The graph represents a network of 6,250 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, 20 September 2021 at 10:46 UTC.
The requested start date was Monday, 20 September 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, 12-hour, 22-minute period from Wednesday, 15 September 2021 at 21:29 UTC to Sunday, 19 September 2021 at 09:52 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 : 6250
Unique Edges : 5599
Edges With Duplicates : 11740
Total Edges : 17339
Number of Edge Types : 5
Retweet : 4555
MentionsInRetweet : 6910
Tweet : 2177
Replies to : 287
Mentions : 3410
Self-Loops : 2285
Reciprocated Vertex Pair Ratio : 0.0393007977475364
Reciprocated Edge Ratio : 0.0756293035331301
Connected Components : 1090
Single-Vertex Connected Components : 637
Maximum Vertices in a Connected Component : 3953
Maximum Edges in a Connected Component : 14071
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.713348
Graph Density : 0.000226826692270763
Modularity : 0.462981
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,250 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, 20 September 2021 at 10:46 UTC.
The requested start date was Monday, 20 September 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, 12-hour, 22-minute period from Wednesday, 15 September 2021 at 21:29 UTC to Sunday, 19 September 2021 at 09:52 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:
[387] one,laptop [384] know,one [383] edtech,story [383] story,know [382] laptop,child [378] gauravsingh961,edtech [378] child,olpc [378] olpc,many [378] many,heard [199] #edtech,#learning Top Word Pairs in Tweet in G1:
[104] #edchat,#edtech [87] #machinelearning,#datascience [86] #datascience,#python [82] 700,000 [82] #startup,group [82] ravikikan,#startups [82] #startups,#entrepreneurs [82] #entrepreneurs,#marketing [82] #marketing,#femtech [82] #femtech,#blockchain Top Word Pairs in Tweet in G2:
[93] learn,edtech [92] expansion,efforts [92] efforts,europe [90] edtech,startups [83] startups,expansion [81] #byjus,#edtech [34] inside,reach [34] edtech,powered [34] powered,returns [33] reach,capital Top Word Pairs in Tweet in G3:
[383] one,laptop [382] edtech,story [382] story,know [382] know,one [379] laptop,child [378] gauravsingh961,edtech [378] child,olpc [378] olpc,many [378] many,heard [40] 10th,part Top Word Pairs in Tweet in G4:
[158] #edtech,#learning [67] google,drive [64] #learning,#edchat [62] organizing,google [62] drive,friedtechamy [62] friedtechamy,friedtechnology [62] friedtechnology,#edtech [62] #edchat,#etcoaches [60] tcea,organizing [60] #etcoaches,#edutw Top Word Pairs in Tweet in G5:
[48] #education,#edtech [40] #japan,using [40] using,#augmentedreality [40] #augmentedreality,#virtualreality [40] #virtualreality,teach [40] teach,children [40] children,dangers [40] dangers,flash [40] flash,floods [40] floods,#education Top Word Pairs in Tweet in G6:
[25] banquedesterr,edtechfrance [25] petit,dej [19] dej,#edtech [15] #edtech,#education [15] président,universitereims [14] #edtech,#hubdesterritoires [12] #hubdesterritoires,banquedesterr [11] pitch,#edtech [11] edtechfrance,banquedesterr [11] low,consumption Top Word Pairs in Tweet in G7:
[47] #edtech,#mieexpert [41] micro,tip [41] tip,show [38] mtholfsen,micro [33] excel,#edtech [32] #mieexpert,#stem [31] show,use [31] use,flash [31] flash,fill [31] fill,excel Top Word Pairs in Tweet in G8:
[39] time,#peartember [39] #peartember,giveaway [39] giveaway,tag [39] tag,co [39] co,teacher [39] teacher,appreciate [39] appreciate,tweet [39] tweet,randomly [39] randomly,select [39] select,10 Top Word Pairs in Tweet in G9:
[4] reimagining,education [4] gig,alert [4] alert,senior [4] senior,advisor [4] advisor,digital [4] digital,learning [4] learning,unicef [4] unicef,reimagine [4] reimagine,education [4] education,cool Top Word Pairs in Tweet in G10:
[23] #edtech,edsurge [9] #edtech,#onlinelearning [9] #coupdeflash,babbel [9] babbel,entrer [9] entrer,#bourse [9] #bourse,levée [9] levée,record [9] record,business [9] business,poussée [9] poussée,par Top Replied-To in Entire Graph:
Top Replied-To in G1:
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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: