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zh:notes:math_softwares [2026/10/20 15:36]
pzczxs [Calculate Diversity Indicators]
zh:notes:math_softwares [2026/10/23 12:40] (当前版本)
pzczxs [原始数据]
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 ====== Math Software Dataset Construction ====== ====== Math Software Dataset Construction ======
 ===== Citation Information ===== ===== Citation Information =====
-  -+  -Shuo Xu, Lanzhi Li, Jiahao Li, Xin An, Jianhua Liu, and Xuegang Deng, 2026. Evaluation of Mathematical Software Impact based on Diversity Measures. (Under Review)
  
  
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 </​code>​ </​code>​
 ===== Calculate Diversity Indicators ===== ===== Calculate Diversity Indicators =====
-The following three diversity indicators are calculated: (1) Rao-Stirling ([[https://​www.jstor.org/​stable/​25050293|Rao,​ 1982]]; [[https://​doi.org/​10.1098/​rsif.2007.0213|Stirling,​ 2007]]), DIV ([[https://​doi.org/​10.1016/​j.joi.2019.03.016|Leydesdorff et al., 2019]]), and div<subscript>e</subscript>​([[https://​doi.org/​10.1007/​s11192-022-04336-3|Mutz,​ 2022]]). ​+The following three diversity indicators are calculated: (1) Rao-Stirling ([[https://​www.jstor.org/​stable/​25050293|Rao,​ 1982]]; [[https://​doi.org/​10.1098/​rsif.2007.0213|Stirling,​ 2007]]), DIV ([[https://​doi.org/​10.1016/​j.joi.2019.03.016|Leydesdorff et al., 2019]]), and div<sub>e</sub>​([[https://​doi.org/​10.1007/​s11192-022-04336-3|Mutz,​ 2022]]). ​ 
 + 
 +==== 原始数据 ==== 
 +  *<color blue>​00software_new.csv</​color>​:id(软件编号),swmath_id(swmath编号),name(软件名称),description(软件描述) 
 +  *<color blue>​00article.csv</​color>​:id(论文编号),title(论文标题),abst(论文摘要),doi(doi号),publication_year(出版时间),type(论文类型),language_code(语言) 
 +  *<color blue>​00software_article.csv</​color>​:software_id(软件编号),article_id(论文编号),flag(0:软件论文,1:论文);注意:一个软件对应一篇或多篇论文 
 +  *<color blue>​00category.csv:id(类别id)</​color>​,name(类别名称) 
 +  *<color blue>​00article_category.csv</​color>​:article_id(论文编号),category_id(类别id);注意:一篇论文对应一个或多个类别 
 + 
 +==== 构建software_article_category关系表 ==== 
 +  *筛选条件: 
 +    *flag为1 
 +    *language_code为en 
 +    *type为以下任意一种:“Article”,​ “Article; Book Chapter”, “Article; Early Access”, “Article; Proceedings Paper”, “Letter”,​ “Proceedings Paper”, “Review” or “Review; Book Chapter” 
 +    *title和abst不能为空 
 +  *代码:<​color blue>​01构建software_article_category.py</​color>​ 
 +  *结果:<​color blue>​01software_article_category.csv</​color>​ 
 + 
 +==== 统计每个软件对应的无重复论文数量和类别数量 ==== 
 +  *代码:<​color blue>​统计02software_num_articles_categories.py</​color>​ 
 +  *结果:<​color blue>​02software_num_articles_categories.csv</​color>​ 
zh/notes/math_softwares.1792481765.txt.gz · 最后更改: 2026/10/20 15:36 由 pzczxs