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A quick interactive Notebook to visualize some NBA players stats (points, assists, steals, blocks...) and totals, rankings and comparisons. Feel free to add any player in the .csv data files. ๐Ÿ€

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Justsecret123/NBA-Players-Stats-analysis

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NBA-Players-Stats-analysis

A quick interactive Notebook to visualize some NBA players stats (points, assists, steals, blocks...) and totals, rankings and comparisons. Feel free to add any player in the .csv data files. ๐Ÿ€

Features

Heatmaps:

Heatmap:

Players comparison:

Players_comparison:

Before comparing two players, make sure to run all the cells.

Totals by position:

Totals_by_position:

Players stats prediction

Prediction:

Additional features

Adding new players via the "New player" notebook

How to use

Players_stats analysis notebook

1-Navigate to the desired section (ex: -> Heatmap)

Heatmap_section:

For convenience purposes, all the sections are designed this way.

2-Interact with controls/widgets:

Interactions:

Prediction notebook

Open the notebook, run all the cells and fill the input fields. The prediction and an analysis process will autmatically start/resume. Predictions

New player notebook

Open the notebook, run all the cells and fill the input fields. The player will be automatically added

Prerequisites

  • Language: Python 3.x or higher
  • IDE: Jupyter Lab and Jupyter Lab widgets installed.
  • Libraries: Pandas, Matplotlib, NumPy, Seaborn, IPywidgets, IPython, Scikit-learn

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A quick interactive Notebook to visualize some NBA players stats (points, assists, steals, blocks...) and totals, rankings and comparisons. Feel free to add any player in the .csv data files. ๐Ÿ€

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