The graph represents a network of 3,049 Twitter users whose recent tweets contained "edutech", 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 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 23:25 UTC.
The tweets in the network were tweeted over the 3210-day, 19-hour, 35-minute period from Friday, 02 May 2014 at 05:17 UTC to Wednesday, 15 February 2023 at 00:53 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 : 3049
Unique Edges : 2101
Edges With Duplicates : 8092
Total Edges : 10193
Number of Edge Types : 8
Tweet : 1939
Retweet : 2356
MentionsInRetweet : 3116
Replies to : 596
MentionsInReplyTo : 820
Mentions : 1147
Quote : 97
MentionsInQuote : 122
Self-Loops : 2722
Reciprocated Vertex Pair Ratio : 0.0436444727620261
Reciprocated Edge Ratio : 0.0836385836385836
Connected Components : 747
Single-Vertex Connected Components : 397
Maximum Vertices in a Connected Component : 1196
Maximum Edges in a Connected Component : 6157
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 6.02382
Graph Density : 0.000352510052347097
Modularity : 0.337435
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,049 Twitter users whose recent tweets contained "edutech", 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 2/14/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 15 February 2023 at 23:25 UTC.
The tweets in the network were tweeted over the 3210-day, 19-hour, 35-minute period from Friday, 02 May 2014 at 05:17 UTC to Wednesday, 15 February 2023 at 00:53 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 : edutech
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:
[335] #edtech,#edutech [328] #elearning,#education [322] book,#edtech [321] #edtech,#elearning [320] 17,18 [318] 18,book [318] world,forum [318] edtech,world [318] london,17 [316] forum,2023 Top Word Pairs in Tweet in G1:
[44] #education,#edutech [32] #globaleducation,#elearning [30] #teach,#globaleducation [29] #learn,#educational [28] know,more [28] #qualityeducation,#educationmatters [21] ve,managed [21] managed,each [21] edutech,zone [21] zone,began Top Word Pairs in Tweet in G2:
[106] #ai,#datascience [98] ingliguori,#ai [97] #datascience,#iiot [93] become,successful [89] successful,#machinelearning [89] learn,become [89] engineer,roadmap [89] #machinelearning,engineer [89] roadmap,ingliguori [62] #iiot,#bigda Top Word Pairs in Tweet in G3:
[75] #edtech,#edutech [70] #etcoaches,#blendedlearning [63] #blendedlearning,#educoach [56] #edutech,#edutwitter [55] #educoach,#elearning [50] #elearning,#21stcenturyskills [49] #edutwitter,#etcoaches [36] latest,daily [36] daily,edutech [33] edutech,thanks Top Word Pairs in Tweet in G4:
[320] book,#edtech [316] #edtech,#elearning [316] world,forum [316] 18,book [316] 17,18 [316] london,17 [316] #elearning,#education [316] edtech,world [312] 2023,london [312] forum,2023 Top Word Pairs in Tweet in G5:
[48] 25,minutes [44] processing,fees [27] edutech,company [26] edutech,companies [24] block,amount [24] minutes,cancelled [24] terms,conditions [24] charge,much [24] fees,complete [24] cancelled,25 Top Word Pairs in Tweet in G7:
[75] #edtech,#education [72] #education,#edtechchat [69] #edtechchat,#edchat [66] #elearning,#edutech [63] #edchat,#elearning [41] #edutech,#educators [25] 12,schools [25] schools,models [25] 909,908 [25] 904,#barcodescanner Top Word Pairs in Tweet in G8:
[50] prompt,guide [48] cese,works [48] teacher,prompt [48] quick,chatgpt [48] share,quick [48] best,framework [48] works,best [48] guide,aligned [48] aligned,cese [48] excited,share Top Word Pairs in Tweet in G9:
[46] #weteach,stream [40] #wer8,stream [38] digital,transformation [16] education,system [15] industry,elearnindustry [15] elearning,industry [12] proprietary,alpha [12] #crypto,#trading [12] glimpse,proprietary [12] crypto,predictions Top Word Pairs in Tweet in G10:
[24] advocacy,project [20] edutech,advocacy [13] project,supported [9] coordinator,edutech [9] over,weekend [9] interaction,state [9] cordinators,edutech [9] weekend,interaction [9] state,cordinators [8] project,brain Top Replied-To in Entire Graph:
Top Replied-To in G3:
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Top Replied-To in G7:
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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:
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Top Tweeters in G5:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: