Football Players Dataset from La Liga, Premier League and Bundesliga extracted from Transfermarkt

This dataset was created as part of an academic project in the Master's Degree in Data Science at the Universitat Oberta de Catalunya (UOC). The dataset contains structured information about professional football players from three major European leagues: La Liga, Premier League and Bundesliga. The data was collected through web scraping from the publicly accessible website Transfermarkt. The dataset includes player-level information such as name, nationality, age, position, current club, league, squad number, agent, current market value, peak market value and date, transfer information, contract expiration date, number of trophies, and several performance statistics such as matches played, goals, assists, yellow cards, second yellow cards, red cards, average starting quota, average minutes played, and average goal participation. This dataset was created exclusively for academic and research purposes. It represents a partial and transformed subset of publicly available data and does not aim to replicate or replace the original Transfermarkt database. Source: Transfermarkt本数据集系加泰罗尼亚开放大学（Universitat Oberta de Catalunya, UOC）数据科学硕士学位学术项目的成果之一。 本数据集涵盖欧洲三大顶级联赛——西班牙足球甲级联赛（La Liga）、英格兰足球超级联赛（Premier League）与德国足球甲级联赛（Bundesliga）的职业足球运动员结构化信息。数据通过网络爬虫技术，从公开可访问的转会市场（Transfermarkt）网站采集获取。 数据集包含球员维度的各类信息，具体包括姓名、国籍、年龄、场上位置、当前效力俱乐部、所属联赛、球衣号码、经纪人、当前市场身价、巅峰市场身价及对应日期、转会记录、合同到期日期、获奖杯数量，以及多项赛事表现统计指标：出场次数、进球数、助攻数、黄牌数、两黄变一红次数、红牌数、平均首发比率、平均上场时长与平均参与进球数。 本数据集仅用于学术与研究用途，其为公开可用数据的经转换的部分子集，无意复刻或替代原始转会市场数据库。 数据来源：转会市场（Transfermarkt）