Python 数据旅程:挖掘来自google play商店的用户反
Affan Yasin1, Rubia Fatima2, Ahmad Nauman Ghazi3
1School of Software, Northwestern Polytechnical University, Xian, 710072, Shaanxi, China.
Data in brief
|May 21, 2024
概括
这项研究收集了超过429,000个Google Play游戏应用程序评论,以构建一个数据集. 这些有价值的数据有助于要求工程,机器学习和应用程序开发的竞争分析.
科学领域:
- 软件工程 软件工程 软件工程
- 数据科学数据科学数据科学
- 人与计算机的交互
背景情况:
- 谷歌Play商店是一个主要的应用市场,每天有数以百万计的用户提供宝贵的反.
- 用户评论提供了对应用程序缺陷,功能建议和潜在改进的见解.
- 对应用程序开发人员和旨在实现市场增长的企业来说,分析这些反至关重要.
研究的目的:
- 收集和分析用户评论从谷歌游戏商店的流行的游戏应用程序.
- 使用需求工程,机器学习和竞争评估构建一个全面的数据集,用于随后的分析.
主要方法:
- 利用基于Python的网络抓取,从选定的Google Play应用页面中提取超过429,000条评论.
- 收集了评论员的名字 (匿名),星级评分,以及用户评论的文字内容.
- 专注于领先的游戏应用程序,如地铁冲浪者,糖果粉碎萨加和PUBG移动.
主要成果:
- 一个数据集超过429,000用户评论,评级和元数据被成功编译.
- 该数据集包括关于流行的移动游戏的详细反,提供了丰富的用户情绪来源.
- 这个集合为数据分析和行业级竞争评估的学术培训提供了宝贵的资源.
结论:
- 编制的Google Play评论数据集是了解用户需求和应用程序性能的一个重要资源.
- 它在要求工程和用于游戏应用程序改进的机器学习等领域促进了先进的分析.
- 这些发现突显了用户生成内容在推动应用程序开发和市场战略方面的潜力.
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