The graph represents a network of 7,454 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, 01 July 2022 at 13:40 UTC.
The requested start date was Friday, 01 July 2022 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, 17-hour, 9-minute period from Tuesday, 28 June 2022 at 06:50 UTC to Friday, 01 July 2022 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 : 7454
Unique Edges : 5999
Edges With Duplicates : 10793
Total Edges : 16792
Number of Edge Types : 5
Retweet : 4368
MentionsInRetweet : 6797
Tweet : 1900
Mentions : 3466
Replies to : 261
Self-Loops : 1969
Reciprocated Vertex Pair Ratio : 0.0494659921304103
Reciprocated Edge Ratio : 0.0942688805570434
Connected Components : 1322
Single-Vertex Connected Components : 519
Maximum Vertices in a Connected Component : 3530
Maximum Edges in a Connected Component : 10321
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.262185
Graph Density : 0.000168032702637989
Modularity : 0.542663
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,454 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, 01 July 2022 at 13:40 UTC.
The requested start date was Friday, 01 July 2022 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, 17-hour, 9-minute period from Tuesday, 28 June 2022 at 06:50 UTC to Friday, 01 July 2022 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:
[166] #stem,#stemeducation [146] giving,several [146] several,presentations [146] presentations,right [146] right,bachelor's [146] bachelor's,master's [146] master's,phd [146] phd,currently [146] currently,various [146] various,conferences Top Word Pairs in Tweet in G1:
[44] #math,#stem [39] #stem,#stemeducation [31] #stem,#steam [24] learn,more [16] #stem,#education [15] #students,#careers [15] #careers,#careeradvice [15] #careeradvice,#careerchat [15] #careerchat,#careerhelp [15] #careerhelp,#graduates Top Word Pairs in Tweet in G2:
[24] learn,more [20] #stem,#stemeducation [20] #caféingénieuse,discuté [20] #femmes,#stem [19] looking,forward [18] #stem,#tics [17] discuté,#femmes [14] fun,hands [13] award,winning [12] great,opportunity Top Word Pairs in Tweet in G3:
[107] gave,kred [107] kred,#influence [74] eli_krumova,gave [62] #m2mtechbytes,#coding [59] #ai,#ml [51] #womeninstem,#womenintech [48] #iot,#iiot [43] #coding,#design [34] #design,#designthinking [33] #programming,#coding Top Word Pairs in Tweet in G4:
[35] #kidlitpit,#pb [34] re,missing [34] missing,breathe [31] erinquill8,re [26] wild,kratts [26] kratts,irwins [26] irwins,addy [26] addy,axolotl [26] axolotl,loves [26] loves,swimming Top Word Pairs in Tweet in G5:
[49] amazon,#clearthelist [45] donorschoose,project [36] hey,#teachertwitter [36] #teachertwitter,drop [36] drop,amazon [36] #clearthelist,donorschoose [36] project,etc [36] etc,colleague's [36] colleague's,project [35] smreed81,hey Top Word Pairs in Tweet in G6:
[34] #stem,#workforcedevelopment [13] lebanon,county [13] county,save [13] save,date [13] date,gt [13] gt,tue [13] tue,aug [13] aug,9th [13] 9th,11a [13] 11a,2p Top Word Pairs in Tweet in G7:
[11] #teachwithspace,online [11] online,conference [10] team,dcc [9] greenpower_team,challenge [8] #stem,activities [8] check,brilliant [8] webb,telescope [7] #stem,teachers [7] teachers,until [7] until,4th Top Word Pairs in Tweet in G8:
[13] ryoko,scientist [13] #science,#scientist [13] #scientist,#femalescientist [12] #femalescientist,#womens [12] #womens,#womeninstem [12] #womeninstem,#female [12] #female,#feminist [12] #feminist,#stem [11] #stem,#chemistry [11] #chemistry,#girls Top Word Pairs in Tweet in G9:
[144] giving,several [144] several,presentations [144] presentations,right [144] right,bachelor's [144] bachelor's,master's [144] master's,phd [144] phd,currently [144] currently,various [144] various,conferences [143] vnvrinda,giving Top Word Pairs in Tweet in G10:
[27] #futureofwork,decoding [27] decoding,uncertainties [27] uncertainties,economy [27] economy,#leadership [27] #leadership,#4ir [27] #4ir,#ai [27] #ai,#fintech [27] #fintech,#bigdata [27] #bigdata,#stem [27] #stem,ipfconline1 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: