The graph represents a network of 5,920 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, 06 September 2021 at 10:46 UTC.
The requested start date was Monday, 06 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, 8-hour, 15-minute period from Thursday, 02 September 2021 at 15:44 UTC to Monday, 06 September 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 : 5920
Unique Edges : 4870
Edges With Duplicates : 11428
Total Edges : 16298
Number of Edge Types : 5
Retweet : 4512
MentionsInRetweet : 6429
Tweet : 2133
Mentions : 2845
Replies to : 379
Self-Loops : 2242
Reciprocated Vertex Pair Ratio : 0.0356003572795713
Reciprocated Edge Ratio : 0.0687530803351405
Connected Components : 930
Single-Vertex Connected Components : 481
Maximum Vertices in a Connected Component : 3830
Maximum Edges in a Connected Component : 12905
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.875259
Graph Density : 0.0002316178317192
Modularity : 0.454639
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 5,920 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, 06 September 2021 at 10:46 UTC.
The requested start date was Monday, 06 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, 8-hour, 15-minute period from Thursday, 02 September 2021 at 15:44 UTC to Monday, 06 September 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:
[326] choice,board [219] #byjus,#edtech [189] #edtech,#edchat [182] school,year [177] #edtech,#education [166] #edtech,#learning [157] co,founder [155] responsive,choice [155] board,template [154] board,lovers Top Word Pairs in Tweet in G1:
[299] choice,board [145] responsive,choice [145] board,template [144] board,lovers [144] lovers,rejoice [144] rejoice,here's [144] here's,responsive [144] template,ready [144] ready,edit [144] edit,classroom's Top Word Pairs in Tweet in G2:
[90] #byjus,#edtech [20] #education,#edtech [14] #edtech,#education [12] #onlinelearning,#edtech [12] edtech,company [12] #education,#learning [12] express,#byjus [11] #elearning,#education [11] #byjus,#onlinelearning [10] #edtech,#teaching Top Word Pairs in Tweet in G3:
[74] #byjus,#edtech [61] #edtech,#education [50] #edchat,#edtech [47] #education,#edtech [36] #edtech,#homeschool [31] #homeschool,#homeschooling [27] #education,#edchat [27] #edtech,#learning [22] #learning,#elearning [21] #sel,#edtech Top Word Pairs in Tweet in G4:
[136] data,science [135] highest,paying [135] paying,data [135] science,certifications [135] certifications,know [135] know,#machinelearning [135] #machinelearning,#datascience [80] #datascience,#p [68] #edtech,#edchat [62] #cloudcomputing,#edtech Top Word Pairs in Tweet in G5:
[111] school,year [103] tips,tricks [74] microsoft,forms [72] tutorial,video [70] video,top [70] top,25 [70] 25,tips [70] tricks,microsoft [70] forms,back [70] back,swing Top Word Pairs in Tweet in G6:
[55] #edchat,#k12 [54] big,education [54] education,ape [54] #redfored,#tbats [51] #tbats,#edchat [43] ape,top [43] 2021,#redfored [42] #k12,#learning [40] #edtech,#engchat [37] september,2021 Top Word Pairs in Tweet in G7:
[141] wife,monika [141] monika,co [141] co,founder [141] founder,sunrisenest [141] sunrisenest,edutainment [141] edutainment,edtech [141] edtech,education [141] education,online [141] online,doing [141] doing,phenomenal Top Word Pairs in Tweet in G8:
[38] activity,pack [27] pupil,activity [23] video,tutorials [13] home,school [12] activity,packs [12] pack,includes [12] pack,home [10] school,college [10] college,england [10] england,looking Top Word Pairs in Tweet in G9:
[11] innovative,educator [10] teachers,selected [10] selected,microsoft [10] microsoft,innovative [10] educator,2021 [10] 2021,22 [10] 22,programme [10] programme,fantastic [9] school,future [9] learning2,europe Top Word Pairs in Tweet in G10:
[67] 2021,see [67] see,twitter [67] twitter,nfts [67] nfts,edtech [67] edtech,companies [67] companies,everything [67] everything,going [67] going,digital [67] digital,read [67] read,byju 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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