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#USAAW2019 -#USAAW19 Twitter NodeXL SNA Map and Report for Monday, 25 November 2019 at 12:39 UTC (experimental version)
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From:
scotpublichealth
Uploaded on:
November 25, 2019
Short Description:
#USAAW2019 -#USAAW19 via NodeXL http://bit.ly/2KPCp3g
@cdcgov
@idsainfo
@erikakurt
@idstewardship
@allergykidsdoc
@us_fda
@team_swi
@saveantibiotics
@havirrue
@fda_mcmi

Top hashtags:
#usaaw2019
#antibioticresistance
#beantibioticsaware
#waaw2019
#antibiotics
#aspchat

Description:
Description
The graph represents a network of 550 Twitter users whose recent tweets contained "#USAAW2019 -#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 12:40 UTC.

The tweets in the network were tweeted over the 8-day, 17-hour, 44-minute period from Saturday, 16 November 2019 at 14:48 UTC to Monday, 25 November 2019 at 08:32 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 : 550
Unique Edges : 1080
Edges With Duplicates : 312
Total Edges : 1392
Self-Loops : 162
Reciprocated Vertex Pair Ratio : 0.0359508041627247
Reciprocated Edge Ratio : 0.0694063926940639
Connected Components : 58
Single-Vertex Connected Components : 37
Maximum Vertices in a Connected Component : 435
Maximum Edges in a Connected Component : 1271
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.653073
Graph Density : 0.00362642821659215
Modularity : 0.573076
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 550 Twitter users whose recent tweets contained "#USAAW2019 -#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 12:40 UTC.

The tweets in the network were tweeted over the 8-day, 17-hour, 44-minute period from Saturday, 16 November 2019 at 14:48 UTC to Monday, 25 November 2019 at 08:32 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 : #USAAW2019 -#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:
[11] https://www.fda.gov/consumers/consumer-updates/combating-antibiotic-resistance
[10] https://www.instagram.com/p/B5BxV9Pg0N9/?igshid=1iedsynnswcax
[4] https://www.fda.gov/emergency-preparedness-and-response/mcm-issues/antimicrobial-resistance-information-fda
[4] https://www.khconline.org/14-khc-initiatives/402-hai-ar
[3] https://www.cdc.gov/drugresistance/biggest-threats.html
[3] https://twitter.com/cidrap_asp/status/1197257063363235841
[3] https://www.cdc.gov/drugresistance/resistance-bank/index.html
[3] http://www.smallworldinitiative.org/do-something-challenge-2019
[3] https://arlg.org/
[2] https://pediatricsnationwide.org/2019/11/18/redirecting-the-natural-immune-response-to-disrupt-bacterial-biofilms/

Top URLs in Tweet in G1:
[3] https://www.khconline.org/14-khc-initiatives/402-hai-ar
[2] https://blogs-origin.cdc.gov/safehealthcare/category/antibiotic-use/
[1] https://www.cdc.gov/antibiotic-use/community/materials-references/print-materials/index.html#anchor_1560790198183
[1] http://www.khconline.org/UseAntibioticsWisely
[1] http://bit.ly/******/
[1] https://antibioticwise.ca/what-are-antibiotics/
[1] https://idsocietyorg.box.com/s/hqc5rtzekij3xgbgwk0bfy2duhlty99c
[1] https://www.idsociety.org/globalassets/bb-complex-pages/pdf/foar-report-1-up-final.pdf
[1] http://cqrcengage.com/idsociety/app/write-a-letter?0&engagementId=500554
[1] https://wexnermedical.osu.edu/departments/pharmacy/asp/team

Top URLs in Tweet in G2:
[10] https://www.instagram.com/p/B5BxV9Pg0N9/?igshid=1iedsynnswcax
[1] https://www.instagram.com/p/B5HGMKCjsjf/?igshid=y82abvtjmg0d
[1] https://www.instagram.com/p/B5EfuwkjEl3/?igshid=1v7wkv7spy41n
[1] https://sidp.org/AAWPCN
[1] https://twitter.com/sidpharm/status/1196431320420769792
[1] https://www.cdc.gov/antibiotic-use/week/toolkit.html#anchor_smv
[1] https://twitter.com/IDstewardship/status/1197327877848604672
[1] https://twitter.com/cidrap_asp/status/1197257063363235841
[1] https://twitter.com/idstewardship/status/1197708279121686529
[1] https://twitter.com/CDC_NCEZID/status/1196482019154448386

Top URLs in Tweet in G3:
[3] http://www.smallworldinitiative.org/do-something-challenge-2019
[2] https://twitter.com/cidrap_asp/status/1197257063363235841
[1] https://twitter.com/Team_SWI/status/1197996893080576001
[1] https://twitter.com/Team_SWI/status/1196527598618267649
[1] http://www.smallworldinitiative.org/blog/2019/11/18/real-housewives-of-dallas-star-leeanne-locken-speaks-out-to-save-lives
[1] http://www.smallworldinitiative.org/blog/2019/11/19/just-a-bump
[1] http://www.smallworldinitiative.org/blog/2019/11/18/saving-antibiotics-one-mothers-journey
[1] https://twitter.com/applegate/status/1196903673969938433
[1] https://twitter.com/m_ferreiradvm/status/1196839172595703813
[1] https://www.youtube.com/watch?time_continue=107&v=Ku8thWo_Ops&feature=emb_title

Top URLs in Tweet in G4:
[11] https://www.fda.gov/consumers/consumer-updates/combating-antibiotic-resistance
[3] https://www.cdc.gov/drugresistance/resistance-bank/index.html
[3] https://www.fda.gov/emergency-preparedness-and-response/mcm-issues/antimicrobial-resistance-information-fda
[1] https://www.fda.gov/files/animal%20&%20veterinary/published/Supporting-Antimicrobial-Stewardship-in-Veterinary-Settings--Goals-for-Fiscal-Years-2019-2023.pdf
[1] https://www.fda.gov/patients/learn-about-drug-and-device-approvals/fast-track-breakthrough-therapy-accelerated-approval-priority-review
[1] https://www.fda.gov/media/110982/download
[1] https://www.fda.gov/media/111091/download
[1] https://www.fda.gov/drugs/development-resources/limited-population-pathway-antibacterial-and-antifungal-drugs-lpad-pathway
[1] https://www.fda.gov/emergency-preparedness-and-response/mcm-issues/antimicrobial-resistance-information-fda#science
[1] https://www.fda.gov/medical-devices/science-and-research-medical-devices/database-reference-grade-microbial-sequences-fda-argos

Top URLs in Tweet in G5:
[2] https://www.cdc.gov/antibiotic-use/week/toolkit.html
[1] https://www.youtube.com/watch?v=oVjMMEBjfxU

[1] https://www.cdc.gov/antibiotic-use/week/get-involved.html
[1] https://twitter.com/CDC_NCEZID/status/1196482019154448386
[1] https://ukfipod.space/twilight-blue-light-filter-v11-pro/
[1] https://twitter.com/christinakouts3/status/1196464858662887424
[1] https://twitter.com/LADeptHealth/status/1196527623511379968
[1] https://www.nymetroparents.com/article/deciphering-3-kids-coughs-youll-hear-this-winter
[1] https://www.cdc.gov/drugresistance/food.html
[1] https://www.cdc.gov/drugresistance/biggest-threats.html

Top URLs in Tweet in G8:
[1] https://twitter.com/nabroderick/status/1195741508055502851

Top Domains
Top Domains in Tweet in Entire Graph:
[26] fda.gov
[22] twitter.com
[21] cdc.gov
[14] instagram.com
[7] pediatricsnationwide.org
[6] smallworldinitiative.org
[6] khconline.org
[4] youtube.com
[3] arlg.org
[1] webcasts.com

Top Domains in Tweet in G1:
[8] cdc.gov
[4] khconline.org
[3] twitter.com
[2] instagram.com
[1] bit.ly
[1] antibioticwise.ca
[1] box.com
[1] idsociety.org
[1] cqrcengage.com
[1] osu.edu

Top Domains in Tweet in G2:
[12] instagram.com
[5] twitter.com
[1] sidp.org
[1] cdc.gov

Top Domains in Tweet in G3:
[6] twitter.com
[6] smallworldinitiative.org
[2] youtube.com
[1] pewtrusts.org
[1] phillyvoice.com
[1] elsevierhealth.com
[1] bbc.com
[1] nationalhogfarmer.com

Top Domains in Tweet in G4:
[25] fda.gov
[3] cdc.gov
[1] umaryland.edu
[1] usa.gov
[1] youtube.com

Top Domains in Tweet in G5:
[5] cdc.gov
[3] twitter.com
[1] youtube.com
[1] ukfipod.space
[1] nymetroparents.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[383] usaaw2019
[280] antibioticresistance
[83] beantibioticsaware
[65] waaw2019
[41] antibiotics
[35] aspchat
[24] pharmacists
[15] antibioticawarenessweek
[11] superbugs
[10] sitdownbestewardsrap



Top Hashtags in Tweet in G1:
[98] antibioticresistance
[90] usaaw2019
[22] pharmacists
[17] beantibioticsaware
[13] antibiotics
[8] useantibioticswisely
[5] antimicrobialresistance
[3] smartusebestcare
[3] antibioticawarenessweek
[3] cooperteam

Top Hashtags in Tweet in G2:
[78] usaaw2019
[58] waaw2019
[34] aspchat
[17] antibiotics
[10] sitdownbestewardsrap
[7] idtwitter
[6] medtwitter
[5] antibioticresistance
[4] antibioticawarenessweek
[4] beantibioticsaware

Top Hashtags in Tweet in G3:
[37] usaaw2019
[37] antibioticresistance
[21] beantibioticsaware
[11] superbugs
[9] dosomething
[6] antibiotics
[2] mrsa
[2] aaw2019
[2] waaw2019
[1] rhod

Top Hashtags in Tweet in G4:
[47] usaaw2019
[32] antibioticresistance
[1] antibiotics
[1] rt

Top Hashtags in Tweet in G5:
[40] usaaw2019
[28] antibioticresistance
[6] beantibioticsaware
[2] allenpharmacytx
[2] antibioticawarenessweek
[2] cdcarthreats
[2] waaw19
[2] antibiotics
[2] worldantibioticweek
[1] essentialhospitals

Top Hashtags in Tweet in G6:
[1] antibioticresistance
[1] antibioticawarenessweek
[1] usaaw2019

Top Hashtags in Tweet in G7:
[22] antibioticresistance
[1] chainreaction
[1] usaaw2019

Top Hashtags in Tweet in G8:
[4] usaaw2019
[2] waaw2019
[2] beantibioticsaware
[1] antibioticresistance

Top Hashtags in Tweet in G9:
[20] usaaw2019
[20] beantibioticsaware
[3] antibioticawarenessweek
[1] antibioticresistance
[1] handhygiene

Top Hashtags in Tweet in G10:
[11] antibioticresistance
[10] usaaw2019
[2] beantibioticsaware
[1] antibiotics

Top Words
Top Words in Tweet in Entire Graph:
[777] Words in Sentiment List#1: Positive
[1149] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[18270] Non-categorized Words
[20196] Total Words
[736] #usaaw2019
[551] antibiotic
[330] #antibioticresistance
[300] resistance
[261] use

Top Words in Tweet in G1:
[229] #usaaw2019
[220] antibiotic
[124] resistance
[119] cdcgov
[116] use
[107] #antibioticresistance
[97] urgent
[92] improving
[90] play
[90] role

Top Words in Tweet in G2:
[116] #usaaw2019
[79] #waaw2019
[62] #aspchat
[36] cdcgov
[35] antibiotic
[33] asp_chat
[32] centreinfection
[29] sidpharm
[27] cc
[27] cdc_ncezid

Top Words in Tweet in G3:
[68] #usaaw2019
[57] antibiotic
[45] #antibioticresistance
[44] #beantibioticsaware
[32] urgent
[29] resistance
[27] fight
[27] antibiotics
[26] use
[25] improving

Top Words in Tweet in G4:
[81] #usaaw2019
[66] fda
[48] resistance
[38] more
[35] #antibioticresistance
[34] antibiotics
[34] learn
[34] antibiotic
[31] combating
[23] need

Top Words in Tweet in G5:
[47] antibiotic
[39] #usaaw2019
[28] #antibioticresistance
[22] health
[22] use
[22] resistance
[21] urgent
[21] role
[21] play
[20] one

Top Words in Tweet in G6:
[23] dyk
[23] common
[23] winter
[23] symptoms
[23] rarely
[23] need
[23] treated
[23] antibiotics
[23] includes
[23] cough

Top Words in Tweet in G7:
[44] food
[22] animals
[22] cattle
[22] given
[22] antibiotics
[22] need
[22] contributes
[22] #antibioticresistance
[22] threatens
[22] public

Top Words in Tweet in G8:
[19] antibiotic
[13] antibiotics
[13] #usaaw2019
[13] #beantibioticsaware
[12] world
[12] awareness
[12] week
[12] #waaw2019
[12] tinyearthnet
[10] join

Top Words in Tweet in G9:
[22] antibiotics
[22] #usaaw2019
[22] #beantibioticsaware
[19] pledge
[19] keep
[19] working
[8] future
[7] patients
[7] generations
[6] protect

Top Words in Tweet in G10:
[18] antibiotic
[17] #usaaw2019
[11] #antibioticresistance
[9] use
[9] help
[9] resistance
[8] one
[8] urgent
[8] global
[8] health

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[218] antibiotic,use
[199] antibiotic,resistance
[175] improving,antibiotic
[159] global,health
[158] role,play
[158] urgent,global
[156] everyone,role
[152] play,improving
[151] #antibioticresistance,one
[151] one,urgent

Top Word Pairs in Tweet in G1:
[104] antibiotic,use
[88] improving,antibiotic
[73] antibiotic,resistance
[70] global,health
[69] #antibioticresistance,one
[69] one,urgent
[69] urgent,global
[69] health,threats
[69] fight,antibiotic
[68] threats,everyone

Top Word Pairs in Tweet in G2:
[70] #waaw2019,#usaaw2019
[19] cdc_ncezid,cdcgov
[18] come,chat
[18] chat,centreinfection
[18] centreinfection,during
[18] during,#waaw2019
[18] #usaaw2019,#aspchat
[18] #aspchat,asp_chat
[18] #antibioticawarenessweek,#idtwitter
[17] #aspchat,cc

Top Word Pairs in Tweet in G3:
[31] #usaaw2019,#beantibioticsaware
[25] antibiotic,use
[23] role,play
[23] improving,antibiotic
[22] urgent,global
[22] global,health
[22] everyone,role
[22] play,improving
[22] antibiotic,resistance
[18] fight,antibiotic

Top Word Pairs in Tweet in G4:
[34] learn,more
[31] antibiotic,resistance
[30] more,combating
[30] combating,antibiotic
[30] fda,#usaaw2019
[22] need,antibiotics
[21] antibiotics,take
[21] take,exactly
[21] exactly,prescribed
[21] prescribed,talk

Top Word Pairs in Tweet in G5:
[20] #antibioticresistance,one
[20] one,urgent
[20] urgent,global
[20] global,health
[20] health,threats
[20] role,play
[20] play,improving
[20] improving,antibiotic
[20] antibiotic,use
[20] use,help

Top Word Pairs in Tweet in G6:
[23] dyk,common
[23] common,winter
[23] winter,symptoms
[23] symptoms,rarely
[23] rarely,need
[23] need,treated
[23] treated,antibiotics
[23] antibiotics,includes
[23] includes,cough
[23] cough,congestion

Top Word Pairs in Tweet in G7:
[22] food,animals
[22] animals,cattle
[22] cattle,given
[22] given,antibiotics
[22] antibiotics,need
[22] need,contributes
[22] contributes,#antibioticresistance
[22] #antibioticresistance,threatens
[22] threatens,public
[22] public,health

Top Word Pairs in Tweet in G8:
[12] awareness,week
[9] rting,monday
[9] monday,crowd
[9] crowd,honor
[9] honor,world
[9] world,antibiotic
[9] antibiotic,awareness
[9] week,join
[9] join,network
[9] network,students

Top Word Pairs in Tweet in G9:
[22] #usaaw2019,#beantibioticsaware
[19] pledge,keep
[19] keep,antibiotics
[19] antibiotics,working
[7] working,future
[7] future,generations
[7] generations,#usaaw2019
[3] thanks,everyone
[3] everyone,came
[3] came,breakfast

Top Word Pairs in Tweet in G10:
[9] antibiotic,use
[8] #antibioticresistance,one
[8] one,urgent
[8] urgent,global
[8] global,health
[8] health,threats
[8] threats,everyone
[8] everyone,role
[8] role,play
[8] play,improving

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@cdcgov
@sidpharm
@centreinfection
@brxad
@cdc_ncezid
@accpinfdprn
@idpharmd
@blandman19
@asp_chat
@mmpharmd

Top Mentioned in G1:
@cdcgov
@khcqi
@osuwexmed
@christiehanks
@osu_pharmacy
@h_babcock
@kansashospitals
@_kfmc
@govlaurakelly
@sidpharm

Top Mentioned in G2:
@cdcgov
@centreinfection
@sidpharm
@brxad
@cdc_ncezid
@accpinfdprn
@idpharmd
@blandman19
@asp_chat
@mmpharmd

Top Mentioned in G3:
@team_swi
@pewhealth
@everlymacario
@leeannelocken
@cdcgov
@battlesuperbugs
@saveantibiotics
@ifthenshecan
@meetascientist
@andy

Top Mentioned in G4:
@cdcgov
@fdaanimalhealth
@us_fda
@fdadeviceinfo
@usda

Top Mentioned in G5:
@dhswi

Top Mentioned in G8:
@tinyearthnet
@uconnmcb

Top Mentioned in G10:
@stanfordchild
@cdcgov
@sidpharm
@canrowpharm

Top Tweeters
Top Tweeters in Entire Graph:
@sddphoto
@lizditz
@eyegloarts
@slate
@caffreyej
@jadejensen29
@dallasnews
@chasapple
@kimmaytube
@leeannelocken

Top Tweeters in G1:
@jadejensen29
@coralreef84
@karensalitis
@mennakawas
@publichealthmap
@jjcrazydiamond
@wildkid1501
@2happykittyz
@dr_wainchom
@cdcgov

Top Tweeters in G2:
@caffreyej
@who
@cimesalvador
@rodneyrohde
@fcanestro
@richdavisphd
@msg0816
@microblog_me_uk
@swearypaed
@baneenz

Top Tweeters in G3:
@slate
@dallasnews
@leeannelocken
@stephaniekays
@zanaines
@lo_pezzz
@andy
@beenapatel
@stephhollman
@johnshopkins

Top Tweeters in G4:
@chasapple
@ladiesblog2015
@drskrath
@cholletvalrie
@patriciafacquet
@cdifffoundation
@cookiekk456
@hellan007
@ok_thej14leroux
@hannaahsx

Top Tweeters in G5:
@pubhealtherica
@ourhospitals
@dhswi
@bjc_healthcare
@putnamhealthny
@foodresearchuw
@unmc_id
@vhc_hospital
@dreznikdds
@nhpubhealth

Top Tweeters in G6:
@lizditz
@kimmaytube
@gfreemaui
@sassistheword
@celiacbeast
@dairyfreegina
@allergykidsdoc
@spidierobb
@endahcitraresmi
@jessrdell3

Top Tweeters in G7:
@eyegloarts
@heyyojos
@andys_research
@consumerreports
@choptopmoseley
@123jcji
@timdenton60
@eatactworship
@julie_in_fl
@adamdrakon

Top Tweeters in G8:
@patschloss
@ktelliottmicro
@nabroderick
@bio_prof
@victorjcid
@sarahmhird
@umichmichele
@uconnmcb
@uconnten
@tinyearthnet

Top Tweeters in G9:
@sukianemone
@pergamic
@accidentalsperm
@niklovespurple
@golob
@hutchidscience
@yesim_kurekci
@superbugdoc
@joyce_maalouf1
@jimboonyaratana

Top Tweeters in G10:
@dhpharmd
@erestepenem
@stanfordchild
@stanfordasp
@willeeuhmm
@lulieguiguren
@marisa_holubar
@linamengpharmd
@stanfordpedsasp


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