The graph represents a network of 3,554 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 04:34 UTC.
The tweets in the network were tweeted over the 2846-day, 5-hour, 28-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 12 March 2023 at 19:12 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 : 3554
Unique Edges : 3335
Edges With Duplicates : 9287
Total Edges : 12622
Number of Edge Types : 8
Retweet : 2567
MentionsInRetweet : 4411
Mentions : 2882
Replies to : 347
MentionsInReplyTo : 925
Tweet : 1035
MentionsInQuote : 296
Quote : 159
Self-Loops : 1602
Reciprocated Vertex Pair Ratio : 0.0664694280078895
Reciprocated Edge Ratio : 0.124653227297947
Connected Components : 385
Single-Vertex Connected Components : 200
Maximum Vertices in a Connected Component : 2406
Maximum Edges in a Connected Component : 10379
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.351813
Graph Density : 0.00042819711670577
Modularity : 0.398376
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,554 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 04:34 UTC.
The tweets in the network were tweeted over the 2846-day, 5-hour, 28-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 12 March 2023 at 19:12 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:
[373] daily,dejo [373] dejo,fabolude [373] latest,daily [367] fabolude,thanks [149] digital,development [140] #ict4d,#ditchbook [111] #ict4d,#microsoft365 [108] য,গ [104] #ict4d,wayan_vota [96] tax,development Top Word Pairs in Tweet in G1:
[103] #ict4d,wayan_vota [90] wayan_vota,ict_works [61] digital,development [56] #ict4d,ict_works [47] infotechdev,infotechdev [34] fortuny,apply [32] #ict4d,track [29] digital,inequality [28] short,presentation [27] #ict4d,research Top Word Pairs in Tweet in G2:
[78] call,applications [76] tax,development [70] #designthinking,#victorpapanek [57] scholarships,tax [57] fully,funded [57] applications,four [57] #uxdesign,#ict4d [57] four,fully [55] #victorpapanek,#uxdesign [52] #ict4d,#productdesign Top Word Pairs in Tweet in G3:
[84] #globaldev,links [36] many,more [35] 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 G4:
[54] global,health [41] jobs,insights [41] orgs,follow [41] follow,jobs [36] social,impact [36] insights,jhpiego [36] 10,leading [33] ncmart,10 [31] pathtweets,jsihealth [31] jhpiego,pathtweets Top Word Pairs in Tweet in G5:
[108] য,গ [44] job,circular [41] গ,য [40] valencia,spain [38] তথ,য [37] ক,ত [37] ictd,digital [37] রয,ক [37] প,রয [34] ও,য Top Word Pairs in Tweet in G6:
[16] digital,tech [10] #malaria,elimination [10] data,improving [10] livestock,farming [9] 2024,ict4dconference [9] event,west [9] awhitbr,ilri [9] farming,hear [9] three,examples [9] africa,founded Top Word Pairs in Tweet in G7:
[373] latest,daily [373] dejo,fabolude [373] daily,dejo [367] fabolude,thanks [140] #ict4d,#ditchbook [111] #ict4d,#microsoft365 [90] #ditchbook,#ict4d [41] thanks,asemota [37] thanks,onwardng [31] asemota,#ict4d Top Word Pairs in Tweet in G8:
[75] arslan_ict4d,genrzaheer [40] meryamelyas,arslan_ict4d [35] #pakdatasci,#datascience [31] عمران,خان [29] quick,guide [26] hour,list [26] list,left [26] reading,summarizing [26] guide,reading [26] one,hour Top Word Pairs in Tweet in G9:
[25] #digitalization,#precision [25] evidence,case [25] case,studies [25] #agriculture,evidence [25] leveraging,#automation [25] #precision,#agriculture [25] recently,released [25] released,leveraging [25] #automation,#digitalization [24] iapad,recently Top Word Pairs in Tweet in G10:
[9] digital,tech [9] read,more [8] jude,lubega [8] prof,jude [8] three,#comsteda19 [8] professor,information [8] speaker,strand [8] day,three [8] strand,prof [8] #comsteda19,keynote Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G6:
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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:
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Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: