nba_defenders_and_shot_distance's Introduction

NBA: Analyzing Opponent Shot Distances

Introduction

This project aims to analyze the effect of certain defensive centers by looking at shot distance.

How to use

To write

Example Results

Data Dictionary

Main Fields

FG_perc_* : field goal percentage by shot distance
shotFreq_* : shot frequency calculated by shot attempts divided by total shots taken under condition

Subfields

league: numbers calculated without player's team's games
with_player: only include shots taken when player is on the court
without_player: team possessions where player is not on the court

Players of Interest

Bam Adebayo
Rudy Gobert
Draymond Green
Deandre Ayton
Myles Turner
Nikola Jokic
Giannis Antetokounmpo
Robert Williams III
Jaren Jackson Jr
Joel Embiid
Jarrett Allen
Evan Mobley

To Do

Write general config using hydra
Write general script for plotting charts without annotations

Technologies Used

nba_api library
Python 3.10
Python dataclasses
Plotly
PIL

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