The graph represents a network of 7,677 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, 19 November 2021 at 15:27 UTC.
The requested start date was Friday, 19 November 2021 at 01:01 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, 21-minute period from Tuesday, 16 November 2021 at 16:39 UTC to Friday, 19 November 2021 at 01:01 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 : 7677
Unique Edges : 6221
Edges With Duplicates : 11689
Total Edges : 17910
Number of Edge Types : 5
Mentions : 4007
Retweet : 4664
MentionsInRetweet : 7276
Tweet : 1810
Replies to : 153
Self-Loops : 1916
Reciprocated Vertex Pair Ratio : 0.0483818944199548
Reciprocated Edge Ratio : 0.0922982258229925
Connected Components : 1360
Single-Vertex Connected Components : 502
Maximum Vertices in a Connected Component : 3742
Maximum Edges in a Connected Component : 11234
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 5.929052
Graph Density : 0.000165471288907135
Modularity : 0.518472
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,677 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, 19 November 2021 at 15:27 UTC.
The requested start date was Friday, 19 November 2021 at 01:01 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, 21-minute period from Tuesday, 16 November 2021 at 16:39 UTC to Friday, 19 November 2021 at 01:01 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:
[167] #stem,#steam [123] well,done [119] #m2mtechbytes,#coding [116] #stem,#stemeducation [111] people,#stem [110] learn,more [108] #science,#stem [101] international,day [98] #coding,#design [93] #stem,#science Top Word Pairs in Tweet in G1:
[107] #m2mtechbytes,#coding [90] well,done [86] #coding,#design [73] pdh_scitechnews,#robotics [57] #technology,#engineering [55] #robot,#technology [47] mccarronjess,day [45] #engineering,#robots [45] #coding,#programming [44] #programming,#stem Top Word Pairs in Tweet in G2:
[47] ht,letstalkscience [41] #science,#stem [33] beamo,laser [33] laser,cutter [33] cutter,engraver [33] engraver,allow [32] middle,school [31] today's,#30for30 [31] #blackexcellence,#blackgirlmagic [28] blackinrobotics,today's Top Word Pairs in Tweet in G3:
[29] #stem,#steam [27] #stem,#stemeducation [12] learn,more [11] read,more [9] deja,fav [9] fav,compartir [9] compartir,educadores [9] educadores,#stem [8] #steam,#stem [8] #stem,#education Top Word Pairs in Tweet in G4:
[36] #globalhealth,#nutrition [35] #inpst,#globalhealth [34] tea,coffee [34] coffee,linked [34] linked,lower [34] lower,risk [34] risk,stroke [34] stroke,dementia [34] dementia,study [34] study,#inpst Top Word Pairs in Tweet in G5:
[64] #stem,teachers [57] 100k,#stem [56] ten,years [55] years,ago [55] ago,barackobama [55] barackobama,called [55] called,training [55] training,100k [55] teachers,2021 [55] 2021,reduce Top Word Pairs in Tweet in G6:
[12] november,30 [12] 30,help [12] help,praxis [12] praxis,continue [12] continue,supporting [12] supporting,science [12] science,education [12] education,alberta [11] #stem,#science [11] nasa,#scichat Top Word Pairs in Tweet in G7:
[14] happy,#lgbtqstemday [14] #lgbtqstemday,sending [14] sending,best [14] best,wishes [14] wishes,#lgbtq2s [14] #lgbtq2s,#stem [14] #stem,#colleagues [14] #colleagues,#students [14] #students,#staff [14] #staff,acknowledging Top Word Pairs in Tweet in G8:
[47] people,#stem [43] international,day [28] lgbtqia,people [24] today,celebrating [22] lgbtq,people [21] #lgbtqia,people [20] day,#lgbtqia [19] today,imas [19] imas,celebrated [19] celebrated,#polarprideday Top Word Pairs in Tweet in G9:
[19] #stem,kid [19] kid,day [13] day,thursday [13] thursday,november [13] november,18th [13] 18th,pm [13] pm,dailystem [11] #edtech,#arvrinedu [10] one,seniors [10] seniors,projects Top Word Pairs in Tweet in G10:
[24] physics,assistant [24] assistant,professor [24] professor,open [24] open,call [24] call,come [24] come,colleague [24] colleague,csu [24] csu,dominguez [24] dominguez,hills [24] hills,#physicsjob 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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