Emergency Message Classification NLP Tools

Tools for classifying crisis/disaster-related text messages and communications into actionable response categories using NLP and ML pipelines. Does NOT include general text classification, crisis mapping/geospatial analysis, or social media monitoring without message categorization.

There are 14 emergency message classification tools tracked. The highest-rated is chrisliatas/dsnd-ml-pipeline at 31/100 with 2 stars.

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# Tool Score Tier
1 chrisliatas/dsnd-ml-pipeline

ML pipeline to categorize emergency messages based on the needs communicated...

31
Emerging
2 iusztinpaul/disaster-response-classification

End-to-end solution for classifying multi-target disaster response messages...

30
Emerging
3 sajal2692/disaster-message-classifier

Set of ETL and ML scripts and web app to classify disaster event related...

28
Experimental
4 Ankit-Kumar-Saini/Disaster-Response-NLP-Pipeline

End-to-end machine learning pipeline to classify disaster messages into 36...

24
Experimental
5 yuiseki/crisis-news-mapper

日本の災害関連ニュースをTwitterから収集して地図上にマッピングするFirebaseプロジェクト crisis.yuiseki.net

24
Experimental
6 deeplyneuralicious/Disaster-Response-Classifier

Design and create ETL and ML pipeline to classify the disaster-related...

19
Experimental
7 CarlosUziel/disaster-response

A data app to classify disaster text messages

18
Experimental
8 samyakjain3001/Disaster-Msg-Categorization

ETL Pipeline to classify disaster messages. Web app deployed on Heroku.

17
Experimental
9 NikoHems/disaster_response

Disaster Response NLP Pipeline - UDacity Project

17
Experimental
10 N-Elmer/OMDENA-CAMEROON-CHAPTER-NLP-RESTORE-PEACE

CRISIS COMPREHENSIVE ⚠NATURAL LANGUAGE ⚠ PROCESSING MODEL

17
Experimental
11 rachelfong0320/DisasterLens

Social Media Monitoring System for Disaster Management

11
Experimental
12 YashVS15112004/Real-Time-Crisis-Sentiment-Analysis-And-Mapping

🚨 An AI-powered web app for real-time crisis reporting. Analyzes submission...

11
Experimental
13 Alexander0711/disaster-response-pipeline

ETL pipeline combined with a ML model for supervised learning and grid...

11
Experimental
14 joshasgard/Disaster-Response-App

Classifies textual communications from various sources during disasters for...

11
Experimental