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 92 movie review sentiment analysis tools tracked. The highest-rated is prakharchoudhary/SentimentAnalysis at 37/100 with 6 stars.

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#	Tool	Score	Tier	Stars	Language
1	prakharchoudhary/SentimentAnalysis A Sentimental Analysis model trained on IMDb dataset, using Bag of words...	37	Emerging	6	Jupyter Notebook
2	WLXie-Tony/Movie_Review_Analysis Official replication package for IJFE (2026). Asynchronous ETL pipeline...	36	Emerging	154	Jupyter Notebook
3	SkyThonk/Movie-Reviews-Sentiment-Analysis Sentiment Analysis of Movie Reviews is either positive or negative review,...	36	Emerging	7	Jupyter Notebook
4	farisology/SentimentAnalysis Sentiment Analysis model using Linear SVM and collection of Tweets about...	35	Emerging	7	Jupyter Notebook
5	zhiming-xu/spoiler-detector Detect spoilers in IMDb movie reviews with deep neural network	34	Emerging	7	Jupyter Notebook
6	ThinamXx/NeuralNetworks__SentimentAnalysis In this repository, I have worked out on the Large Movie Review Dataset for...	34	Emerging	7	Jupyter Notebook
7	BeiCunNan/Sentiment_Analysis_Imdb Using Bert/Roberta + LSTM/GRU/BiLSTM/TextCNN to do the sentiment analysis on...	33	Emerging	145	Python
8	kozistr/movie-rate-prediction Movie Rate Prediction with Tensorflow	33	Emerging	5	Python
9	splAcharya/Imdb_Reviews_Sentiment_Analysis Sentiment Analysis of IMDB movie reviews using CLassical Machine Learning...	32	Emerging	3	Jupyter Notebook
10	aadimangla/IMDB-Movie-Reviews-Sentiment-Analysis It analyses the movie review entered by a user for any specific movie and...	31	Emerging	4	Jupyter Notebook
11	shayneobrien/sentiment-classification Neural sentiment classification of text using the Stanford Sentiment...	31	Emerging	15	Jupyter Notebook
12	hamza1886/bidirectional-lstm Text classification on IMDB dataset using Keras and Bi-LSTM network	31	Emerging	3	Python
13	Cornerstone-OnDemand/modelkit-imdb NLP sample project leveraging modelkit and the imdb reviews dataset	31	Emerging	3	Python
14	BerntA/NoReC-NLP Sentiment Analysis of a Norwegian review corpus	30	Emerging	2	Jupyter Notebook
15	uosdmlab/nsmc-zeppelin-notebook Movie review dataset Word2Vec & sentiment classification Zeppelin notebook	30	Emerging	26	—
16	turkish-nlp-suite/BeyazPerde-Movie-Reviews Repo for Turkish movie reviews dataset.	30	Emerging	6	—
17	keerthikkn/Movie_sentiment_analysis Sentiment analysis using Bag of words and ml models	30	Emerging	2	Jupyter Notebook
18	tarekmasryo/text-sentiment-analysis IMDB reviews sentiment analysis: EDA → TF-IDF baselines (NB/LogReg/Linear...	29	Experimental	6	Jupyter Notebook
19	ronakvijay/IMDB_Sentiment_Analysis Sentiment analysis on IMDB movie reviews.	28	Experimental	14	Jupyter Notebook
20	charlieegan3/rescore Sentiment analysis for movie reviews	28	Experimental	10	Ruby
21	nproellochs/NegationDataset Labeled sentences from IMDb movie reviews	28	Experimental	10	—
22	drexly/movie140reviewcorpus 네이버 영화 164397건 중 140자 평이 있는 영화별 평점 raw data for spark	27	Experimental	7	—
23	SaishaShetty/Machines-and-Sentiments Our project provides a review system that aims to use sentiment analysis to...	26	Experimental	8	Jupyter Notebook
24	pratikmjoshi/sentiment-analysis-moviereviews Classification of movie reviews according to their associated sentiment	25	Experimental	3	Jupyter Notebook
25	sahilee26/IMDB-Movie-Reviews-Sentiment-Analysis Sentimental analysis of IMDB movie reviews using Bag of Words, Word2Vec and...	25	Experimental	3	Jupyter Notebook
26	hellomasaya/sexism-in-movies Automating the study of sexism in movies (scripts) using Machine Learning and NLP.	25	Experimental	5	Jupyter Notebook
27	mahmoudjobeel1/Data-Analysis-of-Egyptian-Movies -This project targets the textual analysis of Egyptian movie plot summaries...	25	Experimental	2	Jupyter Notebook
28	tashapiro/nlp-rotten-tomatoes Predicting if movie reviews on Rotten Tomatoes are "Rotten" or "Fresh" using...	24	Experimental	5	Jupyter Notebook
29	AsadiAhmad/Naive-Base-Classifier Navie Base Classifier for classifiing imdb comments	23	Experimental	27	Jupyter Notebook
30	Davisy/Sentiment-Analysis-on-Movie-Reviews Classify the sentiment of sentences into two classes from the Rotten Tomatoes dataset	23	Experimental	2	Jupyter Notebook
31	shreyansh-2003/CinemAI.Insights-Movie_Script_Analyser CinemAI is a one stop solution solution created for movie buffs. The...	22	Experimental	6	Jupyter Notebook
32	jps1001/Sentiment-Analysis-On-Movie-Reviews Sentiment analysis on Rotten Tomatoes Dataset	22	Experimental	2	Jupyter Notebook
33	alberto-agudo/DeepLearning_MovieReviews By @alberto-agudo, @aa-batteries1 and @louismagowan. Sentiment Analysis of...	21	Experimental	1	Jupyter Notebook
34	Csaba79-coder/imdb-sentiment-lstm Many-to-one LSTM neural network for binary sentiment classification of IMDB...	20	Experimental	1	Python
35	ram-narayan-gupta-02/Sentiment-Analysis LSTM-based Sentiment Analysis on Kaggle movie reviews for Positive,...	20	Experimental	3	Jupyter Notebook
36	touti-ayoub/Web-scraping-for-sentiment-analysis-imdb Python notebook to scrap sci-fi movies from imdb and analyse users reviews...	20	Experimental	6	Jupyter Notebook
37	rallm/pytorch-imdb-sentiment-lstm A complete, step-by-step guide to building and training a sentiment analysis...	20	Experimental	1	Jupyter Notebook
38	alex-raw/imsdb_parse Parse movie scripts for linguistic analysis	20	Experimental	7	Python
39	lironbdolah/moviescoreai This RNN based model predicts movies popularity based on users reviews and...	19	Experimental	4	PureBasic
40	nssharmaofficial/review-sentiment-classifier Review classification in pytorch using LSTM	19	Experimental	3	Python
41	BeautifulBeer/Movie_Review_Sentiment_Analysis Kaggle Competition, "Movie Review Sentiment Analysis (Kernels Only)", with Pytorch	19	Experimental	3	Jupyter Notebook
42	Primus66/Natural-Language-Processing-Sentiment-Analysis IMDB dataset having 50,000 movie reviews for natural language processing or...	19	Experimental	3	Python
43	Shelbyayush/Movie-Sentiment-Analysis A modern web application for analyzing movie review sentiment using machine...	19	Experimental	—	HTML
44	KooroshRH/IMDB_NLP A project for comparing different NLP models with Flatten, LSTM, GRU, and...	19	Experimental	3	Jupyter Notebook
45	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
46	vukbatanovic/SerbMR The Serbian Movie Review Dataset	19	Experimental	4	—
47	SebaB29/CriticasPeliculas 🎬 Advanced NLP Sentiment Analysis engine for Spanish movie reviews....	19	Experimental	—	Jupyter Notebook
48	EvanGks/rnn-sentiment-analysis-imdb Recurrent Neural Networks (RNN) with LSTM for Sentiment Analysis on the IMDB...	18	Experimental	1	Jupyter Notebook
49	Losif01/imdb-movie-classifier Sentiment analysis project to correctly classify movie reviews, you can...	18	Experimental	1	Jupyter Notebook
50	Ahmadhammam03/movie-sentiment-analysis Professional VADER sentiment analysis on IMDb movie reviews with...	18	Experimental	1	Jupyter Notebook
51	tohid-yousefi/Sentiment_Analysis_on_Movie_Reviews In this section, we will do a sentiment analysis on movie reviews.	18	Experimental	2	Jupyter Notebook
52	Tech-Nomadic-X/NLP-Sentiment-Task2-CodeTech Sentiment Analysis on IMDB Reviews using Logistic Regression & TF-IDF \|...	18	Experimental	1	Jupyter Notebook
53	pranavbanga254/enhanced-sentiment-analysis A unique sentiment analysis model on IMDB reviews with custom negation...	18	Experimental	1	Python
54	Anitha-Chava/MovieSentimentAnalysis NLP-based movie review classifier using Scikit-learn and text preprocessing pipeline	18	Experimental	2	Python
55	AestheticVoyager/Text_Classification Text Classification Using TensorFlow-Parsing through movie reviews from...	17	Experimental	1	Python
56	singul4ri7y/sentiment-analyzer A simple Data-Science project which analyzes movie reviews and generates...	17	Experimental	1	Python
57	tan-hongkai/Alfie-Unscripted The app processes Alfie Solomons' dialogues to visualize his speech...	17	Experimental	1	Python
58	SCIA-Premium/Sentiment_analysis Sentiment Analysis with different NLP algorithm on the IMDB dataset. Naive...	17	Experimental	1	Jupyter Notebook
59	K-ee-nn/Sentiment-Analysis-Movie-Reviews NLP Essentials individual graded assignment \| AI Applications curriculum	17	Experimental	1	Jupyter Notebook
60	bashhike/movie_classifier Predict genre of movie from title and description using a Bidirectional LSTM.	17	Experimental	1	Python
61	Faisal-khann/Imdb_ReviewLab A web application that predicts the sentiment (positive or negative) of...	15	Experimental	—	Jupyter Notebook
62	kermz47/IMDB-Sentiment-Analysis 🎬 Analyze movie reviews using RNNs with LSTM and GRU models, featuring an...	14	Experimental	—	Python
63	SmeetAPatel1707/NLP_MODEL IMDB movie review sentiment analysis model using NLP and machine learning.	12	Experimental	1	Jupyter Notebook
64	Luna-CaiC/IMDB-Sentiment-Analysis-NLP A comprehensive sentiment analysis project on the IMDB dataset (50k...	12	Experimental	1	Jupyter Notebook
65	sanskritityagi31/Sentiment-Analysis-IMDB Sentiment Analysis on IMDB Movie Reviews using NLP and Deep Learning (LSTM...	12	Experimental	1	Jupyter Notebook
66	Avishekdevnath/Movie-Review-Sentiment-Analysis A machine learning application that analyzes movie reviews to predict...	11	Experimental	—	Python
67	adin-alxndr/imdb-sentiment-analysis Sentiment Analysis of IMDB Movie Reviews using Logistic Regression and Naive...	11	Experimental	—	Python
68	GavishtK/movie-review-sentiment-analysis NLP-based sentiment analysis system to classify movie reviews as positive or...	11	Experimental	—	Python
69	AnshulYadav05/NLP-Sentiment-_Analysis Sentiment Analysis on IMDB Reviews using Logistic Regression & TF-IDF \|...	11	Experimental	—	Jupyter Notebook
70	ShamsRupak/Sentiment-Analyzer-NLP Machine learning project that analyzes sentiment of movie reviews using NLP...	11	Experimental	—	Jupyter Notebook
71	anikashraful/nlp-project Lightweight NLP project for sentiment analysis of Rotten Tomatoes movie...	11	Experimental	—	Jupyter Notebook
72	suagar10/Ripe-Tomatoes A Discord bot which can classify comment sentiments on the fly.	11	Experimental	3	Jupyter Notebook
73	siliconsagenerd/NLP_Movie_Reviews NLP sentiment classifier trained on 50,000 IMDb movie reviews using TF-IDF...	11	Experimental	—	Python
74	AdityaJaswal01/Text_Classification Text classification using TensorFlow and TensorFlow Hub to perform sentiment...	11	Experimental	—	Python
75	samitugal/IMDB-NLP-Supervised-Learning An algorithm that can detect positive or negative comments by applying deep...	11	Experimental	4	Python
76	elif-aksy/text-classification-logreg TF-IDF + Logistic Regression pipeline for IMDB sentiment classification	11	Experimental	—	Jupyter Notebook
77	IvanBohorquez21/Movie-Sentiment-Analysis AI model to classify movie reviews using NLP and Logistic Regression.	11	Experimental	—	Jupyter Notebook
78	Tanwar-12/IMDB-SENTIMENT-ANALYSIS Our goal is to predict based on reviews from random person whether the...	11	Experimental	3	Jupyter Notebook
79	lenoben/review-detention-model A simple python ML model trained with scikit-learn on review datasets to...	11	Experimental	3	Jupyter Notebook
80	jrbjrb1212/Captain-Sentiment Sentiment Analysis of the Marvel Cinematic Universe	11	Experimental	4	Python
81	PRODHOSH/sentiment-analysis Sentiment analysis of IMDb movie reviews using Logistic Regression. Achieves...	11	Experimental	2	Python
82	nirmal2i43a5/Movie-Review-Sentiment-Predictive-Analysis This project focuses on sentiment analysis of movie reviews using the IMDB...	11	Experimental	1	Jupyter Notebook
83	sssongrm/eamc-master 基于LSTM的网易云音乐评论分析	11	Experimental	3	Python
84	pauhidalgoo/sentiment-analysis In-depth exploration of sentiment analysis on movie reviews with two...	10	Experimental	2	Jupyter Notebook
85	ndams55/Sentiment_Analysis_Challenge Sentiment Analysis IMBD dataset	10	Experimental	2	Jupyter Notebook
86	pratikmjoshi/imdb_sentiment_analysis A variety of approaches to the sentiment analysis of IMDB movie reviews...	10	Experimental	2	Jupyter Notebook
87	sminerport/IMDbSentimentClassifier A sentiment analysis model trained on the IMDb Movie Reviews Dataset to...	10	Experimental	1	Python
88	izaanz/movie-review-sentiment-analysis-nlp An NLP system for analyzing movie reviews and classifying their sentiment as...	10	Experimental	1	Jupyter Notebook
89	MON3EMPASHA/Sentiment-Analysis-for-Movie-Reviews Classifies IMDb movie reviews as positive/negative using Logistic Regression...	10	Experimental	1	Jupyter Notebook
90	hedzd/sentiment-analysis A sentiment analysis model for movie reviews, using NLP bigram and unigram...	10	Experimental	2	Python
91	MDVR9980/imdb-sentiment-analysis 🎬 Binary Sentiment Analysis on the IMDB 50K dataset. A classic NLP pipeline...	10	Experimental	1	Python
92	Shiva-Prasad-Naroju/Review-Sentimental-Analysis-using-SimpleRNN A web-based NLP model that classifies user reviews as positive or negative...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

SentimentAnalysis and Movie_sentiment_analysis (37 vs 30)