The graph represents a network of 6,276 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, 05 December 2022 at 11:57 UTC.
The requested start date was Monday, 05 December 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 3-day, 22-hour, 21-minute period from Thursday, 01 December 2022 at 02:38 UTC to Monday, 05 December 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 : 6276
Unique Edges : 6421
Edges With Duplicates : 11818
Total Edges : 18239
Number of Edge Types : 5
Retweet : 3840
MentionsInRetweet : 6178
Replies to : 449
Mentions : 5384
Tweet : 2388
Self-Loops : 2549
Reciprocated Vertex Pair Ratio : 0.0598862495817999
Reciprocated Edge Ratio : 0.113005050505051
Connected Components : 1146
Single-Vertex Connected Components : 657
Maximum Vertices in a Connected Component : 3755
Maximum Edges in a Connected Component : 14394
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.888494
Graph Density : 0.00024132913851287
Modularity : 0.46891
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,276 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, 05 December 2022 at 11:57 UTC.
The requested start date was Monday, 05 December 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 3-day, 22-hour, 21-minute period from Thursday, 01 December 2022 at 02:38 UTC to Monday, 05 December 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:
[163] #edtech,#education [153] learn,more [147] #edchat,#edtech [120] #edtech,#edchat [94] #education,#edtech [92] welcome,day [87] #edtech,#edtechchat [86] 20,04 [86] jake,lev [86] cam,jake Top Word Pairs in Tweet in G1:
[48] read,more [42] #edtech,#education [38] 2k,staff [38] providing,connectivity [38] students,2k [38] university,london [38] deployed,#wifi6 [38] more,solution [38] extreme,networks [38] networks,deployed Top Word Pairs in Tweet in G2:
[86] welcome,day [56] activity,pack [54] #appvent22,today [48] #edchat,#edtech [47] ictevangelist,welcome [45] learn,more [44] reallyschoolk,techyleaderedu [44] garyhenderson18,joedale [43] ictevangelist,reallyschoolk [43] joedale,pennywpennyw Top Word Pairs in Tweet in G3:
[37] native,american [32] #sel,#edtech [28] #edtech,#k12 [28] #education,#edtech [27] #edtech,#edchat [25] #edchat,#edtech [24] tools,apps [22] #education,#edchat [21] learn,more [21] #education,#sel Top Word Pairs in Tweet in G4:
[39] learn,second [39] glengilmore,#vr [39] unique,ways [39] language,mondlylanguages [39] second,language [39] ways,learn [39] offers,unique [39] #vr,#techforgood [39] mondlylanguages,glengilmore [39] #virtualreality,offers Top Word Pairs in Tweet in G5:
[49] fonts,menu [49] thawsome,wintertime [49] google,workspace [49] free,fonts [49] menu,google [49] workspace,apps [49] wintertime,add [49] fonts,thawsome [49] add,fonts [49] google,free Top Word Pairs in Tweet in G6:
[41] #edtech,#educatechexpo [33] atelier,l'atelier [32] #educatechexpo,#education [30] salon,educatechexpo [29] #education,#numerique [28] organisé,par [27] #numerique,#pedagogie [24] min,salle [23] conférence,#edtech [23] salle,conférence Top Word Pairs in Tweet in G7:
[41] novel,effect [38] enter,chance [38] chance,win [36] entire,school [36] thru,end [36] school,thru [36] end,'22 [36] effect,entire [36] win,novel [35] giveaway,enter Top Word Pairs in Tweet in G8:
[28] teaching,tip [28] instruction,kahoot [28] lesson,parts [28] parts,bellringer [28] bellringer,whole [28] group,instruction [28] tip,break [28] kahoot,pair [28] whole,group [28] break,lesson Top Word Pairs in Tweet in G9:
[13] latest,#edtech [13] educational,settings [13] use,technology [13] follow,latest [12] settings,coopergibsonres [12] edtech,educational [12] conducting,national [12] coopergibsonres,conducting [12] national,survey [12] survey,use Top Word Pairs in Tweet in G10:
[11] #hybridlearning,#highered [10] edtech_k12,#cdwsocial [10] edtech_highered,#edu22 [10] future,#hybridlearning [10] look,#virtualreality [10] #virtualreality,seamless [10] collaboration,esports [10] #highered,look [10] #edu22,#cdwsocial [10] seamless,collaboration 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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