sackler, Twitter, 2/26/2019 4:40:42 PM, 188285


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sackler_2019-02-25_08-24-02.xlsx
sackler_2019-02-25_08-24-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 26, 2019
Short Description:
sackler via NodeXL http://bit.ly/2T2sJII
@sarahkendzior
@propublica
@amyklobuchar
@charlesornstein
@scaramuccipost
@thomas1774paine
@eemershon
@pepperlesszzz
@davidarmstrongx
@jtadux

Top hashtags:
#sackler
#oxycontin
#purdue
#opioidcrisis
#purduepharma

Description:
Description
The graph represents a network of 4,806 Twitter users whose tweets in the requested range contained "sackler", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 25 February 2019 at 16:25 UTC.

The requested start date was Sunday, 24 February 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 1-day, 11-hour, 55-minute period from Friday, 22 February 2019 at 13:05 UTC to Sunday, 24 February 2019 at 01:00 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 : 4806
Unique Edges : 5764
Edges With Duplicates : 334
Total Edges : 6098
Number of Edge Types : 3
Mentions : 5277
Tweet : 704
Replies to : 117
Self-Loops : 704
Reciprocated Vertex Pair Ratio : 0.00228050171037628
Reciprocated Edge Ratio : 0.00455062571103527
Connected Components : 554
Single-Vertex Connected Components : 402
Maximum Vertices in a Connected Component : 3973
Maximum Edges in a Connected Component : 5225
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.43218
Graph Density : 0.000228382575890439
Modularity : 0.789785
NodeXL Version : 1.0.1.409

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[754] https://twitter.com/charlesornstein/status/1098655508481888257
[129] https://www.propublica.org/article/richard-sackler-oxycontin-oxycodone-strength-conceal-from-doctors-sealed-testimony
[72] https://www.huffpost.com/entry/sackler-embraced-plan-to-conceal-oxycontins-strength-from-doctors-sealed-testimony-shows_n_5c6f1d3de4b06cf6bb23d735
[71] https://www.statnews.com/2019/02/21/purdue-pharma-richard-sackler-oxycontin-sealed-deposition/
[44] https://arstechnica.com/science/2019/02/sackler-behind-oxycontin-fraud-offered-twisted-mind-boggling-defense/
[41] https://www.thedailybeast.com/richard-sackler-supported-plan-to-hide-oxycontin-strength-from-docs-report?via=twitter_page
[23] https://www.nytimes.com/2019/02/21/health/oxycontin-sackler-purdue-pharma.html
[18] https://www.salon.com/2019/02/23/sackler-embraced-plan-to-conceal-oxycontins-strength-from-doctors-sealed-testimony-shows_partner/
[16] https://www.bizpacreview.com/2019/02/22/newly-released-emails-shows-sackler-family-member-of-purdue-pharma-agreed-to-understate-oxycontins-risks-726289
[16] https://arstechnica.com/?p=1462727

Top URLs in Tweet in G1:
[661] https://twitter.com/charlesornstein/status/1098655508481888257
[5] https://www.huffpost.com/entry/sackler-embraced-plan-to-conceal-oxycontins-strength-from-doctors-sealed-testimony-shows_n_5c6f1d3de4b06cf6bb23d735
[1] https://twitter.com/i/web/status/1099186144582008832
[1] https://twitter.com/i/web/status/1099041692555059201
[1] https://twitter.com/i/web/status/1098928634537132039
[1] https://twitter.com/i/web/status/1098837366263840768
[1] https://twitter.com/i/web/status/1098959658881089536
[1] https://twitter.com/i/web/status/1098937370081136640

Top URLs in Tweet in G2:
[13] https://www.propublica.org/article/richard-sackler-oxycontin-oxycodone-strength-conceal-from-doctors-sealed-testimony
[4] https://twitter.com/charlesornstein/status/1098655508481888257
[2] https://www.healthleadersmedia.com/strategy/sackler-embraced-plan-conceal-oxycontins-strength-doctors-sealed-testimony-shows
[2] https://www.propublica.org/article/what-you-should-know-about-richard-sacklers-long-sought-deposition
[2] https://twitter.com/Choire/status/1099060317940862978
[2] https://www.statnews.com/2019/02/21/purdue-pharma-richard-sackler-oxycontin-sealed-deposition/
[2] https://www.thedailybeast.com/richard-sackler-supported-plan-to-hide-oxycontin-strength-from-docs-report?via=twitter_page
[2] https://www.nytimes.com/2019/02/21/health/oxycontin-sackler-purdue-pharma.html
[1] https://www.propublica.org/article/richard-sackler-oxycontin-oxycodone-strength-conceal-from-doctors-sealed-testimony?utm_content=buffer94100&utm_medium=social&utm_source=twitter&utm_campaign=buffer
[1] https://www.propublica.org/article/richard-sackler-oxycontin-oxycodone-strength-conceal-from-doctors-sealed-testimony?utm_content=buffer8c419&utm_medium=social&utm_source=twitter&utm_campaign=buffer

Top URLs in Tweet in G3:
[18] https://twitter.com/charlesornstein/status/1098655508481888257
[1] https://twitter.com/i/web/status/1098697342381969409
[1] https://twitter.com/i/web/status/1099220942075715584
[1] https://twitter.com/i/web/status/1099133150515642368
[1] https://twitter.com/i/web/status/1098934018647695361

Top URLs in Tweet in G4:
[39] https://twitter.com/charlesornstein/status/1098655508481888257
[2] https://www.theguardian.com/artanddesign/2019/feb/16/nan-goldin-sackler-gift-oxycontin-national-portrait-gallery?CMP=Share_iOSApp_Other
[1] https://www.propublica.org/article/richard-sackler-oxycontin-oxycodone-strength-conceal-from-doctors-sealed-testimony
[1] https://www.huffpost.com/entry/sackler-embraced-plan-to-conceal-oxycontins-strength-from-doctors-sealed-testimony-shows_n_5c6f1d3de4b06cf6bb23d735
[1] https://twitter.com/i/web/status/1098941142773596160

Top URLs in Tweet in G5:
[51] https://www.propublica.org/article/richard-sackler-oxycontin-oxycodone-strength-conceal-from-doctors-sealed-testimony
[30] https://www.huffpost.com/entry/sackler-embraced-plan-to-conceal-oxycontins-strength-from-doctors-sealed-testimony-shows_n_5c6f1d3de4b06cf6bb23d735
[20] https://arstechnica.com/science/2019/02/sackler-behind-oxycontin-fraud-offered-twisted-mind-boggling-defense/
[15] https://arstechnica.com/?p=1462727
[14] https://www.statnews.com/2019/02/21/purdue-pharma-richard-sackler-oxycontin-sealed-deposition/
[12] https://www.bizpacreview.com/2019/02/22/newly-released-emails-shows-sackler-family-member-of-purdue-pharma-agreed-to-understate-oxycontins-risks-726289
[11] https://www.nytimes.com/2019/02/21/health/oxycontin-sackler-purdue-pharma.html
[6] https://www.truthdig.com/articles/sealed-testimony-reveals-extent-of-sacklers-complicity-in-opioid-crisis/
[5] https://arstechnica.com/?p=1462727&utm_source=dlvr.it&utm_medium=twitter
[4] https://twitter.com/charlesornstein/status/1098655508481888257

Top URLs in Tweet in G6:
[16] https://www.huffpost.com/entry/sackler-embraced-plan-to-conceal-oxycontins-strength-from-doctors-sealed-testimony-shows_n_5c6f1d3de4b06cf6bb23d735
[15] https://twitter.com/eemershon/status/1098656777393057792
[9] https://www.statnews.com/2019/02/21/purdue-pharma-richard-sackler-oxycontin-sealed-deposition/
[9] https://twitter.com/charlesornstein/status/1098655508481888257
[7] https://twitter.com/nythealth/status/1098772405542154241
[5] https://www.nytimes.com/2019/02/21/health/oxycontin-sackler-purdue-pharma.html
[4] https://www.nytimes.com/2019/02/20/fashion/sackler-joss-new-york-fashion-week.html
[2] https://twitter.com/triketora/status/1085674330137284608
[2] https://www.bostonglobe.com/metro/2019/02/09/tainted-donations-problem-for-universities/HiT6JVmQ0HOdhxYHogMCLM/story.html?s_campaign=bostonglobe:social:googleamp:sharetools
[2] https://sites.tufts.edu/insight/2019/01/31/op-ed-rename-the-sackler-school/?fbclid=IwAR1DUGWfFCEE1L-OAWEx0a1Jcs2PAoCU38mGfUer7gsUAGiVZ_csihLFQdg

Top URLs in Tweet in G7:
[32] https://www.statnews.com/2019/02/21/purdue-pharma-richard-sackler-oxycontin-sealed-deposition/
[13] https://www.statnews.com/2019/02/22/a-secretive-billionaires-role-in-promoting-oxycontin-emerges-in-new-documents/
[7] https://news.yahoo.com/purdue-sackler-embraced-plan-conceal-184542392.html
[7] https://twitter.com/statnews/status/1098655229741010946
[3] https://www.statnews.com/2019/02/21/richard-sackler-deposition-what-you-should-know/
[3] https://twitter.com/charlesornstein/status/1098655508481888257
[3] https://glidemagazine.com/220557/singer-songwriter-michael-sackler-berner-aka-msb-delivers-poignant-short-stories-album-review/
[2] https://twitter.com/statnews/status/1098658647771623425
[2] https://login.medscape.com/login/sso/getlogin?urlCache=aHR0cHM6Ly93d3cubWVkc2NhcGUuY29tL3ZpZXdhcnRpY2xlLzkwOTM5Nj9zcmM9c29jX3R3X3NoYXJl&ac=401
[2] https://nonprofitquarterly.org/2019/02/22/newly-public-deposition-sure-to-intensify-protests-of-sackler-family-philanthropy/?utm_source=twitter&utm_medium=social&utm_campaign=SocialWarfare

Top URLs in Tweet in G8:
[10] https://www.propublica.org/article/richard-sackler-oxycontin-oxycodone-strength-conceal-from-doctors-sealed-testimony
[7] https://truepundit.com/newly-released-emails-shows-member-of-purdue-pharma-sackler-family-agreed-to-understate-oxycontins-risks/
[1] https://twitter.com/i/web/status/1099257739728089090
[1] https://www.esquire.com/news-politics/a12775932/sackler-family-oxycontin/

Top URLs in Tweet in G9:
[6] https://arstechnica.com/science/2019/02/sackler-behind-oxycontin-fraud-offered-twisted-mind-boggling-defense/
[2] https://twitter.com/charlesornstein/status/1098655508481888257
[1] https://twitter.com/i/web/status/1098984738080075776
[1] https://twitter.com/i/web/status/1099160113020129282

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1098696665039544324
[1] https://twitter.com/PatriotM1A_/status/1099070059098583040
[1] https://twitter.com/i/web/status/1099286385750466560
[1] https://twitter.com/kim_sax1/status/1098955671326937088?s=21
[1] https://www.statnews.com/2019/02/21/purdue-pharma-richard-sackler-oxycontin-sealed-deposition/
[1] https://twitter.com/i/web/status/1099175600437121026
[1] https://twitter.com/i/web/status/1099105021877207040
[1] https://www.francetvinfo.fr/sante/drogue-addictions/video-crise-des-opiaces-aux-etats-unis-les-sackler-des-philanthropes-accuses-d-etre-des-empoisonneurs_3196007.html#xtor=CS2-765-[twitter]-
[1] https://www.infowars.com/report-newly-released-emails-show-executives-agreeing-to-understate-oxycontins-risks/
[1] http://dailycallernewsfoundation.org/2019/02/21/newly-released-emails-shows-member-of-purdue-pharma-sackler-family-agreed-to-understate-oxycontins-risks/

Top Domains
Top Domains in Tweet in Entire Graph:
[1110] twitter.com
[156] propublica.org
[94] statnews.com
[85] huffpost.com
[69] arstechnica.com
[45] nytimes.com
[41] thedailybeast.com
[19] salon.com
[19] bizpacreview.com
[11] theguardian.com

Top Domains in Tweet in G1:
[667] twitter.com
[5] huffpost.com

Top Domains in Tweet in G2:
[27] twitter.com
[21] propublica.org
[3] nytimes.com
[2] healthleadersmedia.com
[2] statnews.com
[2] thedailybeast.com
[1] patrickraddenkeefe.com
[1] salon.com
[1] hyperallergic.com
[1] arstechnica.com

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

Top Domains in Tweet in G4:
[40] twitter.com
[2] theguardian.com
[1] propublica.org
[1] huffpost.com

Top Domains in Tweet in G5:
[134] twitter.com
[60] propublica.org
[44] arstechnica.com
[33] huffpost.com
[17] statnews.com
[17] nytimes.com
[15] bizpacreview.com
[6] truthdig.com
[6] westernjournal.com
[4] theguardian.com

Top Domains in Tweet in G6:
[45] twitter.com
[16] huffpost.com
[9] statnews.com
[9] nytimes.com
[2] bostonglobe.com
[2] tufts.edu
[2] bos.gl
[2] propublica.org
[1] insidehighered.com
[1] thedailybeast.com

Top Domains in Tweet in G7:
[51] statnews.com
[50] twitter.com
[7] yahoo.com
[4] nonprofitquarterly.org
[3] glidemagazine.com
[2] medscape.com
[2] propublica.org
[1] buff.ly
[1] salon.com
[1] newyorker.com

Top Domains in Tweet in G8:
[10] propublica.org
[7] truepundit.com
[1] twitter.com
[1] esquire.com

Top Domains in Tweet in G9:
[6] arstechnica.com
[4] twitter.com

Top Domains in Tweet in G10:
[9] twitter.com
[1] statnews.com
[1] francetvinfo.fr
[1] infowars.com
[1] dailycallernewsfoundation.org
[1] huffpost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[50] sackler
[37] oxycontin
[21] purdue
[18] opioidcrisis
[13] purduepharma
[10] opioidepidemic
[10] oghbo
[10] bigpharma
[6] sante
[5] bloodmoney



Top Hashtags in Tweet in G2:
[3] sackler
[2] lifematters
[1] purdue
[1] oxycontin
[1] opioidcrisis

Top Hashtags in Tweet in G5:
[17] sackler
[10] oxycontin
[6] bigpharma
[5] opioidcrisis
[4] opioidepidemic
[4] tech
[4] drugaddiction
[4] drugs
[3] addiction
[3] news

Top Hashtags in Tweet in G6:
[2] sackleropioidepidemic
[1] sackleropioidcrisis
[1] oxycontin
[1] sackler

Top Hashtags in Tweet in G7:
[13] purdue
[5] sackler
[3] oxycontin
[2] happyreleaseday
[1] opiod
[1] purduepharma
[1] shortstories
[1] proudmom

Top Hashtags in Tweet in G8:
[1] saturdaymotivation
[1] saturdaythoughts
[1] sackleropioidepidemic
[1] sackleropioidcrisis

Top Hashtags in Tweet in G9:
[6] purduepharma
[6] opioidcrisis

Top Hashtags in Tweet in G10:
[1] sackler
[1] qanon
[1] opioidcrisis

Top Words
Top Words in Tweet in Entire Graph:
[1815] Words in Sentiment List#1: Positive
[1829] Words in Sentiment List#2: Negative
[13] Words in Sentiment List#3: Angry/Violent
[87449] Non-categorized Words
[91093] Total Words
[4691] sackler
[2402] oxycontin
[1842] family
[1339] s
[1306] purdue

Top Words in Tweet in G1:
[769] sarahkendzior
[687] sackler
[674] family
[661] monsters
[102] lucperkins
[102] out
[101] sometimes
[101] feels
[101] issue
[101] everyone

Top Words in Tweet in G2:
[832] sackler
[593] propublica
[525] deposition
[454] member
[391] richard
[314] family
[287] oxycontin
[262] published
[247] sealed
[226] decision

Top Words in Tweet in G3:
[629] sackler
[610] oxycontin
[607] purdue
[603] decision
[602] amyklobuchar
[602] more
[602] proof
[602] pharmaceutical
[602] made
[602] deliberate

Top Words in Tweet in G4:
[573] sackler
[509] charlesornstein
[508] oxycontin
[494] sealed
[493] conceal
[493] s
[492] embraced
[492] plan
[492] strength
[492] doctors

Top Words in Tweet in G5:
[342] sackler
[228] oxycontin
[170] s
[118] plan
[115] embraced
[115] conceal
[114] strength
[100] shows
[97] sealed
[94] doctors

Top Words in Tweet in G6:
[379] sackler
[224] conceal
[203] richard
[188] plan
[188] deposition
[187] embraced
[184] sealed
[181] shows
[173] stop
[173] read

Top Words in Tweet in G7:
[192] sackler
[114] oxycontin
[112] s
[100] deposition
[82] purdue
[73] statnews
[70] richard
[59] plan
[57] embraced
[56] conceal

Top Words in Tweet in G8:
[196] sackler
[193] shows
[193] oxycontin
[193] s
[184] family
[183] newly
[183] released
[183] emails
[183] member
[183] purdue

Top Words in Tweet in G9:
[114] sackler
[105] maddiebarry8
[104] billionaire
[104] hole
[104] head
[104] pharmaceutical
[104] company
[104] caused
[104] opiod
[104] epidemic

Top Words in Tweet in G10:
[85] sackler
[75] realdonaldtrump
[73] family
[39] kim_sax1
[38] purdue
[36] 2runtherace
[35] sure
[35] dig
[35] owner
[34] p

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1523] sackler,family
[1076] oxycontin,s
[976] embraced,plan
[974] plan,conceal
[967] sackler,embraced
[820] s,strength
[819] conceal,oxycontin
[803] strength,doctors
[793] richard,sackler
[743] family,monsters

Top Word Pairs in Tweet in G1:
[672] sackler,family
[661] family,monsters
[660] sarahkendzior,sackler
[101] sarahkendzior,lucperkins
[101] lucperkins,sometimes
[101] sometimes,feels
[101] feels,issue
[101] issue,everyone
[101] everyone,agrees
[101] agrees,even

Top Word Pairs in Tweet in G2:
[390] richard,sackler
[211] sackler,family
[183] email,exchanges
[183] exchanges,divulged
[183] divulged,leaked
[183] leaked,deposition
[183] deposition,show
[183] show,sackler
[183] family,member
[183] member,endorsed

Top Word Pairs in Tweet in G3:
[602] more,proof
[602] proof,sackler
[602] sackler,purdue
[602] purdue,pharmaceutical
[602] pharmaceutical,made
[602] made,deliberate
[602] deliberate,decision
[602] decision,hook
[602] hook,people
[602] people,oxycontin

Top Word Pairs in Tweet in G4:
[492] sackler,embraced
[492] embraced,plan
[492] plan,conceal
[492] conceal,oxycontin
[492] oxycontin,s
[492] s,strength
[492] strength,doctors
[491] doctors,sealed
[491] sealed,testimony
[491] testimony,shows

Top Word Pairs in Tweet in G5:
[127] oxycontin,s
[113] embraced,plan
[113] plan,conceal
[112] sackler,embraced
[101] conceal,oxycontin
[100] s,strength
[88] strength,doctors
[77] doctors,sealed
[69] sealed,testimony
[64] sackler,family

Top Word Pairs in Tweet in G6:
[193] richard,sackler
[187] sackler,embraced
[187] embraced,plan
[187] plan,conceal
[174] sealed,deposition
[173] deposition,shows
[171] stop,doing
[171] doing,read
[171] read,sealed
[171] shows,richard

Top Word Pairs in Tweet in G7:
[60] richard,sackler
[56] embraced,plan
[56] plan,conceal
[54] sackler,embraced
[54] oxycontin,s
[53] strength,doctors
[50] sealed,deposition
[49] s,strength
[48] conceal,oxycontin
[45] doctors,sealed

Top Word Pairs in Tweet in G8:
[193] oxycontin,s
[184] sackler,family
[183] newly,released
[183] released,emails
[183] emails,shows
[183] shows,member
[183] member,purdue
[183] purdue,pharma
[183] pharma,sackler
[183] family,agreed

Top Word Pairs in Tweet in G9:
[104] billionaire,sackler
[104] sackler,hole
[104] hole,head
[104] head,pharmaceutical
[104] pharmaceutical,company
[104] company,caused
[104] caused,opiod
[104] opiod,epidemic
[104] epidemic,hid
[103] maddiebarry8,billionaire

Top Word Pairs in Tweet in G10:
[71] sackler,family
[36] 2runtherace,realdonaldtrump
[35] kim_sax1,2runtherace
[35] realdonaldtrump,sure
[35] sure,dig
[35] dig,sackler
[35] family,owner
[35] owner,purdue
[34] purdue,p
[31] family,arrested

Top Replied-To
Top Replied-To in Entire Graph:
@sarahkendzior
@charlesornstein
@propublica
@statnews
@iwriteok
@ggreenwald
@onesarahjones
@amyklobuchar
@emilieradiofr
@realdonaldtrump

Top Replied-To in G1:
@sarahkendzior
@lucperkins
@propublica
@larsonofa
@paulrevere1999

Top Replied-To in G2:
@propublica
@praddenkeefe
@sdnynews
@onesarahjones
@healthcarevoter

Top Replied-To in G3:
@amyklobuchar

Top Replied-To in G4:
@charlesornstein
@ripplepig

Top Replied-To in G6:
@eemershon
@axios

Top Replied-To in G7:
@statnews
@davidjuurlink
@amyklobuchar
@puppyluvr312
@amnh
@diaartfndn
@brooklynmuseum
@pauldrisley
@eemershon
@sacklersoapbox

Top Replied-To in G8:
@thomas1774paine

Top Replied-To in G9:
@maddiebarry8
@rodneyclaeys
@dennisnickell4

Top Replied-To in G10:
@realdonaldtrump
@franceinfoplus
@presssec
@2runtherace
@envoyespecial
@senjohnbarrasso
@kellyannepolls
@kim_sax1

Top Mentioned
Top Mentioned in Entire Graph:
@sarahkendzior
@propublica
@amyklobuchar
@charlesornstein
@eemershon
@thomas1774paine
@davidarmstrongx
@maddiebarry8
@lucperkins
@matthewschneier

Top Mentioned in G1:
@sarahkendzior
@lucperkins
@propublica
@amyklobuchar
@charlesornstein
@waddamsresists
@eemershon
@rosie
@dogsareloyal1s
@kevtkel

Top Mentioned in G2:
@propublica
@davidarmstrongx
@praddenkeefe
@davidar
@purduepharma
@sfpelosi
@bykenarmstrong
@statnews
@maxabelson
@sarahkendzior

Top Mentioned in G3:
@amyklobuchar
@sarahkendzior
@perfumeflogger
@highbrow_nobrow
@davidarmstrongx
@propublica

Top Mentioned in G4:
@charlesornstein
@sarahkendzior
@amyklobuchar
@listeninginon
@propublica
@kdschaak2
@fahrenthold
@sentedcruz
@patricksquire6
@ripplepig

Top Mentioned in G5:
@oxycontin_bio
@grawoig
@lisa_catara
@himmoderator
@reiseyatra
@kasmouse

Top Mentioned in G6:
@eemershon
@altuspresssec
@stevesilberman
@jaredlholt
@occupywallstnyc
@axios
@sarahkendzior
@charlesornstein
@amyklobuchar
@propublica

Top Mentioned in G7:
@statnews
@propublica
@davidarmstrongx
@metmuseum
@matthewherper
@guggenheim
@smithsonian
@britishmuseum
@drewqjoseph
@davidjuurlink

Top Mentioned in G8:
@thomas1774paine
@true_pundit
@peter_grinspoon
@scaramuccipost

Top Mentioned in G9:
@maddiebarry8
@wildpalmsltd
@eemershon
@charlesornstein
@sarahkendzior
@ellievan65
@britin17k
@propublica

Top Mentioned in G10:
@realdonaldtrump
@kim_sax1
@2runtherace
@patriotm1a_
@envoyespecial
@potus
@whitehouse
@thomas1774paine
@purduepharma
@cosmicnaxalite

Top Tweeters
Top Tweeters in Entire Graph:
@jurylady5
@bdnews24
@theagood
@eaglestarnet
@angelamortimer2
@zyitegadgets
@moonbootica
@the_mantese
@solutioneer72
@coopmike48

Top Tweeters in G1:
@phillip92321
@lindacollins11
@wildwillow65
@syr829
@nancypeggy
@samhainnight
@arcticfox_am_i
@barbaraward235
@mms5048
@cblazblaz

Top Tweeters in G2:
@backstorymom1
@paxnostrum
@sydneya
@kenkircher1
@carolmaewy
@theresamax
@stetayen
@janiecestaton
@mobea
@brettaapplebaum

Top Tweeters in G3:
@lechatnoire4
@w55unicorn
@markplackett1
@justwhatnowwhy
@billieo2
@dawnarickelz
@upuouo
@innrdreams
@letat_lechat
@walkerdl

Top Tweeters in G4:
@jurylady5
@angelamortimer2
@cherokeesher2
@rcrockett
@beverly21811568
@lianabrooks
@anthonybourque
@oufenix
@jentromans
@roripierpont1

Top Tweeters in G5:
@bdnews24
@zyitegadgets
@the_mantese
@globalissuesweb
@billm9
@marciojmsilva
@statesperson
@paulstewartii
@mrkoolodo
@red__rover

Top Tweeters in G6:
@solutioneer72
@shaktilila
@edgeoforever
@bostonglobe
@suekhi
@pecunium
@wsj
@zebrafinch
@kat223
@marti431uew

Top Tweeters in G7:
@eaglestarnet
@breakingnewzman
@cafenetamerica
@kimvie
@baronianconsult
@rockyintx
@spanishcountry
@joanpennnative
@fifthhousesun
@jhcpw

Top Tweeters in G8:
@cardenaselanie
@richardtburnett
@bikerbd
@tevet
@mmjustified
@pepperlesszzz
@dsshep1959
@laurelcatherine
@wvtrump
@jimboazil

Top Tweeters in G9:
@eykis
@yarosisnancy
@horsecrazybean
@rodneyclaeys
@jjaazzee1
@marycaddell
@19dolphin39
@eatstreats
@nancysa45944060
@allen11cynthia

Top Tweeters in G10:
@loyaltotrump
@consmover
@saucy3george
@wwg_1wga_
@franceinfo
@donnaledford8
@trumpcat04
@franceinfoplus
@amymariewillard
@alley167


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