#opioidcrisis, Twitter, 3/27/2020 12:48:39 AM, 223797


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#opioidcrisis_2020-03-26_17-18-53.xlsx
#opioidcrisis_2020-03-26_17-18-53.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
March 27, 2020
Short Description:
#opioidcrisis via NodeXL https://bit.ly/2QP0YjV
@thomasklinemd
@heather17322811
@deahq
@incb_opioids
@ethicalbau
@sastrendy
@bailiffbabe
@cdcgov
@paindiane
@walmart

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

Description:
Description
The graph represents a network of 1,280 Twitter users whose recent tweets contained "#opioidcrisis", 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 Friday, 27 March 2020 at 00:36 UTC.

The tweets in the network were tweeted over the 7-day, 21-hour, 43-minute period from Thursday, 19 March 2020 at 02:17 UTC to Friday, 27 March 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 : 1280
Unique Edges : 1507
Edges With Duplicates : 1212
Total Edges : 2719
Number of Edge Types : 5
Retweet : 958
Tweet : 395
MentionsInRetweet : 713
Replies to : 109
Mentions : 544
Self-Loops : 472
Reciprocated Vertex Pair Ratio : 0.0099009900990099
Reciprocated Edge Ratio : 0.0196078431372549
Connected Components : 237
Single-Vertex Connected Components : 115
Maximum Vertices in a Connected Component : 594
Maximum Edges in a Connected Component : 1662
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.27213
Graph Density : 0.00099687255668491
Modularity : 0.556078
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 1,280 Twitter users whose recent tweets contained "#opioidcrisis", 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 Friday, 27 March 2020 at 00:36 UTC.

The tweets in the network were tweeted over the 7-day, 21-hour, 43-minute period from Thursday, 19 March 2020 at 02:17 UTC to Friday, 27 March 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 : TwitterSearch
Graph Term : #opioidcrisis
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:
[21] https://www-politico-com.cdn.ampproject.org/c/s/www.politico.com/amp/story/2019/08/21/federal-scientists-opioid-crisis-1673694?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[17] http://jamanetwork.com/journals/jama/fullarticle/2633909?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=070417#.WVxS9ZLEBxt.twitter
[14] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[9] https://twitter.com/eisingerj/status/1242742205149822977
[8] https://twitter.com/SasTrendy/status/1240442730960085003?s=19
[7] https://theintercept.com/2020/03/19/coronavirus-vaccine-medical-supplies-price-gouging/
[7] https://markethive.com/richardgarcia/blog/donoharmwhatdoesthatmean
[7] https://chronicallyhuman.co/2018/07/08/chronically-human-podcast-001-with-dr-thomas-kline-the-other-side-of-the-so-called-opioid-crisis/
[7] https://ottawacitizen.com/news/local-news/ottawas-opioid-crisis-takes-a-turn-for-the-worse-during-coronavirus-pandemic
[6] https://www.healio.com/psychiatry/substance-use-disorders/news/online/%7B6436db47-bdcc-49de-b359-0292194c9c84%7D/opioid-agonists-reduce-overdose-death-risk-by-80?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com

Top URLs in Tweet in G1:
[6] https://chronicallyhuman.co/2018/07/08/chronically-human-podcast-001-with-dr-thomas-kline-the-other-side-of-the-so-called-opioid-crisis/
[3] https://theintercept.com/2020/03/19/coronavirus-vaccine-medical-supplies-price-gouging/
[2] https://www.washingtonpost.com/local/social-issues/millions-of-us-grandparents-care-for-young-kids--and-are-high-risk-for-the-coronavirus/2020/03/18/6e91888c-6878-11ea-9923-57073adce27c_story.html
[1] https://spectator.org/never-let-an-opioid-crisis-go-to-waste/
[1] https://itoldyouiwassick.com/2018/07/02/chilling-truth-opioid-crackdown/
[1] https://twitter.com/lerner_melissa/status/1242532325109518337
[1] https://twitter.com/WashTimes/status/1242626240902828032
[1] https://www.sciencedaily.com/releases/2019/05/190515115844.htm
[1] https://www.nhregister.com/news/article/New-Delaware-opioid-tax-generates-almost-1-15141754.php
[1] https://www.physiciansweekly.com/opioid-use-prior-to-discharge-after-c-section-tied-to-later-use/

Top URLs in Tweet in G2:
[8] https://twitter.com/SasTrendy/status/1240442730960085003?s=19
[4] https://www.painnewsnetwork.org/stories/2020/2/11/american-agony-a-new-book-exposes-the-war-against-pain-patients
[2] https://twitter.com/MaaShealth/status/1242444138240520192
[2] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[2] https://gizmodo.com/civil-rights-groups-cancel-twitters-birthday-say-ceo-i-1842384785
[1] https://twitter.com/ravensspirit68/status/1241385464570859520
[1] https://www.youtube.com/watch?v=6m5Q_mCK58o&feature=youtu.be

[1] https://twitter.com/Txsconstitution/status/1240421921549774848
[1] https://www.academia.edu/35612995/Evidence-Based_Policymaking_Whats_Absent_from_the_Opioid_Crisis
[1] https://twitter.com/mmpadellan/status/1241400562748440577

Top URLs in Tweet in G3:
[7] https://markethive.com/richardgarcia/blog/donoharmwhatdoesthatmean
[5] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[5] https://twitter.com/eisingerj/status/1242742205149822977
[3] https://theintercept.com/2020/03/19/coronavirus-vaccine-medical-supplies-price-gouging/
[3] https://twitter.com/ericuman/status/1242828072195424256
[3] https://twitter.com/propublica/status/1242760893122912257
[2] https://www.vox.com/policy-and-politics/2020/3/6/21167803/joe-biden-opioid-epidemic-plan-drug-overdoses
[2] https://lawandcrime.com/high-profile/bombshell-report-says-rod-rosenstein-played-key-role-in-killing-criminal-case-against-walmart/
[2] https://tabularasaretreat.com/addiction-recovery-7-common-fears-youll-need-to-overcome/
[1] https://twitter.com/DrJeffBerg/status/1240439564310843394

Top URLs in Tweet in G4:
[1] https://twitter.com/propublica/status/1242760893122912257
[1] https://ndews.umd.edu/sites/ndews.umd.edu/files/DEA-Emerging-Threat-Report-2019-Annual.pdf
[1] https://twitter.com/CBPPortDirJFK/status/1239629260677091329
[1] https://www.incb.org/incb/en/news/news_2020/strengthening-multi-lateral-trafficking-information-and-intelligence-exchange-with-north-american-partners.html
[1] https://www.justice.gov/usao-edpa/pr/dark-web-narcotics-traffickers-sentenced-prison-importing-and-distributing-controlled

Top URLs in Tweet in G6:
[7] https://ottawacitizen.com/news/local-news/ottawas-opioid-crisis-takes-a-turn-for-the-worse-during-coronavirus-pandemic
[1] https://dailyhive.com/toronto/lcbo-still-open-coronavirus-covid-19?auto=true
[1] https://www.cbc.ca/books/canadian-writers-move-book-launches-readings-and-festivals-online-1.5501998
[1] http://www.overdosebook.ca/
[1] https://globalnews.ca/news/6699426/aids-saskatoon-denied-funding-consumption-site/
[1] https://calgaryherald.com/news/local-news/canadian-scientists-call-on-province-to-retract-supervised-consumption-sites-report/
[1] https://overdosebook.ca/
[1] https://datac.ca/the-positives-of-safe-drug-sites/
[1] https://www.washingtonpost.com/local/social-issues/millions-of-us-grandparents-care-for-young-kids--and-are-high-risk-for-the-coronavirus/2020/03/18/6e91888c-6878-11ea-9923-57073adce27c_story.html

Top URLs in Tweet in G7:
[1] https://twitter.com/shelley_bean60/status/1240859102860832770
[1] https://www.youtube.com/watch?v=zQegsqYhuZE&feature=youtu.be

[1] https://twitter.com/edselsalvana/status/1241287878354677760
[1] https://twitter.com/ThomasKlineMD/status/1216767100460597248

Top URLs in Tweet in G8:
[1] https://twitter.com/chrislhayes/status/1242839964846604291
[1] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment?utm_source=pardot&utm_medium=email&utm_campaign=dailynewsletter
[1] https://twitter.com/i/events/1242836398786428929
[1] https://www.propublica.org/article/walmart-was-almost-charged-criminally-over-opioids-trump-appointees-killed-the-indictment
[1] https://www.justice.gov/live
[1] https://apple.news/A32-faUV5QWajEtK0M0g4IA
[1] https://twitter.com/AndreaWNYC/status/1242783203255103488
[1] https://twitter.com/ajnamdeplume/status/1241478166150934528

Top URLs in Tweet in G9:
[21] https://www-politico-com.cdn.ampproject.org/c/s/www.politico.com/amp/story/2019/08/21/federal-scientists-opioid-crisis-1673694?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[17] http://jamanetwork.com/journals/jama/fullarticle/2633909?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=070417#.WVxS9ZLEBxt.twitter
[6] https://www.healio.com/psychiatry/substance-use-disorders/news/online/%7B6436db47-bdcc-49de-b359-0292194c9c84%7D/opioid-agonists-reduce-overdose-death-risk-by-80?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[5] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4318341/
[4] http://www.natural.news/2016-01-27-opioid-related-deaths-decrease-by-25-percent-in-states-with-medical-marijuana-program.html
[4] https://www.cdc.gov/media/releases/2019/p1105-prevent-aces.html?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[3] https://www.scientificamerican.com/article/how-to-quit-opioids/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://www.statnews.com/2019/07/12/opioid-overdose-emergency-hold/?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://psmag.com/news/harm-reduction-can-help-to-heal-law-enforcements-rift-with-the-public?utm_campaign=meetedgar&utm_medium=social&utm_source=meetedgar.com
[2] https://www.statnews.com/2017/11/28/resilience-deaths-despair-opioids-suicide/

Top URLs in Tweet in G10:
[1] https://thehill.com/opinion/healthcare/488112-nations-opioid-addiction-treatment-system-during-covid-19-needs-reform
[1] https://www.wired.com/story/mom-who-took-purdue-pharma-oxycontin-marketing/
[1] https://www.reuters.com/article/health-insys/opioid-maker-insys-founder-cites-coronavirus-risk-to-avoid-prison-idUSL1N2BD1V3
[1] https://medicalxpress.com/news/2020-03-genomics-opioid-epidemic.html
[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://patch.com/new-york/glencove/safe-gc-coalition-connection-between-sleep-opioid-use-disorder
[1] https://news.bloomberglaw.com/health-law-and-business/covid-19-shifts-more-methadone-from-opioid-clinic-to-home
[1] https://www.delawareonline.com/story/news/2020/03/18/delaware-already-sees-more-than-500-k-return-opioid-impact-fee/2864433001/
[1] https://keck.usc.edu/opioid-withdrawal-increases-health-risks-for-people-who-inject-drugs/
[1] https://globalnews.ca/news/6706851/opioid-supply-coronavirus/

Top Domains
Top Domains in Tweet in Entire Graph:
[77] twitter.com
[24] jamanetwork.com
[22] ampproject.org
[17] propublica.org
[13] youtube.com
[8] painnewsnetwork.org
[8] healio.com
[7] theintercept.com
[7] markethive.com
[7] chronicallyhuman.co

Top Domains in Tweet in G1:
[6] chronicallyhuman.co
[3] twitter.com
[3] theintercept.com
[2] washingtonpost.com
[1] spectator.org
[1] itoldyouiwassick.com
[1] sciencedaily.com
[1] nhregister.com
[1] physiciansweekly.com
[1] time.com

Top Domains in Tweet in G2:
[21] twitter.com
[7] painnewsnetwork.org
[2] youtube.com
[2] propublica.org
[2] gizmodo.com
[1] academia.edu
[1] practicalpainmanagement.com
[1] cbsnews.com
[1] linkedin.com
[1] thefederalist.com

Top Domains in Tweet in G3:
[25] twitter.com
[7] markethive.com
[5] propublica.org
[3] theintercept.com
[3] youtube.com
[3] tabularasaretreat.com
[2] jamanetwork.com
[2] instagram.com
[2] vox.com
[2] nbcnews.com

Top Domains in Tweet in G4:
[2] twitter.com
[1] umd.edu
[1] incb.org
[1] justice.gov

Top Domains in Tweet in G6:
[7] ottawacitizen.com
[2] overdosebook.ca
[1] dailyhive.com
[1] cbc.ca
[1] globalnews.ca
[1] calgaryherald.com
[1] datac.ca
[1] washingtonpost.com

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

Top Domains in Tweet in G8:
[4] twitter.com
[2] propublica.org
[1] justice.gov
[1] apple.news

Top Domains in Tweet in G9:
[21] ampproject.org
[17] jamanetwork.com
[8] healio.com
[6] nih.gov
[4] statnews.com
[4] natural.news
[4] scientificamerican.com
[4] cdc.gov
[2] psmag.com
[2] practicalpainmanagement.com

Top Domains in Tweet in G10:
[1] thehill.com
[1] wired.com
[1] reuters.com
[1] medicalxpress.com
[1] motherjones.com
[1] patch.com
[1] bloomberglaw.com
[1] delawareonline.com
[1] usc.edu
[1] globalnews.ca

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[942] opioidcrisis
[141] opioid
[85] covid19
[72] opioids
[67] coronavirus
[66] chronicpain
[58] opioidepidemic
[54] sharedfacts
[47] buprenorphine
[38] addiction



Top Hashtags in Tweet in G1:
[152] opioidcrisis
[76] opioid
[19] opioids
[19] opioidjustice
[15] opioidepidemic
[7] chronicpain
[5] covid19
[3] opioidhysteria
[3] coronavirus
[2] addiction

Top Hashtags in Tweet in G2:
[149] opioidcrisis
[39] chronicpain
[29] pnn
[28] cpp
[24] opioidhysteria
[22] opioid
[20] overdose
[18] woundedveterans
[14] disabled
[14] opioidepidemic

Top Hashtags in Tweet in G3:
[140] opioidcrisis
[26] opioids
[15] addiction
[13] opioid
[12] covid19
[10] recovery
[9] opioidepidemic
[8] coronavirus
[8] addictionrecovery
[8] opioidnews

Top Hashtags in Tweet in G4:
[11] opioidcrisis
[4] fentanyl
[4] opioids
[3] tramadol
[3] incb
[2] narcan
[2] harmreduction
[2] yvr
[2] xanax
[2] pneumonia

Top Hashtags in Tweet in G5:
[1] opioidcrisis

Top Hashtags in Tweet in G6:
[22] opioidcrisis
[7] ottawa
[7] coronavirus
[4] covid19
[2] harmreduction
[2] cannabis
[2] deathsofdespair
[1] pandemic
[1] covid
[1] safesupply

Top Hashtags in Tweet in G7:
[28] opioidcrisis
[11] covidー19
[5] chronicpain
[4] opioid
[3] cpp
[2] mafiamedicine
[2] intellectualproperty
[2] addiction
[2] chronicillness
[1] suicidedue2pain

Top Hashtags in Tweet in G8:
[17] opioidcrisis
[7] covid19
[2] walmart
[2] banks
[2] pharma
[2] covidー19
[1] demcast
[1] pa01
[1] opioidprescriptions
[1] swampcreatures

Top Hashtags in Tweet in G9:
[147] opioidcrisis
[54] sharedfacts
[37] buprenorphine
[31] suicideprevention
[23] humanreasoning
[23] causalitycrisis
[21] molecularreality
[17] healthscience
[11] gaslighting
[10] overdoseprevention

Top Hashtags in Tweet in G10:
[21] opioidcrisis
[10] opioidepidemic
[7] pharma
[7] coronaviruspandemic
[5] covid19
[4] sackler
[4] coronavirus
[3] justice
[3] treatment
[3] research

Top Words
Top Words in Tweet in Entire Graph:
[940] Words in Sentiment List#1: Positive
[2375] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[43494] Non-categorized Words
[46809] Total Words
[1781] #opioidcrisis
[700] #opioid
[412] pain
[347] opioid
[242] addiction

Top Words in Tweet in G1:
[580] #opioidcrisis
[512] #opioid
[214] pain
[161] cdc
[158] addiction
[122] opioid
[111] years
[111] medicine
[98] deaths
[86] rate

Top Words in Tweet in G2:
[308] #opioidcrisis
[129] pain
[116] #opioid
[82] #chronicpain
[63] #cpp
[61] patients
[50] #opioidhysteria
[46] surgery
[45] opioid
[42] addiction

Top Words in Tweet in G3:
[141] #opioidcrisis
[29] opioid
[26] #opioids
[15] #addiction
[14] crisis
[13] #opioid
[13] addiction
[12] #covid19
[10] opioids
[10] #recovery

Top Words in Tweet in G4:
[19] #opioidcrisis
[10] #opioids
[9] substances
[8] back
[6] #fentanyl
[6] officers
[5] synthetic
[5] dangerous
[4] 2019
[3] opioidsolutions

Top Words in Tweet in G5:
[2] golfergirl2018
[2] chrisjohnsonmd
[2] takethatcdc
[2] krebiozen
[2] mcfunny
[2] ianfmusgrave
[2] alumilynn
[2] kayvonpaul
[2] janeeopie
[2] alisonpalk

Top Words in Tweet in G6:
[42] #opioidcrisis
[40] supervised
[40] consumption
[25] sites
[24] #covid19
[17] premierscottmoe
[15] shocking
[15] see
[15] deny
[15] funding

Top Words in Tweet in G7:
[62] #opioidcrisis
[29] pain
[22] #opioid
[22] politicians
[19] danlairdmd
[16] don
[16] thomasklinemd
[15] dr
[14] medical
[14] many

Top Words in Tweet in G8:
[25] #opioidcrisis
[14] trump
[13] walmart
[10] department
[10] summit
[9] opioid
[7] admin
[7] rodrosenstein
[7] helped
[7] avoid

Top Words in Tweet in G9:
[162] #opioidcrisis
[100] #sharedfacts
[65] _#sharedfacts
[52] #causalitycrisis
[44] #humanreasoning
[37] #buprenorphine
[36] problems
[35] #suicideprevention
[34] solve
[32] #molecularreality

Top Words in Tweet in G10:
[32] #opioidcrisis
[11] system
[10] opioid
[10] #opioidepidemic
[9] #sacklers
[8] pharma
[7] great
[7] wide
[7] ranging
[7] interview

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[662] #opioidcrisis,#opioid
[122] pain,medicine
[107] years,cdc
[85] prescription,opioid
[75] google,nih
[75] nih,overdose
[75] overdose,death
[75] death,jan
[75] jan,17
[75] 17,graph

Top Word Pairs in Tweet in G1:
[511] #opioidcrisis,#opioid
[96] pain,medicine
[89] years,cdc
[60] google,nih
[60] nih,overdose
[60] overdose,death
[60] death,jan
[60] jan,17
[60] 17,graph
[60] graph,increase

Top Word Pairs in Tweet in G2:
[116] #opioidcrisis,#opioid
[31] #chronicpain,#cpp
[24] pain,patients
[21] pain,medicine
[20] #pnn,columnist
[20] columnist,lynnrwebstermd
[20] lynnrwebstermd,looks
[20] looks,woman's
[20] woman's,misdirected
[20] misdirected,anger

Top Word Pairs in Tweet in G3:
[14] #opioids,#opioidcrisis
[7] opioid,crisis
[7] harm,mean
[7] mean,#donoharm
[7] #donoharm,#opioidcrisis
[6] opioid,addiction
[6] #opioidnews,#opioids
[6] #opioidcrisis,source
[5] #opioidcrisis,#opioidepidemic
[4] #walmart,#opioidcrisis

Top Word Pairs in Tweet in G4:
[5] synthetic,#opioids
[5] dangerous,substances
[3] well,done
[3] done,cbp
[3] cbp,seizure
[3] seizure,4kg
[3] 4kg,non
[3] non,medical
[3] medical,#tramadol
[3] #tramadol,appreciate

Top Word Pairs in Tweet in G5:
[2] golfergirl2018,chrisjohnsonmd
[2] chrisjohnsonmd,takethatcdc
[2] takethatcdc,krebiozen
[2] krebiozen,mcfunny
[2] mcfunny,ianfmusgrave
[2] ianfmusgrave,alumilynn
[2] alumilynn,kayvonpaul
[2] kayvonpaul,janeeopie
[2] janeeopie,alisonpalk
[2] alisonpalk,beckyjohnson222

Top Word Pairs in Tweet in G6:
[40] supervised,consumption
[25] consumption,sites
[15] shocking,see
[15] see,premierscottmoe
[15] premierscottmoe,deny
[15] deny,funding
[15] funding,aidssaskatoon
[15] aidssaskatoon,supervised
[15] consumption,site
[15] site,#saskatchewan

Top Word Pairs in Tweet in G7:
[22] #opioidcrisis,#opioid
[12] danlairdmd,thomasklinemd
[11] please,folks
[11] folks,follow
[11] follow,medical
[11] medical,advice
[11] advice,physicians
[11] physicians,politicians
[11] politicians,listen
[11] listen,dr

Top Word Pairs in Tweet in G8:
[7] trump,admin
[7] admin,rodrosenstein
[7] rodrosenstein,helped
[7] helped,walmart
[7] walmart,avoid
[7] avoid,prosecution
[7] prosecution,#opioidcrisis
[7] #opioidcrisis,don
[7] don,expect
[7] expect,heroes

Top Word Pairs in Tweet in G9:
[21] society,wait
[21] wait,long
[21] long,solve
[21] solve,problems
[21] problems,example
[21] example,#opioidcrisis
[21] #opioidcrisis,one
[21] one,many
[19] many,pertinent
[18] #humanreasoning,#collectivebehavior

Top Word Pairs in Tweet in G10:
[9] #opioidcrisis,#opioidepidemic
[9] #opioidcrisis,#sacklers
[7] great,wide
[7] wide,ranging
[7] ranging,interview
[7] interview,parallaxviews
[7] parallaxviews,everything
[7] everything,#pharma
[7] #pharma,#coronaviruspandemic
[7] #coronaviruspandemic,#opioidcrisis

Top Replied-To
Top Replied-To in Entire Graph:
@_anonym0us_fl_
@magxtendos60pc
@cnn
@realdonaldtrump
@bishopbob747
@bonniez45
@dragonfire5472
@browngravy_93
@steveubl
@solhenare

Top Replied-To in G1:
@oudcollective
@puppyluvr312

Top Replied-To in G2:
@_anonym0us_fl_
@realdonaldtrump
@bishopbob747
@dragonfire5472
@browngravy_93
@bonniez45
@tootwisted40
@mmpadellan
@dancrenshawtx
@vanilasingh

Top Replied-To in G4:
@opioidtaskforce
@theda_uk
@ldnirishcentre
@jeanelleuk

Top Replied-To in G5:
@golfergirl2018

Top Replied-To in G6:
@rusmaynard
@cgriwkowsky

Top Replied-To in G7:
@danlairdmd
@kelkelrf
@hhs_ash

Top Replied-To in G8:
@mason4922
@repgregwalden

Top Replied-To in G10:
@steveubl

Top Mentioned
Top Mentioned in Entire Graph:
@thomasklinemd
@maashealth
@ncmedboard
@lynnrwebstermd
@cdcgov
@danlairdmd
@premierscottmoe
@aidssaskatoon
@walmart
@stateinl

Top Mentioned in G1:
@thomasklinemd
@maashealth
@cdcgov
@donnelsonguy
@deahq
@genflynn
@painwarriorsdoc
@senatorshaheen
@senatorhassan

Top Mentioned in G2:
@thomasklinemd
@ncmedboard
@lynnrwebstermd
@maashealth
@cdcgov
@painnewsnetwork
@borelmedwriter
@process_x
@realdonaldtrump
@krausemom

Top Mentioned in G3:
@dbhids

Top Mentioned in G4:
@cbp
@opioidsolutions
@deahq
@tghcares
@un_opioids
@aorecovery
@stopopioidod
@opiod_epidemic
@zzeenius
@opioidpolicybtv

Top Mentioned in G5:
@chrisjohnsonmd
@takethatcdc
@krebiozen
@mcfunny
@ianfmusgrave
@alumilynn
@kayvonpaul
@janeeopie
@alisonpalk
@beckyjohnson222

Top Mentioned in G6:
@premierscottmoe
@aidssaskatoon
@jkenney
@jasonluan88
@fordnation
@justintrudeau
@georgiastraight
@mediacentralc
@tlupick
@insitevan

Top Mentioned in G7:
@danlairdmd
@thomasklinemd
@supportprop
@andrewkolodny
@apapsychiatric
@apa
@cvspharmacy
@lelenapeacock
@ghanaboypharmd
@walgreens

Top Mentioned in G8:
@walmart
@rodrosenstein
@gop
@cdcgov
@thejusticedept

Top Mentioned in G10:
@gileadsciences
@merck
@jnjnews
@sanofius
@purduepharma
@jaredkushner

Top Tweeters
Top Tweeters in Entire Graph:
@immoralreport
@quibellpaul
@mckbirdbks
@just_old_joe
@russelltim151
@blogdiva
@walmart
@toby_dorena
@kimvie
@franceafrik

Top Tweeters in G1:
@mckbirdbks
@toby_dorena
@kimvie
@drsue19380
@aquarius1049
@kathyfisher10
@cynicalvision50
@kimhalliburton
@carolyncolson
@anartdecodiva

Top Tweeters in G2:
@foxnews
@wendymarcinkie1
@abc
@browngravy_93
@nbcnews
@cbsnews
@vampwritergrrl
@vashtiqv
@riverrmann
@chronicpaindad

Top Tweeters in G3:
@march4progress
@alaskawater
@warriors_mom
@jenn976
@greenlandhull58
@hashtagspiruli
@9ontheturn
@billbateman1
@lisaelyea
@murdochdavis

Top Tweeters in G4:
@bbcnews
@broochopioidems
@zzeenius
@quitbenzostoday
@camdencouncil
@fiercepharma
@bailiffbabe
@jonashworth
@bbcgoodfood
@hcsosheriff

Top Tweeters in G5:
@_mamadeb
@doritmi
@beckyjohnson222
@monstercoyliar
@frankdelia7
@plasticdoe
@pjmoore1958
@tigerquinn7
@carlsmythe
@gmopundit

Top Tweeters in G6:
@washingtonpost
@michaelcozens
@daveunger3
@georgiastraight
@muddybike
@cbcbooks
@katja_thieme
@cie1947
@jamchan83
@pmoharper

Top Tweeters in G7:
@pamelakarnbach
@lelenapeacock
@cvspharmacy
@walgreens
@revelationc1316
@rogerth71142375
@penelopezahn
@kathygriffin
@dis_roger
@apapsychiatric

Top Tweeters in G8:
@walmart
@jdp021189
@norisgirl
@new_nightmare
@gitte35
@jgcocanada
@indkingcountywa
@mason4922
@debrawetle
@apoxalyps1

Top Tweeters in G9:
@hermitme1
@allentien
@ganjasmokercb
@youngchris27040
@marybar41015771
@tanrob22
@arthurm40159518
@tweetzydeetzy
@flwildcat
@demolecularized

Top Tweeters in G10:
@henrygalvin88
@historydean
@trishaposner
@adrianajgarces
@salvie366
@bhap_us
@sanofius
@jnjnews
@feduprally
@merck