The graph represents a network of 4,664 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 11:50 UTC.
The tweets in the network were tweeted over the 1755-day, 5-hour, 58-minute period from Tuesday, 20 March 2018 at 19:01 UTC to Monday, 09 January 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 : 4664
Unique Edges : 3924
Edges With Duplicates : 8171
Total Edges : 12095
Number of Edge Types : 9
Retweet : 2592
MentionsInRetweet : 3657
Tweet : 1548
Mentions : 2010
Replies to : 302
MentionsInReplyTo : 1622
MentionsInQuoteReply : 85
Quote : 119
MentionsInQuote : 160
Self-Loops : 2046
Reciprocated Vertex Pair Ratio : 0.0435450819672131
Reciprocated Edge Ratio : 0.0834560628375061
Connected Components : 771
Single-Vertex Connected Components : 408
Maximum Vertices in a Connected Component : 2892
Maximum Edges in a Connected Component : 9290
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.369834
Graph Density : 0.000280988358042162
Modularity : 0.477868
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,664 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 1/8/2023 5:00:34 PM. The network was obtained from Twitter on Monday, 09 January 2023 at 11:50 UTC.
The tweets in the network were tweeted over the 1755-day, 5-hour, 58-minute period from Tuesday, 20 March 2018 at 19:01 UTC to Monday, 09 January 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 : 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:
[231] learn,more [185] top,10 [182] institute,technology [181] vellore,institute [181] india,private [181] ranked,outside [181] institute,generated [181] outside,top [181] colleges,india [181] private,institute Top Word Pairs in Tweet in G1:
[57] #education,#edtech [52] #edtech,#edchat [37] #edtech,#edtechchat [36] #edtech,#education [35] activity,pack [33] #education,#teachers [32] #edtech,#k12 [30] learn,more [29] #edchat,#edtech [27] #edtech,#teaching Top Word Pairs in Tweet in G2:
[27] edtech,companies [26] grocery,edtech [26] drops,vcs [26] vcs,money [26] hard,tech [26] money,hard [26] companies,drops [26] funding,grocery [23] way,students [18] #education,#edtech Top Word Pairs in Tweet in G3:
[39] january,2023 [37] micro,tip [37] use,#chatgpt [37] #stem,#excel [37] improvements,additional [37] microsoft,forms [37] instant,poll [37] options,instant [37] forms,january [37] #edtech,#stem Top Word Pairs in Tweet in G4:
[58] nowpressplay,netsupportgroup [55] ictevangelist,chirpty_team [53] netsupportgroup,techyleaderedu [52] chirpty_team,reallyschoolk [49] techyleaderedu,global_edtech [48] tsuiallen,nowpressplay [45] reallyschoolk,tsuiallen [18] alkingsley_edu,ictevangelist [15] olewis_coaching,dogsthorpeinf [15] classroomcloud_,olewis_coaching Top Word Pairs in Tweet in G5:
[179] engineering,colleges [179] institute,generated [179] institute,technology [179] colleges,india [179] ranked,outside [179] private,institute [179] vellore,institute [179] india,private [179] 10,engineering [179] top,10 Top Word Pairs in Tweet in G6:
[159] running,online [159] online,session [159] ways,reduce [159] using,#chatgpt [159] due,demand [159] #chatgpt,next [159] workload,using [159] teacher,workload [159] demand,dms [159] reduce,teacher Top Word Pairs in Tweet in G7:
[148] slide,deck [147] more,browsing [147] browsing,open [147] open,source [147] learn,more [147] educators,learn [147] source,slide [147] chatgpt,educators [146] torreytrust,chatgpt [4] animations,#edtech Top Word Pairs in Tweet in G8:
[20] #highered,#edtech [19] require,head [19] display,hmd [19] experience,immersion [19] never,before [19] head,mounted [19] immersion,never [19] before,device [19] mounted,display [19] device,require Top Word Pairs in Tweet in G9:
[24] 10,outdated [24] outdated,teaching [24] teaching,techniques [24] #remoteschool,#remoteeducation [24] techniques,#edtech [22] alicekeeler,10 [21] daily,thanks [19] #edtech,#edutech [19] #edtech,#ai [17] #edtech,#education Top Word Pairs in Tweet in G10:
[24] use,ensure [24] strategies,use [24] observations,coaches [24] coaching,observations [24] areas,improvement [24] ensure,observations [24] observations,take [24] coaches,strategies [24] one,areas [24] improvement,coaching Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
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:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: