lmmx · April 4, 2026 13:09
diff --git a/0_query_permalink.md b/0_query_permalink.md
diff --git a/1_package_deps_since_2020.sql b/1_package_deps_since_2020.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) >= 2020
    )
    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
diff --git a/2_package_deps_since_2020.csv b/2_package_deps_since_2020.csv
 "dependency_clean","package_count","proportion_of_packages"
 "numpy","87215",0.12947210593509695
 "pytest","82742",0.12283186366200528
 "requests","74717",0.11091861880585493
 "pandas","58649",0.08706540779668062
 "pytest-cov","40707",0.060430212879665095
 "matplotlib","38410",0.057020278495294084
 "pydantic","35118",0.05213325020040973
 "scipy","33080",0.04910780558772008
 "black","30941",0.04593242480923963
 "pyyaml","29806",0.04424749858970933
 "click","27923",0.04145215403343131
 "mypy","26708",0.039648466494462756
 "tqdm","23653",0.03511326860841424
 "flake8","21691",0.03220064724919094
 "ruff","19525",0.028985184525400078
 "sphinx","19041",0.02826667854279861
 "scikit-learn","18948",0.028128618508951635
 "httpx","18802",0.02791187910097681
 "torch","18621",0.02764318161574775
 "rich","18195",0.02701077758973902
 "pillow","18040",0.026780677533327395
 "python-dotenv","16914",0.0251091119622339
 "odoo","15196",0.02255871262729729
 "typing-extensions","14623",0.021708084676820758
 "pre-commit","14405",0.021384460081351503
 "pytest-asyncio","14257",0.021164751640390726
 "isort","14110",0.020946527715922925
 "twine","13938",0.020691190879130666
 "coverage","12894",0.01914135566046139
 "aiohttp","12599",0.018703423295032807
 "jinja2","12537",0.018611383272468158
 "beautifulsoup4","12324",0.01829518125946379
 "setuptools","12164",0.018057658620587273
 "python-dateutil","11816",0.017541046881030847
 "typer","11738",0.017425254594578547
 "fastapi","11443",0.016987322229149966
 "openai","10425",0.01547608443929812
 "urllib3","10416",0.015462723790861317
 "django","10040",0.0149045455895015
 "sqlalchemy","9891",0.014683352632047742
 "sphinx-rtd-theme","9774",0.014509664202369288
 "build","9631",0.0142973783438734
 "uvicorn","9400",0.013954455033995427
 "six","9294",0.013797096285739734
 "psutil","9140",0.013568480745821086
 "seaborn","8651",0.012842552180754729
 "boto3","8510",0.012633235355244797
 "flask","8191",0.012159674593984739
 "opencv-python","8105",0.012032006175588611
 "lxml","7992",0.01186425581188207
 "mcp","7869",0.011681660283245746
 "cryptography","7844",0.01164454737092129
 "colorama","7267",0.010787981354472849
 "networkx","7255",0.01077016715655711
 "wheel","7196",0.010682580683471393
 "packaging","7193",0.010678127133992459
 "transformers","7032",0.010439119978622962
 "pytest-mock","6966",0.010341141890086399
 "ipython","6875",0.010206050889225379
 "loguru","6760",0.010035331492532882
 "pytz","6524",0.009684985600190018
 "tox","6353",0.00943113327989074
 "openpyxl","6282",0.009325732608889284
 "certifi","5906",0.008767554407529467
 "pylint","5757",0.00854636145007571
 "plotly","5503",0.008169294260859238
 "tabulate","5413",0.008035687776491197
 "pyarrow","5312",0.007885751610700395
 "toml","5060",0.007511653454469879
 "redis","5040",0.007481963124610315
 "protobuf","5015",0.007444850212285858
 "h5py","4997",0.00741812891541225
 "tensorflow","4873",0.007234048870282949
 "torchvision","4843",0.007189513375493602
 "importlib-metadata","4666",0.006926753956236454
 "joblib","4638",0.006885187494433063
 "attrs","4605",0.006836198450164781
 "numba","4572",0.006787209405896499
 "jsonschema","4433",0.006580861613372525
 "scikit-image","4417",0.006557109349484873
 "mkdocs","4250",0.006309195095157507
 "idna","4212",0.0062527834684243345
 "pytest-xdist","4183",0.006209732490127965
 "pydantic-settings","4162",0.006178557643775422
 "mkdocs-material","4096",0.006080579555238858
 "pygments","3979",0.005906891125560405
 "websockets","3972",0.005896499510109557
 "gitpython","3949",0.005862355630771058
 "psycopg2-binary","3742",0.005555060716724563
 "pyjwt","3696",0.005486772958047564
 "jupyter","3582",0.005317538077848045
 "tomli","3492",0.005183931593480004
 "pyqt5","3457",0.005131973516225765
 "myst-parser","3448",0.005118612867788961
 "ipykernel","3427",0.005087438021436418
 "anthropic","3407",0.0050577476915768535
 "langchain","3301",0.00490038894332116
 "nltk","3274",0.004860306998010748
 "selenium","3257",0.004835070217630118
 "statsmodels","3238",0.004806864404263532
 "shapely","3168",0.0047029482497550545
 "validators","3148",0.00467325791989549
 "pycryptodome","3090",0.0045871559633027525
 "aiofiles","3053",0.004532228853062557
 "tenacity","2971",0.004410498500638342
 "pymongo","2930",0.0043496333244262345
 "mkdocstrings","2928",0.004346664291440278
 "ipywidgets","2914",0.004325881060538583
 "check-manifest","2894",0.004296190730679018
 "sentence-transformers","2879",0.004273922983284344
 "bs4","2870",0.00426056233484754
 "charset-normalizer","2848",0.004227902972002019
 "fastmcp","2839",0.0042145423235652145
 "streamlit","2820",0.004186336510198629
 "grpcio","2801",0.004158130696832042
 "tiktoken","2705",0.004015617113506131
 "pyparsing","2702",0.004011163564027196
 "sphinx-autodoc-typehints","2698",0.004005225498055283
 "markdown","2693",0.0039978029155903925
 "datasets","2666",0.00395772097027998
 "xarray","2657",0.003944360321843175
 "astropy","2599",0.003858258365250438
 "sphinx-copybutton","2586",0.0038389596508417207
 "mock","2571",0.0038166919034470473
 "sympy","2539",0.0037691873756717435
 "cython","2518",0.0037380125293192006
 "chardet","2484",0.0036875389685579406
 "docker","2450",0.0036370654077966806
 "anyio","2439",0.00362073572637392
 "pyserial","2424",0.0035984679789792464
 "regex","2421",0.0035940144295003116
 "termcolor","2418",0.003589560880021377
 "jax","2391",0.0035494789347109645
 "orjson","2379",0.003531664736795226
 "platformdirs","2344",0.0034797066595409873
 "polars","2342",0.003476737626555031
 "discordautochat","2328",0.003455954395653336
 "discorudo","2327",0.0034544698791603573
 "nbsphinx","2312",0.003432202131765684
 "dask","2285",0.0033921201864552716
 "markupsafe","2258",0.003352038241144859
 "starlette","2247",0.0033357085597220987
 "langchain-core","2245",0.003332739526736142
 "docutils","2232",0.003313440812327425
 "python-multipart","2230",0.0033104717793414687
 "djangorestframework","2210",0.003280781449481904
 "hypothesis","2210",0.003280781449481904
 "geopandas","2194",0.003257029185594252
 "furo","2193",0.003255544669101274
 "spacy","2190",0.003251091119622339
 "pip","2188",0.0032481220866363825
 "types-requests","2170",0.0032214007897627744
 "appdirs","2140",0.0031768652949734273
 "pymysql","2132",0.003164989163029601
 "werkzeug","2080",0.003087794305394733
 "playwright","2060",0.0030581039755351682
 "watchdog","2058",0.0030551349425492116
 "botocore","2021",0.003000207832309017
 "huggingface-hub","1960",0.0029096523262373444
 "cffi","1959",0.0029081678097443663
 "ruamel.yaml","1948",0.002891838128321606
 "bandit","1945",0.002887384578842671
 "cachetools","1914",0.002841364567560346
 "biopython","1893",0.0028101897212078025
 "paramiko","1881",0.002792375523292064
 "google-api-python-client","1869",0.002774561325376325
 "prompt-toolkit","1864",0.002767138742911434
 "accelerate","1829",0.0027151806656571954
 "psycopg2","1786",0.002651346456459131
 "dill","1783",0.0026468929069801968
 "google-auth","1772",0.002630563225557436
 "argparse","1751",0.002599388379204893
 "future","1749",0.0025964193462189363
 "jupyterlab","1744",0.0025889967637540453
 "opentelemetry-api","1743",0.0025875122472610672
 "filelock","1742",0.0025860277307680887
 "sklearn","1739",0.002581574181289154
 "pywin32","1736",0.0025771206318102196
 "einops","1713",0.00254297675247172
 "websocket-client","1706",0.0025325851370208725
 "keyring","1695",0.0025162554555981115
 "pyperclip","1694",0.0025147709391051334
 "pygame","1680",0.002493987708203438
 "xmltodict","1679",0.00249250319171046
 "numpydoc","1679",0.00249250319171046
 "importlib-resources","1670",0.002479142543273656
 "xlrd","1668",0.002476173510287699
 "graphviz","1660",0.0024642973783438734
 "textual","1657",0.0024598438288649387
 "sentencepiece","1631",0.0024212464000475044
 "more-itertools","1610",0.0023900715536949615
 "imageio","1609",0.0023885870372019834
 "pytest-timeout","1607",0.0023856180042160268
 "llama-index-core","1607",0.0023856180042160268
 "google-generativeai","1602",0.002378195421751136
 "types-pyyaml","1599",0.002373741872272201
 "langchain-openai","1593",0.0023648347733143315
 "structlog","1582",0.002348505091891571
 "netcdf4","1575",0.0023381134764407234
 "prometheus-client","1574",0.002336628959947745
 "tensorboard","1566",0.002324752828003919
 "fsspec","1563",0.0023202992785249844
 "alembic","1534",0.0022772483002286154
 "onnxruntime","1530",0.0022713102342567025
 "xgboost","1530",0.0022713102342567025
 "asyncpg","1527",0.0022668566847777677
 "codecov","1523",0.002260918618805855
 "typing_extensions","1519",0.002254980552833942
 "gunicorn","1512",0.0022445889373830944
 "asyncio","1502",0.002229743772453312
 "requests-toolbelt","1501",0.002228259255960334
 "msgpack","1484",0.002203022475579704
 "tornado","1463",0.0021718476292271606
 "fire","1463",0.0021718476292271606
 "librosa","1458",0.0021644250467622696
 "prettytable","1448",0.0021495798818324872
 "opentelemetry-sdk","1441",0.0021391882663816396
 "notebook","1438",0.002134734716902705
 "torchaudio","1421",0.002109497936522075
 "pymupdf","1415",0.0021005908375642053
 "typing","1411",0.0020946527715922925
 "colorlog","1400",0.002078323090169532
 "pip-tools","1396",0.0020723850241976187
 "chromadb","1386",0.0020575398592678363
 "python-docx","1384",0.00205457082628188
 "yarl","1377",0.0020441792108310325
 "wrapt","1365",0.0020263650129152934
 "bump2version","1363",0.002023395979929337
 "aiosqlite","1363",0.002023395979929337
 "zipp","1360",0.0020189424304504025
 "faker","1353",0.002008550814999555
 "litellm","1350",0.00200409726552062
 "langchain-community","1347",0.0019996437160416853
 "nbformat","1343",0.0019937056500697724
 "wandb","1331",0.0019758914521540334
 "google-cloud-storage","1331",0.0019758914521540334
 "pyproj","1311",0.0019462011222944687
 "pytest-django","1302",0.0019328404738576646
 "pytest-benchmark","1292",0.0019179953089278822
 "dataclasses","1290",0.0019150262759419258
 "faiss-cpu","1281",0.0019016656275051215
 "celery","1276",0.0018942430450402303
 "pyspark","1275",0.0018927585285472522
 "sniffio","1274",0.001891274012054274
 "tzdata","1272",0.0018883049790683175
 "duckdb","1272",0.0018883049790683175
 "datetime","1266",0.001879397880110448
 "pyopenssl","1256",0.0018645527151806656
 "responses","1255",0.0018630681986876875
 "opencv-python-headless","1249",0.001854161099729818
 "rasterio","1249",0.001854161099729818
 "pycparser","1247",0.0018511920667438615
 "requests-mock","1239",0.0018393159348000356
 "pydocstyle","1230",0.0018259552863632315
 "keras","1217",0.0018066565719545144
 "google-auth-oauthlib","1212",0.0017992339894896232
 "nbconvert","1197",0.0017769662420949496
 "cycler","1197",0.0017769662420949496
 "pluggy","1191",0.0017680591431370803
 "pathlib","1189",0.0017650901101511239
 "jaxlib","1181",0.001753213978207298
 "nonebot2","1180",0.0017517294617143196
 "pypdf2","1176",0.0017457913957424067
 "bcrypt","1174",0.0017428223627564503
 "soundfile","1173",0.001741337846263472
 "sphinx-autobuild","1165",0.001729461714319646
 "dnspython","1156",0.001716101065882842
 "unidecode","1154",0.0017131320328968855
 "pydub","1150",0.0017071939669249725
 "tomlkit","1149",0.0017057094504319944
 "pyside6","1148",0.001704224933939016
 "optuna","1141",0.0016938333184881684
 "pyzmq","1141",0.0016938333184881684
 "tokenizers","1141",0.0016938333184881684
 "pydata-sphinx-theme","1137",0.0016878952525162555
 "cloudpickle","1133",0.0016819571865443425
 "flask-cors","1130",0.0016775036370654077
 "coloredlogs","1125",0.0016700810546005165
 "kiwisolver","1119",0.0016611739556426472
 "pygithub","1115",0.0016552358896707343
 "langgraph","1115",0.0016552358896707343
 "kubernetes","1114",0.001653751373177756
 "tifffile","1105",0.001640390724740952
 "pyright","1103",0.0016374216917549953
 "marshmallow","1103",0.0016374216917549953
 "google-genai","1097",0.001628514592797126
 "grpcio-tools","1097",0.001628514592797126
 "docopt","1088",0.0016151539443603217
 "fonttools","1079",0.0016017932959235177
 "xlsxwriter","1078",0.0016003087794305396
 "sentry-sdk","1077",0.0015988242629375613
 "ujson","1074",0.0015943707134586265
 "greenlet","1072",0.00159140168047267
 "psycopg","1069",0.0015869481309937353
 "pypdf","1061",0.0015750719990499094
 "qtpy","1055",0.00156616490009204
 "azure-identity","1054",0.0015646803835990617
 "distro","1053",0.0015631958671060836
 "coveralls","1050",0.0015587423176271489
 "python-jose","1049",0.0015572578011341705
 "pathspec","1042",0.001546866185683323
 "decorator","1036",0.0015379590867254536
 "web3","1029",0.0015275674712746058
 "ray","1026",0.0015231139217956712
 "simplejson","1019",0.0015127223063448234
 "dash","1016",0.0015082687568658889
 "apache-airflow","1013",0.001503815207386954
 "requests-oauthlib","1010",0.0014993616579080193
 "ollama","1008",0.001496392624922063
 "questionary","1007",0.0014949081084290846
 "mysql-connector-python","1006",0.0014934235919361065
 "markdown-it-py","1005",0.0014919390754431282
 "bokeh","1004",0.0014904545589501498
 "pytest-runner","1004",0.0014904545589501498
 "configparser","1002",0.0014874855259641934
 "nest-asyncio","996",0.001478578427006324
 "async-timeout","990",0.0014696713280484546
 "sphinx_rtd_theme","986",0.0014637332620765417
 "alibabacloud-tea-util","980",0.0014548261631186722
 "onnx","974",0.001445919064160803
 "napari","972",0.0014429500311748463
 "recommonmark","972",0.0014429500311748463
 "pyautogui","967",0.001435527448709955
 "flake8-bugbear","963",0.0014295893827380422
 "wcwidth","963",0.0014295893827380422
 "pyqt6","960",0.0014251358332591074
 "arrow","955",0.0014177132507942163
 "itsdangerous","953",0.0014147442178082598
 "apscheduler","944",0.0014013835693714558
 "omegaconf","943",0.0013998990528784774
 "defusedxml","942",0.0013984145363854993
 "gradio","940",0.0013954455033995427
 "scanpy","940",0.0013954455033995427
 "pycodestyle","937",0.0013909919539206081
 "tzlocal","932",0.001383569371455717
 "reportlab","930",0.0013806003384697603
 "flake8-docstrings","929",0.0013791158219767822
 "python-magic","927",0.0013761467889908258
 "pexpect","924",0.001371693239511891
 "setuptools-scm","923",0.0013702087230189127
 "paho-mqtt","922",0.0013687242065259346
 "uvloop","920",0.001365755173539978
 "argcomplete","917",0.0013613016240610434
 "bumpver","917",0.0013613016240610434
 "threadpoolctl","910",0.0013509100086101958
 "h11","908",0.0013479409756242391
 "pyodbc","907",0.001346456459131261
 "pytesseract","906",0.0013449719426382827
 "pytorch-lightning","905",0.0013434874261453046
 "elasticsearch","900",0.0013360648436804134
 "passlib","898",0.0013330958106944567
 "zarr","897",0.0013316112942014786
 "natsort","895",0.0013286422612155222
 "multidict","889",0.0013197351622576527
 "lightgbm","886",0.001315281612778718
 "virtualenv","882",0.001309343546806805
 "pyfiglet","880",0.0013063745138208486
 "babel","878",0.001303405480834892
 "rsa","874",0.001297467414862979
 "pyasn1","873",0.001295982898370001
 "backoff","871",0.0012930138653840443
 "pycryptodomex","871",0.0012930138653840443
 "autopep8","866",0.0012855912829191532
 "peppercorn","865",0.001284106766426175
 "jmespath","862",0.0012796532169472403
 "rdflib","860",0.0012766841839612839
 "sphinx-design","858",0.0012737151509753274
 "timm","855",0.0012692616014963927
 "absl-py","855",0.0012692616014963927
 "types-setuptools","855",0.0012692616014963927
 "azure-storage-blob","854",0.0012677770850034143
 "respx","845",0.0012544164365666103
 "google-auth-httplib2","837",0.0012425403046227843
 "pint","834",0.0012380867551438496
 "pendulum","827",0.001227695139693002
 "gevent","823",0.001221757073721089
 "python-slugify","822",0.0012202725572281108
 "nose","819",0.001215819007749176
 "nibabel","814",0.0012083964252842848
 "dataclasses-json","812",0.0012054273922983284
 "sphinx-autoapi","811",0.0012039428758053503
 "anndata","811",0.0012039428758053503
 "sqlparse","811",0.0012039428758053503
 "tables","811",0.0012039428758053503
 "deprecated","810",0.001202458359312372
 "umap-learn","810",0.001202458359312372
 "annotated-types","809",0.0012009738428193936
 "traitlets","800",0.0011876131943825896
 "pyaudio","799",0.0011861286778896113
 "google-cloud-bigquery","791",0.0011742525459457855
 "google-api-core","785",0.001165345446987916
 "oauthlib","783",0.0011623764140019596
 "typeguard","782",0.0011608918975089812
 "webdriver-manager","781",0.0011594073810160031
 "mdurl","777",0.00115346931504409
 "sortedcontainers","774",0.0011490157655651555
 "pysocks","773",0.0011475312490721772
 "nox","772",0.0011460467325791989
 "pyqtgraph","769",0.0011415931831002643
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 "slug","4",0.000005938065971912948
 "mo-pack","4",0.000005938065971912948
 "pysnc","4",0.000005938065971912948
 "py5","4",0.000005938065971912948
 "nyoka","4",0.000005938065971912948
 "alpineer","4",0.000005938065971912948
 "llama-index-utils-workflow","4",0.000005938065971912948
 "types-aiobotocore-pca-connector-ad","4",0.000005938065971912948
 "odoo-addon-agreement_sale","4",0.000005938065971912948
 "odoo14-addon-base-location-nuts","4",0.000005938065971912948
 "google-cloud-bigquery-reservation","4",0.000005938065971912948
 "meds_testing_helpers","4",0.000005938065971912948
 "django-el-pagination","4",0.000005938065971912948
 "properdocs","4",0.000005938065971912948
 "ehelply-logger","4",0.000005938065971912948
 "shining-pebbles","4",0.000005938065971912948
 "jax-datetime","4",0.000005938065971912948
 "scons-tool-util","4",0.000005938065971912948
 "manage.py","4",0.000005938065971912948
 "bigdl-orca","4",0.000005938065971912948
 "pytextspan","4",0.000005938065971912948
 "easycheck","4",0.000005938065971912948
 "har2case","4",0.000005938065971912948
 "safeio","4",0.000005938065971912948
 "multicmd","4",0.000005938065971912948
 "eventio","4",0.000005938065971912948
 "e13tools","4",0.000005938065971912948
 "elementembeddings","4",0.000005938065971912948
 "easytrader","4",0.000005938065971912948
 "intermine","4",0.000005938065971912948
 "python-openzwave","4",0.000005938065971912948
 "plugs-core","4",0.000005938065971912948
 "cleverminer","4",0.000005938065971912948
 "chargebee","4",0.000005938065971912948
 "ocrd-validators","4",0.000005938065971912948
 "ipyvizzu","4",0.000005938065971912948
 "pyopenxr","4",0.000005938065971912948
 "sixel","4",0.000005938065971912948
 "qmplot","4",0.000005938065971912948
 "sqlpyd","4",0.000005938065971912948
 "docetl","4",0.000005938065971912948
 "pinterest-generated-client","4",0.000005938065971912948
 "marshmallow-recipe","4",0.000005938065971912948
 "robotcode-jsonrpc2","4",0.000005938065971912948
 "odoo10-addon-base-ubl","4",0.000005938065971912948
 "ripple_down_rules","4",0.000005938065971912948
 "torrent-models","4",0.000005938065971912948
 "uzmorphanalyser","4",0.000005938065971912948
 "savreaderwriter","4",0.000005938065971912948
 "methylprep","4",0.000005938065971912948
 "hacs-fhir","4",0.000005938065971912948
 "milvus-model","4",0.000005938065971912948
 "eseesminipy","4",0.000005938065971912948
 "xurls","4",0.000005938065971912948
 "asynccpu","4",0.000005938065971912948
 "types-aiobotocore-managedblockchain-query","4",0.000005938065971912948
 "js.jquery-timepicker-addon","4",0.000005938065971912948
 "odoo-addon-base-time-window","4",0.000005938065971912948
 "reflex-hosting-cli","4",0.000005938065971912948
 "odoo14-addon-brand","4",0.000005938065971912948
 "rknn-toolkit-lite2","4",0.000005938065971912948
 "geode-parameterization","4",0.000005938065971912948
 "fastapi-jsonrpc","4",0.000005938065971912948
 "flask-seasurf","4",0.000005938065971912948
 "pybigtools","4",0.000005938065971912948
 "zero-3rdparty","4",0.000005938065971912948
 "sample-sheet","4",0.000005938065971912948
 "pychromedevtools","4",0.000005938065971912948
 "check50","4",0.000005938065971912948
 "putl","4",0.000005938065971912948
 "volux","4",0.000005938065971912948
 "endstone","4",0.000005938065971912948
 "pyboxen","4",0.000005938065971912948
 "mord","4",0.000005938065971912948
 "izulu","4",0.000005938065971912948
 "vfblib","4",0.000005938065971912948
 "bl-seth","4",0.000005938065971912948
 "gnsq","4",0.000005938065971912948
 "azure-mgmt-notificationhubs","4",0.000005938065971912948
 "types-aiobotocore-artifact","4",0.000005938065971912948
 "products.ldapuserfolder","4",0.000005938065971912948
 "drdictaphone-shared","4",0.000005938065971912948
 "stable-fast-pruna","4",0.000005938065971912948
 "langchain-teddynote","4",0.000005938065971912948
 "flake8-clean-block","4",0.000005938065971912948
 "scrapy-fake-useragent","4",0.000005938065971912948
 "a2y-wxtools","4",0.000005938065971912948
 "spatialite","4",0.000005938065971912948
 "ngiab_eval","4",0.000005938065971912948
 "pymc-marketing","4",0.000005938065971912948
 "alida-arg-parser","4",0.000005938065971912948
 "ast-tools","4",0.000005938065971912948
 "svg.charts","4",0.000005938065971912948
 "scancodeio","4",0.000005938065971912948
 "hitran-api","4",0.000005938065971912948
 "ml-pipelines-sdk","4",0.000005938065971912948
 "pyhdfs","4",0.000005938065971912948
 "cachew","4",0.000005938065971912948
 "funcad","4",0.000005938065971912948
 "types-aiobotocore-billing","4",0.000005938065971912948
 "carrier.yunexpress","4",0.000005938065971912948
 "sphinx-pangeo-theme","4",0.000005938065971912948
 "mkdocs-ansible","4",0.000005938065971912948
 "ansicolor","4",0.000005938065971912948
 "pseudo-ecg","4",0.000005938065971912948
 "algomancy-data","4",0.000005938065971912948
 "sobrecargar","4",0.000005938065971912948
 "flask-fs","4",0.000005938065971912948
 "calf","4",0.000005938065971912948
 "renoir","4",0.000005938065971912948
 "esridump","4",0.000005938065971912948
 "oryx","4",0.000005938065971912948
 "zhinst-core","4",0.000005938065971912948
 "odoo14-addon-connector-importer","4",0.000005938065971912948
 "types-aiobotocore-geo-places","4",0.000005938065971912948
 "types-boto3-arc-region-switch","4",0.000005938065971912948
 "flask-cdn","4",0.000005938065971912948
 "odoo-addon-account-invoice-import","4",0.000005938065971912948
 "utils_hj3415","4",0.000005938065971912948
 "graphene-sqlalchemy-filter","4",0.000005938065971912948
 "aws-cdk.aws-secretsmanager","4",0.000005938065971912948
 "llama-index-vector-stores-lancedb","4",0.000005938065971912948
 "buzzerboyarchetype","4",0.000005938065971912948
 "cloudsync","4",0.000005938065971912948
 "trytond_product","4",0.000005938065971912948
 "nbopen","4",0.000005938065971912948
 "http-error-schemas","4",0.000005938065971912948
 "passagemath-singular","4",0.000005938065971912948
 "tweakwcs","4",0.000005938065971912948
 "pylibfdt","4",0.000005938065971912948
 "meddlr","4",0.000005938065971912948
 "types-boto3-iot-managed-integrations","4",0.000005938065971912948
 "types-aiobotocore-connectcampaignsv2","4",0.000005938065971912948
 "llama-index-postprocessor-dashscope-rerank-custom","4",0.000005938065971912948
 "odoo13-addon-stock-dynamic-routing","4",0.000005938065971912948
 "finalsa-sqs-client","4",0.000005938065971912948
 "label-studio-ml","4",0.000005938065971912948
 "asyncpgsa","4",0.000005938065971912948
 "minify_html","4",0.000005938065971912948
 "falcon-logger","4",0.000005938065971912948
 "spacy-thai","4",0.000005938065971912948
 "db2-hj3415","4",0.000005938065971912948
 "flake8-awesome","4",0.000005938065971912948
 "reaction","4",0.000005938065971912948
 "iil-aifw","4",0.000005938065971912948
 "idfops","4",0.000005938065971912948
 "nco","4",0.000005938065971912948
 "labeling","4",0.000005938065971912948
 "unshare","4",0.000005938065971912948
 "odoo-addon-edi_exchange_template_oca","4",0.000005938065971912948
 "argdispatch","4",0.000005938065971912948
 "serializable","4",0.000005938065971912948
 "furiosa-tools","4",0.000005938065971912948
 "contextlib-chdir","4",0.000005938065971912948
 "hydromt-sfincs","4",0.000005938065971912948
 "sdp-transform","4",0.000005938065971912948
 "temporaldata","4",0.000005938065971912948
 "mindtouch2zim","4",0.000005938065971912948
 "file-io","4",0.000005938065971912948
 "pyxform","4",0.000005938065971912948
 "smartmin","4",0.000005938065971912948
 "matvis","4",0.000005938065971912948
 "omfvista","4",0.000005938065971912948
 "tinker","4",0.000005938065971912948
 "keeper-secrets-manager-core","4",0.000005938065971912948
 "types-aiobotocore-odb","4",0.000005938065971912948
 "fluidly-structlog","4",0.000005938065971912948
 "pycrfsuite-spacing","4",0.000005938065971912948
 "markdown-table","4",0.000005938065971912948
 "drb-impl-http","4",0.000005938065971912948
 "metapg-pool","4",0.000005938065971912948
 "cs.app.osx.plist","4",0.000005938065971912948
 "ehdg-tools","4",0.000005938065971912948
 "discophon-core","4",0.000005938065971912948
 "arg-services","4",0.000005938065971912948
 "dddmisc-core","4",0.000005938065971912948
 "mailcap-fix","4",0.000005938065971912948
 "pyigt","4",0.000005938065971912948
 "winacl","4",0.000005938065971912948
 "nessvec","4",0.000005938065971912948
 "skrample","4",0.000005938065971912948
 "django_coverage_plugin","4",0.000005938065971912948
 "markdown-code-runner","4",0.000005938065971912948
 "astro-sdk-python","4",0.000005938065971912948
 "pymodbus3","4",0.000005938065971912948
 "mathematical","4",0.000005938065971912948
 "pivottablejs","4",0.000005938065971912948
 "pymia","4",0.000005938065971912948
 "muscle3","4",0.000005938065971912948
 "mavehgvs","4",0.000005938065971912948
 "django-admin-list-filter-dropdown","4",0.000005938065971912948
 "babichjacob-option-and-result","4",0.000005938065971912948
 "google-cloud-pipeline-components","4",0.000005938065971912948
 "odoo14-addon-l10n-it-fiscal-document-type","4",0.000005938065971912948
 "ofunctions.logger-utils","4",0.000005938065971912948
 "edc-randomization","4",0.000005938065971912948
 "pyroll-pillar-model","4",0.000005938065971912948
 "concurrent_log_handler","4",0.000005938065971912948
 "pymongoarrow","4",0.000005938065971912948
 "probscale","4",0.000005938065971912948
 "drf-extra-fields","4",0.000005938065971912948
 "django-yarnpkg","4",0.000005938065971912948
 "devdocs2zim","4",0.000005938065971912948
 "quattro","4",0.000005938065971912948
 "bgq","4",0.000005938065971912948
 "nltlog","4",0.000005938065971912948
 "paracle","4",0.000005938065971912948
 "bearer","4",0.000005938065971912948
 "kratosfluiddynamicsapplication","4",0.000005938065971912948
 "odoo14-addon-account-statement-import-online","4",0.000005938065971912948
 "types-aiobotocore-bcm-data-exports","4",0.000005938065971912948
 "django-invitations","4",0.000005938065971912948
 "tendril-utils-core","4",0.000005938065971912948
 "realtimestt","4",0.000005938065971912948
 "django-defender","4",0.000005938065971912948
 "eval-hj3415","4",0.000005938065971912948
 "sortinghat","4",0.000005938065971912948
 "orbittings","4",0.000005938065971912948
 "tkextrafont","4",0.000005938065971912948
 "yc-django-utils","4",0.000005938065971912948
 "causalnex","4",0.000005938065971912948
 "terminaltables3","4",0.000005938065971912948
 "oemof.tools","4",0.000005938065971912948
 "pythonfmu","4",0.000005938065971912948
 "geohash2","4",0.000005938065971912948
 "pylogz","4",0.000005938065971912948
 "mundi","4",0.000005938065971912948
 "microsoft-teams-apps","4",0.000005938065971912948
 "local-simple-database","4",0.000005938065971912948
 "simbricks-runtime","4",0.000005938065971912948
 "marine-plus","4",0.000005938065971912948
 "colorclip","4",0.000005938065971912948
 "nidhoggr-core","4",0.000005938065971912948
 "click-threading","4",0.000005938065971912948
 "threedi-schema","4",0.000005938065971912948
	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) >= 2020
	)
	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
No results found