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

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

R Interface to the FEMA National Flood Hazards Layer

New York City's Preliminary Flood Insurance Rate Map (PFIRM) Data Analysis.

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

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.

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…

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

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

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

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

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

There is where context is woven into the chaos

Go client for the First Street Foundation API

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

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.

FEMA’s list of Skillsets (& associated Skills/Tasks) help Emergency Operation Centers (EOCs) qualify personnel. Common Skillsets suggest training & provide a standardized vocabulary to specify personnel skills between EOCs. This repository contains derivative products of the FEMA skillsets to aid in their effective use.

Machine learning based natural disaster prediction for US counties