{"id":29253491,"url":"https://github.com/anikchand461/personality-predictor","last_synced_at":"2026-04-28T14:34:20.342Z","repository":{"id":302112157,"uuid":"1011304137","full_name":"anikchand461/personality-predictor","owner":"anikchand461","description":"A Streamlit web app that predicts whether a person is an introvert or extrovert based on behavioral data using a Random Forest classifier.","archived":false,"fork":false,"pushed_at":"2025-06-30T16:29:12.000Z","size":0,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-06-30T16:50:29.940Z","etag":null,"topics":["classification","introvert-extrovert","machine-learning","personality-prediction","random-forest-classifier","streamlit"],"latest_commit_sha":null,"homepage":"https://personality-predictorr.streamlit.app","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/anikchand461.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,"zenodo":null}},"created_at":"2025-06-30T15:56:15.000Z","updated_at":"2025-06-30T16:29:15.000Z","dependencies_parsed_at":"2025-06-30T17:01:51.097Z","dependency_job_id":null,"html_url":"https://github.com/anikchand461/personality-predictor","commit_stats":null,"previous_names":["anikchand461/personality-predictor"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/anikchand461/personality-predictor","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anikchand461%2Fpersonality-predictor","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anikchand461%2Fpersonality-predictor/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anikchand461%2Fpersonality-predictor/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anikchand461%2Fpersonality-predictor/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/anikchand461","download_url":"https://codeload.github.com/anikchand461/personality-predictor/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/anikchand461%2Fpersonality-predictor/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32385180,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-28T14:34:11.604Z","status":"ssl_error","status_checked_at":"2026-04-28T14:32:37.009Z","response_time":56,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"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":["classification","introvert-extrovert","machine-learning","personality-prediction","random-forest-classifier","streamlit"],"created_at":"2025-07-04T02:02:51.834Z","updated_at":"2026-04-28T14:34:20.326Z","avatar_url":"https://github.com/anikchand461.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# 🧠 Personality Predictor - Introvert vs Extrovert\n\nA **Streamlit web app** that predicts whether a person is an **introvert or extrovert** based on behavioral traits using a **Random Forest Classifier**.\n\n### 🔗 Live Demo\n\n👉 [Click to Try the App](https://personality-predictorr.streamlit.app)\n\n---\n\n## 📌 Features\n\n* Takes in 4 simple inputs:\n\n  * Social event attendance\n  * Frequency of going outside\n  * Social media post frequency\n  * Friends circle size\n* Predicts personality type: **Introvert 🪫** or **Extrovert 🎉**\n* Built with:\n\n  * Python 🐍\n  * Scikit-learn\n  * Streamlit\n  * Joblib\n\n---\n\n## 🧪 Dataset Info\n\n* Source: [Kaggle Dataset](https://www.kaggle.com/datasets/rakeshkapilavai/extrovert-vs-introvert-behavior-data)\n* 2900 rows × 8 columns\n* Preprocessing steps:\n\n  * Converted categorical variables to binary (Yes/No → 1/0)\n  * Selected features with positive correlation to target\n  * Imputed missing values using `SimpleImputer`\n  * Used Random Forest for classification\n\n---\n\n## ⚙️ How to Run Locally\n\n### 1. Clone the Repository\n\n```bash\ngit clone https://github.com/your-username/personality-predictor.git\ncd personality-predictor\n```\n\n### 2. Install Requirements\n\n```bash\npip install -r requirements.txt\n```\n\n### 3. Run Streamlit App\n\n```bash\nstreamlit run app.py\n```\n\n---\n\n## 📁 File Structure\n\n```\n├── app.py                # Main Streamlit app\n├── personality_model.pkl # Trained Random Forest model\n├── requirements.txt      # Python dependencies\n└── README.md             # Project documentation\n```\n\n---\n\n## 📊 Model Performance\n\n* ✅ Accuracy: **90.3%**\n* 📈 R² Score: **0.62**\n* ✔️ Trained using `RandomForestClassifier` from Scikit-learn\n\n---\n\n## 📄 License\n\nThis project is licensed under the [MIT License](LICENSE).\n\n---\n\n## 🙇‍♂️ Author\n\nDeveloped by **Anik Chand**\n\n🔗 [LinkedIn](https://linkedin.com/in/anikchand) | [GitHub](https://github.com/your-username)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanikchand461%2Fpersonality-predictor","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fanikchand461%2Fpersonality-predictor","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fanikchand461%2Fpersonality-predictor/lists"}