PySummaries is a Python package to easily produce table summarizations from pandas, polars or PyArrow dataframes.
Other dataframe libraries supported by narwhals (e.g. Modin, cuDF) may also work but are untested.
For more detailed information, please look at the documentation
You can install the package with pip:
pip install pysummaries
Let's say we have a dataframe with some data we want to summarize. Let's take a look at the data:
import pandas as pd
from pysummaries import get_table_summary, get_sample_data
df = get_sample_data()
df
Now, let's do a table one stratifying by group
We can use two backends for the html representation: a pysummaries native representation, and one using the popular great_tables package
Let's start first with the PySummaries native backend:
summary_table = get_table_summary(df, strata='group', backend='native')
summary_table
And now, let's try the great tables backend!
summary_table = get_table_summary(df, strata='group', backend='gt')
summary_table
You can customize your tables! For this and more options, please look at the documentation