The graph represents a network of 7,522 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, 18 June 2021 at 14:23 UTC.
The requested start date was Friday, 18 June 2021 at 00:01 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, 55-minute period from Tuesday, 15 June 2021 at 15:05 UTC to Friday, 18 June 2021 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 : 7522
Unique Edges : 6240
Edges With Duplicates : 11424
Total Edges : 17664
Number of Edge Types : 5
Retweet : 4419
MentionsInRetweet : 6828
Tweet : 2126
Mentions : 4099
Replies to : 192
Self-Loops : 2229
Reciprocated Vertex Pair Ratio : 0.0463117955585314
Reciprocated Edge Ratio : 0.0885238907849829
Connected Components : 1388
Single-Vertex Connected Components : 600
Maximum Vertices in a Connected Component : 3762
Maximum Edges in a Connected Component : 11709
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.918103
Graph Density : 0.000165732881371847
Modularity : 0.510604
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,522 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, 18 June 2021 at 14:23 UTC.
The requested start date was Friday, 18 June 2021 at 00:01 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, 55-minute period from Tuesday, 15 June 2021 at 15:05 UTC to Friday, 18 June 2021 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 Entire Graph:
[219] #programmer,#webdesign [219] #webdesign,#roblox [219] #roblox,#python [219] #python,#youtube [219] #youtube,#minecraft [219] #minecraft,#iphone [216] #iphone,#gamer [195] steam,learning [194] summer,steam [194] learning,opportunity Top Word Pairs in Tweet in G1:
[217] #programmer,#webdesign [217] #webdesign,#roblox [217] #roblox,#python [217] #python,#youtube [217] #youtube,#minecraft [217] #minecraft,#iphone [214] #iphone,#gamer [193] steam,learning [192] onsite,summer [192] summer,steam Top Word Pairs in Tweet in G2:
[42] #pbpitch,#stem [29] #stem,#stemeducation [21] learn,more [19] #stem,#science [17] #stem,#steam [16] #math,#stem [15] #pbpitch,#nf [14] #solartoy,#solartoys [14] #solartoys,#toys [13] #science,#stem Top Word Pairs in Tweet in G3:
[89] applied,learning [89] learning,helps [89] helps,develop [89] develop,creativity [89] creativity,critical [89] critical,thinking [89] thinking,boosting [89] boosting,curiosity [89] curiosity,encourages [89] encourages,children Top Word Pairs in Tweet in G4:
[13] listen,latest [13] latest,podcast [13] podcast,episode [13] episode,live [13] live,regan_felice [13] regan_felice,joins [13] joins,brian [13] brian,envirhealthnews [13] envirhealthnews,talk [12] agentschangeej,listen Top Word Pairs in Tweet in G5:
[16] christinekdixon,teachseuss [16] #stem,#education [11] #stem,education [11] great,#stem [10] kteachcampbell,christinekdixon [10] create,#equitable [10] #equitable,#inclusive [10] #inclusive,#diverse [10] #diverse,#accessible [10] #accessible,#stem Top Word Pairs in Tweet in G6:
[49] #pbpitch,#stem [37] #nf,#stem [19] #pbpitch,#nf [17] cover,reveal [17] reveal,getting [17] getting,set [17] set,launch [17] launch,second [17] second,edition [17] edition,wish Top Word Pairs in Tweet in G7:
[34] gt,gt [17] #numberella,software [17] knowledge,transfer [15] student,brain [13] #edchat,#edutwitter [13] motor,science [13] #learning,#goals [10] #stem,educators [10] #edchat,#eal [10] #goals,#kids Top Word Pairs in Tweet in G8:
[22] forma,#solvefortomorrowla2021 [22] #solvefortomorrowla2021,registra [22] registra,#súperidea [22] #súperidea,gana [20] #stem,#stemeducation [18] wef,enricomolinari [18] gana,premios [18] premios,#samsung [18] #samsung,#stem [18] #stemeducation,#guatemala Top Word Pairs in Tweet in G9:
[7] #suliintern,chris [7] chris,storfer [7] storfer,created [7] created,#machinelearning [7] #machinelearning,algorithm [7] algorithm,identify [7] identify,gravitational [7] gravitational,lensing [7] lensing,desisurvey [7] inl,shoshone Top Word Pairs in Tweet in G10:
[37] attention,graduate [37] graduate,students [37] students,high [37] high,school [37] school,#stem [37] #stem,educators [37] educators,nasagiss [37] nasagiss,amazing [37] amazing,opportunities [37] opportunities,work Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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Top Replied-To in G8:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: