The graph represents a network of 4,760 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 Tuesday, 29 December 2020 at 11:46 UTC.
The requested start date was Monday, 28 December 2020 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, 7-hour, 13-minute period from Wednesday, 23 December 2020 at 17:47 UTC to Monday, 28 December 2020 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 : 4760
Unique Edges : 4424
Edges With Duplicates : 12003
Total Edges : 16427
Number of Edge Types : 5
Tweet : 2475
Mentions : 3540
Retweet : 4083
MentionsInRetweet : 5965
Replies to : 364
Self-Loops : 2620
Reciprocated Vertex Pair Ratio : 0.04699626329405
Reciprocated Edge Ratio : 0.0897735072065889
Connected Components : 796
Single-Vertex Connected Components : 485
Maximum Vertices in a Connected Component : 3213
Maximum Edges in a Connected Component : 14149
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.494974
Graph Density : 0.000321593230694253
Modularity : 0.384208
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 4,760 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 Tuesday, 29 December 2020 at 11:46 UTC.
The requested start date was Monday, 28 December 2020 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, 7-hour, 13-minute period from Wednesday, 23 December 2020 at 17:47 UTC to Monday, 28 December 2020 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:
[227] #edtech,#edchat [179] #edchat,#edtech [144] #edtech,#education [128] merry,christmas [110] #education,#edtech [109] #edtech,#edtechchat [100] #elearning,#edtech [96] #edtech,#elearning [88] activity,pack [87] much,more Top Word Pairs in Tweet in G1:
[68] #elearning,#edtech [66] #edtech,#edtechchat [63] #edchat,#edtech [52] merry,christmas [45] #edtech,#edchat [41] #edtech,#k12 [41] #education,#edchat [40] #k12,#edtech [38] #sel,#edtech [38] #education,#edtech Top Word Pairs in Tweet in G2:
[25] merry,christmas [17] edtech,startup [16] 倍率,受験資格 [16] #教員採用試験,#教採 [13] pandemic,edtech [12] happy,holidays [12] win,pandemic [12] edtech,needs [12] needs,start [11] #edtech,#education Top Word Pairs in Tweet in G3:
[63] #machinelearning,#datascience [57] gigadgets_,enricomolinari [51] #datascience,#bigdata [50] #edtech,#ai [49] itox,#startup [49] #startup,potential [49] potential,cent [49] cent,#iiot [49] #iiot,#machinelearning [49] #bigdata,#r Top Word Pairs in Tweet in G4:
[48] #educación,#education [35] #education,#edtech [34] #elearning,#mlearning [33] higher,education [33] #edtech,edsurge [26] #pedagogy,#pedagogía [23] #pedagogy,#pedagogie [23] covid,19 [20] #edtech,#tic [20] #edreform,#edtech Top Word Pairs in Tweet in G5:
[87] activity,pack [58] pupil,activity [53] video,tutorials [41] #esl,#efl [41] #efl,#elt [41] #elt,#tesol [40] #edtech,#stemed [38] home,school [35] #tesol,#eal [35] #eal,#ell Top Word Pairs in Tweet in G6:
[20] flipgrid,mrsalakas [20] mrsalakas,joycebronwyn [20] canwetalkedu,globalgeg [19] joycebronwyn,canwetalkedu [19] globalgeg,series [19] series,abid_patel [19] abid_patel,fimorrison2 [19] fimorrison2,_pilarcharles [19] _pilarcharles,robinlarrabee [19] robinlarrabee,phausedu Top Word Pairs in Tweet in G7:
[63] instead,forcing [63] forcing,students [63] students,turn [63] turn,cameras [63] cameras,teachers [63] teachers,create [63] create,multiple [63] multiple,pathways [63] pathways,active [63] active,participation Top Word Pairs in Tweet in G8:
[68] much,more [67] 2020,brought [67] brought,ways [67] ways,stay [67] stay,connected [67] connected,bring [67] bring,online [67] online,classroom [67] classroom,life [67] life,support Top Word Pairs in Tweet in G9:
[113] #edtech,#edchat [10] vista's,5b [10] 5b,purchase [10] purchase,pluralsight [10] pluralsight,signals [10] signals,maturing [10] maturing,edtech [10] edtech,market [10] whole,school [9] extracrunch,vista's Top Word Pairs in Tweet in G10:
[19] aula,invertida [19] invertida,metodología [19] metodología,pedagógica [19] pedagógica,mejor [19] mejor,adapta [19] adapta,nueva [19] nueva,normalidad [19] normalidad,educativa [19] educativa,conoce [17] observatorioedu,aula Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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Top Replied-To in G8:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G6:
Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G10: