Dataset generado mediante web scraping responsable desde basketball-reference.com. Incluye estadísticas de jugadores NBA por temporada (PPG, RPG, APG, WS) y perfiles personales enriquecidos (altura, alias, logros…).

NBA Player Game Stats - 2024/2025 Season

This dataset provides comprehensive performance statistics for NBA players throughout the 2024/2025 season. It includes both advanced and traditional stats, making it ideal for player performance analysis, efficiency assessments, and exploring game patterns and trends. Data was collected from reliable sources, ensuring quality and consistency across each record.

Column Descriptions

• Player: Name of the player.
• Tm: Abbreviation of the player's team.
• Opp: Abbreviation of the opposing team.
• Res: Result of the game for the player's team.
• MP: Minutes played, represented as a float (e.g., 23.5 = 23 minutes and 30 seconds).
• FG: Field goals made.
• FGA: Field goal attempts.
• FG%: Field goal percentage.
• 3P: 3-point field goals made.
• 3PA: 3-point field goal attempts.
• 3P%: 3-point shooting percentage.
• FT: Free throws made.
• FTA: Free throw attempts.
• FT%: Free throw percentage.
• ORB: Offensive rebounds.
• DRB: Defensive rebounds.
• TRB: Total rebounds.
• AST: Assists.
• STL: Steals.
• BLK: Blocks.
• TOV: Turnovers.
• PF: Personal fouls.
• PTS: Total points scored.
• GmSc: Game Score, a metric summarizing player performance for the game.
• Data: Date of the game in YYYY-MM-DD format.

Usage Examples

This dataset is perfectly suited for: - Statistical analysis: Gain insights into player and team performance trends. - Machine learning projects: Build predictive models using detailed player stats. - Performance prediction: Forecast player outcomes or team results. - Player comparisons: Analyze players across various metrics and categories. - Efficiency analysis: Evaluate player and team efficiency, comparing statistics across games. - Game trend exploration: Investigate patterns within the season, identifying shifts in strategies and performance.

I scraped player stats for all NBA seasons, ranging from 1949-50 to 2021-22, from Basketball Reference.

The team Payroll and player salary data was scraped from Hoops Hype.

I utilized the nba_api python package to scrape all of the box score data.

To see the code for scraping both sites see my Github repo.

This data set is an update to datasets such as NBA Player Stats & NBA Data from Basketball Reference.

El dataset ha sido recogido únicamente con fines educaciones desde la web “https://www.basketball-reference.com” los cuales son los dueños legítimos y originales de esta información. El dataset contiene estadísticas individuales de los jugadores de la NBA durante el transcurso tanto de la fase regular como de la fase de “play offs” de la liga. Estas estadísticas representan diferentes aspectos básicos del juego habituales en este deporte. El dataset recoge de forma general las estadísticas, a final de temporada, de la media por partido en diferentes aspectos del deporte.

Analysis of ‘NBA Player Stats (2019-20)’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/nicklauskim/nba-per-game-stats-201920 on 28 January 2022.

--- Dataset description provided by original source is as follows ---

Context

The 2019-20 NBA season is now officially over, closing the books on a season that has been truly remarkable in so many ways. As an avid basketball fan, I watched this season very closely and seeing as I haven't yet seen a complete, compiled set of statistics for the 2020 season, I went about creating this dataset!

Content

This dataset contains several files, each pertaining to a different type of statistic (basic, advanced, per 36 mins, etc.) for all players for the 2019-20 NBA regular season. This dataset contains all kinds of basic and advanced stats, from points and rebounds to box plus-minus and VORP.

Inspiration

These stats can be used for a variety of visualization tasks and exploratory data analysis to show trends and oddities in the numbers these players produced this season. Some example questions to ponder:

• Who were the most efficient scorers in the league this season? Where were these players most effective?
• What numbers are the biggest indicators of a player's contributions to his team's success?
• How were certain stats distributed by position? Are there any outliers, such as Nikola Jokić's assist averages at center or Ben Simmon's three-point numbers as an All-NBA point guard?
• Which players are similar to each other?

