Skip to content

Exploratory data Analysis

Data cleaning :

There is no missing value in the given dataset

Exploratory Data Overviews

  • Exploratory Data Overview

    • Exploring the Dataset

    • Visualizing all the columns at once To find how they are correlated with each other and with target (price) variable all_columns

    • Visualizing Target variable only y_var target

    • Visualizing only continous Columns

    cont_columns

    • Visualizing only catagorical columns (value counts): cat_columns

    • Visualizing Correlation between all the columns corr_all

    • Visualizing Correlation for single column single_corr

    • Out of curiosity found that majority of the target variable (price) found to be a zero so visualizing the dataFrame which results in zero price

    zero_df_vis