sackler, Twitter, 4/14/2019 2:41:51 PM, 193688


FAQ | Problem?

sackler_2019-04-14_05-37-35.xlsx
sackler_2019-04-14_05-37-35.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 14, 2019
Short Description:
sackler via NodeXL http://bit.ly/2UUtgNf
@krangtnelson
@postopinions
@kimvie
@washingtonpost
@brandyljensen
@realdonaldtrump
@voxdotcom
@vansulli
@crystal82028223
@opensecretsdc

Top hashtags:
#sackler
#opioidcrisis
#bahadurshah
#stigma
#purdue
#oxycontin

Description:
Description
The graph represents a network of 4,876 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 Sunday, 14 April 2019 at 12:38 UTC.

The requested start date was Sunday, 14 April 2019 at 00:01 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 9-day, 13-hour, 48-minute period from Thursday, 04 April 2019 at 10:09 UTC to Saturday, 13 April 2019 at 23:57 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 : 4876
Unique Edges : 5425
Edges With Duplicates : 715
Total Edges : 6140
Number of Edge Types : 3
Replies to : 492
Tweet : 1419
Mentions : 4229
Self-Loops : 1419
Reciprocated Vertex Pair Ratio : 0.0106619280319858
Reciprocated Edge Ratio : 0.0210989010989011
Connected Components : 1154
Single-Vertex Connected Components : 778
Maximum Vertices in a Connected Component : 2472
Maximum Edges in a Connected Component : 3493
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.740187
Graph Density : 0.000191413727098715
Modularity : 0.785713
NodeXL Version : 1.0.1.410

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[56] https://www.statnews.com/2019/04/09/sackler-purdue-pharma-gifts-to-tufts-advanced-company-interests/
[48] https://www.vox.com/first-person/2019/4/10/18304572/addiction-opioid-purdue-pharma-sackler-family
[38] https://www.washingtonpost.com/opinions/stop-blaming-my-late-husband-arthur-sackler-for-the-opioid-crisis/2019/04/11/5b8478a4-5c89-11e9-a00e-050dc7b82693_story.html
[27] https://www.newyorker.com/magazine/2017/10/30/the-family-that-built-an-empire-of-pain
[27] https://www.vox.com/first-person/2019/4/10/18304572/addiction-opioid-purdue-pharma-sackler-family?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[27] https://www.washingtonpost.com/opinions/stop-blaming-my-late-husband-arthur-sackler-for-the-opioid-crisis/2019/04/11/5b8478a4-5c89-11e9-a00e-050dc7b82693_story.html?noredirect=on&utm_term=.3908f4ccc0de
[26] https://www.cbc.ca/news/entertainment/sackler-galleries-donation-1.5083221
[23] https://www.nytimes.com/2019/04/01/health/sacklers-oxycontin-lawsuits.html
[22] https://twitter.com/PostOpinions/status/1116436420451868672
[21] https://www.washingtonpost.com/opinions/stop-blaming-my-late-husband-arthur-sackler-for-the-opioid-crisis/2019/04/11/5b8478a4-5c89-11e9-a00e-050dc7b82693_story.html?utm_term=.7de2202a1338

Top URLs in Tweet in G1:
[27] https://www.vox.com/first-person/2019/4/10/18304572/addiction-opioid-purdue-pharma-sackler-family
[19] https://www.washingtonpost.com/opinions/stop-blaming-my-late-husband-arthur-sackler-for-the-opioid-crisis/2019/04/11/5b8478a4-5c89-11e9-a00e-050dc7b82693_story.html
[15] https://www.theguardian.com/artanddesign/2019/apr/10/hito-steyerl-review-serpentine-sackler-gallery-london
[14] https://www.statnews.com/2019/04/09/sackler-purdue-pharma-gifts-to-tufts-advanced-company-interests/
[13] https://www.forbes.com/sites/francoisbotha/2019/04/04/learn-from-the-sackler-family-about-transparency-and-ethical-governance-or-about-transparency-ethical-governance-and-reputation-management/
[13] https://www.cbc.ca/news/entertainment/sackler-galleries-donation-1.5083221
[11] https://theartnewspaper.com/news/elephant-in-the-room-hito-steyerl-denounces-sackler-sponsorship-at-opening-of-her-show-at-serpentine-sackler-gallery
[9] https://www.forbes.com/sites/francoisbotha/2019/04/04/learn-from-the-sackler-family-about-transparency-and-ethical-governance-or-about-transparency-ethical-governance-and-reputation-management/?utm_source=dlvr.it&utm_medium=twitter
[9] https://www.cbc.ca/news/entertainment/sackler-galleries-donation-1.5083221?__vfz=medium%3Dsharebar
[8] https://www.nytimes.com/2019/04/01/health/sacklers-oxycontin-lawsuits.html

Top URLs in Tweet in G2:
[21] https://www.washingtonpost.com/opinions/stop-blaming-my-late-husband-arthur-sackler-for-the-opioid-crisis/2019/04/11/5b8478a4-5c89-11e9-a00e-050dc7b82693_story.html?noredirect=on&utm_term=.3908f4ccc0de
[21] https://www.newyorker.com/magazine/2017/10/30/the-family-that-built-an-empire-of-pain
[3] https://twitter.com/thetomzone/status/1116466906758774784
[3] https://twitter.com/postopinions/status/1116436420451868672
[2] https://twitter.com/david_j_roth/status/1116442510530838528
[1] http://www.run-riot.com/art/hito-steyerl-power-plants-serpentine-sackler-gallery
[1] https://twitter.com/PostOpinions/status/1116436420451868672
[1] https://twitter.com/i/web/status/1116453080764174336
[1] https://twitter.com/i/web/status/1116519659057106944
[1] https://twitter.com/i/web/status/1116469052883574785

Top URLs in Tweet in G3:
[29] https://www.statnews.com/2019/04/09/sackler-purdue-pharma-gifts-to-tufts-advanced-company-interests/
[24] https://www.vox.com/first-person/2019/4/10/18304572/addiction-opioid-purdue-pharma-sackler-family?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter
[19] https://www.vox.com/first-person/2019/4/10/18304572/addiction-opioid-purdue-pharma-sackler-family?utm_campaign=vox&utm_content=chorus&utm_medium=social&utm_source=twitter
[9] https://twitter.com/postopinions/status/1116436420451868672
[6] https://www.vox.com/first-person/2019/4/10/18304572/addiction-opioid-purdue-pharma-sackler-family
[4] https://www.cbc.ca/news/entertainment/sackler-galleries-donation-1.5083221?cmp=rss
[4] https://www.statnews.com/2019/03/25/tufts-university-investigates-purdue-pharma-sackler-ties/
[2] https://www.washingtonpost.com/opinions/stop-blaming-my-late-husband-arthur-sackler-for-the-opioid-crisis/2019/04/11/5b8478a4-5c89-11e9-a00e-050dc7b82693_story.html?utm_term=.7de2202a1338
[2] https://www.newyorker.com/podcast/political-scene/the-sackler-family-purdue-pharma-and-the-lawsuits-threatening-opioid-manufacture
[2] http://tuftsobserver.org/hidden-dissent-the-well-concealed-histories-behind-the-sackler-name/

Top URLs in Tweet in G4:
[9] https://www.washingtonpost.com/opinions/stop-blaming-my-late-husband-arthur-sackler-for-the-opioid-crisis/2019/04/11/5b8478a4-5c89-11e9-a00e-050dc7b82693_story.html
[6] https://www.washingtonpost.com/opinions/stop-blaming-my-late-husband-arthur-sackler-for-the-opioid-crisis/2019/04/11/5b8478a4-5c89-11e9-a00e-050dc7b82693_story.html?noredirect=on&utm_term=.3908f4ccc0de
[4] https://www.washingtonpost.com/opinions/stop-blaming-my-late-husband-arthur-sackler-for-the-opioid-crisis/2019/04/11/5b8478a4-5c89-11e9-a00e-050dc7b82693_story.html?utm_term=.88aa44354f10
[4] https://trib.al/1nG2VED
[2] https://twitter.com/postopinions/status/1116436420451868672
[1] https://trib.al/QFO0PAM
[1] https://twitter.com/i/web/status/1116454098763563008
[1] https://twitter.com/i/web/status/1116588990633664514
[1] https://twitter.com/david_j_roth/status/1116442510530838528
[1] http://money.com/money/5640480/oxycontin-opioid-crisis-purdue-pharma-sackler-family-lawsuits/

Top URLs in Tweet in G5:
[2] http://money.com/money/5640480/oxycontin-opioid-crisis-purdue-pharma-sackler-family-lawsuits/
[1] https://www.lohud.com/story/news/crime/2019/03/28/opiod-lawsuit-sackler-purdue-pharma-drug-crisis-oxycontin/3300544002/
[1] https://twitter.com/i/web/status/1114879043927719936
[1] https://twitter.com/i/web/status/1114693813623119872
[1] https://twitter.com/i/web/status/1114654111054458880
[1] https://twitter.com/i/web/status/1114612440078139394
[1] https://twitter.com/i/web/status/1114269965291413504
[1] https://news.yahoo.com/extent-sackler-family-apos-role-115759194.html
[1] https://twitter.com/i/web/status/1114296004637908997
[1] https://twitter.com/i/web/status/1114265699692580864

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1116453761818472469
[1] https://www.vox.com/first-person/2019/4/10/18304572/addiction-opioid-purdue-pharma-sackler-family?utm_campaign=vox&utm_content=chorus&utm_medium=social&utm_source=twitter
[1] https://twitter.com/i/web/status/1116475423444152327

Top URLs in Tweet in G7:
[5] https://www.opensecrets.org/news/2019/04/purdue-pharma-and-the-sackler-family-under-scrutiny-for-role-in-opioid-crisis-are-big-political-spenders/
[2] https://www.stamfordadvocate.com/local/article/Testimony-Sackler-embraced-plan-to-conceal-13635791.php
[1] https://twitter.com/i/web/status/1114211597155733505
[1] https://bbc.in/2uwYyuQ
[1] https://www.opensecrets.org/news/2019/04/purdue-pharma-and-the-sackler-family-under-scrutiny-for-role-in-opioid-crisis-are-big-political-spenders/?utm_source=American+Promise&utm_campaign=3624cb9f2e-EMAIL_CAMPAIGN_2019_04_11&utm_medium=email&utm_term=0_f12c7850d0-3624cb9f2e-22965591
[1] https://twitter.com/i/web/status/1091828850672263171
[1] https://twitter.com/i/web/status/1115017023019528192
[1] https://solutionsu.solutionsjournalism.org/collection-search?q[text_search][]=opioid&q[full_text_on]=false

Top URLs in Tweet in G8:
[4] https://acriticaldiscourse.com/chronic-pain-the-research-says-find-a-therapist-2/
[4] https://acriticaldiscourse.com/upcoming-post-u-s-surgeon-general-on-the-opioid-crisis-medical-training-and-practice-fails-to-protect-patients-from-harm-because-big-pharma-made-us-do-it-2/
[4] http://abcnews.go.com/US/wireStory/parents-press-harvard-remove-sackler-art-museum-62366507
[3] https://abcnews.go.com/US/wireStory/parents-press-harvard-remove-sackler-art-museum-62366507
[3] https://trib.al/YD2n3jF
[3] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4202970/
[2] https://www.vox.com/first-person/2019/4/10/18304572/addiction-opioid-purdue-pharma-sackler-family
[2] https://www.citynews1130.com/2019/04/12/parents-press-harvard-to-remove-sackler-name-from-art-museum/
[2] https://buzzbry.com/parents-press-harvard-to-remove-sackler-name-from-art-museum-boston-herald/
[2] https://www.top10inuae.com/parents-press-harvard-to-remove-sackler-name-from-art-museum/

Top URLs in Tweet in G9:
[19] https://www.washingtonpost.com/opinions/stop-blaming-my-late-husband-arthur-sackler-for-the-opioid-crisis/2019/04/11/5b8478a4-5c89-11e9-a00e-050dc7b82693_story.html?utm_term=.7de2202a1338
[2] https://www.theguardian.com/society/2019/apr/12/serpentine-gallery-shuns-sackler-family?CMP=share_btn_tw
[2] https://theartnewspaper.com/news/elephant-in-the-room-hito-steyerl-denounces-sackler-sponsorship-at-opening-of-her-show-at-serpentine-sackler-gallery
[1] https://twitter.com/i/web/status/1116492708351180801
[1] https://www.apnews.com/Business%20Wire/7f19fe38ce67456da7f34056860e8fec
[1] https://twitter.com/i/web/status/1115828040452513793
[1] https://www.theguardian.com/society/2019/apr/12/serpentine-gallery-shuns-sackler-family
[1] https://twitter.com/i/web/status/1116807298628968454
[1] https://twitter.com/i/web/status/1116756371167277058
[1] https://twitter.com/i/web/status/1116455280605302787

Top URLs in Tweet in G10:
[11] https://twitter.com/starwars/status/1116749912983707650
[4] https://twitter.com/SenSanders/status/1110898264151388160
[3] https://econ.trib.al/QVhwbFq
[1] https://twitter.com/i/web/status/1116733718750797825
[1] https://twitter.com/realDonaldTrump/status/1114623656338944001
[1] https://twitter.com/i/web/status/1116450038790516736
[1] https://twitter.com/i/web/status/1116797570020511744
[1] https://www.esquire.com/news-politics/a12775932/sackler-family-oxycontin/
[1] https://twitter.com/PostOpinions/status/1116436420451868672
[1] https://twitter.com/i/web/status/1116112828967149570

Top Domains
Top Domains in Tweet in Entire Graph:
[648] twitter.com
[148] washingtonpost.com
[117] theguardian.com
[112] vox.com
[74] statnews.com
[56] nytimes.com
[56] theartnewspaper.com
[55] cbc.ca
[46] newyorker.com
[33] youtube.com

Top Domains in Tweet in G1:
[207] twitter.com
[73] theguardian.com
[42] washingtonpost.com
[38] vox.com
[28] theartnewspaper.com
[25] cbc.ca
[23] nytimes.com
[23] forbes.com
[20] statnews.com
[11] artnet.com

Top Domains in Tweet in G2:
[21] washingtonpost.com
[21] newyorker.com
[12] twitter.com
[1] run-riot.com
[1] artnet.com

Top Domains in Tweet in G3:
[51] vox.com
[41] statnews.com
[29] twitter.com
[4] cbc.ca
[4] washingtonpost.com
[3] wsj.com
[2] newyorker.com
[2] tuftsobserver.org
[2] salon.com
[1] globalnewscentre.com

Top Domains in Tweet in G4:
[21] twitter.com
[21] washingtonpost.com
[5] trib.al
[1] money.com
[1] newyorker.com
[1] propublica.org
[1] vox.com
[1] nih.gov

Top Domains in Tweet in G5:
[10] twitter.com
[2] money.com
[1] lohud.com
[1] yahoo.com
[1] latimes.com
[1] esquire.com

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

Top Domains in Tweet in G7:
[6] opensecrets.org
[3] twitter.com
[2] stamfordadvocate.com
[1] bbc.in
[1] solutionsjournalism.org

Top Domains in Tweet in G8:
[10] twitter.com
[8] acriticaldiscourse.com
[7] go.com
[4] trib.al
[3] nih.gov
[3] nytimes.com
[2] vox.com
[2] citynews1130.com
[2] buzzbry.com
[2] top10inuae.com

Top Domains in Tweet in G9:
[19] washingtonpost.com
[6] twitter.com
[3] theguardian.com
[2] theartnewspaper.com
[1] apnews.com

Top Domains in Tweet in G10:
[25] twitter.com
[3] trib.al
[1] esquire.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[85] sackler
[71] opioidcrisis
[42] bahadurshah
[22] stigma
[21] purdue
[21] oxycontin
[21] nascolloquia
[20] purduepharma
[17] opioid
[16] sacklerfamily



Top Hashtags in Tweet in G1:
[31] sackler
[10] oxycontin
[8] addiction
[7] opioid
[6] sacklerfamily
[5] pharma
[5] purduepharma
[5] opioidepidemic
[4] news
[4] opioidcrisis

Top Hashtags in Tweet in G3:
[21] stigma
[12] sackler
[11] tufts
[10] purdue
[7] healthcare
[5] pharma
[3] opioidcrisis
[3] opioid
[2] oxycontin
[2] sacksackler

Top Hashtags in Tweet in G4:
[2] addiction
[2] opioidcrisis
[1] treatment

Top Hashtags in Tweet in G5:
[2] worstpresidentinhistory
[1] worstpresidentever

Top Hashtags in Tweet in G7:
[33] opioidcrisis
[2] sacklercrimefamily
[1] 28thamendment
[1] getmoneyout
[1] solutions

Top Hashtags in Tweet in G8:
[14] opioidcrisis
[6] purdue
[4] sacklers
[3] iatrogenic
[2] sacklercartel
[1] opioids
[1] opioidepidemic
[1] opioidjustice
[1] teamsharinginc
[1] rt

Top Hashtags in Tweet in G9:
[4] sackler
[1] pharmacartels

Top Words
Top Words in Tweet in Entire Graph:
[1906] Words in Sentiment List#1: Positive
[3623] Words in Sentiment List#2: Negative
[31] Words in Sentiment List#3: Angry/Violent
[92028] Non-categorized Words
[97558] Total Words
[3904] sackler
[1584] family
[1036] opioid
[901] arthur
[804] husband

Top Words in Tweet in G1:
[633] sackler
[336] family
[216] opioid
[139] crisis
[115] s
[110] purdue
[109] arthur
[100] pharma
[91] husband
[80] hito

Top Words in Tweet in G2:
[265] sackler
[236] jillian
[236] husband
[227] krangtnelson
[226] m
[225] gonna
[225] responsible
[224] write
[224] oped
[224] defending

Top Words in Tweet in G3:
[119] sackler
[86] s
[79] purdue
[74] family
[67] voxdotcom
[54] addiction
[53] opioid
[52] statnews
[50] tufts
[48] disease

Top Words in Tweet in G4:
[282] sackler
[104] arthur
[99] husband
[98] postopinions
[83] late
[77] fair
[76] nycsouthpaw
[76] game
[75] stop
[75] richard

Top Words in Tweet in G5:
[133] realdonaldtrump
[94] pharma
[93] purdue
[91] americans
[90] eugenegu
[88] millions
[87] based
[87] connecticut
[87] engaged
[87] acts

Top Words in Tweet in G6:
[141] sackler
[128] m
[128] arthur
[125] brandyljensen
[124] sorry
[124] pills
[123] ms
[123] sold
[7] husband
[6] think

Top Words in Tweet in G7:
[99] purdue
[91] pharma
[56] opioids
[55] sackler
[53] profwolff
[51] opioid
[49] family
[49] sacklers
[48] opensecretsdc
[48] producer

Top Words in Tweet in G8:
[68] whose
[65] sackler
[63] family
[63] abc
[54] harvard
[50] parents
[48] name
[41] opioids
[40] remove
[38] children

Top Words in Tweet in G9:
[112] sackler
[95] arthur
[78] husband
[75] late
[69] opioid
[69] crisis
[68] stop
[67] blaming
[66] won
[66] t

Top Words in Tweet in G10:
[112] sackler
[70] family
[41] husband
[39] opioid
[34] late
[33] crisis
[30] greed
[30] arthur
[29] opioids
[28] billions

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1366] sackler,family
[673] arthur,sackler
[581] purdue,pharma
[579] opioid,crisis
[495] late,husband
[452] husband,arthur
[383] jillian,sackler
[284] stop,blaming
[270] blaming,late
[265] sackler,opioid

Top Word Pairs in Tweet in G1:
[264] sackler,family
[127] opioid,crisis
[101] arthur,sackler
[77] hito,steyerl
[75] purdue,pharma
[66] husband,arthur
[65] late,husband
[42] sackler,opioid
[41] serial,killer
[40] stop,blaming

Top Word Pairs in Tweet in G2:
[229] jillian,sackler
[225] m,gonna
[224] sackler,m
[224] gonna,write
[224] write,oped
[224] oped,defending
[224] defending,ghoulish
[224] ghoulish,husband
[224] husband,everyone
[224] everyone,knows

Top Word Pairs in Tweet in G3:
[67] sackler,family
[46] addiction,disease
[46] executive,think
[46] think,s
[46] s,crime
[44] disease,opioid
[44] opioid,executive
[33] owe,much
[32] much,sackler
[31] purdue,pharma

Top Word Pairs in Tweet in G4:
[94] arthur,sackler
[83] late,husband
[77] husband,arthur
[75] richard,theresa
[75] theresa,kathe
[75] kathe,jonathan
[75] jonathan,mortimer
[75] mortimer,beverly
[75] beverly,david
[75] david,sackler

Top Word Pairs in Tweet in G5:
[92] purdue,pharma
[90] eugenegu,realdonaldtrump
[87] realdonaldtrump,purdue
[87] pharma,based
[87] based,connecticut
[87] connecticut,engaged
[87] engaged,acts
[87] acts,gross
[87] gross,deception
[87] deception,millions

Top Word Pairs in Tweet in G6:
[123] m,sorry
[123] sorry,ms
[123] ms,sackler
[123] sackler,arthur
[123] arthur,sold
[123] sold,pills
[122] brandyljensen,m
[5] arthur,sackler
[5] wow,seems
[5] seems,great

Top Word Pairs in Tweet in G7:
[90] purdue,pharma
[48] sackler,family
[48] sacklers,opioid
[48] opioid,producer
[48] producer,purdue
[48] pharma,billions
[48] billions,promoting
[48] promoting,opioids
[48] opioids,whose
[48] whose,abuse

Top Word Pairs in Tweet in G8:
[39] parents,whose
[38] whose,children
[36] fatally,overdosed
[35] children,fatally
[35] overdosed,opioids
[32] harvard,university
[30] growing,number
[30] number,states
[30] states,moving
[30] moving,allow

Top Word Pairs in Tweet in G9:
[95] arthur,sackler
[75] late,husband
[75] husband,arthur
[69] opioid,crisis
[67] stop,blaming
[67] blaming,late
[67] sackler,opioid
[66] won,t
[66] t,stop
[65] pattymo,won

Top Word Pairs in Tweet in G10:
[69] sackler,family
[33] late,husband
[31] opioid,crisis
[29] husband,arthur
[29] arthur,sackler
[28] opioids,greed
[27] family,made
[27] made,billions
[27] billions,dollars
[27] dollars,selling

Top Replied-To
Top Replied-To in Entire Graph:
@postopinions
@realdonaldtrump
@billcorbett
@gop
@david_j_roth
@agnosiab4coffee
@krangtnelson
@pareene
@politico
@connorsouthard

Top Replied-To in G2:
@thetomzone
@krangtnelson
@amreese

Top Replied-To in G3:
@voxdotcom
@statnews
@rosa_delauro
@brennancenter
@realdanstoller
@larochellemarc
@hannahgais
@drkimsue
@zachwritesstuff
@elizabethbrico

Top Replied-To in G4:
@postopinions
@molly_knight
@themaxburns
@nandorvila
@nycsouthpaw
@bridgmandrew
@danhopp
@kellycarey
@travis_view
@arbitrarytrash

Top Replied-To in G5:
@realdonaldtrump
@eugenegu
@kayleighmcenany
@2050cybersurfer
@gopchairwoman
@srartan
@devincock1
@dancrenshawtx
@arthurschwartz
@deplorablechoir

Top Replied-To in G6:
@brandyljensen
@lubchansky
@samkottler

Top Replied-To in G7:
@notrivia
@marcorubio
@randarchist
@usatoday
@opensecretsdc

Top Replied-To in G8:
@feduprally
@ryanforrecovery
@team_sharing
@abc
@massago
@tmbsaddletramp
@jclarkmiller

Top Replied-To in G9:
@sacklerpain
@pattymo

Top Replied-To in G10:
@berniesanders
@dwdavison
@mustangsvo85
@brandyljensen
@sensanders

Top Mentioned
Top Mentioned in Entire Graph:
@krangtnelson
@brandyljensen
@realdonaldtrump
@eugenegu
@maenads_dance
@nycsouthpaw
@postopinions
@pattymo
@voxdotcom
@noiresearch

Top Mentioned in G1:
@commerceof76
@coircomann
@vfduk
@boomerleighty
@williesband
@grawoig
@tropicalmed_bio
@reiseyatra
@copycat2001

Top Mentioned in G2:
@krangtnelson
@hannahgais
@nostromoserg
@thetomzone
@nahsticks
@relentlessbored
@nycsouthpaw
@yungneocon
@lukeisamazing
@postopinions

Top Mentioned in G3:
@voxdotcom
@statnews
@elizabethbrico
@drewqjoseph
@leobeletsky
@gideongil
@justine_waldman
@tuftsuniversity
@zachwritesstuff
@sxbegle

Top Mentioned in G4:
@nycsouthpaw
@postopinions
@themaxburns
@molly_knight
@danhopp
@_living_well
@bro_pair
@billcorbett
@colinjcarlson
@prolezone

Top Mentioned in G5:
@realdonaldtrump
@eugenegu
@theamericanlef1
@twitmo_inmate
@doitqbaby
@genflynn
@bradfitzpatriot
@dougiefreshii
@fcfootsteps
@devincock1

Top Mentioned in G6:
@brandyljensen
@krangtnelson
@amandamull
@manymanywords
@voxdotcom

Top Mentioned in G7:
@profwolff
@opensecretsdc
@rarke8
@alecmacgillis
@krangtnelson
@dougweber_crp
@usapromise
@ldm_beachgirl
@marcorubio
@rashidatlaib

Top Mentioned in G8:
@abc
@ryanforrecovery
@massago
@team_sharing
@wbznewsradio
@feduprally
@whistleblowlc
@newyo
@opioidjustice
@tuftsuniversity

Top Mentioned in G9:
@pattymo
@davidarmstrongx
@detachment_red
@hitosteyerl
@rsiemieniuk
@krangtnelson
@pharmed_out
@statnews
@ryanforrecovery
@liberatetate

Top Mentioned in G10:
@sensanders
@theonion
@dwdavison
@susie_meister
@veryimportant
@theeconomist
@berniesanders
@gill_zero
@profwolff
@newyorkstateag

Top Tweeters
Top Tweeters in Entire Graph:
@_mrdavidjones
@tomthunkitsmind
@the_news_diva
@rashidaldosari
@harley_woody
@jamesroy
@myalliesnews
@currentsocials
@bluestreakdaily
@moonbootica

Top Tweeters in G1:
@jamesroy
@myalliesnews
@bluestreakdaily
@lextresabogados
@jondknight
@politicalhedge
@jenkers_en
@iam360wise
@latikia
@schestowitz

Top Tweeters in G2:
@principia
@jsno_buni
@note0157h7
@alyssakeiko
@stewartsmithtwt
@keewa
@clarknt67
@jhcpw
@gilmored85
@nostromoserg

Top Tweeters in G3:
@kimvie
@sws_edu
@debeauxos1
@lizditz
@noybsk2017
@persiankittenz
@a35362
@spanishcountry
@rebeccaswh
@salon

Top Tweeters in G4:
@moonbootica
@catawu
@itswanda
@ungubunugu1274
@micjojd
@jcmarbury
@sgw94
@galileo908
@mildredmud
@estarianne

Top Tweeters in G5:
@phillip92321
@paxnostrum
@chatbycc
@gbellflowers50
@ellis_texas
@mommydean74
@mamabear64
@jenniferlbrewer
@nostradamnisuck
@what2hell

Top Tweeters in G6:
@dierobinsondie
@philmquinn
@aboynamedposh
@thesarahkelly
@gatorgoat
@nickbaumann
@hannahtraining
@_scaryh
@lppny
@mrbutterchicken

Top Tweeters in G7:
@canisgallicus
@nickasavet
@raypride
@usatoday
@sableviews
@my2meows
@garychun
@razarumi
@joke2power
@arwillineeter

Top Tweeters in G8:
@real_infinity95
@valsadie
@sba1211
@buzzzbry
@takinyera
@news1130
@abc
@trilingual1946
@3ty3
@wbznewsradio

Top Tweeters in G9:
@leavittalone
@dumbmongreldog
@dredeyedick
@slthompson29
@barb_hill
@ebrown2112
@concordantly
@melpricehb
@fakegimel
@vernonthomson

Top Tweeters in G10:
@jhamby
@gdpr99
@rm1268
@theresaschroe14
@ricketyoldshack
@theeconomist
@pensivetm
@nezy_esfandiari
@basic_chunnel
@bjs5555