PySummaries is a Python package to easily produce table summarizations from pandas dataframes.
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