Extraction of NBA statistics from "basketball-reference.com" to visualise them and detect trends and patterns. Clustering of the top players using KMeans algorithm.
- Web scrapping with BeautifulSoup
- Data cleaning with pandas
- Visualisation in Seaborn and Bokeh
- Unsupervised learning: KMeans clustering and PCA 2D visualisation with scikit-learn
Visualisation of the PCA components 1 and 2 in Bokeh after KMeans clustering: