The graph represents a network of 4,898 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, 10 January 2022 at 11:43 UTC.
The requested start date was Monday, 10 January 2022 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 2-day, 16-hour, 59-minute period from Friday, 07 January 2022 at 08:00 UTC to Monday, 10 January 2022 at 01:00 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 : 4898
Unique Edges : 5061
Edges With Duplicates : 12377
Total Edges : 17438
Number of Edge Types : 5
Mentions : 2407
MentionsInRetweet : 8019
Retweet : 4930
Tweet : 1861
Replies to : 221
Self-Loops : 1992
Reciprocated Vertex Pair Ratio : 0.0291322059005061
Reciprocated Edge Ratio : 0.0566150893606813
Connected Components : 644
Single-Vertex Connected Components : 351
Maximum Vertices in a Connected Component : 3594
Maximum Edges in a Connected Component : 15659
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.181659
Graph Density : 0.000347584912321633
Modularity : 0.403132
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,898 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, 10 January 2022 at 11:43 UTC.
The requested start date was Monday, 10 January 2022 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 2-day, 16-hour, 59-minute period from Friday, 07 January 2022 at 08:00 UTC to Monday, 10 January 2022 at 01:00 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:
[348] gave,kred [348] kred,#influence [295] eli_krumova,gave [234] #ai,#ml [219] #stem,#edtech [207] #womenintech,#womeninstem [207] #ml,#iot [207] edtech,startups [198] #edtech,#edtechchat [182] #edtech,#ai Top Word Pairs in Tweet in G1:
[70] #edtech,#education [68] big,education [68] education,ape [68] #redfored,#tbats [67] #education,#edtech [65] #edchat,#edtech [65] #edchat,#k12 [64] #tbats,#edchat [57] #edtech,#edchat [54] ape,top Top Word Pairs in Tweet in G2:
[116] #byjus,#edtech [46] #education,#edtech [36] #edchat,#edtech [34] #edtech,edsurge [33] learn,more [32] #edtech,#education [27] eli_krumova,gave [27] gave,kred [27] kred,#influence [26] #edtech,#edchat Top Word Pairs in Tweet in G3:
[36] edtech,startup [30] trends,help [30] help,edtech [30] startup,thrive [30] thrive,2022 [17] schools,edtech [16] edtech,magazine [15] edtech,companies [13] magazine,focus [10] 倍率,受験資格 Top Word Pairs in Tweet in G4:
[35] activity,pack [34] #byjus,#edtech [28] #efl,#elt [28] register,today [26] 2022,dlc [22] activity,packs [21] #esl,#efl [20] #elt,#tesol [20] #tesol,#eal [20] pupil,activity Top Word Pairs in Tweet in G5:
[58] enricomolinari,#edtech [46] margaretsiegien,pawlowskimario [41] #edtech,#futureofwork [38] greek,latin [38] latin,evolution [38] evolution,alphabet [38] alphabet,visualcap [38] visualcap,enricomolinari [38] #futureofwork,#ai [38] #ai,#stem Top Word Pairs in Tweet in G6:
[178] edtech,startups [161] many,edtech [160] rajeshsawhney,many [160] education,remains [160] remains,broken [159] startups,much [159] much,funding [159] funding,education [12] wow,made [12] made,22 Top Word Pairs in Tweet in G7:
[100] #gsuiteedu,#googleedu [71] #tlap,#etcoaches [70] #edtech,#ditchbook [70] #ditchbook,#tlap [66] #etcoaches,#hacklearning [66] #hacklearning,#gsuiteedu [42] think,everyone [42] everyone,needs [42] needs,know [42] know,tip Top Word Pairs in Tweet in G8:
[13] fetc,conference [13] eli_krumova,gave [13] gave,kred [13] kred,#influence [12] #edtech,#edtechchat [11] learn,more [10] #remotelearning,option [10] option,#highered [10] #highered,education [10] education,anymore Top Word Pairs in Tweet in G9:
[288] gave,kred [288] kred,#influence [235] eli_krumova,gave [193] #ai,#ml [175] #womenintech,#womeninstem [169] #ml,#iot [166] #stem,#edtech [142] #edtech,#ai [115] #influence,#womenintech [72] #womeninstem,#womeninbusiness Top Word Pairs in Tweet in G10:
[116] #teachertwitter,#edutwitter [116] #edutwitter,#edtech [116] #edtech,#edtechchat [107] #edtechchat,mdsforthekids [107] mdsforthekids,notbatmanyet [107] notbatmanyet,stanlevenson [107] stanlevenson,craignewmark [107] craignewmark,help [106] typesyapp,#teachertwitter [9] raise,hand Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: