Nepal Building Damage Classification
Proj4 classifies building damage levels from the 2015 Nepal earthquake using SQLite data. Compares logistic regression and decision tree approaches.
SQLite database with building features and damage grades.
Logistic Regression, Decision Trees, Feature Selection
Accuracy, confusion matrix, feature importance
| Lesson | Topic | Query |
|---|---|---|
| 4.1 | SQLite Data Access | "run lesson 4.1" |
| 4.2 | Logistic Regression | "run lesson 4.2" |
| 4.3 | Decision Tree | "run lesson 4.3" |
| 4.4 | Demographics Analysis | "run lesson 4.4" |
| Tool | Description |
|---|---|
load_proj4_data |
Load Nepal earthquake dataset from SQLite |
classify_damage |
Run damage classification pipeline |
evaluate_classifier |
Calculate classification metrics |