The graph represents a network of 3,010 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 2/7/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 08 February 2023 at 23:25 UTC.
The tweets in the network were tweeted over the 3203-day, 19-hour, 13-minute period from Friday, 02 May 2014 at 05:17 UTC to Wednesday, 08 February 2023 at 00:31 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 : 3010
Unique Edges : 2167
Edges With Duplicates : 8199
Total Edges : 10366
Number of Edge Types : 9
Retweet : 2435
MentionsInRetweet : 3319
Mentions : 1158
Tweet : 1877
Replies to : 594
MentionsInReplyTo : 801
Quote : 91
MentionsInQuote : 89
MentionsInQuoteReply : 2
Self-Loops : 2664
Reciprocated Vertex Pair Ratio : 0.0450643776824034
Reciprocated Edge Ratio : 0.0862422997946612
Connected Components : 705
Single-Vertex Connected Components : 367
Maximum Vertices in a Connected Component : 1170
Maximum Edges in a Connected Component : 6103
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.764934
Graph Density : 0.000376390209217309
Modularity : 0.339949
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,010 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 2/7/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 08 February 2023 at 23:25 UTC.
The tweets in the network were tweeted over the 3203-day, 19-hour, 13-minute period from Friday, 02 May 2014 at 05:17 UTC to Wednesday, 08 February 2023 at 00:31 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:
[348] #edtech,#edutech [339] #elearning,#education [334] book,#edtech [332] #edtech,#elearning [331] 17,18 [329] 18,book [329] world,forum [329] edtech,world [329] london,17 [326] forum,2023 Top Word Pairs in Tweet in G1:
[51] #education,#edutech [36] #globaleducation,#elearning [34] know,more [34] #teach,#globaleducation [32] #qualityeducation,#educationmatters [32] #learn,#educational [22] #edutech,#learn [21] #londonschoolofbusinessandfinance,#diverselearning [21] #edtech,#edutech [21] #studyinsingapore,#londonschoolofbusinessandfinance Top Word Pairs in Tweet in G2:
[107] #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:
[332] book,#edtech [327] 18,book [327] #edtech,#elearning [327] edtech,world [327] london,17 [327] 17,18 [327] world,forum [327] #elearning,#education [323] 2023,london [323] forum,2023 Top Word Pairs in Tweet in G4:
[68] #edtech,#edutech [65] #etcoaches,#blendedlearning [58] #blendedlearning,#educoach [51] #educoach,#elearning [50] #edutech,#edutwitter [46] #elearning,#21stcenturyskills [44] #edutwitter,#etcoaches [31] jmattmiller,comprehensive [31] #chatgpt,#ai [31] seen,#chatgpt Top Word Pairs in Tweet in G5:
[4] rug,radio [3] bobcryptonize,josh_edutech [3] 911,soon [3] lvrsreflections,bobcryptonize [3] soon,lvrsreflections [3] itsmeprettylav,mrabracadabra_ [3] buy,911 [3] josh_edutech,itsmeprettylav [2] 48,hours [2] radio,creators Top Word Pairs in Tweet in G6:
[48] 25,minutes [44] processing,fees [26] edutech,companies [24] stating,terms [24] companies,charge [24] paid,25000 [24] block,amount [24] 25000,block [24] terms,conditions [24] complete,scam Top Word Pairs in Tweet in G7:
[69] prompt,guide [67] cese,works [67] teacher,prompt [67] quick,chatgpt [67] share,quick [67] best,framework [67] works,best [67] guide,aligned [67] aligned,cese [67] excited,share Top Word Pairs in Tweet in G8:
[22] 910,904 [22] 908,905 [22] keypads,12 [22] #genovation,student [22] #edutech,#pinpad [22] 12,schools [22] schools,models [22] id,keypads [22] 904,#barcodescanner [22] 905,910 Top Word Pairs in Tweet in G9:
[24] advocacy,project [20] edutech,advocacy [13] project,supported [9] coordinator,edutech [9] cordinators,edutech [9] interaction,state [9] weekend,interaction [9] over,weekend [9] state,cordinators [8] brainbuilders01,over Top Word Pairs in Tweet in G10:
[36] daily,edutech [36] latest,daily [33] edutech,thanks [11] san,antonio [10] thanks,edutopia [9] thanks,alicekeeler [6] stop,booth [6] #edutech,#edu [6] #tcea,#tcea23 [5] booth,#578 Top Replied-To in Entire Graph:
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:
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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:
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Top Mentioned in G6:
Top Mentioned in G7:
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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: