The graph represents a network of 5,418 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, 29 May 2020 at 14:04 UTC.
The requested start date was Friday, 29 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 10-hour, 30-minute period from Wednesday, 27 May 2020 at 13:30 UTC to Friday, 29 May 2020 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 : 5418
Unique Edges : 4348
Edges With Duplicates : 7772
Total Edges : 12120
Number of Edge Types : 5
Mentions : 2706
MentionsInRetweet : 5008
Retweet : 3030
Tweet : 1216
Replies to : 160
Self-Loops : 1283
Reciprocated Vertex Pair Ratio : 0.0424336973478939
Reciprocated Edge Ratio : 0.0814127506734511
Connected Components : 974
Single-Vertex Connected Components : 374
Maximum Vertices in a Connected Component : 2603
Maximum Edges in a Connected Component : 7760
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.587447
Graph Density : 0.000227671482249018
Modularity : 0.535468
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 5,418 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, 29 May 2020 at 14:04 UTC.
The requested start date was Friday, 29 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 10-hour, 30-minute period from Wednesday, 27 May 2020 at 13:30 UTC to Friday, 29 May 2020 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 G2:
[40] #lgbtq,#stem [24] #science,#stem [24] thanks,500queersci [23] 500queersci,publishing [22] bio,#lgbtq [22] #stem,submit [22] submit,bio [22] comment,review [22] lexi,magill [22] #science,#podcast Top Word Pairs in Tweet in G3:
[14] #stem,#steam [13] learn,more [12] #steam,#stem [12] #science,#stem [12] #stem,#stemeducation [12] #stem,#science [12] #stem,#education [10] #stem,#engineering [10] #nasa,#spacex [10] #stem,cells Top Word Pairs in Tweet in G4:
[19] ty,wef [11] wef,enricomolinari [11] enricomolinari,#futureofwork [10] #stem,#digital [10] 10,#skills [9] #skills,ll [8] ll,need [8] need,#workplace [8] #workplace,today [8] today,ty Top Word Pairs in Tweet in G5:
[113] sminaev2015,frisesally [113] frisesally,marinella_maria [77] marinella_maria,mariangelasant8 [58] mariangelasant8,angelicagallegs [57] angelicagallegs,yukarikingdom18 [57] yukarikingdom18,mhall55nine [57] mhall55nine,eoff_sylvia [57] arnabch01,sminaev2015 [57] eoff_sylvia,mont [57] #snrtg,#stem Top Word Pairs in Tweet in G6:
[62] today,188 [62] 188,go [62] donorschoose,gatesfoundation [62] help,first [62] first,donation [62] donation,today [62] go,thanks [58] know,donations [58] donations,donorschoose [28] donorschoose,projects Top Word Pairs in Tweet in G7:
[18] #americanworker,asked [17] asked,train [16] train,foreign [14] foreign,replacements [14] replacements,realdonaldtrump [14] realdonaldtrump,pls [14] pls,remember [12] remember,pledge [12] amworkco,#americanworker [12] pledge,th Top Word Pairs in Tweet in G8:
[19] going,love [19] love,released [19] released,#equatio [19] #equatio,#google [19] #google,30 [19] 30,#stem [19] #stem,tools [19] tools,include [18] include,#periodictable [18] #stem,summit Top Word Pairs in Tweet in G9:
[8] thursday,3pm [8] 3pm,karinainspace [8] karinainspace,joins [8] joins,spacefoundation's [8] spacefoundation's,becki [8] becki,yukman [8] yukman,spaceflightinc's [8] spaceflightinc's,jconafay [8] jconafay,exploremars [7] #field,courses Top Word Pairs in Tweet in G10:
[8] thank,coffee [8] coffee,allowing [8] allowing,point [8] point,happy [8] happy,done [8] done,chapter [8] chapter,next [8] next,chapter [8] justfatou,thank [8] #blackgrad,#classof2020 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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