687	pygdbmi		pygdbmi
4547	lib-detect-testenv	14684	lib-detect-testenv		lib-detect-testenv
4549	mypy-boto3-pinpoint-sms-voice-v2	14670	mypy-boto3-pinpoint-sms-voice-v2		mypy-boto3-pinpoint-sms-voice-v2
4550	python-tds	14657	python-tds		python-tds
4551	timeflux	14652	timeflux		timeflux
4552	maison	14648	maison		maison
4554	wasmtime	14630	wasmtime		wasmtime
4555	virtualenvwrapper	14624	virtualenvwrapper		virtualenvwrapper
4556	casbin	14615	casbin		casbin
4557	onnxscript	14607	onnxscript		onnxscript
4558	fcache	14600	fcache		fcache
4560	python-schema-registry-client	14588	python-schema-registry-client		python-schema-registry-client
4563	aws-cdk-assets	14570	aws-cdk.assets	aws-cdk.assets	aws-cdk-assets
4564	aioice	14568	aioice		aioice
4565	pglast	14567	pglast		pglast
4567	lightstep	14550	lightstep		lightstep
4568	webapp2	14548	webapp2		webapp2
4569	mypy-boto3-acm	14542	mypy-boto3-acm		mypy-boto3-acm
4572	yalafi	14534	yalafi		yalafi
4574	pyqtwebengine-qt5	14497	pyqtwebengine-qt5		pyqtwebengine-qt5
4576	bce-python-sdk	14494	bce-python-sdk		bce-python-sdk
4578	streamlit-extras	14478	streamlit-extras		streamlit-extras
4581	mypy-boto3-es	14462	mypy-boto3-es		mypy-boto3-es
4582	chiabip158	14456	chiabip158		chiabip158
4583	awscurl	14437	awscurl		awscurl
4586	wiki-fetch	14428	wiki-fetch		wiki-fetch
4588	mypy-boto3-quicksight	14415	mypy-boto3-quicksight		mypy-boto3-quicksight
4589	rlbot	14409	rlbot		rlbot
4591	progiter	14393	progiter		progiter
4594	mypy-boto3-resourcegroupstaggingapi	14375	mypy-boto3-resourcegroupstaggingapi		mypy-boto3-resourcegroupstaggingapi
4595	aws-cdk-aws-cloudformation	14366	aws-cdk.aws-cloudformation	aws-cdk.aws-cloudformation	aws-cdk-aws-cloudformation
4596	tensorboard-plugin-profile	14358	tensorboard-plugin-profile		tensorboard-plugin-profile
4597	elevenlabs	14354	elevenlabs		elevenlabs
4598	drissionpage	14348	drissionpage		drissionpage
4599	tavern	14346	tavern		tavern
4603	link	14322	link		link
4604	launchable	14313	launchable		launchable
4608	ert	14299	ert		ert
4609	chalkpy	14289	chalkpy		chalkpy
4611	git-python	14272	git-python		git-python
4614	dotnetcore2	14257	dotnetcore2		dotnetcore2
4615	jsonformatter	14251	jsonformatter		jsonformatter
4616	pyqrcode	14247	pyqrcode		pyqrcode
4618	types-passlib	14242	types-passlib		types-passlib
4620	dynet	14224	dynet		dynet
4623	lusid-sdk	14195	lusid-sdk		lusid-sdk
4625	boto-session-manager	14179	boto-session-manager		boto-session-manager
4626	flexget	14178	flexget		flexget
4628	azureml-fsspec	14175	azureml-fsspec		azureml-fsspec
4629	mypy-boto3-transcribe	14168	mypy-boto3-transcribe		mypy-boto3-transcribe
4631	zxcvbn	14153	zxcvbn		zxcvbn
4632	paddleocr	14141	paddleocr		paddleocr
4633	aws-cdk-aws-apigateway	14136	aws-cdk.aws-apigateway	aws-cdk.aws-apigateway	aws-cdk-aws-apigateway
4634	mypy-boto3-servicediscovery	14133	mypy-boto3-servicediscovery		mypy-boto3-servicediscovery
4636	json-encoder	14131	json-encoder		json-encoder
4638	mypy-boto3-comprehend	14120	mypy-boto3-comprehend		mypy-boto3-comprehend
4639	springserve	14119	springserve		springserve
4640	setuptools-odoo	14109	setuptools-odoo		setuptools-odoo
4645	slotted	14075	slotted		slotted
4647	mypy-boto3-servicecatalog	14062	mypy-boto3-servicecatalog		mypy-boto3-servicecatalog
4648	mypy-boto3-ec2-instance-connect	14061	mypy-boto3-ec2-instance-connect		mypy-boto3-ec2-instance-connect
4652	mypy-boto3-securityhub	14049	mypy-boto3-securityhub		mypy-boto3-securityhub
4653	esp-idf-kconfig	14039	esp-idf-kconfig		esp-idf-kconfig
4654	yeelight	14027	yeelight		yeelight
4655	tflite-model-maker-nightly	14025	tflite-model-maker-nightly		tflite-model-maker-nightly
4656	disposable-email-domains	14024	disposable-email-domains		disposable-email-domains
4657	uri	14021	uri		uri
4659	gviz-api	14012	gviz-api		gviz-api
4660	py-backwards-astunparse	14005	py-backwards-astunparse		py-backwards-astunparse
4661	pytest-parametrization	14001	pytest-parametrization		pytest-parametrization
4664	aws-cdk-aws-servicediscovery	14000	aws-cdk.aws-servicediscovery	aws-cdk.aws-servicediscovery	aws-cdk-aws-servicediscovery
4665	py-backwards	13999	py-backwards		py-backwards
4670	mypy-boto3-apigatewaymanagementapi	13979	mypy-boto3-apigatewaymanagementapi		mypy-boto3-apigatewaymanagementapi
4671	s3pathlib	13965	s3pathlib		s3pathlib
4673	mypy-boto3-dax	13953	mypy-boto3-dax		mypy-boto3-dax
4674	autogluon-vision	13951	autogluon-vision	autogluon.vision	autogluon-vision
4675	mypy-boto3-guardduty	13950	mypy-boto3-guardduty		mypy-boto3-guardduty
4676	mypy-boto3-elb	13947	mypy-boto3-elb		mypy-boto3-elb
4677	autogluon-text	13925	autogluon-text	autogluon.text	autogluon-text
4678	bearlibterminal	13921	bearlibterminal		bearlibterminal
4681	rqdatac	13907	rqdatac		rqdatac
4682	mypy-boto3-apigatewayv2	13907	mypy-boto3-apigatewayv2		mypy-boto3-apigatewayv2
4683	pyct	13906	pyct	pyct	pyct-core
				pyct-core
4685	mypy-boto3-service-quotas	13902	mypy-boto3-service-quotas		mypy-boto3-service-quotas
4686	mypy-boto3-identitystore	13898	mypy-boto3-identitystore		mypy-boto3-identitystore
4687	elasticsearch6	13895	elasticsearch6		elasticsearch6
4688	jax-cuda12-plugin	13894	jax-cuda12-plugin		jax-cuda12-plugin
4689	ipaddr	13894	ipaddr		ipaddr
4691	torchlayers-nightly	13879	torchlayers-nightly		torchlayers-nightly
4692	aws-cdk-aws-codestarnotifications	13873	aws-cdk.aws-codestarnotifications	aws-cdk.aws-codestarnotifications	aws-cdk-aws-codestarnotifications
4693	setuptools-download	13871	setuptools-download		setuptools-download
4694	aliyun-python-sdk-rds	13868	aliyun-python-sdk-rds		aliyun-python-sdk-rds
4696	mypy-boto3-support	13866	mypy-boto3-support		mypy-boto3-support
4697	iterproxy	13861	iterproxy		iterproxy
4704	mypy-boto3-ebs	13841	mypy-boto3-ebs		mypy-boto3-ebs
4705	pyautogen	13840	pyautogen		pyautogen
4706	elasticsearch-curator	13836	elasticsearch-curator		elasticsearch-curator
4707	aws-cdk-aws-elasticloadbalancingv2	13836	aws-cdk.aws-elasticloadbalancingv2	aws-cdk.aws-elasticloadbalancingv2	aws-cdk-aws-elasticloadbalancingv2
4709	fastapi-cache2	13830	fastapi-cache2		fastapi-cache2
4711	mypy-boto3-transfer	13814	mypy-boto3-transfer		mypy-boto3-transfer
4712	mypy-boto3-codebuild	13808	mypy-boto3-codebuild		mypy-boto3-codebuild
4713	mypy-boto3-shield	13807	mypy-boto3-shield		mypy-boto3-shield
4714	first	13806	first		first
4717	pathfinding	13786	pathfinding		pathfinding
4718	mypy-boto3-docdb	13782	mypy-boto3-docdb		mypy-boto3-docdb
4719	aws-cdk-aws-ecs	13780	aws-cdk.aws-ecs	aws-cdk.aws-ecs	aws-cdk-aws-ecs
4720	mypy-boto3-sso-oidc	13773	mypy-boto3-sso-oidc		mypy-boto3-sso-oidc
4721	mypy-boto3-dlm	13772	mypy-boto3-dlm		mypy-boto3-dlm
4723	mypy-boto3-amplify	13769	mypy-boto3-amplify		mypy-boto3-amplify
4724	python-jwt	13764	python-jwt		python-jwt
4725	sqlvalidator	13764	sqlvalidator		sqlvalidator
4728	benchmark-runner	13748	benchmark-runner		benchmark-runner
4729	pybacklogpy	13740	pybacklogpy		pybacklogpy
4730	mypy-boto3-fsx	13734	mypy-boto3-fsx		mypy-boto3-fsx
4731	mypy-boto3-translate	13722	mypy-boto3-translate		mypy-boto3-translate
4733	django-admin-autocomplete-filter	13720	django-admin-autocomplete-filter		django-admin-autocomplete-filter
4734	mypy-boto3-directconnect	13701	mypy-boto3-directconnect		mypy-boto3-directconnect
4736	zcbor	13695	zcbor		zcbor
4737	pybedtools	13691	pybedtools		pybedtools
4738	django-dirtyfields	13690	django-dirtyfields		django-dirtyfields
4740	markdown-inline-graphviz-extension	13677	markdown-inline-graphviz-extension		markdown-inline-graphviz-extension
4741	mypy-boto3-meteringmarketplace	13671	mypy-boto3-meteringmarketplace		mypy-boto3-meteringmarketplace
4742	mypy-boto3-acm-pca	13671	mypy-boto3-acm-pca		mypy-boto3-acm-pca
4743	flashlight-text	13667	flashlight-text		flashlight-text
4744	workos	13667	workos		workos
4746	csscompressor	13663	csscompressor		csscompressor
4747	mypy-boto3-comprehendmedical	13663	mypy-boto3-comprehendmedical		mypy-boto3-comprehendmedical
4748	types-pkg-resources	13663	types-pkg-resources	types-pkg_resources	types-pkg-resources
4750	opteryx	13659	opteryx		opteryx
4751	pulp-glue	13645	pulp-glue		pulp-glue
4753	kolo	13636	kolo		kolo
4754	ffmpeg	13636	ffmpeg		ffmpeg
4755	domain2idna	13625	domain2idna		domain2idna
4758	dbnd	13610	dbnd		dbnd
4759	micloud	13610	micloud		micloud
4760	mypy-boto3-cur	13600	mypy-boto3-cur		mypy-boto3-cur
4761	aws-cdk-aws-autoscaling	13594	aws-cdk.aws-autoscaling	aws-cdk.aws-autoscaling	aws-cdk-aws-autoscaling
4762	sagemaker-datawrangler	13586	sagemaker-datawrangler		sagemaker-datawrangler
4764	detect-delimiter	13573	detect-delimiter		detect-delimiter
4768	aws-cdk-aws-cognito	13555	aws-cdk.aws-cognito	aws-cdk.aws-cognito	aws-cdk-aws-cognito
4769	mypy-boto3-datasync	13551	mypy-boto3-datasync		mypy-boto3-datasync
4770	grafanalib	13545	grafanalib		grafanalib
4771	mypy-boto3-imagebuilder	13539	mypy-boto3-imagebuilder		mypy-boto3-imagebuilder
4772	bingads	13534	bingads		bingads
4773	nodejs-wheel-binaries	13528	nodejs-wheel-binaries		nodejs-wheel-binaries
4775	meteostat	13516	meteostat		meteostat
4777	mypy-boto3-elasticbeanstalk	13508	mypy-boto3-elasticbeanstalk		mypy-boto3-elasticbeanstalk
4778	jax-cuda12-pjrt	13506	jax-cuda12-pjrt		jax-cuda12-pjrt
4779	mypy-boto3-fms	13503	mypy-boto3-fms		mypy-boto3-fms
4780	mypy-boto3-serverlessrepo	13499	mypy-boto3-serverlessrepo		mypy-boto3-serverlessrepo
4781	assemblyline-v4-service	13496	assemblyline-v4-service		assemblyline-v4-service
4782	mygeotab	13495	mygeotab		mygeotab
4783	mypy-boto3-compute-optimizer	13493	mypy-boto3-compute-optimizer		mypy-boto3-compute-optimizer
4787	aliyun-python-sdk-core-v3	13485	aliyun-python-sdk-core-v3		aliyun-python-sdk-core-v3
4789	mypy-boto3-health	13481	mypy-boto3-health		mypy-boto3-health
4791	mypy-boto3-forecast	13457	mypy-boto3-forecast		mypy-boto3-forecast
4792	yeref	13451	yeref		yeref
4795	mypy-boto3-globalaccelerator	13445	mypy-boto3-globalaccelerator		mypy-boto3-globalaccelerator
4797	bert-score	13435	bert-score	bert_score	bert_score
4798	mypy-boto3-importexport	13430	mypy-boto3-importexport		mypy-boto3-importexport
4800	mypy-boto3-ds	13426	mypy-boto3-ds		mypy-boto3-ds
4801	prometheus-async	13423	prometheus-async		prometheus-async
4802	k8	13423	k8		k8
4803	lbt-dragonfly	13421	lbt-dragonfly		lbt-dragonfly
4804	faust-cchardet	13413	faust-cchardet		faust-cchardet
4805	mypy-boto3-discovery	13413	mypy-boto3-discovery		mypy-boto3-discovery
4806	mypy-boto3-inspector	13407	mypy-boto3-inspector		mypy-boto3-inspector
4807	mypy-boto3-groundstation	13407	mypy-boto3-groundstation		mypy-boto3-groundstation
4808	aws-cdk-aws-codebuild	13395	aws-cdk.aws-codebuild	aws-cdk.aws-codebuild	aws-cdk-aws-codebuild
4809	google-cloud-dialogflow-cx	13391	google-cloud-dialogflow-cx		google-cloud-dialogflow-cx
4810	mypy-boto3-glacier	13382	mypy-boto3-glacier		mypy-boto3-glacier
4811	aws-packages	13376	aws-packages		aws-packages
4812	aiodogstatsd	13375	aiodogstatsd		aiodogstatsd
4814	bindep	13373	bindep		bindep
4817	psd-tools	13369	psd-tools		psd-tools
4818	mypy-boto3-forecastquery	13368	mypy-boto3-forecastquery		mypy-boto3-forecastquery
4819	huaweicloudsdkcore	13362	huaweicloudsdkcore		huaweicloudsdkcore
4820	mypy-boto3-storagegateway	13360	mypy-boto3-storagegateway		mypy-boto3-storagegateway
4821	mypy-boto3-iot1click-devices	13360	mypy-boto3-iot1click-devices		mypy-boto3-iot1click-devices
4823	aws-cdk-aws-route53-targets	13352	aws-cdk.aws-route53-targets	aws-cdk.aws-route53-targets	aws-cdk-aws-route53-targets
4824	mypy-boto3-mediastore	13349	mypy-boto3-mediastore		mypy-boto3-mediastore
4825	mypy-boto3-devicefarm	13344	mypy-boto3-devicefarm		mypy-boto3-devicefarm
4827	mypy-boto3-elastictranscoder	13341	mypy-boto3-elastictranscoder		mypy-boto3-elastictranscoder
4828	stix2-patterns	13335	stix2-patterns		stix2-patterns
4829	synapseml	13334	synapseml		synapseml
4830	mypy-boto3-cognito-sync	13333	mypy-boto3-cognito-sync		mypy-boto3-cognito-sync
4831	tinybird-cli	13328	tinybird-cli		tinybird-cli
4832	mypy-boto3-iot1click-projects	13327	mypy-boto3-iot1click-projects		mypy-boto3-iot1click-projects
4833	weread2notionpro	13327	weread2notionpro		weread2notionpro
4834	mypy-boto3-greengrass	13320	mypy-boto3-greengrass		mypy-boto3-greengrass
4835	mypy-boto3-snowball	13306	mypy-boto3-snowball		mypy-boto3-snowball
4837	mosek	13302	mosek		mosek
4839	mypy-boto3-sms-voice	13297	mypy-boto3-sms-voice		mypy-boto3-sms-voice
4840	mypy-boto3-mediatailor	13288	mypy-boto3-mediatailor		mypy-boto3-mediatailor
4841	geode-background	13286	geode-background		geode-background
4842	mypy-boto3-mediaconvert	13283	mypy-boto3-mediaconvert		mypy-boto3-mediaconvert
4846	zope-sqlalchemy	13264	zope.sqlalchemy	zope.sqlalchemy	zope-sqlalchemy
4847	ceja	13263	ceja		ceja
4848	pynose	13263	pynose		pynose
4849	pandoc	13258	pandoc		pandoc
4850	blosc	13256	python-blosc	python-blosc	blosc
4851	mypy-boto3-gamelift	13253	mypy-boto3-gamelift		mypy-boto3-gamelift
4852	amazon-textract-response-parser	13239	amazon-textract-response-parser		amazon-textract-response-parser
4854	soda-core-duckdb	13237	soda-core-duckdb		soda-core-duckdb
4855	mypy-boto3-mgh	13236	mypy-boto3-mgh		mypy-boto3-mgh
4856	async-asgi-testclient	13235	async-asgi-testclient		async-asgi-testclient
4857	mypy-boto3-mediastore-data	13228	mypy-boto3-mediastore-data		mypy-boto3-mediastore-data
4858	mypy-boto3-sms	13226	mypy-boto3-sms		mypy-boto3-sms
4860	python-status	13224	python-status		python-status
4861	certvalidator	13223	certvalidator		certvalidator
4862	mypy-boto3-mediapackage-vod	13220	mypy-boto3-mediapackage-vod		mypy-boto3-mediapackage-vod
4863	mypy-boto3-codeartifact	13218	mypy-boto3-codeartifact		mypy-boto3-codeartifact
4864	mypy-boto3-connectparticipant	13212	mypy-boto3-connectparticipant		mypy-boto3-connectparticipant
4865	mypy-boto3-frauddetector	13211	mypy-boto3-frauddetector		mypy-boto3-frauddetector
4869	pyjson5	13199	pyjson5		pyjson5
4870	pyclothoids	13183	pyclothoids		pyclothoids
4872	mypy-boto3-datapipeline	13180	mypy-boto3-datapipeline		mypy-boto3-datapipeline
4873	aws-cdk-aws-kinesis	13167	aws-cdk.aws-kinesis	aws-cdk.aws-kinesis	aws-cdk-aws-kinesis
4874	mypy-boto3-accessanalyzer	13161	mypy-boto3-accessanalyzer		mypy-boto3-accessanalyzer
4875	mammoth	13160	mammoth		mammoth
4877	mypy-boto3-marketplace-entitlement	13154	mypy-boto3-marketplace-entitlement		mypy-boto3-marketplace-entitlement
4878	pyarmor-cli-core	13143	pyarmor-cli-core		pyarmor-cli-core
4879	mypy-boto3-mediapackage	13136	mypy-boto3-mediapackage		mypy-boto3-mediapackage
4880	mypy-boto3-iotsecuretunneling	13134	mypy-boto3-iotsecuretunneling		mypy-boto3-iotsecuretunneling
4882	mypy-boto3-budgets	13123	mypy-boto3-budgets		mypy-boto3-budgets
4883	sanitize-filename	13110	sanitize-filename		sanitize-filename
4885	mypy-boto3-sdb	13099	mypy-boto3-sdb		mypy-boto3-sdb
4886	mypy-boto3-elastic-inference	13094	mypy-boto3-elastic-inference		mypy-boto3-elastic-inference
4888	dragonfly-energy	13092	dragonfly-energy		dragonfly-energy
4892	memepy	13085	memepy		memepy
4894	django-pgtrigger	13077	django-pgtrigger		django-pgtrigger
4895	mypy-boto3-chime	13077	mypy-boto3-chime		mypy-boto3-chime
4896	rook	13073	rook		rook
4897	mxnet-mkl	13073	mxnet-mkl		mxnet-mkl
4899	eccodes	13060	eccodes	python-eccodes	python-eccodes
4900	pylint-gitlab	13053	pylint-gitlab		pylint-gitlab
4901	mypy-boto3-detective	13051	mypy-boto3-detective		mypy-boto3-detective
4903	compressed-tensors	13040	compressed-tensors		compressed-tensors
4908	mypy-boto3-s3control	13013	mypy-boto3-s3control		mypy-boto3-s3control
4914	tldrwl	13004	tldrwl		tldrwl
4915	scenedetect	12996	scenedetect		scenedetect
4917	aws-cdk-aws-cloudfront	12990	aws-cdk.aws-cloudfront	aws-cdk.aws-cloudfront	aws-cdk-aws-cloudfront
4918	scrubadub	12986	scrubadub		scrubadub
4920	slack	12970	slack		slack
4921	mypy-boto3-rds-data	12969	mypy-boto3-rds-data		mypy-boto3-rds-data
4922	filesplit	12964	filesplit		filesplit
4928	finlab	12926	finlab		finlab
4929	fast-curator	12919	fast-curator		fast-curator
4930	mypy-boto3-workspaces	12916	mypy-boto3-workspaces		mypy-boto3-workspaces
4932	mypy-boto3-medialive	12909	mypy-boto3-medialive		mypy-boto3-medialive
4933	sccache	12902	sccache		sccache
4934	cobble	12901	cobble		cobble
4935	aws-cdk-aws-elasticloadbalancing	12899	aws-cdk.aws-elasticloadbalancing	aws-cdk.aws-elasticloadbalancing	aws-cdk-aws-elasticloadbalancing
4936	postmarker	12895	postmarker		postmarker
4937	mypy-boto3-application-insights	12894	mypy-boto3-application-insights		mypy-boto3-application-insights
4938	treelite-runtime	12889	treelite-runtime		treelite-runtime
4939	table-logger	12886	table-logger		table-logger
4941	djoser	12884	djoser		djoser
4945	assemblyline-service-client	12861	assemblyline-service-client		assemblyline-service-client
4947	pulp-cli	12857	pulp-cli		pulp-cli
4949	mypy-boto3-codedeploy	12853	mypy-boto3-codedeploy		mypy-boto3-codedeploy
4953	optimizely-sdk	12843	optimizely-sdk		optimizely-sdk
4954	python-quickbooks	12836	python-quickbooks		python-quickbooks
4956	aws-cdk-aws-autoscaling-hooktargets	12834	aws-cdk.aws-autoscaling-hooktargets	aws-cdk.aws-autoscaling-hooktargets	aws-cdk-aws-autoscaling-hooktargets
4958	ragged-buffer	12829	ragged-buffer		ragged-buffer
4960	sparkaid	12828	sparkaid		sparkaid
4961	mypy-boto3-migrationhub-config	12827	mypy-boto3-migrationhub-config		mypy-boto3-migrationhub-config
4965	crhelper	12812	crhelper		crhelper
4973	urllib3-mock	12771	urllib3-mock		urllib3-mock
4974	mypy-boto3-appsync	12759	mypy-boto3-appsync		mypy-boto3-appsync
4975	cdk-ecr-deployment	12758	cdk-ecr-deployment		cdk-ecr-deployment
4977	unleashclient	12753	unleashclient		unleashclient
4979	mkdocs-mermaid2-plugin	12747	mkdocs-mermaid2-plugin		mkdocs-mermaid2-plugin
4980	astronomer-providers	12742	astronomer-providers		astronomer-providers
4981	mypy-boto3-appstream	12737	mypy-boto3-appstream		mypy-boto3-appstream
4982	mypy-boto3-swf	12733	mypy-boto3-swf		mypy-boto3-swf
4986	mypy-boto3-iotanalytics	12692	mypy-boto3-iotanalytics		mypy-boto3-iotanalytics
4987	favicon	12683	favicon		favicon
4988	zipcodes	12676	zipcodes		zipcodes
4990	mypy-boto3-appmesh	12665	mypy-boto3-appmesh		mypy-boto3-appmesh
4991	injectool	12659	injectool		injectool
4995	timeago	12652	timeago		timeago
4996	python-etcd	12652	python-etcd		python-etcd
4997	pyfcm	12651	pyfcm		pyfcm
4998	mypy-boto3-kinesisanalytics	12650	mypy-boto3-kinesisanalytics		mypy-boto3-kinesisanalytics

Interpreting these results requires subjective analysis...

[maresb]

I am likely wrong about some of these, so corrections are much appreciated!

• tzdata

  End users should generally not need to use this package directly and should use a Python library like dateutil.tz or zoneinfo

  Grayskull resolves this as tzdata which is the non-Python version. However, this package should provide a Python module named tzdata. So installing the non-Python version could possibly lead to breakage, and is a point against Grayskull.

• importlib-resources The conda-forge package for importlib-resources depends on the primary package importlib_resources, so importlib_resources is better. This is a minor point against Grayskull.

• psycopg2-binary

  alternative name for the package, patched to rename the package in the metadata so pip check will pass for packages that depend on pyscopg2-binary

  This is hidden in the 2.x.x branch of the feedstock. Curiously, psycopg2 is about 4× less downloaded than psycopg2-binary. This is a point against Grayskull that could lead to pip check breakage.

• ruamel-yaml The common name for this package is ruamel.yaml, but the canonical PyPI name is ruamel-yaml. Unfortunately it picked up the should-be-retired ruamel_yaml package. In practice this works most of the time, since ruamel-yaml is usually specified as ruamel.yaml. But this illustrates what I see as an undesirable property of Grayskull: the mapping result can change after canonicalization. This is a point against Grayskull.

• jaraco-classes The correct conda-forge name is jaraco.classes. This is a point against Grayskull.

• google-cloud-bigquery

  On conda-forge, the package google-cloud-bigquery is quite bloated because it contains all the extras. The pypi package google-cloud-bigquery is instead google-cloud-bigquery-core on conda-forge

  Grayskull benefited from the intervention of https://github.com/conda/grayskull/pull/396 on its config.yaml. This is a minor point against conda-lock.

• msal-extensions msal-extensions doesn't exist on conda-forge. This is a point against conda-lock.

• ruamel-yaml-clib The correct conda-forge name is ruamel.yaml.clib. This is a point in favor of Parselmouth.

• typedload This is not yet on conda-forge. Probably this is the most popular PyPI package that's not yet on conda-forge. Minor point in favor of Parselmouth for understanding this (and actually for Grayskull as well since it would have been marked red)

• redshift-connector The correct conda-forge name is redshift_connector. Point against conda-lock

• jupyter-core The correct conda-forge name is jupyter_core. Point against conda-lock

• bs4

  This is a dummy package designed to prevent namesquatting on PyPI. You should install beautifulsoup4 instead.

  bs4 similarly exists on conda-forge, depending on beautifulsoup4. IMO all three are wrong, since the preferred answer is beautifulsoup4, although bs4 won't lead to breakage. Minor point against conda-lock and Grayskull, medium point against Parselmouth.

• zope-interface The correct conda-forge name is zope.interface. Point against Grayskull

I'll stop here since this is fairly time-consuming. My takeaway is that both Grayskull and conda-lock have a lot of room for improvement. Also they are failing for different reasons, so I think that unifying the efforts could lead to a dramatic improvement. Finally, Parselmouth has a lot of potential if it were to invert its mapping.

[maresb]

My takeaway is that both Grayskull and conda-lock have a lot of room for improvement. Also they are failing for different reasons, so I think that unifying the efforts could lead to a dramatic improvement.

To be more specific, Grayskull's approach is basically to guess at the correct conda-forge name by querying anaconda.org with the original PyPI name and a few variations. There is a community-maintained table of exceptions for cases where the heuristic fails and someone bothers to add it. This works well surprisingly often, but fails on cases where it discovers the wrong package, like tzdata or ruamel-yaml, or when the heuristic fails to locate the package, like zope-interface.

Conda-lock's approach is to rely on bot-generated mappings with a separate table of exceptions. I looked at the bot code in detail a few years back, and I was impressed by the clever graph-theoretic heuristics to prioritize conflicting dependencies. However, the code is fairly old and tricky to understand, and when something goes wrong (https://github.com/regro/cf-scripts/issues/3031) it's not so easy to diagnose. The source of truth for the PyPI package is the recipe's source URL. This fails in cases like msal-extensions, redshift-connector, and jupyter-core since the source URL is GitHub instead of PyPI.

Parselmouth takes another approach and parses the metadata in the individual Conda archives. In particular, it uses the conda-forge-metadata package mentioned by @beckermr to grab the info.tar.gz and get the files list. Then it locates .dist-info/METADATA and .egg-info/PKG-INFO files and parses the PyPI name (and version) from the directory name. This works extremely well except for packages that alias other packages without including the source, like bs4. Also I find the source code fairly easy to read.

Some scattered thoughts on the situation:

• Each of these approaches independently works fairly well, so a fusion should work very well.
• It's pretty ridiculous that we have two separate exception files for conda-lock and grayskull; we should somehow merge these efforts.
• Given the number of PyPI package-equivalents on conda-forge, it makes way more sense to precompute the mapping in the cloud (note that grayskull_pypi_mapping.json used by conda-lock is only 1.6 MB.)
• Heuristics work surprisingly well, and could work even better. We have enough redundancy that we could refine the current heuristics quite a bit. (I'm thinking of things like detecting -base and -core suffixes.)
• It would be nice to automatically detect alias packages like bs4 and importlib-resources.
• https://github.com/conda/ceps/pull/63 will definitely help, but I think Parselmouth more-or-less achieves this already
• I'm still hoping that @nichmor will join the conversation. I think pixi would have a lot to gain by solving the PyPI → conda-forge mapping as well.

[beckermr]

The bot's code is a good sign that complexity in this task makes it harder to debug and reason about. Given the info above, I'd vote for the parslemouth approach plus a hand-built table of exceptions/overrides/defaults for things that fail, are wrong, aliases, etc.

[beckermr]

Id be more than happy to host this solution in the conda-forge-metadata package (which is on pypi too).

[maresb]

The bot's code is a good sign that complexity in this task makes it harder to debug and reason about. Given the info above, I'd vote for the parslemouth approach plus a hand-built table of exceptions/overrides/defaults for things that fail, are wrong, aliases, etc.

Ya, I'm mostly thinking along these lines too. I think we ideally want the exception table to be machine-assisted though. I'd rather we pick out the uncertain mappings and flag them for a human to decide rather than for breakage to occur and someone get annoyed enough to open a PR.

In any case we'll need users to download a table, so unless @nichmor volunteers for it, I'm inclined to say we should build the table ourselves.

Id be more than happy to host this solution in the conda-forge-metadata package (which is on pypi too).

Thanks!!! I just wonder what architecture we need. Like if we generate our own mapping, I would advocate to put that in a separate repository in order to separate the code from the data.

[beckermr]

I'd rather have the table file in the same spot as the metadata package along with the code to make it. We can version it separately ofc.

[maresb]

I'd rather have the table file in the same spot as the metadata package along with the code to make it. We can version it separately ofc.

You have a lot more experience than I do in this precise subject, so I'll defer to your judgement here. But a few considerations are on my mind:

• If we update the mapping every half-hour, that will result in a lot of commits, potentially making it challenging to find development-related commits.
• We may want to maintain intermediate artifacts in addition to the final mapping, so that would result in even more load
• I have had a lot of problems cloning large repositories when I'm on the road with mobile data or a slow connection
• To channel @bollwyvl, for user-based code we should strive to minimize extraneous dependencies, so it would be nice to separate the client (which only needs requests and probably some caching functionality) from the code that does the heavy lifting to construct the mapping. Perhaps we could create a separate package within the conda-forge-metadata repository for this?

[maresb]

Some more data on inverting Parselmouth:

match_lengths = [len(matches) for matches in parselmouth_result]
df["match_length"] = match_lengths
print(df.match_length.value_counts())

match_length
1     3510
0     1395
2       88
3        5
5        1
11       1
Name: count, dtype: int64

PyPI packages with more than two conda-forge matches

We should be able to handle these no problem by hand since there are only 7.

df[df.match_length > 2]

The unabridged lists

[
  [
    "cffi",
    "google-cloud-sdk",
    "pypy3.9"
  ],
  [
    "argon2-cffi",
    "argon2_cffi",
    "privy"
  ],
  [
    "cloudpathlib",
    "cloudpathlib-all",
    "cloudpathlib-azure",
    "cloudpathlib-gs",
    "cloudpathlib-s3"
  ],
  [
    "pandera",
    "pandera-base",
    "pandera-core"
  ],
  [
    "pyqt",
    "pyqt-impl",
    "pyqtwebkit"
  ],
  [
    "_dvc",
    "dvc",
    "dvc-base"
  ],
  [
    "ibis-clickhouse",
    "ibis-dask",
    "ibis-framework",
    "ibis-framework-core",
    "ibis-hdf5",
    "ibis-impala",
    "ibis-mysql",
    "ibis-parquet",
    "ibis-postgres",
    "ibis-pyspark",
    "ibis-sqlite"
  ]
]

PyPI packages with exactly two conda-forge matches

These will be tricky, and I think we'll want heuristics for them. There are enough that it'd be helpful to have a solution requiring minimal human intervention to keep up-to-date.

PyPI packages with no conda-forge matches

For this I should be more careful with the Grayskull results and filter out conda-forge packages that don't exist:

from grayskull.base.pkg_info import is_pkg_available
from tqdm.notebook import tqdm


grayskull_filtered = [n if is_pkg_available(n) else None for n in tqdm(grayskull_result)]
df["grayskull"] = grayskull_filtered
df[df.match_length == 0].head(30)

Going down the list, I see various categories:

• Not yet on conda-forge but probably will be: typedload, pytest-error-for-skips, click-man
• Probably not suitable for conda-forge: tb-nightly
• Aliases: bs4→beautifulsoup4, analytics-python→segment-analytics-python
• Non-Python binary packages: uv, ninja
• Deprecated: azure-mgmt-* (https://github.com/conda-forge/admin-requests/pull/950)
• nvidia-*-cu12 (I'm a bit scared of CUDA 😅 )
• Unsure: azure-cli (the recipe looks out-of-date)

[beckermr]

A few comments:

• We don't need to update the mapping more than once a week IMHO.
• The conda-forge-metadata repo is already taken by the package to read the metadata itself. This package has minimal dependencies and we hide specialized things behind conditional imports. See https://github.com/conda-forge/conda-forge-metadata/blob/main/pyproject.toml. I'd prefer to use conditional imports + optional installs to keep everything under one package.

Here is a proposal:

• We have a weekly cronjob that runs parslemouth on new packages whose names have not been seen before and updates a file of results for conda -> pypi and pypi -> conda.
• When a user asks for a translation one way or the other, we take what is in the results file above and pass that through the overrides/defaults/missing file. If the package is missing from the results file and the overrides/defaults/missing, we raise an error with instructions to add a manual entry or raise an issue asking for thr mapping to be updated.
• we version the mapping with conda-forge-metadata releases to make things simpler.
• To keep git stuff cleaner we can add commits to mapping files to the git file to ignore in blames.
• We can also structure/sort the json carefully to minimize diffs.
• We are only looking at ~60k lines of JSON or so. I think that is manageable for size.

[maresb]

I think we're broadly in agreement. I still have more questions about the details though...

We don't need to update the mapping more than once a week IMHO.

This feels pretty infrequent to me, but we could probably make it work (see my comment below on fallback). On the other extreme, Parselmouth runs every 10 minutes, but it seems to only update on average once every five hours.

I'd prefer to use conditional imports + optional installs to keep everything under one package.

Sure, that should work well. When I install conda-forge-metadata over conda-lock it needs to pull in beautifulsoup4 and deprecated (and transitive dependencies soupsieve and wrapt respectively). In this case it looks like beautifulsoup4 is only used as a fallback, so that should be easy to conditionally import.

updates a file of results for conda -> pypi

I haven't checked the quality, but I believe Parselmouth is this. So I don't know that this direction is necessary. Everything I've said in this issue is exclusively related to pypi → conda-forge.

When a user asks for a translation one way or the other, we take what is in the results file above and pass that through the overrides/defaults/missing file.

Shouldn't the results file already include the overrides? (I mean, I don't think we'd want to ignore it when we compute our update.) That way the lookup function doesn't need any logic.

If the package is missing from the results file and the overrides/defaults/missing, we raise an error with instructions to add a manual entry or raise an issue asking for thr mapping to be updated.

In case of a missing entry, we might be perform a Grayskull-style fallback by polling anaconda.org for a package of a similar name. In contrast to my last remark, this would add logic, but it might be a sufficient stopgap for newly-added packages in 95% of cases.

we version the mapping with conda-forge-metadata releases to make things simpler.

So each time the mapping updates we would have to cut a new release, even if the code is unchanged? And then we'd have to deal with the corresponding perpetual conda-forge package updates? That seems pretty messy to me.

To keep git stuff cleaner we can add commits to mapping files to the git file to ignore in blames.

I do like the idea of using .git-blame-ignore-revs but not all tools support it. Perhaps another possible alternative may be to the data in a separate branch?

We can also structure/sort the json carefully to minimize diffs.

I'm actually really fond of the structure in regro/cf-graph-countyfair. I like the way there is YAML for readable diffs alongside the minified JSON.

We are only looking at ~60k lines of JSON or so. I think that is manageable for size.

Ya, I was skeptical until looking at the numbers for Parselmouth. It's been running on a 10 minute cadence since May (just under 6 months), with 756 mapping updates, and the .git directory is less than 9MB.

I hope I'm not getting annoying on this point, but on the other hand, what do you see as the benefit to having the generated mappings in the same repository as the code? It seems to me like it'd be so easy to just create a separate repo containing just the .github/workflows and the generated mappings. We could always combine them at a later point, but we can't separate them without rewriting the history. For instance, maybe conda-forge-metadata eventually outgrows these mappings, but then you're essentially stuck with forever hosting them in the same repo.

[beckermr]

Thanks a bunch and no worries. Ad hoc things have been the issue for this task, so the discussion is helpful to remove that ambiguity.

• We should store the overrides separate from the input data so that folks can make PRs against them, understand exactly what is being changed, etc.

• I'd prefer to not default to some heuristic fallback because it is better IMHO to know that something failed or is not updated than to supply a heuristic default. A lot of the issues we have are that the heuristics fail and weird stuff happens. Downstream tools like grayskull can use their own heuristics but for official metadata, we should either have it (and it is correct) or not. We could provide backup that defers to parslemouth which seems essentially absolutely correct.

• After dealing with gobs of random repos / infra over the years, I've come to the conclusion that having stuff in one spot, even if it causes more versions, is just easier to manage and reason about. I've deprecated and removed two repos that stored data on cronjobs in the past several years and that has made my life a lot better.

• By only updating once a week, we limit the march of versions.

[maresb]

Thanks so much @beckermr for your patience on this. Agreed that it's helpful to work out these details.

We should store the overrides separate from the input data so that folks can make PRs against them, understand exactly what is being changed, etc.

💯 on keeping the overrides separate from the rest of the input data. But the output data should already include the overrides, right?

In terms of transparency on what's being changed in a multi-step process, I would try to solve that with intermediate artifacts.

I'd prefer to not default to some heuristic fallback because it is better IMHO to know that something failed or is not updated than to supply a heuristic default. A lot of the issues we have are that the heuristics fail and weird stuff happens. Downstream tools like grayskull can use their own heuristics but for official metadata, we should either have it (and it is correct) or not. We could provide backup that defers to parslemouth which seems essentially absolutely correct.

Ah, ok, I'm glad you wrote this because I think we're trying to solve subtly different problems here. I'm primarily interested in creating a best-guess heuristic that can be shared between conda-lock, Grayskull, and whoever else wants to use it. It seems like you want to create official metadata.

So in that case it seems like a two-tiered approach would make sense:

1. Invert the Parselmouth mapping. For the 95 packages with more than one inverse, choose one by hand from an explicit mapping file. For packages that don't get picked up by Parselmouth, either ignore them or add them by hand.
2. Add any extra fancy heuristics separately on top of this, possibly outside of conda-forge-metadata.

Is this what you had in mind?

I've deprecated and removed two repos that stored data on cronjobs in the past several years and that has made my life a lot better.

I'm constantly trying to improve my sense of design, and I know that I have a long ways to go. When to combine/split stuff seems like one of the fundamental challenges. In this particular case all my instincts are screaming to keep them separate, but I do believe that you probably know better than I do. If these examples are public, is this something I could take a look at in order to understand the benefit of consolidation?

By only updating once a week, we limit the march of versions.

So to be explicit, the mapping artifact would be included in the PyPI distribution, and distinct artifacts would have distinct conda-forge-metadata versions?

[beckermr]

The three things I have gotten rid of are:

• libcfgraph: code (https://github.com/regro/libcflib) and data (https://github.com/regro/libcfgraph)
• repodata generation outside of anaconda.org: code (https://github.com/conda-forge/repodata-tools), repoodata (https://github.com/conda-forge/repodata) and repodata shards (https://github.com/conda-forge/repodata-shards)
• artifact-validation: code + data (https://github.com/conda-forge/artifact-validation)

All of these broke on a regular basis, encountered fundamental limitations/errors, and needed babysitting. I am glad to no longer have to watch over them.

Yes I had a two-step process in mind with conda-forge-metadata only handling the first step.

So to be explicit, the mapping artifact would be included in the PyPI distribution, and distinct artifacts would have distinct conda-forge-metadata versions?

Yes that is the idea. This way everything is versioned and we can track down errors, weird things, etc.

[jakirkham]

• nvidia-*-cu12 (I'm a bit scared of CUDA 😅 )

These are wheels with the CUDA Toolkit libraries and headers. The naming scheme should follow a common pattern between Conda and PyPI

There's some overlap between the two efforts. So it should be possible for folks involved to help inform that mapping once we are settled on where it lives

[jakirkham]

• I'm still hoping that @nichmor will join the conversation. I think pixi would have a lot to gain by solving the PyPI → conda-forge mapping as well.

Maybe @ruben-arts and/or @wolfv will have thoughts on the structure of this mapping 🙂

[nichmor]

hey @maresb !

First, thanks a lot for your tests and effort in comparing these 3 tools!

Indeed parselmouth would benefit by having an inverted mapping - maybe initially under the files as we store it for conda-forge and pytorch ( https://github.com/prefix-dev/parselmouth/tree/main/files ). We also have a related issue to map more than to one pypi-name that I think we should take into account ( https://github.com/prefix-dev/parselmouth/issues/11 ).

Your list with some differences between parselmouth and other mapping tools is also a very good start for me to understand how parselmouth can cover it.

A little about parselmouth: We store mapping for each of the package using it's hash - https://conda-mapping.prefix.dev/hash-v0/313cbde8ded706790d4fb8ea114ba1d706ff5be0780f63c01de81f569e593a03. We extract this information by looking into .dist-info or .egg-info ( https://github.com/prefix-dev/parselmouth/blob/main/src/parselmouth/internals/artifact.py#L12 ) -> I think this is the "correct" way in term that we really look into that conda-forge will ship

pixi use it to get the mapping during the solving and installing, and if we don't have it there ( maybe it is something newer that parselmouth can pick up ) we also store compressed mapping ( https://github.com/prefix-dev/parselmouth/blob/main/files/compressed_mapping.json )

In this way, we can guarantee having the best mapping for package and cover cases when one platform has something different than others, or even to know to what exactly version it maps. (for example maybe conda-forge package has a different version on its pypi under the hood).

This way we can also have mappings for all channels ( we have for pytorch also ), or it's mirrors, and we can save some storage by using CAS approach here. and it's also easy to contribute an additional channel: https://github.com/prefix-dev/parselmouth/blob/main/src/parselmouth/internals/channels.py#L12.

My vision is that parselmouth would become a unified standard library that can handle extraction for mapping, from conda-forge ( as it is right now ) or from pypi package ( the inverted mapping ). This way all projects can rely on it, and extract it during the runtime ( or use already stored). By having one unified library we can cover edge-cases ( https://github.com/prefix-dev/parselmouth/blob/main/src/parselmouth/internals/yank.py#L1 ) like this and have one standard answer for them.

it can also give us a confident step to this ( https://github.com/conda/ceps/pull/63 ) , so we can use parselmouth to extract it.

let me know if you have any questions or if I have missed something.

p.s Sorry for the long reply - I was on vacation during the initial discussion

[maresb]

Welcome back @nichmor! When I get the chance I'd like to read the full parselmouth source to understand all the details, since the data is such good quality.

As the next step in computing the likely candidates for overrides, I think the biggest open case is detecting PyPI packages with no conda-forge matches For this I would like to look at conda-forge package names and do Grayskull-style guessing to find PyPI packages that have a similar name but aren't directly included as Python packages by conda-forge (as detected by Parselmouth).

For that I need a list of available conda-forge package names. This sounds simple, but I'm actually a bit stuck on a simple way to get this. Ideas @beckermr or anyone else?

[beckermr]

Look at our feedstock-outputs repo. Each package has a json file in that repo.

[bollwyvl]

(or you can use the single-file branch which has... a single file).

[nichmor]

Hey @maresb!

We have a first iteration of the reverse PyPI-to-Conda mapping ready. The PR in progress is here: https://github.com/prefix-dev/parselmouth/pull/33.

The main idea is that by accessing a specific URL: https://conda-mapping.prefix.dev/pypi-to-conda-{version}/{channel}/{pypi-norm-name}.json
for example:
https://conda-mapping.prefix.dev/pypi-to-conda-v0/conda-forge/requests.json

you’ll receive a dictionary mapping versions of a PyPI package to the corresponding Conda package names. Right now, it only includes Conda names, but we plan to extend it to include Conda versions as well, which will make it more accurate.

The full mapping file is available here:
https://conda-mapping.prefix.dev/pypi-to-conda-v0/conda-forge/index/index.json

The mapping schema will be stored near the mapping location:
https://conda-mapping.prefix.dev/pypi-to-conda-v0/conda-forge/schema/schema.json

This way, we can version it and maintain older schemas for better self-documentation.

It’s not merged yet (some edge cases still need to be covered), but all the mappings are uploaded, so you can start experimenting.

We also plan to release this as both a CLI tool and a library, so you can use it directly from your terminal or within your app.