#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, 11/17/2017 5:37:26 PM, 129666


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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 17, 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/2zLzHHW
@

Description:
Description
The graph represents a network of 290 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 Friday, 17 November 2017 at 17:33 UTC.

The tweets in the network were tweeted over the 28-minute period from Friday, 17 November 2017 at 17:02 UTC to Friday, 17 November 2017 at 17:31 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 : 290
Unique Edges : 329
Edges With Duplicates : 38
Total Edges : 367
Self-Loops : 113
Reciprocated Vertex Pair Ratio : 0.0166666666666667
Reciprocated Edge Ratio : 0.0327868852459016
Connected Components : 116
Single-Vertex Connected Components : 37
Maximum Vertices in a Connected Component : 25
Maximum Edges in a Connected Component : 38
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 1.724968
Graph Density : 0.00291134709461878
Modularity : 0.764435
NodeXL Version : 1.0.1.389

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[10] https://www.nhs.uk/nhsengland/arc/pages/aboutarc.aspx
[4] https://sustainablepulse.com/2017/11/17/new-research-shows-common-herbicide-active-and-inert-ingredients-cause-antibiotic-resistance-in-bacteria/
[4] http://npjmicrogravitycommunity.nature.com/users/59876-ruth-milne/posts/22577-e-coli-anti-microbial-satellite-launched
[3] https://twitter.com/official_psgh/status/931424628291129344
[3] https://www.buzzfeed.com/katiev4558f5dbd/antibiotic-resistance-tqx6?utm_term=.ffvjO39oQD#.iwp7rMRwgq
[2] https://www.theexeterdaily.co.uk/news/local-news/rising-stars-antibiotic-resistance-research-awarded-industrial-fellowships
[2] http://www.fao.org/news/story/en/item/1056493/icode/?utm_content=bufferb8379&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://www.cdc.gov/antibiotic-use/?utm_source=Twitter&utm_medium=Social&utm_campaign=2017_CDC_AU&utm_content=Social_Twitter_1
[2] https://www.cdc.gov/ncezid/dfwed/keyprograms/tracking-foodborne-illness-wgs.html
[2] http://helloglow.co/recover-from-antibiotics/?utm_content=buffer1b9d7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G1:
[2] https://sustainablepulse.com/2017/11/17/new-research-shows-common-herbicide-active-and-inert-ingredients-cause-antibiotic-resistance-in-bacteria/
[2] 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
[1] https://twitter.com/i/web/status/931568232007372800
[1] http://www.albertahealthservices.ca/info/Page15718.aspx
[1] http://tntoday.utk.edu/2017/11/16/study-ids-potential-cell-receptors-reduce-antibiotic-resistance/
[1] https://twitter.com/i/web/status/931568956900626432
[1] https://twitter.com/i/web/status/931568993122553856
[1] https://www.cdc.gov/foodsafety/challenges/antibiotic-resistance.html#connection
[1] https://www.theguardian.com/society/2017/nov/14/most-uk-supermarkets-falling-short-in-fight-against-antibiotics-crisis?CMP=share_btn_tw
[1] https://twitter.com/i/web/status/931569670221631495

Top URLs in Tweet in G2:
[2] http://www.who.int/features/2017/namibia-antibiotics-meat/en/?platform=hootsuite
[1] https://twitter.com/i/web/status/931146390125924352
[1] https://twitter.com/i/web/status/931489378484084736
[1] https://twitter.com/i/web/status/930930516660051969
[1] https://twitter.com/i/web/status/931208105651826688
[1] https://twitter.com/i/web/status/929849231808061440
[1] http://www.who.int/campaigns/world-antibiotic-awareness-week/quiz/en/
[1] https://twitter.com/i/web/status/931568950302912512
[1] https://twitter.com/i/web/status/931549407631368192

Top URLs in Tweet in G4:
[10] https://www.nhs.uk/nhsengland/arc/pages/aboutarc.aspx
[1] https://twitter.com/i/web/status/931568181134667778
[1] https://twitter.com/i/web/status/930889148084318208
[1] https://twitter.com/i/web/status/931269468193468424

Top URLs in Tweet in G5:
[2] https://www.cdc.gov/antibiotic-use/?utm_source=Twitter&utm_medium=Social&utm_campaign=2017_CDC_AU&utm_content=Social_Twitter_1
[2] https://www.cdc.gov/ncezid/dfwed/keyprograms/tracking-foodborne-illness-wgs.html
[1] https://twitter.com/i/web/status/931561300097949698
[1] https://twitter.com/i/web/status/931230551821946880

Top URLs in Tweet in G6:
[2] http://www.pewtrusts.org/en/research-and-analysis/analysis/2017/10/10/superbugs-dont-respect-borders
[1] https://twitter.com/i/web/status/931573511424020482
[1] https://twitter.com/i/web/status/931572881796026369
[1] https://twitter.com/i/web/status/931572987953680384
[1] http://www.pewtrusts.org/en/multimedia/audio/2017/antibiotic-resistance-when-drugs-dont-work-anymore
[1] https://twitter.com/i/web/status/931432684630536192
[1] https://twitter.com/i/web/status/931505429196222465

Top URLs in Tweet in G7:
[3] https://www.buzzfeed.com/katiev4558f5dbd/antibiotic-resistance-tqx6?utm_term=.ffvjO39oQD#.iwp7rMRwgq
[1] http://www.pewtrusts.org/en/multimedia/video/2017/a-superbug-survivor-shares-his-struggle-with-antibiotic-resistance
[1] https://twitter.com/i/web/status/931571401164820480
[1] https://twitter.com/i/web/status/931359414736605184
[1] http://www.pewtrusts.org/en/multimedia/surveys-and-quizzes/2017/antibiotic-awareness-week
[1] https://twitter.com/i/web/status/930451960184045571

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/931519029960953857

Top URLs in Tweet in G9:
[4] http://npjmicrogravitycommunity.nature.com/users/59876-ruth-milne/posts/22577-e-coli-anti-microbial-satellite-launched
[1] https://twitter.com/i/web/status/931563223865790464

Top URLs in Tweet in G10:
[2] http://ow.ly/jk7930gE5mi
[1] https://twitter.com/i/web/status/931547561592348672

Top Domains
Top Domains in Tweet in Entire Graph:
[104] twitter.com
[10] nhs.uk
[6] cdc.gov
[5] pewtrusts.org
[4] sustainablepulse.com
[4] nature.com
[4] who.int
[3] co.uk
[3] fb.me
[3] buzzfeed.com

Top Domains in Tweet in G1:
[20] twitter.com
[2] sustainablepulse.com
[2] cdc.gov
[2] org.uk
[1] albertahealthservices.ca
[1] utk.edu
[1] theguardian.com
[1] who.int
[1] paper.li
[1] futurism.com

Top Domains in Tweet in G2:
[7] twitter.com
[3] who.int

Top Domains in Tweet in G4:
[10] nhs.uk
[3] twitter.com

Top Domains in Tweet in G5:
[4] cdc.gov
[2] twitter.com

Top Domains in Tweet in G6:
[5] twitter.com
[3] pewtrusts.org

Top Domains in Tweet in G7:
[3] twitter.com
[3] buzzfeed.com
[2] pewtrusts.org

Top Domains in Tweet in G8:
[1] twitter.com

Top Domains in Tweet in G9:
[4] nature.com
[1] twitter.com

Top Domains in Tweet in G10:
[2] ow.ly
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[65] antibioticresistance
[42] amr
[42] antibiotics
[21] antibioticawarenessweek
[19] eaad
[17] waaw
[16] keepantibioticsworking
[12] waaw2017
[10] antibioticguardian
[10] waaw17



Top Hashtags in Tweet in G1:
[8] antibiotics
[8] antibioticresistance
[5] antibioticawarenessweek
[2] antimicrobialresistance
[2] factoryfarming
[2] antibioticguardian
[1] waaw2017
[1] sepsis
[1] globalhealth
[1] vaccineswork

Top Hashtags in Tweet in G2:
[8] antibioticresistance
[6] antibiotics
[3] antibioticawarenessweek
[2] handhygiene
[1] waaw2017
[1] stopsuperbugs

Top Hashtags in Tweet in G3:
[6] amr

Top Hashtags in Tweet in G4:
[10] waaw17

Top Hashtags in Tweet in G5:
[8] antibioticresistance
[2] antibioticawarenessweek
[2] beantibioticsaware
[2] usaaw17
[2] antibiotics
[2] wholegenomesequencing
[2] antibioticresistant

Top Hashtags in Tweet in G6:
[6] antibioticresistance
[2] antibioticresistant
[1] usaaw17

Top Hashtags in Tweet in G7:
[3] dosomething
[2] beantibioticsaware

Top Hashtags in Tweet in G8:
[5] antibióticos
[5] eaad

Top Hashtags in Tweet in G9:
[5] microgravity

Top Hashtags in Tweet in G10:
[4] antibiotics
[4] amr
[2] superbugs

Top Words
Top Words in Tweet in Entire Graph:
[120] Words in Sentiment List#1: Positive
[107] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[4101] Non-categorized Words
[4328] Total Words
[81] antibiotic
[70] antibiotics
[65] antibioticresistance
[45] amr
[40] resistance

