The graph represents a network of 3,523 Twitter users whose recent tweets contained "ICTD OR ICT4D", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/19/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 20 February 2023 at 04:35 UTC.
The tweets in the network were tweeted over the 2825-day, 7-hour, 25-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 19 February 2023 at 21:09 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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.
Author Description
Vertices : 3523
Unique Edges : 3335
Edges With Duplicates : 9324
Total Edges : 12659
Number of Edge Types : 8
Retweet : 2592
MentionsInRetweet : 4456
MentionsInReplyTo : 913
Mentions : 2822
Tweet : 1050
MentionsInQuote : 300
Replies to : 354
Quote : 172
Self-Loops : 1635
Reciprocated Vertex Pair Ratio : 0.0698362596172815
Reciprocated Edge Ratio : 0.130555043333948
Connected Components : 376
Single-Vertex Connected Components : 192
Maximum Vertices in a Connected Component : 2440
Maximum Edges in a Connected Component : 10624
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.347941
Graph Density : 0.000437056526246038
Modularity : 0.394495
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,523 Twitter users whose recent tweets contained "ICTD OR ICT4D", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/19/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 20 February 2023 at 04:35 UTC.
The tweets in the network were tweeted over the 2825-day, 7-hour, 25-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 19 February 2023 at 21:09 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : ICTD OR ICT4D
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[338] daily,dejo [338] dejo,fabolude [338] latest,daily [332] fabolude,thanks [152] digital,development [140] #ict4d,#ditchbook [116] tax,development [112] য,গ [105] #ict4d,wayan_vota [94] wayan_vota,ict_works Top Word Pairs in Tweet in G1:
[105] #ict4d,wayan_vota [93] wayan_vota,ict_works [68] digital,development [68] #designthinking,#victorpapanek [55] infotechdev,infotechdev [54] #uxdesign,#ict4d [54] #ict4d,ict_works [53] #victorpapanek,#uxdesign [49] #ict4d,#productdesign [38] #productdesign,#consciousdesign Top Word Pairs in Tweet in G2:
[96] tax,development [69] call,applications [54] scholarships,tax [54] fully,funded [54] applications,four [54] four,fully [44] asian,students [44] funded,#phd [44] #phd,scholarships [44] development,#african Top Word Pairs in Tweet in G3:
[55] global,health [42] jobs,insights [42] orgs,follow [42] follow,jobs [37] insights,jhpiego [37] 10,leading [36] social,impact [33] ncmart,10 [31] pathtweets,jsihealth [31] jhpiego,pathtweets Top Word Pairs in Tweet in G4:
[77] #globaldev,links [32] many,more [31] aidnography,#globaldev [9] read,more [7] links,467 [7] 467,feat [6] 450,back [6] back,scandi [6] scandi,summer [6] summer,break Top Word Pairs in Tweet in G5:
[57] opening,unicef [45] unicef,#itandtelecoms [44] exp,days [43] #unjobs,#untalent [43] days,#unjobs [40] ictd,digital [38] valencia,spain [34] digital,core [34] core,valencia [23] spain,exp Top Word Pairs in Tweet in G6:
[112] য,গ [58] job,circular [43] গ,য [41] ictd,job [40] তথ,য [39] প,রয [39] রয,ক [39] ক,ত [38] valencia,spain [36] ও,য Top Word Pairs in Tweet in G7:
[338] dejo,fabolude [338] latest,daily [338] daily,dejo [332] fabolude,thanks [140] #ict4d,#ditchbook [94] #ditchbook,#ict4d [75] #ict4d,#microsoft365 [38] thanks,asemota [34] thanks,onwardng [28] asemota,#ict4d Top Word Pairs in Tweet in G8:
[75] arslan_ict4d,genrzaheer [40] meryamelyas,arslan_ict4d [36] #pakdatasci,#datascience [31] عمران,خان [30] quick,guide [27] reading,summarizing [27] one,hour [27] summarizing,scientific [27] list,left [27] hour,list Top Word Pairs in Tweet in G9:
[23] #digitalization,#precision [23] leveraging,#automation [23] released,leveraging [23] recently,released [23] #automation,#digitalization [23] #precision,#agriculture [23] case,studies [23] evidence,case [23] #agriculture,evidence [22] studies,ba Top Word Pairs in Tweet in G10:
[9] amplifies,human [9] tool,amplifies [9] read,more [9] kentarotoyama,#ict4d [9] research,technology [9] stevesong,kentarotoyama [9] great,reminder [9] reminder,stevesong [9] technology,tool [9] #ict4d,research Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G5:
Top Replied-To in G7:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: