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 13 emergency message classification tools tracked. The highest-rated is chrisliatas/dsnd-ml-pipeline at 24/100 with 2 stars.
Get all 13 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=nlp&subcategory=emergency-message-classification&limit=20"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.
| # | Tool | Score | Tier |
|---|---|---|---|
| 1 |
chrisliatas/dsnd-ml-pipeline
ML pipeline to categorize emergency messages based on the needs communicated... |
|
Experimental |
| 2 |
iusztinpaul/disaster-response-classification
End-to-end solution for classifying multi-target disaster response messages... |
|
Experimental |
| 3 |
sajal2692/disaster-message-classifier
Set of ETL and ML scripts and web app to classify disaster event related... |
|
Experimental |
| 4 |
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 |
|
Experimental |
| 5 |
Ankit-Kumar-Saini/Disaster-Response-NLP-Pipeline
End-to-end machine learning pipeline to classify disaster messages into 36... |
|
Experimental |
| 6 |
ManarAlharbi/DSND-Term2-Disaster_Response_Pipeline
Create a machine learning pipeline, that categorizes disaster events. |
|
Experimental |
| 7 |
YashVS15112004/Real-Time-Crisis-Sentiment-Analysis-And-Mapping
🚨 An AI-powered web app for real-time crisis reporting. Analyzes submission... |
|
Experimental |
| 8 |
deeplyneuralicious/Disaster-Response-Classifier
Design and create ETL and ML pipeline to classify the disaster-related... |
|
Experimental |
| 9 |
rachelfong0320/DisasterLens
Social Media Monitoring System for Disaster Management |
|
Experimental |
| 10 |
CarlosUziel/disaster-response
A data app to classify disaster text messages |
|
Experimental |
| 11 |
N-Elmer/OMDENA-CAMEROON-CHAPTER-NLP-RESTORE-PEACE
CRISIS COMPREHENSIVE ⚠NATURAL LANGUAGE ⚠ PROCESSING MODEL |
|
Experimental |
| 12 |
samyakjain3001/Disaster-Msg-Categorization
ETL Pipeline to classify disaster messages. Web app deployed on Heroku. |
|
Experimental |
| 13 |
NikoHems/disaster_response
Disaster Response NLP Pipeline - UDacity Project |
|
Experimental |