Top Words in Tweet in G1:
[11] antibiotics
[10] antibiotic
[8] antibioticresistance
[6] resistance
[5] antibioticawarenessweek
[4] use
[3] protect
[3] more
[3] new
[3] routine

Top Words in Tweet in G2:
[14] antibiotics
[9] always
[9] antibiotic
[8] stop
[8] spread
[8] antibioticresistance
[7] healthcare
[7] professional
[6] remember
[6] prevent

Top Words in Tweet in G3:
[6] amr
[6] agearan
[5] coming
[5] up
[5] gabegutierrez
[5] rickwtyler
[5] ronaldklain
[5] jwpetersnyt
[5] peter
[5] hart

Top Words in Tweet in G4:
[10] waaw17
[10] antibiotic
[10] awareness
[10] campaign
[10] find
[10] out
[10] more
[10] nhschoices
[7] nhsengland
[7] worldantibioticawaren

Top Words in Tweet in G5:
[8] antibioticresistance
[6] cdcgov
[6] right
[6] infections
[5] antibiotics
[3] fight
[3] sidpharm
[3] a6
[3] treat
[3] cases

Top Words in Tweet in G6:
[6] antibioticresistance
[6] antibiotic
[3] antimicrobial
[3] overuse
[3] misuse
[3] leading
[3] emergence
[3] microbes
[3] resistant
[3] drugs

Top Words in Tweet in G7:
[5] antibiotic
[4] out
[3] hey
[3] check
[3] quiz
[3] learn
[3] more
[3] resistance
[3] dosomething
[2] two

Top Words in Tweet in G8:
[5] mañana
[5] 18
[5] noviembre
[5] día
[5] europeo
[5] uso
[5] prudente
[5] antibióticos
[5] eaad
[5] aempsgob

Top Words in Tweet in G9:
[5] ecamsat
[5] experiment
[5] currently
[5] studying
[5] microgravity
[5] affects
[5] antibiotic
[5] resistance
[4] nature_npj
[4] iss_

Top Words in Tweet in G10:
[4] faoanimalhealth
[4] play
[4] game
[4] test
[4] knowledge
[4] use
[4] antibiotics
[4] antimicrobials
[4] responsibly
[4] amr

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[36] antibiotic,resistance
[29] antibiotic,awareness
[17] awareness,week
[16] world,antibiotic
[15] find,out
[15] use,antibiotics
[13] stop,spread
[12] out,more
[10] waaw17,antibiotic
[10] awareness,campaign

Top Word Pairs in Tweet in G1:
[6] antibiotic,resistance
[3] routine,use
[3] use,antibiotics
[2] reduce,antibiotic
[2] antibiotic,awareness
[2] new,research
[2] research,shows
[2] shows,herbicide
[2] herbicide,ingredients
[2] ingredients,cause

Top Word Pairs in Tweet in G2:
[8] stop,spread
[6] prevent,infections
[5] world,antibiotic
[5] antibiotic,awareness
[5] awareness,week
[5] week,always
[5] always,seek
[5] seek,advice
[5] advice,qualified
[5] qualified,healthcare

Top Word Pairs in Tweet in G3:
[5] coming,up
[5] up,amr
[5] amr,gabegutierrez
[5] gabegutierrez,rickwtyler
[5] rickwtyler,ronaldklain
[5] ronaldklain,agearan
[5] agearan,jwpetersnyt
[5] jwpetersnyt,peter
[5] peter,hart
[5] hart,waynepacelle

Top Word Pairs in Tweet in G4:
[10] waaw17,antibiotic
[10] antibiotic,awareness
[10] awareness,campaign
[10] campaign,find
[10] find,out
[10] out,more
[10] more,nhschoices
[7] nhsengland,waaw17
[7] nhschoices,worldantibioticawaren

Top Word Pairs in Tweet in G5:
[3] a6,antibiotics
[3] antibiotics,treat
[3] treat,cases
[3] cases,bronchitis
[3] bronchitis,many
[3] many,sinus
[3] sinus,infections
[3] infections,ear
[3] ear,infections
[2] cdcgov,a3

Top Word Pairs in Tweet in G6:
[3] antimicrobial,overuse
[3] overuse,misuse
[3] misuse,leading
[3] leading,emergence
[3] emergence,microbes
[3] microbes,resistant
[3] resistant,drugs
[3] drugs,making
[3] stop,spread
[3] spread,antibioticresistance

Top Word Pairs in Tweet in G7:
[3] hey,check
[3] check,out
[3] out,quiz
[3] quiz,learn
[3] learn,more
[3] more,antibiotic
[3] antibiotic,resistance
[3] resistance,dosomething
[2] two,million
[2] million,americans

Top Word Pairs in Tweet in G8:
[5] mañana,18
[5] 18,noviembre
[5] noviembre,día
[5] día,europeo
[5] europeo,uso
[5] uso,prudente
[5] prudente,antibióticos
[5] antibióticos,eaad
[5] eaad,aempsgob
[5] aempsgob,eaad_eu

Top Word Pairs in Tweet in G9:
[5] ecamsat,experiment
[5] experiment,currently
[5] currently,studying
[5] studying,microgravity
[5] microgravity,affects
[5] affects,antibiotic
[5] antibiotic,resistance
[4] nature_npj,ecamsat
[4] resistance,iss_

Top Word Pairs in Tweet in G10:
[4] play,game
[4] game,test
[4] test,knowledge
[4] knowledge,use
[4] use,antibiotics
[4] antibiotics,antimicrobials
[4] antimicrobials,responsibly
[4] responsibly,amr
[3] faoanimalhealth,play
[2] know,fight

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@who
@nhschoices
@nhsengland
@agearan
@gabegutierrez
@rickwtyler
@ronaldklain
@jwpetersnyt
@waynepacelle
@aempsgob

Top Mentioned in G2:
@who
@faowhocodex
@gehnhsnews

Top Mentioned in G3:
@agearan
@gabegutierrez
@rickwtyler
@ronaldklain
@jwpetersnyt
@waynepacelle
@mitchellreports
@msnbc

Top Mentioned in G4:
@nhschoices
@nhsengland

Top Mentioned in G5:
@cdcgov
@sidpharm
@battlesuperbugs
@cdc_ncezid

Top Mentioned in G6:
@saveantibiotics
@who
@rodneyrohde
@preventiontips
@didierpittet

Top Mentioned in G7:
@clinaman
@ktlovesdogs
@pewhealth
@swiuab
@pewtrusts

Top Mentioned in G8:
@aempsgob
@eaad_eu
@sanidadgob

Top Mentioned in G9:
@nature_npj
@iss_

Top Mentioned in G10:
@faoanimalhealth

Top Tweeters
Top Tweeters in Entire Graph:
@occuworld
@saragomezaranci
@nanasilvergrim
@thack86
@wameyokw
@momsrising
@pazzalou
@celerycaraway
@prize_jesse
@msnbc

Top Tweeters in G1:
@nanasilvergrim
@draachvez
@alialhashim2
@admonpublica_
@toriesmustgo
@epidalert
@fati_alkali
@mrsaaid
@nongmoreport
@boozyvond

Top Tweeters in G2:
@soriano_p
@who
@ric_delarosa
@faowhocodex
@serrgv
@phsaofbc
@xemabis
@syafiahyusof
@gehnhsnews
@gehnurseed

Top Tweeters in G3:
@celerycaraway
@msnbc
@mitchellreports
@grandmalaurie
@ljselsky
@ronaldklain
@rickwtyler
@agearan
@gabegutierrez
@schasslerpl

Top Tweeters in G4:
@nhsengland
@nhschoices
@cynth701
@drealhabib75
@sueforster1
@felixfyyoung
@cheetham_marie
@katvalyanmary
@newingtonchemi1

Top Tweeters in G5:
@cdcgov
@battlesuperbugs
@cdc_ncezid
@sidpharm
@arunviro
@1039jackfm
@keenanlryan
@aetajoache

Top Tweeters in G6:
@antibioticresis
@rodneyrohde
@preventiontips
@saveantibiotics
@didierpittet
@bullet350
@simpiosp
@meyaran

Top Tweeters in G7:
@pewtrusts
@pewhealth
@team_swi
@clinaman
@erikakurt
@swiuab
@ktlovesdogs

Top Tweeters in G8:
@aepap
@sanidadgob
@eaad_eu
@aempsgob
@nohay5_malo
@realessandrello
@josete25214091

Top Tweeters in G9:
@saragomezaranci
@prize_jesse
@anantfinity
@nature_npj
@radio_azureus
@iss_

Top Tweeters in G10:
@wameyokw
@deepak007raj
@allisonmcolbert
@nurulamaliiia
@faoanimalhealth