The graph represents a network of 5,547 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 2/16/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 17 February 2023 at 14:35 UTC.
The tweets in the network were tweeted over the 1987-day, 8-hour, 54-minute period from Friday, 08 September 2017 at 16:06 UTC to Friday, 17 February 2023 at 01:00 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 : 5547
Unique Edges : 3986
Edges With Duplicates : 7451
Total Edges : 11437
Number of Edge Types : 9
Retweet : 2666
MentionsInRetweet : 4026
Tweet : 1638
Mentions : 2005
MentionsInQuote : 330
Quote : 168
MentionsInReplyTo : 392
Replies to : 207
MentionsInQuoteReply : 5
Self-Loops : 2263
Reciprocated Vertex Pair Ratio : 0.0562706877528503
Reciprocated Edge Ratio : 0.106545961002786
Connected Components : 1330
Single-Vertex Connected Components : 555
Maximum Vertices in a Connected Component : 1991
Maximum Edges in a Connected Component : 5567
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.351003
Graph Density : 0.000186713792395717
Modularity : 0.520254
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,547 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 2/16/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 17 February 2023 at 14:35 UTC.
The tweets in the network were tweeted over the 1987-day, 8-hour, 54-minute period from Friday, 08 September 2017 at 16:06 UTC to Friday, 17 February 2023 at 01:00 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:
[170] #pbpitch,#stem [116] women,girls [84] #stem,#stemeducation [80] learn,more [79] #stem,#steam [69] #stem,#science [64] day,women [64] girls,science [63] international,day [60] celebrate,wonder Top Word Pairs in Tweet in G1:
[56] #pbpitch,#stem [32] #stem,#steam [18] #stem,#stemeducation [16] #stem,#education [16] learn,more [13] #nf,#stem [12] high,school [12] #science,#technology [11] women,stem [10] #stemeducation,#stem Top Word Pairs in Tweet in G2:
[34] #pbpitch,#stem [16] taste,bugs [14] #geology,#stem [14] science,technology [13] #stem,#stemeducation [12] #nf,#stem [12] high,school [10] #pbpitch,#nf [9] technology,engineering [9] #stem,subjects Top Word Pairs in Tweet in G3:
[60] female,born [60] aside,year [60] yourself,female [60] calling,yourself [60] 173,days [60] born,male [60] celebrate,wonder [60] days,set [60] wonder,calling [60] set,aside Top Word Pairs in Tweet in G4:
[8] history,making [8] black,history [7] women,#stem [6] congratulations,christina [6] school,#biomedical [6] maher,school [6] today,named [6] day,celebrating [6] sun,shining [6] named,superstar Top Word Pairs in Tweet in G5:
[54] #iot,#iiot [53] #ai,#ml [41] #datascience,#analytics [39] #iiot,#iotpl [33] #analytics,#bigdata [33] #iotpl,#iotcl [25] #100daysofcode,#devcommunity [24] #programming,#coding [24] #ai,#machinelearning [24] #dei,#sdgs Top Word Pairs in Tweet in G6:
[21] code,snippets [21] useful,code [19] kevsmac,useful [18] background,flashing [18] flashing,leds [18] something,background [18] python,micropython [18] threads,python [18] micropython,code [18] code,something Top Word Pairs in Tweet in G7:
[51] #stem,#teachertwitter [47] hexbug,utopia [47] challenge,try [47] box,hexbug [47] turning,boring [47] design,challenge [47] boring,cardboard [47] looking,fun [47] try,turning [47] fun,design Top Word Pairs in Tweet in G8:
[32] #pbpitch,#stem [20] #pbpitch,#nf [17] #nf,#stem [12] shape,marine [12] features,described [12] texture,colors [12] underwater,picture [12] colors,shape [12] book,focuses [12] picture,book Top Word Pairs in Tweet in G9:
[14] annie,easley [14] national,advisory [14] advisory,committee [14] computer,computer [14] #dyk,annie [14] easley,hired [14] human,computer [14] aeronautics,human [14] hired,national [14] committee,aeronautics Top Word Pairs in Tweet in G10:
[55] sloan,research [55] research,fellowship [54] announce,winners [54] outstanding,researchers [54] delighted,announce [54] winners,year [54] year,sloan [54] fellowship,outstanding [53] sloanfoundation,delighted [6] held,again 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: