The graph represents a network of 5,885 Twitter users whose tweets in the requested range contained "edtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 02 August 2021 at 10:49 UTC.
The requested start date was Monday, 02 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 3-day, 1-hour, 23-minute period from Thursday, 29 July 2021 at 22:37 UTC to Monday, 02 August 2021 at 00:01 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 5885
Unique Edges : 5503
Edges With Duplicates : 10749
Total Edges : 16252
Number of Edge Types : 5
Retweet : 4200
MentionsInRetweet : 6559
Tweet : 2470
Mentions : 2781
Replies to : 242
Self-Loops : 2577
Reciprocated Vertex Pair Ratio : 0.0335018963337547
Reciprocated Edge Ratio : 0.0648318042813456
Connected Components : 1194
Single-Vertex Connected Components : 737
Maximum Vertices in a Connected Component : 3413
Maximum Edges in a Connected Component : 12501
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.526772
Graph Density : 0.000236085128109754
Modularity : 0.462295
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,885 Twitter users whose tweets in the requested range contained "edtech", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 02 August 2021 at 10:49 UTC.
The requested start date was Monday, 02 August 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 3-day, 1-hour, 23-minute period from Thursday, 29 July 2021 at 22:37 UTC to Monday, 02 August 2021 at 00:01 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[213] #edtech,#edchat [184] ipo,year [183] edtech,ipo [182] bellwether,edtech [162] choice,board [154] lessons,duolingo [151] duolingo,bellwether [150] #education,#edtech [147] love,choice [147] board,thanks Top Word Pairs in Tweet in G1:
[131] edtech,ipo [130] bellwether,edtech [128] ipo,year [120] lessons,duolingo [118] duolingo,bellwether [52] edtech,startup [49] #byjus,#edtech [41] softbank,backed [40] backed,korean [40] korean,edtech Top Word Pairs in Tweet in G2:
[68] #ai,#machinelearning [55] #edtech,#edchat [54] #edtech,edsurge [45] #education,#edtech [44] #machinelearning,#datascience [43] #augmentedreality,changes [43] changes,math [43] math,education [43] education,theinsaneapp [43] theinsaneapp,#digitaltransformation Top Word Pairs in Tweet in G3:
[143] choice,board [132] love,choice [132] board,thanks [132] thanks,elkhartedtech [132] elkhartedtech,idea [132] idea,co [132] co,e8clgenzww [132] e8clgenzww,use [132] use,justmotehq [131] mrshowell24,love Top Word Pairs in Tweet in G4:
[70] #edtech,#gsuite [70] #gsuite,#learning [66] #learning,#educoach [63] choice,boards [61] boards,#teacherpd [61] #teacherpd,abanastis [61] abanastis,joykirr [61] joykirr,#edtech [61] #learning,#teachertwitter [59] tcea,choice Top Word Pairs in Tweet in G5:
[19] #edtech,#edtechchat [14] edtech_k12,#cdwsocial [12] avoid,four [12] four,edtech [12] edtech,mistakes [12] mistakes,classroom [12] classroom,mrsdale_edu [12] mrsdale_edu,#teacherpd [12] #teacherpd,#backtoschool [11] using,technology Top Word Pairs in Tweet in G6:
[75] achievements,done [75] done,industry [75] industry,cost [75] cost,arbitrage [75] arbitrage,talent [75] talent,pool [75] pool,india [75] india,helped [74] stpiindia,achievements [54] massive,expansion Top Word Pairs in Tweet in G7:
[51] #efl,#elt [42] #esl,#efl [40] #elt,#tesol [35] #tesol,#eal [35] #eal,#tefl [35] #tefl,#edtech [20] #edtech,#edutech [17] back,school [17] #edtech,#edapp [14] mzteachuh,educational Top Word Pairs in Tweet in G8:
[76] july,2021 [74] mtholfsen,#microsoftteams [55] #microsoftteams,education [55] education,july [55] 2021,people [55] people,lists [55] lists,full [55] full,download [30] #edtech,tools [30] tools,excited Top Word Pairs in Tweet in G9:
[21] #edtech,#blendedlearning [19] #blendedlearning,#edutwitter [13] week's,episode [13] episode,edtech_podcast [13] edtech_podcast,live [13] live,feat [13] feat,brewerhm [13] brewerhm,edusparkworld [13] edusparkworld,bit_docs [13] bit_docs,much Top Word Pairs in Tweet in G10:
[11] #edtech,#distancelearning [6] #learning,#edtech [6] #distancelearning,#school [6] four,c's [6] c's,learning [6] #education,#distancelearning [6] #edtech,#edchat [6] k12,sysadmins [6] sysadmins,thanks [6] thanks,one Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
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: