The graph represents a network of 6,004 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, 05 July 2021 at 10:44 UTC.
The requested start date was Monday, 05 July 2021 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, 16-hour, 44-minute period from Thursday, 01 July 2021 at 07:15 UTC to Monday, 05 July 2021 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 : 6004
Unique Edges : 6159
Edges With Duplicates : 14962
Total Edges : 21121
Number of Edge Types : 5
Mentions : 7923
Retweet : 4058
MentionsInRetweet : 6205
Replies to : 359
Tweet : 2576
Self-Loops : 2709
Reciprocated Vertex Pair Ratio : 0.0440707770084625
Reciprocated Edge Ratio : 0.084421052631579
Connected Components : 1225
Single-Vertex Connected Components : 782
Maximum Vertices in a Connected Component : 3600
Maximum Edges in a Connected Component : 17429
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.948498
Graph Density : 0.000263581289524014
Modularity : 0.412056
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,004 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, 05 July 2021 at 10:44 UTC.
The requested start date was Monday, 05 July 2021 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, 16-hour, 44-minute period from Thursday, 01 July 2021 at 07:15 UTC to Monday, 05 July 2021 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:
[283] edtech,avalanche [192] top,10 [186] edtech,startup [180] billion,dollar [179] list,top [179] big,opportunity [178] 10,big [178] opportunity,lead [178] lead,next [178] next,billion Top Word Pairs in Tweet in G1:
[75] #education,#edtech [54] #edtech,#education [47] #science,#research [46] #success,#k12 [42] #edchat,#edtech [41] #research,#success [41] #stem,#edtech [40] #education,#stem [39] #edtech,#maths [37] #edtech,#edutech Top Word Pairs in Tweet in G2:
[167] edtech,avalanche [107] edtech,startup [103] ceo,twitter [103] twitter,etiquette [103] etiquette,lifting [103] lifting,click [101] click,rates [101] rates,edtech [93] extra,crunch [93] crunch,roundup Top Word Pairs in Tweet in G3:
[66] #machinelearning,#datascience [56] #ai,#machinelearning [55] #datascience,#100daysofcode [54] board,directors [54] directors,ceo [54] ceo,need [54] need,learn [54] learn,ai [54] ai,#ai [52] #100daysofcode,# Top Word Pairs in Tweet in G4:
[48] big,education [48] education,ape [48] #redfored,#tbats [48] edtech,avalanche [46] #edchat,#k12 [46] #byjus,#edtech [42] activity,pack [41] #k12,#learning [40] ape,top [40] 2021,#redfored Top Word Pairs in Tweet in G5:
[174] list,top [174] top,10 [174] 10,big [174] big,opportunity [174] opportunity,lead [174] lead,next [174] next,billion [174] billion,dollar [174] dollar,companies [174] companies,d2c Top Word Pairs in Tweet in G6:
[110] mrgprimary,olewis_coaching [109] olewis_coaching,alkingsley_edu [108] alkingsley_edu,reallyschoolk [106] clcsimon,mrgprimary [105] reallyschoolk,ictscoop [103] ictscoop,driftitservices [102] ictevangelist,clcsimon [101] driftitservices,rondelle10_b [100] k8kes8,ictevangelist [99] global_edtech,ronanmcnicholl Top Word Pairs in Tweet in G7:
[16] #esl,#efl [16] #efl,#elt [13] #elt,#tesol [13] #tesol,#eal [13] #eal,#tefl [10] anne_monneret,edtechfrance [6] hubertgervais,tinycoaching [6] 20,things [6] things,qr [6] qr,codes Top Word Pairs in Tweet in G8:
[40] micro,tip [40] tip,show [35] mtholfsen,micro [24] #edtech,#mieexpert [19] show,color [19] color,code [19] code,emails [19] emails,sent [19] sent,#edtech [18] #edtech,#mieexpe Top Word Pairs in Tweet in G9:
[67] #edtech,#edchat [31] #edchat,#edtech [31] #edtech,#homeschool [30] #homeschool,#homeschooling [20] edtech,avalanche [19] edtech,startup [17] 2021,edtech [17] avalanche,begun [15] startup,testbook [15] testbook,18 Top Word Pairs in Tweet in G10:
[57] amazon,#clearthelist [57] #clearthelist,donorschoose [57] donorschoose,drop [57] drop,list [57] list,below [36] happy,4th [36] 4th,july [36] july,weekend [36] weekend,need [36] need,help Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: