gay marriage, Twitter, 8/1/2022 4:46:40 AM, 279771
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gay marriage Twitter NodeXL SNA Map and Report for Saturday, 30 July 2022 at 15:22 UTC
gay marriage Twitter NodeXL SNA Map and Report for Saturday, 30 July 2022 at 15:22 UTC
View an interactive version of this graph (experimental)
From:
marc_smith
Uploaded on:
August 01, 2022
Short Description:
gay marriage via NodeXL https://bit.ly/3BwyjIH
@jrubinblogger
@lindyli
@occupydemocrats
@speakerpelosi
@mmpadellan
@timodc
@noliewithbtc
@uncvrngthetruth
@adelaidealding1
@tonyhussein4

Top hashtags:
#freshresists
#lgbtq
#gay
#demvoice1
#wtpblue
#herbody
#obv

Description:
Description
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


Overall Graph Metrics
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 Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[569] https://twitter.com/aterkel/status/1552740956738359296
[402] https://www.huffpost.com/entry/collins-same-sex-marriage_n_62e2d05ae4b0d0ea9b751b87
[244] https://www.nbcnews.com/nbc-out/out-news/gop-lawmaker-attended-gay-sons-wedding-3-days-voting-sex-marriage-rcna39863
[147] https://www.huffpost.com/entry/collins-same-sex-marriage_n_62e2d05ae4b0d0ea9b751b87?m89
[134] https://www.comicsands.com/thompson-son-wedding-marriage-equality-2657736292.html
[95] https://twitter.com/ArthurDelaneyHP/status/1552747893731246080
[90] https://www.rawstory.com/brazenly-cynical-susan-collins-under-fire-over-threat-to-gay-marriage-bill-after-dems-reach-deal-on-taxes-climate/
[85] https://kutv.com/news/local/utah-candidate-for-clerk-says-he-wont-grant-same-sex-marriage-licenses-county-clerk-state-constitution-controversary-equal-protection-republican-jake-oaks-supreme-court-gay-marriage-aaron-davidson
[81] https://www.breitbart.com/entertainment/2022/07/29/disney-goes-woke-again-pushes-senate-to-codify-gay-marriage-into-federal-law/
[68] https://twitter.com/SimonWDC/status/1552253818087391233

Top URLs in Tweet in G1:
[8] https://www.huffpost.com/entry/collins-same-sex-marriage_n_62e2d05ae4b0d0ea9b751b87
[6] https://www.nbcnews.com/nbc-out/out-news/gop-lawmaker-attended-gay-sons-wedding-3-days-voting-sex-marriage-rcna39863
[6] https://www.rawstory.com/brazenly-cynical-susan-collins-under-fire-over-threat-to-gay-marriage-bill-after-dems-reach-deal-on-taxes-climate/
[3] https://www.rawstory.com/how-the-countrys-first-openly-gay-senator-is-asking-gop-colleagues-to-back-marriage-equality/
[2] https://trib.al/pnGvF7D
[2] https://twitter.com/aterkel/status/1552740956738359296
[2] https://www.congress.gov/bill/117th-congress/house-bill/8404/text
[2] https://www.congress.gov/bill/117th-congress/house-bill/8373/text?r=1&s=1
[2] https://www.alternet.org/2022/07/herschel-walkers-same-sex-marriage/
[2] https://twitter.com/DavidKaufmanfl/status/1553048938541875200

Top URLs in Tweet in G2:
[102] https://www.nbcnews.com/nbc-out/out-news/gop-lawmaker-attended-gay-sons-wedding-3-days-voting-sex-marriage-rcna39863
[3] https://twitter.com/aterkel/status/1552740956738359296
[2] https://twitter.com/JoyceWhiteVance/status/1552789139925245953
[2] https://twitter.com/ArthurDelaneyHP/status/1552747893731246080
[1] https://www.axios.com/2022/07/26/glenn-thompson-gay-marrriage
[1] https://www.huffpost.com/entry/collins-same-sex-marriage_n_62e2d05ae4b0d0ea9b751b87

Top URLs in Tweet in G3:
[10] https://www.rawstory.com/brazenly-cynical-susan-collins-under-fire-over-threat-to-gay-marriage-bill-after-dems-reach-deal-on-taxes-climate/
[3] https://twitter.com/arthurdelaneyhp/status/1552747893731246080
[3] https://www.lgbtqnation.com/2022/07/county-clerk-candidate-promises-deny-gay-couples-marriage-licenses-elected/
[3] https://www.nbcnews.com/nbc-out/out-news/gop-lawmaker-attended-gay-sons-wedding-3-days-voting-sex-marriage-rcna39863
[3] https://triblive.com/opinion/lori-falce-where-does-thompson-really-stand-on-gay-marriage/
[1] https://www.forbes.com/sites/dereksaul/2022/07/27/pelosi-unloads-millions-in-nvidia-stock-at-a-loss-before-senate-passes-massive-tech-subsidies/amp/
[1] https://twitter.com/davidhogg111/status/1553017127958880257
[1] https://twitter.com/aterkel/status/1552740956738359296
[1] https://www.towleroad.com/2022/07/gov-mcmaster-says-scs-abortion-ban-exceptions-reasonable-marriage-debate-a-distraction/
[1] https://www.lgbtqnation.com/2022/07/county-clerk-candidate-promises-deny-gay-couples-marriage-licenses-elected/#.YuRClnVtm7U.twitter

Top URLs in Tweet in G4:
[144] https://www.huffpost.com/entry/collins-same-sex-marriage_n_62e2d05ae4b0d0ea9b751b87?m89
[105] https://twitter.com/aterkel/status/1552740956738359296
[47] https://www.huffpost.com/entry/collins-same-sex-marriage_n_62e2d05ae4b0d0ea9b751b87
[23] https://www.nbcnews.com/nbc-out/out-news/gop-lawmaker-attended-gay-sons-wedding-3-days-voting-sex-marriage-rcna39863
[7] https://twitter.com/ArthurDelaneyHP/status/1552747893731246080
[6] https://www.themarysue.com/twitter-dunks-on-bad-same-sex-marriage-take/
[6] https://www.newsweek.com/susan-collins-signals-manchin-schumer-deal-could-thwart-gay-marriage-bill-1728964
[6] https://twitter.com/arthurdelaneyhp/status/1552747893731246080
[4] https://www.theguardian.com/us-news/2022/jul/26/glenn-thompson-republican-son-gay-marriage-vote-bill
[4] https://twitter.com/newswire_us/status/1552746673373331458

Top URLs in Tweet in G5:
[11] https://www.rawstory.com/how-the-countrys-first-openly-gay-senator-is-asking-gop-colleagues-to-back-marriage-equality/?utm_source=dlvr.it&utm_medium=twitter
[4] https://twitter.com/aterkel/status/1552740956738359296
[3] https://www.huffpost.com/entry/collins-same-sex-marriage_n_62e2d05ae4b0d0ea9b751b87
[2] https://www.comicsands.com/thompson-son-wedding-marriage-equality-2657736292.html
[2] https://www.mediaite.com/politics/susan-collins-hints-gay-marriage-bill-could-be-in-trouble-over-democrats-unrelated-spending-package/?utm_source=dlvr.it&utm_medium=twitter
[1] https://trib.al/pnGvF7D
[1] https://www.nbcnews.com/nbc-out/out-news/gop-lawmaker-attended-gay-sons-wedding-3-days-voting-sex-marriage-rcna39863

Top URLs in Tweet in G6:
[15] https://www.dailykos.com/stories/2022/7/29/2113337/-The-Reagan-Revolution-Changed-America-s-Values-to-Greed-Is-Good-Can-We-Take-Them-Back
[7] https://www.huffpost.com/entry/collins-same-sex-marriage_n_62e2d05ae4b0d0ea9b751b87
[5] https://twitter.com/ArthurDelaneyHP/status/1552747893731246080
[5] https://www.nbcnews.com/nbc-out/out-news/gop-lawmaker-attended-gay-sons-wedding-3-days-voting-sex-marriage-rcna39863
[3] https://twitter.com/aterkel/status/1552740956738359296
[2] https://twitter.com/itsmehaleyyyyy/status/1552108842913337345
[2] https://twitter.com/harrisonjaime/status/1552752799565463569
[1] https://www.mediaite.com/politics/susan-collins-hints-gay-marriage-bill-could-be-in-trouble-over-democrats-unrelated-spending-package/
[1] https://kutv.com/news/local/utah-candidate-for-clerk-says-he-wont-grant-same-sex-marriage-licenses-county-clerk-state-constitution-controversary-equal-protection-republican-jake-oaks-supreme-court-gay-marriage-aaron-davidson
[1] https://www.rawstory.com/brazenly-cynical-susan-collins-under-fire-over-threat-to-gay-marriage-bill-after-dems-reach-deal-on-taxes-climate/?utm_content=bufferdcc49&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G7:
[39] https://www.rawstory.com/brazenly-cynical-susan-collins-under-fire-over-threat-to-gay-marriage-bill-after-dems-reach-deal-on-taxes-climate/
[18] https://twitter.com/mattxiv/status/1552298506177724418
[14] https://www.breitbart.com/entertainment/2022/07/29/disney-goes-woke-again-pushes-senate-to-codify-gay-marriage-into-federal-law/
[12] https://twitter.com/arthurdelaneyhp/status/1552747893731246080
[12] https://www.rawstory.com/how-the-countrys-first-openly-gay-senator-is-asking-gop-colleagues-to-back-marriage-equality/
[11] https://www.lgbtqnation.com/2022/07/county-clerk-candidate-promises-deny-gay-couples-marriage-licenses-elected/
[10] https://twitter.com/PlaneyBoys/status/1552735873430700032
[8] https://deadline.com/2022/07/disney-gay-marriage-bill-senate-1235081458/
[7] https://twitter.com/ArthurDelaneyHP/status/1552747893731246080
[7] https://www.nbcnews.com/nbc-out/out-news/gop-lawmaker-attended-gay-sons-wedding-3-days-voting-sex-marriage-rcna39863

Top URLs in Tweet in G8:
[268] https://www.huffpost.com/entry/collins-same-sex-marriage_n_62e2d05ae4b0d0ea9b751b87
[59] https://trib.al/pnGvF7D
[28] https://www.nbcnews.com/nbc-out/out-news/gop-lawmaker-attended-gay-sons-wedding-3-days-voting-sex-marriage-rcna39863
[22] https://music.apple.com/us/album/rules-of-engagement-and-rag-tag-rap-tag-single/1434361355
[6] https://trib.al/YAJ3Yzi
[4] https://calililiindies.bandcamp.com/track/rules-of-engagement-ragtagraptag-anthem-4-votingwhilefemale-cali-lili-cali-lili-indies-all-rights-reserved
[3] https://trib.al/9v3rRSw
[2] https://www.msnbc.com/opinion/msnbc-opinion/republican-s-stunning-hypocrisy-after-voting-against-same-sex-marriage-n1297494
[2] http://www.cnn.com/video/data/2.0/video/politics/2022/07/22/tammy-baldwin-marco-rubio-same-sex-marriage-bill-confrontation-lead-intv-vpx.cnn.html
[2] https://twitter.com/aterkel/status/1552740956738359296

Top URLs in Tweet in G9:
[409] https://twitter.com/aterkel/status/1552740956738359296
[9] https://www.thebulwark.com/podcast-episode/tim-miller-the-politics-of-petulance/
[4] https://www.nbcnews.com/nbc-out/out-news/gop-lawmaker-attended-gay-sons-wedding-3-days-voting-sex-marriage-rcna39863
[3] https://www.washingtonpost.com/nation/2022/07/26/glenn-thompson-gay-marriage/
[2] https://twitter.com/arthurdelaneyhp/status/1552747893731246080
[1] https://thetriad.thebulwark.com/p/democrats-the-good-and-the-bad
[1] https://twitter.com/bresreports/status/1552330343755272194
[1] https://trib.al/pnGvF7D
[1] https://www.mediaite.com/politics/susan-collins-hints-gay-marriage-bill-could-be-in-trouble-over-democrats-unrelated-spending-package/
[1] https://www.washingtonpost.com/politics/2022/07/29/abortion-roe-midterms-poll/?tid=ss_tw

Top URLs in Tweet in G10:
[68] https://kutv.com/news/local/utah-candidate-for-clerk-says-he-wont-grant-same-sex-marriage-licenses-county-clerk-state-constitution-controversary-equal-protection-republican-jake-oaks-supreme-court-gay-marriage-aaron-davidson
[24] https://texassignal.com/just-one-texas-republican-votes-to-protect-gay-marriage/
[15] https://twitter.com/ryandeto/status/1552789345366671366
[10] https://twitter.com/aterkel/status/1552740956738359296
[4] https://www.huffpost.com/entry/collins-same-sex-marriage_n_62e2d05ae4b0d0ea9b751b87
[4] https://www.usatoday.com/story/opinion/2022/07/25/senate-republicans-codify-gay-marriage-log-cabin/10123043002/?gnt-cfr=1
[2] https://twitter.com/brianschatz/status/1552848606851436545
[2] https://twitter.com/JacquiHeinrich/status/1552663064977317888
[2] https://caselaw.findlaw.com/dc-court-of-appeals/1531494.html
[1] https://thehill.com/changing-america/enrichment/education/559881-florida-gov-signs-law-requiring-students-and-faculty-be/

Top Domains
Top Domains in Tweet in Entire Graph:
[1557] twitter.com
[596] huffpost.com
[256] nbcnews.com
[176] rawstory.com
[136] comicsands.com
[129] trib.al
[86] kutv.com
[83] breitbart.com
[64] co.uk
[58] youtube.com

Top Domains in Tweet in G1:
[9] rawstory.com
[8] twitter.com
[8] huffpost.com
[6] nbcnews.com
[5] congress.gov
[2] trib.al
[2] alternet.org
[1] co.uk
[1] instagram.com
[1] apple.news

Top Domains in Tweet in G2:
[102] nbcnews.com
[7] twitter.com
[1] axios.com
[1] huffpost.com

Top Domains in Tweet in G3:
[10] rawstory.com
[6] twitter.com
[4] lgbtqnation.com
[3] nbcnews.com
[3] triblive.com
[1] forbes.com
[1] towleroad.com
[1] kutv.com
[1] huffpost.com

Top Domains in Tweet in G4:
[193] huffpost.com
[152] twitter.com
[23] nbcnews.com
[9] rawstory.com
[6] themarysue.com
[6] trib.al
[6] newsweek.com
[5] youtube.com
[4] theguardian.com
[4] politico.com

Top Domains in Tweet in G5:
[11] rawstory.com
[4] twitter.com
[3] huffpost.com
[2] comicsands.com
[2] mediaite.com
[1] trib.al
[1] nbcnews.com

Top Domains in Tweet in G6:
[15] dailykos.com
[12] twitter.com
[7] huffpost.com
[5] nbcnews.com
[2] rawstory.com
[1] mediaite.com
[1] kutv.com

Top Domains in Tweet in G7:
[155] twitter.com
[53] rawstory.com
[16] lgbtqnation.com
[14] breitbart.com
[12] thepetitionsite.com
[11] nbcnews.com
[10] deadline.com
[7] co.uk
[7] christianpost.com
[6] youtube.com

Top Domains in Tweet in G8:
[268] huffpost.com
[90] trib.al
[30] nbcnews.com
[27] apple.com
[12] twitter.com
[6] bandcamp.com
[3] cnn.com
[2] msnbc.com
[2] rawstory.com
[2] politico.com

Top Domains in Tweet in G9:
[413] twitter.com
[10] thebulwark.com
[4] washingtonpost.com
[4] nbcnews.com
[1] trib.al
[1] mediaite.com

Top Domains in Tweet in G10:
[69] kutv.com
[48] twitter.com
[24] texassignal.com
[6] youtube.com
[5] huffpost.com
[4] usatoday.com
[2] thehill.com
[2] nytimes.com
[2] newsweek.com
[2] findlaw.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[109] freshresists
[71] lgbtq
[67] gay
[64] demvoice1
[41] wtpblue
[40] herbody
[35] obv
[31] tastriestrial
[29] voteblue2022
[29] marriage



Top Hashtags in Tweet in G1:
[2] freshresists
[1] peopleoverpolitics
[1] votebluetosaveamerica

Top Hashtags in Tweet in G2:
[4] deadlinewh
[2] republicans
[1] voteblue2022
[1] freshresists

Top Hashtags in Tweet in G3:
[1] voteblue2022
[1] votebluenomatterwho
[1] vote
[1] worthless

Top Hashtags in Tweet in G4:
[8] voteblue2022
[5] marriageequality
[4] gop
[4] voteblue
[4] notashredofintegrity
[3] verdict
[3] demvoice1
[3] fresh
[3] mepolitics
[3] bluewave2022

Top Hashtags in Tweet in G5:
[13] voteblue
[12] wtpblue
[3] republicans
[3] voteblue2022
[2] endthegop
[2] wtp1380
[2] republicansaretheproblem
[2] votethemallout2022
[2] freshresists

Top Hashtags in Tweet in G6:
[6] bluecrew
[2] freshresists
[1] smartnews
[1] gay

Top Hashtags in Tweet in G7:
[31] tastriestrial
[5] news
[4] gop
[3] susancollins
[3] gay
[3] lgbtqia
[3] lgbtq
[3] loveislove
[2] republicans
[2] senate

Top Hashtags in Tweet in G8:
[40] herbody
[22] blacklivesmatter
[22] repealrapeculture
[22] vetovaginalprobehateculture
[22] marriage
[22] gay
[22] happy
[20] lawoftheland
[20] roe
[18] likeafgirl

Top Hashtags in Tweet in G9:
[9] wisen
[3] voteblue2022

Top Hashtags in Tweet in G10:
[27] demvoice1
[26] onev1
[26] wtpblue
[2] freshresists
[2] lgbtq
[2] lgbti
[2] lgbtiq
[2] lgbtqia
[2] biseksuel
[2] cuba

Top Words
Top Words in Tweet in Entire Graph:
[19091] marriage
[19022] gay
[9181] pass
[7661] republicans
[5301] students
[5232] thomas
[5217] justice
[4999] dems
[4417] cuz
[3713] making

Top Words in Tweet in G1:
[7645] pass
[3146] gay
[3127] marriage
[3055] aca
[2615] contraception
[2589] vets
[2588] sick
[1730] roe
[1728] gun
[1727] safety

Top Words in Tweet in G2:
[4623] justice
[4623] thomas
[4622] students
[2529] marriage
[2523] gay
[2375] supreme
[2375] court
[2374] washington
[2373] extremist
[2372] abortion

Top Words in Tweet in G3:
[3700] republicans
[3627] dems
[3616] cuz
[1995] marriage
[1994] gay
[1872] making
[1872] pay
[1848] susan
[1844] collins
[1811] veterans

Top Words in Tweet in G4:
[1356] marriage
[1349] gay
[684] bill
[540] harder
[537] climate
[512] support
[504] collins
[502] susan
[458] inflation
[450] pass

Top Words in Tweet in G5:
[903] marriage
[897] gay
[540] ending
[473] roe
[463] gop
[452] more
[448] house
[447] favor
[446] majorities
[445] please

Top Words in Tweet in G6:
[1408] marco
[837] marriage
[835] gay
[704] rubio
[704] touch
[549] democrats
[425] against
[422] veterans
[367] voted
[364] vote

Top Words in Tweet in G7:
[726] gay
[636] marriage
[128] bill
[92] people
[83] sex
[82] same
[72] gop
[72] against
[68] collins
[62] susan

Top Words in Tweet in G8:
[571] marriage
[564] gay
[403] republicans
[331] bill
[314] susan
[314] collins
[306] democrats
[302] drug
[287] inflation
[282] don

Top Words in Tweet in G9:
[821] bill
[486] gay
[484] marriage
[416] protect
[412] democrats
[410] support
[409] oppose
[409] overwhelmingly
[409] vote
[408] popular

Top Words in Tweet in G10:
[384] popular
[382] both
[381] necessary
[350] marriage
[337] gay
[333] republicans
[236] veterans
[221] clean
[221] energy
[218] block

Top Word Pairs
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
Top Replied-To in Entire Graph:
@mattxiv
@repbobgood
@arthurdelaneyhp
@aterkel
@tepidpolitics
@thangbrandr
@senatorcollins
@hbiii9
@jonnysteve15
@brianschatz

Top Replied-To in G1:
@teampelosi
@retron1985
@amylouvoodoo
@mattperdue
@mkraju
@lostinspace765t
@misterbumface
@cathylue827
@morethanmysle
@amy_siskind

Top Replied-To in G2:
@danrather
@jb70740051
@yankees0606
@occupydemocrats
@davekelley6
@rachelleroyse
@richones1
@ashtianibijan
@umissarenolady

Top Replied-To in G3:
@tomheaney
@charliesoo1984
@out5p0ken
@snartkety
@dawnrochelle12
@rosskneedeep
@tiffeloyx
@i_choose_exile

Top Replied-To in G4:
@arthurdelaneyhp
@aterkel
@senatorcollins
@gop
@mrscottlads
@amoneyresists
@aerrlock
@x7gaming91
@andrewwestfall4
@leadermcconnell

Top Replied-To in G5:
@mmpadellan
@pahe56435751
@ksaloha
@danabramslive
@hurlgirl
@lenalinn1
@jasonkander
@missa1969
@wtpblue
@realtuckfrumper

Top Replied-To in G6:
@jeffreyritchey
@meredizzzle
@michalbrooks
@aliasvaughn

Top Replied-To in G8:
@noliewithbtc
@docdeezwhat
@suprememeats
@kylegriffin1
@generaltsos4u
@malfunkn
@howrealislife
@pinaykanu_m
@msnbc
@cnn

Top Replied-To in G9:
@timodc
@cindycoops
@stillpersister
@bradleyhaines32
@mfstern
@mynameisbeths
@sykescharlie
@jarsaiv

Top Replied-To in G10:
@brianschatz
@skrossa
@lolbertrpublicn
@sailing_fool
@mcbrungus
@switchatoll
@juicebox777771
@fbird55
@tndem4
@chrisbigdogs

Top Mentioned
Top Mentioned in Entire Graph:
@speakerpelosi
@reallyamerican1
@jnicholsonindc
@repbobgood
@repmtg
@libsoftiktok
@repadamschiff
@thechrissantos
@meghanjg
@vvandinsky

Top Mentioned in G1:
@speakerpelosi
@amy_siskind
@natashabure
@maddowblog
@rachel
@candacecbure
@lostinspace765t
@donwinslow
@mkraju
@jodiehmoss

Top Mentioned in G2:
@danrather
@reallyamerican1
@speakerpelosi
@tds16201
@davekelley6
@nbcnews
@richones1

Top Mentioned in G3:
@out5p0ken
@snartkety
@lorifalce

Top Mentioned in G4:
@jnicholsonindc
@lavern_spicer
@potus
@gop
@tedcruz
@umaine
@timrunshismouth
@ruttersmarc
@kirklaz2
@speakerpelosi

Top Mentioned in G5:
@reallyamerican1
@speakerpelosi
@mmpadellan
@jasonkander
@tedcruz
@christopherhahn
@realtuckfrumper
@washing78871909
@kevinwitvliet00
@martina28813939

Top Mentioned in G6:
@speakerpelosi
@highbrow_nobrow
@reallyamerican1
@aliasvaughn

Top Mentioned in G7:
@resistanceinred

Top Mentioned in G8:
@foxnews
@cnn
@nbcnews
@travelinupe
@sayssimonson
@maddowblog
@grumpyoldgit5
@freebeacon
@joncoopertweets
@nickidewbear

Top Mentioned in G9:
@speakerpelosi
@sykescharlie
@repthomson
@timodc
@desdmonadelight
@anyfishanytime
@rileyruby2
@mazmania2
@stevepoliti
@mynameisbeths

Top Mentioned in G10:
@repcuellar
@veenadubal
@sunbeltpolitics
@mcbrungus
@fbird55
@texassignal
@dictionarycom
@centristmadness
@pennthusiast
@speakerpelosi

Top Tweeters
Top Tweeters in Entire Graph:
@knewz_currently
@dichristine
@stephenoflyf
@andyvermaut
@tinamarie_80s
@mattmurph24
@cagney1991
@7b73f39b85e1415
@kat4obama
@joni_looking

Top Tweeters in G1:
@bannerite
@rhiles2760
@ansisegle
@russelltim151
@mog7546
@amyayers16
@lindacollins11
@gwydion620
@davidpsdem
@kath2252

Top Tweeters in G2:
@onahunttoday
@79topper
@awelab1956
@joannecangal
@sachikoko
@arcticfox_am_i
@hermitme1
@clayreinabq
@didifrench
@catlover1943

Top Tweeters in G3:
@cagney1991
@7b73f39b85e1415
@marthalynneowe1
@morgfair
@lavenderblue27
@castonchris
@kimpy123
@trumpwatchnews
@newyorker2212
@ecwpunk81

Top Tweeters in G4:
@cloudwanderer3
@carrybeyond
@teram323tere
@brontyman
@jrbkjrbk
@enrico056
@sexygirl798
@elkehollings
@sallyagale
@lorettabower3

Top Tweeters in G5:
@kak089
@shirley10090505
@sandykalano
@knight201701
@mtmarilyn2
@realtuckfrumper
@donnathorson
@tabruns
@jjaazzee1
@heysyd

Top Tweeters in G6:
@givemepie360
@akuma_river
@foggybottomgal
@jcmarbury
@jocowboys87
@tallyannae
@iamforeverblue2
@changetocindy
@daretothink53
@odoylecharlotte

Top Tweeters in G7:
@knewz_currently
@andyvermaut
@parliamodinews
@chronlaw
@gpwriter
@kilsally
@getthatrightgtr
@amoravcov
@jeguru1
@nadiasindi

Top Tweeters in G8:
@vonrosenchild
@govsherazkhan
@straitarrow10
@linda1746
@bethsinniresist
@b140tweet
@mrtachilles
@zentaoprincess
@terryg1979
@mchovden1785

Top Tweeters in G9:
@lizditz
@manmet80
@eykis
@_silversmith
@roripierpont1
@hockeyfangirl12
@debr3322
@boandsunny
@nitenitemelissa
@artis_elemental

Top Tweeters in G10:
@kat4obama
@yarosisnancy
@mharvey816
@joanisparkles
@lisabromley21
@meomy1236
@barbiewithatude
@therealzanetta
@edgeoforever
@noybsk2017


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