World City Network Global Cities OpenAlex Author-Article-Affiliation-Journal Network 2024
Description:
The graph was imported from the open file "D:\NodeXL\OpenAlex\World Cities.csv".
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
The edge colors are based on edge weight values. The edge widths are based on edge weight values. The edge opacities are based on edge weight values. The vertex sizes are based on betweenness centrality values.
Overall Graph Metrics:
Vertices: 587
Unique Edges: 630
Edges With Duplicates: 558
Total Edges: 1188
Self-Loops: 0
Reciprocated Vertex Pair Ratio: 0
Reciprocated Edge Ratio: 0
Connected Components: 3
Single-Vertex Connected Components: 0
Maximum Vertices in a Connected Component: 577
Maximum Edges in a Connected Component: 1180
Maximum Geodesic Distance (Diameter): 26
Average Geodesic Distance: 7.500437
Graph Density: 0.00216290387287707
Modularity: 0.522157
NodeXL Version: 1.0.1.531
Top Vertex1 Affiliation in Entire Graph:
[22] Loughborough University
[17] Ghent University
[13] University of Toronto
[13] Nanjing University
[12] National University of Singapore
[7] UNSW Sydney
[6] Queen Mary University of London
[5] Northumbria University
[5] Chinese University of Hong Kong
[5] Tel Aviv University
Top Vertex1 Affiliation in G1:
[17] Ghent University
[10] Loughborough University
[5] Northumbria University
[4] Ghent University Hospital
[3] Beijing University of Posts and Telecommunications
[2] National University of Singapore
[2] Chinese Academy of Social Sciences
[2] University of Cambridge
[2] Vrije Universiteit Brussel
[1] Monash University
Top Vertex1 Affiliation in G2:
[4] UNSW Sydney
[4] Wuhan University
[4] Nanjing University
[4] State Key Joint Laboratory of Environment Simulation and Pollution Control
[2] State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing
[2] Institute of Earth Environment
[1] University of Groningen
[1] Young Foundation
[1] University of Sydney
[1] University of Leeds
Top Vertex1 Affiliation in G3:
[2] Michigan State University
[2] NEOMA Business School
[2] Baruch College
[1] University of California, Santa Barbara
[1] Center For Remote Sensing (United States)
[1] KU Leuven
[1] The Open University
[1] Kansas State University
[1] University of Utah
[1] University of Helsinki
Top Vertex1 Affiliation in G5:
[10] Loughborough University
[3] Columbia University
[2] Clark University
[1] University of Leicester
[1] Hanyang University
[1] University of Queensland
[1] Curtin University
[1] Durham University
[1] UNSW Sydney
Top Vertex1 Affiliation in G6:
[3] Curtin University
[3] King's College London
[2] McGill University
[2] Queensland University of Technology
[1] Macquarie University
[1] University of Westminster
[1] Kent State University
Top Vertex1 Affiliation in G7:
[4] City University of Hong Kong
[2] University of Louisville
[1] University of London
[1] University of Bristol
[1] University of Hong Kong
[1] Hong Kong Design Centre
[1] Virginia Commonwealth University
[1] Western University
[1] Fordham University
[1] University of North Carolina at Greensboro
Top Vertex1 Affiliation in G8:
[5] Tel Aviv University
[2] Potsdam Institute for Climate Impact Research
[1] National University of Singapore
[1] Birkbeck, University of London
[1] London School of Economics and Political Science
Top Vertex1 Affiliation in G9:
[2] University of East London
[2] York University
[1] University of Melbourne
[1] San Francisco State University
[1] Loughborough University
[1] Northern Health
[1] University of Giessen
Top Vertex1 Affiliation in G10:
[12] University of Toronto
[2] University of Cape Town
[2] University of Colorado Denver
[1] University of Klagenfurt
[1] Charles University
[1] University of California, Irvine
[1] Dhurakij Pundit University
[1] Universitat Autònoma de Barcelona
Top Vertex1 Institution in Entire Graph:
[258] education
[18] facility
[6] nonprofit
[5] company
[5] government
[5] healthcare
Top Vertex1 Institution in G1:
[53] education
[4] healthcare
[4] facility
[3] government
Top Vertex1 Institution in G2:
[26] education
[10] facility
[1] nonprofit
Top Vertex1 Institution in G3:
[16] education
[2] company
Top Vertex1 Institution in G5:
[21] education
Top Vertex1 Institution in G6:
[13] education
Top Vertex1 Institution in G7:
[13] education
[1] nonprofit
[1] government
Top Vertex1 Institution in G8:
[8] education
[2] facility
Top Vertex1 Institution in G9:
[8] education
[1] healthcare
Top Vertex1 Institution in G10:
[21] education
Top Vertex1 Institution Country in Entire Graph:
[76] GB
[50] US
[46] CN
[24] BE
[23] CA
[21] AU
[12] SG
[7] FR
[6] HK
[5] DE
Top Vertex1 Institution Country in G1:
[23] BE
[18] GB
[9] CN
[6] US
[2] SG
[2] FR
[2] CA
[1] AU
[1] DE
Top Vertex1 Institution Country in G2:
[18] CN
[7] AU
[3] US
[2] NL
[2] GB
[2] CA
[1] CH
[1] FR
[1] KR
Top Vertex1 Institution Country in G3:
[9] US
[4] GB
[2] FR
[1] BE
[1] FI
[1] CA
Top Vertex1 Institution Country in G5:
[12] GB
[5] US
[3] AU
[1] KR
Top Vertex1 Institution Country in G6:
[6] AU
[4] GB
[2] CA
[1] US
Top Vertex1 Institution Country in G7:
[5] HK
[5] US
[2] GB
[2] CN
[1] CA
Top Vertex1 Institution Country in G8:
[5] IL
[2] GB
[2] DE
[1] SG
Top Vertex1 Institution Country in G9:
[3] GB
[2] CA
[2] AU
[1] US
[1] DE
Top Vertex1 Institution Country in G10:
[12] CA
[3] US
[2] ZA
[1] AT
[1] CZ
[1] TH
[1] ES
Top Vertex2 Type in Entire Graph:
[289] article
[4] book-chapter
[4] book
Top Vertex2 Type in G1:
[61] article
[3] book-chapter
Top Vertex2 Type in G2:
[36] article
[1] book-chapter
Top Vertex2 Type in G3:
[18] article
Top Vertex2 Type in G5:
[21] article
Top Vertex2 Type in G6:
[13] article
Top Vertex2 Type in G7:
[12] article
[3] book
Top Vertex2 Type in G8:
[10] article
Top Vertex2 Type in G9:
[9] article
Top Vertex2 Type in G10:
[21] article
Top Vertex2 Host Organization in Entire Graph:
[105] SAGE Publishing
[57] Elsevier BV
[41] Wiley-Blackwell
[26] Taylor & Francis
[20] Routledge
[10] American Chemical Society
[9] Alexandrine Press
[7] Nature Portfolio
[3] American Association of Geographers
[3] Cambridge University Press
Top Vertex2 Host Organization in G1:
[17] SAGE Publishing
[11] Elsevier BV
[10] Routledge
[8] Alexandrine Press
[7] Taylor & Francis
[6] Wiley-Blackwell
[3] Cambridge University Press
[1] The MIT Press
[1] Science Press
Top Vertex2 Host Organization in G2:
[29] SAGE Publishing
[7] Nature Portfolio
[1] Springer Nature
Top Vertex2 Host Organization in G3:
[18] SAGE Publishing
Top Vertex2 Host Organization in G5:
[8] Wiley-Blackwell
[7] SAGE Publishing
[3] Elsevier BV
[3] American Association of Geographers
Top Vertex2 Host Organization in G6:
[11] Elsevier BV
[1] SAGE Publishing
[1] Alexandrine Press
Top Vertex2 Host Organization in G7:
[11] SAGE Publishing
[3] Palgrave Macmillan
[1] Elsevier BV
Top Vertex2 Host Organization in G8:
[6] Elsevier BV
[3] Wiley-Blackwell
[1] SAGE Publishing
Top Vertex2 Host Organization in G9:
[7] Wiley-Blackwell
[2] SAGE Publishing
Top Vertex2 Host Organization in G10:
[10] American Chemical Society
[10] Elsevier BV
[1] SAGE Publishing
Top Vertex2 SO in Entire Graph:
[51] Urban studies
[18] Environment & planning. A
[15] International journal of urban and regional research
[14] Regional studies
[14] Global networks
[14] Urban geography
[11] Cities
[10] Environmental science & technology
[10] Energy policy
[9] Built environment
Top Vertex2 SO in G1:
[14] Urban studies
[8] Regional studies
[8] Built environment
[6] Cities
[5] Oxford development studies
[4] World development
[3] Global networks
[3] Cambridge University Press eBooks
[2] ˜The œProfessional geographer/Professional geographer
[2] European journal of international relations
Top Vertex2 SO in G2:
[18] Environment & planning. A
[7] Nature communications
[4] Environment & planning. B, Planning & design/Environment and planning. B, Planning and design
[3] Alternatives
[2] City & community
[1] Springer eBooks
[1] Sexualities
[1] Policy futures in education
Top Vertex2 SO in G3:
[13] Urban studies
[3] Progress in human geography
[2] American behavioral scientist
Top Vertex2 SO in G5:
[8] Global networks
[3] Annals of the Association of American Geographers
[3] Environment and urbanization
[3] International small business journal
[1] Geoforum
[1] Transportation research. Part D, Transport and environment
[1] Urban studies
[1] Progress in planning
Top Vertex2 SO in G6:
[3] Applied geography
[3] Journal of world business
[1] Global environmental change
[1] Urban studies
[1] Remote sensing of environment
[1] Built environment
[1] Science of the total environment
[1] Habitat international
[1] ISPRS journal of photogrammetry and remote sensing
Top Vertex2 SO in G7:
[11] Urban studies
[2] Palgrave Macmillan UK eBooks
[1] Palgrave Macmillan US eBooks
[1] Cities
Top Vertex2 SO in G8:
[3] Political geography
[3] Global networks
[3] Geoforum
[1] Urban studies
Top Vertex2 SO in G9:
[3] Area
[2] Tijdschrift voor economische en sociale geografie
[2] Urban studies
[1] Growth and change
[1] Journal of industrial ecology
Top Vertex2 SO in G10:
[10] Environmental science & technology
[10] Energy policy
[1] Urban studies
Top Words in Vertex2 Abstract in Entire Graph:
[746] global
[727] cities
[613] city
[417] urban
[365] world
[300] network
[223] paper
[161] economic
[156] social
[138] analysis
Top Words in Vertex2 Abstract in G1:
[130] cities
[101] global
[87] city
[83] urban
[81] world
[68] 2004
[50] post
[50] network
[49] 2000
[44] change
Top Words in Vertex2 Abstract in G2:
[84] global
[70] carbon
[64] cities
[63] urban
[48] city
[31] network
[29] economic
[28] world
[21] approach
[21] spatial
Top Words in Vertex2 Abstract in G3:
[86] cities
[66] global
[50] city
[36] urban
[34] world
[32] economic
[28] development
[26] paper
[24] globalization
[24] growth
Top Words in Vertex2 Abstract in G4:
[51] cities
[41] network
[36] global
[27] corporate
[18] structure
[18] present
[18] major
[18] focused
[18] analysis
[14] world
Top Words in Vertex2 Abstract in G5:
[35] city
[34] global
[25] networks
[23] cities
[20] world
[15] climate
[14] network
[13] diversity
[12] urban
[12] internet
Top Words in Vertex2 Abstract in G6:
[59] global
[38] cities
[28] suhii
[27] urban
[26] city
[24] justice
[24] cuhii
[22] change
[21] country
[18] flood
Top Words in Vertex2 Abstract in G7:
[48] world
[47] cities
[32] network
[32] central
[24] powerful
[24] power
[21] city
[16] centrality
[16] define
[16] distinct
Top Words in Vertex2 Abstract in G8:
[43] city
[41] global
[39] network
[38] cities
[33] world
[14] firms
[13] transnational
[12] networks
[11] paper
[11] cultural
Top Words in Vertex2 Abstract in G9:
[49] cities
[38] global
[24] emissions
[22] urban
[21] city
[18] world
[18] climate
[18] scope
[17] network
[16] ifs
Top Words in Vertex2 Abstract in G10:
[87] emissions
[37] cities
[36] city
[31] fuels
[30] ghg
[27] greater
[22] waste
[22] fuel
[22] industrial
[18] associated
Top Word Pairs in Vertex2 Abstract in Entire Graph:
[186] global,cities
[157] world,city
[147] global,city
[129] city,network
[121] world,cities
[77] climate,change
[41] service,firms
[39] ghg,emissions
[38] hong,kong
[36] land,cover
Top Word Pairs in Vertex2 Abstract in G1:
[39] world,city
[32] 2000,2004
[32] city,network
[27] world,cities
[24] google,scholar
[21] post,suburbanization
[19] global,service
[17] global,cities
[16] regional,studies
[16] verã,nderungen
Top Word Pairs in Vertex2 Abstract in G2:
[17] global,cities
[14] carbon,balance
[14] physical,carbon
[14] urban,stocks
[13] global,city
[8] randomized,baseline
[8] world,city
[8] baseline,model
[8] level,jobs
[8] digitized,economic
Top Word Pairs in Vertex2 Abstract in G3:
[22] global,city
[20] global,cities
[16] growth,cities
[14] world,city
[14] hong,kong
[12] singapore,hong
[8] command,control
[8] world's,great
[8] paper,examines
[8] population,densities
Top Word Pairs in Vertex2 Abstract in G4:
[18] global,cities
[9] focused,global
[9] kinds,corporate
[9] theorizations,account
[9] major,cities
[9] indicate,network
[9] literaturesâ,focused
[9] corporate,interlockingâ
[9] global,network
[9] transnational,corporate
Top Word Pairs in Vertex2 Abstract in G5:
[9] world,city
[9] city,network
[9] global,cities
[8] mexico,city
[7] urban,climate
[7] climate,change
[6] internet,backbone
[6] climate,hazards
[6] commodity,chains
[6] diversity,competitiveness
Top Word Pairs in Vertex2 Abstract in G6:
[20] global,cities
[18] climate,change
[15] target,country
[14] suhii,cuhii
[11] global,city
[9] procedural,justice
[9] angular,built
[9] multi,angular
[9] planar,features
[6] flood,risk
Top Word Pairs in Vertex2 Abstract in G7:
[32] world,cities
[16] world,city
[16] central,powerful
[16] city,network
[16] cities,central
[16] centrality,power
[8] define,multiple
[8] research,frequently
[8] network,research
[8] concepts,difficult
Top Word Pairs in Vertex2 Abstract in G8:
[21] city,network
[18] world,city
[12] world,cities
[8] global,city
[7] city,status
[6] hong,kong
[6] network,formation
[6] london,york
[6] state,city
[5] global,cities
Top Word Pairs in Vertex2 Abstract in G9:
[20] global,cities
[13] climate,change
[12] foreign,investment
[12] manuel,castells
[12] ifs,sector
[9] c40,cities
[9] ghg,emissions
[9] development,zones
[7] urban,climate
[7] cityâ,formation
Top Word Pairs in Vertex2 Abstract in G10:
[30] ghg,emissions
[18] fuel,sales
[18] city's,metabolism
[18] associated,city's
[18] life,cycle
[17] attributable,cities
[13] gas,ghg
[13] heating,industrial
[13] emissions,attributable
[13] greenhouse,gas