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Code, dataset, and analysis samples that utilize the OpenFEMA API.
FEMA map "effective date" data used in Oct. 2017 story
Exploring National Flood Insurance Program (NFIP) Data for New York City.
Exploring FEMA's Preliminary Flood Insurance Rate Map (PFIRM) for NYC using Python.
Analyzing FEMA's National Flood Insurance Program (NFIP) Data With DuckDB.
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.
This repository publishes the county-zipcode crosswalk data used for determining the providers eligible Extreme And Uncontrollable Circumstances Hardship.
Virginia - National Flood Hazard Layer (NFHL) Inventory Table GIS Open Data
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 the data warehouse to provide targeted insights that answered the key business questions of the project (see README file). Note: If etl_IHP.ipynb is throwing an error on load, it can be viewed using nbviewer by following this link: https://nbviewer.jupyter.org/github/kristinvmartin/datawarehouse-fema-bu/blob/main/etl_IHP.ipynb, or you can view the CODEONLY file, which has the scripts without the output.
MERN Stack Web App for FEMA Firestations Listings
FEMA Daily Operations Briefing: Email → RSS (→ CSV)
Analyzing FEMA's National Flood Insurance Program (NFIP) Claims Data Using Python
Go client for the First Street Foundation API
There is where context is woven into the chaos
Machine learning based natural disaster prediction for US counties
An interactive dashboard depicting FEMA declared disasters by year, state, and type.
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.
A TypeScript & Angular Client for the openFEMA datasets/APIs
R interface for various datasets in US disaster aid funding. Includes cleaned datasets from NOAA, FEMA, HUD, and SBA.
Repository for the Ecosystem Indicators paper written by OFP-FEMA with contributions from OFP-SAM.
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.
The PyDisaster project uses a master function that extracts GPS location and EXIF data from photos submitted to our Flask application platform, and opens a Google Maps search of the location. This project is geared towards helping FEMA conduct damage assessments in areas effected by natural disasters.