The graph represents a network of 6,334 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, 26 April 2021 at 11:13 UTC.
The requested start date was Monday, 26 April 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 2-day, 17-hour, 11-minute period from Thursday, 22 April 2021 at 17:48 UTC to Sunday, 25 April 2021 at 10:59 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 : 6334
Unique Edges : 6032
Edges With Duplicates : 11257
Total Edges : 17289
Number of Edge Types : 5
Tweet : 2177
Retweet : 4236
MentionsInRetweet : 6628
Mentions : 3947
Replies to : 301
Self-Loops : 2325
Reciprocated Vertex Pair Ratio : 0.0477615375762458
Reciprocated Edge Ratio : 0.0911687170474517
Connected Components : 1100
Single-Vertex Connected Components : 613
Maximum Vertices in a Connected Component : 4008
Maximum Edges in a Connected Component : 13758
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.938027
Graph Density : 0.000226957585207192
Modularity : 0.476923
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,334 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, 26 April 2021 at 11:13 UTC.
The requested start date was Monday, 26 April 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 2-day, 17-hour, 11-minute period from Thursday, 22 April 2021 at 17:48 UTC to Sunday, 25 April 2021 at 10:59 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:
[190] #edtech,#edchat [174] masterclass,effect [174] effect,means [173] #edchat,#edtech [162] means,edtech [149] kwako,mzazi [149] mzazi,usiteseke [149] usiteseke,maswala [149] maswala,tuition [149] tuition,school Top Word Pairs in Tweet in G1:
[74] machine,learning [57] #ai,#artificialintelligence [50] major,types [50] types,machine [50] learning,algorithms [50] algorithms,#machinelearning [50] #machinelearning,#algorithms [50] #algorithms,#ai [45] artificial,intelligence [42] #edutech,#edtech Top Word Pairs in Tweet in G2:
[63] activity,pack [59] #edchat,#edtech [41] pupil,activity [40] #edtech,#edchat [39] #education,#edtech [34] activity,packs [33] #edtech,#education [31] #edchat,#k12 [31] video,tutorials [29] big,education Top Word Pairs in Tweet in G3:
[135] masterclass,effect [135] effect,means [132] means,edtech [23] edtech,techcrunch [16] #education,#edtech [15] help,keep [14] #digitaltransformation,education [14] education,seems [14] seems,permanent [14] permanent,move Top Word Pairs in Tweet in G4:
[72] coming,#googlemeet [70] layout,features [70] features,coming [47] choice,boards [46] minute,walkthrough [46] walkthrough,video [46] earth,science [32] #googlemeet,check [31] haven't,seen [31] seen,layout Top Word Pairs in Tweet in G5:
[21] edtech_k12,#cdwsocial [18] virtual,pd [17] proud,miss [17] miss,nour [17] nour,akhdar [17] akhdar,aisha [17] aisha,makassed [17] makassed,school [17] school,lebanon [17] lebanon,presenting Top Word Pairs in Tweet in G6:
[16] #edu,#leaders [9] #leaders,#edt [7] joining,#creative [7] #creative,#collaboration [7] #collaboration,aspirepowerarts [7] aspirepowerarts,tomorrow [7] tomorrow,#online [7] #online,#summit [7] #summit,#edu [7] darlingtonfe,hope_steven Top Word Pairs in Tweet in G7:
[25] excited,hosting [25] hosting,session [25] #learningredefined,event [23] session,showbie's [22] showbie's,#learningredefined [21] redefine,transform [20] transform,learning [18] event,redefine [17] learning,experience [16] leadership,wellbeing Top Word Pairs in Tweet in G8:
[139] kwako,mzazi [139] mzazi,usiteseke [139] usiteseke,maswala [139] maswala,tuition [139] tuition,school [139] school,classes [139] classes,tumia [139] tumia,#edtech [139] #edtech,smartclasstz [139] smartclasstz,pekee Top Word Pairs in Tweet in G9:
[53] micro,tip [53] tip,show [46] ve,asked [46] asked,better [46] better,understand [46] understand,student [46] student,engagement [46] engagement,#onenote [46] #onenote,class [46] class,notebook Top Word Pairs in Tweet in G10:
[15] day,peek [15] peek,ongoing [15] ongoing,corona_schools [15] corona_schools,holiday [15] holiday,campers [15] campers,activities [15] activities,powered [15] powered,brainiacs_ng [15] brainiacs_ng,stemacademy_iokits [15] letslearn_ng,day Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
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Top Tweeters in G10: