The graph represents a network of 6,213 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, 19 January 2021 at 18:30 UTC.
The requested start date was Tuesday, 19 January 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 6-day, 8-hour, 0-minute period from Tuesday, 12 January 2021 at 16:59 UTC to Tuesday, 19 January 2021 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 : 6213
Unique Edges : 5144
Edges With Duplicates : 11134
Total Edges : 16278
Number of Edge Types : 5
Mentions : 3563
Retweet : 3878
MentionsInRetweet : 6247
Tweet : 2289
Replies to : 301
Self-Loops : 2397
Reciprocated Vertex Pair Ratio : 0.0476370035193565
Reciprocated Edge Ratio : 0.0909418116376725
Connected Components : 958
Single-Vertex Connected Components : 437
Maximum Vertices in a Connected Component : 3578
Maximum Edges in a Connected Component : 11423
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 7.007078
Graph Density : 0.000215959743756444
Modularity : 0.494903
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 6,213 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, 19 January 2021 at 18:30 UTC.
The requested start date was Tuesday, 19 January 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 6-day, 8-hour, 0-minute period from Tuesday, 12 January 2021 at 16:59 UTC to Tuesday, 19 January 2021 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 : 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:
[249] higher,education [154] learn,more [144] #highered,#highereducation [108] read,more [104] #highered,#edtech [101] covid,19 [96] higher,ed [88] college,students [86] open,access [84] reason,optimism Top Word Pairs in Tweet in G1:
[78] reason,optimism [78] optimism,#education [78] #education,2021 [78] 2021,depending [78] depending,#highered [78] #highered,policymakers [78] policymakers,deal [78] deal,#covid [77] luminafound,reason [77] #covid,#finai Top Word Pairs in Tweet in G2:
[63] #highered,#edtech [59] #highered,#highereducation [46] #edtech,#highered [44] higher,education [37] eraser,#ñam [35] #elearning,#mlearning [32] educkacción,red [31] #universidad,#university [31] #ñam,educkacción [25] covid,19 Top Word Pairs in Tweet in G3:
[31] #highered,#highereducation [27] higher,education [20] learn,more [18] #highereducation,#highered [15] #education,#highered [15] #highered,#edtech [14] higher,ed [14] covid,19 [14] london,greater [14] #k12primary,#lifelonglearning Top Word Pairs in Tweet in G4:
[19] braincures,marikasboros [18] dgurdasani1,dbetteracademia [14] dbetteracademia,morimahmoudi [14] morimahmoudi,reneebleau [14] reneebleau,suzanne_garrett [14] suzanne_garrett,evidencebase_im [14] evidencebase_im,braincures [13] professor_dave,chemistryworld [13] chemistryworld,cgmundell [13] cgmundell,irenehames Top Word Pairs in Tweet in G5:
[24] unto,students [24] students,done [24] done,practical [24] practical,piece [24] piece,wrote [24] wrote,timeshighered [24] timeshighered,tip [24] tip,links [23] bali_maha,unto [18] higher,education Top Word Pairs in Tweet in G6:
[27] chancellor,josephicastro [26] csu,chancellor [17] cagovernor,gavinnewsom [15] calstate,csu [13] higher,education [13] gavinnewsom,proposed [12] better,serve [12] serve,society [12] josephicastro,cagovernor [12] proposed,2021 Top Word Pairs in Tweet in G7:
[32] skills,training [26] happy,announce [26] announce,ua_magazine [26] ua_magazine,teaching [26] teaching,column [26] column,month [26] month,share [26] share,ideas [26] ideas,build [26] build,skills Top Word Pairs in Tweet in G8:
[30] mental,health [24] accepted,continue [24] continue,share [24] share,article [24] article,until [24] until,last [24] last,breath [24] breath,yes [24] yes,came [24] came,again Top Word Pairs in Tweet in G9:
[20] #highered,#highereducation [19] #highereducation,#highereducationleadership [17] institutions,designed [17] designed,around [17] around,priorities [17] priorities,convenience [17] convenience,need [17] need,shift [17] shift,thinking [16] thinking,begin Top Word Pairs in Tweet in G10:
[24] competency,based [24] based,education [24] education,buzzword [24] buzzword,#highered [24] #highered,good [24] good,reason [24] reason,designed [24] designed,#workingadults [24] #workingadults,cbe [24] cbe,model Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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: