#antibioticresistance OR #antibiotics OR #eaad OR #waaw OR #waaw17 OR #waaw2017 OR #antibioticawarenessweek OR #doit4das OR #antibioticguardian OR "antibiotic awareness week" OR "antibiotic resistance" OR #superbugs OR #keepantibioticsworking OR #AMR OR #WHSAvsAMR, Twitter, 11/20/2017 7:41:31 AM, 129864


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#antibioticresistance OR #antibiotics OR #eaad OR #waaw OR #waaw17 OR #waaw2017 OR #antibioticawaren
#antibioticresistance OR #antibiotics OR #eaad OR #waaw OR #waaw17 OR #waaw2017 OR #antibioticawaren
From:
scotpublichealth
Uploaded on:
November 20, 2017
Short Description:
#antibioticresistance OR #antibiotics OR #eaad OR #waaw OR #waaw17 OR #waaw2017 OR #antibioticawarenessweek OR #doit4das OR #antibioticguardian OR "antibiotic awareness week" OR "antibiotic resistance" OR #superbugs OR #keepantibioticsworking OR #AMR OR #WHSAvsAMR via NodeXL http://bit.ly/2zRqkGB
@

Description:
Description
The graph represents a network of 11,907 Twitter users whose recent tweets contained "#antibioticresistance OR #antibiotics OR #eaad OR #waaw OR #waaw17 OR #waaw2017 OR #antibioticawarenessweek OR #doit4das OR #antibioticguardian OR "antibiotic awareness week" OR "antibiotic resistance" OR #superbugs OR #keepantibioticsworking OR #AMR OR #WHSAvsAMR", 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, 20 November 2017 at 00:55 UTC.

The tweets in the network were tweeted over the 2-day, 15-hour, 39-minute period from Friday, 17 November 2017 at 08:27 UTC to Monday, 20 November 2017 at 00:07 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 : 11907
Unique Edges : 16387
Edges With Duplicates : 8628
Total Edges : 25015
Self-Loops : 4421
Reciprocated Vertex Pair Ratio : 0.0222886315527332
Reciprocated Edge Ratio : 0.043605359317905
Connected Components : 1675
Single-Vertex Connected Components : 1138
Maximum Vertices in a Connected Component : 8941
Maximum Edges in a Connected Component : 21330
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.456928
Graph Density : 0.000115825696631959
Modularity : 0.587471
NodeXL Version : 1.0.1.389

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[249] http://who.int/infection-prevention/en/
[112] http://www.who.int/campaigns/world-antibiotic-awareness-week/quiz/en/
[100] http://www.who.int/mediacentre/factsheets/fs392/en/
[96] https://www.nhs.uk/nhsengland/arc/pages/aboutarc.aspx
[89] https://futurism.com/lab-grown-synthetic-nanobots-officially-end-antibiotic-resistance/
[68] https://www.cdc.gov/features/antibiotic-resistance-food/
[67] http://www.thunderclap.it/tipped/64786/twitter
[59] http://antibioticguardian.com/
[55] http://www.gmwatch.org/en/news/latest-news/17978-new-research-finds-gm-crop-related-herbicides-cause-antibiotic-resistance
[51] https://www.nature.com/articles/ncomms13333

Top URLs in Tweet in G1:
[168] http://who.int/infection-prevention/en/
[77] http://www.who.int/mediacentre/factsheets/fs392/en/
[62] http://www.who.int/campaigns/world-antibiotic-awareness-week/quiz/en/
[40] http://www.popsci.com/antibiotic-resistance-meat-farming-tax?con=TrueAnthem&dom=tw&lnk=TATW&src=SOC&utm_campaign=&utm_content=5a1051ff04d3017f5041cdc9&utm_medium=&utm_source=
[35] http://www.who.int/foodsafety/areas_work/food-hygiene/AMR-food-infographics/en/
[28] https://newsnetwork.mayoclinic.org/discussion/infectious-diseases-a-z-world-antibiotic-awareness-week/?utm_source=twitter&utm_medium=sm&utm_content=post&utm_campaign=mayoclinic&geo=national&placementsite=enterprise&mc_id=us&cauid=100503&linkId=44682003
[16] http://who.int/campaigns/world-antibiotic-awareness-week/fr/
[8] http://who.int/campaigns/world-antibiotic-awareness-week/es/
[7] http://www.who.int/features/2017/namibia-antibiotics-meat/en/?platform=hootsuite
[7] https://www.economist.com/news/science-and-technology/21728615-feeding-time-worries-antibiotic-resistance-fish-farms-passed-fish?platform=hootsuite

Top URLs in Tweet in G2:
[40] http://www.thunderclap.it/tipped/64786/twitter
[31] https://futurism.com/lab-grown-synthetic-nanobots-officially-end-antibiotic-resistance/
[17] http://antibioticguardian.com/
[15] https://action.ciwf.org.uk/ea-action/action?ea.client.id=119&ea.campaign.id=80712&ea.tracking.id=a8368275&utm_campaign=antibiotics&utm_source=shared&utm_medium=twitter
[12] http://www.thunderclap.it/tipped/64596/twitter
[10] https://www.scientificamerican.com/article/maryn-mckenna-rsquo-s-book-big-chicken-looks-at-poultry-rsquo-s-effect-on-antibiotic-resistance/
[9] https://www.tryinteract.com/share/quiz/59e68e3a8ecd1200126656e8
[8] https://newstarget.com/2016-06-17-monumental-study-alleges-that-cranberries-could-save-america-from-its-unhealthy-addiction-to-conventional-antibiotics.html
[7] http://www.wired.co.uk/article/repurposing-drugs-antibiotic-resistance-cycle-pharma
[6] https://www.scientificamerican.com/article/maryn-mckenna-rsquo-s-book-big-chicken-looks-at-poultry-rsquo-s-effect-on-antibiotic-resistance/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[48] http://who.int/infection-prevention/en/
[24] http://www.fao.org/news/story/en/item/1056493/icode/?utm_content=bufferb8379&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[23] http://www.who.int/campaigns/world-antibiotic-awareness-week/quiz/en/
[17] http://www.fao.org/blogs/blue-growth-blog/helping-countries-to-tackle-amr-in-aquaculture/en/#sthash.No8CSAnq.uxfs
[15] http://www.who.int/mediacentre/factsheets/fs392/en/
[14] http://www.pewtrusts.org/en/research-and-analysis/analysis/2017/10/10/superbugs-dont-respect-borders
[9] http://cyprus-mail.com/2017/11/15/health-experts-concerned-drug-resistance/
[9] http://www.fao.org/news/story/en/item/1066173/icode/?utm_source=twitter&utm_medium=social+media&utm_campaign=faoknowledge
[9] http://www.thunderclap.it/tipped/64786/twitter
[7] https://twitter.com/i/moments/930377398142595072

Top URLs in Tweet in G4:
[29] http://antibioticguardian.com/
[25] https://www.gov.uk/government/publications/health-matters-preventing-infections-and-reducing-amr/health-matters-preventing-infections-and-reducing-antimicrobial-resistance?utm_source=Twitter&utm_medium=Tweet171101&utm_campaign=HealthMatters
[12] http://antibioticguardian.com
[11] https://publichealthmatters.blog.gov.uk/2017/11/15/health-matters-resources-to-keep-antibiotics-working/
[11] https://youtu.be/nVmqho8Dza8
[8] https://www.snapchat.com/add/nicecomms
[8] https://twitter.com/TheAMRProject/status/931872757343801344
[8] https://twitter.com/DHgovuk/status/930841183781343232
[8] https://www.nhs.uk/nhsengland/arc/pages/aboutarc.aspx
[6] https://twitter.com/AmandaCPharmacy/status/931204497426219008

