Data Cleaning with PHP

Handling Missing Values with Rubix

RubixML provides the MissingDataImputer for handling missing values. This imputer allows you to fill in missing values using strategies like Mean, Median, or Constant.

Dataset


                        
age,income,spending_score,tag
25,55000,45,yes
32,?,75,yes
40,72000,?,yes
?,82000,60,yes
28,63000,30,yes

Result: Memory: 0.242 Mb Time running: 0.009 sec.


                After Imputation:
---------------
25,55000,45
32,55000,75
40,72000,45
32,82000,60
28,63000,30