The graph represents a network of 5,244 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 December 2021 at 11:44 UTC.
The requested start date was Monday, 20 December 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, 6-hour, 45-minute period from Thursday, 16 December 2021 at 18:13 UTC to Monday, 20 December 2021 at 00:58 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 : 5244
Unique Edges : 4699
Edges With Duplicates : 12327
Total Edges : 17026
Number of Edge Types : 5
Retweet : 4756
MentionsInRetweet : 7110
Tweet : 2004
Mentions : 2937
Replies to : 219
Self-Loops : 2119
Reciprocated Vertex Pair Ratio : 0.0374093396106375
Reciprocated Edge Ratio : 0.0721206917699006
Connected Components : 690
Single-Vertex Connected Components : 360
Maximum Vertices in a Connected Component : 3704
Maximum Edges in a Connected Component : 14703
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.163112
Graph Density : 0.000296534277005569
Modularity : 0.413944
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,244 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 December 2021 at 11:44 UTC.
The requested start date was Monday, 20 December 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, 6-hour, 45-minute period from Thursday, 16 December 2021 at 18:13 UTC to Monday, 20 December 2021 at 00:58 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:
[239] #byjus,#edtech [192] edtech,giant [185] giant,byjus [177] #education,#edtech [169] #edchat,#edtech [155] #edtech,#education [103] #edtech,#edchat [79] true,going [79] going,another [79] another,big Top Word Pairs in Tweet in G1:
[150] #byjus,#edtech [54] #edchat,#edtech [41] #education,#edtech [39] #edtech,#edchat [29] times,#byjus [27] india,#byjus [26] #edtech,tools [25] #edtech,#edutech [24] #edtech,#education [23] economic,times Top Word Pairs in Tweet in G2:
[99] #education,#edtech [89] #edchat,#edtech [70] #byjus,#edtech [64] #edchat,#k12 [63] #edtech,#education [53] big,education [53] education,ape [53] #redfored,#tbats [50] #tbats,#edchat [50] #edtech,#homeschool Top Word Pairs in Tweet in G3:
[11] edtech,startup [11] 倍率,受験資格 [11] #教員採用試験,#教採 [10] #edtech,#edchat [9] #education,#edtech [9] learn,more [8] talks,go [8] go,public [8] #edtech,#education [8] #byjus,#edtech Top Word Pairs in Tweet in G4:
[47] super,cool [47] cool,#augmented [47] #augmented,#virtualreality [47] #virtualreality,laptop [47] laptop,take [47] take,#metaverse [47] #metaverse,theinsaneapp [47] theinsaneapp,avataverse [47] avataverse,#avataverse [47] #avataverse,#ar Top Word Pairs in Tweet in G5:
[186] edtech,giant [185] giant,byjus [79] true,going [79] going,another [79] another,big [79] big,success [79] success,story [79] story,india [79] india,inc [79] inc,edtech Top Word Pairs in Tweet in G6:
[23] many,options [23] options,perfect [23] perfect,#maker [23] #maker,gifts [23] gifts,whether [23] whether,learn [23] learn,#creative [23] #creative,take [23] take,skills [22] hexabitzinc,many Top Word Pairs in Tweet in G7:
[9] check,article [9] #edtech,#globaled [9] #globaled,#elearning [9] #elearning,#edutech [9] prep,google [9] google,certified [9] certified,educator [9] educator,level [9] level,exam [9] exam,search Top Word Pairs in Tweet in G8:
[18] #edtech,française [17] #casdoredtech,soirée [17] soirée,valoriser [17] valoriser,récompenser [17] récompenser,pépites [17] pépites,#edtech [17] #edtech,ce [16] française,croiser [16] croiser,regards [16] mcmissir,#casdoredtech Top Word Pairs in Tweet in G9:
[27] edtech,sector [27] sector,growing [27] growing,fast [27] fast,producing [27] producing,better [27] better,experiences [27] experiences,outcomes [27] outcomes,learners [27] learners,much [27] much,going Top Word Pairs in Tweet in G10:
[13] higher,ed [12] #efl,#elt [12] #highered,#edtech [11] #edtech,#avtweeps [9] higher,education [9] covid,19 [9] #pedagogy,#pedagogía [9] #educación,#education [9] #avtweeps,#higheredav [8] #edreform,#edtech Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: