Earthquake Damage Prediction in Gorkha, Nepal
In this project, I worked with data from Open Data Nepal to build classification models to predict building damage from the Nepal 2015 Earthquake primarily with data from the Gorkha district.
- Collected data by querying a SQL database.
- Wrangling Data with SQL
- Built a logistic regression model for classification.
- Build a decision tree model for classification.
- Create a horizontal bar chart to find out the Gini Importance.
- Incorporate ethical considerations into model building.
- Create a visualization that combines the line plot of severely damaged households you made above with a stacked bar chart showing the proportion of Gurung and Kumal households in each district.
