The graph represents a network of 6,568 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 3/9/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 10 March 2023 at 14:35 UTC.
The tweets in the network were tweeted over the 3057-day, 3-hour, 47-minute period from Saturday, 25 October 2014 at 21:11 UTC to Friday, 10 March 2023 at 00:59 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 : 6568
Unique Edges : 4897
Edges With Duplicates : 7748
Total Edges : 12645
Number of Edge Types : 9
Retweet : 3064
MentionsInRetweet : 4682
Mentions : 2417
Replies to : 237
Tweet : 1290
Quote : 195
MentionsInQuote : 346
MentionsInReplyTo : 365
MentionsInQuoteReply : 49
Self-Loops : 1889
Reciprocated Vertex Pair Ratio : 0.0502834974634437
Reciprocated Edge Ratio : 0.0957522375337406
Connected Components : 1367
Single-Vertex Connected Components : 459
Maximum Vertices in a Connected Component : 2171
Maximum Edges in a Connected Component : 5289
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 8.657413
Graph Density : 0.000163196486622386
Modularity : 0.572611
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 6,568 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 3/9/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 10 March 2023 at 14:35 UTC.
The tweets in the network were tweeted over the 3057-day, 3-hour, 47-minute period from Saturday, 25 October 2014 at 21:11 UTC to Friday, 10 March 2023 at 00:59 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:
[131] women,#stem [125] women,girls [121] happy,#internationalwomensday [118] learn,more [106] class,walk [106] math,everything [106] felt,math [106] hating,#math [106] #math,nothing [106] everything,felt Top Word Pairs in Tweet in G1:
[21] #stem,#stemeducation [16] #stem,#science [15] learn,more [14] women,#stem [13] international,women [13] women,girls [13] happy,international [13] women,day [11] women's,day [11] women,stem Top Word Pairs in Tweet in G2:
[12] #cybersecurity,#infosec [12] mr,#stem [12] international,women's [12] #stem,news [12] latest,mr [12] women's,day [10] happy,#internationalwomensday [10] #stem,#stemeducation [10] news,thanks [9] women,#stem Top Word Pairs in Tweet in G3:
[31] #iot,#iiot [26] #iiot,#iotpl [24] #ai,#ml [21] #iotpl,#iotcl [18] #programming,#coding [17] #stem,#futureofwork [16] gender,equality [16] statistacharts,#edtech [16] equality,eu [16] eu,statistacharts Top Word Pairs in Tweet in G4:
[28] learn,more [26] ideas,selection [26] statement,learn [26] selection,decision [26] program,using [26] computer,program [26] decision,made [26] made,computer [26] using,statement [26] teaching,ideas Top Word Pairs in Tweet in G5:
[13] science,week [13] #stem,careers [11] live,talk [10] british,science [10] talk,journey [10] #stemambassador,ivor [10] journey,#mars [10] #ncw2023,#teachers [10] observatory_sci,#stemambassador [9] join,#stemambassador Top Word Pairs in Tweet in G6:
[17] women,girls [14] girls,lead [14] lead,succeed [14] big,women [14] agree,#csw67 [13] actions,girls [13] itusecgen,doreen [13] three,key [13] doreen,bogdan [13] bogdan,martin Top Word Pairs in Tweet in G7:
[52] progress,innovation [48] celebrate,women [48] different,fields [48] let's,celebrate [48] women,drive [48] drive,progress [48] #internationalwomensday,let's [48] innovation,different [42] fields,ocpgro [42] ocpgroup,#internationalwomensday Top Word Pairs in Tweet in G8:
[106] hating,#math [106] nothing,math [106] everything,felt [106] felt,math [106] math,class [106] math,everything [106] #math,nothing [106] class,walk [105] walk,#ste [105] itsafronomics,hating Top Word Pairs in Tweet in G9:
[22] educator,guide [12] #librarians,gnomeroadpub [12] guide,debut [12] free,educator [12] together,fantastic [12] #pb,animals [12] #teachers,#librarians [12] #stem,#kidlit [12] debut,#pb [12] put,together Top Word Pairs in Tweet in G10:
[8] learn,more [5] change,learn [5] black,americans [5] barbie,comes [5] time,change [5] americans,remain [5] #stem,fields [5] more,topic [5] challenger,center [5] remain,underrepresented Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G10:
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: