Trump Toilet, Twitter, 12/7/2019 10:51:13 PM, 218355


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Trump Toilet_2019-12-07_12-10-24.xlsx
Trump Toilet_2019-12-07_12-10-24.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
December 07, 2019
Short Description:
Trump Toilet via NodeXL http://bit.ly/2Ly2vsa
@danrather
@joncoopertweets
@realdonaldtrfan
@realdonaldtrump
@kylegriffin1
@palmerreport
@amy_siskind
@beautybind
@tonyposnanski
@gregolear

Top hashtags:
#toilettrump
#epa
#theresistance
#toiletgate
#swirlytrump
#trump

Description:
Description
The graph represents a network of 15,838 Twitter users whose recent tweets contained "Trump Toilet", 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, 07 December 2019 at 21:22 UTC.

The tweets in the network were tweeted over the 8-hour, 25-minute period from Saturday, 07 December 2019 at 11:45 UTC to Saturday, 07 December 2019 at 20:10 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 : 15838
Unique Edges : 20896
Edges With Duplicates : 1090
Total Edges : 21986
Self-Loops : 1525
Reciprocated Vertex Pair Ratio : 0.0020046106043901
Reciprocated Edge Ratio : 0.00400120036010803
Connected Components : 1248
Single-Vertex Connected Components : 901
Maximum Vertices in a Connected Component : 13617
Maximum Edges in a Connected Component : 19558
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.275077
Graph Density : 7.97125004454276E-05
Modularity : 0.77017
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 15,838 Twitter users whose recent tweets contained "Trump Toilet", 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, 07 December 2019 at 21:22 UTC.

The tweets in the network were tweeted over the 8-hour, 25-minute period from Saturday, 07 December 2019 at 11:45 UTC to Saturday, 07 December 2019 at 20:10 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 : Trump Toilet
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[316] https://twitter.com/kyivpost/status/1203262628023455744
[197] https://www.politicususa.com/2019/12/07/former-federal-prosecutor-calls-trump-toilet-ramble-evidence-of-broken-brain.html
[130] https://www.usatoday.com/story/news/politics/2019/12/06/trump-americans-flushing-toilets-10-times-15-times/4360782002/
[119] https://www.cnn.com/2019/12/07/politics/trump-americans-flushing-toilets-intl/index.html
[100] https://www.politicususa.com/2019/12/06/trump-toilet-flushing.html
[81] https://www.theguardian.com/us-news/2019/dec/06/trump-says-people-flush-the-toilet-10-times-and-seeks-solution
[81] https://twitter.com/washingtonpost/status/1203050997423255553
[42] https://www.huffpost.com/entry/trump-toilet-faucet-epa-environment_n_5deb1e63e4b0d50f32b3706e
[38] https://www.rawstory.com/2019/12/trumps-digestive-system-the-butt-of-jokes-after-he-argues-it-takes-10-to-15-times-to-flush-the-toilet/
[37] https://trib.al/t6AjC8b

Top URLs in Tweet in G1:
[2] https://www.theguardian.com/us-news/2019/dec/06/trump-says-people-flush-the-toilet-10-times-and-seeks-solution?CMP=share_btn_tw
[1] https://www.politicususa.com/2019/12/07/former-federal-prosecutor-calls-trump-toilet-ramble-evidence-of-broken-brain.html
[1] https://www.businessinsider.com/trump-epa-people-flushing-toilets-10-15-times-2019-12
[1] http://www.topbuzz.com/a/6767738118721241606?app_id=1222&gid=6767738118721241606&impr_id=6767742641162914053&language=en®ion=us&user_id=6648210018753724421&c=tw
[1] https://www.theguardian.com/us-news/2019/dec/06/trump-says-people-flush-the-toilet-10-times-and-seeks-solution
[1] https://www.huffpost.com/entry/trump-toilet-faucet-epa-environment_n_5deb1e63e4b0d50f32b3706e
[1] https://twitter.com/howarda_esq/status/1203310472977616896
[1] https://www.metro.us/president-trump/acting-ag-matt-whitakers-company-touted-toilet-seats-well-endowed-men

Top URLs in Tweet in G2:
[4] https://www.politicususa.com/2019/12/07/former-federal-prosecutor-calls-trump-toilet-ramble-evidence-of-broken-brain.html
[3] https://twitter.com/washingtonpost/status/1203050997423255553
[2] https://www.usatoday.com/story/news/politics/2019/12/06/trump-americans-flushing-toilets-10-times-15-times/4360782002/
[2] https://twitter.com/cjbcoleactivate/status/1203262023511019521
[2] https://www.politicususa.com/2019/12/06/trump-toilet-flushing.html
[2] https://www.cnn.com/2019/12/07/politics/trump-americans-flushing-toilets-intl/index.html
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=2c5b0640-1937-11ea-9209-bf2d3180a1b4&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMi0wNi90cnVtcC1vcmRlcnMtdG9pbGV0LXJ1bGUtcmV2aWV3LXNheWluZy1wZW9wbGUtZmx1c2gtMTAtdGltZXM=
[1] https://twitter.com/ssurovell/status/1203298805027880960
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=afebbfe0-1937-11ea-bfa9-61f9bc7cbb26&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMi0wNi90cnVtcC1vcmRlcnMtdG9pbGV0LXJ1bGUtcmV2aWV3LXNheWluZy1wZW9wbGUtZmx1c2gtMTAtdGltZXM=
[1] https://19january2017snapshot.epa.gov/www3/watersense/products/flushometer-valve-toilets.html

Top URLs in Tweet in G3:
[18] https://www.usatoday.com/story/news/politics/2019/12/06/trump-americans-flushing-toilets-10-times-15-times/4360782002/
[17] https://www.cnn.com/2019/12/07/politics/trump-americans-flushing-toilets-intl/index.html
[12] https://www.politicususa.com/2019/12/07/former-federal-prosecutor-calls-trump-toilet-ramble-evidence-of-broken-brain.html
[9] https://twitter.com/kyivpost/status/1203262628023455744
[9] https://www.theguardian.com/us-news/2019/dec/06/trump-says-people-flush-the-toilet-10-times-and-seeks-solution
[8] https://www.huffpost.com/entry/trump-toilet-faucet-epa-environment_n_5deb1e63e4b0d50f32b3706e
[7] https://www.politicususa.com/2019/12/06/trump-toilet-flushing.html
[5] https://twitter.com/washingtonpost/status/1203050997423255553
[5] https://apparelparody.com/collections/frontpage/products/trump-toilet-bowl-cleaner
[3] http://va.news-republic.com/article/i6767452314715292166?app_id=1239&c=tw&gid=6767452314715292166&impr_id=6767672726222555398&language=en®ion=us&user_id=6498980091236713481

Top URLs in Tweet in G4:
[4] https://www.usatoday.com/story/news/politics/2019/12/06/trump-americans-flushing-toilets-10-times-15-times/4360782002/
[3] https://www.theguardian.com/us-news/2019/dec/06/trump-says-people-flush-the-toilet-10-times-and-seeks-solution?utm_term=Autofeed&CMP=twt_b-gdnnews&utm_medium=Social&utm_source=Twitter#Echobox=1575685185
[2] https://www.theguardian.com/us-news/2019/dec/06/trump-says-people-flush-the-toilet-10-times-and-seeks-solution
[2] https://www.rawstory.com/2019/12/everyone-is-baffled-by-trumps-rambling-rant-about-flushing-toilets-10-times-15-times/#.XesIZ7DyDts.twitter
[1] https://www.amazon.com/Tenrry-Donald-Trump-Toilet-Brush/dp/B07V9GP18Z/ref=asc_df_B07V9GP18Z/?tag=hyprod-20&linkCode=df0&hvadid=385182347279&hvpos=1o3&hvnetw=g&hvrand=10410519435102023359&hvpone=&hvptwo=&hvqmt=&hvdev=m&hvdvcmdl=&hvlocint=&hvlocphy=9006624&hvtargid=pla-870144122554&psc=1&tag=&ref=&adgrpid=78287726133&hvpone=&hvptwo=&hvadid=385182347279&hvpos=1o3&hvnetw=g&hvrand=10410519435102023359&hvqmt=&hvdev=m&hvdvcmdl=&hvlocint=&hvlocphy=9006624&hvtargid=pla-870144122554
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=f4741c80-1936-11ea-b1cf-ef6568fc9a9c&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMi0wNi90cnVtcC1vcmRlcnMtdG9pbGV0LXJ1bGUtcmV2aWV3LXNheWluZy1wZW9wbGUtZmx1c2gtMTAtdGltZXM=
[1] https://twitter.com/realdonaldtrfan/status/1203347204653621248
[1] https://www.dailymotion.com/urlshortener?path=x5vm9hx&
[1] https://twitter.com/davidcorndc/status/1203132046467641344
[1] https://www.politicususa.com/2019/12/07/former-federal-prosecutor-calls-trump-toilet-ramble-evidence-of-broken-brain.html?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G5:
[76] https://www.cnn.com/2019/12/07/politics/trump-americans-flushing-toilets-intl/index.html
[45] https://www.theguardian.com/us-news/2019/dec/06/trump-says-people-flush-the-toilet-10-times-and-seeks-solution
[32] https://www.usatoday.com/story/news/politics/2019/12/06/trump-americans-flushing-toilets-10-times-15-times/4360782002/
[26] https://www.theguardian.com/us-news/2019/dec/06/trump-says-people-flush-the-toilet-10-times-and-seeks-solution?CMP=share_btn_tw
[17] https://www.politicususa.com/2019/12/06/trump-toilet-flushing.html
[14] https://twitter.com/washingtonpost/status/1203050997423255553
[14] https://apple.news/Api8TLKksR6OH6b1o4TzUeg
[13] https://www.huffpost.com/entry/trump-toilet-faucet-epa-environment_n_5deb1e63e4b0d50f32b3706e
[12] https://twitter.com/kylegriffin1/status/1203055422388736000
[11] https://www.theguardian.com/us-news/2019/dec/06/trump-says-people-flush-the-toilet-10-times-and-seeks-solution?CMP=Share_iOSApp_Other

Top URLs in Tweet in G6:
[2] https://twitter.com/kyivpost/status/1203262628023455744
[2] https://twitter.com/sachie2019/status/1203041766603030528?s=21
[1] https://www.nbcnews.com/politics/donald-trump/trump-says-epa-looking-toilets-my-suggestion-n1097511
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=6d6deb30-1936-11ea-adf7-b97a7883e73e&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMi0wNi90cnVtcC1vcmRlcnMtdG9pbGV0LXJ1bGUtcmV2aWV3LXNheWluZy1wZW9wbGUtZmx1c2gtMTAtdGltZXM=
[1] https://www.usatoday.com/story/news/politics/2019/12/06/trump-americans-flushing-toilets-10-times-15-times/4360782002/
[1] https://www.theguardian.com/us-news/2019/dec/06/trump-says-people-flush-the-toilet-10-times-and-seeks-solution?CMP=share_btn_tw
[1] https://www.rawstory.com/2019/12/trumps-digestive-system-the-butt-of-jokes-after-he-argues-it-takes-10-to-15-times-to-flush-the-toilet/#.XerDsHp84IY.twitter
[1] https://twitter.com/washingtonpost/status/1203050997423255553
[1] https://tweetedtimes.com/healthmagazine0?s=tnp
[1] https://m.huffpost.com/us/entry/us_5deb1e63e4b0d50f32b3706e?ncid=tweetlnkushpmg00000067

Top URLs in Tweet in G7:
[1] https://twitter.com/TomJChicago/status/1203315851291742208
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=6df7bf30-1937-11ea-8aff-f7ddbc5b5faf&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMi0wNi90cnVtcC1vcmRlcnMtdG9pbGV0LXJ1bGUtcmV2aWV3LXNheWluZy1wZW9wbGUtZmx1c2gtMTAtdGltZXM=
[1] https://twitter.com/lilyX68/status/1203310819502510085
[1] https://twitter.com/jeffmason1/status/1203038357179289606
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=6fe3f440-1936-11ea-abd3-5394bcd69ef3&url=L25ld3MvYXJ0aWNsZXMvMjAxOS0xMi0wNi90cnVtcC1vcmRlcnMtdG9pbGV0LXJ1bGUtcmV2aWV3LXNheWluZy1wZW9wbGUtZmx1c2gtMTAtdGltZXM=
[1] https://twitter.com/jim_jordan/status/1203021965243617286
[1] https://twitter.com/thekjohnston/status/1203055270303154176
[1] https://www.nytimes.com/interactive/2019/climate/trump-environment-rollbacks.html
[1] https://mobile.twitter.com/frieze_magazine/status/956886547248418816
[1] https://twitter.com/democracynow/status/1203283514885627904

Top URLs in Tweet in G8:
[16] https://www.palmerreport.com/analysis/toilet-donald-trump-meltdown-bizarre/23438/
[7] https://thehill.com/blogs/in-the-know/in-the-know/473488-artist-behind-gold-toilet-offered-to-trump-sells-banana-duct
[4] https://twitter.com/washingtonpost/status/1203050997423255553
[2] https://twitter.com/DrHueyLi/status/1194820831366373376?s=20
[2] https://www.politicususa.com/2019/12/06/trump-toilet-flushing.html
[1] https://twitter.com/RedTRaccoon/status/1053785683494494208
[1] https://twitter.com/littledeekay/status/1203054957513134081
[1] https://twitter.com/thehill/status/1203357762719236096
[1] https://twitter.com/AndyOstroy/status/1203373952510414848
[1] https://thehill.com/policy/energy-environment/473450-trump-calls-for-review-of-water-efficiency-standards-saying-people#.XevkrdWO9ew.twitter

Top URLs in Tweet in G9:
[3] https://twitter.com/kyivpost/status/1203262628023455744
[1] https://www.cnn.com/2019/12/07/politics/trump-americans-flushing-toilets-intl/index.html

Top URLs in Tweet in G10:
[10] https://occupydemocrats.com/2019/12/06/trump-complains-about-having-to-flush-the-toilet-10-or-15-times-and-twitter-is-losing-it/
[6] https://twitter.com/kyivpost/status/1203262628023455744
[2] https://twitter.com/atrupar/status/1203050874358181888
[2] https://odaction.com/
[2] https://odaction.com/trump-rants-about-having-to-flush-toilet-10-times/
[2] https://www.politicususa.com/2019/12/07/former-federal-prosecutor-calls-trump-toilet-ramble-evidence-of-broken-brain.html
[2] https://fortune.com/2018/01/26/trump-asked-for-a-van-gogh-got-offered-a-golden-toilet/
[1] https://www.huffpost.com/entry/trump-toilet-faucet-epa-environment_n_5deb1e63e4b0d50f32b3706e
[1] https://www.cnn.com/2019/12/07/politics/trump-americans-flushing-toilets-intl/index.html
[1] https://odaction.com/trump-rants-about-having-to-flush-toilet-10-times

Top Domains
Top Domains in Tweet in Entire Graph:
[676] twitter.com
[395] bloomberg.com
[329] politicususa.com
[197] theguardian.com
[142] cnn.com
[136] usatoday.com
[102] trib.al
[83] huffpost.com
[43] rawstory.com
[38] vanityfair.com

Top Domains in Tweet in G1:
[3] theguardian.com
[1] politicususa.com
[1] businessinsider.com
[1] topbuzz.com
[1] huffpost.com
[1] twitter.com
[1] metro.us

Top Domains in Tweet in G2:
[11] twitter.com
[6] politicususa.com
[5] bloomberg.com
[2] usatoday.com
[2] cnn.com
[1] epa.gov
[1] thehill.com
[1] rawstory.com
[1] trib.al
[1] occupydemocrats.com

Top Domains in Tweet in G3:
[35] bloomberg.com
[29] twitter.com
[20] cnn.com
[19] politicususa.com
[18] usatoday.com
[15] theguardian.com
[11] huffpost.com
[5] msn.com
[5] apparelparody.com
[3] amazon.com

Top Domains in Tweet in G4:
[5] theguardian.com
[4] usatoday.com
[3] twitter.com
[2] rawstory.com
[1] amazon.com
[1] bloomberg.com
[1] dailymotion.com
[1] politicususa.com

Top Domains in Tweet in G5:
[130] twitter.com
[103] theguardian.com
[93] cnn.com
[73] bloomberg.com
[35] usatoday.com
[29] politicususa.com
[22] apple.news
[20] nytimes.com
[15] huffpost.com
[14] trib.al

Top Domains in Tweet in G6:
[6] twitter.com
[2] theguardian.com
[2] politicususa.com
[1] nbcnews.com
[1] bloomberg.com
[1] usatoday.com
[1] rawstory.com
[1] tweetedtimes.com
[1] huffpost.com
[1] businessinsider.com

Top Domains in Tweet in G7:
[7] twitter.com
[2] bloomberg.com
[1] nytimes.com
[1] thehill.com
[1] theguardian.com

Top Domains in Tweet in G8:
[16] palmerreport.com
[13] twitter.com
[8] thehill.com
[2] politicususa.com
[1] talkingpointsmemo.com
[1] rawstory.com

Top Domains in Tweet in G9:
[3] twitter.com
[1] cnn.com

Top Domains in Tweet in G10:
[10] twitter.com
[10] occupydemocrats.com
[5] odaction.com
[3] politicususa.com
[2] fortune.com
[1] huffpost.com
[1] cnn.com
[1] bloomberg.com
[1] esquire.com
[1] mediaite.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[817] toilettrump
[263] epa
[262] theresistance
[235] toiletgate
[206] swirlytrump
[138] trump
[96] jimjordan
[60] flushtrump2020
[31] onevoice1
[30] 25amendment



Top Hashtags in Tweet in G1:
[1] trumptoilet
[1] stablegenius
[1] trumpisalaughingstock
[1] topbuzz
[1] toiletgate
[1] toilettrump

Top Hashtags in Tweet in G2:
[57] toilettrump
[47] flushtrump2020
[8] theresistance
[8] epa
[4] toiletgate
[3] swirlytrump
[1] justsayin
[1] jimjordan
[1] altcensus
[1] flushtheturdonnovemberthird

Top Hashtags in Tweet in G3:
[65] toilettrump
[28] toiletgate
[19] trump
[13] theresistance
[13] epa
[11] swirlytrump
[7] jimjordan
[6] flushtrump2020
[6] trumpisalaughingstock
[6] americansforimpeachment

Top Hashtags in Tweet in G4:
[22] toilettrump
[9] trump
[2] donaldtrump
[2] trumpurinal
[2] trumpgoldenshower
[2] trumptoiletpaper
[2] toiletgate
[1] saturdaythoughts
[1] theresistance
[1] epa

Top Hashtags in Tweet in G5:
[81] toilettrump
[26] trump
[23] toiletgate
[6] smartnews
[5] trumpisalaughingstock
[5] toilet
[5] donaldtrump
[4] impeachandremove
[4] water
[3] resist

Top Hashtags in Tweet in G6:
[2] toiletgate
[2] toilettrump
[1] 25thamendmentnow
[1] votebluenomatterwho
[1] impeachtrumpnow
[1] amjoy
[1] reiders
[1] trump
[1] stopthewaste
[1] theresistance

Top Hashtags in Tweet in G7:
[329] toilettrump
[77] jimjordan
[13] toiletgate
[5] epa
[5] tidybowltrump
[5] toilet
[4] theresistance
[4] insanetrump
[3] trump
[2] flushtrump2020

Top Hashtags in Tweet in G8:
[82] toiletgate
[7] toilettrump
[3] trump
[1] inews9k
[1] shitydistraction
[1] bebest
[1] liars

Top Hashtags in Tweet in G9:
[14] toilettrump
[1] trump
[1] jimjordan

Top Hashtags in Tweet in G10:
[200] theresistance
[200] epa
[10] toilettrump
[5] toiletgate
[3] resist
[3] swirlytrump
[2] jimjordan
[2] trumplaining
[2] uspoli
[2] trump

Top Words
Top Words in Tweet in Entire Graph:
[25966] Words in Sentiment List#1: Positive
[17595] Words in Sentiment List#2: Negative
[255] Words in Sentiment List#3: Angry/Violent
[526241] Non-categorized Words
[569802] Total Words
[17958] toilet
[17423] trump
[10730] times
[6673] flushing
[5904] 10

Top Words in Tweet in G1:
[2735] trump
[2734] toilet
[2691] regulations
[2688] pres
[2688] announcing
[2688] rethink
[2688] moment
[2688] metaphor
[2688] nation
[2688] crosses

Top Words in Tweet in G2:
[2789] times
[1974] 10
[1448] toilet
[1266] trump
[1149] 15
[1075] flushing
[1049] flush
[1013] people
[975] once
[924] toilets

Top Words in Tweet in G3:
[1502] toilet
[1197] trump
[1065] times
[771] flushing
[756] realdonaldtrump
[488] 15
[480] 10
[440] toilets
[385] flush
[365] now

Top Words in Tweet in G4:
[1073] toilet
[1053] trump
[966] toilets
[964] people
[954] more
[950] #toilettrump
[926] know
[923] time
[921] here
[921] white

Top Words in Tweet in G5:
[811] toilet
[739] trump
[500] times
[375] flush
[301] 15
[225] flushing
[221] 10
[181] americans
[137] people
[124] '10

Top Words in Tweet in G6:
[1403] times
[1384] flushing
[874] trump
[872] toilet
[719] 10
[717] toilets
[703] 15
[697] water
[696] people
[679] looking

Top Words in Tweet in G7:
[891] toilet
[796] trump
[629] #toilettrump
[443] water
[313] conservation
[311] up
[306] funny
[301] jokes
[301] fact
[301] ginning

Top Words in Tweet in G8:
[957] toilet
[875] trump
[681] donald
[662] flush
[662] times
[620] s
[504] fifteen
[445] shit
[444] new
[427] #toiletgate

Top Words in Tweet in G9:
[675] toilet
[667] trump
[584] s
[565] time
[558] really
[557] reading
[557] transcripts
[557] press
[557] conferences
[557] week

Top Words in Tweet in G10:
[796] times
[765] trump
[573] toilet
[449] 15
[445] 10
[433] flushing
[416] s
[403] now
[381] toilets
[274] people

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4843] 15,times
[4349] 10,times
[3411] flush,toilet
[3080] pres,trump
[3072] toilet,regulations
[3058] rethink,toilet
[3055] trump,announcing
[3054] announcing,rethink
[3054] regulations,moment
[3054] moment,metaphor

Top Word Pairs in Tweet in G1:
[2688] pres,trump
[2688] trump,announcing
[2688] announcing,rethink
[2688] rethink,toilet
[2688] toilet,regulations
[2688] regulations,moment
[2688] moment,metaphor
[2688] metaphor,nation
[2688] nation,crosses
[2688] crosses,over

Top Word Pairs in Tweet in G2:
[1695] 10,times
[1064] 15,times
[1032] toilet,10
[985] people,flushing
[971] flush,toilet
[860] times,15
[854] donald,trump
[846] water,pressure
[845] flushing,toilets
[844] toilets,10

Top Word Pairs in Tweet in G3:
[450] 15,times
[393] 10,times
[360] times,15
[318] flushing,toilets
[315] toilets,10
[263] orders,toilet
[261] toilet,review
[256] americans,flushing
[255] review,americans
[254] trump,orders

Top Word Pairs in Tweet in G4:
[926] toilet,trump
[921] white,house
[920] fake,news
[919] here,people
[919] people,mocking
[919] mocking,calling
[919] calling,toilet
[919] trump,fair
[919] fair,know
[919] know,more

Top Word Pairs in Tweet in G5:
[204] 15,times
[191] flush,toilet
[184] times,15
[128] 10,times
[123] '10,times
[101] toilet,10
[85] 15,times'
[81] trump,orders
[80] orders,toilet
[75] trump's,toilet

Top Word Pairs in Tweet in G6:
[700] 10,times
[698] 15,times
[684] people,flushing
[683] times,15
[682] flushing,toilets
[682] toilets,10
[680] toilet,flushing
[668] sinks,showers
[667] trump,discussing
[667] discussing,toilet

Top Word Pairs in Tweet in G7:
[313] water,conservation
[301] toilet,jokes
[301] jokes,funny
[301] funny,#toilettrump
[301] #toilettrump,fact
[301] fact,trump
[301] trump,ginning
[301] ginning,up
[301] up,change
[301] change,water

Top Word Pairs in Tweet in G8:
[551] flush,toilet
[527] donald,trump
[504] fifteen,times
[345] toilet,fifteen
[289] couple,reasons
[289] reasons,donald
[289] trump,need
[289] need,flush
[289] times,row
[289] row,s

Top Word Pairs in Tweet in G9:
[557] reading,transcripts
[557] transcripts,trump
[557] trump,s
[557] s,press
[557] press,conferences
[557] conferences,week
[557] week,really
[557] really,disturbing
[557] disturbing,toilet
[557] toilet,lightbulbs

Top Word Pairs in Tweet in G10:
[445] 15,times
[264] 10,15
[235] people,flushing
[214] trump,s
[201] toilet,10
[201] toilet,police
[200] #theresistance,ve
[200] ve,sh
[200] sh,tin
[200] tin,literally

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@joncoopertweets
@gtconway3d
@kylegriffin1
@washingtonpost
@jim_jordan
@56blackcat
@therynheart
@danrather
@atrupar

Top Replied-To in G1:
@dingos_atemy
@danrather
@delavegalaw

Top Replied-To in G2:
@joncoopertweets
@trump_sucks_01
@vardmin
@tbeto777
@mollyrach33
@cherylmorrisw
@kylegriffin1
@itsjeffhudson
@spockresists
@shanirish6

Top Replied-To in G3:
@realdonaldtrump
@therynheart
@jentaub
@danrather
@tomiahonen
@jim_jordan
@cnn
@itsjefftiedrich
@govbillweld
@tomfitton

Top Replied-To in G4:
@realdonaldtrfan
@martheresister
@geny60177
@joncoopertweets
@homemadeguitars

Top Replied-To in G5:

Top Replied-To in G6:
@washingtonpost
@kylegriffin1
@thedemcoalition
@joyannreid
@alroker
@realjackassels
@brentspiner
@azsweetheart013
@jeffreyguterman
@outofcontroljb

Top Replied-To in G7:
@jeffmason1
@glennkirschner2
@mrdanzak
@joncoopertweets
@tomjchicago
@kevinmkruse
@freddyatton
@radiofreetom
@beautybind
@frankconniff

Top Replied-To in G8:
@thehill
@palmerreport
@redtraccoon
@maggienyt
@doh_doh_burrd
@twmentality1
@tarquin_helmet
@pauletteparis1
@joncoopertweets
@mccarverdawn

Top Replied-To in G9:
@condreaydavid
@huntadelia62
@jentaub
@amy_siskind

Top Replied-To in G10:
@ladysif_demcast
@franktheshank88
@steveturner2112
@grandioseme
@richones1
@lindarchilders
@thinkoneworld
@ashlie_weeks

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@speakerpelosi
@repadamschiff
@politicususa
@cnn
@usatoday
@gop
@senategop
@vp
@housegop

Top Mentioned in G1:
@danrather
@socaljoy
@charmin
@speakerpelosi
@repadamschiff
@politicususa
@lizajasmine0318

Top Mentioned in G2:
@joncoopertweets
@realdonaldtrump
@politicususa
@funder
@speakerpelosi
@repadamschiff
@theodoricofyork
@spurguy210
@1zzyzyx1
@jose_fiasco

Top Mentioned in G3:
@realdonaldtrump
@cnn
@potus
@speakerpelosi
@lunamoon137
@whitehouse
@repadamschiff
@politicususa
@tomfitton
@lopezobrador_

Top Mentioned in G4:
@etsy
@sethn12
@webber_9esw9
@ez4u2say_janis
@stanspak

Top Mentioned in G5:
@fox8news

Top Mentioned in G6:
@kylegriffin1
@washingtonpost
@diamondclarke6
@williegeist
@gop
@mattwhitaker46
@jrubinblogger
@usatoday
@realdonaldtrump
@joyannreid

Top Mentioned in G7:
@tomjchicago
@jeffmason1
@glennkirschner2
@mzcheng363
@kevinmkruse
@realdonaldtrump
@nnus
@ursaluna
@johnjharwood
@mrdanzak

Top Mentioned in G8:
@palmerreport
@ronpric87692996
@truefactsstated
@maddogpac
@thehill
@tpm
@lindamarkss
@speakerpelosi
@repadamschiff

Top Mentioned in G10:
@occupydemocrats
@robyncherchew
@politicususa
@cbeaux
@juillet_dix
@chellelaine
@speakerpelosi
@repadamschiff
@goss30goss

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@oldlady12345
@robinsnewswire
@jurylady5
@phildecarolis
@bella623
@immoralreport
@cloudwanderer3
@kat4obama
@ez4u2say_janis

Top Tweeters in G1:
@jurylady5
@itseffinjas
@tottenbill
@stevekoehler22
@astraea_styx
@pamcurtis4210
@joanvw09
@emersonfan1
@joanisparkles
@politicalant

Top Tweeters in G2:
@sudeepkhatri
@stockguy61
@b140tweet
@magicdmw
@katcapps
@oufenix
@markfromhalsey
@sylviaz1913
@profesortbaker
@noholidayforgop

Top Tweeters in G3:
@paxnostrum
@yarosisnancy
@just_old_joe
@kenkircher1
@jilevin
@trump_enemy
@lindacollins11
@marthalynneowe1
@patta47cake
@docrocktex26

Top Tweeters in G4:
@bella623
@ez4u2say_janis
@truthglow
@trishpalmeryvr
@joni_looking
@suzanneinlgb
@charlesmunn1
@godelitsas
@stanspak
@88seattle61

Top Tweeters in G5:
@robinsnewswire
@bitcoinagile
@jondknight
@ecointernetdrgb
@rocketnews1
@billm9
@cahulaan
@wahyuarifp
@b1e56df9ce6549f
@usrealitycheck

Top Tweeters in G6:
@joannecangal
@de_plazza
@mtmarilyn2
@jasonlopezii
@whirledcitizen_
@pingachoo
@ecwpunk81
@___d0minique
@chennylou
@ranman09

Top Tweeters in G7:
@3wombats
@grandpooba5440
@unlewis
@princessbravato
@janet_yackle
@journeyproducti
@sandi_childs
@antipandemonium
@njdoc
@mjohnso27

Top Tweeters in G8:
@thehill
@politicalbee
@bethsinniresist
@teram323tere
@1chefdiva
@chelleb36
@kkalmes2
@missourigirl62
@fot_roca
@mooncatadams

Top Tweeters in G9:
@davidlance3
@jeannie_hartley
@sherazkhannyc
@noybsk2017
@msochubbard
@leftnotright
@smita093
@debratdmbg
@zsarrina
@maehamilton1

Top Tweeters in G10:
@cherokeesher2
@bannerite
@enrico056
@anoldlefty
@ajgma
@bluedillygal
@jailingtrump
@nasty_woman2
@scopedbylarry
@dianesatx