The graph represents a network of 7,183 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, 04 June 2021 at 14:28 UTC.
The requested start date was Friday, 04 June 2021 at 00:01 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, 19-hour, 33-minute period from Monday, 31 May 2021 at 14:24 UTC to Thursday, 03 June 2021 at 09:58 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 : 7183
Unique Edges : 5528
Edges With Duplicates : 12762
Total Edges : 18290
Number of Edge Types : 5
Tweet : 2035
Retweet : 4586
MentionsInRetweet : 6933
Mentions : 4575
Replies to : 161
Self-Loops : 2151
Reciprocated Vertex Pair Ratio : 0.0413261732430539
Reciprocated Edge Ratio : 0.079372197309417
Connected Components : 1222
Single-Vertex Connected Components : 513
Maximum Vertices in a Connected Component : 4055
Maximum Edges in a Connected Component : 13450
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.483927
Graph Density : 0.000172907402697038
Modularity : 0.463945
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,183 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, 04 June 2021 at 14:28 UTC.
The requested start date was Friday, 04 June 2021 at 00:01 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, 19-hour, 33-minute period from Monday, 31 May 2021 at 14:24 UTC to Thursday, 03 June 2021 at 09:58 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:
[260] #webdesign,#roblox [260] #roblox,#python [260] #python,#youtube [260] #youtube,#minecraft [260] #minecraft,#iphone [253] #iphone,#gamer [243] summer,steam [219] #programmer,#webdesign [182] learning,opportunity [180] opportunity,#programmer Top Word Pairs in Tweet in G1:
[260] #webdesign,#roblox [260] #roblox,#python [260] #python,#youtube [260] #youtube,#minecraft [260] #minecraft,#iphone [253] #iphone,#gamer [241] summer,steam [219] #programmer,#webdesign [182] learning,opportunity [180] opportunity,#programmer Top Word Pairs in Tweet in G2:
[23] jeremyfarrar,michelle_cruk [23] michelle_cruk,ukri_ceo [21] reneebleau,suzanne_garrett [17] morimahmoudi,reneebleau [17] ukri_ceo,universitiesuk [15] proftimnoakes,drumeshprabhu [15] suzanne_garrett,evidencebase_im [15] evidencebase_im,techscommit [14] proftimnoakes,bolderesident [13] marikasboros,proftimnoakes Top Word Pairs in Tweet in G3:
[40] #stem,#stemeducation [27] #stem,#steam [23] learn,more [14] #science,#stem [13] hot,air [12] air,balloon [11] moea,2002 [11] #solartoy,#solartoys [11] #solartoys,#toys [10] #stem,#science Top Word Pairs in Tweet in G4:
[13] women,make [10] #stem,#womeninstem [10] #womeninstem,#stem [8] story,ryoko [8] ryoko,scientist [8] #science,#scientist [8] make,lt [8] lt,30 [8] 30,china [8] china,#stem Top Word Pairs in Tweet in G5:
[13] #stem,#steam [11] giraffe,scientist [11] serendipity,science [11] scwist,calling [10] #stemtuesday,mixed [10] mixed,friends [10] friends,today's [10] today's,blog [10] blog,serendipity [10] science,book Top Word Pairs in Tweet in G6:
[27] hour,webinar [21] canal,youtube [19] #stem,#txst [16] 2021,00 [16] 00,pm [16] pm,free [15] 2021,30 [15] 30,pm [15] interesa,mundo [15] mundo,#sdr Top Word Pairs in Tweet in G7:
[72] enter,win [70] wonderworkshop,app [70] app,learn [70] learn,code [70] code,challenges [69] challenges,provide [69] provide,hours [68] win,dash [68] dash,dot [68] dot,robots Top Word Pairs in Tweet in G8:
[9] afford,lose [9] lose,gains [9] gains,fought [9] fought,hard [9] hard,make [9] make,gerri [9] gerri,richmond [9] richmond,professor [9] professor,chemistry [9] chemistry,uoregon Top Word Pairs in Tweet in G9:
[31] took,trampoline [31] trampoline,moon [31] moon,thoughts [31] thoughts,very [31] very,simplified [31] simplified,lots [31] lots,approximations [31] approximations,#stem [30] astrokirsten,took [30] #stem,twitte Top Word Pairs in Tweet in G10:
[51] thread,highlights [51] highlights,preprint [51] preprint,today [51] today,co [51] co,zbedvo1idm [51] zbedvo1idm,#buildbackbetter [51] #buildbackbetter,#stem [50] jasonwilliamsny,thread [50] #stem,educatio [30] happy,preprint 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 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: