The graph represents a network of 18,447 Twitter users whose recent tweets contained "gay marriage", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 30 July 2022 at 15:45 UTC.
The tweets in the network were tweeted over the 1-day, 13-hour, 59-minute period from Friday, 29 July 2022 at 01:22 UTC to Saturday, 30 July 2022 at 15:22 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 : 18501
Unique Edges : 24833
Edges With Duplicates : 27475
Total Edges : 52308
Number of Edge Types : 5
Mentions : 21818
Replies to : 9381
Tweet : 3155
Retweet : 14751
MentionsInRetweet : 3203
Self-Loops : 3215
Reciprocated Vertex Pair Ratio : 0.0432802679613112
Reciprocated Edge Ratio : 0.0829695898416363
Connected Components : 1584
Single-Vertex Connected Components : 613
Maximum Vertices in a Connected Component : 13995
Maximum Edges in a Connected Component : 36448
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 4.673205
Graph Density : 8.09919697547393E-05
Modularity : 0.4755
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 18,447 Twitter users whose recent tweets contained "gay marriage", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Saturday, 30 July 2022 at 15:45 UTC.
The tweets in the network were tweeted over the 1-day, 13-hour, 59-minute period from Friday, 29 July 2022 at 01:22 UTC to Saturday, 30 July 2022 at 15:22 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 : TwitterSearch
Graph Term : gay marriage
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:
[16695] gay,marriage [4402] cuz,dems [3623] susan,collins [3179] supreme,court [3130] contraception,gay [3039] sick,vets [2701] abortion,gay [2665] clarence,thomas [2644] court,justice [2642] justice,clarence Top Word Pairs in Tweet in G1:
[3101] gay,marriage [2614] contraception,gay [2588] sick,vets [1727] gun,safety [1528] stand,contraception [1527] speakerpelosi,record [1527] record,pass [1527] pass,aca [1527] aca,defend [1527] defend,aca Top Word Pairs in Tweet in G2:
[2508] gay,marriage [2375] supreme,court [2368] abortion,gay [2367] extremist,views [2366] court,justice [2366] justice,clarence [2366] clarence,thomas [2366] teaching,position [2366] position,george [2366] george,washington Top Word Pairs in Tweet in G3:
[3616] cuz,dems [1986] gay,marriage [1844] susan,collins [1808] republicans,punishing [1808] punishing,veterans [1808] veterans,cuz [1808] dems,making [1808] making,billionaires [1808] billionaires,pay [1808] pay,fair Top Word Pairs in Tweet in G4:
[1279] gay,marriage [486] susan,collins [426] climate,change [240] marriage,think [239] codify,gay [227] bill,codify [226] pass,bill [216] gqp,senators [216] senators,pass [208] inflation,reduction Top Word Pairs in Tweet in G5:
[857] gay,marriage [540] ending,gay [439] please,huge [439] huge,favor [439] favor,follow [439] follow,reallyamerican1 [439] store,expanding [439] expanding,house [439] house,senate [439] senate,majorities Top Word Pairs in Tweet in G6:
[832] gay,marriage [704] marco,rubio [352] rubio,democrats [352] democrats,touch [352] touch,marco [352] marco,called [352] called,gay [352] marriage,stupid [352] stupid,waste [352] waste,time Top Word Pairs in Tweet in G7:
[470] gay,marriage [69] marriage,bill [66] gay,gay [62] same,sex [60] susan,collins [42] sex,marriage [33] collins,under [33] under,fire [33] fire,over [33] over,threat Top Word Pairs in Tweet in G8:
[432] gay,marriage [312] susan,collins [269] filibuster,gay [268] fight,inflation [267] collins,republicans [267] republicans,filibuster [267] marriage,don [267] don,democrats [267] democrats,pursuing [267] pursuing,completely Top Word Pairs in Tweet in G9:
[470] gay,marriage [408] overwhelmingly,popular [406] oppose,overwhelmingly [406] popular,bill [406] bill,protect [406] protect,gay [406] marriage,otherwise [406] otherwise,support [406] support,mad [406] mad,democrats Top Word Pairs in Tweet in G10:
[380] both,necessary [380] necessary,popular [333] gay,marriage [221] clean,energy [213] investment,clean [194] wounded,veterans [191] marriage,both [191] mainstream,media [190] republicans,upset [190] upset,investment Top Replied-To in Entire Graph:
Top Replied-To in G1:
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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:
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Top Mentioned in G6:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
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Top Tweeters in G10: