The graph represents a network of 6,013 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, 15 November 2021 at 11:41 UTC.
The requested start date was Monday, 15 November 2021 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 3-day, 9-hour, 15-minute period from Thursday, 11 November 2021 at 15:45 UTC to Monday, 15 November 2021 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 : 6013
Unique Edges : 5741
Edges With Duplicates : 11496
Total Edges : 17237
Number of Edge Types : 5
Tweet : 2154
Retweet : 4277
MentionsInRetweet : 6507
Mentions : 3967
Replies to : 332
Self-Loops : 2267
Reciprocated Vertex Pair Ratio : 0.0467510948041188
Reciprocated Edge Ratio : 0.0893260967887834
Connected Components : 963
Single-Vertex Connected Components : 478
Maximum Vertices in a Connected Component : 3665
Maximum Edges in a Connected Component : 13701
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.652716
Graph Density : 0.000244646247169722
Modularity : 0.451998
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,013 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, 15 November 2021 at 11:41 UTC.
The requested start date was Monday, 15 November 2021 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 3-day, 9-hour, 15-minute period from Thursday, 11 November 2021 at 15:45 UTC to Monday, 15 November 2021 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:
[206] #edchat,#edtech [203] edtech,startup [177] #edtech,#edchat [172] #education,#edtech [154] #edtech,#education [141] learn,more [116] big,education [114] #edtech,#learning [114] #learning,#edtech [111] education,ape Top Word Pairs in Tweet in G1:
[151] #edchat,#edtech [121] #edtech,#edchat [113] big,education [111] education,ape [98] #education,#edtech [93] #edchat,#k12 [88] #edtech,#education [85] #redfored,#tbats [81] #tbats,#edchat [73] domainfq,domain Top Word Pairs in Tweet in G2:
[83] #edtech,#learning [67] educational,technology [62] 10,#math [62] #math,apps [62] apps,#elementary [62] #elementary,nick's [62] nick's,picks [62] picks,educational [62] technology,#edtech [61] tcea,10 Top Word Pairs in Tweet in G3:
[29] edtech,startup [13] #edtech,#education [13] 倍率,受験資格 [13] #教員採用試験,#教採 [12] #education,#edtech [11] #edtech,#edchat [10] learn,more [9] #byjus,#edtech [9] #edtech,#edtechchat [9] やる気スイッチグループ,文教堂グループホールディングス Top Word Pairs in Tweet in G4:
[40] alvinfoo,pawlowskimario [40] pawlowskimario,#ai [40] #ai,#ml [39] pawlowskimario,#artificialintelligence [39] #artificialintelligence,help [39] help,look [39] look,speaking [39] speaking,#language [39] #language,natively [39] natively,alvinfoo Top Word Pairs in Tweet in G5:
[77] micro,tip [77] tip,show [73] mtholfsen,micro [70] learning,tools [68] periodic,table [68] table,learning [68] tools,those [68] those,looking [68] looking,latest [68] latest,version Top Word Pairs in Tweet in G6:
[20] #esl,#efl [20] #efl,#elt [19] #elt,#tesol [16] #tesol,#eal [15] #tefl,#edtech [14] edtech,showcase [14] #eal,#tefl [11] action,stage [10] alkingsley_edu,olewis_coaching [10] wait,welcome Top Word Pairs in Tweet in G7:
[18] pleased,announce [13] register,free [12] speaker,#edtechsummit21 [11] #education,#edchat [11] next,week [11] edtech_summit,pleased [10] #edtechsummit21,register [8] excited,announce [8] speaking,#edtechsummit21 [8] #edtechsummit21,join Top Word Pairs in Tweet in G8:
[92] go,#edtech [89] teachers,current [89] current,favorite [89] favorite,chrome [89] chrome,extension [89] extension,ready [89] ready,go [89] kyleniemis,teachers [12] become,familiar [12] familiar,students' Top Word Pairs in Tweet in G9:
[10] lisa,johnson [7] teachers,use [7] #edtech,#edchat [7] next,week [7] using,edtech [7] edtech,calm [7] calm,coping [7] coping,creativity [7] creativity,lisa [7] johnson,classtechtips Top Word Pairs in Tweet in G10:
[14] #edtech,#edchat [12] #nyscate21,#edtech [10] #nyscate,#nyscate21 [7] come,see [7] #edchat,#edtech [6] still,time [6] time,register [6] register,annual [6] annual,conference [6] conference,#nyscate 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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