The graph represents a network of 5,796 Twitter users whose recent tweets contained "#stem", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/9/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 10 February 2023 at 14:36 UTC.
The tweets in the network were tweeted over the 1720-day, 16-hour, 9-minute period from Saturday, 26 May 2018 at 08:49 UTC to Friday, 10 February 2023 at 00:58 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 5796
Unique Edges : 4363
Edges With Duplicates : 7921
Total Edges : 12284
Number of Edge Types : 9
Retweet : 2789
MentionsInRetweet : 4440
Tweet : 1220
Mentions : 2699
Replies to : 194
MentionsInReplyTo : 387
Quote : 178
MentionsInQuote : 371
MentionsInQuoteReply : 6
Self-Loops : 1902
Reciprocated Vertex Pair Ratio : 0.0605116431616924
Reciprocated Edge Ratio : 0.114117828977888
Connected Components : 1143
Single-Vertex Connected Components : 419
Maximum Vertices in a Connected Component : 2273
Maximum Edges in a Connected Component : 6312
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.163123
Graph Density : 0.000192540033857511
Modularity : 0.526989
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,796 Twitter users whose recent tweets contained "#stem", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/9/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 10 February 2023 at 14:36 UTC.
The tweets in the network were tweeted over the 1720-day, 16-hour, 9-minute period from Saturday, 26 May 2018 at 08:49 UTC to Friday, 10 February 2023 at 00:58 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[380] women,girls [333] day,women [331] girls,science [267] #sdginfluencers,full [267] list,#sdginfluencers [267] full,list [267] list,#dyk [255] feb,11 [246] week's,list [242] #dyk,15 Top Word Pairs in Tweet in G1:
[18] learn,more [16] #stem,#stemeducation [16] #stem,#science [14] #stem,#steam [13] #stemeducation,#stem [13] #engineering,#stem [13] women,girls [10] girls,science [9] international,day [9] #stem,#education Top Word Pairs in Tweet in G2:
[21] 100,000 [15] black,history [14] #stem,#steam [13] anonymous,air [13] received,100 [13] 000,donation [13] air,force [13] force,veteran [13] today,mps [13] mps,received Top Word Pairs in Tweet in G3:
[264] list,#dyk [264] full,list [264] #sdginfluencers,full [264] list,#sdginfluencers [243] week's,list [241] #dyk,15 [235] 11,int'l [235] 15,#stem [235] science,follow [235] womenscienceday,visit Top Word Pairs in Tweet in G4:
[67] #iot,#iiot [63] #ai,#ml [53] #iiot,#iotpl [43] #iotpl,#iotcl [41] #analytics,#bigdata [37] #datascience,#analytics [35] #programming,#coding [33] #ai,#machinelearning [29] #bigdata,#analytics [29] #coding,#programming Top Word Pairs in Tweet in G5:
[13] kaust,university [13] #space2101,kaust [11] university,day4 [11] students,astro_tani [11] four,astronauts [11] astro_tani,drsianproctor [10] stempunksau,#space2101 [10] ટ,ર [9] drsianproctor,joining [9] સ,થ Top Word Pairs in Tweet in G6:
[66] 11,#internationaldayofwomenandgirlsinscience [66] #internationaldayofwomenandgirlsinscience,celebrate [66] february,11 [66] #womeninscience,february [66] calling,#womeninscience [65] cihr_irsc,calling [8] kindergarten,makers [8] losing,during [8] during,physics [8] experiment,hope Top Word Pairs in Tweet in G7:
[6] #stem,culture [6] building,#stem [5] #stem,#chemistry [5] 2al,3br2 [5] aluminum,bromide [5] middle,school [5] #bpeknights,#stem [5] synthesizing,aluminum [5] simple,stem [5] osln,ohiostem Top Word Pairs in Tweet in G8:
[22] kinder,program [21] 269,go [21] #vexiq,#robotics [21] match,#vexiq [21] go,match [21] #robotics,team [17] transitional,kinder [16] thank,everyone [16] sprinkled,project [16] everyone,sprinkled Top Word Pairs in Tweet in G9:
[25] #junioreinsteins,#kids [19] junior,einsteins [18] #teachers,#stem [18] #stem,#science [18] #kids,#schools [18] #schools,#teachers [18] #kids,#fun [16] mid,term [16] february,mid [14] science,week Top Word Pairs in Tweet in G10:
[85] excel,advanced [85] mode,#edtech [85] show,used [85] tip,show [85] micro,tip [85] advanced,mode [85] text,columns [85] columns,excel [85] #edtech,#stem [85] used,text Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G8:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: