{"id":24795981,"url":"https://github.com/yashrajgithub/emotion-recognization-and-analysis","last_synced_at":"2026-04-13T20:02:20.278Z","repository":{"id":273655856,"uuid":"920442207","full_name":"Yashrajgithub/Emotion-Recognization-and-Analysis","owner":"Yashrajgithub","description":"This Emotion Detection Web App uses NLP and facial emotion recognition to analyze emotions from text or video. It offers text-based emotion prediction with probability visualization and a feedback form. Real-time webcam emotion detection is included (currently disabled due to compatibility).","archived":false,"fork":false,"pushed_at":"2025-01-22T16:05:40.000Z","size":5214,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-24T20:17:23.060Z","etag":null,"topics":["altair","api","cnn-classification","data-processing","decision-trees","fer","joblib","knn-classification","logistic-regression","machine-learning","nlp-machine-learning","opencv","python3","speech-recognition","streamlit","streamlit-webapp","webcam"],"latest_commit_sha":null,"homepage":"https://tinyurl.com/mr2ftj8p","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Yashrajgithub.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","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":"2025-01-22T06:43:20.000Z","updated_at":"2025-01-22T16:05:44.000Z","dependencies_parsed_at":null,"dependency_job_id":"ed278464-012f-4f7c-983b-1cf9c8aea761","html_url":"https://github.com/Yashrajgithub/Emotion-Recognization-and-Analysis","commit_stats":null,"previous_names":["yashrajgithub/emotion-recognization-and-analysis"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Yashrajgithub/Emotion-Recognization-and-Analysis","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yashrajgithub%2FEmotion-Recognization-and-Analysis","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yashrajgithub%2FEmotion-Recognization-and-Analysis/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yashrajgithub%2FEmotion-Recognization-and-Analysis/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yashrajgithub%2FEmotion-Recognization-and-Analysis/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Yashrajgithub","download_url":"https://codeload.github.com/Yashrajgithub/Emotion-Recognization-and-Analysis/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Yashrajgithub%2FEmotion-Recognization-and-Analysis/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":31768649,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-13T15:25:13.801Z","status":"ssl_error","status_checked_at":"2026-04-13T15:25:09.162Z","response_time":93,"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":["altair","api","cnn-classification","data-processing","decision-trees","fer","joblib","knn-classification","logistic-regression","machine-learning","nlp-machine-learning","opencv","python3","speech-recognition","streamlit","streamlit-webapp","webcam"],"created_at":"2025-01-30T00:30:26.461Z","updated_at":"2026-04-13T20:02:20.252Z","avatar_url":"https://github.com/Yashrajgithub.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n    \u003ch1\u003e 😊 Emotion Detection Web App \u003c/h1\u003e\n\u003c/div\u003e\n\n---\n\n\u003cdiv align=\"center\"\u003e\n    \u003ch3\u003eLink : https://emotion-recognization-and-analysis-mp.streamlit.app/ \u003c/h3\u003e\n\u003c/div\u003e\n\n---\n\nThis project is a web-based **Emotion Detection Application** that leverages **Natural Language Processing (NLP)** and **Facial Emotion Recognition** to analyze and predict emotions from text or real-time video input.\n\n---\n\n## 🌟 Features\n\n* **Text Emotion Analysis**:\n  - Enter text or use speech input to analyze the emotion.\n  - Outputs a predicted emotion along with a confidence score.\n  - Displays a bar chart of prediction probabilities.\n\n* **Real-Time Webcam Emotion Detection** *(currently disabled)*:\n  - Detects emotions using a webcam feed.\n  - Employs **OpenCV** and **FER** for real-time emotion detection.\n\n* **Feedback Form**:\n  - Users can submit feedback or suggestions directly through the app.\n\n---\n\n## 🛠️ Technology Stack\n\n* **Programming Language**: Python\n* **Framework**: Streamlit\n* **NLP Libraries**: NLTK, HuggingFace Transformers\n* **Emotion Recognition Libraries**: OpenCV, FER, TensorFlow\n* **Visualization**: Altair\n* **Other Tools**: Joblib, SpeechRecognition, Pandas, NumPy\n\n---\n\n## 📂 Directory Structure\n\n```plaintext\n📁 EmotionDetectionApp\n├── 📁 model\n│   └── emotion_classifier_pipe_lr.pkl  # Pre-trained emotion detection model\n├── 📄 app.py  # Main application code\n└── 📄 requirements.txt  # List of dependencies\n\n- `model/emotion_classifier_pipe_lr.pkl`: Pre-trained emotion classification model.\n- `app.py`: Main application code.\n- `requirements.txt`: Python dependencies for the project.\n- `README.md`: Project documentation.\n```\n---\n\n## 🚀 How to Run\n\n1. **Clone the Repository**:\n   ```bash\n   git clone https://github.com/Yashrajgithub/Emotion-Recognization-and-Analysis.git\n\n2. **Run the Application**:\n   ```bash\n   streamlit run app.py\n\n3. **Access the App:**\n   ```bash\n   usually http://localhost:8501\n\n---\n\n## 📖 _Usage_\n\n* **Home**:  \n  - Choose between _\"Text Recognition\"_ or _\"Webcam Emotion Detection.\"_\n  - Enter text, or use the speech-to-text functionality to predict emotions.\n\n* **About**:  \n  - Learn about the project's purpose, technology stack, and functionality.\n\n* **Feedback**:  \n  - Submit feedback or suggestions via the provided form.\n\n---\n\n## 📸 Webapp\n\n| 1. Home Page |\n|---------------------------|\n| ![Home Page](https://github.com/Yashrajgithub/Emotion-Recognization-and-Analysis/blob/main/Home%20Page.png) |\n\n| 2. Result Page: |  \n| ------------------------|\n| ![Result Page](https://github.com/Yashrajgithub/Emotion-Recognization-and-Analysis/blob/main/Result.png) |\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyashrajgithub%2Femotion-recognization-and-analysis","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fyashrajgithub%2Femotion-recognization-and-analysis","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyashrajgithub%2Femotion-recognization-and-analysis/lists"}