The graph represents a network of 7,282 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 December 2021 at 15:36 UTC.
The requested start date was Friday, 10 December 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 3-day, 8-hour, 59-minute period from Monday, 06 December 2021 at 16:00 UTC to Friday, 10 December 2021 at 01:00 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 : 7282
Unique Edges : 5624
Edges With Duplicates : 11598
Total Edges : 17222
Number of Edge Types : 5
Retweet : 4608
MentionsInRetweet : 6806
Tweet : 1911
Mentions : 3737
Replies to : 160
Self-Loops : 2007
Reciprocated Vertex Pair Ratio : 0.0489786443825441
Reciprocated Edge Ratio : 0.0933834919229918
Connected Components : 1361
Single-Vertex Connected Components : 543
Maximum Vertices in a Connected Component : 3462
Maximum Edges in a Connected Component : 11307
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.57458
Graph Density : 0.000170463197810376
Modularity : 0.501818
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,282 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 December 2021 at 15:36 UTC.
The requested start date was Friday, 10 December 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 3-day, 8-hour, 59-minute period from Monday, 06 December 2021 at 16:00 UTC to Friday, 10 December 2021 at 01:00 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:
[303] ø,ø [252] science,technology [236] ø,ù [230] ãƒ,ム[208] ù,ø [206] study,stem [205] stem,science [204] festive,makers [204] makers,plan [197] computer,science Top Word Pairs in Tweet in G1:
[186] ãƒ,ム[30] #stem,#steam [23] ペã,ム[22] dmp,2016 [18] #stem,#stemeducation [17] ø,ù [16] technology,engineering [16] ù,ø [16] ø,ø [15] #stem,#science Top Word Pairs in Tweet in G2:
[37] #stem,#stemeducation [26] #stem,#steam [19] #science,#stem [17] #stem,#science [16] #stem,#education [15] learn,more [12] #steam,#stem [10] stem,challenge [10] ø,ø [9] ù,ø Top Word Pairs in Tweet in G3:
[89] #100daysofcode,#python [84] #ai,#machinelearning [83] #machinelearning,#datascience [83] #infosec,#100daysofcode [74] #python,#java [73] pdh_scitechnews,#robotics [68] #m2mtechbytes,#coding [68] history,coding [68] coding,veracode [68] veracode,#ai Top Word Pairs in Tweet in G4:
[55] computer,science [33] science,education [33] education,week [32] stem,educator [30] educator,year [29] #stem,#stemeducation [28] year,award [27] #edtech,#stem [27] winning,stem [25] #stem,#steam Top Word Pairs in Tweet in G5:
[11] know,unsung [11] unsung,research [11] research,heroes [11] heroes,covid [11] covid,response [11] response,check [11] check,opportunity [11] opportunity,recognise [11] recognise,#cuha22 [11] #cuha22,#stem Top Word Pairs in Tweet in G6:
[18] word,'story [18] 'story,' [18] ',people [18] people,think [18] think,fiction [18] fiction,nonfiction [18] nonfiction,written [18] written,story [17] award,winning [16] narrative,nonfiction Top Word Pairs in Tweet in G7:
[203] festive,makers [203] makers,plan [203] study,stem [203] stem,science [203] science,technology [169] child,study [166] theoneinamill1,festive [150] plan,hereðÿ [133] bring,child [99] technology,oriented Top Word Pairs in Tweet in G8:
[10] #stemfestive,countdown [10] countdown,calendar [8] festive,#stem [6] know,#bigbangcompetition [6] #bigbangcompetition,open [6] open,entries [6] #stem,project [6] girls,women [5] careers,space [5] day,#stemfestive Top Word Pairs in Tweet in G9:
[9] #paemst,seeking [9] seeking,6th [9] 6th,grade [9] grade,#stem [9] #stem,teachers [9] teachers,introduce [9] introduce,students [9] students,topics [9] topics,theyâ [9] theyâ,re Top Word Pairs in Tweet in G10:
[19] computer,science [9] #hourofcode,#csedweek [8] science,week [8] kicking,#csedweek [7] former,army [7] army,environmental [7] environmental,scientist [7] scientist,12 [7] 12,educator [7] educator,jacqueline 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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