The graph represents a network of 6,246 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, 21 March 2022 at 10:42 UTC.
The requested start date was Monday, 21 March 2022 at 00:01 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 3-day, 22-hour, 30-minute period from Thursday, 17 March 2022 at 01:30 UTC to Monday, 21 March 2022 at 00:00 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 : 6246
Unique Edges : 5987
Edges With Duplicates : 11455
Total Edges : 17442
Number of Edge Types : 5
MentionsInRetweet : 6516
Mentions : 3964
Retweet : 4373
Tweet : 2201
Replies to : 388
Self-Loops : 2332
Reciprocated Vertex Pair Ratio : 0.0440050291461881
Reciprocated Edge Ratio : 0.0843004160280272
Connected Components : 912
Single-Vertex Connected Components : 461
Maximum Vertices in a Connected Component : 4170
Maximum Edges in a Connected Component : 14429
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.73639
Graph Density : 0.000234167481279292
Modularity : 0.460578
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,246 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, 21 March 2022 at 10:42 UTC.
The requested start date was Monday, 21 March 2022 at 00:01 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 3-day, 22-hour, 30-minute period from Thursday, 17 March 2022 at 01:30 UTC to Monday, 21 March 2022 at 00:00 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:
[203] #edtech,#education [170] #education,#edtech [122] #edchat,#k12 [121] #edtech,#edchat [119] #edtech,#edtechchat [112] #edchat,#edtech [105] learn,more [91] #k12,#learning [84] big,education [84] education,ape Top Word Pairs in Tweet in G1:
[113] #edchat,#k12 [95] #education,#edtech [89] #k12,#learning [84] big,education [84] education,ape [84] #redfored,#tbats [74] #tbats,#edchat [71] #edchat,#edtech [71] #edtech,#edchat [59] edtech,madness Top Word Pairs in Tweet in G2:
[16] #edtech,#edtechchat [15] #edchat,#edtech [14] #edtech,#elearning [14] 倍率,受験資格 [14] #教員採用試験,#教採 [13] learn,more [11] #edtech,#education [11] sign,evidence [11] evidence,based [11] based,online Top Word Pairs in Tweet in G3:
[44] low,consumption [43] broadcasts,wi [43] wi,fi [43] fi,network [31] next,week [28] consumption,box [28] box,broadcasts [28] network,children [28] children,access [28] access,media Top Word Pairs in Tweet in G4:
[23] #edtech,edsurge [17] #edtech,#edtechchat [16] #edtech,#iloveedtech [13] logitech,22 [12] learn,more [12] #iloveedtech,#imfutureready [12] venture,capitalist [12] higher,education [11] webinar,logitech [11] #edtechchat,#sponsoredcontent Top Word Pairs in Tweet in G5:
[78] #edtech,#education [70] #3d,#ar [70] #ar,future [70] future,#medical [70] #medical,#learning [70] #learning,#medtech [70] #medtech,#edtech [70] #education,#meded [70] #meded,#healthtech [70] #healthtech,#augmentedreality Top Word Pairs in Tweet in G6:
[39] micro,tip [39] tip,show [35] mtholfsen,micro [33] reading,progress [30] finished,rolling [30] rolling,class [30] class,notebook [30] notebook,place [30] place,pick [30] pick,reading Top Word Pairs in Tweet in G7:
[8] feels,unreal [8] unreal,cueinc [8] cueinc,awarded [8] awarded,gold [8] gold,disk [8] disk,#springcue [8] #springcue,believe [8] believe,part [8] part,organization [8] cueinc,csuf_edtech Top Word Pairs in Tweet in G8:
[13] tonyvincent,virtualgiff [13] virtualgiff,charityhelman [12] google,draw [10] thecobblestonec,armstrongedtech [9] emmacottier,thecobblestonec [9] armstrongedtech,mrmaltais [8] mrmaltais,bryoncar [7] thecobblestonec,tonyvincent [7] charityhelman,armstrongedtech [7] armstrongedtech,efitz_edtech Top Word Pairs in Tweet in G9:
[14] thanks,follow [14] follow,make [14] make,sure [14] sure,check [14] check,edtech [14] edtech,bites [14] bites,podcast [14] podcast,itunes [14] itunes,podcast [14] podcast,providers Top Word Pairs in Tweet in G10:
[29] gave,kred [29] kred,#influence [24] #ai,#ml [21] school,leaders [21] eli_krumova,gave [20] leaders,use [20] use,apple [20] apple,technology [20] technology,support [20] creativity,classroom 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:
Top Mentioned in G3:
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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 G10: