Twitter Sentiment Analysis ML Frameworks

Projects for classifying sentiment (positive/negative/neutral) specifically from Twitter/social media posts using ML and NLP techniques. Does NOT include sentiment analysis for product reviews, movies, YouTube content, or general text classification without a social media focus.

There are 47 twitter sentiment analysis frameworks tracked. 2 score above 50 (established tier). The highest-rated is abdulfatir/twitter-sentiment-analysis at 51/100 with 1,643 stars.

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#	Framework	Score	Tier	Stars	Language
1	abdulfatir/twitter-sentiment-analysis Sentiment analysis on tweets using Naive Bayes, SVM, CNN, LSTM, etc.	51	Established	1,643	Python
2	Zephery/weiboanalysis 微博情感分析，文本分类，毕业设计项目	51	Established	1,078	Python
3	lunarwhite/covid-social-analysis Apply ML on weibo sentiment. 疫情背景下微博文本情感分析与可视化	44	Emerging	46	HTML
4	fhamborg/NewsMTSC Target-dependent sentiment classification in news articles reporting on...	43	Emerging	156	Python
5	pmsosa/CS291K 🎭 Sentiment Analysis of Twitter data using combined CNN and LSTM Neural...	42	Emerging	311	Python
6	JosephAssaker/Twitter-Sentiment-Analysis-Classical-Approach-VS-Deep-Learning This project's aim, is to explore the world of Natural Language Processing...	37	Emerging	103	Jupyter Notebook
7	swapnanildutta/Sentinum--Sentiment-Analysis-using-Social-Media-Data Sentiment Analysing algorithm to predict the emotional state of an...	36	Emerging	11	—
8	roshancyriacmathew/Twitter-sentiment-analysis-using-Python-Machine-Learning-Project-8 This project walks you on how to create a twitter sentiment analysis model...	34	Emerging	63	Jupyter Notebook
9	swap-253/Twitter-US-Airline-Sentiment-Analysis In this repository I have utilised 6 different NLP Models to predict the...	33	Emerging	6	Jupyter Notebook
10	ThisIs-Developer/Sentiment-Analysis-of-Covid-19-Tweets Texts from twitter has been collected to decide the impact, it has been...	32	Emerging	5	Jupyter Notebook
11	josedanielchg/LLM-Based-Sentiment-Analysis Sentiment analysis on tweets using pre-trained LLM embeddings and classical...	31	Emerging	3	Jupyter Notebook
12	venkat-0706/Twalyze Twitter sentiment analysis project using machine learning to classify tweets...	30	Emerging	11	Jupyter Notebook
13	soham2707/Twitter-Sentiment-Analysis- This is a project of twitter sentiment analysis using machine...	29	Experimental	20	Jupyter Notebook
14	swilliamc/NLP_Twitter_Sentiment_Analysis NLP Twitter Sentiment Analysis (Machine Learning)	28	Experimental	9	Jupyter Notebook
15	Wazzabeee/NLP_Unsupervised_Sentiment_Analysis_Elon_Musk Notebook used to explore and classify 500,000 tweets about Elon Musk in an...	28	Experimental	9	Jupyter Notebook
16	labrijisaad/Twitter-Sentiment-Analysis-with-Python I aim in this project to analyze the sentiment of tweets provided from the...	27	Experimental	11	Jupyter Notebook
17	vls-00/Neural-Networks-for-Vaccine-Sentiment-Classifier :robot: :capital_abcd: Making the vaccine sentiment classifier using tweets...	25	Experimental	3	Jupyter Notebook
18	ramtiin/Predicting-YouTube-Dislikes-using-Machine-Learning I used Catboost for training a model on the numerical features of every...	21	Experimental	9	Jupyter Notebook
19	Awais-Asghar/SentimentFlow-RNN-and-LSTM-Powered-Tweet-Analysis People share opinions on Twitter every second. Companies, governments, and...	21	Experimental	2	Jupyter Notebook
20	acetinkaya/Twitter-Finans-LSTM-Duygu-Analizi Twitter Üzerindeki Finansal Tweetlerin LSTM Sinir Ağı Algoritması ile Duygu Analizi	20	Experimental	6	—
21	muqadasejaz/Twitter-Sentiment-Analysis- A machine learning project that analyzes the sentiment of tweets using a...	20	Experimental	3	Jupyter Notebook
22	minhcanh-dev/Twitter-Sentiment-Analysis 🔍 Analyze Twitter sentiment by classifying tweets into Positive, Negative,...	19	Experimental	1	Jupyter Notebook
23	shubhambhatia2103/Twitter-Sentiment-Analysis This project develops a deep learning model that trains on 1.6 million...	19	Experimental	4	Jupyter Notebook
24	sahinalp/Natural-Language-Processing-with-Disaster-Tweets A deep learning-based application built using Natural Language Processing...	18	Experimental	2	Jupyter Notebook
25	Vidit-Kushwaha/Tweet-Sentimental-Analysis A deep learning project for sentiment analysis on tweets, classifying them...	18	Experimental	2	Jupyter Notebook
26	taneemishere/Viral-Tweet-With-K-Nearest-Neighbor A Machine Learning model that predicts whether or a tweet will go viral...	17	Experimental	1	Jupyter Notebook
27	HassanRady/emotion-Analysis-on-Tweets Sentiment-Analysis-on-Tweets: cleaning -> visualizing & exploration ->...	17	Experimental	1	Jupyter Notebook
28	2000pawan/Sentiment-Analysis- This project performs sentiment analysis on text extracted from URLs using...	17	Experimental	1	Jupyter Notebook
29	ivannikitovic/twitter-sentiment This model implements the pre-trained TwHIN-BERT language model based on...	17	Experimental	1	Jupyter Notebook
30	zennlyu/985-Good-For-Nothing-Analysis 对豆瓣小组 “985废物引进计划” 进行文本及网络分析，希望了解这批群体对“内卷”话题讨论的特征	15	Experimental	14	Python
31	supcode1234/Twitter-Sentiment-Analysis 🔍 Analyze Twitter sentiment by classifying tweets into Positive, Negative,...	15	Experimental	1	Jupyter Notebook
32	sumeyyeisen/sentiment-analysis Twitter verisi üzerinde NLP tabanlı duygu analizi — Logistic Regression ve...	14	Experimental	—	Python
33	KiraMiao/twitter-sentiment-analysis Machine learning pipeline for social media sentiment analysis using Twitter data.	14	Experimental	—	Jupyter Notebook
34	Sojanv/sentiment-analysis-using-adaboost-machine-learning-project 📊 Analyze social media sentiments with AdaBoostClassifier to classify text...	14	Experimental	—	Jupyter Notebook
35	melisacimili/twitter-sentiment-classification-ml Comparative evaluation of classical machine learning models for binary...	13	Experimental	—	HTML
36	kondim23/nlp-dl-tweet-classification Tweet sentiment analysis and classification using logistic regression, DNN,...	13	Experimental	—	Jupyter Notebook
37	LinggarM/Covid-19-Tweets-Classification Classification of Covid-19 Tweets using Multinomial Naive Bayes and TF-IDF...	13	Experimental	—	Jupyter Notebook
38	Im2rnado/twitter-sentiment-analysis Sentiment analysis on tweets using Logistic Regression, Decision Trees, KNN,...	13	Experimental	3	Jupyter Notebook
39	AMIYA-debug/Travel-Product-Prediction This system uses the AdaBoost algorithm to efficiently identify and target...	13	Experimental	5	Jupyter Notebook
40	mdhifta/Sentiment-Analysis-Python-NaiveBayes Sentiment Analysis With Naive Bayes : Python, Naive Bayes from scratch, Data...	12	Experimental	5	Jupyter Notebook
41	souvikrana17/Analyzing-Social-Media-Engagement-EDA-and-ML This notebook analyzes social media engagement using a dataset containing...	12	Experimental	4	Jupyter Notebook
42	Mystelven/tweet-classifier This code will classify tweets on a topic in 3 category 'positive',...	11	Experimental	—	Java
43	amiruzzaman1/Deep-Learning-and-Traditional-Algorithms-for-Effective-Sentiment-Analysis This project focuses on performing sentiment analysis on Twitter data using...	11	Experimental	—	—
44	shubham-deb/Sentiment-Analysis-using-Naive-Bayes-in-Java Naive Bayes Classification used to classify tweetsas positive or negative	11	Experimental	3	Java
45	hafidh561/Sentiment-Analysis-About-Corona-DeepLearning Sentiment analysis about Corona in Twitter	11	Experimental	—	Jupyter Notebook
46	marti1999/TFG Sentiment Analysis for social network posts	11	Experimental	—	Python
47	iamchinedu/ml-nlp-disaster-tweet-classifier This project applies natural language processing (NLP) and machine learning...	11	Experimental	—	—

Comparisons in this category

twitter-sentiment-analysis and CS291K (51 vs 42) twitter-sentiment-analysis and Twitter-Sentiment-Analysis-Classical-Approach-VS-Deep-Learning (51 vs 37) twitter-sentiment-analysis and Twitter-Sentiment-Analysis- (51 vs 29) twitter-sentiment-analysis and NLP_Twitter_Sentiment_Analysis (51 vs 28) twitter-sentiment-analysis and LLM-Based-Sentiment-Analysis (51 vs 31) twitter-sentiment-analysis and Twitter-Sentiment-Analysis- (51 vs 20) twitter-sentiment-analysis and SentimentFlow-RNN-and-LSTM-Powered-Tweet-Analysis (51 vs 21) LLM-Based-Sentiment-Analysis and Twitter-Sentiment-Analysis- (31 vs 20)