The graph represents a network of 5,917 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, 19 December 2022 at 12:03 UTC.
The requested start date was Monday, 19 December 2022 at 01:01 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 4-day, 4-hour, 58-minute period from Wednesday, 14 December 2022 at 20:02 UTC to Monday, 19 December 2022 at 01:00 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 : 5917
Unique Edges : 5302
Edges With Duplicates : 10997
Total Edges : 16299
Number of Edge Types : 5
MentionsInRetweet : 5249
Mentions : 4516
Tweet : 2598
Retweet : 3581
Replies to : 355
Self-Loops : 2730
Reciprocated Vertex Pair Ratio : 0.0596429537462808
Reciprocated Edge Ratio : 0.112571793235482
Connected Components : 1241
Single-Vertex Connected Components : 748
Maximum Vertices in a Connected Component : 3179
Maximum Edges in a Connected Component : 12020
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 4.80751
Graph Density : 0.000223825346867868
Modularity : 0.443282
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,917 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, 19 December 2022 at 12:03 UTC.
The requested start date was Monday, 19 December 2022 at 01:01 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 4-day, 4-hour, 58-minute period from Wednesday, 14 December 2022 at 20:02 UTC to Monday, 19 December 2022 at 01:00 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:
[183] #edchat,#edtech [165] #education,#edtech [155] #edtech,#education [135] chance,win [126] friyay,ready [126] win,two [126] two,books [126] flash,#giveaway [126] #noveleffect,subscription [126] happy,friyay Top Word Pairs in Tweet in G1:
[40] learning,experience [40] management,system [39] network,management [39] improved,learning [39] both,improved [39] london,achieved [39] achieved,both [39] staff,#edtech [39] university,london [39] experience,students Top Word Pairs in Tweet in G2:
[116] #edtech,#futureofwork [110] #ar,#vr [108] #tech,#digital [108] #digital,#metaverse [108] #edtech,#tech [108] #metaverse,#web3 [107] #vr,#applications [107] #applications,learning [106] #web3,#ai [106] learning,#edtech Top Word Pairs in Tweet in G3:
[63] edtech_heather,claudiozavalajr [61] #edtech,edsurge [60] #education,#edtech [51] minimum,salary [51] federal,minimum [50] soon,see [50] see,federal [49] salary,teachers [48] adobeexpress,adobeforedu [38] teachers,#edtech Top Word Pairs in Tweet in G4:
[120] ready,flash [120] two,books [120] enter,chance [120] win,two [120] chance,win [120] #giveaway,enter [120] friyay,ready [120] #noveleffect,subscription [120] books,#noveleffect [120] happy,friyay Top Word Pairs in Tweet in G5:
[24] #edtech,#k12 [21] 12,days [21] day,12 [21] #edchat,#edtech [14] professional,learning [13] #k12,#edtech [12] days,edtech [12] #edtech,#educoach [12] #satchat,#sunchat [12] edtech,tips Top Word Pairs in Tweet in G6:
[30] micro,bit [21] temps,people [21] thermometers,showing [21] people,micro [21] bit,thermometers [21] coolest,places [21] sort,temps [21] currently,hottest [21] hottest,coolest [21] showing,currently Top Word Pairs in Tweet in G7:
[46] immersive,reader [42] shortcut,hack [42] edge,web [42] web,address [42] turn,immersive [42] read,front [42] address,bar [42] reader,edge [42] add,read [42] bar,add Top Word Pairs in Tweet in G8:
[38] #education,#mzteachuh [38] #edtech,#education [38] educationweek,ukedchat [38] #mzteachuh,#sped [38] #sped,edutopia [37] additudemag,#teaching [37] ukedchat,weareteachers [36] eschoolnews,additudemag [36] mindshiftkqed,understoodorg [36] weareteachers,eschoolnews Top Word Pairs in Tweet in G9:
[20] year,award [18] winner,digital [18] 2022,#digitaleducationawards [16] product,year [15] award,goes [15] #digitaleducationawards,winner [14] learning,product [10] congratulations,#edtech [9] wellbeing,learning [9] online,learning Top Word Pairs in Tweet in G10:
[23] jambes,développement [23] numériques,pédagogiques [23] deux,jambes [23] développement,communs [23] pédagogiques,marchons [23] marchons,deux [23] ressources,numériques [23] matière,ressources [23] communs,numériques [22] tous,#enseignants 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 G8:
Top Replied-To in G9:
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: