krugman, Twitter, 12/12/2019 1:51:58 AM, 218682


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krugman_2019-12-11_17-16-48.xlsx
krugman_2019-12-11_17-16-48.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 12, 2019
Short Description:
krugman via NodeXL http://bit.ly/2PA9vWE
@thebradfordfile
@paulkrugman
@cnbc
@furher_hitler
@irenekenneth3
@anupartanen
@t_s_p_o_o_k_y
@pegobry
@karpmj
@realdonaldtrump

Top hashtags:
#trump
#krugman
#économie
#bitcoin
#blockchain
#fionahill
#jimjordan
#impeachment

Description:
Description
The graph represents a network of 5,727 Twitter users whose tweets in the requested range contained "krugman", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 12 December 2019 at 01:17 UTC.

The requested start date was Thursday, 12 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 6-day, 22-hour, 3-minute period from Wednesday, 04 December 2019 at 16:37 UTC to Wednesday, 11 December 2019 at 14:41 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 : 5727
Unique Edges : 6199
Edges With Duplicates : 428
Total Edges : 6627
Number of Edge Types : 3
Replies to : 725
Mentions : 5355
Tweet : 547
Self-Loops : 547
Reciprocated Vertex Pair Ratio : 0.00884654644436883
Reciprocated Edge Ratio : 0.0175379426644182
Connected Components : 684
Single-Vertex Connected Components : 326
Maximum Vertices in a Connected Component : 3898
Maximum Edges in a Connected Component : 4745
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.151668
Graph Density : 0.000180832366810253
Modularity : 0.751918
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 5,727 Twitter users whose tweets in the requested range contained "krugman", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 12 December 2019 at 01:17 UTC.

The requested start date was Thursday, 12 December 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 6-day, 22-hour, 3-minute period from Wednesday, 04 December 2019 at 16:37 UTC to Wednesday, 11 December 2019 at 14:41 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 : krugman
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:
[73] https://www.rawstory.com/2019/12/trumps-tax-cuts-and-tariffs-have-been-even-more-disastrous-than-skeptics-predicted-paul-krugman/
[43] https://www.rawstory.com/2019/12/paul-krugman-lectures-pelosi-for-pushing-trumps-usmca-trade-deal-why-are-dems-doing-this/
[34] https://www.nytimes.com/2019/12/09/opinion/donald-trump-jews.html
[32] https://trib.al/p6rAJvA
[26] https://twitter.com/paulkrugman/status/1203283095140675584
[26] https://www.alternet.org/2019/12/increasingly-scandalous-paul-krugman-reveals-how-trumps-economic-policy-is-worse-than-predicted/
[22] https://www.politico.com/story/2016/11/krugman-trump-global-recession-2016-231055
[17] https://twitter.com/paulkrugman/status/1203767083487678467
[15] https://jp.cointelegraph.com/news/nobel-prize-economist-krugman-received-fraud-mail-about-wallet
[14] https://www.rawstory.com/2019/12/trumps-tax-cuts-and-tariffs-have-been-even-more-disastrous-than-skeptics-predicted-paul-krugman/#.XeqNrhfUuBs.twitter

Top URLs in Tweet in G1:
[1] https://twitter.com/jasontpowers1/status/1203407523631521793
[1] https://twitter.com/dcexaminer/status/1203191337387991040

Top URLs in Tweet in G2:
[7] https://www.politico.com/story/2016/11/krugman-trump-global-recession-2016-231055
[3] https://u.today/bitcoin-hater-paul-krugman-becomes-target-of-crypto-scammers
[2] https://www.nationalreview.com/2019/11/paul-krugman-always-wrong-never-in-doubt/
[2] https://www.nytimes.com/2019/12/09/opinion/donald-trump-jews.html?action=click&module=Opinion&pgtype=Homepage
[2] https://www.nytimes.com/interactive/projects/cp/opinion/election-night-2016/paul-krugman-the-economic-fallout
[1] https://twitter.com/paulkrugman/status/1204480730509783040
[1] https://krugman.blogs.nytimes.com/2016/09/29/a-general-theory-of-austerity/
[1] https://messaging-custom-newsletters.nytimes.com/template/oakv2?uri=nyt://newsletter/8d517417-7656-4283-bf08-c41e1cc82490&te=1&nl=paul-krugman&emc=edit_pk_20191210?campaign_id=116&instance_id=14435&segment_id=19479&user_id=a8328633f64cd322daab048a96fe041b®i_id=95331456_pk_20191210
[1] https://www.washingtontimes.com/news/2019/mar/7/paul-krugman-only-one-brand-of-anti-semitism-scare/
[1] https://www.howtoacademy.com/events/paul-krugman-on-the-world-today/?utm_content=buffere21a2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G3:
[17] https://www.nytimes.com/2019/12/09/opinion/donald-trump-jews.html
[15] https://jp.cointelegraph.com/news/nobel-prize-economist-krugman-received-fraud-mail-about-wallet
[11] https://twitter.com/paulkrugman/status/1203283095140675584
[10] https://www.rawstory.com/2019/12/trumps-tax-cuts-and-tariffs-have-been-even-more-disastrous-than-skeptics-predicted-paul-krugman/
[10] https://twitter.com/paulkrugman/status/1203767083487678467
[10] https://www.nytimes.com/2019/12/09/opinion/donald-trump-jews.html?partner=IFTTT
[8] https://twitter.com/paulkrugman/status/1204151345973989376
[8] https://www.rawstory.com/2019/12/paul-krugman-lectures-pelosi-for-pushing-trumps-usmca-trade-deal-why-are-dems-doing-this/
[6] https://www.politico.com/story/2016/11/krugman-trump-global-recession-2016-231055
[4] https://twitter.com/thebradfordfile/status/1203006468481531912

Top URLs in Tweet in G4:
[10] https://twitter.com/paulkrugman/status/1203668965148495872
[3] https://www.nytimes.com/2019/12/05/opinion/trump-trade-tariffs.html?smid=nytcore-ios-share
[2] https://www.nytimes.com/2019/12/09/opinion/donald-trump-jews.html?smid=nytcore-ios-share
[1] https://twitter.com/ap_politics/status/1204420150071447554
[1] https://twitter.com/search?q=url%3A1204105838627033088&src=recent_search_click
[1] https://twitter.com/MattBruenig/status/1203707790264537089
[1] https://trib.al/FdaqWHU
[1] https://trib.al/p6rAJvA
[1] https://www.amazon.com/Nordic-Theory-Everything-Search-Better/dp/0062316559/ref=sr_1_1?keywords=Anu+partaken&qid=1575822323&sr=8-1
[1] https://foreignpolicy.com/2019/10/22/economists-globalization-trade-paul-krugman-china/

Top URLs in Tweet in G5:
[4] https://www.politico.com/story/2016/11/krugman-trump-global-recession-2016-231055
[2] https://www.rawstory.com/2019/12/trumps-tax-cuts-and-tariffs-have-been-even-more-disastrous-than-skeptics-predicted-paul-krugman/
[1] https://twitter.com/NRO/status/1195613380167516160
[1] https://twitter.com/brithume/status/1195845039244623878
[1] https://www.nytimes.com/column/paul-krugman?action=click&contentCollection=Opinion&module=ExtendedByline®ion=Header&pgtype=article
[1] https://twitter.com/AshaRangappa_/status/1204120975358545921
[1] https://www.thedailybeast.com/breitbart-posts-fake-krugman-article
[1] https://www.alternet.org/2019/12/increasingly-scandalous-paul-krugman-reveals-how-trumps-economic-policy-is-worse-than-predicted/
[1] https://www.rawstory.com/2019/12/trumps-tax-cuts-and-tariffs-have-been-even-more-disastrous-than-skeptics-predicted-paul-krugman/#.XeqLJ7OSgxE.twitter
[1] https://twitter.com/thebradfordfile/status/1203006468481531912

Top URLs in Tweet in G6:
[1] https://www.nytimes.com/interactive/projects/cp/opinion/election-night-2016/paul-krugman-the-economic-fallout
[1] https://twitter.com/noltenc/status/1202960775704403968
[1] https://twitter.com/paulkrugman/status/1203767083487678467

Top URLs in Tweet in G7:
[49] https://www.rawstory.com/2019/12/trumps-tax-cuts-and-tariffs-have-been-even-more-disastrous-than-skeptics-predicted-paul-krugman/
[28] https://www.rawstory.com/2019/12/paul-krugman-lectures-pelosi-for-pushing-trumps-usmca-trade-deal-why-are-dems-doing-this/
[1] https://www.rawstory.com/2019/12/economist-paul-krugman-trumps-white-nationalist-regime-is-terrible-for-american-jews/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.rawstory.com/2019/12/trumps-tax-cuts-and-tariffs-have-been-even-more-disastrous-than-skeptics-predicted-paul-krugman/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.rawstory.com/2019/12/paul-krugman-lectures-pelosi-for-pushing-trumps-usmca-trade-deal-why-are-dems-doing-this/?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/deskspud/status/1202568517847007233
[1] https://twitter.com/paulkrugman/status/1204151345973989376
[1] https://trib.al/p6rAJvA

Top URLs in Tweet in G8:
[2] https://www.rawstory.com/2019/12/paul-krugman-lectures-pelosi-for-pushing-trumps-usmca-trade-deal-why-are-dems-doing-this/
[1] https://www.nytimes.com/2019/12/07/opinion/sunday/finland-socialism-capitalism.html
[1] https://twitter.com/paulkrugman/status/1204194934074564608
[1] https://www.bloomberg.com/opinion/articles/2019-03-01/paul-krugman-s-four-questions-about-mmt
[1] https://www.nybooks.com/articles/2019/12/05/against-economics/

Top URLs in Tweet in G9:
[29] https://trib.al/p6rAJvA
[3] https://www.nytimes.com/2019/12/05/opinion/trump-trade-tariffs.html
[1] https://www.nytimes.com/2019/10/31/opinion/manufacturing-trump.html?emc=rss&partner=rss
[1] https://www.bradford-delong.com/2019/12/eg-we-now-have-a-manufacturing-recession-paul-krugman-correctly-explains-why-paul-krugman-_manufacturing-aint-grea.html
[1] https://krugman.blogs.nytimes.com/2014/08/05/phosphate-memories/
[1] https://www.bradford-delong.com/2019/12/phosphate-memories-the-new-york-times.html
[1] https://www.rawstory.com/2019/12/paul-krugman-lectures-pelosi-for-pushing-trumps-usmca-trade-deal-why-are-dems-doing-this/
[1] https://trib.al/06EUa50

Top URLs in Tweet in G10:
[1] https://www.nytimes.com/interactive/projects/cp/opinion/election-night-2016/paul-krugman-the-economic-fallout

Top Domains
Top Domains in Tweet in Entire Graph:
[185] twitter.com
[172] rawstory.com
[143] nytimes.com
[52] alternet.org
[40] trib.al
[23] politico.com
[15] cointelegraph.com
[10] youtube.com
[6] blogspot.com
[6] nationalreview.com

Top Domains in Tweet in G1:
[2] twitter.com

Top Domains in Tweet in G2:
[7] politico.com
[7] twitter.com
[6] nytimes.com
[4] nationalreview.com
[3] u.today
[2] kuleuven.be
[1] washingtontimes.com
[1] howtoacademy.com
[1] mailchi.mp
[1] lambright.com

Top Domains in Tweet in G3:
[92] twitter.com
[58] nytimes.com
[33] rawstory.com
[15] cointelegraph.com
[9] alternet.org
[6] politico.com
[5] com.br
[5] wordpress.com
[4] blogspot.com
[4] trustnodes.com

Top Domains in Tweet in G4:
[14] twitter.com
[6] nytimes.com
[2] trib.al
[1] amazon.com
[1] foreignpolicy.com

Top Domains in Tweet in G5:
[5] politico.com
[4] twitter.com
[3] rawstory.com
[1] nytimes.com
[1] thedailybeast.com
[1] alternet.org
[1] marketwatch.com

Top Domains in Tweet in G6:
[2] twitter.com
[1] nytimes.com

Top Domains in Tweet in G7:
[80] rawstory.com
[2] twitter.com
[1] trib.al

Top Domains in Tweet in G8:
[2] rawstory.com
[1] nytimes.com
[1] twitter.com
[1] bloomberg.com
[1] nybooks.com

Top Domains in Tweet in G9:
[30] trib.al
[5] nytimes.com
[2] bradford-delong.com
[1] rawstory.com

Top Domains in Tweet in G10:
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[17] trump
[12] krugman
[9] économie
[7] bitcoin
[5] blockchain
[5] fionahill
[5] jimjordan
[5] impeachment
[4] crypto
[4] cryptocurrency



Top Hashtags in Tweet in G2:
[4] blockchain
[2] jobs
[2] trump
[2] antisemite
[2] ilhanomar
[2] jeremycorbyn
[2] jobsreport
[1] demscum
[1] antisemitism
[1] doublestandards

Top Hashtags in Tweet in G3:
[4] bitcoin
[3] crypto
[3] cryptocurrency
[2] krugman
[2] paulkrugman
[2] economics
[2] 仮想通貨
[2] donaldtrump
[2] jews
[2] trump

Top Hashtags in Tweet in G4:
[3] krugman
[1] pelosiisnotyourslaykween
[1] jobquality

Top Hashtags in Tweet in G5:
[3] pensacolashooting
[2] exploitation
[2] tariffs
[1] deepstatecoward
[1] democraticsocialist
[1] friends
[1] enemies
[1] krugman
[1] fnc
[1] seanhannity

Top Hashtags in Tweet in G8:
[1] usmca

Top Hashtags in Tweet in G9:
[1] bitcoin

Top Words
Top Words in Tweet in Entire Graph:
[1735] Words in Sentiment List#1: Positive
[2659] Words in Sentiment List#2: Negative
[28] Words in Sentiment List#3: Angry/Violent
[102128] Non-categorized Words
[106525] Total Words
[4913] predicted
[4770] everything
[4328] krugman
[3503] paul
[3217] trump

Top Words in Tweet in G1:
[4670] everything
[4670] predicted
[2345] krugman
[2342] thebradfordfile
[2339] trump
[2339] paul
[2337] 2016
[2337] economist
[2336] economy
[2335] come

Top Words in Tweet in G2:
[523] paulkrugman
[397] trump
[337] recession
[337] t_s_p_o_o_k_y
[336] well
[333] global
[328] political
[328] bring
[325] aged
[325] hacks

Top Words in Tweet in G3:
[309] krugman
[203] paul
[123] trump
[36] jews
[31] bad
[30] donald
[28] more
[25] nobel
[24] trade
[22] economist

Top Words in Tweet in G4:
[178] krugman
[115] finland
[100] socialist
[99] anything
[99] socialism
[99] usa
[99] need
[99] kind
[99] politics
[98] karpmj

Top Words in Tweet in G5:
[79] krugman
[64] paul
[52] realdonaldtrump
[46] failed
[33] trump
[24] tariffs
[23] recession
[19] wrong
[16] trade
[16] deals

Top Words in Tweet in G6:
[114] krugman
[104] paul
[104] pegobry
[98] economist
[96] never
[96] overrated
[96] idiot
[95] brilliant
[95] instead
[95] always

Top Words in Tweet in G7:
[105] krugman
[97] paul
[80] trump
[77] rawstory
[50] tax
[50] cuts
[50] tariffs
[50] more
[50] disastrous
[50] skeptics

Top Words in Tweet in G8:
[8] krugman
[6] aoc
[5] berniesanders
[5] paul
[4] more
[3] speakerpelosi
[3] incentive
[2] trump
[2] wilkinson_josh
[2] darrenmwong

Top Words in Tweet in G9:
[85] krugman
[71] paul
[70] cnbc
[50] recession
[38] reason
[38] worried
[38] income
[29] next
[29] downturn
[29] smorgasbord

Top Words in Tweet in G10:
[16] krugman
[16] bucksexton
[7] paul
[5] trump
[4] list
[3] wrong
[3] never
[3] economy
[3] remember
[2] offering

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[3462] paul,krugman
[2439] economist,paul
[2385] krugman,predicted
[2376] predicted,2016
[2376] 2016,economy
[2376] come,true
[2375] everything,trump
[2375] trump,predicted
[2375] economy,come
[2375] true,everything

Top Word Pairs in Tweet in G1:
[2339] paul,krugman
[2336] predicted,2016
[2336] 2016,economy
[2335] everything,trump
[2335] trump,predicted
[2335] economy,come
[2335] come,true
[2335] true,everything
[2335] everything,nyt
[2335] nyt,economist

Top Word Pairs in Tweet in G2:
[331] global,recession
[328] trump,bring
[328] bring,global
[325] aged,well
[325] well,paulkrugman
[325] paulkrugman,trump
[325] recession,political
[325] political,hacks
[325] hacks,posing
[325] posing,members

Top Word Pairs in Tweet in G3:
[196] paul,krugman
[29] donald,trump
[28] trump,bad
[28] bad,jews
[19] krugman,trump
[16] jews,paul
[15] ノーベル経済学賞のクルーグマン教授に仮想通貨詐欺,メールで届く
[15] メールで届く,ニュース
[13] trump,tax
[13] tax,cuts

Top Word Pairs in Tweet in G4:
[99] anything,socialism
[99] socialism,finland
[99] finland,usa
[99] usa,need
[99] need,kind
[99] kind,socialist
[99] socialist,politics
[99] politics,krugman
[98] karpmj,anything
[54] paul,krugman

Top Word Pairs in Tweet in G5:
[57] paul,krugman
[15] trump's,failed
[15] failed,tariffs
[15] tariffs,failed
[15] failed,trade
[15] trade,wars
[15] wars,failed
[15] failed,chinese
[15] chinese,japanese
[15] japanese,deals

Top Word Pairs in Tweet in G6:
[104] paul,krugman
[95] pegobry,paul
[95] krugman,never
[95] never,brilliant
[95] brilliant,economist
[95] economist,instead
[95] instead,always
[95] always,overrated
[95] overrated,idiot
[95] idiot,seems

Top Word Pairs in Tweet in G7:
[97] paul,krugman
[50] trump,tax
[50] tax,cuts
[50] cuts,tariffs
[50] tariffs,more
[50] more,disastrous
[50] disastrous,skeptics
[50] skeptics,predicted
[50] predicted,paul
[49] rawstory,trump

Top Word Pairs in Tweet in G8:
[5] paul,krugman
[2] darrenmwong,icecoldtee
[2] icecoldtee,berniesanders
[2] berniesanders,aoc
[2] incentive,borrow
[2] dennisr0720,berniesanders
[2] sacmac11,nzhippygirl
[2] nzhippygirl,jetson77
[2] jetson77,mannazesq
[2] mannazesq,adhomin1711

Top Word Pairs in Tweet in G9:
[71] paul,krugman
[42] recession,paul
[38] reason,worried
[38] worried,income
[29] next,downturn
[29] downturn,smorgasbord
[29] smorgasbord,recession
[28] cnbc,next
[20] income,inequality
[19] think,reason

Top Word Pairs in Tweet in G10:
[7] paul,krugman
[4] bucksexton,krugman
[2] wrong,wrong
[2] bucksexton,paul
[2] smdlinks,bucksexton
[2] krugman,top
[2] top,list
[2] list,course
[2] course,topped
[2] topped,list

Top Replied-To
Top Replied-To in Entire Graph:
@paulkrugman
@dave_krugman
@cnbc
@rabbiwolpe
@bucksexton
@t_s_p_o_o_k_y
@realdonaldtrump
@thebradfordfile
@pegobry
@nytimes

Top Replied-To in G1:
@thebradfordfile

Top Replied-To in G2:
@paulkrugman
@rabbiwolpe
@t_s_p_o_o_k_y
@gilbertctweets
@mr_markjacobs
@avengingliberal
@theslew
@davidharsanyi
@smrwhitetoyou
@alantonelson

Top Replied-To in G4:
@mattbruenig
@nytopinion
@drvox
@thomasisonline
@michael_stumo
@samizdat24
@paulkrugman

Top Replied-To in G5:
@realdonaldtrump
@nytimes
@willchamberlain
@landslug
@wesbury
@4animallife
@andrewyang
@jimcramer
@meme_war_ll
@jolefson50

Top Replied-To in G6:
@pegobry
@jsende
@sohrabahmari
@rationalwalk
@gamurgis
@mzhemingway
@repkevinbrady
@dbongino

Top Replied-To in G8:
@wilkinson_josh
@floriogina
@hmmmthere
@aloisekaren
@aoc
@wgstrong
@alliegula
@sacmac11

Top Replied-To in G9:
@cnbc
@heartlandchet
@bobmagaw
@johnjharwood
@tomlevenson
@adybarkan
@sharon45856259

Top Replied-To in G10:
@bucksexton
@chienneluv3
@calijade7
@smdlinks
@bbrt2016

Top Mentioned
Top Mentioned in Entire Graph:
@thebradfordfile
@paulkrugman
@t_s_p_o_o_k_y
@karpmj
@pegobry
@rawstory
@cnbc
@40_head
@docrocktex26
@realdonaldtrump

Top Mentioned in G1:
@thebradfordfile
@conservativext
@dorismom
@martingeddes
@mmyscakes

Top Mentioned in G2:
@paulkrugman
@t_s_p_o_o_k_y
@thebradfordfile
@benshapiro
@mr_markjacobs
@girlforce45
@rabbiwolpe
@pdegrauwe
@elderschmoe
@5ilence_d0g00d

Top Mentioned in G3:
@fascinationcrea
@fredericscheer

Top Mentioned in G4:
@karpmj
@anupartanen
@mattbruenig
@ramanan_v
@nytopinion
@lukewsavage
@rosettadrone
@paulkrug
@teroterotero
@organizingpower

Top Mentioned in G5:
@realdonaldtrump
@dragonfly_drama
@potus
@andrewyang
@nytimes
@paulkrugman
@mandystadt
@mariabartiromo
@cnn
@jpmuens

Top Mentioned in G6:
@pegobry
@nycnavid
@mzhemingway
@mattwalshblog
@rampcapitalllc
@boreguru
@sohrabahmari
@nytimes
@thebradfordfile
@johncornyn

Top Mentioned in G7:
@rawstory
@jilevin
@diazbriseno
@deskspud
@nytimes
@cnbc

Top Mentioned in G8:
@aoc
@berniesanders
@speakerpelosi
@darrenmwong
@icecoldtee
@dennisr0720
@nzhippygirl
@jetson77
@mannazesq
@adhomin1711

Top Mentioned in G9:
@cnbc
@delong
@john_sipher
@cnbcmakeit
@johnjharwood
@rawstory
@beltandroadblog
@realdonaldtrump
@winstar1970
@robjclem85

Top Mentioned in G10:
@bucksexton
@my6girls2012
@elinolson8
@liberalbegone
@robbiewilsdorf
@lynn521tr
@realbigkahuna1
@gavipredescu
@chook57rar
@texastea18

Top Tweeters
Top Tweeters in Entire Graph:
@alllibertynews
@marcodacostafx
@odio_nao
@revolution_fr
@pparzival
@cherokeesher2
@phillip92321
@jcsura
@sddphoto
@onahunttoday

Top Tweeters in G1:
@scribbledpages1
@fasting39
@sandyriccobono
@mmarty1230
@sweetfreedom29
@clark7950
@cssueta
@rentonmagauk
@cliffhangernlv
@quicksilver2723

Top Tweeters in G2:
@cherokeesher2
@threadreaderapp
@soniaerasmus
@red__rover
@kurtschlichter
@colormered
@wvtrump
@mmjustified
@rt_com
@4djt2016

Top Tweeters in G3:
@jcsura
@new_narrative
@knittingknots
@surveysunday
@retiredfirstsgt
@shift_in2_turbo
@somsirsa
@papaesoco
@drsonamsharma
@blkrocket

Top Tweeters in G4:
@b1e56df9ce6549f
@evan_welch
@mpavictoria
@mchovden1785
@morbid_elation
@progressivedrey
@thecorollary
@whattheplucked
@biyombonesaw
@woobietuesday

Top Tweeters in G5:
@thehill
@kegan05
@nytimes
@jali_cat
@lrihendry
@rockprincess818
@cnn
@rick_ingersoll
@mng2mala
@dgpurser

Top Tweeters in G6:
@usahipster
@fieldroamer
@metalworks4
@ajbuck85
@e__strobel
@willcollier
@indyrallen
@vancitydan
@mugger1955
@jimbearnj

Top Tweeters in G7:
@pas5974
@jilevin
@purplegarter1
@carlyinnj
@baronianconsult
@jodotcom
@thejoshuablog
@mstepczyk
@alaskarebel
@russmove

Top Tweeters in G8:
@deepinthehills
@adevotedyogi
@superman6869
@kruttika108
@nzhippygirl
@cocrowe
@pureunfoldment1
@magambill
@vibora_volando
@mpo619

Top Tweeters in G9:
@marcodacostafx
@mspan10
@johnmknox1
@cnbc
@ajaygolmalgobi
@lilianamega1
@oldwac1
@arturoreyes_c
@ppr2103
@nick_zen

Top Tweeters in G10:
@perriganps
@my6girls2012
@rickcrainium
@topsecretk9
@kayleencaulfiel
@lattegirl1718
@ddball4life
@lifezette
@sabrinacath
@bucksexton


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