spotify_app

Creation of a simple spotify app that can cluster the "liked songs" playlist from user preference.

Final output

Dynamic plot of each top3 songs in each cluster:

Here is a static plot, all songs in a 2D projected view (with UMAP) and clustered with HDBSCAN and mahalanobis metric:

Name		Name	Last commit message	Last commit date
Latest commit History 42 Commits
img		img
kaggle_data		kaggle_data
lib_spotify_app		lib_spotify_app
.gitignore		.gitignore
1_data_preparation.ipynb		1_data_preparation.ipynb
2_eda_genre_study.ipynb		2_eda_genre_study.ipynb
2_old_spotify_app_genre_detailed.py		2_old_spotify_app_genre_detailed.py
3_eda_umap_clustering.ipynb		3_eda_umap_clustering.ipynb
3short_eda_umap_clustering.ipynb		3short_eda_umap_clustering.ipynb
4_data_understanding.ipynb		4_data_understanding.ipynb
4_data_understanding.py		4_data_understanding.py
5_dashboard_creation.py		5_dashboard_creation.py
5_model_fine_tuning.py		5_model_fine_tuning.py
5_modeling.py		5_modeling.py
5a_modeling_optim.ipynb		5a_modeling_optim.ipynb
5b_modeling_hyper.ipynb		5b_modeling_hyper.ipynb
5b_modeling_hyper.py		5b_modeling_hyper.py
5c_modeling_test.py		5c_modeling_test.py
6_model_deployement.ipynb		6_model_deployement.ipynb
6b_model_deployement_w_kaggle_data.ipynb		6b_model_deployement_w_kaggle_data.ipynb
7_dashboard.py		7_dashboard.py
LICENSE		LICENSE
README.md		README.md
requirements.txt		requirements.txt
spotify_app_dash.py		spotify_app_dash.py