Code, dataset, and analysis samples that utilize the OpenFEMA API.

Analyzing FEMA's National Flood Insurance Program (NFIP) Data With DuckDB.

FEMA map "effective date" data used in Oct. 2017 story

Exploring FEMA's Preliminary Flood Insurance Rate Map (PFIRM) for NYC using Python.

R Interface to the FEMA National Flood Hazards Layer

Exploring National Flood Insurance Program (NFIP) Data for New York City.

Machine learning based natural disaster prediction for US counties

This repository publishes the county-zipcode crosswalk data used for determining the providers eligible Extreme And Uncontrollable Circumstances Hardship.

The scope of this task is to build a working pilot of a portal that collects and displays Community Development Block Grant – Disaster Recovery (CDBG-DR) data.

GeoJson files of FEMA maps or layers that can be used in your own analysis.

MERN Stack Web App for FEMA Firestations Listings

This is a dimensional data warehouse that seeks to provide insights into the raw data that FEMA provides publicly for its Individual and Housing Program. I used Jupyter Notebook, Python (Pandas, NumPy, Pyodbc), and SQL to perform ETL on the dataset, loading the warehouse based on the schema I designed. I created visualizations using Tableau from…

FEMA Disaster Declarations and Public Assistance Data Analysis.

Virginia - National Flood Hazard Layer (NFHL) Inventory Table GIS Open Data

FEMA Daily Operations Briefing: Email → RSS (→ CSV)

Analyzing FEMA's National Flood Insurance Program (NFIP) Claims Data Using Python

There is where context is woven into the chaos

Go client for the First Street Foundation API

The FEMA Image Attachment Generator is a Python app for creating PDF attachment pages for FEMA Elevation Certificates. It embeds up to 4 images with user-defined descriptions into a PDF, complete with a header featuring key property details. Ideal for quickly generating compliant attachment pages.

R interface for various datasets in US disaster aid funding. Includes cleaned datasets from NOAA, FEMA, HUD, and SBA.