The graph represents a network of 5,692 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 2/2/2023 5:00:34 PM. The network was obtained from Twitter on Friday, 03 February 2023 at 14:36 UTC.
The tweets in the network were tweeted over the 2695-day, 4-hour, 33-minute period from Thursday, 17 September 2015 at 20:27 UTC to Friday, 03 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 : 5692
Unique Edges : 4173
Edges With Duplicates : 7364
Total Edges : 11537
Number of Edge Types : 9
Mentions : 2183
Retweet : 2728
MentionsInRetweet : 3966
Tweet : 1450
Quote : 192
MentionsInQuote : 374
Replies to : 203
MentionsInReplyTo : 437
MentionsInQuoteReply : 4
Self-Loops : 2009
Reciprocated Vertex Pair Ratio : 0.0581029051452573
Reciprocated Edge Ratio : 0.109824677472709
Connected Components : 1229
Single-Vertex Connected Components : 494
Maximum Vertices in a Connected Component : 2165
Maximum Edges in a Connected Component : 5709
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.16424
Graph Density : 0.000186644271823704
Modularity : 0.532313
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,692 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 2/2/2023 5:00:34 PM. The network was obtained from Twitter on Friday, 03 February 2023 at 14:36 UTC.
The tweets in the network were tweeted over the 2695-day, 4-hour, 33-minute period from Thursday, 17 September 2015 at 20:27 UTC to Friday, 03 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:
[230] #onbeschofte,#president [230] kan,niet [230] waarheid,hij [230] #president,#mark [230] weer,#wegloopt [230] #crimineel,#onbeschofte [230] #ruttemoetweg,weer [230] zie,hoe [230] #wegloopt,waarheid [230] #mark,#ruttemoetweg Top Word Pairs in Tweet in G1:
[22] #stem,#stemeducation [22] #stem,#science [15] #stemeducation,#stem [15] answer,tomorrow [15] absolute,zero [15] zero,answer [15] trivia,cool [15] thing,helium [15] cool,thing [15] helium,cooled Top Word Pairs in Tweet in G2:
[13] learn,more [10] business,analytics [8] canada's,#1 [8] #edtech,#onlinelearning [8] moea,2002 [7] #chooseyou,#insidejob [7] #choosejoy,#chooselove [7] co,founder [7] #stem,#steam [7] kandidaten,met Top Word Pairs in Tweet in G3:
[228] #ruttemoetweg,weer [228] zie,hoe [228] hoe,#crimineel [228] #onbeschofte,#president [228] #wegloopt,waarheid [228] waarheid,hij [228] #crimineel,#onbeschofte [228] #mark,#ruttemoetweg [228] #president,#mark [228] weer,#wegloopt Top Word Pairs in Tweet in G4:
[15] #education,#teacher [15] #teacher,#student [15] middle,school [14] chance,win [14] speed,light [13] awesome,giveaway [13] #tcea23,chance [13] during,#tcea23 [13] win,middle [13] school,#stem Top Word Pairs in Tweet in G5:
[25] way,use [25] data,logging [22] fantastic,way [21] ready,move [21] logging,fantastic [21] learners,ready [21] use,#microbit [21] #microbit,learners [20] microbit_edu,data [13] physical,computing Top Word Pairs in Tweet in G6:
[74] until,llama [74] world,giving [74] #bookgiveaway,yay [74] llama,alpaca [74] weeks,until [74] yay,weeks [74] alpaca,world [74] giving,away [74] away,signed [73] karenjameson15,#bookgiveaway Top Word Pairs in Tweet in G7:
[11] precalc,ss [11] tonight,precalc [10] effect,full [10] greenhouse,effect [10] layer,model [10] photon,layer [10] update,published [10] updated,version [10] version,greenhouse [10] published,updated Top Word Pairs in Tweet in G8:
[36] #iot,#iiot [33] #ai,#ml [29] #iiot,#iotpl [27] #analytics,#bigdata [22] #datascience,#analytics [21] #ai,#machinelearning [20] #iotpl,#iotcl [18] #programming,#coding [16] #ml,#machinelearning [16] gp_pulipaka,#stem Top Word Pairs in Tweet in G9:
[53] help,#sphero [53] #sphero,robots [53] appreciate,help [51] robots,help [39] fun,projects [29] class,appreciate [27] uncover,fun [27] help,uncover [26] projects,challenges [26] challenges,reinforce Top Word Pairs in Tweet in G10:
[11] technology,actively [11] day,recommit [11] recommit,ourselves [11] combatting,bias [11] ourselves,advancing [11] actively,combatting [11] advancing,equity [11] equity,science [11] science,technology [11] today,day 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 G6:
Top Replied-To in G7:
Top Replied-To in G8:
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:
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Top Tweeters in G9:
Top Tweeters in G10: