Movie Review Sentiment Analysis NLP Tools

Projects specifically focused on classifying sentiment in movie and film reviews, typically using the IMDB dataset. Does NOT include sentiment analysis on other domains (financial news, airline reviews, social media, etc.) or general sentiment analysis frameworks without a movie review focus.

There are 74 movie review sentiment analysis tools tracked. The highest-rated is WLXie-Tony/Movie_Review_Analysis at 36/100 with 154 stars.

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#	Tool	Score	Tier	Stars	Language
1	WLXie-Tony/Movie_Review_Analysis Official replication package for IJFE (2026). Asynchronous ETL pipeline...	36	Emerging	154	Jupyter Notebook
2	BeiCunNan/Sentiment_Analysis_Imdb Using Bert/Roberta + LSTM/GRU/BiLSTM/TextCNN to do the sentiment analysis on...	33	Emerging	145	Python
3	prakharchoudhary/SentimentAnalysis A Sentimental Analysis model trained on IMDb dataset, using Bag of words...	30	Emerging	6	Jupyter Notebook
4	SkyThonk/Movie-Reviews-Sentiment-Analysis Sentiment Analysis of Movie Reviews is either positive or negative review,...	29	Experimental	7	Jupyter Notebook
5	farisology/SentimentAnalysis Sentiment Analysis model using Linear SVM and collection of Tweets about...	28	Experimental	7	Jupyter Notebook
6	ThinamXx/NeuralNetworks__SentimentAnalysis In this repository, I have worked out on the Large Movie Review Dataset for...	27	Experimental	7	Jupyter Notebook
7	zhiming-xu/spoiler-detector Detect spoilers in IMDb movie reviews with deep neural network	27	Experimental	7	Jupyter Notebook
8	kozistr/movie-rate-prediction Movie Rate Prediction with Tensorflow	26	Experimental	5	Python
9	splAcharya/Imdb_Reviews_Sentiment_Analysis Sentiment Analysis of IMDB movie reviews using CLassical Machine Learning...	25	Experimental	3	Jupyter Notebook
10	Cornerstone-OnDemand/modelkit-imdb NLP sample project leveraging modelkit and the imdb reviews dataset	24	Experimental	3	Python
11	shayneobrien/sentiment-classification Neural sentiment classification of text using the Stanford Sentiment...	24	Experimental	15	Jupyter Notebook
12	aadimangla/IMDB-Movie-Reviews-Sentiment-Analysis It analyses the movie review entered by a user for any specific movie and...	24	Experimental	4	Jupyter Notebook
13	hamza1886/bidirectional-lstm Text classification on IMDB dataset using Keras and Bi-LSTM network	24	Experimental	3	Python
14	keerthikkn/Movie_sentiment_analysis Sentiment analysis using Bag of words and ml models	23	Experimental	2	Jupyter Notebook
15	uosdmlab/nsmc-zeppelin-notebook Movie review dataset Word2Vec & sentiment classification Zeppelin notebook	23	Experimental	26	—
16	BerntA/NoReC-NLP Sentiment Analysis of a Norwegian review corpus	23	Experimental	2	Jupyter Notebook
17	turkish-nlp-suite/BeyazPerde-Movie-Reviews Repo for Turkish movie reviews dataset.	23	Experimental	6	—
18	tarekmasryo/text-sentiment-analysis IMDB reviews sentiment analysis: EDA → TF-IDF baselines (NB/LogReg/Linear...	23	Experimental	6	Jupyter Notebook
19	ronakvijay/IMDB_Sentiment_Analysis Sentiment analysis on IMDB movie reviews.	21	Experimental	14	Jupyter Notebook
20	charlieegan3/rescore Sentiment analysis for movie reviews	21	Experimental	10	Ruby
21	nproellochs/NegationDataset Labeled sentences from IMDb movie reviews	21	Experimental	10	—
22	drexly/movie140reviewcorpus 네이버 영화 164397건 중 140자 평이 있는 영화별 평점 raw data for spark	20	Experimental	7	—
23	SaishaShetty/Machines-and-Sentiments Our project provides a review system that aims to use sentiment analysis to...	19	Experimental	8	Jupyter Notebook
24	Shelbyayush/Movie-Sentiment-Analysis A modern web application for analyzing movie review sentiment using machine...	19	Experimental	—	HTML
25	SebaB29/CriticasPeliculas 🎬 Advanced NLP Sentiment Analysis engine for Spanish movie reviews....	19	Experimental	—	Jupyter Notebook
26	xiaofuqing13/sentiment-analysis-bilstm IMDB 影评情感分析 \| BiLSTM 双向LSTM文本分类 \| PyTorch + scikit-learn	19	Experimental	—	Python
27	ram-narayan-gupta-02/Sentiment-Analysis LSTM-based Sentiment Analysis on Kaggle movie reviews for Positive,...	18	Experimental	3	Jupyter Notebook
28	hellomasaya/sexism-in-movies Automating the study of sexism in movies (scripts) using Machine Learning and NLP.	18	Experimental	5	Jupyter Notebook
29	sahilee26/IMDB-Movie-Reviews-Sentiment-Analysis Sentimental analysis of IMDB movie reviews using Bag of Words, Word2Vec and...	18	Experimental	3	Jupyter Notebook
30	pratikmjoshi/sentiment-analysis-moviereviews Classification of movie reviews according to their associated sentiment	18	Experimental	3	Jupyter Notebook
31	mahmoudjobeel1/Data-Analysis-of-Egyptian-Movies -This project targets the textual analysis of Egyptian movie plot summaries...	18	Experimental	2	Jupyter Notebook
32	tashapiro/nlp-rotten-tomatoes Predicting if movie reviews on Rotten Tomatoes are "Rotten" or "Fresh" using...	17	Experimental	5	Jupyter Notebook
33	AsadiAhmad/Naive-Base-Classifier Navie Base Classifier for classifiing imdb comments	16	Experimental	27	Jupyter Notebook
34	rallm/pytorch-imdb-sentiment-lstm A complete, step-by-step guide to building and training a sentiment analysis...	16	Experimental	1	Jupyter Notebook
35	Davisy/Sentiment-Analysis-on-Movie-Reviews Classify the sentiment of sentences into two classes from the Rotten Tomatoes dataset	16	Experimental	2	Jupyter Notebook
36	Csaba79-coder/imdb-sentiment-lstm Many-to-one LSTM neural network for binary sentiment classification of IMDB...	16	Experimental	1	Python
37	shreyansh-2003/CinemAI.Insights-Movie_Script_Analyser CinemAI is a one stop solution solution created for movie buffs. The...	15	Experimental	6	Jupyter Notebook
38	Faisal-khann/Imdb_ReviewLab A web application that predicts the sentiment (positive or negative) of...	15	Experimental	—	Jupyter Notebook
39	jps1001/Sentiment-Analysis-On-Movie-Reviews Sentiment analysis on Rotten Tomatoes Dataset	15	Experimental	2	Jupyter Notebook
40	alberto-agudo/DeepLearning_MovieReviews By @alberto-agudo, @aa-batteries1 and @louismagowan. Sentiment Analysis of...	14	Experimental	1	Jupyter Notebook
41	adin-alxndr/imdb-sentiment-analysis Sentiment Analysis of IMDB Movie Reviews using Logistic Regression and Naive...	14	Experimental	—	Python
42	kermz47/IMDB-Sentiment-Analysis 🎬 Analyze movie reviews using RNNs with LSTM and GRU models, featuring an...	14	Experimental	—	Python
43	alex-raw/imsdb_parse Parse movie scripts for linguistic analysis	13	Experimental	7	Python
44	touti-ayoub/Web-scraping-for-sentiment-analysis-imdb Python notebook to scrap sci-fi movies from imdb and analyse users reviews...	13	Experimental	6	Jupyter Notebook
45	vukbatanovic/SerbMR The Serbian Movie Review Dataset	12	Experimental	4	—
46	lironbdolah/moviescoreai This RNN based model predicts movies popularity based on users reviews and...	12	Experimental	4	PureBasic
47	nssharmaofficial/review-sentiment-classifier Review classification in pytorch using LSTM	12	Experimental	3	Python
48	BeautifulBeer/Movie_Review_Sentiment_Analysis Kaggle Competition, "Movie Review Sentiment Analysis (Kernels Only)", with Pytorch	12	Experimental	3	Jupyter Notebook
49	Primus66/Natural-Language-Processing-Sentiment-Analysis IMDB dataset having 50,000 movie reviews for natural language processing or...	12	Experimental	3	Python
50	EvanGks/rnn-sentiment-analysis-imdb Recurrent Neural Networks (RNN) with LSTM for Sentiment Analysis on the IMDB...	12	Experimental	1	Jupyter Notebook
51	Ahmadhammam03/movie-sentiment-analysis Professional VADER sentiment analysis on IMDb movie reviews with...	12	Experimental	1	Jupyter Notebook
52	Losif01/imdb-movie-classifier Sentiment analysis project to correctly classify movie reviews, you can...	12	Experimental	1	Jupyter Notebook
53	Tech-Nomadic-X/NLP-Sentiment-Task2-CodeTech Sentiment Analysis on IMDB Reviews using Logistic Regression & TF-IDF \|...	12	Experimental	1	Jupyter Notebook
54	KooroshRH/IMDB_NLP A project for comparing different NLP models with Flatten, LSTM, GRU, and...	12	Experimental	3	Jupyter Notebook
55	pranavbanga254/enhanced-sentiment-analysis A unique sentiment analysis model on IMDB reviews with custom negation...	12	Experimental	1	Python
56	Anitha-Chava/MovieSentimentAnalysis NLP-based movie review classifier using Scikit-learn and text preprocessing pipeline	11	Experimental	2	Python
57	siliconsagenerd/NLP_Movie_Reviews NLP sentiment classifier trained on 50,000 IMDb movie reviews using TF-IDF...	11	Experimental	—	Python
58	AdityaJaswal01/Text_Classification Text classification using TensorFlow and TensorFlow Hub to perform sentiment...	11	Experimental	—	Python
59	GavishtK/movie-review-sentiment-analysis NLP-based sentiment analysis system to classify movie reviews as positive or...	11	Experimental	—	Python
60	Avishekdevnath/Movie-Review-Sentiment-Analysis A machine learning application that analyzes movie reviews to predict...	11	Experimental	—	Python
61	AnshulYadav05/NLP-Sentiment-_Analysis Sentiment Analysis on IMDB Reviews using Logistic Regression & TF-IDF \|...	11	Experimental	—	Jupyter Notebook
62	elif-aksy/text-classification-logreg TF-IDF + Logistic Regression pipeline for IMDB sentiment classification	11	Experimental	—	Jupyter Notebook
63	TVANISH002/imdb-sentiment-analysis NLP sentiment analysis project using SimpleRNN to study strengths and...	11	Experimental	—	Jupyter Notebook
64	ShamsRupak/Sentiment-Analyzer-NLP Machine learning project that analyzes sentiment of movie reviews using NLP...	11	Experimental	—	Jupyter Notebook
65	IvanBohorquez21/Movie-Sentiment-Analysis AI model to classify movie reviews using NLP and Logistic Regression.	11	Experimental	—	Jupyter Notebook
66	anikashraful/nlp-project Lightweight NLP project for sentiment analysis of Rotten Tomatoes movie...	11	Experimental	—	Jupyter Notebook
67	tohid-yousefi/Sentiment_Analysis_on_Movie_Reviews In this section, we will do a sentiment analysis on movie reviews.	11	Experimental	2	Jupyter Notebook
68	SCIA-Premium/Sentiment_analysis Sentiment Analysis with different NLP algorithm on the IMDB dataset. Naive...	10	Experimental	1	Jupyter Notebook
69	K-ee-nn/Sentiment-Analysis-Movie-Reviews NLP Essentials individual graded assignment \| AI Applications curriculum	10	Experimental	1	Jupyter Notebook
70	AestheticVoyager/Text_Classification Text Classification Using TensorFlow-Parsing through movie reviews from...	10	Experimental	1	Python
71	singul4ri7y/sentiment-analyzer A simple Data-Science project which analyzes movie reviews and generates...	10	Experimental	1	Python
72	sminerport/IMDbSentimentClassifier A sentiment analysis model trained on the IMDb Movie Reviews Dataset to...	10	Experimental	1	Python
73	tan-hongkai/Alfie-Unscripted The app processes Alfie Solomons' dialogues to visualize his speech...	10	Experimental	1	Python
74	bashhike/movie_classifier Predict genre of movie from title and description using a Bidirectional LSTM.	10	Experimental	1	Python

Comparisons in this category

SentimentAnalysis and Movie_sentiment_analysis (30 vs 23)