The graph represents a network of 7,446 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 14 October 2022 at 13:37 UTC.
The requested start date was Friday, 14 October 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 6-hour, 30-minute period from Tuesday, 11 October 2022 at 17:29 UTC to Thursday, 13 October 2022 at 23:59 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 : 7446
Unique Edges : 5874
Edges With Duplicates : 11026
Total Edges : 16900
Number of Edge Types : 5
Retweet : 4403
MentionsInRetweet : 6588
Mentions : 3525
Tweet : 1918
Replies to : 466
Self-Loops : 2036
Reciprocated Vertex Pair Ratio : 0.0539589442815249
Reciprocated Edge Ratio : 0.102392877017251
Connected Components : 1408
Single-Vertex Connected Components : 575
Maximum Vertices in a Connected Component : 3512
Maximum Edges in a Connected Component : 10387
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.800309
Graph Density : 0.000162080343144921
Modularity : 0.521016
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 7,446 Twitter users whose tweets in the requested range contained "#stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 14 October 2022 at 13:37 UTC.
The requested start date was Friday, 14 October 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 6-hour, 30-minute period from Tuesday, 11 October 2022 at 17:29 UTC to Thursday, 13 October 2022 at 23:59 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 : GraphServerTwitterSearch
Graph Term : #stem
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:
[333] gt,gt [330] list,#sdginfluencers [329] list,gt [329] full,list [322] gt,today [305] #sdginfluencers,full [305] week's,list [292] int'l,#dayofthegirl [289] #genderequality,#stem [288] mark,occasion Top Word Pairs in Tweet in G1:
[35] #stem,#steam [23] #stem,#stemeducation [21] #science,#stem [19] learn,more [18] #math,#stem [17] #stem,#science [15] #stemeducation,#stem [14] stem,shirt [14] #maxwellalxnders,#etsyseller [13] #stem,#education Top Word Pairs in Tweet in G2:
[165] please,help [153] help,support [140] graders,donating [140] 1st,graders [140] support,1st [140] donating,dollar [138] first,year [132] dollar,flexible [129] flexible,seating [124] left,please Top Word Pairs in Tweet in G3:
[49] ada,lovelace [39] lovelace,day [34] #scicomm,#stem [33] achievements,women [33] #science,#scientist [33] ryoko,scientist [32] #scientist,#femalescientist [28] women,#stem [25] celebrate,achievements [24] #femalescientist,#womens Top Word Pairs in Tweet in G4:
[25] #stem,teacher [23] teacher,subject [23] subject,stem [23] teacher,#stem [20] stem,career [19] career,stem [18] stem,connections [17] dailystem,teacher [17] #coding,#robot [17] loose,parts Top Word Pairs in Tweet in G5:
[329] list,#sdginfluencers [328] gt,gt [328] list,gt [328] full,list [321] gt,today [304] #sdginfluencers,full [304] week's,list [292] int'l,#dayofthegirl [287] today,int'l [287] kids,#genderequality Top Word Pairs in Tweet in G6:
[16] follow,#blogtour [16] pounding,final [16] forbidden,island [16] island,heart [16] heart,pounding [16] #blogtour,celebrate [16] release,forbidden [16] final,adventure [16] celebrate,release [15] adventure,hit Top Word Pairs in Tweet in G7:
[208] 2022,avairshow [208] darkstar,edwards [208] debut,2022 [208] yes,lockheedmartin [208] world,debut [208] edwards,world [208] avairshow,weekend [208] lockheedmartin,darkstar [207] avairshow,yes [207] weekend,show Top Word Pairs in Tweet in G8:
[27] green,card [24] card,recapture [24] recapture,#stem [21] #stem,act [18] relief,#registry [14] #immigration,relief [11] #stem,etc [11] gc,recapture [11] #hr3648,#stem [11] #msinus,#hr3648 Top Word Pairs in Tweet in G9:
[13] #stem,education [13] #youbelonginstem,initiative [12] initiative,seeks [12] seeks,ensure [12] students,matter [12] ensure,students [11] learn,more [8] annual,stipends [8] stipends,internships [8] scholarship,full Top Word Pairs in Tweet in G10:
[44] invest,girls' [44] digital,revolution [44] education,build [44] confidence,leaders [44] leaders,digital [44] girls',#stem [44] let's,invest [44] #stem,education [44] build,confidence [43] un_women,let's Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: