The graph represents a network of 4,866 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 11:51 UTC.
The tweets in the network were tweeted over the 3219-day, 13-hour, 17-minute period from Monday, 12 May 2014 at 11:41 UTC to Monday, 06 March 2023 at 00:58 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 : 4866
Unique Edges : 4438
Edges With Duplicates : 8137
Total Edges : 12575
Number of Edge Types : 9
Retweet : 2615
MentionsInRetweet : 4065
Tweet : 1384
Mentions : 2507
Quote : 160
MentionsInQuote : 336
Replies to : 331
MentionsInReplyTo : 1146
MentionsInQuoteReply : 31
Self-Loops : 1815
Reciprocated Vertex Pair Ratio : 0.0613438735177866
Reciprocated Edge Ratio : 0.115596603604946
Connected Components : 722
Single-Vertex Connected Components : 366
Maximum Vertices in a Connected Component : 2766
Maximum Edges in a Connected Component : 9151
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.211182
Graph Density : 0.000283570923778856
Modularity : 0.485966
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,866 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 06 March 2023 at 11:51 UTC.
The tweets in the network were tweeted over the 3219-day, 13-hour, 17-minute period from Monday, 12 May 2014 at 11:41 UTC to Monday, 06 March 2023 at 00:58 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:
[270] long,way [269] edtech,icon [269] goes,long [269] coming,national [269] national,edtech [269] support,coming [269] boost,moral [269] more,power [269] way,boost [269] icon,goes Top Word Pairs in Tweet in G1:
[51] learn,more [38] #education,#edtech [31] #edtech,#edchat [23] #edtech,#education [23] #edchat,#edtech [20] #edtech,roadshow [20] very,best [19] #vr,#edtech [19] #edtech,#k12 [18] #sel,#edtech Top Word Pairs in Tweet in G2:
[55] ed,tech [49] round,begins [48] madness,2023 [48] each,round [48] winners,100 [48] 100,chosen [48] tech,madness [48] 2023,round [48] begins,each [48] welcome,ed Top Word Pairs in Tweet in G3:
[25] #education,#edtech [18] #edtech,#education [14] learn,more [12] #教員採用試験,#教採 [12] 倍率,受験資格 [9] #tech,#edtech [8] teaching,learning [8] edtech,startups [7] funding,decline [7] #education,#tech Top Word Pairs in Tweet in G4:
[269] national,edtech [269] edtech,icon [269] coming,national [269] support,coming [269] more,power [269] goes,long [269] icon,goes [269] youth,more [269] boost,moral [269] way,boost Top Word Pairs in Tweet in G5:
[82] #insurtech,#finance [67] #finance,#finsevr [55] #finsevr,#ai [53] #ai,#edtech [51] #edtech,#govtech [49] #lunc,#blockchain [49] #blockchain,#technology [49] #banking,#lunc [49] #govtech,#investing [49] #investing,#banking Top Word Pairs in Tweet in G6:
[17] cueinc,mrnunesteach [17] remscience,roxi_thompson [17] missmoeteaches,cueinc [16] greggeilers,remscience [16] mrnunesteach,greggeilers [15] etwiseguy,edtechgeekster [14] jcorippo,etwiseguy [14] roxi_thompson,jcorippo [14] marshallbeyer29,missmoeteaches [13] myedtechlife,mrtaylorhistory Top Word Pairs in Tweet in G7:
[42] #teachers,#education [42] #edtech,#teachers [33] #edtech,#education [28] daily,thanks [20] #education,#edtech [14] edtech,daily [13] latest,edtech [11] #highered,#edtech [8] higher,ed [5] newsonteesside,#education Top Word Pairs in Tweet in G8:
[2] start,follow [2] left,рump [2] channel,co [2] рump,full [2] signals,always [2] exact,time [2] profit,рrofit [2] make,profit [2] telegram,miss [2] name,target Top Word Pairs in Tweet in G9:
[10] #ditchbook,#tlap [10] #tlap,#etcoaches [10] #edtech,#ditchbook [9] #etcoaches,#hacklearning [7] see,march [7] #hacklearning,#gsuiteedu [7] march,30 [7] 30,pm [7] pm,#edtech [6] 136,bit Top Word Pairs in Tweet in G10:
[16] activity,pack [12] pupil,activity [12] video,tutorials [9] primary,computing [9] #bett2023,donated [9] donated,50 [9] joined,#edtechtrail [9] #edtechtrail,#bett2023 [9] activity,packs [9] 50,amazon Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
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: