The graph represents a network of 7,939 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, 17 September 2021 at 14:28 UTC.
The requested start date was Friday, 17 September 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, 9-hour, 34-minute period from Tuesday, 14 September 2021 at 14:25 UTC to Friday, 17 September 2021 at 00:00 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 : 7939
Unique Edges : 6265
Edges With Duplicates : 12334
Total Edges : 18599
Number of Edge Types : 5
Retweet : 4669
MentionsInRetweet : 7247
Replies to : 174
Mentions : 4599
Tweet : 1910
Self-Loops : 2074
Reciprocated Vertex Pair Ratio : 0.04296875
Reciprocated Edge Ratio : 0.0823970037453183
Connected Components : 1341
Single-Vertex Connected Components : 517
Maximum Vertices in a Connected Component : 4231
Maximum Edges in a Connected Component : 12935
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.758151
Graph Density : 0.000156760301074986
Modularity : 0.509214
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,939 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, 17 September 2021 at 14:28 UTC.
The requested start date was Friday, 17 September 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, 9-hour, 34-minute period from Tuesday, 14 September 2021 at 14:25 UTC to Friday, 17 September 2021 at 00:00 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:
[178] give,away [176] mailed,books [176] books,last [176] last,nerdycorn [176] nerdycorn,#contest [176] #contest,#giveaway [176] #giveaway,found [176] found,more [176] more,books [176] books,give Top Word Pairs in Tweet in G1:
[108] conversation,long [108] long,overdue [108] overdue,#evengodthisfemaleisnotyetrated [108] #evengodthisfemaleisnotyetrated,#calilili [108] #calilili,#sustainablemoviesandmusic [108] #sustainablemoviesandmusic,#lgbtq [106] well,done [99] #ai,#machinelearning [93] history,coding [93] coding,veracode Top Word Pairs in Tweet in G2:
[22] reneebleau,suzanne_garrett [17] jeremyfarrar,michelle_cruk [17] michelle_cruk,ukri_ceo [16] morimahmoudi,reneebleau [14] evidencebase_im,braincures [14] dgurdasani1,dbetteracademia [14] suzanne_garrett,evidencebase_im [12] braincures,marikasboros [12] marikasboros,proftimnoakes [11] do_kinder,dgurdasani1 Top Word Pairs in Tweet in G3:
[21] #stem,#stemeducation [20] #stem,#steam [15] learn,more [11] #stem,#science [10] #steam,#stem [9] moea,2002 [9] #stem,#beanengineer [8] #science,#stem [8] #stem,education [8] middle,school Top Word Pairs in Tweet in G4:
[171] mailed,books [171] books,last [171] last,nerdycorn [171] nerdycorn,#contest [171] #contest,#giveaway [171] #giveaway,found [171] found,more [171] more,books [171] books,give [171] give,away Top Word Pairs in Tweet in G5:
[15] nasa,astronaut [13] interested,pursuing [13] pursuing,phd [13] phd,processing [13] processing,biological [13] biological,assessment [13] assessment,wood [13] wood,waste [13] waste,products [13] products,working Top Word Pairs in Tweet in G6:
[28] dailystem,#stem [24] #stem,book [24] book,open [24] open,name [24] name,put [24] put,school [24] school,stem [24] stem,isn [24] isn,something [24] something,friday Top Word Pairs in Tweet in G7:
[43] happy,national [43] national,#hispanicheritagemonth [43] #hispanicheritagemonth,sacnas [43] sacnas,firmly [43] firmly,believe [43] believe,diverse [43] diverse,#stem [43] #stem,workforce [43] workforce,means [43] means,creating Top Word Pairs in Tweet in G8:
[21] #ai,#fintech [13] 20,fastest [13] fastest,growing [13] growing,#jobs [13] #jobs,next [13] next,decade [13] decade,visualcap [13] visualcap,#futureofwork [13] #futureofwork,#digitaltransformation [13] #futureofwork,decoding Top Word Pairs in Tweet in G9:
[13] happy,book [13] book,birthday [11] hello,tree [11] happy,#bookbirthday [9] honored,today [9] today,featured [9] featured,#litlinks [9] #litlinks,blog [9] blog,take [9] take,look Top Word Pairs in Tweet in G10:
[18] stem,club [12] beginning,elementary [12] elementary,stem [12] club,soon [12] soon,anyone [12] anyone,know [12] know,free [12] free,affordable [12] affordable,resources [12] resources,various 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 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: