The graph represents a network of 3,546 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 04:35 UTC.
The tweets in the network were tweeted over the 3278-day, 10-hour, 8-minute period from Friday, 17 January 2014 at 08:45 UTC to Sunday, 08 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 : 3546
Unique Edges : 3421
Edges With Duplicates : 9321
Total Edges : 12742
Number of Edge Types : 8
Retweet : 2642
MentionsInRetweet : 4583
Mentions : 2700
MentionsInReplyTo : 880
Tweet : 1076
MentionsInQuote : 335
Replies to : 348
Quote : 178
Self-Loops : 1668
Reciprocated Vertex Pair Ratio : 0.0735179407176287
Reciprocated Edge Ratio : 0.136966394187103
Connected Components : 404
Single-Vertex Connected Components : 194
Maximum Vertices in a Connected Component : 2381
Maximum Edges in a Connected Component : 10452
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.336155
Graph Density : 0.000437927635739668
Modularity : 0.395114
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,546 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 04:35 UTC.
The tweets in the network were tweeted over the 3278-day, 10-hour, 8-minute period from Friday, 17 January 2014 at 08:45 UTC to Sunday, 08 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:
[257] daily,dejo [257] dejo,fabolude [257] latest,daily [252] fabolude,thanks [156] digital,development [131] #ict4d,#ditchbook [114] য,গ [94] #ditchbook,#ict4d [90] #ict4d,wayan_vota [83] wayan_vota,ict_works Top Word Pairs in Tweet in G1:
[54] infotechdev,infotechdev [37] #ict4d,research [34] digital,development [32] #ict4d,track [30] special,issue [29] feminist,queer [28] queer,approaches [28] infotechdev,digital [27] short,presentation [26] digital,inequality Top Word Pairs in Tweet in G2:
[69] #designthinking,#victorpapanek [56] #uxdesign,#ict4d [55] #victorpapanek,#uxdesign [52] #ict4d,#productdesign [35] #productdesign,#consciousdesign [32] #consciousdesign,#industrialdesign [29] tax,development [27] #sdgs,#by2030 [25] research,tax [25] year,long Top Word Pairs in Tweet in G3:
[90] #ict4d,wayan_vota [83] digital,development [82] wayan_vota,ict_works [59] #ict4d,ict_works [45] global,health [42] follow,jobs [42] jobs,insights [40] orgs,follow [37] 10,leading [37] insights,jhpiego Top Word Pairs in Tweet in G4:
[58] opening,unicef [47] unicef,#itandtelecoms [44] exp,days [43] #unjobs,#untalent [43] days,#unjobs [42] ictd,digital [39] valencia,spain [35] digital,core [35] core,valencia [27] #ict4d,#malaria Top Word Pairs in Tweet in G5:
[74] #globaldev,links [32] aidnography,#globaldev [31] many,more [9] read,more [6] 457,feat [6] 450,back [6] back,scandi [6] huiyuanliu,carla_rosch [6] scandi,summer [6] summer,break Top Word Pairs in Tweet in G6:
[114] য,গ [58] job,circular [51] caledonian,thistle [51] women,fc [51] football,club [51] ictd,women [51] women,football [51] sutherland,women [51] club,inverness [51] thistle,fc 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] summarizing,scientific [26] one,hour [26] hour,list [26] article,one [26] reading,summarizing Top Word Pairs in Tweet in G8:
[257] latest,daily [257] dejo,fabolude [257] daily,dejo [252] fabolude,thanks [131] #ict4d,#ditchbook [94] #ditchbook,#ict4d [28] thanks,asemota [27] thanks,onwardng [19] asemota,#ict4d [13] thanks,channelstv Top Word Pairs in Tweet in G9:
[22] #digitalization,#precision [22] leveraging,#automation [22] released,leveraging [22] recently,released [22] #automation,#digitalization [22] #precision,#agriculture [22] case,studies [22] evidence,case [22] #agriculture,evidence [21] studies,ba Top Word Pairs in Tweet in G10:
[33] universal,internet [33] internet,access [26] digital,development [24] connectivity,commonly [24] cost,connectivity [24] towards,goal [24] work,towards [24] access,focusing [24] goal,universal [24] focusing,cost 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 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: