The graph represents a network of 5,935 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 3/16/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 17 March 2023 at 13:36 UTC.
The tweets in the network were tweeted over the 3274-day, 10-hour, 58-minute period from Saturday, 29 March 2014 at 13:01 UTC to Friday, 17 March 2023 at 00:00 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 : 5935
Unique Edges : 4565
Edges With Duplicates : 7610
Total Edges : 12175
Number of Edge Types : 9
Retweet : 2825
MentionsInRetweet : 4548
MentionsInQuote : 404
Mentions : 2293
Tweet : 1403
Quote : 183
Replies to : 191
MentionsInReplyTo : 324
MentionsInQuoteReply : 4
Self-Loops : 2035
Reciprocated Vertex Pair Ratio : 0.0534351145038168
Reciprocated Edge Ratio : 0.101449275362319
Connected Components : 1352
Single-Vertex Connected Components : 516
Maximum Vertices in a Connected Component : 1776
Maximum Edges in a Connected Component : 5153
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 9.179271
Graph Density : 0.000184165670735291
Modularity : 0.546569
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,935 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 3/16/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 17 March 2023 at 13:36 UTC.
The tweets in the network were tweeted over the 3274-day, 10-hour, 58-minute period from Saturday, 29 March 2014 at 13:01 UTC to Friday, 17 March 2023 at 00:00 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:
[159] #stem,#steam [98] learn,more [97] supercharged,panel [97] spies,supercharged [92] ik,dit [90] vader,#stem [90] dit,vader [90] krijg,ik [89] roosvanvugt,krijg [78] #ciasxsw,#stem Top Word Pairs in Tweet in G1:
[25] #stem,#stemeducation [20] #science,#stem [20] learn,more [18] #stem,#science [17] #stem,#education [17] #stem,#steam [16] science,week [16] women,stem [10] #stem,#scitlap [9] #stemeducation,#stem Top Word Pairs in Tweet in G2:
[36] #stem,#science [29] #schools,#teachers [29] #teachers,#stem [29] #scienceweek,#schooltour [29] fun,#junioreinsteins [29] #halloween,fun [29] treat,#scienceweek [29] #schooltour,#halloween [28] #kids,#schools [28] science,week Top Word Pairs in Tweet in G3:
[12] aises,conference [12] learn,more [11] region,aises [11] april,21 [10] conference,held [10] 21,22 [9] held,robesoncc [9] robesoncc,april [8] #stem,#education [7] nasa,mission Top Word Pairs in Tweet in G4:
[95] spies,supercharged [95] supercharged,panel [81] #stem,#steam [78] #steam,#emergingtech [78] #ciasxsw,#stem [77] support,#cia's [77] team,coming [77] coming,support [77] panel,#ciasxsw [77] #cia's,spies Top Word Pairs in Tweet in G5:
[59] #iot,#iiot [54] #ai,#ml [41] #iiot,#iotpl [40] #analytics,#bigdata [33] #ai,#machinelearning [33] #iotpl,#iotcl [27] #datascience,#analytics [27] #coding,#programming [24] #programming,#coding [23] #ml,#machinelearning Top Word Pairs in Tweet in G6:
[29] surprising,shades [29] animals,surprising [29] author,copies [26] order,before [26] time,pre [26] pre,order [26] still,time [26] before,official [26] shades,still [26] look,author Top Word Pairs in Tweet in G7:
[21] #education,#edtech [18] awesome,#stem [18] challenges,kids [18] #stem,challenges [18] kids,inexpensive [18] 30,awesome [18] inexpensive,recycled [18] recycled,materials [17] frugal,fun [17] materials,frugal Top Word Pairs in Tweet in G8:
[90] krijg,ik [90] ik,dit [90] dit,vader [90] vader,#stem [89] roosvanvugt,krijg [25] staat,salaris [25] met,schuldeiser [25] moeder,die [25] probeert,regeling [25] treffen,met Top Word Pairs in Tweet in G9:
[12] 3d,printer [11] raspberry_pi,pico [9] code,adventure [9] #stem,#steam [8] classroom,weeks [8] #3dprinter,classroom [8] printer,loan [8] #micropython,firmware [8] adventure,tutorial [8] #makecode,arcade Top Word Pairs in Tweet in G10:
[41] #verkiezingen15maart,#stem [40] goede,plek [40] hart,goede [40] man,met [40] zaken,hart [40] plek,ralfdkkr [40] met,kennis [40] ralfdkkr,dus [40] kennis,zaken [40] dus,#verkiezingen15maart Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
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: