The graph represents a network of 3,498 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 04:35 UTC.
The tweets in the network were tweeted over the 2818-day, 5-hour, 10-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 12 February 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 : 3498
Unique Edges : 3302
Edges With Duplicates : 9340
Total Edges : 12642
Number of Edge Types : 8
Retweet : 2599
MentionsInRetweet : 4451
Tweet : 1056
Replies to : 359
MentionsInReplyTo : 909
Quote : 174
Mentions : 2781
MentionsInQuote : 313
Self-Loops : 1637
Reciprocated Vertex Pair Ratio : 0.0700990099009901
Reciprocated Edge Ratio : 0.131014063656551
Connected Components : 367
Single-Vertex Connected Components : 183
Maximum Vertices in a Connected Component : 2440
Maximum Edges in a Connected Component : 10650
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.3558
Graph Density : 0.000441773746115473
Modularity : 0.391911
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,498 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 13 February 2023 at 04:35 UTC.
The tweets in the network were tweeted over the 2818-day, 5-hour, 10-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 12 February 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:
[327] daily,dejo [327] dejo,fabolude [327] latest,daily [321] fabolude,thanks [147] digital,development [140] #ict4d,#ditchbook [115] tax,development [112] য,গ [103] #ict4d,wayan_vota [94] #ditchbook,#ict4d Top Word Pairs in Tweet in G1:
[103] #ict4d,wayan_vota [91] wayan_vota,ict_works [66] digital,development [56] #ict4d,ict_works [56] infotechdev,infotechdev [34] #ict4d,research [33] digital,transformation [33] fortuny,apply [32] #ict4d,track [31] short,presentation Top Word Pairs in Tweet in G2:
[96] tax,development [74] #designthinking,#victorpapanek [69] call,applications [59] #uxdesign,#ict4d [58] #victorpapanek,#uxdesign [54] fully,funded [54] scholarships,tax [54] applications,four [54] #ict4d,#productdesign [54] four,fully 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] digital,development [35] social,impact [33] ncmart,10 [31] pathtweets,jsihealth Top Word Pairs in Tweet in G4:
[77] #globaldev,links [33] many,more [32] 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:
[61] opening,unicef [49] unicef,#itandtelecoms [46] exp,days [45] #unjobs,#untalent [45] days,#unjobs [44] ictd,digital [41] valencia,spain [37] digital,core [37] core,valencia [24] consultant,consultancy Top Word Pairs in Tweet in G6:
[112] য,গ [58] job,circular [43] গ,য [41] ictd,job [40] valencia,spain [40] তথ,য [39] ক,ত [39] রয,ক [39] প,রয [36] ও,য Top Word Pairs in Tweet in G7:
[327] latest,daily [327] dejo,fabolude [327] daily,dejo [321] fabolude,thanks [140] #ict4d,#ditchbook [94] #ditchbook,#ict4d [61] #ict4d,#microsoft365 [37] 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] summarizing,scientific [27] one,hour [27] hour,list [27] article,one [27] reading,summarizing Top Word Pairs in Tweet in G9:
[14] emmalbriant,countries [14] underlying,database [14] cambridge,analytica [14] countries,cambridge [14] database,emmalbriant [14] interactice,map [14] map,underlying [14] amazing,interactice [13] phat_controller,amazing [9] analysing,causes Top Word Pairs in Tweet in G10:
[23] recently,released [23] released,leveraging [23] leveraging,#automation [23] #automation,#digitalization [23] #precision,#agriculture [23] #agriculture,evidence [23] #digitalization,#precision [23] evidence,case [23] case,studies [22] iapad,recently 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: