The graph represents a network of 7,320 Twitter users whose tweets in the requested range contained "stem", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 22 March 2019 at 23:18 UTC.
The requested start date was Friday, 22 March 2019 at 23:15 UTC and the maximum number of tweets (going backward in time) was 5,000.
The tweets in the network were tweeted over the 23-hour, 10-minute period from Thursday, 21 March 2019 at 11:15 UTC to Friday, 22 March 2019 at 10:25 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 : 7320
Unique Edges : 7750
Edges With Duplicates : 980
Total Edges : 8730
Self-Loops : 1719
Reciprocated Vertex Pair Ratio : 0.0293108824446523
Reciprocated Edge Ratio : 0.056952438654953
Connected Components : 2090
Single-Vertex Connected Components : 827
Maximum Vertices in a Connected Component : 518
Maximum Edges in a Connected Component : 557
Maximum Geodesic Distance (Diameter) : 24
Average Geodesic Distance : 4.919674
Graph Density : 0.000123228934049189
Modularity : 0.811337
NodeXL Version : 1.0.1.409
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[527] stem,majors [470] anyone,m [470] m,stressed [470] stressed,stem [469] irrel_eva_nt,anyone [152] stem,cell [139] stem,op [131] ik,ben [106] bedankt,voor [101] je,stem Top Word Pairs in Tweet in G1:
[56] stem,cell [42] stem,cells [35] sa,stem [25] ng,stem [19] stem,b [14] stem,op [12] hun,stem [12] stem,11 [11] stem,1 [11] stem,2 Top Word Pairs in Tweet in G2:
[470] stem,majors [468] anyone,m [468] m,stressed [468] stressed,stem [467] irrel_eva_nt,anyone Top Word Pairs in Tweet in G3:
[100] ik,ben [37] stem,op [37] ik,zit [37] zit,met [37] met,verbazing [37] verbazing,naar [37] naar,jinek [37] jinek,kijken [37] kijken,ze [37] ze,laat Top Word Pairs in Tweet in G4:
[77] reach,out [76] stem,undergrad [76] undergrad,poc [76] poc,know [76] know,reach [76] out,resources [76] resources,help [76] help,underrepresented [76] underrepresented,undergrads [75] astrenome,stem Top Word Pairs in Tweet in G5:
[13] stem,op [12] bedankt,voor [10] je,stem [9] voor,je [6] voor,jullie [6] jullie,stem [5] mijn,stem [5] ik,stem [5] op,waternatuurlijk [4] op,vvd Top Word Pairs in Tweet in G6:
[27] stem,education [16] stefaan,hermans [13] hermans,eu_commission [13] eu_commission,gaetano [12] education,agenda [12] europe,support [12] support,stem [11] agenda,countries [10] countries,stefaan [9] stemalliance_eu,europe Top Word Pairs in Tweet in G7:
[14] schools,colleges [10] stem,exploration [8] new,stem [8] exploration,grants [8] grants,250 [8] 250,offered [8] offered,support [8] support,uk [8] uk,schools [8] colleges,submit Top Word Pairs in Tweet in G8:
[40] ik,stem [38] dus,zomaar [38] zomaar,nederlander [38] nederlander,gisteren [38] gisteren,ik [38] ik,wil [38] wil,van [38] van,elite [38] elite,af [38] af,dus Top Word Pairs in Tweet in G9:
[11] day,1989 [11] 1989,inventor [11] inventor,dean [11] dean,kamen [11] kamen,founded [11] founded,first [11] first,simple [11] simple,vision [11] vision,organization [11] organization,remains Top Word Pairs in Tweet in G10:
[24] ve,bilim [20] ziyaselcuk,tcmeb [18] şanlıurfaeğitim2023vizyonu,ziyaselcuk [18] tcmeb,serafettinturan [18] serafettinturan,il [18] il,müdürümüz [18] müdürümüz,sn [18] sn,şerafettin [18] şerafettin,turan [18] turan,gazi 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 G8:
Top Replied-To in G9:
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: