opioid, Twitter, 3/26/2020 10:50:21 PM, 223789


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opioid_2020-03-26_10-02-19.xlsx
opioid_2020-03-26_10-02-19.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 26, 2020
Short Description:
opioid via NodeXL https://bit.ly/33QzDD3
@jamesbandler
@jsolomonreports
@ingrahamangle
@propublica
@mcarsonaos
@lhfang
@eisingerj
@realdonaldtrump
@dandusevski
@debbicornell

Top hashtags:
#opioid
#opioidcrisis
#covid19
#coronavirus
#opioids
#addiction
#chronicpain

Description:
Description
The graph represents a network of 17,970 Twitter users whose recent tweets contained "opioid", 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, 26 March 2020 at 17:31 UTC.

The tweets in the network were tweeted over the 3-day, 17-hour, 40-minute period from Sunday, 22 March 2020 at 23:22 UTC to Thursday, 26 March 2020 at 17:02 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 : 17970
Unique Edges : 21399
Edges With Duplicates : 3117
Total Edges : 24516
Number of Edge Types : 5
Mentions : 3841
Retweet : 7943
Tweet : 2203
MentionsInRetweet : 8437
Replies to : 2092
Self-Loops : 2284
Reciprocated Vertex Pair Ratio : 0.00957798521975885
Reciprocated Edge Ratio : 0.0189742354924151
Connected Components : 2094
Single-Vertex Connected Components : 1126
Maximum Vertices in a Connected Component : 13172
Maximum Edges in a Connected Component : 19415
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.1626
Graph Density : 6.43072517180318E-05
Modularity : 0.764643
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 17,970 Twitter users whose recent tweets contained "opioid", 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, 26 March 2020 at 17:31 UTC.

The tweets in the network were tweeted over the 3-day, 17-hour, 40-minute period from Sunday, 22 March 2020 at 23:22 UTC to Thursday, 26 March 2020 at 17:02 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 : TwitterSearch
Graph Term : opioid
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:
[1199] https://justthenews.com/politics-policy/coronavirus/numbers-coronavirus-deaths-compared-flu-and-drug-overdose#.Xnv4tI_3vI4.twitter
[292] https://twitter.com/i/events/1242836398786428929
[100] https://twitter.com/i/moments/1242836398786428929
[83] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[38] https://www.pbs.org/newshour/health/amid-covid-19-a-new-push-for-telehealth-to-treat-opioid-use-disorder
[27] https://www.dailykos.com/stories/2020/3/25/1931074/-Trump-admins-dole-out-get-out-of-jail-free-card-after-Walmart-allegedly-supplies-opioid-pill-mills
[27] https://conventionofstates.com/news/state-senator-the-power-of-an-elected-office-is-like-an-opioid
[24] https://www.thedailybeast.com/trump-officials-blocked-walmart-criminal-indictment-for-opioid-prescriptions-report-says?via=newsletter
[22] https://twitter.com/eisingerj/status/1242742205149822977
[20] https://filtermag.org/coronavirus-opioid-addiction-medication/

Top URLs in Tweet in G1:
[43] https://twitter.com/i/events/1242836398786428929
[16] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[6] https://twitter.com/i/moments/1242836398786428929
[4] https://twitter.com/eisingerj/status/1242742205149822977
[4] https://dems.ag/icymi-wv-ag-morriseys-career-as-opioid-lobbyist-under-scrutiny/
[2] https://news.bloomberglaw.com/bloomberg-law-news/opioid-settlements-figure-in-west-virginia-attorney-general-race
[2] https://threadreaderapp.com/thread/1242742205149822977.html
[2] https://twitter.com/propublica/status/1242760893122912257
[2] https://www.esquire.com/news-politics/politics/a31927823/walmart-opioid-case-department-of-justice/?utm_campaign=socialflowTWESQ&utm_source=twitter&src=socialflowTW&utm_medium=social-media
[1] https://twitter.com/joyce_karam/status/1243202473915043847

Top URLs in Tweet in G2:
[85] https://twitter.com/i/moments/1242836398786428929
[29] https://twitter.com/i/events/1242836398786428929
[12] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[1] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment?utm_content=buffer3c2c2&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+
[1] https://trib.al/xGSYRvn
[1] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment?utm_content=buffera4aab&utm_medium=social&utm_source=twitter&utm_campaign=ProPublica+Main+#180549
[1] https://twitter.com/propublica/status/1243213416413749248
[1] https://twitter.com/Tom_Winter/status/1243175069255438336
[1] https://twitter.com/propublica/status/1242760893122912257
[1] https://twitter.com/charlesornstein/status/1241776716080693248

Top URLs in Tweet in G3:
[1] https://twitter.com/nerdswritewords/status/1241816693057490945
[1] https://news.bloomberglaw.com/health-law-and-business/opioid-settlements-figure-in-west-virginia-attorney-general-race
[1] https://www.motherjones.com/politics/2020/03/good-news-the-federal-government-just-made-it-a-whole-lot-easier-to-access-opioid-addiction-treatment/
[1] https://bgcf.givingfuel.com/rcf
[1] https://www.snopes.com/news/2019/12/13/president-trump-salary-donation/

Top URLs in Tweet in G4:
[1184] https://justthenews.com/politics-policy/coronavirus/numbers-coronavirus-deaths-compared-flu-and-drug-overdose#.Xnv4tI_3vI4.twitter
[2] https://justthenews.com/politics-policy/coronavirus/numbers-coronavirus-deaths-compared-flu-and-drug-overdose
[1] https://www.cdc.gov/coronavirus/2019-ncov/faq.html
[1] https://twitter.com/jhwesten/status/1242988391869960192

Top URLs in Tweet in G5:
[134] https://twitter.com/i/events/1242836398786428929
[33] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[17] https://www.dailykos.com/stories/2020/3/25/1931074/-Trump-admins-dole-out-get-out-of-jail-free-card-after-Walmart-allegedly-supplies-opioid-pill-mills
[11] https://twitter.com/eisingerj/status/1242742205149822977
[10] https://www.thedailybeast.com/trump-officials-blocked-walmart-criminal-indictment-for-opioid-prescriptions-report-says
[10] http://tinyurl.com/yxnef6wn
[8] https://www.pbs.org/newshour/health/amid-covid-19-a-new-push-for-telehealth-to-treat-opioid-use-disorder
[8] https://www.vice.com/en_us/article/z3b5nj/coronavirus-shows-just-how-cruel-our-drug-laws-are-for-pain-patients-and-methadone-users
[8] https://www.law.com/
[8] http://chronlaw.com

Top URLs in Tweet in G6:
[15] https://filtermag.org/coronavirus-opioid-addiction-medication/
[10] https://www.vice.com/en_us/article/z3b5nj/coronavirus-shows-just-how-cruel-our-drug-laws-are-for-pain-patients-and-methadone-users?utm_campaign=sharebutton
[6] https://www.painnewsnetwork.org/stories/2020/3/24/medicare-plan-would-require-insurers-to-report-suspicious-opioid-prescribing
[6] https://www.cchrint.org/2019/07/29/psychiatric-industry-and-behavioral-centers-profit-from-opioid-crisis/
[4] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2763235?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032520#.Xnuhle87hf8.twitter
[4] https://www.painnewsnetwork.org/stories/2019/12/4/cdc-planning-to-update-opioid-guideline-in-late-2021?format=amp&__twitter_impression=true
[4] https://www.statnews.com/2020/03/17/covid-19-will-worsen-the-opioid-overdose-crisis-if-we-dont-prepare-now/
[4] https://www-painnewsnetwork-org.cdn.ampproject.org/c/s/www.painnewsnetwork.org/stories/2020/3/24/medicare-plan-would-require-insurers-to-report-suspicious-opioid-prescribing?format=amp
[4] https://www.cms.gov/Medicare/Prescription-Drug-Coverage/PrescriptionDrugCovContra/Downloads/Opioid-Morphine-EQ-Conversion-Factors-Aug-2017.pdf
[3] https://reason.com/2019/08/21/new-survey-data-confirm-that-opioid-deaths-do-not-correlate-with-pain-pill-abuse-or-addiction-rates/

Top URLs in Tweet in G7:
[1] https://www.newyorker.com/magazine/2020/03/30/the-curious-creation-of-anna-kavan?utm_source=twitter&utm_medium=social&mbid=social_twitter&utm_social-type=owned&utm_brand=tny
[1] https://twitter.com/chrisjansing/status/1242839637950902273

Top URLs in Tweet in G8:
[3] https://twitter.com/i/events/1242836398786428929
[3] https://justthenews.com/politics-policy/coronavirus/numbers-coronavirus-deaths-compared-flu-and-drug-overdose#.Xnv4tI_3vI4.twitter
[2] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[2] https://twitter.com/dicktofel/status/1242764219755442176
[1] https://twitter.com/RadioFreeTom/status/1243171916514549760
[1] https://www.gofundme.com/f/susan-little-memorial-fund?utm_medium=copy_link&utm_source=customer&utm_campaign=p_na+share-sheet&rcid=06fc9f04be88458cb40d6844df0b3cbf
[1] https://nypost.com/2020/03/25/worker-at-nyc-hospital-where-nurses-wear-trash-bags-as-protection-dies-from-coronavirus/
[1] https://twitter.com/MattMurph24/status/1242999797608599555
[1] https://twitter.com/morningmika/status/1242224222744821760
[1] https://twitter.com/WajahatAli/status/1243000727070543873

Top URLs in Tweet in G9:
[13] https://twitter.com/i/events/1242836398786428929
[7] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[6] https://www.esquire.com/news-politics/politics/a31927823/walmart-opioid-case-department-of-justice/
[3] https://lawandcrime.com/high-profile/bombshell-report-says-rod-rosenstein-played-key-role-in-killing-criminal-case-against-walmart/
[3] https://www.youtube.com/watch?v=gBYAshnY88U&feature=share

[3] https://dondivamag.com/videos/video/the-walmart-of-heroin-how-a-philadelphia-neighborhood-became-a-case-study-in-americas-opioid-epidemic/
[3] https://www.msn.com/en-us/news/us/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment/ar-BB11Gbrm?ocid=spartanntp
[3] https://www.wakingtimes.com/2020/03/23/increased-access-to-cannabis-may-reduce-opioid-prescriptions/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] https://www.politico.com/story/2018/04/18/patrick-kennedy-profits-opioid-addiction-firms-489076
[2] https://justthenews.com/politics-policy/coronavirus/numbers-coronavirus-deaths-compared-flu-and-drug-overdose#.Xnv4tI_3vI4.twitter

Top URLs in Tweet in G10:
[4] https://www.unionleader.com/news/stigma/nh-to-receive-million-to-fight-opioid-epidemic/article_c76828e9-a515-5930-9322-a48d9c6a90af.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[3] https://twitter.com/i/events/1242836398786428929
[2] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[1] https://www.unionleader.com/news/health/ag-s-office-opioid-makers-have-blood-on-their-hands/article_423731e8-6906-517b-93e5-f3f65e546f63.html
[1] https://newyorkshockexchange.com/?p=5142
[1] https://bonnie4salem.us/washington-sends-opioid-assistance-for-nh/
[1] https://www.nytimes.com/2019/09/07/opinion/sunday/babies-opioid-addiction-west-virginia.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1236] justthenews.com
[749] twitter.com
[113] propublica.org
[63] thedailybeast.com
[43] pbs.org
[42] youtube.com
[38] nih.gov
[33] painnewsnetwork.org
[30] medscape.com
[29] dailykos.com

Top Domains in Tweet in G1:
[61] twitter.com
[16] propublica.org
[5] bloomberglaw.com
[4] dems.ag
[3] esquire.com
[2] threadreaderapp.com
[1] reuters.com
[1] dailykos.com
[1] nbcnews.com
[1] littlebrown.com

Top Domains in Tweet in G2:
[124] twitter.com
[16] propublica.org
[2] libsyn.com
[1] trib.al
[1] rawstory.com
[1] lawandcrime.com
[1] thedailybeast.com
[1] 10tv.com

Top Domains in Tweet in G3:
[1] twitter.com
[1] bloomberglaw.com
[1] motherjones.com
[1] givingfuel.com
[1] snopes.com

Top Domains in Tweet in G4:
[1186] justthenews.com
[1] cdc.gov
[1] twitter.com

Top Domains in Tweet in G5:
[256] twitter.com
[41] propublica.org
[20] justthenews.com
[17] dailykos.com
[12] youtube.com
[11] nih.gov
[11] thedailybeast.com
[10] pbs.org
[10] vice.com
[10] chronlaw.com

Top Domains in Tweet in G6:
[58] twitter.com
[26] painnewsnetwork.org
[15] filtermag.org
[13] vice.com
[7] statnews.com
[6] cdc.gov
[6] cchrint.org
[6] jamanetwork.com
[5] medscape.com
[5] ampproject.org

Top Domains in Tweet in G7:
[1] newyorker.com
[1] twitter.com

Top Domains in Tweet in G8:
[19] twitter.com
[3] propublica.org
[3] justthenews.com
[2] ted.com
[1] gofundme.com
[1] nypost.com
[1] nytimes.com
[1] painnewsnetwork.org
[1] cdc.gov
[1] drugabuse.gov

Top Domains in Tweet in G9:
[29] twitter.com
[7] propublica.org
[6] esquire.com
[5] politico.com
[4] justthenews.com
[4] msn.com
[3] lawandcrime.com
[3] reuters.com
[3] youtube.com
[3] dondivamag.com

Top Domains in Tweet in G10:
[5] unionleader.com
[3] twitter.com
[2] propublica.org
[1] newyorkshockexchange.com
[1] bonnie4salem.us
[1] nytimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[523] opioid
[246] opioidcrisis
[187] covid19
[99] coronavirus
[89] opioids
[72] addiction
[61] chronicpain
[40] opioidhysteria
[32] billerica
[31] walmart



Top Hashtags in Tweet in G1:
[4] wvpol
[3] sackler
[3] opioid
[2] opioids
[2] covid19
[2] kitm
[1] trumpliedpeopledied
[1] opioidcrisis
[1] walton
[1] trumpopiodresponse

Top Hashtags in Tweet in G2:
[10] kitm
[2] opioidcrisis
[2] trump
[1] boycotwalmart
[1] opioid
[1] trumpmadness
[1] maga
[1] trumpadministration
[1] walmart
[1] opioids

Top Hashtags in Tweet in G3:
[1] cronovirus
[1] fear
[1] trumpcrash

Top Hashtags in Tweet in G4:
[17] qanon

Top Hashtags in Tweet in G5:
[64] opioid
[21] covid19
[20] coronavirus
[20] addiction
[19] opioidcrisis
[15] walmart
[13] opioids
[11] drugs
[7] healthcare
[7] recovery

Top Hashtags in Tweet in G6:
[148] opioid
[124] opioidcrisis
[48] chronicpain
[45] covid19
[39] coronavirus
[37] opioidhysteria
[22] cpp
[18] coronaviruspandemic
[17] moud
[15] pnn

Top Hashtags in Tweet in G8:
[2] opioidcrisis
[2] america
[2] opioid
[2] drdonthecon
[2] coronavirus
[2] covid19
[2] vaping
[1] stopsuicidedue2pain
[1] genocide
[1] painpatientsvote

Top Hashtags in Tweet in G9:
[11] opioidmarsha
[7] walmart
[4] opioid
[4] americans
[4] wuhancoronavirus
[2] barr
[2] trumpbodycount
[2] opioidcrisis
[2] cvs
[1] savemoney

Top Hashtags in Tweet in G10:
[4] nhpolitics
[1] onevoice1
[1] opioidepidemic
[1] opioidcrisis
[1] coronavirus
[1] opioid

Top Words
Top Words in Tweet in Entire Graph:
[8788] Words in Sentiment List#1: Positive
[32643] Words in Sentiment List#2: Negative
[118] Words in Sentiment List#3: Angry/Violent
[493039] Non-categorized Words
[534474] Total Words
[17015] opioid
[7654] walmart
[6407] trump
[5491] appointees
[5166] attorney

Top Words in Tweet in G1:
[4462] walmart
[4378] opioid
[3864] jamesbandler
[3728] over
[3623] trump
[3621] dispensing
[3406] doj
[3386] attorney
[3367] texas
[3325] wanted

Top Words in Tweet in G2:
[2028] opioid
[2006] walmart
[1691] trump
[1513] appointees
[1377] attorney
[1377] texas
[1370] republican
[1214] filling
[1069] pharmacists
[992] political

Top Words in Tweet in G3:
[2563] abuse
[1334] opioid
[1308] deaths
[1282] suicide
[1281] drug
[1280] economic
[1280] alcohol
[1280] etc
[1279] number
[1279] severe

Top Words in Tweet in G4:
[1256] opioid
[1212] numbers
[1208] coronavirus
[1208] compares
[1208] flu
[1208] overdoses
[70] abuse
[36] deaths
[35] number
[35] severe

Top Words in Tweet in G5:
[1187] opioid
[254] walmart
[242] trump
[190] crisis
[168] appointees
[160] indictment
[156] killed
[144] charges
[137] avoided
[131] addiction

Top Words in Tweet in G6:
[1070] opioid
[658] pain
[340] #opioid
[270] patients
[264] #opioidcrisis
[245] go
[228] people
[193] addiction
[180] work
[176] cdc

Top Words in Tweet in G7:
[1174] corporate
[1174] better
[620] opioid
[592] evidence
[588] student
[587] pelosi
[587] bill
[587] includes
[587] provision
[587] board

Top Words in Tweet in G8:
[258] opioid
[105] realdonaldtrump
[64] crisis
[52] people
[45] epidemic
[43] deaths
[36] many
[28] more
[27] trump
[25] addiction

Top Words in Tweet in G9:
[330] opioid
[121] walmart
[66] case
[64] crisis
[62] trump
[58] people
[50] coronavirus
[41] epidemic
[38] addiction
[37] overdoses

Top Words in Tweet in G10:
[262] opioid
[248] walmart
[235] trump
[234] appointees
[233] attorney
[231] republican
[218] epidemic
[214] suspicious
[213] prescriptions
[212] pharmacists

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[4997] republican,attorney
[4789] attorney,texas
[4307] over,opioid
[4158] trump,appointees
[4141] opioid,dispensing
[3893] walmart,over
[3850] indict,walmart
[3754] wanted,indict
[3729] texas,wanted
[3728] appointees,doj

Top Word Pairs in Tweet in G1:
[3676] over,opioid
[3567] opioid,dispensing
[3319] walmart,over
[3258] trump,appointees
[3248] republican,attorney
[3247] attorney,texas
[3212] indict,walmart
[3211] wanted,indict
[3209] texas,wanted
[3208] dispensing,trump

Top Word Pairs in Tweet in G2:
[1374] attorney,texas
[1370] republican,attorney
[992] political,appointees
[978] opioid,epidemic
[972] pharmacists,protested
[972] kept,filling
[972] filling,suspicious
[972] suspicious,prescriptions
[972] prescriptions,stoking
[972] stoking,country

Top Word Pairs in Tweet in G3:
[1281] suicide,opioid
[1279] number,deaths
[1279] deaths,severe
[1279] severe,economic
[1279] economic,meltdown
[1279] meltdown,suicide
[1279] opioid,alcohol
[1279] alcohol,drug
[1279] drug,abuse
[1279] abuse,depression

Top Word Pairs in Tweet in G4:
[1208] numbers,coronavirus
[1208] coronavirus,compares
[1208] compares,flu
[1208] flu,opioid
[1208] opioid,overdoses
[35] number,deaths
[35] deaths,severe
[35] severe,economic
[35] economic,meltdown
[35] meltdown,suicide

Top Word Pairs in Tweet in G5:
[149] killed,indictment
[148] trump,appointees
[146] appointees,killed
[143] opioid,crisis
[133] avoided,opioid
[133] opioid,charges
[131] walmart,avoided
[130] charges,trump
[112] opioid,epidemic
[102] opioid,addiction

Top Word Pairs in Tweet in G6:
[222] #opioidcrisis,#opioid
[151] anti,opioid
[114] intractable,pain
[105] dear,anti
[105] opioid,folks
[105] folks,isolation
[105] isolation,being
[105] being,go
[105] go,work
[105] work,movies

Top Word Pairs in Tweet in G7:
[587] pelosi,bill
[587] bill,includes
[587] includes,provision
[587] provision,corporate
[587] corporate,board
[587] board,diversity
[587] diversity,evidence
[587] evidence,such
[587] such,measures
[587] measures,produce

Top Word Pairs in Tweet in G8:
[60] opioid,crisis
[36] opioid,epidemic
[20] opioid,overdoses
[18] opioid,addiction
[11] barnes_law,using
[11] using,freezer
[11] freezer,trucks
[11] trucks,opioid
[11] overdoses,small
[11] small,cities

Top Word Pairs in Tweet in G9:
[58] opioid,crisis
[40] opioid,epidemic
[35] opioid,addiction
[25] coronavirus,wreaked
[25] wreaked,havoc
[25] havoc,state
[25] state,legislatures
[25] legislatures,derailing
[25] derailing,policy
[25] policy,agendas

Top Word Pairs in Tweet in G10:
[231] republican,attorney
[217] opioid,epidemic
[212] suspicious,prescriptions
[211] pharmacists,protested
[211] kept,filling
[211] filling,suspicious
[211] prescriptions,stoking
[211] stoking,country
[211] country,opioid
[211] epidemic,republican

Top Replied-To
Top Replied-To in Entire Graph:
@eisingerj
@marshablackburn
@realdonaldtrump
@parnellrigsby
@thomasklinemd
@chrislhayes
@_anonym0us_fl_
@ingrahamangle
@amyfiscus

Top Replied-To in G1:
@eisingerj
@jackcherney
@waronprivacy
@ashleycellery
@nomoregovernmen
@susanbarsy
@propublica
@ericuman
@h_gossett
@emrazz

Top Replied-To in G2:
@charlesornstein
@rickclaypool
@propublica
@dicktofel
@emptywheel
@medicalquack
@walmartinc
@withforethought
@mumabear13
@scarletkate

Top Replied-To in G3:
@ingrahamangle
@mikeandersonsr
@cernovich
@lefty_old
@realcandaceo
@tedcruz
@gutsogusto
@edmarshall97
@solmemes1
@loudobbs

Top Replied-To in G4:
@77hippychk
@jsolomonreports
@ssg_pain
@fireholdingfire

Top Replied-To in G6:
@thomasklinemd
@_anonym0us_fl_
@painadvocatear
@fightpaindaily
@cmerandi
@la_kops
@pkdpain
@terrime3
@stevegelfand
@ssg_pain

Top Replied-To in G7:
@scchumpert
@fool_in_bliss
@robertwrighter
@maddemsocialist
@boka36

Top Replied-To in G8:
@realdonaldtrump
@barnes_law
@drdenagrayson
@heidinbc
@politicsreid
@nygovcuomo
@gtconway3d
@truncjon
@terencemcallis2
@govsisolak

Top Replied-To in G9:
@marshablackburn
@cnn
@josemac67851698
@carolynemas
@hillaryclinton
@palmerreport
@realdonaldtrump
@speakerpelosi
@barackobama
@walmart

Top Replied-To in G10:
@joncoopertweets
@charlesornstein
@redistrict
@marclobliner
@owillis
@lpk01225149

Top Mentioned
Top Mentioned in Entire Graph:
@jamesbandler
@eisingerj
@propublica
@tpm
@realdonaldtrump
@maiasz
@thejusticedept
@thedailybeast
@process_x
@elizabethbrico

Top Mentioned in G1:
@jamesbandler
@eisingerj
@tpm
@valeriereports
@propublica
@morriseywv
@anniewaldman
@agwilliambarr
@charlesppierce
@walmart

Top Mentioned in G2:
@jamesbandler
@propublica
@eisingerj
@aztanya
@10tv
@demfromct
@tpm
@walmart
@filtermag_org
@reportertopher

Top Mentioned in G3:
@1proudamcitizen
@ingrahamangle
@cernovich
@hrtablaze
@nltcny
@ztenor007
@gatewaypundit

Top Mentioned in G4:
@jsolomonreports
@jamesbandler
@my3monkees
@potus

Top Mentioned in G5:
@stanfordpsy
@luma923
@morethancure

Top Mentioned in G6:
@maiasz
@process_x
@elizabethbrico
@drsarahwakeman
@deeenst
@painadvocatear
@bris516
@terrime3
@keesaroo
@ravensspirit68

Top Mentioned in G7:
@jamesbandler
@matthewjdowd
@eisingerj
@propublica
@nonzeronews
@carlene_meyers
@perspectiv84
@mobygrapefan
@necroreefer
@dnauerbach13

Top Mentioned in G8:
@realdonaldtrump
@vaughnhillyard
@govsisolak
@jamesbandler
@gop
@nygovcuomo
@surgeon_general
@gtconway3d
@michaelcoudrey
@heidinbc

Top Mentioned in G9:
@walmart
@cnn
@jamesbandler
@nbcnews
@nytimes
@realdonaldtrump
@barackobama
@potus
@breitbartnews
@msnbc

Top Mentioned in G10:
@jamesbandler
@eisingerj
@jeanneshaheen
@unionleader
@propublica
@realdonaldtrump
@joncoopertweets
@bdomenech
@fairimmigration
@starbucks

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@missb62
@neewsbot
@oldlady12345
@the_news_diva
@yuuji_k1
@jojokejohn
@pairsonnalites
@dichristine
@jurylady5

Top Tweeters in G1:
@missb62
@soapfanfiction
@threadreaderapp
@thereal_rebel
@argojournal
@rachel_mcrea
@yarosisnancy
@lechatnoire4
@angelakorras
@cindy_52s

Top Tweeters in G2:
@jojokejohn
@jurylady5
@cagney1991
@1denmadrid
@gottalaff
@phillip92321
@billm9
@mharvey816
@dancas2
@chuddles11

Top Tweeters in G3:
@raumunz
@patriotmarie
@davealvord164
@pmgeezer
@miller_gwen
@loyaltotrump
@jimpolk
@clark7950
@debhiers1
@troubleddays

Top Tweeters in G4:
@joefreedomlove
@housecracka
@starcoreone02
@joej2020usa
@scribbledpages1
@shoutgracegrace
@milatrud11
@cssueta
@24hrtvmazi
@_santa_barbara

Top Tweeters in G5:
@occuworld
@neewsbot
@pairsonnalites
@dichristine
@zyitegadgets
@pairsonnalitesn
@crweworld
@stigmabase
@thedextazlab
@solusnan1

Top Tweeters in G6:
@inspiteoftrump
@thehill
@mastaofmp3s
@huffpost
@kimvie
@dcexaminer
@zsarrina
@huffpostpol
@kris_sacrebleu
@browngravy_93

Top Tweeters in G7:
@nancypeggy
@k810mt
@katalin_pota
@missabsinthe
@paulsorrentino3
@leoluminary
@tkysk8r
@mobygrapefan
@ifortknox
@melodijoy

Top Tweeters in G8:
@soniaerasmus
@miltonespinozaf
@ecclesias
@raslady1
@steph93065
@wendymarcinkie1
@_reaalamerican_
@mrs_malindo
@e__strobel
@caitie1877

Top Tweeters in G9:
@yuuji_k1
@joni_looking
@donotgiveuphope
@walmart
@pickooo
@allampatriots
@callstadt
@petefrt
@tallyannae
@bostonglobe

Top Tweeters in G10:
@sueleugers
@penny_g
@puestoloco
@nancyrubin
@mikeloburgio
@carolk47
@mikereesem
@ridim_luv
@debbie_dease
@wipapa5