Use case on the Allstate_Claims_severity dataset

Dataset Allstate_Claims_Severity

Machine Learning Task: Regression

This is an Allstate Claims severity database. This dataset contains insurance claims. Allstate is developing automated methods of predicting the cost, and hence severity, of claims. This dataset was shared on Kaggle to find insight into better ways to predict claims severity.

Available at OpenML: https://openml.org/d/42571

Category: Insurance

# Rows: 188,318 # Columns: 131

Target: loss

Features

Numeric: id, cont1, cont2, cont3, cont4, cont5, cont6, cont7, cont8, cont9, cont10, cont11, cont12, cont13, cont14

Nominal: cat1, cat2, cat3, cat4, cat5, cat6, cat7, cat8, cat9, cat10, cat11, cat12, cat13, cat14, cat15, cat16, cat17, cat18, cat19, cat20, ...