/disaster-prediction-frontend

Landslide Mitigation and Disaster Prediction Visualizations with Nivo

Primary LanguageJavaScript

Disaster Prediction Visualization

Winter 2020-21 - CSE 3020 - Data Visualization Project

Purpose

Uses a simple random forest regression classifier on 3 national/international open source natural disaster datasets to predict the future disaster levels. This data is visualized with this react frontend with nivo charts that is layered on top of d3.js to create more aesthetic visualizations.

Visualizations

Static Visualizations to study the dataset trend

  1. Bar Graph : Landslide Trigger vs Fatalities
  2. Pie Chart : Countries vs Fatalities
  3. Scatter Plot : Population of Administrative Division vs Fatalities vs Landslide Size
  4. Geovisualization : Rainfall vs Indian States
  5. Geovisualization : Earthquakes hotspots in world map

Predictions Visualization

  1. Bar Graph : Landslide Fatalities vs Landslide Category
  2. Line Graph : Rainfall of Recent month wrt previous months
  3. Bar Graph : Earthquake Prediction Based on Earthquake Type, Location, Magnitude and Short Place

To run on local machine you can find the backend here