The graph represents a network of 3,504 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 04:35 UTC.
The tweets in the network were tweeted over the 2790-day, 5-hour, 10-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 15 January 2023 at 18:54 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 : 3504
Unique Edges : 3355
Edges With Duplicates : 9346
Total Edges : 12701
Number of Edge Types : 8
Retweet : 2630
MentionsInRetweet : 4548
MentionsInReplyTo : 879
Mentions : 2726
Tweet : 1054
MentionsInQuote : 338
Replies to : 348
Quote : 178
Self-Loops : 1651
Reciprocated Vertex Pair Ratio : 0.0744617815524393
Reciprocated Edge Ratio : 0.138602941176471
Connected Components : 384
Single-Vertex Connected Components : 188
Maximum Vertices in a Connected Component : 2409
Maximum Edges in a Connected Component : 10571
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.342486
Graph Density : 0.000443194808885274
Modularity : 0.38911
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,504 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 16 January 2023 at 04:35 UTC.
The tweets in the network were tweeted over the 2790-day, 5-hour, 10-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 15 January 2023 at 18:54 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:
[271] daily,dejo [271] dejo,fabolude [271] latest,daily [265] fabolude,thanks [161] digital,development [140] #ict4d,#ditchbook [112] য,গ [95] #ict4d,wayan_vota [94] #ditchbook,#ict4d [86] wayan_vota,ict_works Top Word Pairs in Tweet in G1:
[55] infotechdev,infotechdev [47] digital,development [46] wayan_vota,ict_works [46] #ict4d,wayan_vota [37] #ict4d,research [37] internet,access [36] #ict4d,ict_works [36] universal,internet [32] short,presentation [32] #ict4d,track Top Word Pairs in Tweet in G2:
[70] #designthinking,#victorpapanek [57] #uxdesign,#ict4d [56] #victorpapanek,#uxdesign [53] #ict4d,#productdesign [36] #productdesign,#consciousdesign [33] #consciousdesign,#industrialdesign [29] tax,development [28] #sdgs,#by2030 [25] #designresearch,#designers [25] research,tax Top Word Pairs in Tweet in G3:
[79] digital,development [56] global,health [48] #ict4d,wayan_vota [42] follow,jobs [42] social,impact [42] jobs,insights [42] orgs,follow [39] wayan_vota,ict_works [37] 10,leading [37] insights,jhpiego Top Word Pairs in Tweet in G4:
[59] opening,unicef [47] unicef,#itandtelecoms [45] exp,days [44] #unjobs,#untalent [44] days,#unjobs [43] ictd,digital [40] valencia,spain [36] digital,core [36] core,valencia [27] #ict4d,#malaria Top Word Pairs in Tweet in G5:
[72] #globaldev,links [31] many,more [30] aidnography,#globaldev [9] read,more [6] scandi,summer [6] back,scandi [6] links,450 [6] 450,back [6] break,#globaldev [6] back,feat Top Word Pairs in Tweet in G6:
[112] য,গ [58] job,circular [43] গ,য [41] ictd,job [40] তথ,য [39] valencia,spain [39] ক,ত [39] রয,ক [39] প,রয [36] ও,য Top Word Pairs in Tweet in G7:
[75] arslan_ict4d,genrzaheer [40] meryamelyas,arslan_ict4d [35] #pakdatasci,#datascience [31] عمران,خان [29] quick,guide [26] one,hour [26] summarizing,scientific [26] list,left [26] reading,summarizing [26] article,one Top Word Pairs in Tweet in G8:
[271] latest,daily [271] dejo,fabolude [271] daily,dejo [265] fabolude,thanks [140] #ict4d,#ditchbook [94] #ditchbook,#ict4d [30] thanks,asemota [28] thanks,onwardng [22] asemota,#ict4d [14] thanks,channelstv Top Word Pairs in Tweet in G9:
[17] support,team [13] sure,check [12] aidez,atteindre [12] merci,plus [12] atteindre,maximum [12] partageant,ce [12] plus,d'informations [12] tweet,réseaux [12] personnes,partageant [12] réseaux,merci Top Word Pairs in Tweet in G10:
[19] ijedict,weekly [19] news,thanks [19] weekly,news [19] latest,ijedict [8] digital,transformation [8] asian,development [8] thanks,ict_works [7] against,hunger [7] hunger,world [7] fight,against Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: