• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

伊拉斯谟+计划学生在欧洲的流动情况:2014年至2022年按地理位置定位的个人和总体流动趋势

Mobility of Erasmus+ students in Europe: Geolocated individual and aggregate mobility flows from 2014 to 2022.

作者信息

Väisänen Tuomas, Malekzadeh Milad, Inkeröinen Oula, Järv Olle

机构信息

Digital Geography Lab, Department of Geosciences and Geography, University of Helsinki, Helsinki, Finland.

Helsinki Institute of Sustainability Science, University of Helsinki, Helsinki, Finland.

出版信息

Sci Data. 2025 Mar 24;12(1):489. doi: 10.1038/s41597-025-04789-0.

DOI:10.1038/s41597-025-04789-0
PMID:40128262
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11933694/
Abstract

Student mobility is a distinct form of human movement. It can indicate the characteristics and attractiveness of regions, which is relevant for governance, policy, and planning. In Europe, the Erasmus+ programme has facilitated the mobility of over two million students between 2014 and 2022, and this individual-level mobility data is openly available. However, the lack of spatial information hinders its use in geographical research. In this article, we present enriched student mobility data by adding spatial information at the Local Administrative Unit (LAU) and Nomenclature of Territorial Units for Statistics (NUTS) 3 regional levels. Using the Photon geocoding service, we converted textual origin and destination locations into spatial data, creating a precise annual-level mobility dataset. The geolocated student mobility dataset contains both individual- and aggregate-level mobility flows between LAU and NUTS 3 spatial units across Europe from 2014 to 2022. We validated the geolocated data through random sampling and manual verification, achieving accuracy scores above 96%. Finally, we provide use cases for the data.

摘要

学生流动是一种独特的人口流动形式。它可以表明地区的特征和吸引力,这与治理、政策和规划相关。在欧洲,“伊拉斯谟+”计划在2014年至2022年期间促进了超过200万学生的流动,并且这些个人层面的流动数据是公开可用的。然而,缺乏空间信息阻碍了其在地理研究中的应用。在本文中,我们通过在地方行政单位(LAU)和统计领土单位命名法(NUTS)3区域层面添加空间信息,呈现了丰富的学生流动数据。利用Photon地理编码服务,我们将文本形式的出发地和目的地位置转换为空间数据,创建了一个精确的年度层面流动数据集。这个地理定位的学生流动数据集包含了2014年至2022年期间欧洲各地LAU和NUTS 3空间单位之间的个人层面和总体层面的流动情况。我们通过随机抽样和人工核查对地理定位数据进行了验证,准确率超过96%。最后,我们提供了该数据的应用案例。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/1fbc626c908c/41597_2025_4789_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/0c7b66f936a5/41597_2025_4789_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/878e23e74477/41597_2025_4789_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/7213598398ac/41597_2025_4789_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/b634db4b63c2/41597_2025_4789_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/f25f3d0e9643/41597_2025_4789_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/0b1c8532fafc/41597_2025_4789_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/1fbc626c908c/41597_2025_4789_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/0c7b66f936a5/41597_2025_4789_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/878e23e74477/41597_2025_4789_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/7213598398ac/41597_2025_4789_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/b634db4b63c2/41597_2025_4789_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/f25f3d0e9643/41597_2025_4789_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/0b1c8532fafc/41597_2025_4789_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f7f3/11933694/1fbc626c908c/41597_2025_4789_Fig7_HTML.jpg

相似文献

1
Mobility of Erasmus+ students in Europe: Geolocated individual and aggregate mobility flows from 2014 to 2022.伊拉斯谟+计划学生在欧洲的流动情况:2014年至2022年按地理位置定位的个人和总体流动趋势
Sci Data. 2025 Mar 24;12(1):489. doi: 10.1038/s41597-025-04789-0.
2
A multilayer and spatial description of the Erasmus mobility network.多层次和空间描述的伊拉斯谟流动网络。
Sci Data. 2020 Feb 6;7(1):41. doi: 10.1038/s41597-020-0382-1.
3
Deriving fine-scale models of human mobility from aggregated origin-destination flow data.从聚合的出发地-目的地流量数据中推导出人类移动的细粒度模型。
PLoS Comput Biol. 2021 Feb 11;17(2):e1008588. doi: 10.1371/journal.pcbi.1008588. eCollection 2021 Feb.
4
Folic acid supplementation and malaria susceptibility and severity among people taking antifolate antimalarial drugs in endemic areas.在流行地区,服用抗叶酸抗疟药物的人群中,叶酸补充剂与疟疾易感性和严重程度的关系。
Cochrane Database Syst Rev. 2022 Feb 1;2(2022):CD014217. doi: 10.1002/14651858.CD014217.
5
Putting health facilities on the map: a renewed call to create geolocated, comprehensive, updated, openly licensed dataset of health facilities in sub-Saharan African countries.标注卫生设施位置:再次呼吁创建撒哈拉以南非洲国家卫生设施的地理定位、全面、最新且开放许可的数据集。
BMC Med. 2025 Apr 7;23(1):211. doi: 10.1186/s12916-025-04023-z.
6
Analysis of big patient mobility data for identifying medical regions, spatio-temporal characteristics and care demands of patients on the move.分析大型患者流动数据,以识别医疗区域、移动患者的时空特征和护理需求。
Int J Health Geogr. 2018 Aug 2;17(1):32. doi: 10.1186/s12942-018-0152-x.
7
Study abroad programmes and student outcomes: Evidence from Erasmus.留学项目与学生成果:来自伊拉斯谟计划的证据。
Econ Educ Rev. 2024 Apr;99:None. doi: 10.1016/j.econedurev.2024.102510.
8
Spatial differentiation of road safety in Europe based on NUTS-2 regions.基于 NUTS-2 地区的欧洲道路安全空间差异。
Accid Anal Prev. 2021 Feb;150:105849. doi: 10.1016/j.aap.2020.105849. Epub 2020 Dec 9.
9
Constructing a meteorological indicator dataset for selected European NUTS 3 regions.为选定的欧洲NUTS 3地区构建气象指标数据集。
Data Brief. 2020 May 29;31:105786. doi: 10.1016/j.dib.2020.105786. eCollection 2020 Aug.
10
Experiences of student midwives learning and working abroad in Europe: The value of an Erasmus undergraduate midwifery education programme.欧洲学生助产士在国外学习和工作的经历:伊拉斯谟本科助产士教育项目的价值。
Midwifery. 2017 Jan;44:7-13. doi: 10.1016/j.midw.2016.10.013. Epub 2016 Nov 2.

本文引用的文献

1
Segregation and the pandemic: The dynamics of daytime social diversity during COVID-19 in Greater Stockholm.隔离与疫情:斯德哥尔摩大区新冠疫情期间白天社会多样性的动态变化
Appl Geogr. 2023 May;154:102926. doi: 10.1016/j.apgeog.2023.102926. Epub 2023 Mar 10.
2
Urban exodus? Understanding human mobility in Britain during the COVID-19 pandemic using Meta-Facebook data.城市人口外流?利用Meta-脸书数据了解新冠疫情期间英国的人口流动情况。
Popul Space Place. 2023 Jan;29(1):e2637. doi: 10.1002/psp.2637. Epub 2022 Dec 7.
3
An open source delineation and hierarchical classification of UK retail agglomerations.
英国零售集聚的开源划分与层次分类。
Sci Data. 2022 Sep 3;9(1):541. doi: 10.1038/s41597-022-01556-3.
4
Efficient and Reliable Geocoding of German Twitter Data to Enable Spatial Data Linkage to Official Statistics and Other Data Sources.德国推特数据的高效可靠地理编码,以实现空间数据与官方统计及其他数据源的链接。
Front Sociol. 2022 Jun 9;7:910111. doi: 10.3389/fsoc.2022.910111. eCollection 2022.
5
Accelerating ethics, empathy, and equity in geographic information science.加速地理信息科学中的伦理、同理心和公平。
Proc Natl Acad Sci U S A. 2022 May 10;119(19):e2119967119. doi: 10.1073/pnas.2119967119. Epub 2022 May 4.
6
Erasmus students' motivations in motion: understanding super-mobility in higher education.伊拉斯谟学生流动的动机:理解高等教育中的超级流动性。
High Educ (Dordr). 2023;85(3):571-585. doi: 10.1007/s10734-022-00852-6. Epub 2022 Apr 23.
7
Edge-Path Bundling: A Less Ambiguous Edge Bundling Approach.边缘路径捆绑:一种不太模糊的边缘捆绑方法。
IEEE Trans Vis Comput Graph. 2022 Jan;28(1):313-323. doi: 10.1109/TVCG.2021.3114795. Epub 2021 Dec 24.
8
GDIS, a global dataset of geocoded disaster locations.GDIS,一个全球地理编码灾害地点数据集。
Sci Data. 2021 Feb 16;8(1):61. doi: 10.1038/s41597-021-00846-6.
9
A multilayer and spatial description of the Erasmus mobility network.多层次和空间描述的伊拉斯谟流动网络。
Sci Data. 2020 Feb 6;7(1):41. doi: 10.1038/s41597-020-0382-1.
10
Geocoding of worldwide patent data.全球专利数据的地理编码。
Sci Data. 2019 Nov 6;6(1):260. doi: 10.1038/s41597-019-0264-6.