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MulanPSL-2.0

kickstarter数据分析(商业数据分析课程作业)

by:人大商学院CSDN系20级本科 张以辰/张家瑞/野欣茹

·分工:张家瑞负责原始数据爬取;野欣茹负责数据清洗与文本分析;张以辰负责机器学习和深度学习模型搭建。

·项目概述:爬取kickstarter网站魔力值前2400(实际爬到2067个)的游戏类众筹项目数据,实现对项目支持者数的预测。

·目标网站:https://www.kickstarter.com/discover/advanced?category_id=12&sort=magic&seed=2722523

·点击橙色按钮【克隆/下载】,可以打包整个仓库文件为zip下载,所有代码均可运行。或在页面右边的【发行版】-【正式提交作业版本】中打包下载源码。

·根目录下【requirements.txt】文件包含了所有需要的库,在Anaconda Prompt中切换到项目文件夹路径,输入pip install -r requirements.txt即可自动安装所有库。(如果使用pycharm,打开文件夹为项目时会自动识别依赖包,点击安装即可)。

·探索之前最好读一下【文件树.png】,了解文件夹、文件流和数据流是如何被组织的。

·本项目开源的目的是:提供一个可复用的数据爬取+机器学习+深度学习+文本分析框架(不管是给别人复用,还是给我们自己上类似课程时复用)。

·由于本项目不是纯粹的工程文件,需要逐步输出结果以组成文字和ppt报告,代码块中难免出现一部分“错乱”,如:A代码块使用data训练,B代码块使用filtered_data训练,原因可能是我们的报告中使用B代码块做了示例,所以对B代码块做了单独改动。

·对不熟悉git的朋友:【.gitignore】文件可以无视,其功能是决定不跟踪仓库内的什么文件,免得一些临时文件也进了这个仓库///【LICENSE】文件可以无视,除非你打算于商业用途复用我们的代码。

·对课友:请速速点击右上角star,谢谢配合[doge]。如有兴趣自己修改可以fork。

木兰宽松许可证, 第2版 木兰宽松许可证, 第2版 2020年1月 http://license.coscl.org.cn/MulanPSL2 您对“软件”的复制、使用、修改及分发受木兰宽松许可证,第2版(“本许可证”)的如下条款的约束: 0. 定义 “软件”是指由“贡献”构成的许可在“本许可证”下的程序和相关文档的集合。 “贡献”是指由任一“贡献者”许可在“本许可证”下的受版权法保护的作品。 “贡献者”是指将受版权法保护的作品许可在“本许可证”下的自然人或“法人实体”。 “法人实体”是指提交贡献的机构及其“关联实体”。 “关联实体”是指,对“本许可证”下的行为方而言,控制、受控制或与其共同受控制的机构,此处的控制是指有受控方或共同受控方至少50%直接或间接的投票权、资金或其他有价证券。 1. 授予版权许可 每个“贡献者”根据“本许可证”授予您永久性的、全球性的、免费的、非独占的、不可撤销的版权许可,您可以复制、使用、修改、分发其“贡献”,不论修改与否。 2. 授予专利许可 每个“贡献者”根据“本许可证”授予您永久性的、全球性的、免费的、非独占的、不可撤销的(根据本条规定撤销除外)专利许可,供您制造、委托制造、使用、许诺销售、销售、进口其“贡献”或以其他方式转移其“贡献”。前述专利许可仅限于“贡献者”现在或将来拥有或控制的其“贡献”本身或其“贡献”与许可“贡献”时的“软件”结合而将必然会侵犯的专利权利要求,不包括对“贡献”的修改或包含“贡献”的其他结合。如果您或您的“关联实体”直接或间接地,就“软件”或其中的“贡献”对任何人发起专利侵权诉讼(包括反诉或交叉诉讼)或其他专利维权行动,指控其侵犯专利权,则“本许可证”授予您对“软件”的专利许可自您提起诉讼或发起维权行动之日终止。 3. 无商标许可 “本许可证”不提供对“贡献者”的商品名称、商标、服务标志或产品名称的商标许可,但您为满足第4条规定的声明义务而必须使用除外。 4. 分发限制 您可以在任何媒介中将“软件”以源程序形式或可执行形式重新分发,不论修改与否,但您必须向接收者提供“本许可证”的副本,并保留“软件”中的版权、商标、专利及免责声明。 5. 免责声明与责任限制 “软件”及其中的“贡献”在提供时不带任何明示或默示的担保。在任何情况下,“贡献者”或版权所有者不对任何人因使用“软件”或其中的“贡献”而引发的任何直接或间接损失承担责任,不论因何种原因导致或者基于何种法律理论,即使其曾被建议有此种损失的可能性。 6. 语言 “本许可证”以中英文双语表述,中英文版本具有同等法律效力。如果中英文版本存在任何冲突不一致,以中文版为准。 条款结束 如何将木兰宽松许可证,第2版,应用到您的软件 如果您希望将木兰宽松许可证,第2版,应用到您的新软件,为了方便接收者查阅,建议您完成如下三步: 1, 请您补充如下声明中的空白,包括软件名、软件的首次发表年份以及您作为版权人的名字; 2, 请您在软件包的一级目录下创建以“LICENSE”为名的文件,将整个许可证文本放入该文件中; 3, 请将如下声明文本放入每个源文件的头部注释中。 Copyright (c) [Year] [name of copyright holder] [Software Name] is licensed under Mulan PSL v2. 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