The graph represents a network of 5,729 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, 29 November 2021 at 11:44 UTC.
The requested start date was Monday, 29 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, 13-hour, 33-minute period from Thursday, 25 November 2021 at 11:26 UTC to Monday, 29 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 : 5729
Unique Edges : 5313
Edges With Duplicates : 11898
Total Edges : 17211
Number of Edge Types : 5
Tweet : 2214
Retweet : 4339
MentionsInRetweet : 6951
Replies to : 271
Mentions : 3436
Self-Loops : 2328
Reciprocated Vertex Pair Ratio : 0.0476017000607165
Reciprocated Edge Ratio : 0.0908774776863336
Connected Components : 885
Single-Vertex Connected Components : 514
Maximum Vertices in a Connected Component : 3873
Maximum Edges in a Connected Component : 13925
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.418681
Graph Density : 0.00026289236083008
Modularity : 0.441346
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,729 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, 29 November 2021 at 11:44 UTC.
The requested start date was Monday, 29 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, 13-hour, 33-minute period from Thursday, 25 November 2021 at 11:26 UTC to Monday, 29 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:
[226] edtech,startups [204] #education,#edtech [202] learning,edtech [197] youtube,biggest [195] biggest,competitor [195] competitor,learning [191] beingpractical,youtube [163] next,week [160] #edchat,#edtech [156] #edtech,#education Top Word Pairs in Tweet in G1:
[91] #redfored,#tbats [91] #edchat,#k12 [90] big,education [90] education,ape [89] #tbats,#edchat [78] 2021,#redfored [77] ape,top [70] #k12,#learning [64] #edtech,#engchat [61] #education,#edtech Top Word Pairs in Tweet in G2:
[37] #byjus,#edtech [22] edtech,startup [16] #education,#edtech [16] edtech,startups [16] happy,thanksgiving [15] black,friday [13] acquisition,corp [12] #edtech,#education [11] edtechx,holdings [11] holdings,acquisition Top Word Pairs in Tweet in G3:
[41] ministre,jmblanquer [30] salon,educatectice [29] ce,matin [23] laliloapp,#educatectice [19] #educatectice,très [19] très,très [19] très,heureux [19] heureux,d'avoir [19] d'avoir,pu [19] pu,présenter Top Word Pairs in Tweet in G4:
[51] #efl,#elt [47] #esl,#efl [45] #elt,#tesol [44] #tesol,#eal [38] #eal,#tefl [38] #tefl,#edtech [17] #sel,#edtech [17] #education,#edtech [16] #edtech,#sel [13] #edtech,#k12 Top Word Pairs in Tweet in G5:
[194] edtech,startups [191] youtube,biggest [191] learning,edtech [190] biggest,competitor [190] competitor,learning [190] beingpractical,youtube [10] youtube,edtech [9] really,youtube [9] edtech,startup [9] startup,biggest Top Word Pairs in Tweet in G6:
[33] #educación,#education [23] #elearning,#mlearning [21] #pedagogy,#pedagogía [18] higher,education [18] #ñam,educkacción [18] educkacción,red [17] #education,#edtech [16] eraser,#ñam [14] #pedagogía,#pedagogie [14] covid,19 Top Word Pairs in Tweet in G7:
[31] #edtech,#edutech [31] 22,different [31] different,ways [31] ways,create [31] create,media [31] media,rich [31] rich,interactive [31] interactive,maps [31] maps,deeper [31] deeper,learning Top Word Pairs in Tweet in G8:
[137] next,week [136] announce,something [136] something,very [136] very,big [136] big,next [136] week,something [136] something,change [136] change,education [136] education,india [136] india,guess Top Word Pairs in Tweet in G9:
[45] #edtech,edsurge [10] empathy,crucial [10] crucial,skill [10] skill,teaching [10] teaching,students [10] students,#edtech [7] #edtech,#edtechchat [7] #edtech,#sponsoredcontent [7] librarians,fight [6] edsurge,product Top Word Pairs in Tweet in G10:
[106] #edtech,startup [100] clarila,technologies [100] technologies,pvt [100] pvt,ltd [100] ltd,#edtech [100] startup,focused [100] focused,gamifying [100] gamifying,learning [100] learning,content [100] content,leveraging 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: