NBA-Analytics

Publish my NBA analytical projects

• Behance article link
• Figma presentation with the NBA analytics below: link

2023 NBA Playoffs

2022 - 23 NBA Regular Season stats

Effective Field Goal Percentage for Golden State Warriors in Regular Season since 1996-97

NBA most improved teams in 2022-23 Regular Season

Three point field percentage analysis for NBA teams qualified for Playoffs in 2022-23 Season

1. NBA Top 20 All-Time Points Leaders - Regular Season VS Playoffs - Link

NBA Stats Analysis of the Top 20 All-time Points Leaders. Stats for Regular Season and Playoffs where we can see how much each player contributes to the different games in which they played.

This analysis contains data until October 21st 2018.

I’ve used the d3heatmap which easily represents all the players stats. We can hover over on it to see the name of the player, the stats and value.

2. Wins comparison over the last four seasons - Link

In this analysis, we can compare the number of games won by each team by conference over the last four seasons.

We can see what teams

• performed more consistently over the last four seasons with similar number of games won.
• showed and upward/downward trend.

I’ve used the plotly package for the visualization.

3. Average points per season - NBA conference - Link

The following plotly graphs contains the average number of points each NBA conference made per season.

We can compare which conference made the highest average number of points by hovering over on each coloured bar.

I have used plotly graph for visualization.

4. Average points per season - NBA conference - Flexdashboard - Link

The following flexdashboard contains two plotly graphs which represent the average number of points each NBA conference made per season.

We can compare which conference made the highest average number of points by hovering over on each coloured bar.

I have used plotly graph for visualization. Both graphs use the same data sets.

5. All-time best players by stats: Regular Season VS Playoffs - Flexdashboard - Link

NBA Stats Analysis of the Top 20 All-time Leaders

• Points
• Assists
• FGM
• Rebounds
• Steals

Stats for Regular Season and Playoffs where we can see how much each player contributes to the different games in which they played.

This analysis contains data until October 21st 2018.

I’ve used the d3heatmap which easily represents all the players stats. We can hover over on it to see the name of the player, the stats and value.

6.NBA Team Analysis - Wins VS Points - Link

7.Sport- NBA Analytics - Last three seasons analysis - Link

8. NBA - Top 10 All-time leaders in Points - Link