文献计量学系列36: 主题战略坐标图
一、战略坐标图简介
战略坐标图以密度(Density Index)为纵坐标,以向心度(Centrality Index)为横坐标而构建的二维图(图1)。密度代表单个主题内部基本知识单元的联系强度。若某主题密度值越大,则表明该主题成熟度越高。向心度代表某主题与其他主题的联系强度。若某主题向心度值越大,则表明该主题与其他主题联系较为紧密,且该主题处于所有研究主题的核心位置。根据密度值和向心度值将直角坐标系分为四个象限,第一象限为motor themes,成熟度高的核心主题;第二象限为developed and isolated themes,成熟度高的孤立主题;第三象限emerging or disappearing themes,新主题或即将消失的主题;第四象限为basic and transversal themes,成熟度低的基础主题,该主题可能成为研究热点或未来发展的趋势。
图1 战略坐标图
(Cobo 等, 2011)
二、thematicMap函数简介
表1 thematicMap函数参数
三、加载包和导入数据
pacman::p_load(bibliometrix, rio)
m1_TE <- import(file = 'E:/精鼎统计/m1_TE.xlsx')
rownames(m1_TE) <- m1_TE$SR
m1_TE$ID <- m1_TE$DE_TM
四、战略坐标图及其相关信息
主题战略坐标图:
thm <- thematicMap(M = m1_TE, field = 'ID', n = 250, stemming = F, size = 0.5, n.labels = 3, repel = TRUE)
plot(thm$map)
图1 主题战略坐标图
主题战略坐标图的其他相关信息:
head(thm$clusters)
# centrality density rcentrality rdensity label color name freq
# 1 24.77495 50.55753 4 3 1 #E41A1C80 catchment 1410
# 2 22.28983 56.49720 2 4 2 #377EB880 stable-isotope 1466
# 3 22.71192 49.83792 3 2 3 #4DAF4A80 runoff 922
# 4 16.28258 42.25561 1 1 4 #984EA380 groundwater 528
# words
# 1 catchment 205\nrunoff-generation 103\nmodel 94\ntracer 93\nforest 58\ngeneration 52\nflowpath 47\ntransport 46\nheadwater 40\nresidence-time 38
# 2 stable-isotope 150\nprecipitation 106\nbasin 87\nriver 85\noxygen-stable-isotope 80\ndeuterium 75\nsnowmelt 60\nglacier 42\nmountain 42\nstreamflow 38
# 3 runoff 149\nsoil 82\nstorm 82\nstream 49\nchemistry 48\ndissolved 22\nnitrate 21\nnitrogen 19\nwatershed 19\nuncertainty 18
# 4 groundwater 123\nflow 79\ndischarge 32\nrecharge 31\nhydrochemistry 23\nbaseflow 21\nmass-balance 17\ngeochemistry 14\nrecession 14\nexchange 12
# name_full
# 1 catchment\nrunoff-generation\nmodel
# 2 stable-isotope\nprecipitation\nbasin
# 3 runoff\nsoil\nstorm
# 4 groundwater\nflow\ndischarge
head(thm$word)
# Occurrences Words Cluster Color Cluster_Label
# 1 205 catchment 1 #E41A1C80 catchment
# 6 103 runoff-generation 1 #E41A1C80 catchment
# 7 94 model 1 #E41A1C80 catchment
# 8 93 tracer 1 #E41A1C80 catchment
# 17 58 forest 1 #E41A1C80 catchment
# 18 52 generation 1 #E41A1C80 catchment
thm$nclust
# [1] 4
head(thm$TOPIC)
# [1] "catchment;catchment;stable-isotope;stable-isotope;stable-isotope;stable-isotope;runoff;runoff;runoff;groundwater;groundwater;groundwater;groundwater;groundwater;"
# [2] "catchment;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;runoff;"
# [3] "catchment;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;runoff;groundwater;"
# [4] "catchment;catchment;catchment;catchment;catchment;stable-isotope;runoff;runoff;runoff;runoff;groundwater;groundwater;"
# [5] "catchment;catchment;catchment;catchment;catchment;catchment;catchment;stable-isotope;stable-isotope;runoff;"
# [6] "stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;stable-isotope;runoff;groundwater;groundwater;"
五、小结
六、参考文献
1. Aria, M., Misuraca, M. and Spano, M.(2020). Mapping the Evolution of Social Research and Data Science on30 Years of Social Indicators Research. Soc. Indic. Res. 149(3), 803-831. https://10.1007/s11205-020-02281-3.
2. Cobo, M.J., López-Herrera, A.G.,Herrera-Viedma, E. and Herrera, F. (2011). An approach for detecting,quantifying, and visualizing the evolution of a research field: A practicalapplication to the fuzzy sets theory field. Journal of Informetrics 5(1),146-166. https://10.1016/j.joi.2010.10.002.