The graph represents a network of 4,830 Twitter users whose recent tweets contained "edtech", 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 11:51 UTC.
The tweets in the network were tweeted over the 3960-day, 6-hour, 23-minute period from Tuesday, 08 May 2012 at 17:34 UTC to Sunday, 12 March 2023 at 23:58 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 : 4830
Unique Edges : 4563
Edges With Duplicates : 8124
Total Edges : 12687
Number of Edge Types : 9
MentionsInRetweet : 4041
Replies to : 420
MentionsInReplyTo : 1438
Retweet : 2472
Mentions : 2329
Tweet : 1523
Quote : 138
MentionsInQuote : 299
MentionsInQuoteReply : 27
Self-Loops : 2045
Reciprocated Vertex Pair Ratio : 0.0552147239263804
Reciprocated Edge Ratio : 0.104651162790698
Connected Components : 833
Single-Vertex Connected Components : 413
Maximum Vertices in a Connected Component : 2737
Maximum Edges in a Connected Component : 9227
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.15845
Graph Density : 0.000280225535251781
Modularity : 0.480964
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,830 Twitter users whose recent tweets contained "edtech", 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 11:51 UTC.
The tweets in the network were tweeted over the 3960-day, 6-hour, 23-minute period from Tuesday, 08 May 2012 at 17:34 UTC to Sunday, 12 March 2023 at 23:58 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 : edtech
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:
[170] #education,#edtech [168] #edtech,#education [122] #edtech,#edchat [116] ed,tech [113] daily,thanks [113] #edchat,#edtech [84] choice,boards [82] learn,more [72] inteligencia,artificial [69] #edtech,#chatgpt Top Word Pairs in Tweet in G1:
[54] ed,tech [54] madness,2023 [54] tech,madness [48] canva,vs [48] vs,nearpod [47] winners,chosen [47] edpuzzle,vs [47] quizizz,winners [47] final,ed [47] vs,quizizz Top Word Pairs in Tweet in G2:
[33] #edtech,#education [26] #education,#edtech [15] activity,pack [13] teachers,educators [13] best,educational [13] websites,teachers [13] technology,websites [13] educational,technology [13] pupil,activity [11] video,tutorials Top Word Pairs in Tweet in G3:
[14] 31,march [12] 21,7pm [12] song,requests [12] 29,31 [12] #back2bett,russellprue [10] counting,global [10] less,three [10] educators,gather [10] global,educators [10] london,29 Top Word Pairs in Tweet in G4:
[20] #googleedu,#edtech [17] ericcurts,#ncties23 [15] join,#ncties23 [15] #ncties23,#googleedu [14] #ncties23,today [12] #edtech,#edutech [12] details,resources [12] #edutech,#teacher [12] #education,#edtech [12] #teacher,#teachers Top Word Pairs in Tweet in G5:
[62] inteligencia,artificial [61] artificial,educación [60] #edtech,#chatgpt [60] educación,#edtech [60] desafíos,inteligencia [60] oportunidades,desafíos [60] chatgpt,oportunidades [59] netlearning20,chatgpt [42] 22,bancos [42] #tic,#edtech Top Word Pairs in Tweet in G6:
[67] choice,boards [31] complete,beginner's [31] guide,choice [31] beginner's,guide [29] started,choice [29] boards,nflafave [29] dive,complete [29] sure,started [29] boards,dive [27] tcea,sure Top Word Pairs in Tweet in G7:
[22] #ai,#edtech [17] aiiottalk,#ai [17] #edtech,cc [17] ways,#machinelearning [17] impact,education [17] #machinelearning,impact [17] education,aiiottalk [17] cc,deeplearn007 [14] ipfconline1,ways [14] deeplearn007,spiro Top Word Pairs in Tweet in G8:
[27] love,#it [26] pull,content [24] #edtech,edsurge [18] #xaas4edtech,#edtech [17] #xaas4edu,#xaas4edtech [14] seesaw,canvas [13] supports,move [13] content,supports [13] content,expanded [13] move,content Top Word Pairs in Tweet in G9:
[32] masscue,mascd [32] massupt,masscue [32] mascd,macul [30] blperry3,massupt [30] baldsci,blperry3 [25] mcmenemytweets,baldsci [22] mraspinall,mcmenemytweets [21] wondernamya,joshieg9 [20] secretsauceedu,stefanowicz135 [20] joshieg9,secretsauceedu Top Word Pairs in Tweet in G10:
[38] sales,book [37] book,#atozedtech [37] #atozedtech,available [37] first,book [37] #edtech,expert [37] slhyork,sales [37] fundraising,slhyork [37] available,fundraising [37] book,#edtech [36] whatthetrigmath,first Top Replied-To in Entire Graph:
Top Replied-To in G1:
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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:
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Top Mentioned in G6:
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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:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: