The graph represents a network of 4,281 Twitter users whose recent tweets contained "#k12", 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, 05 April 2019 at 17:26 UTC.
The tweets in the network were tweeted over the 9-day, 16-hour, 24-minute period from Wednesday, 27 March 2019 at 00:48 UTC to Friday, 05 April 2019 at 17:13 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 : 4281
Unique Edges : 5947
Edges With Duplicates : 4083
Total Edges : 10030
Self-Loops : 2142
Reciprocated Vertex Pair Ratio : 0.0393894633185623
Reciprocated Edge Ratio : 0.0757934628138323
Connected Components : 402
Single-Vertex Connected Components : 216
Maximum Vertices in a Connected Component : 3450
Maximum Edges in a Connected Component : 8826
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.272258
Graph Density : 0.000345637210277099
Modularity : 0.550278
NodeXL Version : 1.0.1.410
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[339] #edtech,#elearning [327] #education,#edtech [326] #edchat,#education [287] #edchat,#k12 [281] check,out [276] #elearning,#k12 [258] #k12,#education [195] #education,#k12 [184] #elearning,#edtech [172] learn,more Top Word Pairs in Tweet in G1:
[95] #k12,#education [85] #education,#k12 [61] #ohioed,#k12 [51] check,out [49] learn,more [49] #edchat,#k12 [40] #edtech,#elearning [38] #k12,#highered [31] k,12 [30] #edchat,#education Top Word Pairs in Tweet in G2:
[179] #elearning,#edtech [150] #edtech,#classroom [149] #classroom,#blended [129] #blended,#personalizedlearning [124] #personalizedlearning,#k12 [110] #k12,#lms [73] #k12,schools [61] #k12,#edtech [53] cdwcorp,lightspeedsys [48] check,out Top Word Pairs in Tweet in G3:
[253] #edchat,#education [251] #education,#edtech [251] #edtech,#elearning [219] #elearning,#k12 [112] finleyt,#edchat [107] alex_corbitt,9 [106] problems,w [106] w,teaching [106] teaching,test [106] test,finleyt Top Word Pairs in Tweet in G4:
[15] #nhcschat,#sschat [15] #sschat,#satchat [15] #satchat,#engchat [14] high,school [14] #engchat,#nced [14] #nced,#edchat [14] #edchat,#edtech [14] #edtech,#mathchat [14] #mathchat,#scichat [14] #scichat,#artsed Top Word Pairs in Tweet in G5:
[26] #highschool,#k12 [24] #k12,#middleschool [22] mars,soil [22] soil,#science [22] #elemschool,#highschool [22] #middleschool,#spacex [22] #spacex,#tesla [22] #tesla,#space [22] #space,#nasa [22] #nasa,buy Top Word Pairs in Tweet in G6:
[118] project,based [103] based,learning [44] wondered,project [44] learning,really [44] really,works [44] works,explore [44] explore,published [44] published,research [44] research,evidence [44] evidence,impact Top Word Pairs in Tweet in G7:
[41] #edtech,#edchat [22] reflect,reflection [22] reflection,natural [22] natural,part [22] part,learning [22] learning,think [22] think,new [22] new,experiences [22] experiences,teachthought [22] teachthought,shares Top Word Pairs in Tweet in G8:
[43] #edtech,#k12 [27] https,t [27] t,co [22] april,9 [20] #asugsvsummit,#asugsv2019 [16] #asugsv2019,#asugsv [16] social,emotional [15] emotional,learning [14] school,districts [12] asugsvsummit,miss Top Word Pairs in Tweet in G9:
[45] #edchat,#k12 [18] #sponsored,#ad [18] #k12,#education [15] #edtechchat,#edchat [12] five,educators [10] coming,soon [10] soon,convergence [10] convergence,#k12 [10] #k12,#highereducation [10] #highereducation,promote Top Word Pairs in Tweet in G10:
[65] 5,common [65] common,teaching [65] teaching,practices [65] practices,kicking [65] kicking,curb [65] curb,#ntchat [65] #ntchat,#teaching [65] #teaching,#teachingstrategies [65] #teachingstrategies,#k12 [63] cultofpedagogy,5 Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: