The graph represents a network of 7,449 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, 11 June 2021 at 14:24 UTC.
The requested start date was Friday, 11 June 2021 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, 8-hour, 5-minute period from Tuesday, 08 June 2021 at 15:54 UTC to Friday, 11 June 2021 at 00:00 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 : 7449
Unique Edges : 5949
Edges With Duplicates : 12511
Total Edges : 18460
Number of Edge Types : 5
Retweet : 4827
MentionsInRetweet : 7248
Tweet : 1836
Mentions : 4367
Replies to : 182
Self-Loops : 1967
Reciprocated Vertex Pair Ratio : 0.0426301369863014
Reciprocated Edge Ratio : 0.0817742274542779
Connected Components : 1267
Single-Vertex Connected Components : 468
Maximum Vertices in a Connected Component : 3942
Maximum Edges in a Connected Component : 12961
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.51843
Graph Density : 0.00017148475007783
Modularity : 0.48702
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,449 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, 11 June 2021 at 14:24 UTC.
The requested start date was Friday, 11 June 2021 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, 8-hour, 5-minute period from Tuesday, 08 June 2021 at 15:54 UTC to Friday, 11 June 2021 at 00:00 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:
[171] summer,steam [171] #webdesign,#roblox [171] #roblox,#python [171] #python,#youtube [171] #youtube,#minecraft [171] #minecraft,#iphone [171] #iphone,#gamer [156] #programmer,#webdesign [140] #stem,#steam [114] learn,more Top Word Pairs in Tweet in G1:
[154] #webdesign,#roblox [154] #roblox,#python [154] #python,#youtube [154] #youtube,#minecraft [154] #minecraft,#iphone [154] #iphone,#gamer [152] summer,steam [139] #programmer,#webdesign [99] registration,open [93] steam,camp Top Word Pairs in Tweet in G2:
[25] jeremyfarrar,michelle_cruk [25] michelle_cruk,ukri_ceo [20] ukri_ceo,universitiesuk [20] #cells,#wallsthattalk [19] universitiesuk,union_newsuk [19] characters,#movie [18] union_newsuk,evidencebase_im [18] #wallsthattalk,#physicaldistancing [18] #physicaldistancing,#covid19 [18] #movie,never Top Word Pairs in Tweet in G3:
[77] #education,#kids [74] #kids,#goals [67] #goals,#success [55] #success,#science [54] #science,#k12 [54] #k12,#stem [50] knowledge,transfer [49] #stem,#facts [45] #facts,#data [45] #edtech,#growth Top Word Pairs in Tweet in G4:
[21] #stem,#steam [17] #education,#stem [16] #stem,#stemeducation [16] #science,#stem [16] gt,gt [15] #stem,#science [10] #solartoy,#solartoys [10] #solartoys,#toys [9] learn,more [8] #stem,#education Top Word Pairs in Tweet in G5:
[32] enter,win [31] win,dash [31] dash,dot [31] dot,robots [31] robots,accessories [31] accessories,wonderworkshop [31] wonderworkshop,app [31] app,learn [31] learn,code [31] code,challenges Top Word Pairs in Tweet in G6:
[20] girls,game [17] #stem,#womeninstem [11] register,today [11] today,girls [11] game,sure [11] sure,check [11] check,cuddle_core [11] cuddle_core,speaks [11] speaks,journey [11] journey,gaming Top Word Pairs in Tweet in G7:
[12] rachaellehr,fimorrison2 [11] wondered,children [11] children,imagine [11] imagine,concepts [11] concepts,science [11] science,experienced [11] experienced,check [10] marilynfleer,wondered [10] check,child [9] primarystemchat,rachaellehr Top Word Pairs in Tweet in G8:
[9] #scicomm,#stem [8] learn,more [8] #stem,#steam [6] science,film [6] good,opportunity [6] opportunity,#stem [6] #stem,communicators [6] communicators,#devrel [6] #devrel,#scicomm [6] #scicomm,#remote Top Word Pairs in Tweet in G9:
[27] #stem,educators [25] professional,development [24] free,professional [17] attention,#stem [17] educators,educator [17] educator,phenomena [17] phenomena,forum [17] forum,free [17] development,series [17] series,scifri Top Word Pairs in Tweet in G10:
[25] guess,excited [25] excited,announce [25] announce,partnering [25] partnering,3m [25] 3m,discoveryed [25] discoveryed,year [25] year,#3m [25] #3m,#youngscientist [24] ravenscimaven,guess [24] #youngscientist,chal Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: