遇见数据集

Best Books Ever Dataset

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Mendeley Data2024-03-27 更新2024-06-28 收录
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The dataset has been collected in the frame of the Prac1 of the subject Tipology and Data Life Cycle of the Master's Degree in Data Science of the Universitat Oberta de Catalunya (UOC). The dataset contains 25 variables and 52478 records corresponding to books on the GoodReads Best Books Ever list (the larges list on the site). Original code used to retrieve the dataset can be found on github repository: github.com/scostap/goodreads_bbe_dataset The data was retrieved in two sets, the first 30000 books and then the remainig 22478. Dates were not parsed and reformated on the second chunk so publishDate and firstPublishDate are representet in a mm/dd/yyyy format for the first 30000 records and Month Day Year for the rest. Book cover images can be optionally downloaded from the url in the 'coverImg' field. Python code for doing so and an example can be found on the github repo. The 25 fields of the dataset are: | Attributes | Definition | Completeness | | ------------- | ------------- | ------------- | | bookId | Book Identifier as in goodreads.com | 100 | | title | Book title | 100 | | series | Series Name | 45 | | author | Book's Author | 100 | | rating | Global goodreads rating | 100 | | description | Book's description | 97 | | language | Book's language | 93 | | isbn | Book's ISBN | 92 | | genres | Book's genres | 91 | | characters | Main characters | 26 | | bookFormat | Type of binding | 97 | | edition | Type of edition (ex. Anniversary Edition) | 9 | | pages | Number of pages | 96 | | publisher | Editorial | 93 | | publishDate | publication date | 98 | | firstPublishDate | Publication date of first edition | 59 | | awards | List of awards | 20 | | numRatings | Number of total ratings | 100 | | ratingsByStars | Number of ratings by stars | 97 | | likedPercent | Derived field, percent of ratings over 2 starts (as in GoodReads) | 99 | | setting | Story setting | 22 | | coverImg | URL to cover image | 99 | | bbeScore | Score in Best Books Ever list | 100 | | bbeVotes | Number of votes in Best Books Ever list | 100 | | price | Book's price (extracted from Iberlibro) | 73 |

本数据集采集自加泰罗尼亚开放大学(Universitat Oberta de Catalunya, UOC)数据科学硕士学位课程《类型学与数据生命周期》的Prac1实践项目。数据集包含25个变量与52478条记录,对应Goodreads“史上最佳图书”榜单(该网站规模最大的榜单)上的全部图书。获取该数据集的原始代码可在GitHub仓库github.com/scostap/goodreads_bbe_dataset中查阅。数据分两批次采集:首批包含30000本图书,剩余22478本为第二批采集。第二批数据未对日期格式进行解析与重格式化,因此前30000条记录的`publishDate`与`firstPublishDate`字段采用mm/dd/yyyy格式,而剩余记录则采用“月 日 年”的格式。用户可根据`coverImg`字段中的URL可选下载图书封面图片,相关Python实现代码及示例可在该GitHub仓库中获取。本数据集共包含25个字段,详情如下: | 属性 | 定义 | 完整率 | | ---- | ---- | ---- | | bookId | 图书标识符,与Goodreads网站中的编号一致 | 100% | | title | 图书书名 | 100% | | series | 所属系列名称 | 45% | | author | 图书作者 | 100% | | rating | Goodreads全局评分 | 100% | | description | 图书简介 | 97% | | language | 图书语言 | 93% | | isbn | 国际标准书号(ISBN) | 92% | | genres | 图书体裁分类 | 91% | | characters | 主要登场角色 | 26% | | bookFormat | 装帧类型 | 97% | | edition | 版次类型(如纪念版) | 9% | | pages | 图书页数 | 96% | | publisher | 出版社 | 93% | | publishDate | 出版日期 | 98% | | firstPublishDate | 首版出版日期 | 59% | | awards | 所获奖项列表 | 20% | | numRatings | 总评分次数 | 100% | | ratingsByStars | 各星级评分分布 | 97% | | likedPercent | 派生字段,指Goodreads平台中评分高于2星的用户占比 | 99% | | setting | 故事背景 | 22% | | coverImg | 图书封面图片URL | 99% | | bbeScore | 史上最佳图书榜单得分 | 100% | | bbeVotes | 史上最佳图书榜单得票数 | 100% | | price | 图书售价(从Iberlibro平台提取) | 73% |

创建时间:
2023-06-28
搜集汇总
数据集介绍
Best Books Ever Dataset 数据集图片
背景与挑战
背景概述
该数据集包含来自GoodReads'Best Books Ever'列表的52,478本书籍记录,涵盖25个变量,如书名、作者、评分、描述、语言、ISBN、类型等,完整性较高,部分字段如系列、奖项、人物等存在缺失。数据收集自课程项目,日期格式不一致,适用于书籍分析、推荐系统等机器学习任务。
以上内容由遇见数据集搜集并总结生成
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