NBA_Player_Statistics_2023

(June 2024) Edited: You can now use the script on GitHub for any season! :)

## DISCLAIMER
- Please don't forget to upvote this dataset if it happens to be useful for you. Thank you!
- This is my very first Data Science Project ever, so feel free to let me know if there is any bug or issues :)

## To Access the script
Visit my GitHub for Python Notebook at https://github.com/TanatB/DS_nba_stats_project
# Context
1. The goal of the author to achieve from this dataset is to practice the basics of data analysis e.g. Data Scraping, Data Cleaning, EDA and publicly share the dataset for everyone's use.
2. By using Python *Selenium* automation and *BeautifulSoup*, two sources are required to establish this dataset.
3. If you wish to get a dataset from the other seasons (or any season type e.g. pre-season, playoff), please feel free to visit my GitHub to use my Notebook to scrape them.
4. Keep in mind that the dataset is based on **the total stats of each players from the whole season**, not the average point-per-game stats.

# Column Descriptions
**Player** - Player Name (str): Name of the player. <br>
**POS** - Position (str): Position of this player (Including 'N/A' string). <br>
**Team** - Team Abbreviation (str): The team whose this player is playing for this season in abbreviated term. <br>
**Age** - Age (float): The Age of the player. <br>
**GP** - Games Played (float): The total games that the player has played in this season.<br>
**W** - Wins (float): Total of Games won while the player has played. <br>
**L** - Loses (float): Total of Games lost while the player has played.<br>
**Min** - Minutes Played (float): Total Minutes the player has played for this season. <br>
**PTS** - Points (float) : Total Points made by the player. <br>
**FGM** - Field Goals Made (float): Total Field Goals Made by the player. <br>
**FGA** - Field Goals Attempted (float): Total Field Goal Attempted by the player.<br>
**FG%**- Field Goal Percentage (float): The percentage of Total Field Goal from the player. <br>
**3PM** - 3 Point Field Goals Made (float): The total number of 3 points made by this player. <br>
**3PA** - 3 Point Field Goals Attempted (float): The total number of 3 points attempted by this player.<br>
**3P%** - 3 Point Field Goal Percentage (float): The percentage of 3 points Field Goal from the player. <br>
**FTM** - Free Throws Made (float): The number of free throws that this player has made. <br>
**FTA** - Free Throws Attempt (float): The number of free throws that this player has attempted. <br>
**FT%** - Free Throw Percentage (float): The Percentage of free throws that this player. <br>
**OREB** - Offensive Rebounds (float): The total number of Offensive Rebounds this player has made from this season. <br>
**DREB** - Defensive Rebounds (float): The total number of Defensive Rebounds this player has made from this season. <br>
**REB** - Rebounds (float): The total number of Total Rebounds this player has made from this season. <br>
**AST** - Assists (float): The total number of Steals this player has made from this season. <br>
**TOV** - Turnovers (float): Total number of Turnovers this player has made from this season. <br>
**STL** - Steals (float): Total number of Steals this player has made from this season. <br>
**BLK** - Blocks (float): Total number of Blocks this player has made from this season. <br>
**PF** - Personal Fouls (float): Total number of Personal Fouls this player has made from this season. <br>
**FP** - NBA Fantasy Points (float): Total Number of NBA Fantasy points this player has made. <br>
**DD2** - Double Doubles (float): Total Number of Double Doubles this player has made from this season. <br>
**TD3** - Triple Doubles (float): Total Number of Triple Doubles this player has made from this season. <br>
**+/-** - Plus-Minus (float): Total Difference between player scoring versus opponents scoring while the player is in the game. <br>

（2024年6月）修订版：您现在可以使用GitHub上的脚本适用于任何赛季！

免责声明
- 请勿忘记，如果您觉得这个数据集对您有所帮助，请给它点赞。感谢！
- 这是我有史以来第一次数据科学项目，如果您发现任何错误或问题，请随时告知。

访问脚本
请访问我的GitHub上的Python笔记本以获取该数据集：https://github.com/TanatB/DS_nba_stats_project

# 背景信息
1. 作者希望通过此数据集达到的目标是练习数据分析的基础，例如数据抓取、数据清洗、探索性数据分析，并将数据集公开发布供公众使用。
2. 通过使用Python的Selenium自动化和BeautifulSoup，需要两个来源来建立此数据集。
3. 如果您希望获取其他赛季（或任何赛季类型，例如常规赛、季后赛）的数据集，请随时访问我的GitHub以使用我的笔记本进行抓取。
4. 请注意，此数据集基于**每位球员在整个赛季的总统计数据**，而非场均得分平均值。

# 列描述
**球员** - 球员姓名 (字符串)：球员的姓名。
**位置** - 位置 (字符串)：球员所担任的位置（包括'N/A'字符串）。
**球队** - 球队缩写 (字符串)：球员在本赛季代表该球队比赛的缩写形式。
**年龄** - 年龄 (浮点数)：球员的年龄。
**GP** - 出场次数 (浮点数)：球员在本赛季中所参加的总比赛数。
**W** - 胜场 (浮点数)：球员在本赛季中所参加的比赛中的总胜场数。
**L** - 负场 (浮点数)：球员在本赛季中所参加的比赛中的总负场数。
**Min** - 出场时间 (浮点数)：球员在本赛季中所出的总分钟数。
**PTS** - 得分 (浮点数)：球员在本赛季中所得的总分。
**FGM** - 篮板球得分 (浮点数)：球员在本赛季中所进的篮板球总数。
**FGA** - 篮板球尝试 (浮点数)：球员在本赛季中所尝试的篮板球总数。
**FG%**- 篮板球命中率 (浮点数)：球员在本赛季中篮板球得分的百分比。
**3PM** - 三分球得分 (浮点数)：球员在本赛季中所得的三分球总数。
**3PA** - 三分球尝试 (浮点数)：球员在本赛季中所尝试的三分球总数。
**3P%** - 三分球命中率 (浮点数)：球员在本赛季中三分球得分的百分比。
**FTM** - 罚球得分 (浮点数)：球员在本赛季中所进的罚球总数。
**FTA** - 罚球尝试 (浮点数)：球员在本赛季中所尝试的罚球总数。
**FT%** - 罚球命中率 (浮点数)：球员在本赛季中罚球得分的百分比。
**OREB** - 进攻篮板 (浮点数)：球员在本赛季中所获得的进攻篮板总数。
**DREB** - 防守篮板 (浮点数)：球员在本赛季中所获得的防守篮板总数。
**REB** - 篮板 (浮点数)：球员在本赛季中所获得的篮板总数。
**AST** - 助攻 (浮点数)：球员在本赛季中所获得的助攻总数。
**TOV** - 失误 (浮点数)：球员在本赛季中所犯的总失误数。
**STL** - 抢断 (浮点数)：球员在本赛季中所获得的抢断总数。
**BLK** - 盖帽 (浮点数)：球员在本赛季中所获得的盖帽数。
**PF** - 个人犯规 (浮点数)：球员在本赛季中所犯的个人犯规总数。
**FP** - NBA梦幻联赛得分 (浮点数)：球员在本赛季中所获得的NBA梦幻联赛总分。
**DD2** - 双双数据 (浮点数)：球员在本赛季中所获得的双双数据总数。
**TD3** - 三双数据 (浮点数)：球员在本赛季中所获得的三双数据总数。
**+/-** - 盈亏值 (浮点数)：球员在场时，其得分与对手得分的总差值。