khanfarhan10 / fasteda

A python module that provides a quick way to overview a DataFrame

fasteda

A python module that provides a quick way to overview a DataFrame.

!pip install fasteda

from fasteda import fast_eda

def fast_eda(df, target=None, correlation=True, pairplot=True, hist_box_plot=True, countplot=True):

Parameters:

• df: DataFrame | dataset for plotting.

• target: string, optional | target variable of multi-class classification dataset, works best with < 4 classes. Enables hue of target variable in pairplot and hist_box_plot.

• correlation: bool, optional | Enable/disable correlation plot

• pairplot: bool, optional | Enable/disable pairplot

• hist_box_plot: bool, optional | Enable/disable hist_box_plot

• countplot: bool, optional | Enable/disable countplot

Outputs:

• Head
• Tail
• Missing values count
• MSNO Matrix
• Shape
• Info
• Describe
• Correlation
• Pairplot
• Histplot(s) & Boxplot(s) subplot
• Countplot(s)

Example output on the Titanic dataset: https://www.kaggle.com/code/mattop/example-output-of-fasteda-on-titanic-dataset