Top URLs in Tweet in G5:
[11] https://www.youtube.com/watch?v=sYCyP37ASsE
[9] http://www.who.int/campaigns/world-antibiotic-awareness-week/quiz/en/
[9] http://www.who.int/mediacentre/factsheets/antibiotic-resistance/en/
[9] https://www.vaccinestoday.eu/stories/meningitis-vaccine-help-fight-gonorrhoea-crisis/
[8] https://fivethirtyeight.com/?post_type=fte_features&p=159604&ex_cid=story-twitter
[7] http://invs.santepubliquefrance.fr/Publications-et-outils/Rapports-et-syntheses/Maladies-infectieuses/2017/Consommation-d-antibiotiques-et-resistance-aux-antibiotiques-en-France-soyons-concernes-soyons-responsables
[7] http://www.pewtrusts.org/en/research-and-analysis/analysis/2017/10/10/superbugs-dont-respect-borders
[7] http://www.ema.europa.eu/ema/index.jsp?curl=pages/news_and_events/news/2017/11/news_detail_002851.jsp&mid=WC0b01ac058004d5c1
[6] http://who.int/infection-prevention/en/
[6] https://proantibioticos.com/2017/11/15/una-lista-de-verificacion-checklist-de-uso-de-antibioticos-nuestra-aportacion-a-la-waaw-y-al-eaad/

Top URLs in Tweet in G6:
[54] https://www.cdc.gov/features/antibiotic-resistance-food/
[10] https://www.canada.ca/en/public-health/services/video/how-to-prevent-antibiotic-resistance.html?_ga=2.104508608.1783810487.1509557358-2119934961.1501004936
[5] https://www.canada.ca/en/health-canada/services/publications/drugs-health-products/tackling-antimicrobial-resistance-use-pan-canadian-framework-action.html
[5] https://blog.ochsner.org/articles/6-questions-to-ask-your-doctor-about-antibiotic-prescriptions/
[5] https://www.cdc.gov/antibiotic-use?utm_source=Toolkit&utm_medium=Digital&utm_campaign=2017_CDC_AU&utm_content=Toolkit_TW_1
[4] https://www.cdc.gov/antibiotic-use/week/promotional-materials/index.html
[4] https://go.usa.gov/xcjqB
[4] https://www.cdc.gov/antibiotic-use/?utm_source=Twitter&utm_medium=Social&utm_campaign=2017_CDC_AU&utm_content=Social_Twitter_1
[4] http://www.who.int/campaigns/world-antibiotic-awareness-week/quiz/en/
[4] https://www.idstewardship.com/perspective-four-key-questions-ceftazidime-avibactam-avycaz/

Top URLs in Tweet in G7:
[51] http://www.gmwatch.org/en/news/latest-news/17978-new-research-finds-gm-crop-related-herbicides-cause-antibiotic-resistance
[14] https://sustainablepulse.com/2017/11/17/new-research-shows-common-herbicide-active-and-inert-ingredients-cause-antibiotic-resistance-in-bacteria/#.Wg9HXR3HlU5.twitter
[13] https://www.scimex.org/newsfeed/herbicides-linked-to-antibiotic-resistance
[12] https://www.radionz.co.nz/news/national/344195/weedkiller-chemicals-linked-to-antibiotic-resistance
[12] https://twitter.com/GMWatch/status/931488652173209601
[9] https://www.biosafety-info.net/article.php?aid=1436
[8] https://blogs.mercola.com/sites/vitalvotes/archive/2017/11/17/merck_1920_s-solution-to-the-growing-antibioticresistance-problem-more-vaccines.aspx?utm_source=twitter.com&utm_medium=referral&utm_content=twittermercola_blog&utm_campaign=20171117_mercks-solution-to-the-growing-antibioticresistance-problem-more-vaccines
[8] https://fb.me/PPBvHGuc
[8] https://sustainablepulse.com/2017/11/17/new-research-shows-common-herbicide-active-and-inert-ingredients-cause-antibiotic-resistance-in-bacteria/
[7] https://www.tvnz.co.nz/one-news/new-zealand/concerns-use-weed-killer-linked-antibiotic-resistance

Top URLs in Tweet in G8:
[15] http://npjmicrogravitycommunity.nature.com/users/59876-ruth-milne/posts/22577-e-coli-anti-microbial-satellite-launched
[9] http://www.rcuk.ac.uk/research/xrcprogrammes/tackling-antimicrobial-resistance/?utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn
[9] http://www.nottingham.ac.uk/news/pressreleases/2017/november/students-reveal-superbug-fighting-microbes-at-amr-awareness-day.aspx
[6] https://www.scimex.org/newsfeed/herbicides-linked-to-antibiotic-resistance
[4] https://www.theexeterdaily.co.uk/news/local-news/rising-stars-antibiotic-resistance-research-awarded-industrial-fellowships
[3] http://microbiologyonline.org/file/d69b0ae9fd1cdfba6e3bd80f6e0c5650.pdf
[3] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fncomms6792
[3] http://pnw-b.ctx.ly/r/5va4o
[2] https://www.youtube.com/watch?v=Tc1eNYX932s&utm_source=Twitter&utm_medium=social&utm_campaign=SocialSignIn
[2] https://twitter.com/hippocraticpost/status/932180334485147648

Top URLs in Tweet in G9:
[12] https://www.nhp.gov.in/world-antibiotic-awareness-week-2017_pg?utm_source=social%20media&utm_medium=posts&utm_campaign=promotions
[5] https://scienmag.com/ut-study-ids-potential-cell-receptors-to-reduce-antibiotic-resistance/
[5] http://tmad.infor-matt.fr/newsciencewrld/?url=https://futurism.com/lab-grown-synthetic-nanobots-officially-end-antibiotic-resistance/&utm_source=OverNewser&utm_medium=NewScienceWrld&utm_campaign=article
[5] https://gujarati.pratilipi.com/sandip-herma-satark/antibiotic-resistance?utm_source=android&utm_campaign=content_share
[5] https://twitter.com/MoHFW_INDIA/status/931741259785560065
[5] http://resistancemap.cddep.org/resmap/resistance?utm_medium=social&utm_source=twitter
[4] http://who.int/infection-prevention/en/
[4] https://journosdiary.com/2017/11/04/iit-roorkee-antibiotic-resistance/
[2] https://twitter.com/PharmOnDuty/status/893803158803279872
[2] http://www.who.int/mediacentre/factsheets/fs392/en/

Top URLs in Tweet in G10:
[16] https://www.semfyc.es/la-actividad-comunitaria-se-prepara-para-enfrentarse-su-reto-mas-dificil-la-resistencia-los-antibioticos-keepantibioticsworking/
[7] https://www.youtube.com/watch?feature=youtu.be&v=0pd0QTUJaos&app=desktop
[3] https://www.youtube.com/watch?v=0pd0QTUJaos&feature=youtu.be
[2] https://elpais.com/elpais/2017/08/01/planeta_futuro/1501583791_753348.html
[2] http://www.efesalud.com/resistencia-antimicrobiana-decalogo
[1] https://twitter.com/i/web/status/931446871930875905
[1] https://twitter.com/i/web/status/931501001978368001
[1] https://twitter.com/i/web/status/931526156612001793
[1] https://twitter.com/i/web/status/931539955792347137
[1] https://twitter.com/i/web/status/931556320339202048

Top Domains
Top Domains in Tweet in Entire Graph:
[4102] twitter.com
[681] who.int
[137] youtube.com
[129] futurism.com
[128] nhs.uk
[121] cdc.gov
[116] nature.com
[98] fb.me
[94] antibioticguardian.com
[94] thunderclap.it

Top Domains in Tweet in G1:
[395] who.int
[167] twitter.com
[40] popsci.com
[28] mayoclinic.org
[7] economist.com
[5] fao.org
[4] bbc.com
[4] linkedin.com
[4] antibioticwise.ca
[4] blogspot.com

Top Domains in Tweet in G2:
[690] twitter.com
[60] fb.me
[52] thunderclap.it
[43] futurism.com
[22] antibioticguardian.com
[22] feedburner.com
[22] who.int
[20] co.uk
[20] scientificamerican.com
[17] org.uk

Top Domains in Tweet in G3:
[480] twitter.com
[102] who.int
[56] fao.org
[47] pewtrusts.org
[19] nih.gov
[15] thunderclap.it
[11] cdc.gov
[9] cyprus-mail.com
[7] oie.int
[7] onebigrobot.com

Top Domains in Tweet in G4:
[779] twitter.com
[52] antibioticguardian.com
[42] gov.uk
[19] youtube.com
[14] nhs.uk
[11] youtu.be
[8] snapchat.com
[7] scotpublichealth.com
[6] apple.com
[5] ac.uk

Top Domains in Tweet in G5:
[309] twitter.com
[36] who.int
[31] youtube.com
[25] europa.eu
[10] fivethirtyeight.com
[9] vaccinestoday.eu
[8] pewtrusts.org
[7] santepubliquefrance.fr
[7] proantibioticos.com
[6] ifpma.org

Top Domains in Tweet in G6:
[112] twitter.com
[81] cdc.gov
[15] canada.ca
[9] who.int
[8] usa.gov
[5] ochsner.org
[4] healio.com
[4] idstewardship.com
[3] umn.edu
[3] jamanetwork.com

Top Domains in Tweet in G7:
[55] gmwatch.org
[49] twitter.com
[35] co.nz
[23] sustainablepulse.com
[13] scimex.org
[9] biosafety-info.net
[8] mercola.com
[8] fb.me
[7] theguardian.com
[5] microbiologyresearch.org

Top Domains in Tweet in G8:
[72] twitter.com
[19] ac.uk
[19] nature.com
[6] scimex.org
[4] ctx.ly
[4] co.uk
[3] microbiologyonline.org
[3] youtube.com
[3] facebook.com
[3] nih.gov

Top Domains in Tweet in G9:
[39] twitter.com
[12] gov.in
[6] who.int
[5] scienmag.com
[5] infor-matt.fr
[5] pratilipi.com
[5] cddep.org
[4] journosdiary.com
[3] youtube.com
[1] cdc.gov

Top Domains in Tweet in G10:
[124] twitter.com
[16] semfyc.es
[10] youtube.com
[3] who.int
[2] elpais.com
[2] efesalud.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5415] antibioticresistance
[2268] antibiotics
[1841] amr
[1479] keepantibioticsworking
[1427] antibioticawarenessweek
[1185] eaad
[997] waaw2017
[997] antibioticguardian
[692] stopsuperbugs
[653] waaw



Top Hashtags in Tweet in G1:
[1726] antibioticresistance
[503] antibiotics
[369] stopsuperbugs
[305] waaw2017
[298] handhygiene
[79] worldtoiletday
[64] healthworkers
[52] antibioticawarenessweek
[51] amr
[32] antibiotic

Top Hashtags in Tweet in G2:
[148] antibioticresistance
[145] antibiotics
[108] keepantibioticsworking
[77] amr
[67] waaw2017
[62] antibioticawarenessweek
[44] antibioticguardian
[42] eaad
[28] antibiotic
[23] antibióticos

Top Hashtags in Tweet in G3:
[767] antibioticresistance
[414] amr
[335] antibiotics
[236] waaw2017
[199] antibioticawarenessweek
[164] stopsuperbugs
[133] antimicrobialresistance
[94] foodfri
[89] beantibioticsaware
[85] handhygiene

Top Hashtags in Tweet in G4:
[786] antibioticguardian
[517] eaad
[367] amrabc
[336] antibioticawarenessweek
[284] keepantibioticsworking
[276] antibioticresistance
[264] amr
[208] waaw
[144] antibiotics
[114] waaw2017

Top Hashtags in Tweet in G5:
[502] antibioticresistance
[405] eaad
[326] keepantibioticsworking
[269] amr
[171] antibiotics
[117] antibióticos
[73] waaw
[48] antibiotic
[47] antibiotiques
[41] stopsuperbugs

Top Hashtags in Tweet in G6:
[280] antibioticresistance
[134] antibiotics
[109] beantibioticsaware
[89] antibioticawarenessweek
[52] amr
[33] antibioticresistant
[33] keepantibioticsworking
[18] usaaw17
[17] waaw2017
[13] stopsurgicalinfections

Top Hashtags in Tweet in G7:
[49] gmo
[48] organic
[43] glyphosate
[33] dicamba
[26] antibiotic
[25] pesticides
[23] antibiotics
[20] antibioticresistance
[8] pesticide
[7] gm

Top Hashtags in Tweet in G8:
[112] antibioticresistance
[76] superbugs
[61] waaw
[58] amr
[52] antibiotics
[18] waaw2017
[16] worldantibioticawarenessweek
[16] microgravity
[15] scipolicy
[13] lunchtimereading

Top Hashtags in Tweet in G9:
[220] antibioticresistance
[136] worldantibioticawarenessweek
[78] antibiotics
[66] swasthabharat
[37] health
[19] amr
[19] antibioticawarenessweek
[10] handhygiene
[9] stopsuperbugs
[9] waaw2017

Top Hashtags in Tweet in G10:
[335] keepantibioticsworking
[25] antibióticos
[13] antibiotics
[13] antibioticresistance
[8] antibioticos
[8] paraprofesionales
[7] eaad
[5] antibioticawarenessweek
[4] parapacientes
[4] betalactam

Top Words
Top Words in Tweet in Entire Graph:
[8415] Words in Sentiment List#1: Positive
[9259] Words in Sentiment List#2: Negative
[119] Words in Sentiment List#3: Angry/Violent
[290266] Non-categorized Words
[307940] Total Words
[6337] antibiotics
[5415] antibioticresistance
[5078] antibiotic
[2387] resistance
[2096] awareness

Top Words in Tweet in G1:
[2344] antibiotics
[1726] antibioticresistance
[980] infections
[970] antibiotic
[738] always
[730] taking
[711] help
[691] let's
[681] world
[680] healthcare

Top Words in Tweet in G2:
[496] antibiotic
[403] antibiotics
[301] resistance
[148] antibioticresistance
[145] awareness
[144] s
[137] week
[108] keepantibioticsworking
[107] world
[106] use

Top Words in Tweet in G3:
[785] antibiotics
[767] antibioticresistance
[580] antibiotic
[454] use
[428] amr
[319] resistance
[269] reduce
[236] waaw2017
[221] faonews
[211] infections

Top Words in Tweet in G4:
[788] antibioticguardian
[535] eaad
[436] antibiotic
[374] antibiotics
[367] amrabc
[336] antibioticawarenessweek
[312] amr
[284] keepantibioticsworking
[276] antibioticresistance
[240] drdianeashiru

Top Words in Tweet in G5:
[502] antibioticresistance
[406] eaad
[326] keepantibioticsworking
[295] antibiotics
[274] amr
[245] antibiotic
[245] eaad_eu
[201] antibióticos
[200] fight
[165] uso

Top Words in Tweet in G6:
[297] antibiotics
[280] antibioticresistance
[190] cdcgov
[109] beantibioticsaware
[100] infections
[90] antibiotic
[89] antibioticawarenessweek
[81] food
[78] germs
[74] resistant

Top Words in Tweet in G7:
[263] antibiotic
[263] resistance
[198] herbicides
[146] new
[141] cause
[141] gmwatch
[136] research
[94] finds
[78] jack_heinemann
[69] use

Top Words in Tweet in G8:
[112] antibioticresistance
[110] out
[106] sciencemuseum
[95] antibiotic
[94] superbugs
[78] resistance
[72] antibiotics
[64] microbiosoc
[62] find
[61] waaw

Top Words in Tweet in G9:
[220] antibioticresistance
[150] mohfw_india
[136] worldantibioticawarenessweek
[101] antibiotics
[101] treatment
[87] use
[77] best
[69] right
[67] ensures
[67] family

Top Words in Tweet in G10:
[335] keepantibioticsworking
[214] semfyc
[83] antibióticos
[74] infecciossemfyc
[57] une
[52] semana
[51] menos
[49] mundial
[46] semfyc_int
[45] resistencias

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1989] antibiotic,resistance
[1733] antibiotic,awareness
[1396] awareness,week
[1220] world,antibiotic
[977] taking,antibiotics
[801] seek,advice
[776] use,antibiotics
[773] stop,spread
[683] before,taking
[682] always,seek

Top Word Pairs in Tweet in G1:
[724] taking,antibiotics
[623] seek,advice
[596] awareness,week
[595] antibiotic,awareness
[588] world,antibiotic
[585] stop,spread
[546] always,seek
[545] advice,qualified
[544] qualified,healthcare
[544] healthcare,professional

Top Word Pairs in Tweet in G2:
[270] antibiotic,resistance
[123] antibiotic,awareness
[114] awareness,week
[80] world,antibiotic
[56] routine,use
[55] lab,grown
[54] grown,synthetic
[53] synthetic,nanobots
[53] officially,end
[52] nanobots,officially

Top Word Pairs in Tweet in G3:
[250] antibiotic,resistance
[197] use,antibiotics
[152] responsible,use
[150] calling,responsible
[134] antibiotic,awareness
[129] awareness,week
[124] faonews,oieanimalhealth
[107] world,antibiotic
[98] taking,antibiotics
[93] prevent,infections

Top Word Pairs in Tweet in G4:
[153] antibiotic,awareness
[117] antibiotic,resistance
[97] eaad,antibioticguardian
[91] amrabc,eaad
[76] awareness,week
[71] world,antibiotic
[69] awareness,day
[66] amrabc,antibioticguardian
[63] antibioticguardian,eaad
[62] european,antibiotic

Top Word Pairs in Tweet in G5:
[131] eaad,aempsgob
[128] uso,prudente
[124] prudente,antibióticos
[120] europeo,uso
[119] día,europeo
[110] antibióticos,eaad
[108] 18,noviembre
[106] mañana,18
[106] noviembre,día
[106] aempsgob,eaad_eu

Top Word Pairs in Tweet in G6:
[62] resistant,antibiotics
[43] know,germs
[43] germs,contaminate
[43] contaminate,food
[43] food,resistant
[43] antibiotics,beantibioticsaware
[42] cdcgov,know
[32] antibiotics,treat
[25] cases,bronchitis
[25] bronchitis,many

Top Word Pairs in Tweet in G7:
[259] antibiotic,resistance
[137] cause,antibiotic
[136] new,research
[73] gmwatch,new
[71] herbicides,cause
[66] research,finds
[56] crop,related
[56] related,herbicides
[51] resistance,gmwatch
[48] finds,gmo

Top Word Pairs in Tweet in G8:
[56] find,out
[52] antibiotic,resistance
[51] check,out
[42] out,more
[41] awareness,day
[41] antibioticresistance,check
[40] antibiotic,awareness
[40] help,stop
[39] leafcutter,ants
[39] ants,help

Top Word Pairs in Tweet in G9:
[81] use,antibiotics
[74] mohfw_india,antibioticresistance
[69] right,use
[67] antibiotics,ensures
[67] ensures,family
[67] family,friends
[67] friends,best
[67] best,treatment
[67] treatment,worldantibioticawarenessweek
[62] ddnewslive,right

Top Word Pairs in Tweet in G10:
[68] infecciossemfyc,keepantibioticsworking
[65] semfyc,keepantibioticsworking
[57] semfyc,une
[46] semana,mundial
[43] puedas,usa
[43] usa,pautas
[43] pautas,cortas
[43] cortas,generarán
[43] generarán,menos
[43] menos,resistencias

Top Replied-To
Top Replied-To in Entire Graph:
@guiaprioam
@who
@elizbeech
@kingscollegelon
@josephothieno
@eaad_eu
@royalfreenhs
@rpharms
@smhopkins
@cwmtaf

Top Replied-To in G1:
@who
@mayoclinic
@drtedros

Top Replied-To in G2:

Top Replied-To in G3:
@josephothieno
@who
@faoanimalhealth
@mslatina
@wellcome_amr
@saveantibiotics
@momsrising
@kswilliamsrx
@real_idpharmd
@cdcgov

Top Replied-To in G4:
@elizbeech
@kingscollegelon
@royalfreenhs
@smhopkins
@rpharms
@cwmtaf
@theamrproject
@aptuk1
@eaad_eu
@aneurinbevanuhb

Top Replied-To in G5:
@eaad_eu
@v_andriukaitis
@eupatientsforum
@anses_fr
@ecdc_eu
@istsupsan
@wricciardi
@farmaciaganivet
@medicinesforeu
@didierpittet

Top Replied-To in G6:
@asp_chat
@surginfxsoc
@voxdotcom
@asp_mirandas
@mmpharmd

Top Replied-To in G7:
@kevinfolta
@jack_heinemann
@who
@joannablythman
@gmwatch
@ruma_uk
@trevorcharles
@suffolkbeeman
@louisstephen

Top Replied-To in G10:
@guiaprioam
@hospitalesag

Top Mentioned
Top Mentioned in Entire Graph:
@who
@faowhocodex
@eaad_eu
@drdianeashiru
@faonews
@cdcgov
@oieanimalhealth
@semfyc
@aempsgob
@mohfw_india

Top Mentioned in G1:
@who
@faowhocodex
@popsci
@whosudan
@mayoclinic
@un_news_centre
@faoanimalhealth
@americares
@whoegypt
@pahowho

Top Mentioned in G2:
@tata_wala_anis
@stuartkitandwe2
@kingshayfarming
@medresfdn
@slocupacional
@tiejuntang
@gabreina
@katalyst_hls
@qmamon0125

Top Mentioned in G3:
@who
@faonews
@oieanimalhealth
@faoknowledge
@un_news_centre
@faoanimalhealth
@saveantibiotics
@pahowho
@momsrising
@campaignplea

Top Mentioned in G4:
@drdianeashiru
@elizbeech
@theamrproject
@phe_uk
@ebug_uk
@ptsafetynhs
@smhopkins
@pollyoh21
@eaad_eu
@royalfreenhs

Top Mentioned in G5:
@eaad_eu
@aempsgob
@who
@sanidadgob
@gsk
@ecdc_eu
@cpiasna
@who_europe
@ema_news
@didierpittet

Top Mentioned in G6:
@cdcgov
@who
@cdc_ncezid
@sidpharm
@surginfxsoc
@phac_gc
@rstmh
@bdandco
@asp_chat
@susie_sanderson

Top Mentioned in G7:
@gmwatch
@jack_heinemann
@joannablythman
@ucnz
@garyruskin
@gmofreeusa
@smcnz
@gavreysmum
@andreleu1
@1newsnz

Top Mentioned in G8:
@sciencemuseum
@microbiosoc
@who
@uniofeastanglia
@the_mrc
@ukri_news
@eaad_eu
@imibirmingham
@nature_npj
@iss_

Top Mentioned in G9:
@mohfw_india
@ddnewslive
@who
@foodgov
@nhp_india
@cddep
@drpareexits
@hermasandip
@scienmag
@pneumonp

Top Mentioned in G10:
@semfyc
@infecciossemfyc
@semfyc_int
@opsoms
@seimc_
@osatzen
@infeccsomamfyc
@semtsi
@somamfyc
@virusemergentes

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@tesco
@pharma_global
@dannyshooknews
@alerttrade
@sportsbookbtc
@environmentguru
@vendornaija
@loupo85
@newsroundcom

Top Tweeters in G1:
@gidi_traffic
@nneusj
@nakamartinez
@potongkelape
@fusasippona
@skibabs
@guardian
@akuma_river
@gmlovelie67xxx
@iteration23

Top Tweeters in G2:
@pharma_global
@environmentguru
@vendornaija
@newsroundcom
@zyitegadgets
@rigb
@ivan2266
@rickrick888
@ivan226622
@crewislife

Top Tweeters in G3:
@radiomaisha
@nilimajumder
@chrisbrey1
@rjber15
@octavianotatau
@magarya
@strategicpolicy
@business
@femmekatz
@kellyclelland1

Top Tweeters in G4:
@guynesher123
@costacoffee
@newstalkfm
@pash22
@juneshannon
@philrandal
@drmel_t
@gpconsortia
@smartmedrt
@conversationuk

Top Tweeters in G5:
@loupo85
@revolution_fr
@alevergara78
@ruisaldanha
@annoula64
@estacadebares
@telegraph
@lastampa
@vanja180700
@vrenanan

Top Tweeters in G6:
@law1gloria
@ami_tvdfan
@nofascistlies
@israelifreedom
@saludhealthinfo
@hybridrameez
@krit_outlaw
@elianatardio
@alisyngayle
@jennyann67

Top Tweeters in G7:
@alerttrade
@sportsbookbtc
@defendressofsan
@_redfrog
@suzettepetillo
@kavn
@kaupapa
@bluedillygal
@kirkmurphy
@runtodaylight

Top Tweeters in G8:
@ericdemarylebon
@pussinpjs1
@djino0252
@ahmed_khaled322
@prize_jesse
@anantfinity
@ppatel
@chrismaslanka
@biomickwatson
@brokenbong

Top Tweeters in G9:
@upma23
@56perumal
@agrwal_akhil
@ranganaathan
@saver_jain
@arikgandhi
@pib_india
@scienmag
@chandbrajesh
@viralvm69

Top Tweeters in G10:
@ulpiano_urbano
@iraidarojas98
@normablanco66
@enferevidente
@javidelatorre71
@och_am
@luisotobajas
@santiagobio
@doctorojete
@cecilicp