{"id":22127933,"url":"https://github.com/dmunasingha/spotify-mix-algorithm","last_synced_at":"2025-03-24T08:34:51.909Z","repository":{"id":252442873,"uuid":"840456367","full_name":"dmunasingha/spotify-mix-algorithm","owner":"dmunasingha","description":"Music Recommendation System: A Python-based music recommendation system using collaborative and content-based filtering techniques. Provides personalized song suggestions based on user preferences and song features.","archived":false,"fork":false,"pushed_at":"2024-08-09T18:49:14.000Z","size":3,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-01-29T14:09:55.379Z","etag":null,"topics":["algorithm","filtering","music","python","recommendation-system","spotify"],"latest_commit_sha":null,"homepage":"","language":"Python","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/dmunasingha.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":"2024-08-09T18:44:02.000Z","updated_at":"2024-10-25T20:43:03.000Z","dependencies_parsed_at":"2024-08-09T20:18:35.594Z","dependency_job_id":"8fe82528-9dc2-4b39-a877-fda3e3a77a12","html_url":"https://github.com/dmunasingha/spotify-mix-algorithm","commit_stats":null,"previous_names":["dmunasingha/spotify-mix-algorithm"],"tags_count":1,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmunasingha%2Fspotify-mix-algorithm","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmunasingha%2Fspotify-mix-algorithm/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmunasingha%2Fspotify-mix-algorithm/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dmunasingha%2Fspotify-mix-algorithm/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dmunasingha","download_url":"https://codeload.github.com/dmunasingha/spotify-mix-algorithm/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245235741,"owners_count":20582297,"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":["algorithm","filtering","music","python","recommendation-system","spotify"],"created_at":"2024-12-01T17:22:34.252Z","updated_at":"2025-03-24T08:34:51.884Z","avatar_url":"https://github.com/dmunasingha.png","language":"Python","readme":"You can name the file something descriptive like `music_recommendation_system.py`. Here’s a `README.md` to explain how to use the script:\n\n### `README.md`\n\n```markdown\n# Music Recommendation System\n\nThis project demonstrates a simple music recommendation system using both collaborative filtering and content-based filtering techniques. It provides recommendations based on user listening history and music features.\n\n## File Structure\n\n- `music_recommendation_system.py`: Contains the implementation of the recommendation algorithms.\n\n## Prerequisites\n\nBefore running the script, ensure you have the necessary Python libraries installed. You can install them using pip:\n\n```bash\npip install numpy pandas scikit-learn\n```\n\n## Usage\n\n1. **Clone the Repository**: Clone the repository or download the `music_recommendation_system.py` file to your local machine.\n\n2. **Run the Script**: Execute the script using Python.\n\n    ```bash\n    python music_recommendation_system.py\n    ```\n\n3. **View Recommendations**: The script will output the recommendations based on collaborative filtering and content-based filtering.\n\n## How It Works\n\n### Collaborative Filtering\n\n- Calculates similarity between users based on their listening history.\n- Recommends songs that similar users have enjoyed but the current user hasn't listened to yet.\n\n### Content-Based Filtering\n\n- Uses track features such as genre and mood to build a profile of the user's preferences.\n- Recommends songs that match the user's profile based on feature similarity.\n\n## Example Output\n\nThe script will print recommendations from both methods:\n\n```\nCollaborative Filtering Recommendations:\nSong1: 4.5\nSong5: 3.0\n\nContent-Based Filtering Recommendations:\nSong1\nSong3\n```\n\n## Customization\n\nYou can customize the data in the `user_item_matrix` and `track_features` variables to suit your needs. For a real-world application, consider using a larger dataset and more advanced techniques.\n\n## License\n\nThis project is licensed under the MIT License. See the [LICENSE](LICENSE) file for details.\n\n## Acknowledgments\n\nThis project uses the following libraries:\n\n- [NumPy](https://numpy.org/)\n- [Pandas](https://pandas.pydata.org/)\n- [Scikit-learn](https://scikit-learn.org/)\n```\n\n### Notes:\n\n- **Customization**: If you use different data sources or formats, adjust the `user_item_matrix` and `track_features` accordingly.\n- **Advanced Features**: For more advanced implementations, consider integrating with real data sources and using additional techniques like matrix factorization or deep learning models.\"# spotify-mix-algorithm\"  git init git add README.md git commit -m \"initial commit\" git branch -M main git remote add origin https://github.com/dmunasingha/spotify-mix-algorithm.git git push -u origin main\n\"# spotify-mix-algorithm\"  git init git add README.md git commit -m \"initial commit\" git branch -M main git remote add origin https://github.com/dmunasingha/spotify-mix-algorithm.git git push -u origin main\n\"# spotify-mix-algorithm\" \n\n```\n---\n\n## Contact\n\nFor any inquiries, please contact [dunix00@gmail.com](mailto:dunix00@gmail.com).\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmunasingha%2Fspotify-mix-algorithm","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdmunasingha%2Fspotify-mix-algorithm","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdmunasingha%2Fspotify-mix-algorithm/lists"}