PPE, Twitter, 10/28/2020 6:17:14 PM, 238998


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PPE_2020-10-28_00-48-31.xlsx
PPE_2020-10-28_00-48-31.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 28, 2020
Short Description:
PPE via NodeXL https://bit.ly/2TBDPSQ
@oliviatroye
@nypd76pct
@joshuapotash
@nowthisnews
@drjudystone
@craig_a_spencer
@keir_starmer
@drdenagrayson
@nyccouncil38
@realdonaldtrump

Top hashtags:
#covid19
#ppe
#covid
#kdppe
#perthtanapon
#sales
#mba
#masks
#course

Description:
Description
The graph represents a network of 9,108 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 28 October 2020 at 07:54 UTC.

The requested start date was Wednesday, 28 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 20-hour, 56-minute period from Sunday, 25 October 2020 at 03:03 UTC to Wednesday, 28 October 2020 at 00:00 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 : 9108
Unique Edges : 5838
Edges With Duplicates : 13085
Total Edges : 18923
Number of Edge Types : 5
Retweet : 5981
MentionsInRetweet : 8370
Replies to : 1150
Mentions : 2489
Tweet : 933
Self-Loops : 958
Reciprocated Vertex Pair Ratio : 0.00571173583221776
Reciprocated Edge Ratio : 0.0113585943739462
Connected Components : 972
Single-Vertex Connected Components : 280
Maximum Vertices in a Connected Component : 5920
Maximum Edges in a Connected Component : 13899
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.029503
Graph Density : 0.000135858564157866
Modularity : 0.575214
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 9,108 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 28 October 2020 at 07:54 UTC.

The requested start date was Wednesday, 28 October 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 2-day, 20-hour, 56-minute period from Sunday, 25 October 2020 at 03:03 UTC to Wednesday, 28 October 2020 at 00:00 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 : PPE
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:
[27] https://twitter.com/nyccouncil38/status/1320060282174119941
[19] https://twitter.com/NYCCouncil38/status/1320060282174119941
[18] https://bylinetimes.com/2020/10/25/500-million-government-ppe-deals-conservative-companies-donors/
[13] https://www.youtube.com/watch?v=4xpiQSFYpRY&feature=youtu.be

[12] https://twitter.com/nyccouncil38/status/1320060282174119941?s=21
[11] https://www.msn.com/en-gb/money/other/tories-slammed-for-slapping-mask-tax-on-ppe-as-prices-set-to-rise-20-this-week/ar-BB1aoCZ4?ocid=msedgntp
[10] https://nymag.com/intelligencer/2020/04/hospitals-face-a-white-house-blockade-for-coronavirus-ppe.html
[9] https://www.usatoday.com/story/news/investigations/2020/04/02/us-exports-masks-ppe-china-surged-early-phase-coronavirus/5109747002/
[9] https://www.occrp.org/en/coronavirus/europes-covid-19-spending-spree-unmasked
[8] https://people.com/health/el-paso-sets-curfew-no-hospital-beds-covid-patients/

Top URLs in Tweet in G1:
[11] https://twitter.com/nyccouncil38/status/1320060282174119941
[3] https://twitter.com/nyccouncil38/status/1320060282174119941?s=21
[2] https://twitter.com/NYCCouncil38/status/1320060282174119941
[2] https://twitter.com/pklinkne/status/1320079319528505344
[1] https://twitter.com/nyccouncil38/status/1321203246623559680
[1] https://twitter.com/nypdnews/status/1320083711480791042?s=21
[1] https://twitter.com/mog7546/status/1320486375620132864
[1] https://www.youtube.com/watch?v=2lRE1Hqy-Xk&feature=youtu.be

[1] https://twitter.com/robottaylor/status/1320075460584222721
[1] https://twitter.com/kristenclarkejd/status/1320173693641891840

Top URLs in Tweet in G2:
[1] https://twitter.com/abcpolitics/status/1320108565965713414
[1] https://wsvn.com/news/local/miami-dade/miami-dade-stockpiling-ppe-as-country-braces-for-potential-coronavirus-surge/?utm_medium=social&utm_source=twitter_wsvn
[1] https://www.vanityfair.com/news/2020/07/how-jared-kushners-secret-testing-plan-went-poof-into-thin-air
[1] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate#intcid=recommendations_vf-trending-legacy_ef028640-c8fa-44f7-a9b6-49c8345c1b0f_popular4-1

Top URLs in Tweet in G3:
[8] https://twitter.com/nyccouncil38/status/1320060282174119941?s=21
[2] https://twitter.com/BayAreaWolf_/status/1320228445691932674
[1] https://twitter.com/nyccouncil38/status/1320060282174119941
[1] https://twitter.com/charlottewolf/status/1265426245816389632
[1] https://twitter.com/atrupar/status/1320180250920259584
[1] https://twitter.com/AJEnglish/status/1320501472845508611

Top URLs in Tweet in G4:
[2] https://twitter.com/alaskawater/status/1320808644124917760?s=20
[1] https://twitter.com/drericding/status/1320797174607872000
[1] https://twitter.com/NYCCouncil38/status/1320060282174119941
[1] https://twitter.com/craig_a_spencer/status/1320204165453369344
[1] https://twitter.com/nyccouncil38/status/1320060282174119941

Top URLs in Tweet in G5:
[1] https://twitter.com/cm_merlin/status/1258834418803838983
[1] https://twitter.com/60Minutes/status/1320520395406168065
[1] https://twitter.com/nynursesunited/status/1319767017700925447
[1] https://nypost.com/2020/10/07/doctor-who-died-from-covid-19-wore-same-mask-for-weeks-if-not-months/
[1] https://www.vox.com/policy-and-politics/2020/3/30/21199538/coronavirus-mask-trump-new-york-hospital-stealing?__c=1
[1] https://www.cnn.com/2020/03/30/health/new-york-neurosurgeon-death-coronavirus-mcdonald-twins/index.html?fbclid=IwAR2w4Ji5tsx-fP60mkTiC_CaCspHfGWE_48aacOTxqdqyG3_63CKhnNH0Cs
[1] https://www.cnn.com/2020/10/22/health/drug-shortages-coronavirus/index.html
[1] https://www.detroitnews.com/story/news/politics/2020/10/25/harris-begins-day-campaigning-metro-detroit-9-days-election/6021926002/
[1] https://twitter.com/kamalaharris/status/1320376087646511107
[1] https://www.youtube.com/watch?v=pBVAnaHxHbM


Top URLs in Tweet in G6:
[1] https://www.mirror.co.uk/news/politics/tories-slammed-slapping-mask-tax-22906031?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar

Top URLs in Tweet in G7:
[9] https://www.usatoday.com/story/news/investigations/2020/04/02/us-exports-masks-ppe-china-surged-early-phase-coronavirus/5109747002/
[8] https://people.com/health/el-paso-sets-curfew-no-hospital-beds-covid-patients/
[6] https://youtu.be/XwwW7CLeGbY
[1] https://twitter.com/gopleader/status/1320879031529676800
[1] https://www.washingtonpost.com/video/politics/amy-coney-barrett-sworn-in-by-justice-clarence-thomas/2020/10/26/d43ebb0e-0672-4294-bdb5-1e967a39a9dd_video.html
[1] https://twitter.com/DrEricDing/status/1320770776266670080
[1] https://www.youtube.com/watch?v=RtH02InlKP4

[1] https://www.businessinsider.com/coronavirus-david-perdue-bought-stock-company-producing-ppe-after-briefing-2020-4?amp
[1] https://twitter.com/78_MissSunshine/status/1320777119887048704
[1] https://twitter.com/drericding/status/1320770776266670080

Top URLs in Tweet in G8:
[6] https://twitter.com/nyccouncil38/status/1320060282174119941
[4] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[4] https://nymag.com/intelligencer/2020/04/hospitals-face-a-white-house-blockade-for-coronavirus-ppe.html
[4] https://twitter.com/kristenclarkejd/status/1320173693641891840
[4] https://bylinetimes.com/2020/10/25/500-million-government-ppe-deals-conservative-companies-donors/
[4] https://www.marketserengeti.com/online-courses/marketing-sales/sales-equals-making-money-learn-sales-in-1-day/?utm_source=twitter-tolajobjobs&utm_medium=social&utm_campaign=marketserengeti-blog-salescourse1&utm_term=%23HIAC&utm_content=Learn+Sales+In+1+Day+for+FREE.+Sales+teaches+you+how+to+make+money.+Learn+more+click+here%3A
[3] https://twitter.com/DrEricDing/status/1320797174607872000
[2] https://twitter.com/NYCCouncil38/status/1320060282174119941
[2] https://twitter.com/atrupar/status/1320180250920259584
[2] https://twitter.com/choo_ek/status/1320513892208930817

Top URLs in Tweet in G9:
[3] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate
[2] https://www.gofundme.com/f/ppe-for-hawaii-alaska-dentists-and-doctors?utm_source=twitter&utm_medium=social&utm_campaign=p_cp+share-sheet
[2] https://www.gofundme.com/f/ppe-for-hawaii-alaska-dentists-and-doctors
[2] https://www.businessinsider.com/kushner-dismissed-new-york-death-toll-as-their-problem-report-2020-9
[1] https://www.dailykos.com/stories/2020/4/4/1934207/-Kushner-Using-Federal-Govt-To-Confiscate-N95-s-Bought-By-American-States-AND-European-Allies
[1] https://www.cbsnews.com/video/white-house-adviser-to-60-minutes-show-me-your-pandemic-story/
[1] https://digijaks.com/digijaks-group/shop/?v=7516fd43adaa
[1] https://twitter.com/IdeaGov/status/1312812192920600576?s=20
[1] https://www.vanityfair.com/news/2020/09/jared-kushner-let-the-markets-decide-covid-19-fate?mbid=social_twitter&utm_source=twitter&utm_brand=vf&utm_medium=social&utm_social-type=owned
[1] https://twitter.com/Rng314/status/1320397306709987328?s=19

Top URLs in Tweet in G10:
[6] https://bylinetimes.com/2020/10/24/million-government-ppe-deals-hotel-carpeting-company/
[6] https://www.theguardian.com/society/2020/apr/23/emails-reveal-doctors-plea-for-ppe-before-covid-19-death-dr-peter-tun
[3] https://bylinetimes.com/2020/10/26/million-ppe-contracts-micro-firm-rehear-labs/
[2] https://subscribe.bylinetimes.com/
[1] https://bylinetimes.com/2020/10/25/500-million-government-ppe-deals-conservative-companies-donors/
[1] https://twitter.com/writesbright/status/1315235954659999746
[1] https://www.bbc.co.uk/news/uk-53672841
[1] https://inews.co.uk/news/health/cost-face-masks-ppe-rise-treasury-vat-break-736802
[1] https://twitter.com/BorisJohnson/status/1320786610846392321
[1] https://twitter.com/PeoplesMomentum/status/1319270774310465539?s=20

Top Domains
Top Domains in Tweet in Entire Graph:
[368] twitter.com
[41] bylinetimes.com
[38] youtube.com
[27] marketserengeti.com
[23] co.uk
[20] msn.com
[13] bit.ly
[13] theguardian.com
[10] vanityfair.com
[10] nymag.com

Top Domains in Tweet in G1:
[24] twitter.com
[1] youtube.com

Top Domains in Tweet in G2:
[2] vanityfair.com
[1] twitter.com
[1] wsvn.com

Top Domains in Tweet in G3:
[14] twitter.com

Top Domains in Tweet in G4:
[6] twitter.com

Top Domains in Tweet in G5:
[5] twitter.com
[2] cnn.com
[1] nypost.com
[1] vox.com
[1] detroitnews.com
[1] youtube.com
[1] fda.gov

Top Domains in Tweet in G6:
[1] co.uk

Top Domains in Tweet in G7:
[10] twitter.com
[9] usatoday.com
[8] people.com
[6] youtu.be
[1] washingtonpost.com
[1] youtube.com
[1] businessinsider.com
[1] sltrib.com
[1] healthaffairs.org

Top Domains in Tweet in G8:
[97] twitter.com
[12] marketserengeti.com
[8] blogspot.com
[6] bylinetimes.com
[4] vanityfair.com
[4] nymag.com
[4] news-medical.net
[3] facebook.com
[2] co.za
[2] thejournal.ie

Top Domains in Tweet in G9:
[5] twitter.com
[4] gofundme.com
[4] vanityfair.com
[2] businessinsider.com
[1] dailykos.com
[1] cbsnews.com
[1] digijaks.com
[1] politico.com
[1] thedailybeast.com

Top Domains in Tweet in G10:
[14] bylinetimes.com
[7] twitter.com
[7] theguardian.com
[3] co.uk

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[663] covid19
[322] ppe
[150] covid
[96] kdppe
[74] perthtanapon
[25] sales
[25] mba
[25] masks
[24] course
[24] salescourse



Top Hashtags in Tweet in G1:
[4] covid19
[2] acab
[1] refund
[1] voteearlyday
[1] votersuppressionisreal
[1] covid
[1] defundthepolice
[1] earlyvoting
[1] lawandorder
[1] election2020

Top Hashtags in Tweet in G2:
[134] covid
[16] covid19
[2] ppe
[2] maga
[2] magats
[1] vote
[1] trumpisanationaldisgrace
[1] trumpisacoward
[1] trumprally

Top Hashtags in Tweet in G3:
[1] covid19
[1] ppe
[1] nursesspeakup
[1] ontarionurses
[1] timetocareact

Top Hashtags in Tweet in G4:
[268] covid19
[3] ppe
[2] healthcareheroes
[2] trumpsurrenderstocovid
[2] defenseprouctionact
[1] covid
[1] votehimout
[1] usa

Top Hashtags in Tweet in G5:
[11] covid19
[7] ppe
[3] sacrifice
[2] teamespy
[2] taskforce
[2] gop
[2] 60minutesinterview
[1] getusppe
[1] justiceiscoming
[1] ppeshortage

Top Hashtags in Tweet in G7:
[9] covid19
[7] ppe
[4] executiveorder
[2] scotus
[2] bidenharris2020
[2] vote
[2] republicans
[2] election2020
[2] dpa
[2] frontline

Top Hashtags in Tweet in G8:
[45] ppe
[13] masks
[12] sales
[12] mba
[12] course
[12] salescourse
[12] business
[12] jobs
[12] workfromhome
[12] money

Top Hashtags in Tweet in G9:
[11] ppe
[9] icymi
[6] covid19
[4] corona
[1] covid
[1] chinatrademarks
[1] complicit
[1] trumpcrimefamily

Top Hashtags in Tweet in G10:
[4] torycorruption
[2] ppe
[1] eyetestdrive
[1] rbh
[1] toryscum
[1] lorddeighton
[1] ppecorruption
[1] covid19uk
[1] privatisation
[1] testtracktrace

Top Words
Top Words in Tweet in Entire Graph:
[5800] ppe
[1430] trump
[1292] voting
[1086] day
[1042] nypd
[965] people
[889] first
[883] early
[860] nypd76pct
[802] workers

Top Words in Tweet in G1:
[949] ppe
[809] nypd76pct
[690] officers
[568] nyccouncil38
[529] voting
[508] early
[503] handing
[493] day
[491] first
[487] community

Top Words in Tweet in G2:
[660] oliviatroye
[555] ppe
[527] jared
[526] cuomo
[525] kushner
[525] phones
[525] hard
[524] pound
[523] enough
[523] state

Top Words in Tweet in G3:
[810] trump
[789] nypd
[704] ppe
[679] joshuapotash
[644] stole
[462] 2020
[460] yesterday
[460] blasted
[433] today
[400] people

Top Words in Tweet in G4:
[299] healthcare
[298] craig_a_spencer
[298] workers
[295] president
[268] #covid19
[266] falsely
[266] claims
[266] frontline
[266] profiting
[266] claiming

Top Words in Tweet in G5:
[153] ppe
[57] workers
[49] drericding
[43] still
[40] joebiden
[35] healthcare
[34] choo_ek
[24] enough
[22] testing
[22] trump

Top Words in Tweet in G6:
[292] ppe
[286] voting
[286] nowthisnews
[285] york
[285] police
[285] confiscated
[285] being
[285] distributed
[285] polling
[285] site

Top Words in Tweet in G7:
[188] ppe
[102] realdonaldtrump
[74] wish
[68] save
[65] trump
[63] whitehouse
[53] housegop
[47] workers
[46] gop
[39] lives

Top Words in Tweet in G8:
[251] ppe
[47] covid
[45] #ppe
[31] more
[29] people
[23] workers
[23] day
[21] learn
[20] money
[19] pandemic

Top Words in Tweet in G9:
[182] ppe
[76] projectlincoln
[71] kushner
[68] jared
[59] vanityfair
[57] free
[50] march
[49] solve
[48] shortage
[48] markets

Top Words in Tweet in G10:
[55] government
[54] ppe
[43] people
[42] help
[40] doing
[40] keir_starmer
[39] follow
[39] guidance
[39] wear
[39] mask

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[830] early,voting
[803] day,early
[802] first,day
[697] stole,ppe
[627] red,hook
[625] enough,ppe
[619] jared,kushner
[555] pound,phones
[555] ppe,state
[554] hard,enough

Top Word Pairs in Tweet in G1:
[504] early,voting
[490] handing,ppe
[489] day,early
[488] first,day
[482] red,hook
[482] activists,handing
[479] nypd76pct,officers
[477] voting,red
[477] hook,nypd76pct
[477] officers,confronted

Top Word Pairs in Tweet in G2:
[525] jared,kushner
[523] pound,phones
[523] phones,hard
[523] hard,enough
[523] enough,ppe
[523] ppe,state
[522] billboards,fact
[522] fact,jared
[522] kushner,knows
[522] knows,cuomo

Top Word Pairs in Tweet in G3:
[644] stole,ppe
[462] trump,2020
[460] blasted,trump
[433] nypd,stole
[395] ppe,people
[346] nypd,endorsed
[346] endorsed,trump
[346] people,voting
[250] 2020,squad
[250] squad,car

Top Word Pairs in Tweet in G4:
[298] healthcare,workers
[266] president,falsely
[266] falsely,claims
[266] claims,frontline
[266] frontline,healthcare
[266] workers,profiting
[266] profiting,claiming
[266] claiming,false
[266] false,#covid19
[266] #covid19,diagnoses

Top Word Pairs in Tweet in G5:
[32] healthcare,workers
[22] enough,ppe
[21] still,enough
[19] workers,still
[18] ppe,hope
[18] hope,none
[18] none,come
[18] come,see
[18] see,yourself
[17] choo_ek,healthcare

Top Word Pairs in Tweet in G6:
[285] york,police
[285] police,confiscated
[285] confiscated,ppe
[285] ppe,being
[285] being,distributed
[285] distributed,polling
[285] polling,site
[285] site,first
[285] first,day
[285] day,early

Top Word Pairs in Tweet in G7:
[36] save,lives
[30] frontline,workers
[29] trump,administration
[28] ppe,frontline
[28] workers,nebraska
[28] ppe,needed
[27] whitehouse,trump
[27] administration,dedicated
[27] dedicated,getting
[27] getting,ppe

Top Word Pairs in Tweet in G8:
[16] covid,19
[13] #masks,#ppe
[12] learn,more
[12] #sales,#mba
[12] #mba,#course
[12] #course,#salescourse
[12] #salescourse,#business
[12] #business,#jobs
[12] #jobs,#workfromhome
[12] #workfromhome,#masks

Top Word Pairs in Tweet in G9:
[52] jared,kushner
[48] free,markets
[46] solve,ppe
[44] kushner,reportedly
[44] reportedly,told
[44] told,roomful
[44] roomful,business
[44] business,leaders
[44] leaders,march
[44] march,free

Top Word Pairs in Tweet in G10:
[39] government,doing
[39] doing,help
[39] help,people
[39] people,follow
[39] follow,guidance
[39] guidance,wear
[39] wear,mask
[39] mask,ramping
[39] ramping,cost
[38] keir_starmer,government

Top Replied-To
Top Replied-To in Entire Graph:
@nyccouncil38
@whitehouse
@drericding
@realdonaldtrump
@78_misssunshine
@stanley_dog
@projectlincoln
@nygovcuomo
@vanityfair
@naikigolden

Top Replied-To in G1:
@nyccouncil38
@pklinkne
@kristenclarkejd
@mayawiley
@nypd76pct
@nypdnews
@michaelskolnik
@elijahwilde
@trumpsarmykag20
@devos1990

Top Replied-To in G2:
@oliviatroye
@cnn
@juddapatow
@msnbc
@stillgray
@trumpwarroom
@righteous0531
@timmurtaugh
@itscomingupmel
@davidlarter

Top Replied-To in G3:
@joshuapotash
@michaelraykell2

Top Replied-To in G4:
@craig_a_spencer
@schristakos
@nurseninapa
@nursewhocares
@djrothkopf
@kaitlynhowland

Top Replied-To in G5:
@drericding
@joebiden
@kamalaharris
@choo_ek
@vp
@kemwilson3
@nynursesunited
@jerad_huep
@meganranney
@lexialex

Top Replied-To in G6:
@nowthisnews
@po407

Top Replied-To in G7:
@whitehouse
@realdonaldtrump
@seanhannity
@housegop
@kvincek
@repbryansteil
@marjulee1
@teamtrump
@washingtonpost
@gop

Top Replied-To in G9:
@projectlincoln
@vanityfair
@gtconway3d
@thetnholler
@chrisalbertolaw
@steveschmidtses
@barbrastreisand
@danmitch2020
@repleezeldin
@joycewhitevance

Top Replied-To in G10:
@borisjohnson
@tomwentworth4
@nigella_lawson
@overreaction69
@tothemo83592350
@willblackwriter
@keir_starmer
@matthancock
@clareadams
@bylinetimes

Top Mentioned
Top Mentioned in Entire Graph:
@nypd76pct
@joshuapotash
@oliviatroye
@nyccouncil38
@nowthisnews
@craig_a_spencer
@nypdchiefofdept
@kristenclarkejd
@drdenagrayson
@cnn

Top Mentioned in G1:
@nypd76pct
@nyccouncil38
@nypdchiefofdept
@kristenclarkejd
@mayawiley
@nypdshea
@nypdnews
@joshuapotash
@nycmayor
@griffinmalone6

Top Mentioned in G2:
@oliviatroye
@cnn
@timmurtaugh
@wsvn
@cuomoprimetime
@andersoncooper
@craig_a_spencer
@drdenagrayson
@umcelpaso
@trumpwarroom

Top Mentioned in G3:
@joshuapotash
@devincow
@nypd76pct
@bayareawolf_
@menickybeth
@thecosby
@amoneyresists
@oliviatroye
@dantoujours
@caissie

Top Mentioned in G4:
@craig_a_spencer
@nataliesurely
@comilla_s
@cdcgov
@nursewhocares
@onlyintheicu
@nyccouncil38
@nypd76pct
@oliviatroye
@tuskitty

Top Mentioned in G5:
@joebiden
@choo_ek
@drericding
@kamalaharris
@meganranney
@realdonaldtrump
@oceanmtncapes
@cleavon_md
@cdcgov
@asthehospturns

Top Mentioned in G6:
@nowthisnews
@joshuapotash
@oliviatroye

Top Mentioned in G7:
@realdonaldtrump
@whitehouse
@gop
@senategop
@housegop
@potus
@senatemajldr
@4tisiphone
@mycatzuzu
@teamtrump

Top Mentioned in G8:
@lynwoodtalks
@irrigationjims
@jodie_w2019
@deepu10001
@bitchylibera_l

Top Mentioned in G9:
@projectlincoln
@vanityfair
@jaredkushner
@chrisalbertolaw
@ideagov
@gtconway3d
@ivankatru
@galadrielresist
@ivankatrump
@therickwilson

Top Mentioned in G10:
@keir_starmer
@bylinetimes
@borisjohnson
@prueleith
@rishisunak
@matthancock
@rachelreevesmp
@marcusrashford
@lulinspector
@germans4indyref

Top Tweeters
Top Tweeters in Entire Graph:
@docomo_dmarket
@edinburghwatch
@flipkartsupport
@solutioneer72
@cagney1991
@ez4u2say_janis
@geoffrey_payne
@klm
@independent
@teshawnedmonds

Top Tweeters in G1:
@solutioneer72
@ungubunugu1274
@mog7546
@tommothecabbit
@amb0306
@politicalant
@rosiem1919
@raphaelha67
@1feralkat
@carollarue

Top Tweeters in G2:
@akuma_river
@_dralaterdzo
@annh1958
@pookoo_2000
@janrobinjackson
@thinkkimthink
@ellis_texas
@maryannegruen
@cnn
@jsinvr

Top Tweeters in G3:
@cagney1991
@teshawnedmonds
@padakitty
@lizditz
@sar_oso
@strangekeith
@sylviaz1913
@gregmroscoe
@pinchandscrimp
@thecosby

Top Tweeters in G4:
@fight4freedom72
@tadrow
@daveyk317
@shayz0rz
@noybsk2017
@boris3324
@npazderski
@pistach01
@rccmi
@alaskawater

Top Tweeters in G5:
@stockguy61
@didifrench
@jakki2004
@frannyhelen
@detroitnews
@kgkathryn
@lisatalmadge
@mdaware
@cathytx
@me_mccarron

Top Tweeters in G6:
@kath2252
@publicoutcrysy
@x_vintagebesos
@alaskarebel
@nikluk
@alexaadams12
@icntoan
@no2hitting
@lulu82824
@scott_squires

Top Tweeters in G7:
@tinyboo49
@troubleddays
@hongry_hrm
@foxnews
@washingtonpost
@6nsinvt
@nypapajoe
@msnbc
@trumpfranceinfo
@dataforcsandra

Top Tweeters in G8:
@tolajobjobs
@v_shakthi
@fbonacci
@endtheoligarch
@constitutionsue
@daisuke0923pax
@thecitizen_news
@thatmags
@rahah_ghazali
@jassosweeet

Top Tweeters in G9:
@lisakbromley
@lorettabower3
@jacquelinehine1
@frackhazreveal
@binderfaith1
@crlulukat
@therickwilson
@lee_in_iowa
@larryfd
@kateacosta5

Top Tweeters in G10:
@bliadhnaichean
@goddess1345
@jorichardskent
@julietmevans
@linannlum
@sidcelery
@judgedewie
@peterjukes
@juliecuninghame
@sixfieldssid