The graph represents a network of 7,242 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, 10 June 2022 at 13:36 UTC.
The requested start date was Friday, 10 June 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, 13-hour, 18-minute period from Tuesday, 07 June 2022 at 10:42 UTC to Friday, 10 June 2022 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 : 7242
Unique Edges : 6295
Edges With Duplicates : 11225
Total Edges : 17520
Number of Edge Types : 5
Retweet : 4411
MentionsInRetweet : 7531
Mentions : 3402
Tweet : 2027
Replies to : 149
Self-Loops : 2163
Reciprocated Vertex Pair Ratio : 0.0427435387673956
Reciprocated Edge Ratio : 0.0819828408007626
Connected Components : 1409
Single-Vertex Connected Components : 531
Maximum Vertices in a Connected Component : 3142
Maximum Edges in a Connected Component : 10668
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.135228
Graph Density : 0.000180036652647797
Modularity : 0.525478
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,242 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, 10 June 2022 at 13:36 UTC.
The requested start date was Friday, 10 June 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, 13-hour, 18-minute period from Tuesday, 07 June 2022 at 10:42 UTC to Friday, 10 June 2022 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:
[364] kred,#influence [349] gave,kred [274] eli_krumova,gave [222] #ml,#iot [221] #ai,#ml [215] #stem,#stemeducation [198] writing,statement [198] statement,purpose [198] purpose,research [198] research,statement Top Word Pairs in Tweet in G1:
[18] group,abcs [18] abcs,control [18] control,systems [18] systems,engineering [18] engineering,sponsored [18] sponsored,thermo [18] thermo,systems [17] #stem,#steam [16] go,kart [15] #stem,#stemeducation Top Word Pairs in Tweet in G2:
[354] kred,#influence [339] gave,kred [264] eli_krumova,gave [217] #ml,#iot [215] #ai,#ml [164] #womenintech,#womeninstem [152] #iot,#iiot [128] #influence,#stem [117] #womeninstem,#womenintech [110] #m2mtechbytes,#coding Top Word Pairs in Tweet in G3:
[45] #pbpitch,#stem [37] #stem,#stemeducation [27] #stem,#steam [16] learn,more [14] #stem,#research [13] #science,#stem [13] #medtwitter,#sciencetwitter [13] #sciencetwitter,#academictwitter [13] #academictwitter,#stem [12] #steam,#stem Top Word Pairs in Tweet in G4:
[25] june,16 [22] 10,minute [21] interdisciplinary,#aaasmtg [21] scientific,panels [21] minute,lightning [20] share,#research [20] #research,submitting [20] submitting,proposal [20] proposal,interdisciplinary [20] #aaasmtg,sessions Top Word Pairs in Tweet in G5:
[195] writing,statement [195] statement,purpose [195] purpose,research [195] research,statement [195] statement,check [195] check,points [195] points,phdvoice [195] phdvoice,openacademics [194] vnvrinda,writing [194] openacademics,theph Top Word Pairs in Tweet in G6:
[10] thank,help [10] help,elementary [10] elementary,gifted [10] gifted,students [10] 12,#interventionspecialist [10] #stem,school [10] steam,academy [10] thrilled,announce [10] announce,partnership [10] partnership,thehenryford Top Word Pairs in Tweet in G7:
[56] #pbpitch,#stem [30] #nf,#stem [18] #stem,#pbpitch [17] #pbpitch,#nf [13] back,matter [10] forest,glade [10] glade,tiny [10] tiny,men [10] men,wear [10] wear,mushroom Top Word Pairs in Tweet in G8:
[15] highlighting,people [14] #worldoceanday,celebration [14] celebration,re [14] re,highlighting [14] people,around [14] around,world [13] youthstem2030,#worldoceanday [13] world,ma [12] official,#youthstemmatters [12] #youthstemmatters,research Top Word Pairs in Tweet in G9:
[19] #competes,act [14] #stem,#phd [8] green,card [7] sec,80303 [7] cap,exemption [6] retain,researchers [6] johncornyn,sentoddyoung [6] #phd,green [6] card,cap [6] #stem,#phds Top Word Pairs in Tweet in G10:
[10] blackinchem,highlighting [10] highlighting,black [10] black,excellence [10] excellence,field [10] research,awarding [10] awarding,postdoctoral [8] #triviatuesdays,question [8] question,week [8] week,letter [8] letter,appear Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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 Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: