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Top 20 packages
Most downloaded this period
Scientific Python
numpy vs scipy vs pandas
AI / ML frameworks
PyTorch vs TensorFlow vs Transformers
Python versions
Which CPython versions are popular?
Web frameworks
Flask vs Django vs FastAPI
Visualization
matplotlib vs plotly vs seaborn
Platform breakdown
numpy across linux / osx / win
PyTorch by channel
anaconda vs conda-forge
Dataframe challengers
polars vs dask vs vaex
Jupyter showdown
JupyterLab vs classic Notebook
scikit-learn by Python
Which Python versions use sklearn?
Package managers
conda vs mamba vs pixi