The graph represents a network of 6,717 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, 16 December 2022 at 14:40 UTC.
The requested start date was Friday, 16 December 2022 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 3-day, 6-hour, 7-minute period from Monday, 12 December 2022 at 18:39 UTC to Friday, 16 December 2022 at 00:47 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 : 6717
Unique Edges : 5316
Edges With Duplicates : 11452
Total Edges : 16768
Number of Edge Types : 5
Retweet : 4481
MentionsInRetweet : 6896
Tweet : 1981
Mentions : 3252
Replies to : 158
Self-Loops : 2354
Reciprocated Vertex Pair Ratio : 0.0525430309305034
Reciprocated Edge Ratio : 0.0998401573834993
Connected Components : 1299
Single-Vertex Connected Components : 565
Maximum Vertices in a Connected Component : 2927
Maximum Edges in a Connected Component : 10266
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.788799
Graph Density : 0.000180287134694108
Modularity : 0.473807
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,717 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, 16 December 2022 at 14:40 UTC.
The requested start date was Friday, 16 December 2022 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 3-day, 6-hour, 7-minute period from Monday, 12 December 2022 at 18:39 UTC to Friday, 16 December 2022 at 00:47 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:
[222] #ai,#ml [162] #stem,#stemeducation [150] kred,#influence [150] gave,kred [139] #iot,#iiot [136] #datascience,#analytics [131] #stem,#steam [127] learn,more [123] 1st,grade [122] first,grade Top Word Pairs in Tweet in G1:
[32] #stem,#stemeducation [24] #stem,#steam [20] high,school [18] learn,more [15] #stem,career [15] #stem,education [14] #stem,#education [13] #science,#stem [11] computer,science [11] challenge,#stem Top Word Pairs in Tweet in G2:
[30] #stem,#stemeducation [27] learn,more [23] #science,#stem [23] #stem,#steam [20] #stem,#science [19] #stem,#education [17] high,school [17] moea,2002 [12] #stemeducation,#stem [11] #steam,#stem Top Word Pairs in Tweet in G3:
[220] #ai,#ml [150] gave,kred [150] kred,#influence [139] #iot,#iiot [136] #datascience,#analytics [118] first,grade [118] year,first [118] first,year [117] 1st,grade [117] grade,classroom Top Word Pairs in Tweet in G4:
[19] #stem,books [15] 15,favorites [15] books,2022 [14] early,local [14] finally,hold [14] bookstore,babar [14] down,shipped [14] yahoo,book [14] deep,deep [14] yay,magical Top Word Pairs in Tweet in G5:
[14] #stem,#intled [12] ________________,______________ [11] china,india [11] 2021,china [11] between,2011 [11] india,students [11] students,majority [11] 2011,2021 [11] graduated,universities [11] universities,between Top Word Pairs in Tweet in G6:
[88] #education,#teacher [52] #teacher,#leadership [48] child,learn [48] way,teach [48] learn,#education [48] maybe,teach [48] teach,way [48] #leadership,#stem [48] learn,way [48] way,learn Top Word Pairs in Tweet in G7:
[7] #stem,elves [7] advent,#stem [7] elves,gave [7] day,advent [6] #scotlandlearns,packed [6] children,learnt [6] part,year [6] royalairforce,youth [6] students,#stem [6] today,team Top Word Pairs in Tweet in G8:
[81] vanderbiltu,starting [81] change,ecology [81] 2023,includes [81] students,global [81] ph,students [81] global,change [81] starting,fall [81] funded,ph [81] recruiting,fully [81] fall,2023 Top Word Pairs in Tweet in G9:
[11] #science,#technology [10] #technology,#stem [10] 2022,#science [8] llimcole,check [7] grade,science [6] #stem,#engineering [5] science,technology [5] #stem,build [5] prototype,#designthinking [5] curriculum,grades Top Word Pairs in Tweet in G10:
[6] christmas,activities [6] #stem,#steam [5] run,#crestawards [5] eligible,receive [5] 600,funding [5] funding,students [5] grants,run [5] open,eligible [5] receive,600 [5] #crestawards,open Top Replied-To in Entire Graph:
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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: