The graph represents a network of 6,223 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, 23 May 2022 at 11:00 UTC.
The requested start date was Monday, 23 May 2022 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, 17-hour, 23-minute period from Thursday, 19 May 2022 at 06:36 UTC to Monday, 23 May 2022 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 : 6223
Unique Edges : 5732
Edges With Duplicates : 11051
Total Edges : 16783
Number of Edge Types : 5
Tweet : 2297
Replies to : 331
Retweet : 4182
MentionsInRetweet : 6516
Mentions : 3457
Self-Loops : 2384
Reciprocated Vertex Pair Ratio : 0.0448132780082988
Reciprocated Edge Ratio : 0.0857823669579031
Connected Components : 1067
Single-Vertex Connected Components : 572
Maximum Vertices in a Connected Component : 3747
Maximum Edges in a Connected Component : 13152
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.038457
Graph Density : 0.000227611375000497
Modularity : 0.469352
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 6,223 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, 23 May 2022 at 11:00 UTC.
The requested start date was Monday, 23 May 2022 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, 17-hour, 23-minute period from Thursday, 19 May 2022 at 06:36 UTC to Monday, 23 May 2022 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:
[225] #byjus,#edtech [147] learn,more [146] #edchat,#edtech [144] #education,#edtech [112] #edtech,#education [97] #edtech,#edchat [93] policy,statement [87] edtech,startup [86] edtech,company [77] young,people Top Word Pairs in Tweet in G1:
[47] school,year [44] #education,#edtech [43] #sel,#edtech [37] learn,more [37] periodic,table [34] #education,#edchat [32] #edtech,#k12 [30] time,upgrade [30] upgrade,canva [30] canva,search Top Word Pairs in Tweet in G2:
[82] #byjus,#edtech [36] linköping,university [35] edtech,company [31] class,buys [31] buys,tech [31] first,edtech [31] company,210 [31] 210,million [30] tech,founder [30] founder,first Top Word Pairs in Tweet in G3:
[94] #byjus,#edtech [66] #edchat,#edtech [42] #edtech,#homeschool [35] #homeschool,#homeschooling [22] #efl,#elt [21] #edtech,#education [21] #esl,#efl [21] #elt,#tesol [20] #tefl,#edtech [19] #education,#edtech Top Word Pairs in Tweet in G4:
[32] #byjus,#edtech [29] artificial,intelligence [26] 10,roles [26] roles,artificial [26] intelligence,education [26] education,#machinelearning [26] #machinelearning,#ai [26] #ai,#python [26] #python,#datascience [26] #datascience,#bigdata Top Word Pairs in Tweet in G5:
[68] gave,kred [68] kred,#influence [49] #ai,#ml [48] eli_krumova,gave [44] #womeninstem,#womenintech [42] #ml,#iot [42] #iot,#iiot [27] #edtech,#ai [26] #influence,#sdgs [20] #dei,#womenempowerment Top Word Pairs in Tweet in G6:
[39] whether,re [39] re,#onenote [39] #onenote,#mieexpert [39] #mieexpert,looking [39] looking,brush [39] brush,skills [39] skills,interactive [39] interactive,guide [39] guide,covers [39] covers,tons Top Word Pairs in Tweet in G7:
[81] policy,statement [52] ftc,crack [52] crack,down [52] down,companies [52] companies,illegally [52] illegally,surveil [52] surveil,children [52] children,learning [52] learning,online [52] online,agency Top Word Pairs in Tweet in G8:
[18] #highered,#edtech [17] eos,503 [15] steveslota,eos [12] 503,created [12] created,support [12] support,uconnneag [12] uconnneag,uconn2summers [12] uconn2summers,#edtech [12] #edtech,program [12] program,featured Top Word Pairs in Tweet in G10:
[8] full,video [6] #edtech,#ai [6] see,voice [6] voice,controlled [6] controlled,digital [6] digital,assistant [6] assistant,saves [6] saves,time [6] time,reduces [6] reduces,stress Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
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:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
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:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: