The graph represents a network of 7,868 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, 08 October 2021 at 14:28 UTC.
The requested start date was Friday, 08 October 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 3-day, 10-hour, 0-minute period from Monday, 04 October 2021 at 14:00 UTC to Friday, 08 October 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 : 7868
Unique Edges : 5935
Edges With Duplicates : 11184
Total Edges : 17119
Number of Edge Types : 5
MentionsInRetweet : 6576
Mentions : 3875
Retweet : 4605
Tweet : 1924
Replies to : 139
Self-Loops : 2006
Reciprocated Vertex Pair Ratio : 0.051498234020736
Reciprocated Edge Ratio : 0.0979521074872684
Connected Components : 1449
Single-Vertex Connected Components : 594
Maximum Vertices in a Connected Component : 4048
Maximum Edges in a Connected Component : 11296
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.202858
Graph Density : 0.000149101201992531
Modularity : 0.522344
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 7,868 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, 08 October 2021 at 14:28 UTC.
The requested start date was Friday, 08 October 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 3-day, 10-hour, 0-minute period from Monday, 04 October 2021 at 14:00 UTC to Friday, 08 October 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:
[439] ø,ø [357] ø,ù [287] ù,ø [265] make,sure [233] ahhhh,ig [233] ig,fb [233] fb,exploded [233] return,sanity [233] sanity,#bookgiveaway [233] #bookgiveaway,#contestalert Top Word Pairs in Tweet in G1:
[32] #stem,#steam [32] #stem,#stemeducation [22] ãƒ,ム[16] learn,more [13] high,school [12] #stem,#science [11] #science,#stem [10] #steam,#stem [10] deja,fav [10] fav,compartir Top Word Pairs in Tweet in G2:
[161] ø,ø [129] ø,ù [122] ãƒ,ム[86] ù,ø [51] ù,ù [37] ht,letstalkscience [34] #science,#stem [31] û,ø [29] ú,ø [29] #stem,#stemed Top Word Pairs in Tweet in G3:
[10] ada,lovelace [8] ukri_ceo,universitiesuk [8] universitiesuk,union_newsuk [8] union_newsuk,evidencebase_im [8] evidencebase_im,techscommit [8] #stem,#christmas [8] margaret,keating [8] keating,elementary [8] elementary,school [7] putting,#art Top Word Pairs in Tweet in G4:
[139] #roblox,#python [123] #programmer,#webdesign [123] #webdesign,#roblox [122] #coding,#design [112] #m2mtechbytes,#coding [101] #python,#youtube [95] well,done [86] #youtube,#minecraft [84] #design,#designthinking [72] oct,8th Top Word Pairs in Tweet in G5:
[233] ahhhh,ig [233] ig,fb [233] fb,exploded [233] return,sanity [233] sanity,#bookgiveaway [233] #bookgiveaway,#contestalert [233] #contestalert,#contest [233] #contest,make [233] make,sure [232] andrewrootbooks,ahhhh Top Word Pairs in Tweet in G6:
[18] #usspacecom,celebrates [18] celebrates,worldspaceweek [18] worldspaceweek,#wsw2021 [18] #wsw2021,#womeninspacewsw [18] #womeninspacewsw,nasa_astronauts [18] nasa_astronauts,#hiddenfigures [18] #hiddenfigures,nasaartemis [17] us_spacecom,#usspacecom [17] nasaartemis,#stemâ [14] ªð,šð Top Word Pairs in Tweet in G7:
[14] #studyinus,#msinus [14] #msinus,#hr3648 [14] #hr3648,#stem [14] #stem,#studyabroad [14] #studyabroad,#intled [14] #intled,#hr4331 [8] first,woman [6] #stem,#science [6] waiting,go [6] go,nasa Top Word Pairs in Tweet in G8:
[33] repeat,earlier [33] earlier,tweet [33] tweet,nsf [33] nsf,fund [33] fund,120 [33] 120,postdocs [33] postdocs,#biology [33] #biology,especially [33] especially,#genomics [33] #genomics,#plant Top Word Pairs in Tweet in G9:
[12] join,tonight [12] discuss,targeting [12] targeting,publishers [12] publishers,#nonfiction [12] #nonfiction,acquisitions [12] acquisitions,exercises [12] exercises,enrich [10] black,hole [9] tonight,free [9] free,discuss Top Word Pairs in Tweet in G10:
[30] micro,tip [30] tip,show [27] show,cool [27] cool,autosum [27] autosum,trick [27] trick,impress [27] impress,excel [27] excel,friends [27] friends,ž [27] mtholfsen,micro Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: