The graph represents a network of 3,538 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 2/5/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 06 February 2023 at 04:35 UTC.
The tweets in the network were tweeted over the 2811-day, 6-hour, 29-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 05 February 2023 at 20:13 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 : 3538
Unique Edges : 3329
Edges With Duplicates : 9327
Total Edges : 12656
Number of Edge Types : 8
Retweet : 2603
MentionsInRetweet : 4455
MentionsInReplyTo : 930
Mentions : 2767
Tweet : 1047
MentionsInQuote : 317
Replies to : 363
Quote : 174
Self-Loops : 1642
Reciprocated Vertex Pair Ratio : 0.0707668046520796
Reciprocated Edge Ratio : 0.132179675994109
Connected Components : 372
Single-Vertex Connected Components : 183
Maximum Vertices in a Connected Component : 2416
Maximum Edges in a Connected Component : 10435
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.352533
Graph Density : 0.000434077097910117
Modularity : 0.394054
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,538 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 2/5/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 06 February 2023 at 04:35 UTC.
The tweets in the network were tweeted over the 2811-day, 6-hour, 29-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 05 February 2023 at 20:13 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:
[313] daily,dejo [313] dejo,fabolude [313] latest,daily [307] fabolude,thanks [143] digital,development [140] #ict4d,#ditchbook [112] য,গ [111] tax,development [100] #ict4d,wayan_vota [94] #ditchbook,#ict4d Top Word Pairs in Tweet in G1:
[100] #ict4d,wayan_vota [90] wayan_vota,ict_works [60] digital,development [58] #ict4d,ict_works [57] infotechdev,infotechdev [35] #ict4d,research [34] #ict4d,track [33] digital,transformation [33] short,presentation [30] fortuny,apply Top Word Pairs in Tweet in G2:
[93] tax,development [66] call,applications [51] fully,funded [51] scholarships,tax [51] applications,four [51] four,fully [43] funded,#phd [43] #phd,scholarships [43] students,deadline [43] #african,asian Top Word Pairs in Tweet in G3:
[75] #designthinking,#victorpapanek [61] #uxdesign,#ict4d [60] #victorpapanek,#uxdesign [57] #ict4d,#productdesign [55] global,health [42] jobs,insights [42] orgs,follow [42] follow,jobs [40] #productdesign,#consciousdesign [37] 10,leading Top Word Pairs in Tweet in G4:
[75] #globaldev,links [31] 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:
[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 [25] spain,exp Top Word Pairs in Tweet in G6:
[112] য,গ [58] job,circular [43] গ,য [41] ictd,job [40] তথ,য [40] 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 [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 G8:
[313] dejo,fabolude [313] latest,daily [313] daily,dejo [307] fabolude,thanks [140] #ict4d,#ditchbook [94] #ditchbook,#ict4d [47] #ict4d,#microsoft365 [37] thanks,asemota [33] thanks,onwardng [24] asemota,#ict4d Top Word Pairs in Tweet in G9:
[22] recently,released [22] released,leveraging [22] leveraging,#automation [22] #automation,#digitalization [22] #precision,#agriculture [22] #agriculture,evidence [22] #digitalization,#precision [22] evidence,case [22] news,thanks [22] case,studies Top Word Pairs in Tweet in G10:
[14] database,emmalbriant [14] countries,cambridge [14] amazing,interactice [14] map,underlying [14] emmalbriant,countries [14] underlying,database [14] interactice,map [14] cambridge,analytica [13] phat_controller,amazing [9] marcowenjones,analysing 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 G10:
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: