The graph represents a network of 987 Twitter users whose recent tweets contained "edtech ai", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 06 December 2019 at 21:16 UTC.
The tweets in the network were tweeted over the 9-day, 2-hour, 52-minute period from Wednesday, 27 November 2019 at 17:51 UTC to Friday, 06 December 2019 at 20:44 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 : 987
Unique Edges : 4297
Edges With Duplicates : 1695
Total Edges : 5992
Self-Loops : 378
Reciprocated Vertex Pair Ratio : 0.0193109501865262
Reciprocated Edge Ratio : 0.0378902045209903
Connected Components : 113
Single-Vertex Connected Components : 57
Maximum Vertices in a Connected Component : 726
Maximum Edges in a Connected Component : 5600
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.863947
Graph Density : 0.00477300237776695
Modularity : 0.429977
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 987 Twitter users whose recent tweets contained "edtech ai", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 06 December 2019 at 21:16 UTC.
The tweets in the network were tweeted over the 9-day, 2-hour, 52-minute period from Wednesday, 27 November 2019 at 17:51 UTC to Friday, 06 December 2019 at 20:44 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 : TwitterSearch
Graph Term : edtech ai
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 : Followers
Vertex Alpha : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[257] #edtech,#technology [188] #ai,#robotics [167] #innovation,#ai [131] world,s [128] s,10 [128] 10,#innovative [128] #innovative,universities [128] universities,wef [128] wef,reuters [128] reuters,#education Top Word Pairs in Tweet in G1:
[143] #edtech,#technology [124] #data,#ai [94] using,#compression [94] #compression,#compare [94] #compare,#objects [94] #objects,#experimenting [94] #experimenting,ncd [94] ncd,#classification [94] #classification,large [94] large,#malware Top Word Pairs in Tweet in G2:
[97] #ai,helping [97] helping,teachers [97] teachers,improve [97] improve,examining [97] examining,children [97] children,understand [97] understand,concept [97] concept,dartmouth [97] dartmouth,welcomeai [97] #edtech,#deeplearning Top Word Pairs in Tweet in G3:
[86] world,s [86] s,10 [86] 10,#innovative [86] #innovative,universities [86] universities,wef [86] wef,reuters [86] reuters,#education [86] #education,#innovation [86] #innovation,#ai [86] #ai,#robotics Top Word Pairs in Tweet in G4:
[38] cute,robot [38] kids,learn [38] learn,coding [38] coding,math [38] math,language [38] language,music [38] #robotics,#ai [38] #ai,#robots [38] #robots,#machinelearning [38] #machinelearning,#edtech Top Word Pairs in Tweet in G5:
[49] #cyber,#stem [42] #stem,#edtech [41] #edtech,#innovative [36] #edtech,#stem [35] #stem,#event [35] #event,#edtech [32] #mission,#accelerator [30] #dreamport,#rpe [30] #cybersecurity,#analyze [30] #analyze,#cyber Top Word Pairs in Tweet in G6:
[6] #education,#edtech [6] #ai,#edtech [5] future,hold [5] hold,ai [5] ai,enabled [5] enabled,coaching [5] coaching,#education [5] #edtech,#edchat [4] higher,education [4] #edtech,#education Top Word Pairs in Tweet in G7:
[13] aujourd,hui [13] hui,j [13] j,ouvre [13] ouvre,les [13] les,rencontres [13] rencontres,futurs [13] futurs,composés [13] composés,avec [13] avec,lancement [13] lancement,#educate Top Word Pairs in Tweet in G8:
[26] artificial,intelligence [25] explore,education [25] education,institutes [25] institutes,universities [25] universities,adopting [25] adopting,artificial [25] intelligence,ai [25] ai,technology [25] technology,online [25] online,exam Top Word Pairs in Tweet in G9:
[20] check,out [20] ar,integrated [20] integrated,periodic [20] periodic,table [20] table,flash [20] flash,cards [20] cards,#innovation [20] #innovation,#technology [20] #technology,#edtech [20] #education,#augmentedreality Top Word Pairs in Tweet in G10:
[6] shout,outs [6] outs,banana29 [6] banana29,becoming [6] becoming,teacher [6] teacher,ictc_ctic [6] ictc_ctic,oksarge [6] oksarge,#cybertitan [6] #cybertitan,ecooorg [6] ecooorg,#edtech [6] #edtech,cyber_nb Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G7:
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: