The graph represents a network of 5,762 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 3/2/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 03 March 2023 at 14:35 UTC.
The tweets in the network were tweeted over the 3046-day, 14-hour, 51-minute period from Wednesday, 29 October 2014 at 10:08 UTC to Friday, 03 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 : 5762
Unique Edges : 4727
Edges With Duplicates : 7510
Total Edges : 12237
Number of Edge Types : 9
Tweet : 1367
Retweet : 2719
MentionsInRetweet : 4493
Mentions : 2361
MentionsInReplyTo : 380
Replies to : 273
Quote : 253
MentionsInQuote : 385
MentionsInQuoteReply : 6
Self-Loops : 1972
Reciprocated Vertex Pair Ratio : 0.0496678266371401
Reciprocated Edge Ratio : 0.0946353224834238
Connected Components : 1222
Single-Vertex Connected Components : 488
Maximum Vertices in a Connected Component : 2353
Maximum Edges in a Connected Component : 6870
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.069487
Graph Density : 0.000199910335575225
Modularity : 0.5443
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 5,762 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 3/2/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 03 March 2023 at 14:35 UTC.
The tweets in the network were tweeted over the 3046-day, 14-hour, 51-minute period from Wednesday, 29 October 2014 at 10:08 UTC to Friday, 03 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:
[87] #stem,#steam [86] #stem,#stemeducation [80] #stem,#haemorrhage [80] #medical,#journal [80] #treatment,#protocol [80] #haemorrhage,#patient [74] #ai,#python [73] outstanding,#ai [73] #python,educational [73] dsn_ai_network,creating Top Word Pairs in Tweet in G1:
[25] #stem,#stemeducation [23] #stem,#science [19] #stem,#steam [18] learn,more [16] history,month [15] #stem,#education [13] #stem,#workforcedevelopment [11] next,generation [10] #steam,#stem [10] steels,standards Top Word Pairs in Tweet in G2:
[24] #stem,#stemeducation [20] #stem,#talawanda [18] 3rd,grade [16] balloon,stem [16] spy,balloon [16] turn,chinese [16] grade,makers [16] hunters,couldn [16] chinese,spy [16] keep,skies Top Word Pairs in Tweet in G3:
[74] #ai,#python [73] creating,outstanding [73] dsn_ai_network,creating [73] educational,resource [73] outstanding,#ai [73] #python,educational [73] bayoadekanmbi,dsn_ai_network [73] congrats,bayoadekanmbi [72] kirkdborne,congrats [39] #iot,#iiot Top Word Pairs in Tweet in G4:
[31] making,difference [25] engineers,making [16] shinisomara,book [15] publication,day [14] authored,shinisomara [14] today,publication [14] day,engineers [14] difference,authored [14] book,features [14] celebration,#womenshistorymonth Top Word Pairs in Tweet in G5:
[49] honor,#deepdeepdown's [49] away,grand [49] giving,away [49] grand,prize [49] prize,detailed [49] prize,prize [49] month,birthday [49] birthday,giving [49] giveaway,honor [49] #deepdeepdown's,month Top Word Pairs in Tweet in G6:
[27] micro,bit [17] applications,closing [17] tomorrow,fri [17] champions,applications [17] applied,#microbit [17] fri,3rd [17] bit,champions [17] march,applied [17] closing,tomorrow [17] 3rd,march Top Word Pairs in Tweet in G7:
[32] sandi,schwartz [17] #garden,#greenliving [17] specializes,#nature [17] schwartz,#awardwinning [17] #nature,#sustainability [17] home,#garden [17] #awardwinning,#environmental [17] #sustainability,home [17] #author,specializes [17] #environmental,#author Top Word Pairs in Tweet in G8:
[19] live,talk [13] live,talks [12] join,#stemambassador [12] stem4sussex,join [10] talk,hear [10] stem,club [10] 40,10am [10] join,mcsuk [10] mar,40 [9] katie,hear Top Word Pairs in Tweet in G9:
[9] day,#esbscienceblast [8] space,community [8] success,without [8] esbscienceblast,irish [8] day,esbscienceblast [8] #esbscienceblast,wouldn [8] wouldn,success [8] community,unites [8] scienceirel,esero_ie [8] unites,scienceirel Top Word Pairs in Tweet in G10:
[18] #wearechappaqua,explore [18] ss,#wearechappaqua [18] 2morrowknight,#womenshistorymonth [16] mrvalencia24,today [12] read,#ausscience [12] #technology,#engineering [12] #engineering,#mathematics [12] re,starting [12] starting,conversation [12] diversity,#science Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G6:
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Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
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Top Tweeters in G9:
Top Tweeters in G10: