Disaster Tweet Classification NLP Tools

Tools for detecting and classifying tweets related to disasters, emergencies, or crisis events. Does NOT include general sentiment analysis, broader event classification, or non-tweet-specific disaster NLP tasks.

There are 41 disaster tweet classification tools tracked. The highest-rated is wri-dssg-omdena/policy-data-analyzer at 40/100 with 36 stars.

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#	Tool	Score	Tier	Stars	Language
1	wri-dssg-omdena/policy-data-analyzer Building a model to recognize incentives for landscape restoration in...	40	Emerging	36	Jupyter Notebook
2	IliaZenkov/NLP-keras-nltk-lime Classification of tweets pertinent to disaster events. NLP basics with a...	33	Emerging	6	Jupyter Notebook
3	deepmancer/tweet-disaster-detection fine-tuned BERT and scikit-learn models for real-time classification of...	32	Emerging	5	Jupyter Notebook
4	wang0324/TwitterRelevanceClassification Classifies if a tweet is relevant to a disaster or not	32	Emerging	5	Jupyter Notebook
5	kushv16/Disaster_Tweets_Analysis Project based on Natural Language Processing to identify if the given tweet...	31	Emerging	3	Jupyter Notebook
6	cagandhi/Twitter-Disaster-Prediction A Bidirectional LSTM model to classify whether a given tweet talks about a...	25	Experimental	4	Jupyter Notebook
7	M4D-MKLab-ITI/Crisis-Event-Detection-in-Short-Texts implementation of "Leveraging Transformer Self Attention Encoder for Crisis...	25	Experimental	5	Python
8	MahalavanyaSriram/Natural-Language-Processing-with-Disaster-Tweets Kaggle Competition - Natural Language Processing with Disaster Tweets	24	Experimental	2	HTML
9	HHansi/Informative-Tweet-Identification InfoMiner in WNUT-2020 Task 2: Identification of informative COVID-19 English Tweets	23	Experimental	4	Python
10	adnaneaabbar/TweetsBinaryClassification Kaggle NLP warm up.	22	Experimental	2	Jupyter Notebook
11	YukiFujimatsu/Kaggle-Disaster-Tweets-DeBERTa SOTA-level NLP classification model for predicting real disaster tweets...	21	Experimental	—	Jupyter Notebook
12	brej-29/disaster-tweets-nlp-model-benchmarks Benchmark NLP models on Kaggle “Disaster Tweets”: TF-IDF + Naive Bayes...	20	Experimental	1	Jupyter Notebook
13	erYash15/Real-or-Not-NLP-with-Disaster-Tweets Sentiment analysis of the dataset of twitter disaster tweets and predicting...	20	Experimental	8	Jupyter Notebook
14	victor7246/WNUT-2020-Task-2 System developed by team datamafia in WNUT 2020 Task 2: Identification of...	19	Experimental	4	Jupyter Notebook
15	prdai/disaster-tweet-classifier NLPrescue is an advanced Natural Language Processing system designed to...	19	Experimental	—	Python
16	miraytopal/Turkey-Earthquake-Tweets-Sentiment-Analysis-NLP Analysis of tweets after the 7.8 and 7.7 magnitude earthquakes that occurred...	19	Experimental	3	Jupyter Notebook
17	vyshnavidevi11/Alert_Text_Detector Alert Text Detector is an NLP-based model that detects alert messages from...	19	Experimental	1	—
18	robookwus/NLP-Analysis--floods-Ahrtal-Jun21 Analyzing how the floods in the German Ahrtal (Jun21) impacted the public...	18	Experimental	2	Jupyter Notebook
19	masonzmz/Natural-Language-Processing-with-Disaster-Tweets Kaggle Competition: Predict which Tweets are about real disasters and which...	17	Experimental	1	Python
20	den1ksk/NLP-With-DisasterTweets Kaggle competition	17	Experimental	1	Jupyter Notebook
21	atamazian/kaggle_nlp_disaster_tweets Predict which tweets are about real disasters and which one aren’t.	17	Experimental	1	Jupyter Notebook
22	anmolmishra99/Disaster-NonDisaster-Tweet-Classifier Detecting Whether A Tweet Is About A Disaster	17	Experimental	1	Jupyter Notebook
23	ibrahimhabibeg/disaster_prediction Predict which Tweets are about real disasters and which ones are not.	17	Experimental	1	Jupyter Notebook
24	Vujavujavuja/Disaster_Tweet_Classification This is a no-frills Multinomial Naive Bayes classifier built from scratch in...	15	Experimental	1	Python
25	yanncauchepin/Kaggle_DisasterTweets Natural language processing learning which classify tweets to identify those...	15	Experimental	—	Jupyter Notebook
26	saivasanthg/Alert_Text_Detector Alert Text Detector is an NLP-based model that detects alert messages from...	15	Experimental	—	Jupyter Notebook
27	eliseu31/MSDS-Analyser Material Safety Data Sheets - Operator Procedures Prediction (aka MSDS-OPP)	13	Experimental	9	Python
28	SKeval/disaster-tweet-detection a disaster tweet detection system using BERT transformers that distinguishes...	13	Experimental	—	Jupyter Notebook
29	JayeshSuryavanshi/Social-Unrest-Prediction-NLP Social unrest is hypothesized to exhibit patterns, which if detected early...	12	Experimental	5	Jupyter Notebook
30	Tek-nr/Disaster-Tweet-Detection Project uses machine learning to classify tweets as disaster-related or not,...	12	Experimental	5	Jupyter Notebook
31	frankraDIUM/Sentiment-Analysis-X-Twitter-data Sentiment analysis of flood risk perception in the Greater Accra Region of...	11	Experimental	—	Python
32	eftekhar-hossain/Multimodal-Disaster_IEEE-Access [IEEE Access'22] A Deep Attentive Multimodal Learning Approach for Disaster...	11	Experimental	3	Jupyter Notebook
33	rmuraix/disaster-tweets-classifier Predict which Tweets are about real disasters and which ones are not	11	Experimental	—	Jupyter Notebook
34	regstuff/muppet-roberta-base-joke_detector Detect "narrative-style" jokes, stories and anecdotes, spoken during...	11	Experimental	—	—
35	varad0207/NLP-disaster-tweets NLP with disaster tweets	11	Experimental	4	Jupyter Notebook
36	rupanjana15/beforreal-backend A FastAPI-based sarcasm detection API that uses a fine-tuned BERT model to...	11	Experimental	—	Python
37	posi-olomo/Disaster-Tweets-Predictor-NLP Predicted tweets about disasters using the Ridge Classifier machine learning...	11	Experimental	3	Jupyter Notebook
38	Aditya239233/Disaster-Tweets Analyzing Twitter feeds to predict Natural Disasters	10	Experimental	2	Jupyter Notebook
39	Sarvesh3959/Tweet-Classifications---Disaster-and-Non-Disaster-related-tweets This repository contains the code and resources for a Disaster Tweet...	10	Experimental	2	JavaScript
40	taher-software/Natural-Language-Processing-with-Disaster-Tweets In this Kaggle competition, we’re challenged to build a machine learning...	10	Experimental	2	Jupyter Notebook
41	datagirlz19/Diaster-Tweets-Classifier Twitter can be as both a resource for finding urgent information and as a...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

tweet-disaster-detection and Kaggle-Disaster-Tweets-DeBERTa (32 vs 21)