The graph represents a network of 7,163 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, 25 November 2022 at 14:39 UTC.
The requested start date was Friday, 25 November 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 4-day, 0-hour, 30-minute period from Monday, 21 November 2022 at 00:30 UTC to Friday, 25 November 2022 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 : 7163
Unique Edges : 5624
Edges With Duplicates : 10475
Total Edges : 16099
Number of Edge Types : 5
Mentions : 3082
Tweet : 2189
Retweet : 4264
MentionsInRetweet : 6419
Replies to : 145
Self-Loops : 2268
Reciprocated Vertex Pair Ratio : 0.0519337016574586
Reciprocated Edge Ratio : 0.0987394957983193
Connected Components : 1483
Single-Vertex Connected Components : 651
Maximum Vertices in a Connected Component : 3266
Maximum Edges in a Connected Component : 9877
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 6.248642
Graph Density : 0.000167012966467235
Modularity : 0.526334
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 7,163 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, 25 November 2022 at 14:39 UTC.
The requested start date was Friday, 25 November 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 4-day, 0-hour, 30-minute period from Monday, 21 November 2022 at 00:30 UTC to Friday, 25 November 2022 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:
[281] first,year [274] please,help [274] first,grade [269] year,first [227] grade,teacher [224] help,support [222] donating,dollar [222] firsties,donating [222] support,firsties [222] dollar,classroom Top Word Pairs in Tweet in G1:
[38] #stem,#stemeducation [37] #stem,#steam [31] learn,more [21] #stem,#science [20] #stem,#education [17] #science,#stem [16] #stemeducation,#stem [16] black,friday [15] join,cruz [15] crew,final Top Word Pairs in Tweet in G2:
[51] free,free [23] industry,leading [23] students,free [22] provides,educators [22] access,industry [22] free,access [22] #stem,#stemeducation [22] leading,#stem [22] software,training [22] educators,students Top Word Pairs in Tweet in G3:
[42] #stem,books [24] #coding,#design [23] great,#stem [19] #stem,#womeninstem [18] episode,steamteambooks [18] 2022,episode [18] books,2022 [18] kids',#stem [18] preparing,scifri [18] scifri,interview Top Word Pairs in Tweet in G4:
[56] #education,#teacher [45] #student,#sped [45] #teacher,#student [44] #math,#stem [43] #stem,#teaching [43] come,ah [43] use,classroom [43] #ela,#math [43] ah,mazing [43] mrstemurray,come Top Word Pairs in Tweet in G5:
[18] school,take [16] awarded,000 [16] 000,bring [16] take,part [16] bring,#stem [16] #stem,project [16] project,life [16] rollsroyce,schools [16] part,rollsroyce [16] schools,prize Top Word Pairs in Tweet in G6:
[190] 11,nasa_orion [190] currently,step [190] informative,graphic [190] graphic,#artemis [190] step,11 [190] #artemis,mission [190] step,step [190] mission,currently [189] thekatemulgrew,informative [189] nasa_orion,furthe Top Word Pairs in Tweet in G7:
[18] free,free [14] micro,bit [13] #build,#coding [11] today's,#bedtimemath [9] interactive,science [8] #stem,#build [8] ss,tdsb_grenoble [8] superpower,prototypes [8] #programming,#scratch [8] identifying,#globalgoals Top Word Pairs in Tweet in G8:
[101] dsn_ai_network,creating [101] #ai,#python [101] creating,outstanding [101] educational,resource [101] #python,educational [101] outstanding,#ai [101] congrats,bayoadekanmbi [101] bayoadekanmbi,dsn_ai_network [100] kirkdborne,congrats [15] data,sciences Top Word Pairs in Tweet in G9:
[272] first,year [271] please,help [265] year,first [262] first,grade [224] grade,teacher [220] support,firsties [220] dollar,classroom [220] donating,dollar [220] help,support [220] firsties,donating Top Word Pairs in Tweet in G10:
[68] #stem,#teachertwitter [64] build,city [64] parade,#stem [64] broadway,dash [64] balloons,over [64] city,scape [64] over,broadway [64] robot,parade [64] scape,robot [64] helped,build 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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Top Tweeters in G10: