SamarthGarge
/ data_cleaning_functions.py
Created
March 26, 2025 10:58
Outliers feature : 2 ways to use it => 1) From the outliers.py function 2) By integrating it in the clean_dataframe function
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| def clean_dataframe(df, null_method='nan', fix_numeric=True, remove_dups=True, dup_subset=None, | |
| detect_outliers_flag=False, outlier_columns=None, outlier_method='zscore', | |
| outlier_threshold=3, outlier_processing='remove', outlier_cap_values=None): | |
| """ | |
| Apply all cleaning functions in sequence | |
| Parameters: | |
| ----------- | |
| df : pandas.DataFrame | |
| The dataframe to clean |