The graph represents a network of 7,898 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, 29 October 2021 at 14:25 UTC.
The requested start date was Friday, 29 October 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, 9-hour, 9-minute period from Tuesday, 26 October 2021 at 14:50 UTC to Friday, 29 October 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 : 7898
Unique Edges : 6022
Edges With Duplicates : 11163
Total Edges : 17185
Number of Edge Types : 5
Retweet : 4242
MentionsInRetweet : 6396
Tweet : 2197
Mentions : 4197
Replies to : 153
Self-Loops : 2282
Reciprocated Vertex Pair Ratio : 0.054325496461995
Reciprocated Edge Ratio : 0.103052608789781
Connected Components : 1482
Single-Vertex Connected Components : 599
Maximum Vertices in a Connected Component : 3473
Maximum Edges in a Connected Component : 9474
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 6.005888
Graph Density : 0.000148114879811942
Modularity : 0.525075
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,898 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, 29 October 2021 at 14:25 UTC.
The requested start date was Friday, 29 October 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, 9-hour, 9-minute period from Tuesday, 26 October 2021 at 14:50 UTC to Friday, 29 October 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:
[182] #stem,#steam [144] named,one [144] one,canada [144] canada,top [144] top,100 [144] 100,powerful [144] powerful,women [144] women,women's [144] women's,executive [144] executive,network Top Word Pairs in Tweet in G1:
[76] #roblox,#python [76] #python,#youtube [76] #youtube,#minecraft [76] #minecraft,#coding [63] #coding,#halloween [59] #halloween,#fall [51] #m2mtechbytes,#coding [50] #fall,#candy [43] ht,letstalkscience [42] fall,steam Top Word Pairs in Tweet in G2:
[37] #pbpitch,#stem [36] #engineering,#stem [31] #stem,#steam [31] #stem,#statementofpurpose [31] #statementofpurpose,#sop [31] #sop,#studyabroad [31] #studyabroad,#sopwritingservices [27] #stem,#science [25] #stem,#stemeducation [18] #steam,#stem Top Word Pairs in Tweet in G3:
[12] jeremyfarrar,michelle_cruk [12] michelle_cruk,ukri_ceo [8] proftimnoakes,drumeshprabhu [7] bulliescampaign,thepeopleshubuk [7] evidencebase_im,techscommit [7] reddit,esg_sdg [7] sdgsactivists,marikasboros [7] academicparity,proftimnoakes [7] googleexpertuk,mingberg [7] propose,policy Top Word Pairs in Tweet in G4:
[19] stay,strong [19] strong,dear [19] dear,academic [19] academic,colleagues [19] colleagues,friends [19] friends,potentially [19] potentially,long [19] long,lasting [19] lasting,effects [19] effects,pandemic Top Word Pairs in Tweet in G5:
[34] science,books [33] announce,2022 [33] excellence,science [33] books,longlist [28] science,book [24] 2022,aaas [24] aaas,subaru [24] subaru,sb [24] sb,prize [24] prize,excellence Top Word Pairs in Tweet in G6:
[144] named,one [144] one,canada [144] canada,top [144] top,100 [144] 100,powerful [144] powerful,women [144] women,women's [144] women's,executive [144] executive,network [130] network,wxn Top Word Pairs in Tweet in G7:
[41] #pbpitch,#stem [23] #nf,#stem [18] #pbpitch,#nf [14] ill,timed [14] timed,lightning [14] lightning,strike [13] #stem,#pbpitch [11] thanks,trickster [11] trickster,older [11] older,brother Top Word Pairs in Tweet in G8:
[23] #stem,education [22] looking,next [22] next,step [22] step,#stem [22] education,career [22] career,check [22] check,#2021ndistem [22] #2021ndistem,digital [22] digital,recruitment [22] recruitment,guide Top Word Pairs in Tweet in G9:
[11] see,happening [11] young,stem [11] stem,leader [11] leader,week [9] excited,share [9] share,latest [9] latest,addition [9] addition,#etsy [9] #etsy,shop [9] shop,sweet Top Word Pairs in Tweet in G10:
[10] seen,number [10] number,line [10] line,distance [10] distance,sim [10] sim,love [10] love,ability [10] ability,explore [10] explore,various [10] various,contexts [10] contexts,describing Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G7:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: