Calculate change in rank for PyPI dependencies since 2020 to 2026, and from 2024 to 2026

README.md

Calculate change in rank for PyPI dependencies since 2020 to 2026, and from 2024 to 2026

Uses rankings of direct dependencies for all PyPI packages that were first released in each year range which are pre-computed in the gists (see get_gists.sh to download)

get_gists.sh

gh gist clone https://gist.github.com/lmmx/bf2b5476c4196317734788d3c25a9082 package_deps_since_2020
gh gist clone https://gist.github.com/lmmx/0805dc2fb3eb715c865072c5b14891a5 package_deps_since_2024
gh gist clone https://gist.github.com/lmmx/50c1215c8428760599d076bb72610a2a package_deps_since_2026

main.py

import polars as pl

# Load CSVs
df_2020 = pl.read_csv("package_deps_since_2020/2_package_deps_since_2020.csv")
df_2024 = pl.read_csv("package_deps_since_2024/2_package_deps_since_2020.csv")
df_2026 = pl.read_csv("package_deps_since_2026/2_package_deps_since_2020.csv")


# Compute ranks based on package_count (descending)
def add_rank(df, year):
    return df.with_columns(
        [pl.col("package_count").rank("dense", descending=True).alias(f"rank_{year}")]
    )


df_2020 = add_rank(df_2020, 2020)
df_2024 = add_rank(df_2024, 2024)
df_2026 = add_rank(df_2026, 2026)

# Merge datasets (inner join to keep only packages present in both)
df_2020_2026 = df_2020.join(df_2026, on="dependency_clean", how="inner")
df_2024_2026 = df_2024.join(df_2026, on="dependency_clean", how="inner")

# Compute signed rank change
df_2020_2026 = df_2020_2026.with_columns(
    [
        (pl.col("rank_2026").cast(pl.Int32) - pl.col("rank_2020").cast(pl.Int32)).alias(
            "rank_change_2020_to_2026"
        )
    ]
)
df_2024_2026 = df_2024_2026.with_columns(
    [
        (pl.col("rank_2026").cast(pl.Int32) - pl.col("rank_2024").cast(pl.Int32)).alias(
            "rank_change_2024_to_2026"
        )
    ]
)

# Select relevant columns and sort by rank change (descending = biggest drop first)
df_2020_2026_result = df_2020_2026.select(
    ["dependency_clean", "rank_2020", "rank_2026", "rank_change_2020_to_2026"]
).sort("rank_change_2020_to_2026", descending=True)

df_2024_2026_result = df_2024_2026.select(
    ["dependency_clean", "rank_2024", "rank_2026", "rank_change_2024_to_2026"]
).sort("rank_change_2024_to_2026", descending=True)

# Write to CSV
df_2020_2026_result.write_csv("rank_change_2020_to_2026.csv")
df_2024_2026_result.write_csv("rank_change_2024_to_2026.csv")

print("CSV files written:")
print("- rank_change_2020_to_2026.csv")
print("- rank_change_2024_to_2026.csv")

pyproject.toml

[project]
name = "clickpy"
version = "0.1.0"
description = "Calculate ranking change over time"
readme = "README.md"
requires-python = ">=3.14"
dependencies = [
    "polars>=1.39.3",
]

rank_change_2020_to_2026.csv

dependency_clean,rank_2020,rank_2026,rank_change_2020_to_2026
sklearn,176,502,326
validators,102,356,254
argparse,171,379,208
check-manifest,109,313,204
dataclasses,233,429,196
future,172,361,189
datetime,239,426,187
peppercorn,343,501,158
typing,216,372,156
alibabacloud-tea-util,303,455,152
codecov,203,353,150
pathlib,250,397,147
asyncio,206,350,144
bs4,111,253,142
cycler,248,389,141
pygame,182,316,134
zipp,224,356,132
kiwisolver,267,399,132
nonebot2,252,376,124
docopt,273,397,124
keras,246,365,119
fire,209,327,118
psycopg2,168,281,113
mock,124,231,107
termcolor,132,233,101
pip-tools,218,319,101
pytest-runner,298,399,101
configparser,299,400,101
pyparsing,117,213,96
nose,355,449,94
selenium,99,189,90
pycparser,243,333,90
idna,82,171,89
pyqt5,93,181,88
gym,398,485,87
ujson,277,362,85
charset-normalizer,112,194,82
coloredlogs,266,347,81
pycryptodomex,341,421,80
pydocstyle,245,322,77
threadpoolctl,325,402,77
appdirs,152,228,76
pycodestyle,315,391,76
importlib-metadata,75,149,74
importlib-resources,184,258,74
pypdf2,253,326,73
coveralls,284,357,73
enum34,412,485,73
requests-toolbelt,207,278,71
tensorflow,73,143,70
markupsafe,141,211,70
flake8-bugbear,307,375,68
recommonmark,305,372,67
nltk,98,163,65
arrow,309,374,65
six,44,108,64
xlrd,185,248,63
bump2version,223,285,62
soupsieve,382,444,62
pycryptodome,103,164,61
fonttools,274,335,61
flake8-docstrings,318,379,61
autopep8,342,403,61
regex,131,190,59
spacy,149,208,59
bumpver,324,383,59
cffi,159,217,58
chardet,127,183,56
async-timeout,301,357,56
pyautogui,306,362,56
simplejson,290,345,55
tornado,209,263,54
decorator,287,341,54
alibabacloud-endpoint-util,451,505,54
cython,126,179,53
pluggy,249,302,53
pytorch-lightning,329,382,53
bumpversion,403,456,53
werkzeug,154,204,50
zope.interface,377,427,50
nonebot-adapter-onebot,391,440,49
readme-renderer,433,482,49
os,447,496,49
pyfiglet,337,383,46
requests-oauthlib,293,337,44
requests-mock,244,287,43
pyserial,130,172,42
biopython,163,205,42
yarl,221,262,41
pip,150,190,40
more-itertools,189,229,40
json,456,495,39
certifi,64,102,38
ruamel.yaml,160,198,38
rsa,339,376,37
wheel,55,91,36
prettytable,211,247,36
wcwidth,307,343,36
webdriver-manager,367,403,36
pywin32,177,212,35
djangorestframework,146,180,34
flask-cors,265,299,34
docutils,144,177,33
setuptools-scm,321,353,32
streamlit,114,145,31
websocket-client,179,209,30
odoo,23,52,29
opencv-python,49,78,29
gensim,397,426,29
colorama,53,81,28
attrs,77,105,28
pygments,86,114,28
tensorboard,198,226,28
marshmallow,271,299,28
botocore,157,182,25
toml,69,93,24
pymongo,106,130,24
librosa,210,234,24
pkginfo,425,449,24
tox,62,85,23
markdown,119,142,23
sympy,125,147,22
pyaudio,362,384,22
pylint,65,86,21
qtpy,281,302,21
web3,288,309,21
apache-airflow,292,312,20
multidict,334,354,20
wget,407,427,20
pytz,61,80,19
toolz,393,412,19
django,39,57,18
joblib,76,94,18
beautifulsoup4,32,49,17
scikit-image,80,97,17
pexpect,320,337,17
iniconfig,390,407,17
yapf,405,422,17
mdurl,368,384,16
flask,48,63,15
dill,169,184,15
colorlog,217,232,15
pyasn1,340,355,15
torchvision,74,88,14
absl-py,347,361,14
jupyter,91,104,13
astropy,122,135,13
pydub,259,272,13
cached-property,436,449,13
pyperclip,181,193,12
flake8,14,25,11
gitpython,88,99,11
prompt-toolkit,166,177,11
tokenizers,262,273,11
gevent,353,364,11
isort,27,37,10
setuptools,33,43,10
langchain,97,107,10
statsmodels,100,110,10
google-auth-oauthlib,247,257,10
scikit-learn,17,26,9
seaborn,46,55,9
ipywidgets,108,117,9
docker,128,137,9
graphviz,186,195,9
xgboost,201,210,9
urllib3,38,46,8
mypy-extensions,373,381,8
coverage,29,36,7
sphinx-rtd-theme,41,48,7
jaxlib,251,258,7
python-dateutil,34,40,6
imageio,190,196,6
faker,225,231,6
matplotlib,6,11,5
click,11,16,5
twine,28,33,5
tabulate,67,72,5
google-api-python-client,165,170,5
pyspark,236,241,5
scipy,8,12,4
black,9,13,4
tqdm,13,17,4
itsdangerous,310,314,4
bleach,393,397,4
sphinx,16,19,3
lxml,50,53,3
sentencepiece,188,191,3
sniffio,237,240,3
webencodings,474,477,3
pandas,4,6,2
torch,19,21,2
pillow,21,23,2
networkx,54,56,2
ipython,59,61,2
xmltodict,183,185,2
numpy,1,2,1
aiohttp,30,31,1
unidecode,258,259,1
pyzmq,262,263,1
requests,3,3,0
nbsphinx,139,139,0
scanpy,314,314,0
pytest,2,1,-1
pytest-cov,5,4,-1
pyyaml,10,9,-1
jinja2,31,30,-1
sqlalchemy,40,39,-1
loguru,60,59,-1
pydantic,7,5,-2
typing-extensions,24,22,-2
gunicorn,205,203,-2
boto3,47,44,-3
dnspython,257,254,-3
mypy,12,8,-4
python-dotenv,22,18,-4
plotly,66,62,-4
datasets,120,116,-4
paramiko,164,160,-4
rich,20,15,-5
pre-commit,25,20,-5
h5py,72,67,-5
shapely,101,96,-5
pymysql,153,148,-5
torchaudio,214,209,-5
dataclasses-json,357,352,-5
traitlets,361,356,-5
pyrsistent,485,480,-5
transformers,57,51,-6
protobuf,71,65,-6
notebook,213,207,-6
wrapt,222,216,-6
numba,78,71,-7
ruff,15,7,-8
httpx,18,10,-8
typer,35,27,-8
openai,37,29,-8
jupyterlab,173,165,-8
numpydoc,183,175,-8
pyopenssl,240,232,-8
bokeh,298,290,-8
napari,305,296,-9
pendulum,352,343,-9
oauthlib,365,356,-9
build,42,32,-10
psutil,45,35,-10
psycopg2-binary,89,79,-10
keyring,180,169,-11
markdown-it-py,297,286,-11
h11,326,315,-11
rfc3986,480,469,-11
pytest-asyncio,26,14,-12
fastapi,36,24,-12
redis,70,58,-12
sphinx-autodoc-typehints,118,106,-12
dask,140,128,-12
einops,178,166,-12
langchain-community,227,215,-12
greenlet,278,266,-12
gradio,314,302,-12
pysocks,370,358,-12
contourpy,397,385,-12
openpyxl,63,50,-13
jsonschema,79,66,-13
ipykernel,95,82,-13
cryptography,52,38,-14
packaging,56,42,-14
tiktoken,116,102,-14
feedparser,377,363,-14
uvicorn,43,28,-15
aiofiles,104,89,-15
flask-sqlalchemy,394,379,-15
mkdocs,81,65,-16
furo,148,132,-16
virtualenv,336,320,-16
pytest-flake8,431,415,-16
alibabacloud-openapi-util,518,502,-16
mcp,51,34,-17
pytest-mock,58,41,-17
websockets,87,70,-17
frozenlist,421,404,-17
py,492,475,-17
tomli,92,74,-18
nbformat,228,210,-18
nbconvert,248,230,-18
optuna,262,244,-18
aiosignal,428,410,-18
pytest-xdist,83,64,-19
myst-parser,94,75,-19
tzdata,238,219,-19
mysql-connector-python,296,276,-20
pyjwt,90,69,-21
xarray,121,100,-21
celery,235,214,-21
mpmath,386,365,-21
tenacity,105,83,-22
watchdog,156,134,-22
huggingface-hub,158,136,-22
cachetools,162,140,-22
grpcio-tools,272,250,-22
paho-mqtt,322,300,-22
pyarrow,68,45,-23
filelock,175,152,-23
dash,291,268,-23
jax,133,109,-24
tzlocal,316,292,-24
babel,338,314,-24
cookiecutter,404,380,-24
mkdocs-material,85,60,-25
geopandas,147,122,-25
pika,393,368,-25
sentence-transformers,110,84,-26
anyio,129,103,-26
accelerate,167,141,-26
annotated-types,360,334,-26
fuzzywuzzy,428,402,-26
jupyter-client,414,387,-27
sphinx-copybutton,123,95,-28
autoflake,434,406,-28
xlsxwriter,275,246,-29
aioredis,497,468,-29
mkdocstrings,107,77,-30
starlette,142,112,-30
pyside2,504,474,-30
playwright,155,124,-31
google-generativeai,192,161,-31
tifffile,270,239,-31
jedi,435,404,-31
bandit,161,129,-32
ray,289,256,-33
faiss-cpu,234,200,-34
sortedcontainers,369,335,-34
hypothesis,146,111,-35
kubernetes,269,234,-35
pytesseract,328,293,-35
ipdb,381,346,-35
opencv-python-headless,242,206,-36
pygithub,268,232,-36
python-jose,285,249,-36
jsonpickle,438,402,-36
python-decouple,456,420,-36
fake-useragent,477,441,-36
pydantic-settings,84,47,-37
wandb,229,192,-37
google-auth-httplib2,350,313,-37
emoji,446,408,-38
netcdf4,196,157,-39
prometheus-client,197,158,-39
sentry-sdk,276,237,-39
fsspec,199,159,-40
sphinx-autobuild,256,216,-40
exceptiongroup,411,371,-40
opencv-contrib-python,466,426,-40
msgpack,208,167,-41
argcomplete,324,283,-41
lightgbm,335,294,-41
moviepy,402,361,-41
anthropic,96,54,-42
grpcio,115,73,-42
orjson,134,92,-42
platformdirs,135,93,-42
nest-asyncio,300,258,-42
langchain-openai,194,151,-43
google-cloud-storage,229,186,-43
parso,504,461,-43
python-multipart,145,101,-44
pyqtgraph,372,328,-44
fastmcp,113,68,-45
bcrypt,254,209,-45
parse,471,426,-45
rasterio,242,196,-46
cloudpickle,264,218,-46
nibabel,356,310,-46
onnxruntime,201,154,-47
pyproj,230,183,-47
sqlparse,358,311,-47
pytest-django,231,183,-48
umap-learn,359,311,-48
jmespath,344,295,-49
html2text,395,346,-49
mako,423,374,-49
discord.py,510,461,-49
tomlkit,260,210,-50
azure-common,535,485,-50
python-slugify,354,303,-51
blinker,416,365,-51
google-auth,170,118,-52
natsort,333,280,-53
pyasn1-modules,489,436,-53
uuid,527,474,-53
types-requests,151,97,-54
apscheduler,311,257,-54
passlib,331,277,-54
anndata,358,304,-54
pymupdf,215,160,-55
keyboard,506,451,-55
langchain-core,143,87,-56
alembic,200,144,-56
yfinance,378,322,-56
pydot,386,329,-57
invoke,427,370,-57
python-docx,220,162,-58
soundfile,255,197,-58
nox,371,313,-58
pathspec,286,227,-59
reportlab,317,258,-59
pysam,396,337,-59
polars,136,76,-60
pytest-qt,404,344,-60
html5lib,419,359,-60
python-levenshtein,445,385,-60
oauth2client,508,448,-60
chromadb,219,158,-61
distro,283,222,-61
onnx,304,243,-61
python-magic,319,258,-61
textual,187,125,-62
backoff,341,279,-62
pypandoc,439,377,-62
inquirer,471,409,-62
elasticsearch,330,267,-63
gdown,449,386,-63
pyflakes,481,418,-63
pytest-timeout,191,127,-64
pyodbc,327,263,-64
ffmpeg-python,401,337,-64
tables,358,293,-65
uvloop,323,257,-66
typeguard,366,300,-66
pyinstaller,379,313,-66
timm,347,280,-67
peewee,491,424,-67
pytest-mypy,522,455,-67
httpcore,408,339,-69
llama-index-core,191,121,-70
jupyter-server,448,378,-70
robotframework,472,402,-70
mccabe,534,463,-71
time,572,501,-71
json5,438,366,-72
pynput,452,380,-72
responses,241,168,-73
types-setuptools,347,274,-73
parameterized,426,353,-73
pybind11,417,343,-74
fastcore,454,380,-74
msrest,554,480,-74
structlog,195,119,-76
asyncpg,202,126,-76
shap,416,340,-76
base58,494,418,-76
rdkit,382,305,-77
schedule,514,437,-77
pyside6,261,183,-78
omegaconf,312,234,-78
pydantic-core,432,354,-78
pytest-benchmark,232,153,-79
google-cloud-bigquery,363,284,-79
flit,472,393,-79
types-pyyaml,193,113,-80
flake8-pyproject,430,350,-80
retrying,531,451,-80
rdflib,345,264,-81
sphinx-gallery,388,306,-82
opentelemetry-api,174,90,-84
geopy,450,365,-85
shellingham,503,418,-85
gymnasium,382,296,-86
speechrecognition,530,444,-86
pydata-sphinx-theme,263,176,-87
pyqt6,308,221,-87
diskcache,374,287,-87
pydicom,442,355,-87
twisted,506,419,-87
defusedxml,313,225,-88
typing_extensions,204,115,-89
aiosqlite,223,133,-90
sphinxcontrib-napoleon,449,359,-90
pep8-naming,539,449,-90
alibabacloud-rpc-util,559,468,-91
logging,578,487,-91
pbr,400,308,-92
ptyprocess,557,465,-92
antchain-alipay-util,560,468,-92
sphinxcontrib-bibtex,418,325,-93
sphinx-click,437,344,-93
waitress,482,389,-93
hydra-core,376,282,-94
googleapis-common-protos,438,344,-94
pytest-sugar,443,349,-94
ply,518,424,-94
mysqlclient,464,369,-95
jieba,483,388,-95
poetry,549,454,-95
ase,378,282,-96
python-socketio,450,353,-97
trio,505,408,-97
matplotlib-inline,543,445,-98
altair,444,344,-100
m2r2,467,367,-100
asgiref,460,359,-101
asttokens,544,443,-101
netifaces,551,450,-101
pytest-watch,557,456,-101
pypdf,280,178,-102
pdf2image,459,357,-102
mistune,484,382,-102
flax,487,385,-102
scrapy,562,460,-102
pytest-pep8,596,494,-102
sqlalchemy-utils,497,394,-103
pynacl,380,276,-104
yt-dlp,415,311,-104
python-telegram-bot,469,365,-104
jupyter-core,566,462,-104
humanize,387,282,-105
wagtail,551,446,-105
litellm,226,120,-106
azure-storage-blob,348,242,-106
magicgui,531,425,-106
duckdb,238,131,-107
questionary,295,188,-107
pytest-html,466,359,-107
tensorflow-probability,582,475,-107
sqlmodel,399,291,-108
albumentations,529,421,-108
pint,351,242,-109
qrcode,375,266,-109
sphinx-argparse,446,337,-109
inflection,497,388,-109
semantic-version,547,438,-109
sphinx-autoapi,358,248,-110
mlflow,383,273,-110
django-filter,474,364,-110
simpleitk,521,410,-111
sly,605,494,-111
towncrier,475,362,-113
dacite,501,388,-113
pywavelets,511,398,-113
opentelemetry-sdk,212,98,-114
pickleshare,596,482,-114
pyright,271,156,-115
dateparser,452,337,-115
requests-cache,510,395,-115
multiprocess,523,408,-115
httplib2,537,422,-115
ecdsa,542,427,-115
geojson,532,416,-116
coverage-badge,549,433,-116
langgraph,268,150,-118
azure-identity,282,164,-118
antlr4-python3-runtime,525,407,-118
pytest-rerunfailures,385,266,-119
llama-index,495,376,-119
kafka-python,528,409,-119
fpdf,580,461,-119
ollama,294,174,-120
optax,469,349,-120
llvmlite,526,406,-120
executing,576,456,-120
safety,422,301,-121
python-json-logger,440,319,-121
frozendict,537,416,-121
deprecated,359,236,-123
flake8-import-order,586,463,-123
zope.component,588,465,-123
flake8-isort,592,469,-123
factory-boy,504,380,-124
flake8-comprehensions,581,457,-124
numexpr,493,368,-125
humanfriendly,549,424,-125
email-validator,406,280,-126
motor,465,339,-126
sphinx-automodapi,544,418,-126
pytest-raises,611,485,-126
py-cpuinfo,511,384,-127
entrypoints,615,488,-127
mpi4py,490,362,-128
smart-open,573,445,-128
safetensors,384,255,-129
sphinx-book-theme,410,279,-131
evaluate,543,412,-131
astunparse,593,462,-131
commitizen,527,395,-132
mediapipe,596,464,-132
lz4,515,382,-133
eth-utils,582,449,-133
progressbar2,583,450,-133
ensure,615,482,-133
lark,458,324,-134
qiskit,468,332,-136
pyaml,585,449,-136
pathlib2,612,476,-136
ultralytics,488,351,-137
distributed,499,362,-137
alabaster,612,475,-137
phonemizer,613,476,-137
markdownify,453,315,-138
aiodns,563,425,-138
tinydb,591,453,-138
ruamel-yaml,409,270,-139
torchmetrics,458,319,-139
pyttsx3,582,443,-139
alibabacloud-tea-openapi,438,298,-140
mutagen,524,384,-140
langdetect,533,392,-141
psycopg,279,137,-142
catboost,482,340,-142
semver,403,260,-143
folium,489,346,-143
fiona,507,364,-143
pygobject,569,426,-143
isodate,461,317,-144
gputil,609,465,-144
flake8-debugger,634,490,-144
zarr,332,187,-145
sounddevice,424,279,-145
s3transfer,573,428,-145
schema,578,433,-145
dynaconf,585,440,-145
nbsphinx-link,616,470,-146
sphinx-design,346,199,-147
freezegun,437,290,-147
pytest-env,465,318,-147
moto,389,241,-148
lmfit,519,371,-148
google-genai,272,123,-149
pymatgen,519,370,-149
typing-inspect,618,469,-149
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