The graph represents a network of 7,359 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, 14 January 2022 at 15:28 UTC.
The requested start date was Friday, 14 January 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 2-day, 10-hour, 55-minute period from Tuesday, 11 January 2022 at 14:05 UTC to Friday, 14 January 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 : 7359
Unique Edges : 5960
Edges With Duplicates : 12710
Total Edges : 18670
Number of Edge Types : 5
Retweet : 4830
MentionsInRetweet : 7872
Mentions : 4111
Tweet : 1701
Replies to : 156
Self-Loops : 1782
Reciprocated Vertex Pair Ratio : 0.0375067750677507
Reciprocated Edge Ratio : 0.0723017448542472
Connected Components : 1166
Single-Vertex Connected Components : 441
Maximum Vertices in a Connected Component : 4024
Maximum Edges in a Connected Component : 13226
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 5.591953
Graph Density : 0.000176757857912685
Modularity : 0.484856
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,359 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, 14 January 2022 at 15:28 UTC.
The requested start date was Friday, 14 January 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 2-day, 10-hour, 55-minute period from Tuesday, 11 January 2022 at 14:05 UTC to Friday, 14 January 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 : #stem
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:
[509] gave,kred [507] kred,#influence [388] eli_krumova,gave [383] #stem,#steam [313] #womenintech,#womeninstem [303] #ai,#ml [268] #ml,#iot [237] introduce,students [233] students,3d [233] #steam,#makers Top Word Pairs in Tweet in G1:
[509] gave,kred [507] kred,#influence [388] eli_krumova,gave [306] #womenintech,#womeninstem [302] #ai,#ml [268] #ml,#iot [177] #iot,#iiot [165] #stem,#edtech [149] #influence,#womenintech [143] #womeninstem,#womenintech Top Word Pairs in Tweet in G2:
[13] braincures,do_kinder [9] #stem,#stemm [8] jeremyfarrar,michelle_cruk [8] michelle_cruk,ukri_ceo [8] proftimnoakes,drumeshprabhu [8] evidencebase_im,techscommit [7] academicparity,proftimnoakes [7] googleexpertuk,reddit [7] morimahmoudi,academicparity [7] sdgsactivists,marikasboros Top Word Pairs in Tweet in G3:
[23] #stem,#steam [18] #stem,#stemeducation [15] #stem,#science [15] #science,#stem [13] learn,more [10] 10,power [8] #zenpilot,#aviation [8] #aviation,#peacepilot [8] #peacepilot,#stem [8] #stem,#delaurentisfoundation Top Word Pairs in Tweet in G4:
[233] #stem,#steam [230] #steam,#makers [229] cool,way [229] way,introduce [229] introduce,students [229] students,3d [229] 3d,paper [229] paper,techniques [229] techniques,#stem [228] mackinmaker,cool Top Word Pairs in Tweet in G5:
[16] #stem,#steam [15] #stem,books [13] books,miss [13] miss,marietheresemlr [13] marietheresemlr,abdopublishing [13] abdopublishing,mlilleywriter [13] mlilleywriter,dan [13] dan,tavis [12] mariamarshall_,#stem [12] tavis,tilbu Top Word Pairs in Tweet in G6:
[20] bienvenidas,os [20] os,#wisibilízalas [20] #wisibilízalas,6a [20] 6a,edición [20] edición,concurso [20] concurso,internacional [20] internacional,dirigido [20] dirigido,centros [20] centros,educativos [20] educativos,rompe Top Word Pairs in Tweet in G7:
[11] 3x,match [9] left,3x [9] match,pandaexpress [9] pandaexpress,donorschoose [9] donorschoose,help [9] help,rts [9] rts,appreciated [9] appreciated,carlyandadam [8] #stem,#stemeducation [8] cpbrown1984,left Top Word Pairs in Tweet in G8:
[31] motivated,#datascientist [31] #datascientist,seeking [31] seeking,opportunity [31] opportunity,expand [31] expand,knowledge [31] knowledge,hands [31] hands,experience [31] experience,#stem [31] #stem,sector [30] hdr_uk,motivated Top Word Pairs in Tweet in G9:
[56] tenure,track [52] hiring,whoi [52] whoi,grow [52] grow,scientific [52] scientific,tenure [52] track,staff [52] staff,10 [52] 10,hires [52] hires,seeking [52] seeking,candidates Top Word Pairs in Tweet in G10:
[19] 58th,#btyste [18] virtual,portal [17] bt,young [17] young,scientist [17] eve,2022 [16] 2022,#btyste [16] #btyste,taoiseach [16] taoiseach,michealmartintd [16] michealmartintd,long [16] long,time 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 G7:
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: