The graph represents a network of 9,868 Twitter users whose recent tweets contained "#edtech", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 11 June 2022 at 07:31 UTC.
The tweets in the network were tweeted over the 7-day, 13-hour, 33-minute period from Friday, 03 June 2022 at 16:32 UTC to Saturday, 11 June 2022 at 06:05 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 : 9868
Unique Edges : 20795
Edges With Duplicates : 13957
Total Edges : 34752
Number of Edge Types : 5
Retweet : 10456
Tweet : 5116
MentionsInRetweet : 12444
Mentions : 6228
Replies to : 508
Self-Loops : 5437
Reciprocated Vertex Pair Ratio : 0.0459599703484062
Reciprocated Edge Ratio : 0.0878809355067328
Connected Components : 1170
Single-Vertex Connected Components : 696
Maximum Vertices in a Connected Component : 7747
Maximum Edges in a Connected Component : 31832
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.029009
Graph Density : 0.000231863681573768
Modularity : 0.519025
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 9,868 Twitter users whose recent tweets contained "#edtech", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 11 June 2022 at 07:31 UTC.
The tweets in the network were tweeted over the 7-day, 13-hour, 33-minute period from Friday, 03 June 2022 at 16:32 UTC to Saturday, 11 June 2022 at 06:05 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 : TwitterSearch
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:
[624] #education,#edtech [594] #ai,#ml [588] #edtech,#education [555] #byjus,#edtech [515] learn,more [514] #edchat,#edtech [493] #edtech,#edchat [485] kred,#influence [474] 100,million [468] gave,kred Top Word Pairs in Tweet in G1:
[276] #education,#edtech [214] #edtech,#edchat [202] #edtech,#mieexpert [169] #mieexpert,#microsoftedu [153] #edchat,#edtech [132] learn,more [116] #education,#edchat [112] #edtech,#k12 [112] #edtech,#education [108] #byjus,#edtech Top Word Pairs in Tweet in G2:
[314] #byjus,#edtech [142] #edtech,#edtechchat [117] activity,pack [108] #edtech,#edchat [96] pupil,activity [91] #edchat,#edtech [88] #ar,#vr [86] #edtech,#ar [84] #vr,#elearning [78] video,tutorials Top Word Pairs in Tweet in G3:
[174] #edtech,tools [174] screencast,app [173] favorite,#edtech [155] #teachertwitter,#edtech [143] #anywhereschool,event [142] #googleedu,googleforedu [142] #edtech,#teachwithchrome [141] here's,summary [141] summary,major [141] major,announcements Top Word Pairs in Tweet in G4:
[132] #byjus,#edtech [50] #edtech,#edtechchat [41] learn,more [34] #edtech,#education [30] success,story [27] #education,#edtech [27] linköping,university [21] students,teachers [21] #edtech,#whereeverythingconnects [21] teachers,#edtech Top Word Pairs in Tweet in G5:
[520] #ai,#ml [410] kred,#influence [395] gave,kred [365] #ml,#iot [345] #machinelearning,#programming [337] #edtech,#augmentedreality [294] #stem,#edtech [274] #datascience,#tech [262] #onlinelearning,#edtech [245] #edtech,#ai Top Word Pairs in Tweet in G6:
[105] #edtech,edsurge [55] learn,more [51] #edtech,#education [50] #edtech,#edtechchat [49] #education,#edtech [47] #edtech,#edchat [30] #k12,#edtech [29] #elearning,#edutech [29] #ar,#vr [27] #edtech,#ar Top Word Pairs in Tweet in G7:
[368] 100,million [367] #edtech,platform [367] platform,#physicswallah [367] #physicswallah,becomes [367] becomes,#india [367] #india,101st [367] 101st,#unicorn [367] #unicorn,raising [367] raising,100 [367] million,series Top Word Pairs in Tweet in G8:
[121] #edtech,#ditchbook [121] #ditchbook,#tlap [121] #tlap,#etcoaches [121] #gsuiteedu,#googleedu [118] #etcoaches,#hacklearning [118] #hacklearning,#gsuiteedu [118] #googleedu,#celebrated [113] #googlei,#educoach [111] #educoach,#goldeduchat [108] #celebrated,#cuechat Top Word Pairs in Tweet in G9:
[75] 100,million [62] #edtech,platform [49] raised,100 [44] gsv,ventures [44] #edtech,#startup [39] india's,101st [38] valuation,billion [36] platform,#physicswallah [36] million,series [36] series,funding Top Word Pairs in Tweet in G10:
[172] #highered,#edtech [118] #edtech,#avtweeps [84] #avtweeps,#higheredav [68] #higheredav,#infocomm22 [39] #avtweeps,#highered [38] #edtech,#highered [30] learn,more [24] more,#edtech [23] #infocomm22,#avtweeps [20] higher,ed Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G6:
Top Mentioned in G7:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
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Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: