The graph represents a network of 7,124 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, 02 December 2022 at 14:40 UTC.
The requested start date was Friday, 02 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, 3-hour, 18-minute period from Monday, 28 November 2022 at 21:42 UTC to Friday, 02 December 2022 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 : 7124
Unique Edges : 5525
Edges With Duplicates : 10864
Total Edges : 16389
Number of Edge Types : 5
Tweet : 2086
Retweet : 4286
MentionsInRetweet : 6518
Mentions : 3337
Replies to : 162
Self-Loops : 2407
Reciprocated Vertex Pair Ratio : 0.0524218652720707
Reciprocated Edge Ratio : 0.099621391386654
Connected Components : 1475
Single-Vertex Connected Components : 616
Maximum Vertices in a Connected Component : 3146
Maximum Edges in a Connected Component : 9759
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.486908
Graph Density : 0.000166560736770738
Modularity : 0.509321
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 7,124 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, 02 December 2022 at 14:40 UTC.
The requested start date was Friday, 02 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, 3-hour, 18-minute period from Monday, 28 November 2022 at 21:42 UTC to Friday, 02 December 2022 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:
[186] #stem,#steam [185] #stem,#stemeducation [121] segunda,fase [121] fase,bootcamp [114] learn,more [109] #stem,#literacy [107] standards,make [107] #teach,#stem [106] make,#learning [106] hands,more Top Word Pairs in Tweet in G1:
[43] #stem,#stemeducation [36] #stem,#steam [27] learn,more [23] #stem,#education [15] moea,2002 [14] #stem,#science [12] enter,#win [11] science,technology [10] trilogy,winners [10] newton,squad Top Word Pairs in Tweet in G2:
[26] #stem,#stemeducation [23] women,girls [19] #stem,#steam [18] #stem,#science [17] girls,#stem [16] #technology,#engineering [16] #womeninstem,#stem [15] #science,#technology [14] #avigeeks,#avitrader [14] impact,women Top Word Pairs in Tweet in G3:
[94] #ai,#ml [76] #iot,#iiot [60] #coding,#programming [58] #datascience,#analytics [57] #iiot,#iotpl [51] #iotpl,#iotcl [48] #datascientist,#stem [45] gave,kred [45] kred,#influence [44] #analytics,#bigdata Top Word Pairs in Tweet in G4:
[106] #stem,#literacy [106] hands,more [106] #literacy,standards [106] help,#teach [106] items,help [106] #learning,hands [106] make,#learning [106] standards,make [106] #teach,#stem [104] #engaging,little Top Word Pairs in Tweet in G5:
[9] build,#stem [8] games,sale [8] tis,season [8] season,buy [8] favorite,games [8] skills,kids [8] sale,favorite [8] games,build [8] buy,games [8] #stem,skills Top Word Pairs in Tweet in G6:
[18] high,school [14] #opencat,#stem [13] cat,nybble [13] learn,move [13] tutorial,#petoi [13] move,robot [13] robot,cat [13] #petoi,#nybble [13] cat,learn [13] nybble,tutorial Top Word Pairs in Tweet in G7:
[11] free,virtual [11] stemapalooza,back [11] experience,8th [11] 21,23 [11] stem,experience [11] students,registration [11] back,21 [11] grade,students [11] 8th,grade [11] miss,free Top Word Pairs in Tweet in G8:
[21] innovation,academy [21] brooklands,innovation [12] themed,#stem [12] #stem,resources [12] day,brooklands [11] ideas,introduce [11] resources,ideas [11] coming,ready [11] festive,themed [11] ready,christmas Top Word Pairs in Tweet in G9:
[28] #stem,#workforcedevelopment [17] #authentic,#stem [14] true,#educational [14] backed,action [14] #autism,#stem [14] #student,#leader [14] #educational,#school [14] makes,dreams [14] #leader,#sped [14] dreams,come Top Word Pairs in Tweet in G10:
[26] giving,tuesday [23] endowment,fund [23] fund,help [23] tuesday,please [23] please,donate [23] legacy,endowment [20] today,giving [17] months,senior [17] case,wondering [17] editor,naturecareers 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: