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#puertorico_2017-10-12_10-52-50.xlsx
#puertorico_2017-10-12_10-52-50.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
October 13, 2017
Short Description:
#puertorico via NodeXL http://bit.ly/2gzjLgT
@realdonaldtrump
@potus
@davidbegnaud
@chelseaclinton
@voxdotcom
@funder
@fema
@mmpadellan
@gop

Description:
Description
The graph represents a network of 15,256 Twitter users whose recent tweets contained "#puertorico", 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 Thursday, 12 October 2017 at 23:21 UTC.

The tweets in the network were tweeted over the 4-hour, 56-minute period from Thursday, 12 October 2017 at 13:09 UTC to Thursday, 12 October 2017 at 18:06 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 : 15256
Unique Edges : 25443
Edges With Duplicates : 3454
Total Edges : 28897
Self-Loops : 3112
Reciprocated Vertex Pair Ratio : 0.00308426203890283
Reciprocated Edge Ratio : 0.0061495572318793
Connected Components : 1970
Single-Vertex Connected Components : 1352
Maximum Vertices in a Connected Component : 11963
Maximum Edges in a Connected Component : 25185
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.481979
Graph Density : 0.000104808020683858
Modularity : 0.699071
NodeXL Version : 1.0.1.388

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[274] https://verrit.com/puerto-rico-deserves-better/
[161] https://twitter.com/nbcnews/status/918505336943890432
[115] https://twitter.com/ricardorossello/status/918483209301692416
[77] https://twitter.com/realdonaldtrump/status/918432809282342912
[74] https://twitter.com/realDonaldTrump/status/918432809282342912
[58] https://shareblue.com/trembling-with-anger-puerto-rican-american-lawmaker-blasts-trumps-shameful-threats/
[48] https://www.nbcnews.com/video/watch-rick-perry-call-puerto-rico-a-country-1071782467636
[46] https://www.vox.com/science-and-health/2017/10/11/16424356/puerto-rico-official-hurricane-maria-death-toll
[39] https://www.generosity.com/community-fundraising/offthegridpuertorico-for-the-deaf-hoh
[34] https://www.youtube.com/watch?v=D1IBXE2G6zw

Top URLs in Tweet in G1:
[28] http://thehill.com/homenews/senate/355072-schumer-to-trump-why-do-you-treat-puerto-ricans-different-from-other
[17] https://www.vox.com/science-and-health/2017/10/11/16424356/puerto-rico-official-hurricane-maria-death-toll
[14] https://twitter.com/realdonaldtrump/status/918432809282342912
[13] http://www.telemundopr.com/noticias/puerto-rico/Trump-reitera-que-ayuda-federal-a-Puerto-Rico-no-sera-eterna-FEMA-PR-destruccion-huracan-Maria-450584403.html
[10] https://verrit.com/puerto-rico-deserves-better/
[6] http://www.cnn.com/2017/10/12/politics/donald-trump-puerto-rico-tweets/index.html
[6] https://twitter.com/DaenerysResists/status/918447903009640448
[5] http://www.peacock-panache.com/2017/10/trump-abandon-puerto-rico-32352.html
[4] http://bronxboropres.nyc.gov/press/releases/2017-10-12.html
[4] http://www.politico.com/story/2017/10/12/trump-puerto-rico-response-long-term-243705

Top URLs in Tweet in G2:
[60] https://verrit.com/puerto-rico-deserves-better/
[29] http://latinousa.org/2017/10/12/117-people-listed-missing-puerto-rico-since-hurricane-maria-hit-island/
[23] http://www.latinorebels.com/2017/10/12/what-san-juan-mayor-yulin-cruz-texted-today-about-trumps-puerto-rico-tweets/
[22] https://www.washingtonpost.com/news/post-nation/wp/2017/10/12/trump-threatens-to-abandon-puerto-rico-recovery-effort/
[17] https://gutierrez.house.gov/media-center/press-releases/rep-guti-rrez-responds-president-s-tweets-puerto-rico-challenges-his
[15] https://twitter.com/WCKitchen/status/912685412975562758
[15] http://www.businessinsider.com/puerto-rico-devastation-hits-already-tattered-island-economy-2017-9
[11] https://www.washingtonpost.com/news/post-politics/wp/2017/10/12/trump-warns-puerto-rico-we-cannot-keep-fema-the-military-the-first-responders-forever/?undefined=&utm_term=.751dd5ca73ae&wpisrc=nl_most&wpmm=1
[10] https://www.nbcnews.com/nightly-news/video/outside-san-juan-puerto-ricans-plea-for-supplies-1065214019728
[10] https://fb.me/1hzCCCl3s

Top URLs in Tweet in G3:
[22] https://twitter.com/realdonaldtrump/status/918432809282342912
[22] https://twitter.com/realDonaldTrump/status/918432809282342912
[8] https://www.huffingtonpost.com/entry/trump-puerto-rico-fema_us_59df4de8e4b00abf36469922
[8] https://www.nbcnews.com/politics/donald-trump/trump-attacks-puerto-rico-threatens-pull-emergency-responders-n810036
[8] https://apple.news/AJ0K_udK2QyKwuMH1PrIfzA
[7] http://www.cnn.com/2017/10/12/politics/donald-trump-puerto-rico-tweets/index.html
[6] https://twitter.com/CharlesMBlow/status/918471349982629889
[5] https://apple.news/A5mIdkmlySzCE-Fmqgo7S3w
[5] https://www.washingtonpost.com/news/post-politics/wp/2017/10/12/trump-warns-puerto-rico-we-cannot-keep-fema-the-military-the-first-responders-forever/
[5] https://twitter.com/donnabrazile/status/918521064761823232

Top URLs in Tweet in G4:
[20] https://twitter.com/rosaclemente/status/918332985971232769
[19] https://twitter.com/davidbegnaud/status/918243002333761536
[10] https://twitter.com/pattyarquette/status/918534468947898373
[10] https://www.bostonglobe.com/opinion/editorials/2017/09/23/don-let-puerto-rico-languish/k7iPpkMGa54CDFd65Iwh4H/story.html?utm_content=bufferb6249&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[8] https://johnpavlovitz.com/2017/07/26/when-your-president-is-a-cancer/
[8] https://verrit.com/puerto-rico-deserves-better/
[8] https://twitter.com/ricardorossello/status/918483209301692416
[6] https://twitter.com/realDonaldTrump/status/918432809282342912
[4] https://www.nbcnews.com/politics/donald-trump/trump-attacks-puerto-rico-threatens-pull-emergency-responders-n810036
[4] https://twitter.com/chefjoseandres/status/918439488787046400

Top URLs in Tweet in G5:
[133] https://twitter.com/nbcnews/status/918505336943890432
[5] https://verrit.com/puerto-rico-deserves-better/
[4] https://www.crowdrise.com/hurricanerelieffund
[2] https://twitter.com/valeriacollazoc/status/918505008848687109
[2] https://poll.qu.edu/national/release-detail?ReleaseID=2492
[2] https://twitter.com/ricardorossello/status/918483209301692416
[1] https://twitter.com/i/web/status/918504240485748736
[1] https://twitter.com/i/web/status/918524100259270656
[1] https://twitter.com/ddale8/status/918505650338058240
[1] https://twitter.com/josesantana7/status/918278171358892036

Top URLs in Tweet in G6:
[58] https://shareblue.com/trembling-with-anger-puerto-rican-american-lawmaker-blasts-trumps-shameful-threats/
[48] https://www.nbcnews.com/video/watch-rick-perry-call-puerto-rico-a-country-1071782467636
[34] https://www.youtube.com/watch?v=D1IBXE2G6zw
[28] https://shareblue.com/unhinged-gop-congressman-accuses-media-of-making-up-the-devastation-of-puerto-rico/
[16] https://verrit.com/puerto-rico-deserves-better/
[14] http://www.edweek.org/ew/articles/2017/10/11/through-a-5th-graders-eyes-puerto-ricos.html
[14] http://www.edweek.org/ew/articles/2017/10/09/puerto-rican-schools-offer-lifeline-in-devastated.html
[10] https://twitter.com/ricardorossello/status/918483209301692416
[6] https://twitter.com/nbcnews/status/918505336943890432
[5] https://twitter.com/carmenyulincruz/status/918490280021676033

Top URLs in Tweet in G7:
[10] https://finance.yahoo.com/news/tesla-sending-battery-packs-storm-190158652.html
[8] https://verrit.com/puerto-rico-deserves-better/
[3] https://twitter.com/cspan/status/918481763210616832
[3] https://www.google.com/amp/www.philly.com/philly/opinion/commentary/irma-hurricane-st-john-damage-recovery-20171011.html%3Famphtml=y
[3] https://twitter.com/realDonaldTrump/status/918432809282342912
[2] http://www.msnbc.com/rachel-maddow/watch/d-block-puerto-rico-1067297859792
[2] https://trib.al/70F5LLL
[2] http://www.rawstory.com/2017/10/stop-the-genocide-san-juan-mayor-begs-un-and-unicef-for-help-trump-wont-give-puerto-rico/
[2] http://www.latinorebels.com/2017/10/12/what-san-juan-mayor-yulin-cruz-texted-today-about-trumps-puerto-rico-tweets/
[2] https://twitter.com/nbcnews/status/918505336943890432

Top URLs in Tweet in G8:
[16] https://www.defense.gov/News/Article/Article/1338485/puerto-rico-response-continues-with-more-than-13000-personnel/source/GovDelivery/
[12] https://www.walmart.com/cp/walmart-mobile-app/1087865
[9] http://www.marketwatch.com/story/trump-threatens-to-pull-fema-from-puerto-rico-2017-10-12?mod=mw_share_twitter
[6] https://twitter.com/TheJoshuaTobias/status/918496049651732481
[6] https://www.facebook.com/TruthAgainstTheMachine/videos/516027515419773/
[6] http://go.magik.ly/ml/74wc/
[6] https://twitter.com/NCEmergency/status/918487021005557761/photo/1?utm_content=buffer8e453&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] https://twitter.com/NCEmergency/status/918487021005557761
[4] https://give.miamifoundation.org/walmart
[3] http://www.northcom.mil/Newsroom/Press-Releases/Article/1339702/us-northern-command-continues-puerto-rican-relief-efforts/

Top URLs in Tweet in G9:
[5] https://www.washingtonpost.com/news/post-nation/wp/2017/10/12/trump-threatens-to-abandon-puerto-rico-recovery-effort/
[5] https://twitter.com/keep2020alive/status/918493804239491073
[4] https://twitter.com/CmdrAdama2017/status/913902729319391233
[3] https://twitter.com/NBCNews/status/918463318293188608
[3] https://verrit.com/puerto-rico-deserves-better/
[2] https://www.globalcitizen.org/en/content/jones-act-puerto-rico-trump-mccain-hurricane-maria/
[2] https://www.rawstory.com/2017/10/cnns-cuomo-rains-hell-on-republican-for-touting-puerto-rico-success-there-are-people-starving/
[1] https://twitter.com/i/web/status/918487571226873857
[1] https://twitter.com/i/web/status/918452795132600320
[1] https://twitter.com/i/web/status/918452232634413056

Top URLs in Tweet in G10:
[16] https://poll.qu.edu/national/release-detail?ReleaseID=2492
[11] https://www.dcreport.org/2017/10/09/corker-trump-is-out-of-control-could-start-world-war-iii/
[10] https://ourvoiceny.com/trump-puerto-rico-twitter-attack/
[8] https://twitter.com/ricardorossello/status/918483209301692416
[6] https://verrit.com/puerto-rico-deserves-better/
[2] http://www.latinorebels.com/2017/10/12/what-san-juan-mayor-yulin-cruz-texted-today-about-trumps-puerto-rico-tweets/
[2] https://twitter.com/carmenyulincruz/status/918489293462568962
[1] https://twitter.com/i/web/status/918491484667764736
[1] https://twitter.com/i/web/status/918503042953162752
[1] https://twitter.com/i/web/status/918473199028981760

Top Domains
Top Domains in Tweet in Entire Graph:
[3572] twitter.com
[274] verrit.com
[139] washingtonpost.com
[98] nbcnews.com
[95] vox.com
[94] shareblue.com
[91] youtube.com
[90] instagram.com
[71] fb.me
[52] nytimes.com

Top Domains in Tweet in G1:
[601] twitter.com
[34] thehill.com
[18] vox.com
[13] telemundopr.com
[12] washingtonpost.com
[10] cnn.com
[10] verrit.com
[8] youtube.com
[7] listindiario.com
[6] huffingtonpost.com

Top Domains in Tweet in G2:
[392] twitter.com
[60] verrit.com
[45] washingtonpost.com
[30] latinousa.org
[29] latinorebels.com
[18] nbcnews.com
[17] house.gov
[16] businessinsider.com
[14] nytimes.com
[13] youtube.com

Top Domains in Tweet in G3:
[648] twitter.com
[61] instagram.com
[36] washingtonpost.com
[27] fb.me
[16] apple.news
[14] theguardian.com
[12] cnn.com
[12] youtube.com
[11] huffingtonpost.com
[11] nytimes.com

Top Domains in Tweet in G4:
[221] twitter.com
[15] washingtonpost.com
[11] bostonglobe.com
[8] johnpavlovitz.com
[8] verrit.com
[4] cnn.com
[4] nbcnews.com
[4] nytimes.com
[3] swarmapp.com
[3] pscp.tv

Top Domains in Tweet in G5:
[161] twitter.com
[5] verrit.com
[4] crowdrise.com
[2] qu.edu
[1] google.com
[1] theroot.com
[1] apple.news
[1] vox.com
[1] fb.me

Top Domains in Tweet in G6:
[153] twitter.com
[90] shareblue.com
[53] nbcnews.com
[43] youtube.com
[28] edweek.org
[16] verrit.com
[7] cnn.com
[4] theguardian.com
[4] huffingtonpost.com
[3] tampabay.com

Top Domains in Tweet in G7:
[27] twitter.com
[10] yahoo.com
[8] verrit.com
[3] fb.me
[3] google.com
[2] msnbc.com
[2] trib.al
[2] rawstory.com
[2] latinorebels.com
[2] vox.com

Top Domains in Tweet in G8:
[119] twitter.com
[18] defense.gov
[13] walmart.com
[9] marketwatch.com
[6] facebook.com
[6] magik.ly
[5] thedailybeast.com
[4] google.com
[4] cbslocal.com
[4] elnuevodia.com

Top Domains in Tweet in G9:
[43] twitter.com
[6] washingtonpost.com
[3] verrit.com
[2] globalcitizen.org
[2] rawstory.com
[1] nytimes.com
[1] thehill.com

Top Domains in Tweet in G10:
[67] twitter.com
[16] qu.edu
[11] dcreport.org
[10] ourvoiceny.com
[6] verrit.com
[2] latinorebels.com
[1] wikipedia.org
[1] dailywire.com
[1] vox.com
[1] washingtonpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[18196] puertorico
[959] trump
[881] usvi
[495] hurricanemaria
[487] fema
[485] puertoricorelief
[344] puertoricoreliefnow
[259] californiawildfires
[180] dotard
[178] maria



Top Hashtags in Tweet in G1:
[2637] puertorico
[115] californiawildfires
[100] fema
[91] trump
[73] puertoricorelief
[57] usvi
[57] theresistance
[57] hurricanemaria
[42] usace
[36] maria

Top Hashtags in Tweet in G2:
[2546] puertorico
[152] puertoricorelief
[151] puertoricoreliefnow
[98] chefsforpuertorico
[77] trump
[70] usvi
[51] hurricanemaria
[51] jonesact
[49] fema
[33] potus

Top Hashtags in Tweet in G3:
[1421] puertorico
[167] trump
[54] puertoricorelief
[47] fema
[35] hurricanemaria
[28] maria
[27] potus
[18] donaldtrump
[18] thursdaythoughts
[18] impeachtrump

Top Hashtags in Tweet in G4:
[1192] puertorico
[536] usvi
[34] californiawildfires
[32] puertoricorelief
[29] irandeal
[25] trump
[25] puertoricoreliefnow
[15] hurricanemaria
[11] maga
[11] jonesact

Top Hashtags in Tweet in G5:
[1013] puertorico
[17] trump
[13] texas
[13] florida
[12] guncontrol
[9] puertoricorelief
[5] hurricanemaria
[4] ricardorosselló
[4] californiawildfires
[4] helppuertorico

Top Hashtags in Tweet in G6:
[1232] puertorico
[91] puertoricoreliefnow
[70] trump
[34] thursdaythoughts
[33] prhelpnow
[33] praid
[33] amjoy
[23] fema
[22] virginislands
[22] puertoricorelief

Top Hashtags in Tweet in G7:
[584] puertorico
[13] hurricanemaria
[12] tesla
[10] climatehope
[9] pelosi
[9] getwoke
[9] politics
[7] irandeal
[6] usvi
[5] aca

Top Hashtags in Tweet in G8:
[630] puertorico
[86] hurricanemaria
[52] usvi
[29] dyk
[25] walmart
[22] dod
[22] maria
[20] prcarelift
[18] reliefefforts
[10] puertoricorelief

Top Hashtags in Tweet in G9:
[584] puertorico
[40] trump
[27] demforce
[24] hurricanemaria
[7] maria
[7] fema
[7] resist
[7] maga
[7] racisttrump
[6] dotard

Top Hashtags in Tweet in G10:
[445] puertorico
[100] dotard
[12] sanjuan
[10] fbi
[10] veterans
[9] usvi
[7] trump
[7] puertoricoreliefnow
[3] californiawildfires
[3] fema

Top Words
Top Words in Tweet in Entire Graph:
[10644] Words in Sentiment List#1: Positive
[14451] Words in Sentiment List#2: Negative
[119] Words in Sentiment List#3: Angry/Violent
[314929] Non-categorized Words
[340029] Total Words
[18031] puertorico
[2658] people
[2541] realdonaldtrump
[2471] help
[2444] trump

Top Words in Tweet in G1:
[2630] puertorico
[1716] realdonaldtrump
[450] people
[432] talbertswan
[319] americans
[266] help
[253] t
[237] trump
[235] s
[220] realdonaldtrhmp

Top Words in Tweet in G2:
[2529] puertorico
[559] need
[485] gop
[466] help
[443] americans
[377] people
[346] hey
[336] realdonaldtrump
[325] w
[282] daenerysresists

Top Words in Tweet in G3:
[1414] puertorico
[341] trump
[153] help
[128] puerto
[125] people
[110] rico
[93] aid
[89] fema
[82] americans
[75] water

Top Words in Tweet in G4:
[1192] puertorico
[763] potus
[554] help
[552] americans
[542] nancypelosi
[537] usvi
[515] more
[499] sad
[497] give
[495] see

Top Words in Tweet in G5:
[1013] puertorico
[735] davidbegnaud
[724] please
[722] 1
[721] chelseaclinton
[718] president
[715] mr
[715] read
[715] saw
[715] hospital

Top Words in Tweet in G6:
[1231] puertorico
[355] funder
[330] people
[300] rep
[288] chriscuomo
[287] s
[244] cnn
[237] success
[235] hell
[233] starving

Top Words in Tweet in G7:
[584] puertorico
[448] rep
[448] secretarycarson
[447] maxinewaters
[444] cspan
[443] watch
[443] exchange
[443] between
[24] help
[19] people

Top Words in Tweet in G8:
[622] puertorico
[301] fema
[100] relief
[92] deptofdefense
[86] hurricanemaria
[77] supplies
[73] american
[69] keep
[68] long
[66] senmarkey

Top Words in Tweet in G9:
[584] puertorico
[339] debt
[244] w
[201] 3
[191] cmdradama2017
[191] hit
[183] s
[180] more
[173] 45
[173] 23

Top Words in Tweet in G10:
[445] puertorico
[184] drdenagrayson
[162] support
[150] withdraw
[116] carmenyulincruz
[115] americans
[113] trump
[104] w
[103] power
[102] don

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[966] americans,puertorico
[885] mr,president
[875] 1,puertorico
[870] please,read
[870] puertorico,hospital
[869] president,please
[869] read,davidbegnaud
[869] davidbegnaud,saw
[869] saw,1
[869] hospital,heroism

Top Word Pairs in Tweet in G1:
[220] realdonaldtrhmp,realdonaldtrump
[214] talbertswan,realdonaldtrhmp
[198] people,puertorico
[137] don,t
[125] puertorico,real
[119] realdonaldtrump,don
[119] real,americans
[118] t,really
[118] really,think
[118] think,people

Top Word Pairs in Tweet in G2:
[336] hey,gop
[306] need,help
[232] aid,puertorico
[213] suffering,puertorico
[212] americans,suffering
[212] puertorico,need
[209] puertorico,much
[208] mega,thread
[208] thread,handles
[208] handles,reports

Top Word Pairs in Tweet in G3:
[108] puerto,rico
[34] help,puertorico
[28] trump,threatens
[27] people,puertorico
[26] trump,puertorico
[25] aid,puertorico
[22] puertorico,puertoricorelief
[21] american,citizens
[21] out,puertorico
[20] puertorico,still

Top Word Pairs in Tweet in G4:
[537] puertorico,usvi
[511] americans,puertorico
[494] usvi,give
[493] truly,sad
[493] sad,see
[493] see,potus
[493] potus,dismiss
[493] dismiss,suffering
[493] suffering,americans
[493] give,more

Top Word Pairs in Tweet in G5:
[715] mr,president
[715] president,please
[715] please,read
[715] read,davidbegnaud
[715] davidbegnaud,saw
[715] saw,1
[715] 1,puertorico
[715] puertorico,hospital
[715] hospital,heroism
[715] heroism,understandable

Top Word Pairs in Tweet in G6:
[237] puertorico,success
[231] cnn,s
[231] s,chriscuomo
[231] chriscuomo,rains
[231] rains,hell
[231] hell,republican
[231] republican,rep
[231] rep,touting
[231] touting,puertorico
[231] success,people

Top Word Pairs in Tweet in G7:
[445] maxinewaters,secretarycarson
[443] watch,exchange
[443] exchange,between
[443] between,rep
[443] rep,maxinewaters
[443] secretarycarson,puertorico
[440] cspan,watch
[12] tesla,sending
[12] sending,battery
[12] battery,packs

Top Word Pairs in Tweet in G8:
[66] keep,fema
[65] fema,deptofdefense
[65] puertorico,long
[64] deptofdefense,others
[64] others,puertorico
[64] long,needed
[64] needed,american
[63] senmarkey,keep
[63] american,threaten
[63] threaten,ci

Top Word Pairs in Tweet in G9:
[173] 23,states
[173] states,w
[173] w,more
[173] more,debt
[173] including,3
[172] 3,hit
[167] puertorico,s
[165] again,45
[165] 45,cites
[165] cites,puertorico

Top Word Pairs in Tweet in G10:
[109] americans,puertorico
[100] dotard,don
[100] don,threatening
[100] threatening,withdraw
[100] withdraw,support
[100] support,americans
[100] puertorico,85
[100] 85,still
[100] still,w
[100] w,power

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@potus
@thehill
@cnn
@ricardorossello
@ananavarro
@gop
@repscottperry
@senwarren
@carmenyulincruz

Top Replied-To in G1:
@realdonaldtrump
@ricardorossello
@senschumer
@vp
@senbobcasey
@geraldorivera
@chrismurphyct
@realdonaldtrhmp
@thehowie
@ivankatrump

Top Replied-To in G2:
@realdonaldtrump
@cnn
@thehill
@gop
@speakerryan
@msnbc
@foxnews
@ltgrusselhonore
@chrislhayes
@nytimes

Top Replied-To in G3:
@lilprezdonnie

Top Replied-To in G4:
@potus
@realdonaldtrump
@nancypelosi
@senblumenthal
@senjohnmccain
@puertoricopur
@vp
@thehill
@timkaine
@paulkrugman

Top Replied-To in G5:
@davidbegnaud
@chelseaclinton
@donnabrazile
@maddowblog
@cbsnews
@elizabethtudo19
@alisonlovelight
@realdonaldtrump
@jkarsh
@ricardorossello

Top Replied-To in G6:
@repscottperry
@lin_manuel
@nbcnews
@cnnpolitics
@chriscuomo
@realdonaldtrump
@thehill
@amy_siskind
@repsmucker
@mmflint

Top Replied-To in G7:
@cspan
@realdonaldtrump
@joeperticone
@ppact
@nydiavelazquez

Top Replied-To in G8:
@realdonaldtrump
@fema
@gskus
@senblumenthal
@noradnorthcom
@femaspox
@mikebloomberg
@jeffreygoldberg
@thehill
@cnbc

Top Replied-To in G9:
@angela_rye
@realdonaldtrump
@jynerso_2017
@marcorubio
@whiplashnoone
@cmdradama2017
@copicard2017
@lauraroslin2017
@shakestweetz
@socialpowerone1

Top Replied-To in G10:
@carmenyulincruz
@realdonaldtrump
@ireland0828
@mtnmd
@davidbegnaud
@americarising17
@ricardorossello
@timiljones
@thehill
@theperezhilton

Top Mentioned
Top Mentioned in Entire Graph:
@realdonaldtrump
@potus
@davidbegnaud
@chelseaclinton
@nancypelosi
@funder
@secretarycarson
@gop
@maxinewaters
@cspan

Top Mentioned in G1:
@realdonaldtrump
@talbertswan
@realdonaldtrhmp
@geraldorivera
@ricardorossello
@senschumer
@vp
@bill_auclair
@antonioarellano
@potus

Top Mentioned in G2:
@gop
@daenerysresists
@realdonaldtrump
@lunaluvgood2017
@oliviaresists
@dnc
@chefjoseandres
@julito77
@msnbc
@potus

Top Mentioned in G3:
@theatrechat
@ccquinn22
@kodikodykodak
@aid_irma
@djmoney01292305
@chrisacker
@angelmgraphics
@nadjalisse
@caninoivan
@777sjr

Top Mentioned in G4:
@potus
@nancypelosi
@realdonaldtrump
@chelseaclinton
@davidbegnaud
@whitehouse
@funder
@puertoricopur
@kofiademola
@blklivesmatter

Top Mentioned in G5:
@davidbegnaud
@chelseaclinton
@donnabrazile
@jkarsh
@quinnipiacpoll
@mmpadellan
@edithdrod
@lifestraw
@voxdotcom
@chriscuomo

Top Mentioned in G6:
@funder
@chriscuomo
@shareblue
@nydiavelazquez
@lin_manuel
@nbcnews
@repscottperry
@owillis
@amjoyshow
@lanaparrilla

Top Mentioned in G7:
@secretarycarson
@maxinewaters
@cspan
@climatereality
@chelseaclinton
@davidbegnaud
@gsarafan
@peterdaou
@makeitplain
@funder

Top Mentioned in G8:
@fema
@deptofdefense
@uscg
@senmarkey
@uscgsoutheast
@walmart
@usarmy
@wcraigfugate
@realdonaldtrump
@tatmnews

Top Mentioned in G9:
@cmdradama2017
@lauraroslin2017
@realdonaldtrump
@gbmnyc
@jhamelresists
@daenerysresists
@copicard2017
@dorichats
@jay4congress
@jacksnowknows

Top Mentioned in G10:
@drdenagrayson
@carmenyulincruz
@mtnmd
@jessphoenix2018
@realdonaldtrump
@potus
@jesselehrich
@funder
@dcreportmedia
@co_rapunzel4

Top Tweeters
Top Tweeters in Entire Graph:
@caraotadigital
@sarah052794
@tomthunkitsmind
@attcares
@tomwellborn
@marcylauren
@phildecarolis
@telesurtv
@dichristine
@united

Top Tweeters in G1:
@winterthur
@normanbuffong
@rockynickydog
@dlasamericas
@sddphoto
@christichat
@donotgiveuphope
@mch7576
@enfoquenoticias
@italianjoya

Top Tweeters in G2:
@tomthunkitsmind
@dichristine
@independent
@dancas2
@huffpost
@lopezgovlaw
@brontyman
@rcrockett
@bluebirdtrini
@grainofsands

Top Tweeters in G3:
@noticiasmiami
@rk70534
@defendressofsan
@lacuadrau
@7seasrecords
@somoslcu
@pascorevolution
@joserafael_2010
@thebfroom
@amadorn

Top Tweeters in G4:
@oceanshaman
@joannecangal
@rcdewinter
@cbsbaltimore
@bostonglobe
@tawnivixen
@illestcreation
@awelab1956
@ethomas3915
@brighidsforge

Top Tweeters in G5:
@argojournal
@lehigh389
@halladayfan32
@kelly_and_annie
@demfromct
@bbkenn92
@wolfiemouse
@politicques
@jrbkjrbk
@kriscolvin

Top Tweeters in G6:
@marcylauren
@kristinandrene
@rowast
@dalef3
@onahunttoday
@kak089
@owillis
@solutioneer72
@louangie
@billm9

Top Tweeters in G7:
@rustymk2
@thej_miles
@d0wj0nes
@anickel4thought
@rolandsmartin
@bulldoghill
@monalisazelf
@shalisa_renee
@thentshingila
@ingridium

Top Tweeters in G8:
@nneusj
@walmart
@yayayarndiva
@firetrench
@ersle
@meowmiya88
@sjreidhead
@rhcm123
@rickandkim30yrs
@jentromans

Top Tweeters in G9:
@cagney1991
@lehimesa
@norwind
@lechatnoire4
@mancman10
@libertyisalady
@mayirmamay14
@socialpowerone1
@khshan
@truth2b

Top Tweeters in G10:
@cherokeesher2
@carmenvellon
@theresamax
@sweeetbea
@co_rapunzel4
@fwdcrocblu
@siaayrom
@srauer20
@freeandclear1
@dovewoman1