I look forward to seeing some of your insights! Have fun with it, NBA fans!

--- Original source retains full ownership of the source dataset ---

Context

• The National Basketball Association (NBA) is an American men's professional basketball league.
• It is composed of 30 teams (29 in the United States and 1 in Canada) and is one of the four major professional sports leagues in the United States and Canada.
• It is the premier men's professional basketball league in the world.
• The league was founded in New York City on June 6, 1946, as the Basketball Association of America (BAA).
• It changed its name to the National Basketball Association on August 3, 1949, after merging with the competing National Basketball League (NBL).
• The NBA's regular season runs from October to April, with each team playing 82 games.

• The league's playoff tournament extends into June. As of 2020, NBA players are the world's best paid athletes by average annual salary per player.

• The NBA is an active member of USA Basketball (USAB), which is recognized by the FIBA (International Basketball Federation) as the national governing body for basketball in the United States.

• The league's several international as well as individual team offices are directed out of its head offices in Midtown Manhattan, while its NBA Entertainment and NBA TV studios are directed out of offices located in Secaucus, New Jersey.

The NBA is the third wealthiest professional sport league after the National Football League (NFL) and Major League Baseball (MLB) by revenue.

Content

1. GM, GP; GS: games played; games started 2.PTS: points 3.FGM, FGA, FG%: field goals made, attempted and percentage 4.FTM, FTA, FT%: free throws made, attempted and percentage 5.3FGM, 3FGA, 3FG%: three-point field goals made, attempted and percentage 6.REB, OREB, DREB: rebounds, offensive rebounds, defensive rebounds 7.AST: assists 8.STL: steals 9.BLK: blocks 10.TO: turnovers 11.EFF: efficiency: NBA's efficiency rating: (PTS + REB + AST + STL + BLK − ((FGA − FGM) + (FTA − FTM) + TO)) 12.PF: personal fouls 13.MIN: minutes 14.AST/TO: assist to turnover ratio 15.PER: Player Efficiency Rating: John Hollinger's Player Efficiency Rating 16.PIR: Performance Index Rating: Euro league's and Euro cup's Performance Index Rating: (Points + Rebounds + Assists + 17.Steals + Blocks + Fouls Drawn) − (Missed Field Goals + Missed Free Throws + Turnovers + Shots Rejected + Fouls Committed)

Inspiration

This is one of the most common questions of everyone's life that how are these basketball players such rich and how are they getting paid, and even the stats about how everything is done on a team.

Analysis of ‘2021-2022 NBA Player Stats’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/vivovinco/nba-player-stats on 13 February 2022.

--- Dataset description provided by original source is as follows ---

Context

This dataset contains 2021-2022 regular season NBA player stats per game.

Content

+500 rows and 30 columns. Columns' description are listed below.

• Rk : Rank
• Player : Player's name
• Pos : Position
• Age : Player's age
• Tm : Team
• G : Games played
• GS : Games started
• MP : Minutes played per game
• FG : Field goals per game
• FGA : Field goal attempts per game
• FG% : Fiel goal percentage
• 3P : 3-point field goals per game
• 3PA : 3-point field goal attempts per game
• 3P% : 3-point field goal percentage
• 2P : 2-point field goals per game
• 2PA : 2-point field goal attempts per game
• 2P% : 2-point field goal percentage
• eFG% : Effective field goal percentage
• FT : Free throws per game
• FTA : Free throw attempts per game
• FT% : Free throw percentage
• ORB : Offensive rebounds per game
• DRB : Defensive rebounds per game
• TRB : Total rebounds per game
• AST : Assists per game
• STL : Steals per game
• BLK : Blocks per game
• TOV : Turnovers per game
• PF : Personal fouls per game
• PTS : Points per game

Acknowledgements

Data from Basketball Reference. Image from NBA.

If you're reading this, please upvote.

--- Original source retains full ownership of the source dataset ---

We will create a customized NBA dataset tailored to your specific requirements. Data points may include player statistics, team rankings, game scores, player contracts, and other relevant metrics.

Utilize our NBA datasets for a variety of applications to boost strategic planning and performance analysis. Analyzing these datasets can help organizations understand player performance and market trends within the basketball industry, allowing for more precise team management and marketing strategies. You can choose to access the complete dataset or a customized subset based on your business needs.

Popular use cases include: enhancing player performance analysis, refining team strategies, and optimizing fan engagement efforts.

Complete record of all basketball players in NBA history with career statistics and biographical information

Web scraping Euroleage players data of season 2020-2021.

• euroleaguePlayers_average.csv: provides mean stats for each player that plays 2020-2021 season
• euroleaguePlayers_season.csv: Provides statistics for each season for each player playing the 2020-21 season. This stats are of this season and previous ones.

Datasets contain information on basic basketball stats and personal data of each player like born date, height or team he palyed for

Context

This dataset contains 2021-2022 regular season NBA player stats per game. Note that there are duplicate player names resulted from team changes.

• 2022-2023 NBA Player Stats
• 2023-2024 NBA Player Stats

Content

+500 rows and 30 columns. Columns' description are listed below.

• Rk : Rank
• Player : Player's name
• Pos : Position
• Age : Player's age
• Tm : Team
• G : Games played
• GS : Games started
• MP : Minutes played per game
• FG : Field goals per game
• FGA : Field goal attempts per game
• FG% : Field goal percentage
• 3P : 3-point field goals per game
• 3PA : 3-point field goal attempts per game
• 3P% : 3-point field goal percentage
• 2P : 2-point field goals per game
• 2PA : 2-point field goal attempts per game
• 2P% : 2-point field goal percentage
• eFG% : Effective field goal percentage
• FT : Free throws per game
• FTA : Free throw attempts per game
• FT% : Free throw percentage
• ORB : Offensive rebounds per game
• DRB : Defensive rebounds per game
• TRB : Total rebounds per game
• AST : Assists per game
• STL : Steals per game
• BLK : Blocks per game
• TOV : Turnovers per game
• PF : Personal fouls per game
• PTS : Points per game

Acknowledgements

Data from Basketball Reference. Image from NBA.

If you're reading this, please upvote.

In February 2023, LeBron James broke the NBA all-time points record, scoring 38 points in the LA Lakers' 133-130 loss to the Oklahoma City Thunder. Following the game, James' total stood at 38,390. The previous record holder, Kareem Abdul-Jabbar, had scored 38,387 points for the Milwaukee Bucks and the Lakers in an illustrious 20-year career spanning from 1969 to 1989. As of April 2025, James had a total of 42,184 points, breaking the 40 thousand points mark in a 2024 loss to the Denver Nuggets. Who has scored the most points in NBA playoffs? This statistic only shows points scored in regular-season NBA games and does not take the playoffs into account. Prior to breaking the all-time points record, LeBron James already held the record for the most points scored in NBA playoffs, which stood at 8,023 points as of 2024. He is also the career leader for the Cleveland Cavaliers, for which he played a total of 11 seasons, in many important statistical categories like points, assists, rebounds, steals, and games played. James has been similarly dominant off the court, being the highest-paid player in the NBA, with his total earnings calculated to reach nearly 130 million U.S. dollars in the 2024/25 season. Who has the most NBA assists? After a career spanning 19 years with the Utah Jazz, John Stockton holds the all-time record for the most assists in the NBA. In his time with the Jazz, Stockton had a total of 15,806 assists and was a 10-time All-Star, however, never won an NBA championship. Ranked second and third for assists were Chris Paul and Jason Kidd, respectively.

The Physiological Analysis of Female Basketball players (PHYAFB) database is a valuable resource for studying the physiological demands placed on female amateur basketball players during official games. This database includes heart rate data from ten female players aged between 18 and 26 years, which were collected during ten high-stress matches played during a crucial relegation phase. In total, almost 350,000 heart rate samples have been reported. The data is stored in CSV format, facilitating easy access and analysis, and the database comes with Python source code to support initial examination. The primary aim of the PHYAFB database is to provide a useful reference for other teams facing similar situations. Furthermore, the database represents a unique and valuable resource for sports scientists, coaches, and trainers seeking to comprehend the physiological demands of female basketball players during official competitions. Through the analysis of heart rate data, coaches and trainers can identify the intensity and duration of physical activity during games, enabling the development of more effective training programs. Additionally, the database can be used to compare the physiological demands placed on male and female basketball players or to investigate the impact of different game strategies on player performance.

Current and updated dataset of NBA Playoff statistics since the 1949-1950 season!

All standard statistics like Assists Per Game, Minutes Per Game, etc. are present as well as advanced statistics like Player Efficiency Rating (PER), Value Over Replacement Player (VORP), Win Share, and more!

This dataset was web scraped from https://www.basketball-reference.com.

Feel free to let me know if there are any statistics or player information that isn't present that you think should be added!

If you want the regular season statistics check out my other data set.

For more details on how some statistics are calculated, please see the https://www.basketball-reference.com/about/glossary.html

Overview

This dataset contains data about NCAA Basketball games, teams, and players. Game data covers play-by-play and box scores back to 2009, as well as final scores back to 1996. Additional data about wins and losses goes back to the 1894-5 season in some teams' cases.

Querying BigQuery tables

You can use the BigQuery Python client library to query tables in this dataset in Kernels. Note that methods available in Kernels are limited to querying data. Tables are at bigquery-public-data.github_repos.[TABLENAME]. Fork this kernel to get started to learn how to safely manage analyzing large BigQuery datasets.

Acknowledgements

Sportradar: Copyright Sportradar LLC. Access to data is intended solely for internal research and testing purposes, and is not to be used for any business or commercial purpose. Data are not to be exploited in any manner without express approval from Sportradar.

NCAA®: Copyright National Collegiate Athletic Association. Access to data is provided solely for internal research and testing purposes, and may not be used for any business or commercial purpose. Data are not to be exploited in any manner without express approval from the National Collegiate Athletic Association.

The National Basketball Association is a professional basketball league for men with 30 teams competing against each other in the United States. A survey conducted in March 2023 in the United States showed that 40 percent of black respondents had no interest in the NBA.

The database contains several datasets and files with NBA statistical data spanning four seasons (2015-2016 to 2018-2019). These datasets were procured from the Basketball Reference database (https://www.basketball-reference.com/), a publicly accessible source of NBA data.

The main file, dat.cleaned.csv, includes the Win/Loss records for all thirty NBA teams, along with box scores and advanced statistics. The data captured over the four seasons correspond to about 4,920 regular-season games. A distinguishing feature of this dataset is the repeated measurements per player within a team across the seasons. However, it's important to note that these repeated measurements are not independent, necessitating the use of hierarchical modelling to properly handle the data.

Two sets of additional text files (per_2017.txt, per_2018.txt, rpm_2017.txt, rpm_2018.txt) provide specific metrics for player performance. The 'PER' files contain the Athlete Efficiency Rating (PER) for the years 2017 and 2018. The 'RPM' files contain the ESPN-developed score called Real Plus-Minus (RPM) for the same years.

However, potential biases or limitations within the datasets should be acknowledged. For instance, the Basketball Reference website might not include data from some matches or may exclude certain variables, potentially affecting the quality and accuracy of the dataset.

You can visit this website for more details https://www.basketball-reference.com/leagues/NBA_2021_per_game.html

A January 2024 survey in the United States revealed that almost 60 percent of NBA fans who attended or watched games were male. Meanwhile, just over 40 percent of NBA fans were female.

The minimum salary for players signing contracts in the 2024/25 NBA season amounted to 1.16 million U.S. dollars. This represented an increase of around 3 percent from the previous season, when the figure stood at 1.12 million U.S. dollars.