The graph represents a network of 3,566 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 04:34 UTC.
The tweets in the network were tweeted over the 2839-day, 9-hour, 4-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 05 March 2023 at 22:48 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 : 3566
Unique Edges : 3381
Edges With Duplicates : 9257
Total Edges : 12638
Number of Edge Types : 8
Retweet : 2558
MentionsInRetweet : 4377
MentionsInReplyTo : 930
Replies to : 351
Tweet : 1045
Quote : 163
Mentions : 2911
MentionsInQuote : 303
Self-Loops : 1614
Reciprocated Vertex Pair Ratio : 0.0667189952904239
Reciprocated Edge Ratio : 0.125091979396615
Connected Components : 373
Single-Vertex Connected Components : 193
Maximum Vertices in a Connected Component : 2453
Maximum Edges in a Connected Component : 10481
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.462775
Graph Density : 0.000427600864955686
Modularity : 0.399001
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,566 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 04:34 UTC.
The tweets in the network were tweeted over the 2839-day, 9-hour, 4-minute period from Wednesday, 27 May 2015 at 13:43 UTC to Sunday, 05 March 2023 at 22:48 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:
[363] daily,dejo [363] dejo,fabolude [363] latest,daily [357] fabolude,thanks [149] digital,development [140] #ict4d,#ditchbook [108] য,গ [106] #ict4d,wayan_vota [103] #ict4d,#microsoft365 [95] tax,development Top Word Pairs in Tweet in G1:
[106] #ict4d,wayan_vota [92] wayan_vota,ict_works [60] digital,development [57] #ict4d,ict_works [48] infotechdev,infotechdev [36] fortuny,apply [34] #ict4d,research [32] #ict4d,track [31] short,presentation [30] digital,inequality Top Word Pairs in Tweet in G2:
[76] call,applications [74] tax,development [71] #designthinking,#victorpapanek [57] #uxdesign,#ict4d [55] scholarships,tax [55] fully,funded [55] applications,four [55] #victorpapanek,#uxdesign [55] four,fully [52] #ict4d,#productdesign Top Word Pairs in Tweet in G3:
[81] #globaldev,links [35] many,more [34] aidnography,#globaldev [9] read,more [7] 467,feat [7] links,467 [6] scandi,summer [6] back,scandi [6] links,450 [6] 450,back Top Word Pairs in Tweet in G4:
[54] global,health [42] jobs,insights [42] orgs,follow [42] follow,jobs [37] 10,leading [37] insights,jhpiego [35] social,impact [33] ncmart,10 [31] jhpiego,pathtweets [31] jsihealth,imc_worldwide 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:
[25] digital,tech [10] #malaria,elimination [9] africa,founded [9] livestock,farming [9] ict4dconference,return [9] return,person [9] person,event [9] early,2024 [9] data,improving [9] west,africa 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:
[363] latest,daily [363] dejo,fabolude [363] daily,dejo [357] fabolude,thanks [140] #ict4d,#ditchbook [103] #ict4d,#microsoft365 [94] #ditchbook,#ict4d [40] thanks,asemota [37] thanks,onwardng [31] asemota,#ict4d 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] #digitalization,#precision [23] leveraging,#automation [23] released,leveraging [23] recently,released [23] #automation,#digitalization [23] #precision,#agriculture [23] case,studies [23] evidence,case [23] #agriculture,evidence [22] news,thanks 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 G6:
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: