现代计算机2024,Vol.30Issue(21) :194-199.DOI:10.3969/j.issn.1007-1423.2024.21.037

基于大数据技术的NBA数据可视化平台的设计与实现

Design and implementation of NBA data visualization platform based on big data technology

吴宪传 吴泽春
现代计算机2024,Vol.30Issue(21) :194-199.DOI:10.3969/j.issn.1007-1423.2024.21.037

基于大数据技术的NBA数据可视化平台的设计与实现

Design and implementation of NBA data visualization platform based on big data technology

吴宪传 1吴泽春1
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作者信息

  • 1. 广州华商学院数据科学学院,广州 511300
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摘要

通过大数据技术分析NBA球队和球员表现的数据,探索球队表现的关键影响因素及其对比赛结果的影响.首先,利用Python爬虫技术进行数据采集,通过预处理技术确保数据质量,并将数据保存至csv文件,采用Pandas进行读写分析.然后,设计并开发数据可视化平台,以直观方式呈现数据,支持用户对数据进行探索和分析.不仅为管理层提供数据支持,优化战术布局和球员配置,也为篮球爱好者提供数据视角,推动了体育数据分析领域的理论研究和实践应用.

Abstract

By using big data technology to analyze the performance data of NBA teams and players,explore the key influenc-ing factors of team performance and their impact on game results.Firstly,using Python web scraping technology for data collection,ensuring data quality through preprocessing techniques,and saving the data to a CSV file for read and write analysis using Pandas.Then,design and develop a data visualization platform to present the data in an intuitive way,supporting users to explore and ana-lyze the data.Not only does it provide data support for management,optimize tactical layout and player configuration,but it also provides a data perspective for basketball enthusiasts,promoting theoretical research and practical application in the field of sports data analysis.

关键词

大数据技术/NBA球队表现/数据可视化/NBA球员表现

Key words

big data technology/NBA team performance/data visualization/NBA player performance

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出版年

2024
现代计算机
中大控股

现代计算机

影响因子:0.292
ISSN:1007-1423
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