The graph represents a network of 2,938 Twitter users whose recent tweets contained "#Tech4Good OR #techforgood", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 19 May 2021 at 05:41 UTC.
The tweets in the network were tweeted over the 7-day, 13-hour, 37-minute period from Tuesday, 11 May 2021 at 16:01 UTC to Wednesday, 19 May 2021 at 05:38 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 2938
Unique Edges : 11857
Edges With Duplicates : 8765
Total Edges : 20622
Number of Edge Types : 5
Retweet : 2669
MentionsInRetweet : 14695
Tweet : 557
Mentions : 2558
Replies to : 143
Self-Loops : 647
Reciprocated Vertex Pair Ratio : 0.0417989808729045
Reciprocated Edge Ratio : 0.0802438505706387
Connected Components : 307
Single-Vertex Connected Components : 119
Maximum Vertices in a Connected Component : 1973
Maximum Edges in a Connected Component : 19140
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.141657
Graph Density : 0.00163485382735656
Modularity : 0.43231
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 2,938 Twitter users whose recent tweets contained "#Tech4Good OR #techforgood", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 19 May 2021 at 05:41 UTC.
The tweets in the network were tweeted over the 7-day, 13-hour, 37-minute period from Tuesday, 11 May 2021 at 16:01 UTC to Wednesday, 19 May 2021 at 05:38 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #Tech4Good OR #techforgood
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[257] #techforgood,cc [222] #5g,#iot [207] #ai,#machinelearning [194] #tech4good,#innovation [187] #machinelearning,#datascience [173] #100daysofcode,#python [171] #iot,#futureofwork [170] nicochan33,jblefevre60 [166] #iot,#5g [165] #sdgs,#techforgood Top Word Pairs in Tweet in G1:
[220] #techforgood,cc [182] #5g,#iot [166] #ai,#machinelearning [157] #machinelearning,#datascience [154] #iot,#futureofwork [153] #100daysofcode,#python [147] #sdgs,#techforgood [140] #datascience,#coding [140] #coding,#infosec [140] #infosec,#100daysofcode Top Word Pairs in Tweet in G2:
[163] #tech4good,#innovation [158] nicochan33,jblefevre60 [126] mvollmer1,gvalan [102] cc,jblefevre60 [91] #innovation,cc [91] curieuxexplorer,baski_la [88] cc,pawlowskimario [87] #iot,#5g [86] jblefevre60,nicochan33 [86] #iot,#ai Top Word Pairs in Tweet in G3:
[15] housingfirstuk,housingfirstire [15] chrisawatson_,womenwholead2 [15] womenwholead2,themissnicolina [15] themissnicolina,debjshaw [15] debjshaw,theremarkablz [15] theremarkablz,mrsedithrigby [15] inspiringstem_n,stemwomen [15] stemwomen,adatheshow [15] adatheshow,findingada [15] eraseallkittens,ddr333 Top Word Pairs in Tweet in G4:
[48] #techstocks,#aistocks [48] #aistocks,#technews [48] #technews,#techforgood [36] investor,ideas [36] #artificialintelligence,#ai [36] #ai,#stockstowatch [36] #stockstowatch,#stockmarkets [36] #stockmarkets,#trader [36] #trader,#investingnews [36] #investingnews,#techstocks Top Word Pairs in Tweet in G5:
[18] full,list [17] see,full [16] finalists,vote [15] finalists,#impactawards [14] vote,favourite [14] people's,choice [12] vote,#techforgood [12] list,finalists [11] choice,award [11] #employment,#skills Top Word Pairs in Tweet in G6:
[9] find,more [7] importantly,coding [7] coding,tool [7] tool,reclaim [7] reclaim,freedom [7] freedom,online [7] online,donating [7] donating,find [7] more,today [7] today,#socialmedia Top Word Pairs in Tweet in G7:
[19] #tech4good,#flashtweet [14] #transfonum,#covid19 [14] #covid19,oracle [14] oracle,uniofoxford [14] uniofoxford,développent [14] développent,plateforme [14] plateforme,d'identification [14] d'identification,#variants [14] #variants,lusinedigitale [14] lusinedigitale,objectif Top Word Pairs in Tweet in G8:
[13] connectaid_int,gaellemogli [10] #techforgood,#edge [9] edge,network [8] #techforgood,#sustainability [8] #networkofgivers,#sustainability [8] connectaid_int,adamrogers2030 [7] #techforgood,#sdgsocialmedia [6] danaujoks,debraruh [6] debraruh,kapoors_s [6] kapoors_s,felixdodds Top Word Pairs in Tweet in G9:
[118] please,check [118] check,job [118] job,posting [118] posting,share [118] share,networks [118] networks,#wikipedia [118] #wikipedia,#techjobs [118] #techjobs,#remotejobs [118] #remotejobs,#nonprofitjobs [118] #nonprofitjobs,#freeknowledge Top Word Pairs in Tweet in G10:
[20] #techforgood,project [11] join,hear [10] showcase,event [8] register,gt [8] lovely,article [8] article,netimesmagazine [8] netimesmagazine,discussing [8] discussing,virtual [8] virtual,memory [8] memory,box 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 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: