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pytae

PyPI Python CI License

Pandas extensions for everyday data-science tasks (filtering, selection, reshaping, aggregation, plotting), plus a pytae CLI that exposes the same operations for inspecting and converting tabular files (.parquet, .csv, .txt, .dat, .sas7bdat) without writing any Python.

Install

pip install pytae

CLI

pytae data.parquet -head
pytae data.parquet -qry "'species': 'Adelie'" -select species,body_mass_g -convert -o subset.csv
pytae data.parquet -sql "select species, avg(body_mass_g) from df group by species"
pytae -file "data1.parquet=df1; data2.parquet=df2" -merge "left=df1,right=df2,on='id'"

See docs/CLI.md for the full flag reference, and docs/CLI_MULTI_FILE.md for -file/-merge/-concat.

Plotting

Plotter: method-chainable plots on top of pandas.plot() (pip install pytae[plot]).

from pytae.plotting import Plotter

Plotter().data(penguins).plot(
    x="bill_length_mm", y="bill_depth_mm", kind="scatter", by="species"
).finalize()

See docs/PLOTTING.md for more examples with sample data.

Library

Pandas extensions registered on pd.DataFrame — import pytae and the methods attach automatically.

  • Filtering — qry(): dict-based filters (equality, lists, in/not in, comparisons, intervals)
  • Selection — select(): columns by name, regex, dtype, or name pattern
  • Reshaping — long() / wide(): melt numeric columns to rows, pivot back to columns
  • Aggregation — agg_df(): auto-detects group columns and aggregates the rest
  • Utilities — to_clip(), handle_missing(), cols(), group_x()

See docs/LIBRARY.md for examples of each.

License

MIT — see LICENSE.

Release files for pytae 3.3.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for pytae 3.3.0
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pytae-3.3.0.tar.gz 2.5 MB Details

Built distribution (wheel)

Table of built distributions (wheels) for pytae 3.3.0
File Interpreter ABI Platform
pytae-3.3.0-py3-none-any.whl Python 3 none any Details

Total release size: 4.2 MB

Release files / pytae-3.3.0.tar.gz

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