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NBA Players KMeans clustering

Description

Extraction of NBA statistics from "basketball-reference.com" to visualise them and detect trends and patterns. Clustering of the top players using KMeans algorithm.

Revised skills

  • Web scrapping with BeautifulSoup
  • Data cleaning with pandas
  • Visualisation in Seaborn and Bokeh
  • Unsupervised learning: KMeans clustering and PCA 2D visualisation with scikit-learn

Results

Visualisation of the PCA components 1 and 2 in Bokeh after KMeans clustering: Clustering

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  • Python 63.9%
  • HTML 36.1%