The graph represents a network of 5,072 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 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 14:36 UTC.
The tweets in the network were tweeted over the 3211-day, 11-hour, 58-minute period from Saturday, 29 March 2014 at 13:01 UTC to Friday, 13 January 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 : 5072
Unique Edges : 3777
Edges With Duplicates : 7923
Total Edges : 11700
Number of Edge Types : 9
Tweet : 1433
Mentions : 1990
Quote : 173
Replies to : 239
MentionsInReplyTo : 314
Retweet : 2857
MentionsInRetweet : 4350
MentionsInQuote : 262
MentionsInQuoteReply : 82
Self-Loops : 2020
Reciprocated Vertex Pair Ratio : 0.0509427121102248
Reciprocated Edge Ratio : 0.0969466965671899
Connected Components : 1015
Single-Vertex Connected Components : 392
Maximum Vertices in a Connected Component : 2181
Maximum Edges in a Connected Component : 6823
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.821998
Graph Density : 0.000225387821017265
Modularity : 0.500576
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,072 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 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 14:36 UTC.
The tweets in the network were tweeted over the 3211-day, 11-hour, 58-minute period from Saturday, 29 March 2014 at 13:01 UTC to Friday, 13 January 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:
[115] #stem,#stemeducation [95] #stem,#science [78] #stem,#steam [77] learn,more [64] scratch,programming [64] well,done [64] exposure,game [64] join,kid [64] topic,game [64] excited,see Top Word Pairs in Tweet in G1:
[25] #stem,#stemeducation [16] learn,more [14] #stemeducation,#stem [12] #stem,#math [12] #stem,#science [11] #stem,#education [11] #science,#stem [10] #vr,#ar [10] usa,store [10] #xr,#metaverse Top Word Pairs in Tweet in G2:
[32] #stem,#stemeducation [19] #math,#science [16] high,school [15] #coding,#stem [14] spring,2023 [14] #japan,#philippines [14] #japanese,#math [14] #learnenglish,#learningathome [14] #philippines,#india [14] #learningathome,#learnmath Top Word Pairs in Tweet in G3:
[60] #stem,#science [50] #kids,#fun [40] #btyste,#stem [36] science,camps [35] young,scientist [33] bt,young [32] #fun,#stem [32] #stem,#stemed [28] #btyste2023,#btyste [27] fun,hands Top Word Pairs in Tweet in G4:
[57] #ai,#ml [56] #iot,#iiot [47] #iiot,#iotpl [46] well,done [42] #ai,#python [40] #m2mtechbytes,#coding [38] creating,outstanding [38] dsn_ai_network,creating [38] educational,resource [38] outstanding,#ai Top Word Pairs in Tweet in G5:
[55] share,more [54] follow,share [48] lidar,work [46] kevsmac,lidar [38] full,article [36] article,follow [34] more,#robotics [34] work,full [32] really,helps [32] more,really Top Word Pairs in Tweet in G6:
[19] #stem,#robotics [12] check,latest [11] latest,getting_smart [10] alphabetically,listed [10] tools,explore [10] work,each [10] each,one [10] explore,2023 [10] rdene915,check [10] listed,work Top Word Pairs in Tweet in G7:
[57] kits,brand [56] #stem,kits [55] project,#stem [53] 1st,2nd [53] 2nd,grade [52] club,1st [52] stem,club [52] brand,stem [48] code,abbott [47] donorschoose,project Top Word Pairs in Tweet in G8:
[18] deep,deep [17] deep,down [14] book,deep [12] #stem,book [11] tag,colleagues [11] away,free [11] below,tag [11] giving,away [11] author,visits [11] attention,educators Top Word Pairs in Tweet in G9:
[30] #stem,#ai [25] help,map [24] #space,#stem [23] map,mars [23] mars,#space [19] ai,help [13] microblog,illustrates [10] microblog,elaborates [10] elaborates,ai [10] illustrates,ai Top Word Pairs in Tweet in G10:
[6] happy,year [6] free,#stem [6] fantastic,opportunity [5] year,olds [5] olds,life [5] opportunity,share [5] more,#stem [5] pack,full [5] wales,interested [5] projects,classroom 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 G6:
Top Replied-To in G7:
Top Replied-To in G9:
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: