{"id":26878077,"url":"https://github.com/affec-ds/playlist-generator","last_synced_at":"2026-04-28T20:07:50.369Z","repository":{"id":283923709,"uuid":"953305060","full_name":"affec-ds/Playlist-Generator","owner":"affec-ds","description":"App web de recomendación de playlists basada en emociones del usuario. 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Desarrollada con **Python**, **Flask** y un dataset real de más de 20.000 canciones.\r\n\r\n---\r\n\r\n## 🧠 Objetivo del Proyecto\r\n\r\nConstruir un sistema de recomendación musical que entregue playlists personalizadas, alineadas al estado emocional seleccionado por el usuario, mediante técnicas de análisis exploratorio y aprendizaje no supervisado.\r\n\r\n---\r\n\r\n## 🚀 Demo desplegada\r\n\r\n👉 [Probar la aplicación en Render](https://playlistgenerator-vwec.onrender.com/)\r\n\r\n---\r\n\r\n## 🛠️ Tecnologías Utilizadas\r\n\r\n- Python 3\r\n- Jupyter Notebook\r\n- Flask\r\n- Pandas · Scikit-learn · Matplotlib · Seaborn\r\n- HTML + Bootstrap (interfaz simple)\r\n\r\n---\r\n\r\n## 🧬 Metodología\r\n\r\n1. **Dataset**  \r\n   Más de 20.000 canciones con variables como `valence`, `energy`, `danceability` y `tempo`. Obtenido a través de [Google Dataset Search](https://datasetsearch.research.google.com/), con redirección a Kaggle.\r\n\r\n2. **EDA**  \r\n   Análisis exploratorio para comprender la distribución emocional de las canciones y su agrupamiento natural.\r\n\r\n3. **Clustering**  \r\n   Uso de K-Means para segmentar las canciones en clusters representativos de distintos estados emocionales (\"moods\").\r\n\r\n4. **Recomendación**  \r\n   El usuario selecciona una emoción y la app devuelve canciones pertenecientes al cluster más alineado a ese estado emocional.\r\n\r\n5. **Despliegue Web**  \r\n   El flujo fue migrado a Flask para transformar el proyecto en una aplicación web funcional y accesible.\r\n\r\n---\r\n\r\n## 🎯 Funcionalidades principales\r\n\r\n- Selección de emoción desde la interfaz.\r\n- Recomendación automática de canciones según estado emocional.\r\n- Regeneración de playlist con la misma emoción.\r\n- Opción de cambiar de emoción y generar una nueva playlist.\r\n- Flujo de usuario limpio, visual simple y funcionamiento estable.\r\n\r\n---\r\n\r\n## ▶️ Cómo ejecutar este proyecto\r\n\r\n1. **Clona este repositorio:**\r\n   ```bash\r\n   git clone https://github.com/affec-ds/Playlist-Generator.git\r\n\r\n2. **Navega al directorio del proyecto:**\r\n   ```bash\r\n   cd Playlist-Generator\r\n   \r\n4. **Instala las dependencias:**\r\n   ```bash\r\n   pip install -r requirements.txt\r\n   \r\n6. **Ejecuta la aplicación localmente:**   \r\n   ```bash\r\n   flask run\r\n\r\n---\r\n\r\n## 📩 Contacto\r\n\r\n💼[Conectemos en LinkedIn](https://cl.linkedin.com/in/affectusjaureguizar)\r\n\r\n💼[GitHub](https://github.com/affec-ds)\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faffec-ds%2Fplaylist-generator","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faffec-ds%2Fplaylist-generator","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faffec-ds%2Fplaylist-generator/lists"}