{"id":20804338,"url":"https://github.com/armandfs/app-review-sentiment-analysis","last_synced_at":"2026-05-08T03:15:19.334Z","repository":{"id":259835691,"uuid":"879292210","full_name":"ArmandFS/app-review-sentiment-analysis","owner":"ArmandFS","description":"This is a machine learning sentiment analysis project that is focused on creating sentiments on application reviews from Google Play Store. This project will scrape user review data from the application CrunchyRoll.","archived":false,"fork":false,"pushed_at":"2024-11-15T06:12:24.000Z","size":7038,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-01-18T12:52:25.323Z","etag":null,"topics":["machine-learning","python","sentiment-analysis","sklearn"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/ArmandFS.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-10-27T14:25:53.000Z","updated_at":"2024-11-15T06:12:27.000Z","dependencies_parsed_at":"2024-11-15T07:29:26.620Z","dependency_job_id":null,"html_url":"https://github.com/ArmandFS/app-review-sentiment-analysis","commit_stats":null,"previous_names":["armandfs/app-review-sentiment-analysis"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArmandFS%2Fapp-review-sentiment-analysis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArmandFS%2Fapp-review-sentiment-analysis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArmandFS%2Fapp-review-sentiment-analysis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/ArmandFS%2Fapp-review-sentiment-analysis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/ArmandFS","download_url":"https://codeload.github.com/ArmandFS/app-review-sentiment-analysis/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":243148817,"owners_count":20244052,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["machine-learning","python","sentiment-analysis","sklearn"],"created_at":"2024-11-17T19:08:46.665Z","updated_at":"2025-12-28T06:11:18.102Z","avatar_url":"https://github.com/ArmandFS.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 📱💬 Crunchyroll Review Sentiment Analysis 📱💬\n\n## ⭐ Project Overview ⭐\nThis project analyzes the sentiments of reviews for the **Crunchyroll app** on the Google Play Store 📊. Using **Natural Language Processing (NLP)** and **Machine Learning**, we aim to classify reviews as **positive**, **neutral**, or **negative**. \n\n### ✨ Objectives ✨\n- **Understand user sentiment**: Learn how to create a sentiment analysis model and implement it in a local Streamlit app.\n- **Drive business decisions**: Listen to user feedback, understand criticism, and improve the app's performance and features.\n\n### 🚀 Tech Stack 🚀\n- **Python** : for computation and modeling.\n- **Streamlit** : for an interactive web application.\n- **Scikit-Learn** : for logistic regression, random forest, and TF-IDF vectorization.\n- **NLTK** 🧠 for text preprocessing and analysis.\n\n---\n\n### 📌 Key Features 📌:\n- **Sentiment Classification**: Automatically classifies reviews as **positive**, **neutral**, or **negative**.\n- **Real-Time Analysis**: Enter any review text and get sentiment analysis instantly.\n- **Data Visualization**: Visualize sentiment distribution of Crunchyroll reviews.\n\n\nFeel free to explore and contribute! 😊\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Farmandfs%2Fapp-review-sentiment-analysis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Farmandfs%2Fapp-review-sentiment-analysis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Farmandfs%2Fapp-review-sentiment-analysis/lists"}