The graph represents a network of 10,882 Twitter users whose recent tweets contained "#edtech", 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 Monday, 10 February 2020 at 11:03 UTC.
The tweets in the network were tweeted over the 5-day, 13-hour, 50-minute period from Tuesday, 04 February 2020 at 20:00 UTC to Monday, 10 February 2020 at 09:50 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 : 10922
Unique Edges : 18614
Edges With Duplicates : 10837
Total Edges : 29451
Number of Edge Types : 5
Replies to : 781
Mentions : 6830
Tweet : 5392
MentionsInRetweet : 11039
Retweet : 5409
Self-Loops : 5596
Reciprocated Vertex Pair Ratio : 0.0227380388441497
Reciprocated Edge Ratio : 0.0444650301065308
Connected Components : 1217
Single-Vertex Connected Components : 661
Maximum Vertices in a Connected Component : 8395
Maximum Edges in a Connected Component : 25779
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.521948
Graph Density : 0.000162903558963635
Modularity : 0.566718
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 10,882 Twitter users whose recent tweets contained "#edtech", 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 Monday, 10 February 2020 at 11:03 UTC.
The tweets in the network were tweeted over the 5-day, 13-hour, 50-minute period from Tuesday, 04 February 2020 at 20:00 UTC to Monday, 10 February 2020 at 09:50 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 : TwitterSearch
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:
[755] #edtech,#edchat [564] #edchat,#edtech [553] #edtech,#edtechchat [520] #edtech,#education [504] #education,#edtech [477] #edtech,#womenintech [464] free,coupon [464] 99,free [464] #elearning,#blacktechtwitter [464] #blacktechtwitter,#course Top Word Pairs in Tweet in G1:
[260] #edtech,#edchat [132] design,product [127] learn,more [125] #mieexpert,#edtech [115] #edtech,#mieexpert [115] #tcea,#tcea2020 [102] #edtech,#tcea [91] #edchat,#edtech [89] class,notebook [89] app,ipad Top Word Pairs in Tweet in G2:
[381] #success,#edtech [372] #skills,#goals [367] #education,#stem [359] #stem,#skills [347] #edtech,#parents [287] #kids,#writing [282] #facts,#books [269] #science,#growth [265] #growth,#facts [251] #parents,#pencil Top Word Pairs in Tweet in G3:
[439] #edtech,#womenintech [431] free,coupon [431] 99,free [431] #elearning,#blacktechtwitter [431] #blacktechtwitter,#course [431] #course,#career [431] #career,#edtech [386] #womenintech,#learning [253] free,#elearning [236] #programming,#coding Top Word Pairs in Tweet in G4:
[127] activity,pack [96] #edchat,#edtech [82] video,tutorials [70] primary,computing [69] activity,packs [66] #edtech,#education [64] pupil,activity [61] digital,equity [60] #edtech,#edchat [58] #edtech,#edtechchat Top Word Pairs in Tweet in G5:
[37] #education,#edtech [29] #edtech,#edtechchat [29] #edtech,#education [28] #elearning,#edtech [23] #imagineforest,#kidlit [23] #kidlit,#primaryrocks [23] #primaryrocks,#kidfun [23] #kidfun,#edtech [23] #edtech,#writingrocks [21] #edchat,#edtech Top Word Pairs in Tweet in G6:
[234] #edtech,edsurge [90] hurting,kids [90] kids,#edtech [88] disappearing,kindergarten [86] kindergarten,hurting [84] play,disappearing [22] #edchat,#edtech [18] #edchat,#teachers [16] #teacher,#edtech [16] #edtech,#leadership Top Word Pairs in Tweet in G7:
[34] corner,edtechfrance [26] learning,technologies [25] notre,solution [23] intelligence,artificielle [21] lt20france,#edtech [21] école,inclusive [19] salon,lt20france [16] offres,emploi [16] bien,autres [16] autres,job Top Word Pairs in Tweet in G8:
[60] #appleeduchat,#edtech [43] cmrubinworld,getkahoot [30] easy,create [28] #appleeduchat,#networkedchat [23] use,coach [23] coach,boards [23] boards,pe [23] pe,easy [23] create,screen [23] screen,recorded Top Word Pairs in Tweet in G9:
[44] #techtips411,#apsitinspires [33] apsupdate,ahrosser [33] apsinstructtech,apsupdate [26] #edtech,#techtips411 [22] #apsitinspires,apsupdate [22] #apsitinspires,apsinstructtech [22] #edtech,#edchat [21] career,fair [17] apsupdate,apsinstructtech [17] stem,career Top Word Pairs in Tweet in G10:
[104] #edtech,#edtechchat [79] #vr,#virtualreality [54] #edtech,#arvrinedu [51] #education,#art [45] #history,#museum [44] #arvrinedu,#education [39] #3d,#edtech [39] #art,#history [38] #museum,#tourism [38] #tourism,#webvr 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 Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G9:
Top Tweeters in G10: