The graph represents a network of 6,918 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, 03 September 2021 at 14:25 UTC.
The requested start date was Friday, 03 September 2021 at 09:25 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, 16-hour, 20-minute period from Tuesday, 31 August 2021 at 17:03 UTC to Friday, 03 September 2021 at 09:23 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 : 6918
Unique Edges : 4945
Edges With Duplicates : 13194
Total Edges : 18139
Number of Edge Types : 5
Retweet : 5354
MentionsInRetweet : 7416
Mentions : 3405
Tweet : 1842
Replies to : 122
Self-Loops : 2002
Reciprocated Vertex Pair Ratio : 0.0286947392977954
Reciprocated Edge Ratio : 0.0557886381675927
Connected Components : 1010
Single-Vertex Connected Components : 369
Maximum Vertices in a Connected Component : 4153
Maximum Edges in a Connected Component : 13919
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.656268
Graph Density : 0.000184298164211399
Modularity : 0.467038
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 6,918 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, 03 September 2021 at 14:25 UTC.
The requested start date was Friday, 03 September 2021 at 09:25 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, 16-hour, 20-minute period from Tuesday, 31 August 2021 at 17:03 UTC to Friday, 03 September 2021 at 09:23 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:
[540] #science,#stem [508] #100daysofcode,#science [508] #stem,#tfsm [507] #tfsm,#lgbt [507] #lgbt,#lgbtq [506] #laicism,#freepress [506] #freepress,#freespeech [506] #freespeech,#freewilly [493] #freewilly,#indiegames [294] #indiegames,#indie Top Word Pairs in Tweet in G1:
[482] #science,#stem [480] #100daysofcode,#science [480] #stem,#tfsm [479] #tfsm,#lgbt [479] #lgbt,#lgbtq [478] #laicism,#freepress [478] #freepress,#freespeech [478] #freespeech,#freewilly [466] #freewilly,#indiegames [279] #indiegames,#indie Top Word Pairs in Tweet in G2:
[167] #pb,#stem [165] #pitmad,#pb [94] best,friend [89] learning,fly [80] grandpa,gifts [80] gifts,dani [80] dani,drone [80] drone,obsesses [80] obsesses,over [80] over,learning Top Word Pairs in Tweet in G3:
[45] enter,win [43] win,dash [43] dash,dot [43] dot,robots [43] robots,accessories [43] accessories,wonderworkshop [43] wonderworkshop,app [43] app,learn [43] learn,code [43] code,challenges Top Word Pairs in Tweet in G4:
[19] #stem,#stemeducation [18] #stem,#steam [13] #steam,#stem [11] read,more [9] #stem,#education [7] learn,more [7] #stem,#science [7] see,latest [7] latest,job [7] job,opening Top Word Pairs in Tweet in G5:
[20] children,need [20] need,learn [20] learn,#artificialintelligence [20] #artificialintelligence,#stem [20] #stem,#algorithms [20] #algorithms,#chatbots [20] #chatbots,#ai [20] #ai,#fintech [20] #fintech,fabriziobustama [10] super,glad Top Word Pairs in Tweet in G6:
[22] mr,weinstein [22] weinstein,never [22] never,before [22] before,teacher [22] teacher,taking [22] taking,teaching [22] teaching,whole [22] whole,level [22] level,incorporating [22] incorporating,#stem Top Word Pairs in Tweet in G7:
[58] back,school [58] school,time [58] time,already [58] already,help [58] help,transition [58] transition,another [58] another,signed [58] signed,nerdycorn [58] nerdycorn,#giveaway [58] #giveaway,#contest Top Word Pairs in Tweet in G8:
[118] jefferson_mfg,update [61] update,british [61] british,kitchen [61] kitchen,manufacturer [61] manufacturer,wren [61] wren,currently [61] currently,building [61] building,120m [61] 120m,factory [61] factory,barton Top Word Pairs in Tweet in G9:
[7] matter,students [7] students,work [7] work,need [7] need,understand [7] understand,use [7] use,devices [7] devices,communicate [7] communicate,ideas [7] ideas,digitally [7] digitally,discover Top Word Pairs in Tweet in G10:
[6] #stemtuesday,team [6] picture,book [5] crash,driving [5] driving,way [5] way,paperback [5] paperback,today [5] today,copy [5] copy,peachtreepub [5] peachtreepub,temikatheartist [5] #stem,#steam Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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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:
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Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: