The graph represents a network of 5,793 Twitter users whose tweets in the requested range contained "highered", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 14 December 2021 at 20:33 UTC.
The requested start date was Tuesday, 14 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 8-day, 5-hour, 55-minute period from Sunday, 05 December 2021 at 19:00 UTC to Tuesday, 14 December 2021 at 00:55 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 : 5793
Unique Edges : 4631
Edges With Duplicates : 10644
Total Edges : 15275
Number of Edge Types : 5
Retweet : 3754
MentionsInRetweet : 5511
Tweet : 2268
Mentions : 3444
Replies to : 298
Self-Loops : 2432
Reciprocated Vertex Pair Ratio : 0.0534781995202483
Reciprocated Edge Ratio : 0.101526922046611
Connected Components : 972
Single-Vertex Connected Components : 454
Maximum Vertices in a Connected Component : 3031
Maximum Edges in a Connected Component : 10166
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 7.557345
Graph Density : 0.000222513263769476
Modularity : 0.472603
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,793 Twitter users whose tweets in the requested range contained "highered", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 14 December 2021 at 20:33 UTC.
The requested start date was Tuesday, 14 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 8-day, 5-hour, 55-minute period from Sunday, 05 December 2021 at 19:00 UTC to Tuesday, 14 December 2021 at 00:55 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 : highered
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:
[185] higher,education [178] #highered,#highereducation [168] #highered,#edtech [155] latest,job [134] learn,more [126] #highered,#education [111] higher,ed [111] read,more [104] part,time [88] #highereducation,#highered Top Word Pairs in Tweet in G1:
[138] #highered,#edtech [48] higher,ed [42] #edtech,#avtweeps [36] #highered,#education [33] schools,read [32] resigned,apple [32] read,different [32] #avtweeps,#higheredav [31] #edtech,#highered [31] askmsq,resigned Top Word Pairs in Tweet in G2:
[29] #highered,#highereducation [29] #policywonk,#highered [28] #highered,#academicdevelopment [26] #highered,fundamental [26] fundamental,right [26] right,access [26] access,technology [26] technology,innovation [26] innovation,makes [26] makes,happen Top Word Pairs in Tweet in G3:
[23] freeman,hrabowski [22] umbc,president [20] #highered,#highereducation [16] state,#highered [16] #highered,policy [15] dec,15 [13] published,brief [13] brief,newamericaed [13] newamericaed,reflects [13] reflects,challenges Top Word Pairs in Tweet in G4:
[34] edtech_highered,#cdwsocial [25] #highered,institutions [23] little,girls [21] #highered,#cybersecurity [21] violence,against [21] against,women [21] women,girls [20] girls,continues [20] continues,cast [20] cast,shadow Top Word Pairs in Tweet in G5:
[73] western,universities [73] universities,business [73] business,usual [73] usual,academic [73] academic,cooperation [73] cooperation,#highered [73] #highered,china [73] china,time [72] amfchina,western [40] virtual,symposium Top Word Pairs in Tweet in G6:
[12] do_kinder,jeremyfarrar [12] jeremyfarrar,michelle_cruk [12] michelle_cruk,ukri_ceo [12] ukri_ceo,universitiesuk [12] universitiesuk,union_newsuk [12] union_newsuk,evidencebase_im [11] evidencebase_im,techscommit [11] techscommit,1752group [10] advancehe,blog [9] find,more Top Word Pairs in Tweet in G7:
[19] university,system [19] aaup,presents [19] academic,freedom [17] we've,launched [17] launched,podcast [17] podcast,aaup [17] presents,cover [17] cover,issues [17] issues,related [17] related,academic Top Word Pairs in Tweet in G8:
[30] worldedservices,#intlednow [30] #intlednow,chat [30] chat,re [30] #opendoorsreport,mypov [30] mypov,whether [30] whether,usa [30] usa,china [30] china,view [30] view,remains [29] re,iieresearchâ Top Word Pairs in Tweet in G9:
[75] #cdnpse,#highered [71] #highered,#education [67] read,more [37] #education,read [32] closing,today [27] #altac,#academictwitter [27] #academictwitter,#withaphd [27] #withaphd,#academicchatter [27] #beyondprof,#postac [27] #postac,#highered Top Word Pairs in Tweet in G10:
[20] come,work [20] work,werklund [20] werklund,school [20] school,education [20] education,three [20] three,postings [20] postings,full [20] full,time [20] time,academic [20] academic,positions 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: