linreg_ally.eda

Functions

eda_summary(→ altair.ConcatChart)

Does preliminary exploratory data analysis (EDA) on dataset

Module Contents

linreg_ally.eda.eda_summary(train_df: pandas.DataFrame, color: str = None) → altair.ConcatChart[source]

Does preliminary exploratory data analysis (EDA) on dataset to return plots to the user

Parameters:

  • train_df (pd.DataFrame) – Training dataset

  • color (str, default None) – Column name in train_df to be used for coloring the data

Returns:

A chart that shows the distributions of various input features

Return type:

alt.ConcatChart

Raises:

  • KeyError – When color is not in the train_df columns

  • TypeError – When either train_df or color is not the expected type

Examples

>>> from linreg_ally.eda import eda_summary
>>> summary_chart = eda_summary(train_df, color='y')
>>> summary_chart.show()