Datasets:

Tomertg
/

stats

This project analyzes NBA player performance trends from 1990 to 2024 using season-level data. The goal was to clean, explore, visualize, and interpret long-term changes in scoring, assists, 3-point shooting, and player height. The dataset was filtered to include only NBA players, and the selected features were Season_Year, PTS, AST, 3PM, and height_cm. After cleaning, the final dataset contained 7,633 rows and 6 columns.

Dataset Overview
Source: players_stats_by_season_full_details.csv
Filtered to NBA players only
Years included: 1990–2024
Final shape: 7,633 rows × 6 columns
Selected features: Season_Year, PTS, AST, 3PM, height_cm

Data Cleaning

Removed non-NBA rows
Dropped missing values
Extracted numeric year from season strings
Converted selected columns to numeric types
Filtered dataset to valid timeline (1990–2024)
Calculated yearly averages
Validated summary statistics

Research Questions

How have points and assists per player changed over time?
How did 3-point shooting evolve between 1990 and 2024?
Did the average height of NBA players change over time?
What is the relationship between scoring, assists, height, and 3PM?
Does the NBA rely more on isolation scoring or on teamwork over time?

Visualizations and Insights

Average Points and Assists per Player (1990–2024)

Average 3-Point Shots Made per Player

Average Player Height Over Time

Points vs Assists Over Time

Points-to-Assists Ratio

Correlation Matrix

Summary of Findings

Average points per player increased slightly over time.
Assists per player grew steadily, indicating improved teamwork and spacing.
Three-point shooting increased significantly after 2010.
Player height remained stable, suggesting strategy and spacing mattered more than size.
The points-to-assists ratio reveals tactical differences across eras.

Overall Result
The NBA evolved from slower, isolation-heavy basketball into a modern, fast-paced, perimeter-oriented, analytics-driven style of play.