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Ranking of direct dependencies for all PyPI packages that were first released in 2024 or later
Raw
1_package_deps_since_2024.sql
WITH earliest_packages AS (
-- Get the first release for each package (regardless of year), only keep packages first uploaded since 2020
SELECT *
FROM (
SELECT *,
row_number() OVER (PARTITION BY name, author ORDER BY upload_time ASC) AS rn
FROM pypi.projects
WHERE toYear(upload_time) >= 2024
)
WHERE rn = 1
),
total_packages AS (
-- Count total number of packages in this subset
SELECT count(*) AS total_pkg
FROM earliest_packages
)
SELECT
lower(
splitByChar('~', splitByChar('=', splitByChar(';', splitByChar(' ', splitByChar('!', splitByChar('>', splitByChar('<', splitByChar('[', arrayJoin(requires_dist))[1])[1])[1])[1])[1])[1])[1])[1]
) AS dependency_clean,
count(*) AS package_count,
count(*) / (SELECT total_pkg FROM total_packages) AS proportion_of_packages
FROM earliest_packages
GROUP BY dependency_clean
ORDER BY package_count DESC
Raw
2_package_deps_since_2020.csv
We can't make this file beautiful and searchable because it's too large.
๏ปฟ"dependency_clean","package_count","proportion_of_packages"
"pytest","66951",0.20057880876841358
"numpy","60419",0.18100955993157353
"requests","49017",0.14685025570045748
"pandas","40481",0.12127721404839584
"pytest-cov","33821",0.10132448942295881
"pydantic","31353",0.09393059687407314
"matplotlib","27965",0.08378047209464662
"black","25098",0.07519121361099378
"scipy","24214",0.07254283394599582
"mypy","23566",0.07060148776622358
"pyyaml","22400",0.06710826300447288
"ruff","19683",0.05896839021058214
"click","18111",0.05425882818187538
"httpx","17484",0.05238039599866982
"tqdm","17196",0.051517575474326595
"rich","15975",0.04785957595966314
"flake8","15725",0.04711059981005965
"python-dotenv","14647",0.04388101465296939
"torch","14175",0.042466947682518
"sphinx","14148",0.04238605825836082
"scikit-learn","14117",0.042293185215809985
"pytest-asyncio","13542",0.04057054007172196
"typing-extensions","13492",0.040420744841801255
"pillow","13244",0.03967776050139459
"pre-commit","12138",0.03636429001554874
"twine","10360",0.03103757163956871
"isort","10337",0.030968665833805187
"fastapi","9931",0.029752328566849118
"beautifulsoup4","9499",0.02845809778033428
"aiohttp","9493",0.028440122352743798
"typer","9426",0.028239396744650064
"openai","9400",0.0281615032250913
"jinja2","9240",0.027682158489345066
"build","8939",0.02678039120522246
"coverage","8758",0.026238132472909532
"setuptools","8705",0.026079349529193593
"uvicorn","8319",0.0249229303542058
"odoo","8296",0.02485402454844228
"python-dateutil","7959",0.023844404698776772
"mcp","7871",0.023580765094116343
"psutil","7509",0.022496247629490488
"sqlalchemy","7138",0.021384767023478905
"sphinx-rtd-theme","6964",0.020863479623354875
"urllib3","6957",0.020842508291165976
"seaborn","6494",0.01945540446210031
"django","6413",0.01921273618962878
"cryptography","6258",0.018748370976874613
"pytest-mock","6096",0.01826303443193155
"packaging","6014",0.018017370254861605
"boto3","5936",0.017783689696185316
"transformers","5768",0.017280377723651767
"lxml","5662",0.016962811836219886
"networkx","5550",0.016627270521197522
"loguru","5358",0.01605205683830204
"flask","5267",0.01577942951984637
"opencv-python","5242",0.01570453190488602
"openpyxl","5129",0.015365994685265243
"ipython","5116",0.015327047925485861
"colorama","4833",0.014479206924134708
"pyarrow","4763",0.01426949360224573
"plotly","4488",0.013445619837681888
"pydantic-settings","4322",0.01294829967434517
"pytz","4318",0.012936316055951514
"wheel","4208",0.012606766550125978
"redis","4029",0.012070499627009878
"tox","3988",0.011947667538474906
"six","3959",0.011860786305120899
"protobuf","3900",0.011684027933814475
"tabulate","3820",0.011444355565941358
"h5py","3806",0.011402412901563562
"pylint","3714",0.011126789678509478
"numba","3707",0.01110581834632058
"mkdocs-material","3599",0.010782260649691872
"torchvision","3543",0.01061448999218069
"mkdocs","3517",0.010536596472621926
"anthropic","3415",0.0102310142035837
"pytest-xdist","3414",0.010228018298985286
"certifi","3409",0.010213038775993217
"jsonschema","3322",0.009952395075931202
"websockets","3301",0.009889481079364508
"joblib","3291",0.009859522033380369
"myst-parser","3253",0.009745677658640638
"toml","3202",0.009592886524121526
"scikit-image","3132",0.009383173202232548
"langchain","3031",0.009080586837792738
"gitpython","2927",0.008769012759557685
"ipykernel","2922",0.008754033236565616
"pyjwt","2911",0.00872107828598306
"importlib-metadata","2907",0.008709094667589404
"psycopg2-binary","2899",0.008685127430802093
"validators","2858",0.00856229534226712
"fastmcp","2840",0.008508369059495669
"attrs","2837",0.008499381345700427
"tomli","2831",0.008481405918109943
"pygments","2788",0.008352582020378143
"tensorflow","2758",0.008262704882425724
"sentence-transformers","2718",0.008142868698489165
"jupyter","2689",0.00805598746513516
"shapely","2680",0.008029024323749434
"tenacity","2648",0.007933155376600188
"mkdocstrings","2617",0.007840282334049355
"aiofiles","2534",0.007591622252380996
"statsmodels","2486",0.007447818831657124
"tiktoken","2467",0.007390896644287259
"datasets","2373",0.007109281612036346
"polars","2359",0.007067338947658551
"sphinx-copybutton","2341",0.0070134126648870995
"discordautochat","2328",0.006974465905107718
"discorudo","2327",0.006971470000509304
"idna","2288",0.006854629721171159
"xarray","2261",0.006773740297013982
"sphinx-autodoc-typehints","2260",0.006770744392415568
"anyio","2254",0.006752768964825084
"langchain-core","2254",0.006752768964825084
"platformdirs","2199",0.006587994211912316
"ipywidgets","2189",0.006558035165928176
"streamlit","2149",0.006438198981991617
"orjson","2134",0.006393260413015408
"types-requests","2085",0.006246461087693124
"jax","2085",0.006246461087693124
"astropy","2081",0.006234477469299468
"nltk","2061",0.0061745593773311885
"python-multipart","2029",0.006078690430181942
"grpcio","2023",0.006060715002591458
"furo","2012",0.006027760052008904
"selenium","2012",0.006027760052008904
"pymongo","1985",0.005946870627851726
"charset-normalizer","1974",0.005913915677269173
"sympy","1923",0.0057611245427500605
"playwright","1905",0.005707198259978609
"pyqt5","1856",0.005560398934656325
"huggingface-hub","1855",0.005557403030057911
"markdown","1854",0.005554407125459497
"nbsphinx","1832",0.00548849722429439
"starlette","1832",0.00548849722429439
"geopandas","1822",0.00545853817831025
"dask","1797",0.005383640563349901
"cython","1769",0.00529975523459431
"docker","1768",0.005296759329995896
"accelerate","1749",0.005239837142626031
"pycryptodome","1739",0.005209878096641891
"hypothesis","1658",0.004967209824170359
"pyserial","1639",0.004910287636800494
"watchdog","1637",0.004904295827603666
"google-generativeai","1615",0.004838385926438558
"langchain-openai","1613",0.0048323941172417305
"llama-index-core","1608",0.004817414594249661
"bandit","1597",0.004784459643667107
"opentelemetry-api","1595",0.004778467834470279
"pymysql","1579",0.004730533360895656
"cachetools","1559",0.004670615268927376
"markupsafe","1558",0.004667619364328962
"regex","1545",0.004628672604549581
"types-pyyaml","1541",0.004616688986155925
"botocore","1501",0.004496852802219366
"textual","1495",0.004478877374628883
"typing_extensions","1469",0.0044009838550701195
"bs4","1467",0.004394992045873292
"pytest-timeout","1449",0.004341065763101839
"djangorestframework","1423",0.004263172243543076
"fsspec","1408",0.004218233674566867
"einops","1406",0.004212241865370039
"docutils","1403",0.004203254151574797
"pyparsing","1389",0.0041613114871970015
"structlog","1389",0.0041613114871970015
"numpydoc","1387",0.0041553196780001736
"langchain-community","1372",0.004110381109023964
"opentelemetry-sdk","1362",0.0040804220630398244
"filelock","1360",0.0040744302538429965
"biopython","1360",0.0040744302538429965
"asyncpg","1357",0.004065442540047755
"dill","1356",0.004062446635449341
"litellm","1354",0.004056454826252513
"pyperclip","1337",0.004005524448079475
"termcolor","1334",0.003996536734284233
"spacy","1334",0.003996536734284233
"chardet","1333",0.0039935408296858195
"werkzeug","1327",0.003975565402095336
"netcdf4","1326",0.003972569497496922
"jupyterlab","1326",0.003972569497496922
"cffi","1326",0.003972569497496922
"onnxruntime","1322",0.003960585879103266
"importlib-resources","1314",0.003936618642315954
"google-api-python-client","1314",0.003936618642315954
"google-auth","1305",0.0039096555009302284
"prompt-toolkit","1299",0.0038916800733397447
"chromadb","1294",0.003876700550347675
"pip","1290",0.003864716931954019
"prometheus-client","1286",0.003852733313560363
"pymupdf","1284",0.003846741504363535
"mock","1281",0.0038377537905682933
"aiosqlite","1273",0.0038137865537809816
"python-docx","1258",0.0037688479848047717
"alembic","1257",0.0037658520802063577
"paramiko","1246",0.003732897129623804
"appdirs","1241",0.0037179176066317343
"sentencepiece","1240",0.0037149217020333203
"duckdb","1236",0.0037029380836396644
"keyring","1228",0.0036789708468523527
"websocket-client","1222",0.003660995419261869
"pywin32","1214",0.003637028182474557
"pytest-benchmark","1207",0.0036160568502856595
"opencv-python-headless","1198",0.0035890937088999338
"torchaudio","1184",0.0035471510445221383
"graphviz","1183",0.0035441551399237243
"faiss-cpu","1173",0.0035141960939395847
"xmltodict","1166",0.003493224761750687
"imageio","1151",0.0034482861927744774
"xgboost","1151",0.0034482861927744774
"tzdata","1144",0.0034273148605855797
"msgpack","1143",0.0034243189559871657
"ruamel.yaml","1132",0.003391364005404612
"pyright","1130",0.003385372196207784
"pyproj","1116",0.0033434295318299882
"tensorboard","1116",0.0033434295318299882
"langgraph","1115",0.0033404336272315743
"pydata-sphinx-theme","1113",0.0033344418180347463
"sniffio","1112",0.0033314459134363324
"google-genai","1101",0.0032984909628537788
"notebook","1098",0.003289503249058537
"librosa","1094",0.003277519630664881
"wandb","1088",0.003259544203074397
"psycopg","1081",0.0032385728708854995
"more-itertools","1078",0.0032295851570902576
"rasterio","1077",0.0032265892524918436
"colorlog","1062",0.003181650683515634
"pypdf","1062",0.003181650683515634
"pyside6","1052",0.0031516916375314945
"pytest-django","1051",0.0031486957329330805
"gunicorn","1049",0.0031427039237362526
"asyncio","1027",0.0030767940225711454
"yarl","1026",0.0030737981179727314
"sphinx_rtd_theme","1022",0.0030618144995790755
"psycopg2","1021",0.0030588185949806616
"responses","1014",0.003037847262791764
"jaxlib","1013",0.00303485135819335
"ollama","1013",0.00303485135819335
"check-manifest","1013",0.00303485135819335
"sphinx-autobuild","1005",0.003010884121406038
"pygame","999",0.0029929086938155543
"requests-mock","986",0.0029539619340361724
"xlrd","984",0.0029479701248393444
"requests-toolbelt","982",0.0029419783156425165
"nbformat","979",0.0029329906018472746
"faker","977",0.0029269987926504467
"soundfile","976",0.0029240028880520327
"distro","972",0.002912019269658377
"google-cloud-storage","968",0.002900035651264721
"optuna","958",0.0028700766052805813
"argparse","957",0.0028670807006821674
"azure-identity","946",0.0028341257500996138
"pip-tools","934",0.002798174894918646
"prettytable","930",0.0027861912765249903
"sphinx-design","920",0.0027562322305408507
"tomlkit","914",0.002738256802950367
"tokenizers","910",0.002726273184556711
"pyqt6","903",0.0027053018523678133
"celery","895",0.0026813346155805016
"tifffile","883",0.002645383760399534
"pydub","877",0.00262740833280905
"questionary","873",0.0026154247144153943
"markdown-it-py","864",0.0025884615730296687
"bcrypt","861",0.0025794738592344263
"gradio","860",0.0025764779546360124
"greenlet","850",0.0025465189086518727
"wrapt","848",0.002540527099455045
"dnspython","840",0.002516559862667733
"pyspark","839",0.002513563958069319
"pypdf2","839",0.002513563958069319
"respx","838",0.002510568053470905
"cloudpickle","829",0.0024836049120851795
"nbconvert","828",0.0024806090074867655
"pathspec","826",0.0024746171982899376
"omegaconf","823",0.0024656294844946957
"tornado","819",0.00245364586610104
"nonebot2","817",0.002447654056904212
"nest-asyncio","817",0.002447654056904212
"python-jose","813",0.002435670438510556
"fire","813",0.002435670438510556
"grpcio-tools","810",0.002426682724715314
"zarr","809",0.0024236868201169
"ray","809",0.0024236868201169
"types-setuptools","807",0.0024176950109200722
"pygithub","806",0.0024146991063216583
"pyopenssl","805",0.0024117032017232443
"onnx","801",0.0023997195833295884
"flask-cors","796",0.0023847400603375186
"annotated-types","791",0.002369760537345449
"kubernetes","790",0.002366764632747035
"xlsxwriter","787",0.002357776918951793
"google-auth-oauthlib","783",0.002345793300558137
"sentry-sdk","783",0.002345793300558137
"unidecode","777",0.0023278178729676533
"pyzmq","773",0.0023158342545739974
"gymnasium","757",0.002267899780999374
"web3","753",0.002255916162605718
"apscheduler","749",0.0022439325442120623
"defusedxml","748",0.0022409366396136483
"dash","745",0.0022319489258184064
"fonttools","744",0.0022289530212199924
"pycparser","744",0.0022289530212199924
"reportlab","742",0.0022229612120231645
"typing","737",0.0022079816890310947
"qtpy","737",0.0022079816890310947
"mysql-connector-python","736",0.0022049857844326807
"bump2version","732",0.002193002166039025
"deprecated","728",0.0021810185476453686
"timm","725",0.0021720308338501267
"h11","724",0.0021690349292517127
"bitsandbytes","721",0.002160047215456471
"scanpy","718",0.002151059501661229
"pint","715",0.002142071787865987
"natsort","713",0.002136079978669159
"python-magic","713",0.002136079978669159
"zipp","708",0.0021211004556770893
"safetensors","707",0.0021181045510786753
"rapidfuzz","705",0.0021121127418818474
"backoff","693",0.00207616188670088
"uvloop","692",0.002073165982102466
"sphinx-autoapi","689",0.002064178268307224
"pluggy","686",0.002055190554511982
"rdkit","684",0.002049198745315154
"passlib","683",0.00204620284071674
"pyodbc","683",0.00204620284071674
"napari","678",0.0020312233177246703
"future","672",0.0020132478901341865
"mdurl","667",0.0019982683671421167
"pytesseract","666",0.0019952724625437027
"async-timeout","664",0.001989280653346875
"anndata","663",0.001986284748748461
"lightgbm","662",0.001983288844150047
"azure-storage-blob","660",0.001977297034953219
"diskcache","655",0.001962317511961149
"bokeh","653",0.001956325702764321
"paho-mqtt","653",0.001956325702764321
"umap-learn","650",0.0019473379889690793
"marshmallow","648",0.0019413461797722514
"s3fs","648",0.0019413461797722514
"pytest-rerunfailures","644",0.0019293625613785955
"pydocstyle","643",0.0019263666567801816
"tomli-w","643",0.0019263666567801816
"tzlocal","639",0.0019143830383865257
"sphinx-gallery","636",0.0019053953245912838
"peft","635",0.0019023994199928698
"qdrant-client","634",0.0018994035153944559
"ruamel-yaml","631",0.001890415801599214
"codecov","630",0.0018874198970007998
"zstandard","626",0.001875436278607144
"hydra-core","626",0.001875436278607144
"pathlib","626",0.001875436278607144
"coloredlogs","625",0.00187244037400873
"kaleido","625",0.00187244037400873
"yt-dlp","623",0.001866448564811902
"multidict","623",0.001866448564811902
"rdflib","622",0.001863452660213488
"yfinance","620",0.0018574608510166602
"ase","619",0.0018544649464182462
"pydantic-core","618",0.0018514690418198322
"decorator","618",0.0018514690418198322
"groq","618",0.0018514690418198322
"elasticsearch","617",0.0018484731372214183
"google-api-core","617",0.0018484731372214183
"cycler","616",0.0018454772326230043
"itsdangerous","615",0.0018424813280245903
"sqlmodel","615",0.0018424813280245903
"nox","613",0.0018364895188277624
"tree-sitter","612",0.0018334936142293484
"coveralls","612",0.0018334936142293484
"ujson","612",0.0018334936142293484
"tables","611",0.0018304977096309345
"pandas-stubs","610",0.0018275018050325205
"mkdocstrings-python","609",0.0018245059004341065
"setuptools-scm","605",0.0018125222820404507
"qrcode","605",0.0018125222820404507
"sphinx-book-theme","603",0.0018065304728436227
"httpcore","602",0.0018035345682452088
"pymdown-extensions","600",0.0017975427590483809
"babel","595",0.001782563236056311
"pexpect","591",0.0017705796176626552
"keras","589",0.0017645878084658272
"hatch","589",0.0017645878084658272
"bumpver","588",0.0017615919038674133
"nibabel","585",0.0017526041900721714
"dataclasses-json","585",0.0017526041900721714
"wcwidth","583",0.0017466123808753435
"google-cloud-bigquery","581",0.0017406205716785155
"mpmath","581",0.0017406205716785155
"moto","579",0.0017346287624816876
"threadpoolctl","577",0.0017286369532848597
"webdriver-manager","572",0.0017136574302927898
"alibabacloud-tea-util","572",0.0017136574302927898
"safety","571",0.0017106615256943759
"kiwisolver","571",0.0017106615256943759
"mlflow","569",0.001704669716497548
"google-auth-httplib2","567",0.00169867790730072
"pyautogui","567",0.00169867790730072
"python-slugify","567",0.00169867790730072
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