The graph represents a network of 6,284 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, 12 December 2022 at 12:05 UTC.
The requested start date was Monday, 12 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, 10-hour, 20-minute period from Wednesday, 07 December 2022 at 14:40 UTC to Monday, 12 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 : 6284
Unique Edges : 5655
Edges With Duplicates : 11741
Total Edges : 17396
Number of Edge Types : 5
Mentions : 4697
Retweet : 3916
Tweet : 2277
MentionsInRetweet : 6070
Replies to : 436
Self-Loops : 2420
Reciprocated Vertex Pair Ratio : 0.056816802233823
Reciprocated Edge Ratio : 0.107524411257898
Connected Components : 1175
Single-Vertex Connected Components : 702
Maximum Vertices in a Connected Component : 3704
Maximum Edges in a Connected Component : 13391
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.038444
Graph Density : 0.000220478141485522
Modularity : 0.458815
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,284 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, 12 December 2022 at 12:05 UTC.
The requested start date was Monday, 12 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, 10-hour, 20-minute period from Wednesday, 07 December 2022 at 14:40 UTC to Monday, 12 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:
[202] coaching,centres [202] fees,lacs [202] khan,sir [202] upsc,coaching [202] upsc,batches [202] average,fees [202] takes,average [202] lacs,students [202] sir,going [202] students,khan Top Word Pairs in Tweet in G1:
[91] ãƒ,ム[42] struggling,pass [41] brightest,struggling [37] raises,22 [36] edtech,brightest [34] uolo,raises [34] lt,gt [33] 22,5m [31] 5m,bring [31] bring,edtech Top Word Pairs in Tweet in G2:
[148] #edchat,#edtech [104] #edtech,#education [59] #sped,edutopia [59] #mzteachuh,#sped [59] #education,#mzteachuh [55] edutopia,mindshiftkqed [53] edsurge,edsource [53] understoodorg,teachthoughtpd [53] edsource,educationweek [53] mindshiftkqed,understoodorg Top Word Pairs in Tweet in G3:
[87] edtech_heather,claudiozavalajr [68] claudiozavalajr,adobeforedu [39] adobeforedu,adobeexpress [35] 12,days [31] ericcurts,#edtech [31] #edtech,#educoach [31] #educoach,#chromebook [31] know,ericcurts [29] tcea,know [26] today,day Top Word Pairs in Tweet in G4:
[104] #edtech,#futureofwork [100] #education,bbntimes_en [100] #ai,#education [100] bbntimes_en,#edtech [100] uses,#ai [95] #futureofwork,#machinelearning [92] #innovation,#iot [92] #machinelearning,#innovation [80] khulood_almani,uses [76] #iot,#t Top Word Pairs in Tweet in G5:
[202] sir,going [202] average,fees [202] takes,average [202] fees,lacs [202] upsc,coaching [202] going,launch [202] lacs,students [202] launch,upsc [202] upsc,batches [202] centres,takes Top Word Pairs in Tweet in G6:
[17] learn,more [16] doing,support [16] school,doing [16] local,school [16] banks,help [16] pln,love [16] food,banks [16] support,fundraising [16] dear,pln [16] love,local Top Word Pairs in Tweet in G7:
[12] #edtech,#edtechchat [12] san,francisco [11] annual,meeting [11] francisco,ca [11] #edtech,#education [11] 62nd,annual [10] data,interoperability [9] meeting,san [9] googleforedu,edtech_k12 [8] john,meehan Top Word Pairs in Tweet in G8:
[41] consiste,#edtech [41] tipos,#aprendizaje [41] principales,tipos [40] quã,consiste [40] #aprendizaje,quã [40] cuã,principales [39] netlearning20,cuã [22] instruccionales,creativos [22] estética,funcionalidades [22] apasionadas,didáctica Top Word Pairs in Tweet in G9:
[56] kenyan,edtech [56] digital,solutions [56] school,admin [56] solutions,school [54] providing,digital [54] raises,8m [54] admin,raises [54] edtech,providing [51] zeraki,kenyan [51] 8m,annienjanja Top Word Pairs in Tweet in G10:
[23] remise,prix [15] directrice,gã [15] nã,rale [15] sa,directrice [15] reprã,sentã [15] par,sa [15] mcmissir,intervenu [15] reseau_canope,reprã [15] sentã,par [15] rale,mcmissir Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: