#USAAW19, Twitter, 11/25/2019 12:38:34 PM, 217246


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#USAAW19 Twitter NodeXL SNA Map and Report for Monday, 25 November 2019 at 12:13 UTC
#USAAW19 Twitter NodeXL SNA Map and Report for Monday, 25 November 2019 at 12:13 UTC
From:
scotpublichealth
Uploaded on:
November 25, 2019
Short Description:
#USAAW19 via NodeXL http://bit.ly/2QRbzf0
@cdcgov
@us_fda
@cdc_ncezid
@saveantibiotics
@sidpharm
@amyhansonpharmd
@publichealthmap
@kyabxawareness
@surgeon_general
@idsainfo

Top hashtags:
#usaaw19
#antibiotics
#beantibioticsaware
#antibioticresistance
#flu

Description:
Description
The graph represents a network of 2,630 Twitter users whose recent tweets contained "#USAAW19", 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 Monday, 25 November 2019 at 12:19 UTC.

The tweets in the network were tweeted over the 9-day, 7-hour, 54-minute period from Saturday, 16 November 2019 at 03:00 UTC to Monday, 25 November 2019 at 10:55 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 : 2630
Unique Edges : 4064
Edges With Duplicates : 2314
Total Edges : 6378
Self-Loops : 750
Reciprocated Vertex Pair Ratio : 0.0282563749138525
Reciprocated Edge Ratio : 0.0549597855227882
Connected Components : 142
Single-Vertex Connected Components : 94
Maximum Vertices in a Connected Component : 2390
Maximum Edges in a Connected Component : 6015
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.310716
Graph Density : 0.000647356843166379
Modularity : 0.52146
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 2,630 Twitter users whose recent tweets contained "#USAAW19", 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 Monday, 25 November 2019 at 12:19 UTC.

The tweets in the network were tweeted over the 9-day, 7-hour, 54-minute period from Saturday, 16 November 2019 at 03:00 UTC to Monday, 25 November 2019 at 10:55 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 : #USAAW19
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[33] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-007
[16] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-010
[16] https://www.cdc.gov/drugresistance/biggest-threats.html
[14] https://www.cdc.gov/antibiotic-use/week/toolkit.html?s_cid=NCEZID-AntibioticUse-027
[13] https://sidp.org/AMRchallenge/
[13] https://www.youtube.com/watch?v=dETK7Jc-XWAt%20T
[12] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-016
[12] https://www.who.int/en/news-room/fact-sheets/detail/antibiotic-resistance
[11] http://bit.ly/2NcGbCRexternal
[11] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-006

Top URLs in Tweet in G1:
[17] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-007
[5] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-010
[4] http://bit.ly/2Ic6XK7external
[4] http://bit.ly/2NcGbCRexternal
[3] https://www.cdc.gov/antibiotic-use/week/toolkit.html?s_cid=NCEZID-AntibioticUse-027
[3] https://www.cdc.gov/drugresistance/biggest-threats.html
[3] https://twitter.com/BulletinAtomic/status/1196900390593105920
[3] https://www.contagionlive.com/contributor/saskia-v-popescu/2019/11/antibiotic-awareness-week--new-national-data-from-the-cdc
[3] https://www.cdc.gov/antibiotic-use/week/pdfs/USAAW-Observance-Week-p.pdf
[3] https://www.cdc.gov/antibiotic-use/community/index.html

Top URLs in Tweet in G2:
[2] https://www.fda.gov/consumers/consumer-updates/combating-antibiotic-resistance
[1] http://bit.ly/2pvwchXexternal
[1] http://bit.ly/2Ic6XK7external

Top URLs in Tweet in G3:
[12] https://sidp.org/AMRchallenge/
[5] http://med.stanford.edu/bugsanddrugs/education.html
[3] https://www.cdc.gov/antibiotic-use/healthcare/pdfs/hospital-core-elements-H.pdf
[2] https://www.idstewardship.com/waawcontest/
[2] https://sidp.org/AMRchallenge
[2] https://www.sidp.org/resources/Documents/Antibiotic-Therapy-Poster-508.pdf
[2] https://www.cdc.gov/antibiotic-use/week/toolkit.html
[2] https://www.customid.org/diagnosis-procedure/adult-antimicrobial-duration-guidance
[2] https://www.customid.org/diagnosis-procedure/pediatric-antimicrobial-duration-guidance-peds
[2] https://cdiff.org/

Top URLs in Tweet in G4:
[11] https://www.cdc.gov/drugresistance/biggest-threats.html
[7] https://www.cdc.gov/drugresistance/intl-activities/amr-challenge.html
[7] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-007
[6] https://www.youtube.com/watch?v=dETK7Jc-XWAt%20T
[4] http://bit.ly/2NcGbCRexternal
[4] http://bit.ly/2IelIMgexternal
[4] https://www.buzzsprout.com/692443
[3] http://essentialelements.naccho.org/archives/15777
[3] http://bit.ly/2OSurqkexternal
[3] http://mi-marr.org/appropriate-antibiotic-use/index.php

Top URLs in Tweet in G5:
[11] https://www.ahrq.gov/news/blog/ahrqviews/antibiotic-stewardship-toolkit.html
[8] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/11/18/test-your-superbug-iq?utm_campaign=saveantibiotics&utm_source=twitter&utm_medium=social
[8] https://www.who.int/en/news-room/fact-sheets/detail/antibiotic-resistance
[7] https://safetyprogram4antibioticstewardship.org/page/AHRQ-Safety-Program-for-Improving-Antibiotic-Use
[6] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/11/18/test-your-superbug-iq?utm_campaign=health&utm_source=twitter&utm_medium=social&utm_content=aaw19#BeAntibioticsAware
[6] https://www.ahrq.gov/antibiotic-use/acute-care/safety/index.html
[5] https://www.pewtrusts.org/en/research-and-analysis/articles/2019/11/19/how-one-urgent-care-doctor-fights-antibiotic-resistance
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2017/06/30/why-doctors-prescribe-antibiotics-even-when-they-shouldnt?utm_campaign=saveantibiotics&utm_source=twitter&utm_medium=social
[4] https://www.pewtrusts.org/en/research-and-analysis/articles/2017/03/16/unnecessary-antibiotic-use-jeopardizes-patient-safety?utm_campaign=saveantibiotics&utm_source=twitter&utm_medium=social
[4] https://act.pewtrusts.org/Oc0txAn

Top URLs in Tweet in G6:
[2] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-007
[2] https://twitter.com/IDSAInfo/status/1196428526192398336
[1] https://www.idsociety.org/clinical-practice/antimicrobial-stewardship/centers-of-excellence/
[1] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-016
[1] https://www.youtube.com/watch?v=byh75p7bf-U

[1] http://cqrcengage.com/idsociety/app/write-a-letter?1&engagementId=500554
[1] https://academic.oup.com/ofid/advance-article/doi/10.1093/ofid/ofz487/5625279?searchresult=1
[1] https://twitter.com/MontefioreID/status/1197568906816299010
[1] http://www.einstein.yu.edu/departments/medicine/divisions/infectious-diseases/antimicrobial-stewardship/
[1] https://twitter.com/CDCgov/status/1196427843594575872

Top URLs in Tweet in G7:
[8] https://www.cdc.gov/antibiotic-use/week/toolkit.html?s_cid=NCEZID-AntibioticUse-027
[6] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-009
[4] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-010
[3] http://bit.ly/2NcGbCRexternal
[2] https://www.youtube.com/watch?v=dETK7Jc-XWAt%20T
[2] http://bit.ly/2Q2HgOOexternal
[2] https://play.google.com/store/apps/details?id=com.american.all.quotes&hl=en_IN
[2] http://bit.ly/2OSurqkexternal
[2] https://www.youtube.com/watch?v=dETK7Jc-XWA&feature=youtu.be

[2] https://www.zoetis.com/responsibility/sustainable-food-supply/antibiotic-stewardship.aspx?hsamp_network=TWITTER&hsamp=b7NCq3d5yTRwj

Top URLs in Tweet in G8:
[4] https://www.eventbrite.com/e/antibiotics-may-not-be-the-answer-registration-80863919159
[4] https://www.nfid.org/antibiotic-resistance/
[3] https://sidp.org/AMRchallenge
[2] https://www.youtube.com/watch?v=HqA7NNMWPws

[2] https://twitter.com/SIDPharm/status/1196384834639278081
[2] https://twitter.com/CDCgov/status/1196429098471440387
[2] https://twitter.com/IDstewardship/status/1196978686408429568
[2] https://twitter.com/MesmerizeOOH/status/1196488531943854087
[2] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-010
[2] https://twitter.com/CDCgov/status/1196431644749651968

Top URLs in Tweet in G9:
[6] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-016
[4] https://www.cdc.gov/nchhstp/newsroom/docs/factsheets/drug-resistant-gonorrhea.pdf
[2] https://www.youtube.com/watch?v=dETK7Jc-XWAt%20T
[2] https://www.youtube.com/watch?v=iFwlnljV2Go

[1] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-009
[1] https://www.cdc.gov/antibiotic-use/?s_cid=NCEZID-AntibioticUse-010
[1] https://www.cdc.gov/antibiotic-use/community/for-hcp/index.html?s_cid=NCEZID-AntibioticUse-017
[1] https://www.cdc.gov/std/gonorrhea/arg/carb.htm
[1] https://www.cdc.gov/drugresistance/biggest-threats.html
[1] https://www.cdc.gov/std/products/success/Hawaii-SUCCESS-STORIES.pdf

Top URLs in Tweet in G10:
[2] https://www.ucaoa.org/ABScommendation
[2] https://www.realclearhealth.com/articles/2019/11/22/flu_season_is_a_health-reform_opportunity_110966.html
[2] https://www.ucaoa.org/Education/Events/Event-Registration/EventID/74
[2] https://www.ucaoa.org/ABSCommendation
[2] https://blogs.cdc.gov/safehealthcare/urgent-care-antibiotic-resistance/
[2] https://www.ucaoa.org/ABScommitment
[1] http://blogs.cdc.gov/safehealthcare/urgent-care-antibiotic-resistance
[1] https://www.cdc.gov/antibiotic-use/core-elements/hospital.html
[1] https://www.cdc.gov/antibiotic-use/community/for-hcp/continuing-education.html

Top Domains
Top Domains in Tweet in Entire Graph:
[262] cdc.gov
[138] twitter.com
[99] bit.ly
[74] pewtrusts.org
[45] ahrq.gov
[39] youtube.com
[30] sidp.org
[13] zoetis.com
[13] who.int
[8] naccho.org

Top Domains in Tweet in G1:
[55] cdc.gov
[25] bit.ly
[6] twitter.com
[4] youtube.com
[3] contagionlive.com
[2] usa.gov
[2] medium.com
[2] idgenomics.com
[2] opgen.com
[2] premierinc.com

Top Domains in Tweet in G2:
[2] fda.gov
[2] bit.ly

Top Domains in Tweet in G3:
[26] sidp.org
[23] twitter.com
[19] cdc.gov
[6] stanford.edu
[5] customid.org
[4] youtube.com
[3] infectioncontrol.tips
[3] who.int
[2] idstewardship.com
[2] oup.com

Top Domains in Tweet in G4:
[55] cdc.gov
[35] bit.ly
[12] youtube.com
[8] naccho.org
[5] consumerreports.org
[4] usa.gov
[4] twitter.com
[4] buzzsprout.com
[3] mi-marr.org
[2] atsjournals.org

Top Domains in Tweet in G5:
[74] pewtrusts.org
[45] ahrq.gov
[13] twitter.com
[10] cdc.gov
[8] who.int
[7] safetyprogram4antibioticstewardship.org
[5] louisville.edu
[3] time.com
[3] youtube.com
[2] whitehouse.gov

Top Domains in Tweet in G6:
[10] twitter.com
[4] cdc.gov
[4] unmc.edu
[2] proofpoint.com
[1] idsociety.org
[1] youtube.com
[1] cqrcengage.com
[1] oup.com
[1] yu.edu
[1] osu.edu

Top Domains in Tweet in G7:
[35] cdc.gov
[21] bit.ly
[11] twitter.com
[11] zoetis.com
[6] youtube.com
[2] google.com
[2] krogerhealth.com
[1] apple.com
[1] communityhealthcare.net
[1] exploreanimalhealth.org

Top Domains in Tweet in G8:
[53] twitter.com
[12] cdc.gov
[5] nfid.org
[4] eventbrite.com
[3] sidp.org
[3] instagram.com
[2] youtube.com
[2] who.int
[2] bit.ly
[1] chicagohan.org

Top Domains in Tweet in G9:
[16] cdc.gov
[4] youtube.com
[1] fda.gov

Top Domains in Tweet in G10:
[8] ucaoa.org
[5] cdc.gov
[2] realclearhealth.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1505] usaaw19
[999] antibiotics
[945] beantibioticsaware
[752] antibioticresistance
[170] flu
[132] antibioticawarenessweek
[125] patients
[96] waaw19
[87] waaw2019
[81] pharmacists



Top Hashtags in Tweet in G1:
[522] antibiotics
[256] antibioticresistance
[139] usaaw19
[119] beantibioticsaware
[105] flu
[18] cdcarthreats
[13] antibioticawareness
[10] letsbehealthytogether
[8] antibioticawarenessweek
[8] antibiotic

Top Hashtags in Tweet in G2:
[34] antibiotics
[4] usaaw19
[4] beantibioticsaware
[4] antibioticresistance
[2] flu
[1] rt

Top Hashtags in Tweet in G3:
[254] usaaw19
[132] beantibioticsaware
[82] antibiotics
[77] patients
[76] antibioticresistance
[70] pharmacists
[48] waaw2019
[39] breakpoints
[37] antibioticawarenessweek
[37] antimicrobialstewardship

Top Hashtags in Tweet in G4:
[178] usaaw19
[120] beantibioticsaware
[120] antibiotics
[117] antibioticresistance
[21] tb
[20] cdcarthreats
[15] onehealth
[15] flu
[12] healthcare
[9] globalamrchallenge

Top Hashtags in Tweet in G5:
[248] usaaw19
[115] beantibioticsaware
[74] antibioticresistance
[65] ahrq
[60] antibiotics
[41] antibioticstewardship
[39] antibiotic
[25] antibioticuse
[18] hospitals
[18] hospital

Top Hashtags in Tweet in G6:
[72] usaaw19
[45] antibioticresistance
[41] beantibioticsaware
[32] antibioticawarenessweek
[22] antibiotics
[12] whyimapharmacist
[9] flu
[7] bronchitis
[5] antimicrobialresistance
[4] antibioticsaware

Top Hashtags in Tweet in G7:
[134] usaaw19
[93] beantibioticsaware
[41] antibiotics
[25] antibioticresistance
[12] flu
[12] waaw19
[11] onehealth
[11] zoetisproud
[10] healthcare
[10] pharmacist

Top Hashtags in Tweet in G8:
[140] usaaw19
[114] beantibioticsaware
[84] antibioticresistance
[32] antibiotics
[24] antibioticawarenessweek
[24] waaw2019
[17] idtwitter
[14] amr
[8] antibioticstewardship
[8] nfid

Top Hashtags in Tweet in G9:
[18] gonorrhea
[16] usaaw19
[12] antibiotics
[10] beantibioticsaware
[10] antibioticresistance
[10] cdcarthreats
[4] virus
[3] patients
[2] antibioticawareness
[1] flu

Top Hashtags in Tweet in G10:
[17] usaaw19
[10] beantibioticsaware
[7] urgentcare
[4] antibioticstewardship
[3] abscommendation
[2] fluseason
[2] antibioticresistance
[2] healthcare
[1] antibiotics
[1] flu

Top Words
Top Words in Tweet in Entire Graph:
[5216] Words in Sentiment List#1: Positive
[4657] Words in Sentiment List#2: Negative
[772] Words in Sentiment List#3: Angry/Violent
[108913] Non-categorized Words
[118786] Total Words
[4216] #usaaw19
[2602] #beantibioticsaware
[2280] antibiotics
[2060] antibiotic
[1538] #antibioticresistance

Top Words in Tweet in G1:
[916] #usaaw19
[734] t
[576] #beantibioticsaware
[574] #antibioticresistance
[527] #antibiotics
[509] needed
[492] aren
[467] infections
[441] one
[434] abx

Top Words in Tweet in G2:
[1373] antibiotics
[686] kill
[391] #usaaw19
[377] #beantibioticsaware
[367] learn
[367] more
[344] awareness
[344] week
[343] bacteria
[343] viruses

Top Words in Tweet in G3:
[683] #usaaw19
[391] antibiotic
[371] #beantibioticsaware
[234] cdcgov
[195] hospital
[173] #waaw2019
[143] sidpharm
[130] stewardship
[128] new
[127] week

Top Words in Tweet in G4:
[504] #usaaw19
[287] antibiotic
[275] #beantibioticsaware
[261] #antibioticresistance
[214] antibiotics
[185] use
[156] learn
[142] more
[132] #antibiotics
[116] help

Top Words in Tweet in G5:
[542] #usaaw19
[331] antibiotic
[274] #beantibioticsaware
[211] #antibioticresistance
[163] s
[134] antibiotics
[123] more
[117] use
[108] t
[101] week

Top Words in Tweet in G6:
[200] #usaaw19
[113] #beantibioticsaware
[74] antibiotic
[58] #antibioticresistance
[57] more
[55] cdcgov
[44] learn
[41] bacteria
[40] #antibioticawarenessweek
[39] idsainfo

Top Words in Tweet in G7:
[134] #usaaw19
[93] #beantibioticsaware
[58] antibiotic
[49] antibiotics
[44] week
[41] #antibiotics
[39] use
[38] s
[31] learn
[30] awareness

Top Words in Tweet in G8:
[203] #usaaw19
[160] #beantibioticsaware
[96] #antibioticresistance
[92] antibiotic
[71] week
[48] cdcgov
[45] chipublichealth
[42] stewardship
[40] awareness
[38] sidpharm

Top Words in Tweet in G9:
[91] #usaaw19
[73] #antibioticresistance
[59] resistant
[58] drug
[41] gonorrhea
[37] antibiotics
[33] learn
[29] more
[28] use
[27] #beantibioticsaware

Top Words in Tweet in G10:
[30] #usaaw19
[23] #beantibioticsaware
[20] s
[20] antibiotic
[15] healthcare
[15] cdc
[14] free
[13] stewardship
[11] professionals
[11] take

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1137] learn,more
[897] #usaaw19,#beantibioticsaware
[866] awareness,week
[808] #beantibioticsaware,#usaaw19
[750] aren,t
[707] antibiotics,kill
[699] t,needed
[585] side,effects
[499] abx,aren
[496] #antibioticresistance,#usaaw19

Top Word Pairs in Tweet in G1:
[492] aren,t
[491] t,needed
[391] learn,more
[385] side,effects
[379] abx,aren
[279] #antibioticresistance,#usaaw19
[259] cause,side
[259] effects,lead
[258] #antibiotics,one
[258] one,powerful

Top Word Pairs in Tweet in G2:
[686] antibiotics,kill
[367] learn,more
[345] #usaaw19,#beantibioticsaware
[344] awareness,week
[343] kill,bacteria
[343] bacteria,antibiotics
[343] kill,viruses
[343] viruses,antibiotics
[343] antibiotics,awareness
[343] week,take

Top Word Pairs in Tweet in G3:
[132] #beantibioticsaware,#usaaw19
[126] core,elements
[113] antibiotic,stewardship
[112] elements,hospital
[112] stewardship,programs
[105] hospital,antibiotic
[101] #usaaw19,#waaw2019
[90] awareness,week
[85] antibiotic,awareness
[79] hospital,pharmacists

Top Word Pairs in Tweet in G4:
[127] learn,more
[106] #beantibioticsaware,#usaaw19
[98] antibiotic,use
[87] #antibioticresistance,#usaaw19
[81] #usaaw19,#beantibioticsaware
[68] improving,antibiotic
[64] aren,t
[59] more,#usaaw19
[58] save,lives
[58] #usaaw19,#antibioticresistance

Top Word Pairs in Tweet in G5:
[123] #beantibioticsaware,#usaaw19
[74] #usaaw19,#beantibioticsaware
[70] antibiotic,awareness
[66] awareness,week
[62] antibiotic,prescribing
[61] aren,t
[60] antibiotic,resistance
[51] u,s
[46] t,needed
[46] improving,antibiotic

Top Word Pairs in Tweet in G6:
[48] #beantibioticsaware,#usaaw19
[32] learn,more
[31] #usaaw19,#beantibioticsaware
[30] #usaaw19,cdcgov
[28] awareness,week
[26] #antibioticresistance,occurs
[26] occurs,bacteria
[26] drugs,designed
[26] designed,kill
[26] kill,#beantibioticsaware

Top Word Pairs in Tweet in G7:
[40] #beantibioticsaware,#usaaw19
[34] #usaaw19,#beantibioticsaware
[26] u,s
[26] awareness,week
[23] feel,better
[22] antibiotic,awareness
[20] learn,more
[16] s,antibiotic
[12] prescribing,use
[12] everyone,role

Top Word Pairs in Tweet in G8:
[56] #beantibioticsaware,#usaaw19
[54] #usaaw19,#beantibioticsaware
[37] awareness,week
[29] antibiotic,awareness
[25] antimicrobial,stewardship
[22] #beantibioticsaware,#antibioticresistance
[16] antibiotic,use
[16] u,s
[15] help,fight
[14] cdcgov,chipublichealth

Top Word Pairs in Tweet in G9:
[48] drug,resistant
[45] #usaaw19,#antibioticresistance
[40] resistant,gonorrhea
[26] gonorrhea,matter
[26] matter,make
[26] make,common
[26] common,std
[26] std,untreatable
[26] untreatable,video
[26] video,explains

Top Word Pairs in Tweet in G10:
[15] cdc,s
[13] antibiotic,stewardship
[12] #beantibioticsaware,#usaaw19
[11] healthcare,professionals
[11] professionals,take
[11] take,cdc
[11] s,free
[11] free,training
[11] training,course
[11] course,antibiotic

Top Replied-To
Top Replied-To in Entire Graph:
@cdcgov
@marisa_holubar
@colhealthcare
@asp_chat
@isoha_onehealth
@drcjlittle
@chicagoabx
@beaumonthealth
@brxad
@nabriva

Top Replied-To in G1:
@nabriva
@phf_train

Top Replied-To in G3:
@marisa_holubar
@colhealthcare
@cdcgov
@beaumonthealth
@asp_chat
@drcjlittle
@brxad
@chicagoabx
@amyhansonpharmd
@jencpisano

Top Replied-To in G4:
@cdcgov

Top Replied-To in G5:
@intermtnmedctr
@nytparenting
@govmattbevin
@intermountain
@aaronecarroll
@cdcgov

Top Replied-To in G6:
@idiatosu

Top Replied-To in G8:
@isoha_onehealth
@sidpharm
@chicagoabx
@chipublichealth
@who
@rushcch_id
@cdc_tb
@cidrap_asp
@mrsasantarossa
@marisa_holubar

Top Mentioned
Top Mentioned in Entire Graph:
@cdcgov
@sidpharm
@idstewardship
@ashpofficial
@idsainfo
@who
@chipublichealth
@cdc_ncezid
@potus
@intermountain

Top Mentioned in G1:
@cdcgov
@cdcgv
@saskiapopescu
@ecuparents

Top Mentioned in G2:
@us_fda
@cdcgov
@fdadeviceinfo

Top Mentioned in G3:
@cdcgov
@sidpharm
@idstewardship
@ashpofficial
@who
@absteward
@cdc_ncezid
@idsainfo
@infectdisnews
@centreinfection

Top Mentioned in G4:
@battlesuperbugs
@cdcgov
@matthewwell
@discoverrb
@eclinicuk
@cdc_ncezid
@tcphtweets
@snhdinfo
@talk_with_fact
@nrdc

Top Mentioned in G5:
@cdcgov
@potus
@intermountain
@pewhealth
@saveantibiotics
@kyabxawareness
@cdc_ncezid
@intermtnmedctr
@ahahospitals
@kbrownhistorian

Top Mentioned in G6:
@cdcgov
@idsainfo
@osuwexmed
@osuccc_james
@sidpharm
@accppostgrads
@astmh
@apinfectologia
@acpinternists
@drjrmarcelin

Top Mentioned in G8:
@cdcgov
@chipublichealth
@sidpharm
@amyhansonpharmd
@rushmedical
@who
@rushdoim
@idph
@ashpofficial
@ugotabug

Top Mentioned in G10:
@cdcgov
@altamedhealths
@afcinc
@camchealth
@carenow
@citymd
@convenientmd
@gohealthuc
@jupitermednews
@visitphysicians

Top Tweeters
Top Tweeters in Entire Graph:
@rjber15
@dancas2
@thereal_rebel
@soniaerasmus
@sueleugers
@shalisa_renee
@nhdogmom
@richfm39517086
@janiecestaton
@joni_looking

Top Tweeters in G1:
@thereal_rebel
@soniaerasmus
@sueleugers
@franceafrik
@redeemcrier
@vernapolitics
@kellyclelland1
@papireubs
@jadejensen29
@can_ada

Top Tweeters in G2:
@joni_looking
@adekleine
@andrea51544005
@nemunokies
@bunny_stark
@malikahh77
@katnl
@balgaa
@thegoatfox
@santiagoantero

Top Tweeters in G3:
@drshahrul80
@voxdotcom
@trentyarwood
@scieducation1
@nykomahamilton
@who
@paimadhu
@carlosdelrio7
@gmacscotland
@rodneyrohde

Top Tweeters in G4:
@rjber15
@dancas2
@nhdogmom
@starpratama
@saludhealthinfo
@posuttrump
@sshin6591
@wendys
@greatgovtweets
@rosemaryquinlin

Top Tweeters in G5:
@janiecestaton
@hwholcomb
@time
@simplify77
@aschettino
@jeffrey52095461
@jhaleyj56
@nfl
@jerrymeister69
@fox13

Top Tweeters in G6:
@richfm39517086
@chickfila
@csarahmotat
@oem_repair
@apc_md
@fredhutch
@dalregu
@sora_yamashita
@pergamic
@researchamerica

Top Tweeters in G7:
@mountsinainyc
@redaguessoumdvm
@earthtenant
@bcbsm
@nychealthy
@sullim01
@ogundarejohn4
@hhsregion10
@hurleysupply
@city2farminiowa

Top Tweeters in G8:
@ingrx
@aguzmansv81
@harvardchansph
@walthercancerin
@nfidvaccines
@vchhealthcare
@rushmedical
@altheaabillins
@paula_vassallo
@siue

Top Tweeters in G9:
@shalisa_renee
@tweetedonyaface
@cdcstd
@sdelagrave
@drefleming7
@drsafridi
@ratarataratara1
@kevinault
@maddiesonmarie
@sexycutecunt

Top Tweeters in G10:
@rcastle06
@chile7171
@miznaalkhalifa
@subkrishnarao
@xahraddin_a
@maryam_suwaidan
@roche
@cdc_ehealth
@mwhcconnection
@ucaoa