The graph represents a network of 4,911 Twitter users whose recent tweets contained "highered", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/6/2023 5:00:36 PM. The network was obtained from Twitter on Tuesday, 07 March 2023 at 20:35 UTC.
The tweets in the network were tweeted over the 2246-day, 8-hour, 10-minute period from Tuesday, 10 January 2017 at 16:49 UTC to Tuesday, 07 March 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 4911
Unique Edges : 3820
Edges With Duplicates : 8185
Total Edges : 12005
Number of Edge Types : 9
Retweet : 2374
MentionsInRetweet : 3461
Tweet : 1101
Replies to : 738
MentionsInReplyTo : 1695
Mentions : 2255
Quote : 207
MentionsInQuote : 168
MentionsInQuoteReply : 6
Self-Loops : 1589
Reciprocated Vertex Pair Ratio : 0.0469571113748093
Reciprocated Edge Ratio : 0.0897020725388601
Connected Components : 687
Single-Vertex Connected Components : 293
Maximum Vertices in a Connected Component : 2680
Maximum Edges in a Connected Component : 8071
Maximum Geodesic Distance (Diameter) : 27
Average Geodesic Distance : 9.161755
Graph Density : 0.000256127293938003
Modularity : 0.506498
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,911 Twitter users whose recent tweets contained "highered", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/6/2023 5:00:36 PM. The network was obtained from Twitter on Tuesday, 07 March 2023 at 20:35 UTC.
The tweets in the network were tweeted over the 2246-day, 8-hour, 10-minute period from Tuesday, 10 January 2017 at 16:49 UTC to Tuesday, 07 March 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[246] highered_noc,stillgray [180] academic,freedom [165] #highered,research [161] higher,education [160] uk,#highered [155] research,policy [154] horizon,brexit [154] moments,uk [154] keep,coming [154] sunak,holds Top Word Pairs in Tweet in G1:
[28] learn,more [20] higher,education [16] #highered,#highereducation [15] #highereducation,#highered [13] part,time [11] higher,ed [9] recommend,anyone [9] anyone,job [8] education,#highered [8] read,more Top Word Pairs in Tweet in G2:
[246] highered_noc,stillgray [96] highered_noc,jojofromjerz [36] stopcorruptdc,highered_noc [31] down4mizzou,stopcorruptdc [24] mrfunsocks,down4mizzou [22] braadyy77,highered_noc [15] trans,people [15] mental,disorder [14] mtcsr_2000,highered_noc [13] mental,illness Top Word Pairs in Tweet in G3:
[28] insidehighered,opinion [23] assistive,technology [20] daily,thanks [18] faculty,staff [17] sector,workers [17] bargaining,rights [17] states,lack [17] forming,unions [17] unions,states [17] lack,collective Top Word Pairs in Tweet in G4:
[48] #highered,#edtech [28] check,latest [27] chrystallamouza,jeromiewhalen [27] highlights,potential [27] open,access [27] access,co [27] article,chrystallamouza [27] jeromiewhalen,highlights [27] latest,open [27] authored,article Top Word Pairs in Tweet in G5:
[26] #highered,#facdev [22] observation,protocol [22] hot,press [22] paite,observation [22] provides,#highered [22] protocol,provides [22] #highered,instructors [22] press,article [22] describing,paite [22] article,describing Top Word Pairs in Tweet in G6:
[40] #jobadvice,#jobcoaching [40] #jobinterview,#jobadvice [37] #jobcoaching,#interviewcoaching [29] #interviewcoaching,#careeradvise [26] #naspa,#jobsearch [24] student,affairs [22] #highered,#collegesanduniversities [22] #careeradvise,#interview [21] higher,ed [20] #interview,#jobsearchadvice Top Word Pairs in Tweet in G7:
[12] visual,impact [12] tweets,visual [5] published,week [5] curriculum,five [5] five,recommendations [5] employability,curriculum [5] embedding,employability [5] article,published [5] impact,university [5] state,university Top Word Pairs in Tweet in G8:
[153] moments,uk [153] research,policy [153] rejoining,horizon [153] uk,#highered [153] sunak,holds [153] keep,coming [153] holds,back [153] back,rejoining [153] horizon,brexit [153] coming,sunak Top Word Pairs in Tweet in G9:
[122] academic,freedom [121] declining,academic [121] identifies,bjp's [121] demonstrates,pernicious [121] world,leader [121] freedom,india [121] india,demonstrates [121] leader,declining [121] india,world [121] report,identifies Top Word Pairs in Tweet in G10:
[20] ucl,brilliant [20] bravo,ucl [20] academia,transparent [20] supportive,stance [20] brilliant,approach [20] use,ai [20] transparent,supportive [20] approach,use [20] ai,academia [19] sarah__hallam,bravo Top Replied-To in Entire Graph:
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 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: