The graph represents a network of 5,666 Twitter users whose recent tweets contained "STEM (learn OR Learning)", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 06 November 2022 at 17:02 UTC.
The tweets in the network were tweeted over the 8-day, 19-hour, 50-minute period from Friday, 28 October 2022 at 20:38 UTC to Sunday, 06 November 2022 at 16:28 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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.
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Author Description
Vertices : 5666
Unique Edges : 7793
Edges With Duplicates : 2010
Total Edges : 9803
Number of Edge Types : 5
Retweet : 3003
Mentions : 1912
MentionsInRetweet : 2924
Tweet : 1605
Replies to : 359
Self-Loops : 1689
Reciprocated Vertex Pair Ratio : 0.0449585333915321
Reciprocated Edge Ratio : 0.0860484544695071
Connected Components : 1550
Single-Vertex Connected Components : 704
Maximum Vertices in a Connected Component : 1412
Maximum Edges in a Connected Component : 3741
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 7.965624
Graph Density : 0.0002237530255104
Modularity : 0.746104
NodeXL Version : 1.0.1.507
Data Import : The graph represents a network of 5,666 Twitter users whose recent tweets contained "STEM (learn OR Learning)", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Sunday, 06 November 2022 at 17:02 UTC.
The tweets in the network were tweeted over the 8-day, 19-hour, 50-minute period from Friday, 28 October 2022 at 20:38 UTC to Sunday, 06 November 2022 at 16:28 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : STEM (learn OR Learning)
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1153] learn,more [394] stem,learning [223] #iot,#iiot [207] stem,education [206] #iiot,#iotpl [195] #ai,#ml [163] #programming,#coding [158] check,out [140] #iotpl,#iotcl [124] #datascience,#analytics Top Word Pairs in Tweet in G1:
[183] learn,more [100] stem,learning [38] stem,education [20] learning,toy [20] science,technology [20] year,old [19] learning,stem [19] technology,engineering [18] check,out [18] learning,experiences Top Word Pairs in Tweet in G2:
[37] learn,more [28] #learning,#kids [26] stem,learning [23] junior,einsteins [21] training,amp [21] amp,support [21] business,benefit [21] become,junior [21] #business,#stem [21] know,training Top Word Pairs in Tweet in G3:
[215] #iot,#iiot [202] #iiot,#iotpl [189] #ai,#ml [155] #programming,#coding [136] #iotpl,#iotcl [120] #datascience,#analytics [108] #coding,#programming [106] #analytics,#bigdata [104] #bigdata,#ai [96] #devcommunity,#100daysofcode Top Word Pairs in Tweet in G4:
[111] please,help [88] grade,teacher [87] graders,donating [87] #yalit,#books [87] support,1st [87] appreciated,#clearthelist [87] students,resources [87] learning,resources [87] 1st,graders [87] teaching,24 Top Word Pairs in Tweet in G5:
[53] learn,more [22] #stem,#education [18] #stem,#stemeducation [13] #thegist,#girlsinstem [13] #schools,#teacher [13] things,stem [13] #iste,#tcea [13] #tcea,#learning [13] #virtualreality,#edtech [13] #edtech,#edchat Top Word Pairs in Tweet in G6:
[69] resource,finder [69] finder,looks [69] subject,curated [69] looks,fantastic [69] stem,subject [69] curated,resource [69] teach,stem [23] stem,learning [16] child's,stem [16] stem,prompts Top Word Pairs in Tweet in G7:
[36] learn,more [27] stem,learning [26] flight,crew [16] dod,stem [16] importance,stem [16] voice,importance [15] curriculum,pltworg [15] d99cicero's,cutting [15] #burnsmacstem,#burnsmacgivesback [15] support,d99cicero's Top Word Pairs in Tweet in G8:
[29] webinar,tonight [29] attendees,earn [29] nasaepdc,free [29] professional,development [29] spot,moon [29] edt,find [29] ways,make [29] out,amp [29] tonight,edt [29] perfect,nasaartemis Top Word Pairs in Tweet in G9:
[12] young,people [10] people,#greencareers [10] #greencareers,stemlearninguk [10] stemlearninguk,lauratobin1 [10] inspiring,young [6] #brightfuture,inspire [6] gt,antgrasso [6] amp,showcase [6] check,out [6] inspire,amp Top Word Pairs in Tweet in G10:
[61] stem,robotics [59] learn,create [59] robotics,offer [59] tools,allow [59] byo,space [59] allow,learners [59] imagination,promote [59] first,sciency [59] sciency,makerlab [59] world,problems 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 G8:
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 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: