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#GhanaSAPG Twitter NodeXL SNA Map and Report for Friday, 04 October 2019 at 18:11 UTC (experimental version)
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From:
scotpublichealth
Uploaded on:
October 04, 2019
Short Description:
#GhanaSAPG via NodeXL http://bit.ly/2Ve5edG
@frankerr1f
@raseaton66
@antibioticscot
@jacquisneddons
@sapgabx
@elainecmrn
@drdianeashiru
@thechange_x
@lothianams
@rachelclairemck

Top hashtags:
#ghanasapg
#cwpams
#antibioticguardian
#ghana
#ams

Description:
Description
The graph represents a network of 97 Twitter users whose recent tweets contained "#GhanaSAPG", 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, 04 October 2019 at 18:12 UTC.

The tweets in the network were tweeted over the 8-day, 20-hour, 23-minute period from Wednesday, 25 September 2019 at 21:13 UTC to Friday, 04 October 2019 at 17:37 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 : 97
Unique Edges : 413
Edges With Duplicates : 2302
Total Edges : 2715
Self-Loops : 43
Reciprocated Vertex Pair Ratio : 0.161764705882353
Reciprocated Edge Ratio : 0.278481012658228
Connected Components : 2
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 95
Maximum Edges in a Connected Component : 2713
Maximum Geodesic Distance (Diameter) : 3
Average Geodesic Distance : 1.933547
Graph Density : 0.0848367697594502
Modularity : 0.086861
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[4] https://twitter.com/Frankerr1F/status/1179054243019464705
[4] https://twitter.com/raseaton66/status/1178994877864042501
[3] https://twitter.com/Frankerr1F/status/1178760996468473856
[3] https://twitter.com/elainecmrn/status/1179472375752069120
[3] https://twitter.com/RachelClaireMcK/status/1179065947199606786
[2] https://twitter.com/Frankerr1F/status/1176756972714151936
[2] https://twitter.com/wellcometrust/status/1179053355253014530
[2] https://twitter.com/raseaton66/status/1179538322999390210
[2] https://twitter.com/AntibioticScot/status/1176759114552270849
[1] https://twitter.com/amanjkurdi6/status/1180115378279768065

Top URLs in Tweet in G1:
[2] https://twitter.com/raseaton66/status/1178994877864042501
[2] https://twitter.com/Frankerr1F/status/1176756972714151936
[2] https://twitter.com/Frankerr1F/status/1179054243019464705
[2] https://twitter.com/elainecmrn/status/1179472375752069120
[1] https://twitter.com/AntibioticScot/status/1176759114552270849
[1] https://twitter.com/RachelClaireMcK/status/1179065947199606786
[1] https://twitter.com/Frankerr1F/status/1178760996468473856
[1] https://twitter.com/ElaineCmrn/status/1179083146605842433
[1] https://twitter.com/wellcometrust/status/1179053355253014530
[1] https://twitter.com/dr_essah/status/1180137606476156928

Top URLs in Tweet in G2:
[2] https://twitter.com/raseaton66/status/1179538322999390210
[1] https://twitter.com/AntibioticScot/status/1176759114552270849
[1] https://twitter.com/frankerr1f/status/1179054243019464705
[1] https://twitter.com/frankerr1f/status/1179042352830324736
[1] https://twitter.com/raseaton66/status/1179087283003314178
[1] https://twitter.com/bughayleyw/status/1179353097644232705
[1] https://twitter.com/elainecmrn/status/1179472375752069120
[1] https://twitter.com/amanjkurdi6/status/1180115378279768065

Top URLs in Tweet in G3:
[1] https://twitter.com/silazd/status/1179381192484884480
[1] https://twitter.com/silazd/status/1179708929317707778
[1] https://twitter.com/silazd/status/1179385190646460416

Top URLs in Tweet in G4:
[2] https://twitter.com/Frankerr1F/status/1179054243019464705
[2] https://twitter.com/RachelClaireMcK/status/1179065947199606786
[1] https://twitter.com/Frankerr1F/status/1178759969786777604
[1] https://twitter.com/JoannaGoCarroll/status/1179491055617630209
[1] https://twitter.com/raseaton66/status/1178994877864042501

Top URLs in Tweet in G5:
[2] https://twitter.com/Frankerr1F/status/1178760996468473856
[1] https://twitter.com/Amanjkurdi6/status/1178763754462416897
[1] https://twitter.com/damson29/status/1179288057285095424
[1] https://twitter.com/wellcometrust/status/1179053355253014530
[1] https://twitter.com/ClaireBrandish1/status/1179630176730308608
[1] https://twitter.com/jacquisneddons/status/1179363467293274113
[1] https://twitter.com/dr_essah/status/1178958924688642050
[1] https://twitter.com/raseaton66/status/1178994877864042501

Top Domains
Top Domains in Tweet in Entire Graph:
[44] twitter.com

Top Domains in Tweet in G1:
[16] twitter.com

Top Domains in Tweet in G2:
[9] twitter.com

Top Domains in Tweet in G3:
[3] twitter.com

Top Domains in Tweet in G4:
[7] twitter.com

Top Domains in Tweet in G5:
[9] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[373] ghanasapg
[166] cwpams
[80] antibioticguardian
[80] ghana
[62] ams
[42] antimicrobialstewardship
[42] amr
[39] antibioticstewardship
[13] antibiotic
[11] cwpam



Top Hashtags in Tweet in G1:
[111] ghanasapg
[43] cwpams
[32] ghana
[17] ams
[17] antimicrobialstewardship
[16] antibioticstewardship
[15] antibioticguardian
[13] amr
[8] antibiotic
[5] cwpam

Top Hashtags in Tweet in G2:
[66] ghanasapg
[44] cwpams
[19] ghana
[17] antibioticguardian
[16] ams
[13] amr
[11] antibioticstewardship
[7] antimicrobialstewardship
[3] followguidelines
[3] antibiotic

Top Hashtags in Tweet in G3:
[53] ghanasapg
[27] cwpams
[17] antibioticguardian
[12] ams
[3] ghana
[3] teamwork
[2] amr
[2] followguidelines
[1] antibioticstewardship
[1] accra

Top Hashtags in Tweet in G4:
[46] ghanasapg
[18] cwpams
[12] ghana
[11] antibioticguardian
[9] antimicrobialstewardship
[6] ams
[5] amr
[5] stopsuperbugs
[2] antibioticstewardship
[2] behaviourchange

Top Hashtags in Tweet in G5:
[96] ghanasapg
[34] cwpams
[20] antibioticguardian
[14] ghana
[11] ams
[9] amr
[9] antibioticstewardship
[8] antimicrobialstewardship
[7] keepantibioticsworking
[6] cwpam

Top Hashtags in Tweet in G6:
[2] betking
[2] bet9ja
[2] tacha700k
[2] likoniferry
[1] galaxynote10
[1] ghanasapg
[1] kuwatacup2020
[1] bbnaijaeviction
[1] lotto9ja
[1] mondaymotivation

Top Words
Top Words in Tweet in Entire Graph:
[429] Words in Sentiment List#1: Positive
[50] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9508] Non-categorized Words
[9987] Total Words
[526] #ghanasapg
[296] sapgabx
[285] jacquisneddons
[278] #cwpams
[228] frankerr1f

Top Words in Tweet in G1:
[163] #ghanasapg
[91] jacquisneddons
[84] sapgabx
[74] frankerr1f
[72] #cwpams
[45] #ghana
[40] thechange_x
[35] raseaton66
[34] drdianeashiru
[34] joannagocarroll

Top Words in Tweet in G2:
[107] #ghanasapg
[85] #cwpams
[73] jacquisneddons
[72] sapgabx
[52] frankerr1f
[41] hospital
[41] drdianeashiru
[36] keta
[30] team
[28] raseaton66

Top Words in Tweet in G3:
[62] #ghanasapg
[41] sapgabx
[36] frankerr1f
[35] #cwpams
[31] jacquisneddons
[19] drdianeashiru
[18] #antibioticguardian
[15] antibioticscot
[14] pledges
[13] stewardship

Top Words in Tweet in G4:
[64] #ghanasapg
[38] #cwpams
[36] sapgabx
[32] jacquisneddons
[32] thechange_x
[27] team
[23] keta
[22] hospital
[21] frankerr1f
[21] ghana

Top Words in Tweet in G5:
[128] #ghanasapg
[63] sapgabx
[58] jacquisneddons
[48] #cwpams
[45] frankerr1f
[35] thechange_x
[30] drdianeashiru
[25] raseaton66
[24] #antibioticguardian
[24] hospital

Top Words in Tweet in G6:
[4] #likoniferry
[2] today's
[2] accumulations
[2] available
[2] dm
[2] interested
[2] win
[2] whatsapp
[2] call
[2] 2347083307382

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[115] #ghanasapg,#cwpams
[84] frankerr1f,jacquisneddons
[64] #cwpams,sapgabx
[63] jacquisneddons,frankerr1f
[63] #ghanasapg,sapgabx
[53] elainecmrn,joannagocarroll
[51] jacquisneddons,raseaton66
[48] sapgabx,antibioticscot
[47] antimicrobial,stewardship
[43] police,hospital

Top Word Pairs in Tweet in G1:
[29] frankerr1f,jacquisneddons
[26] #ghanasapg,#cwpams
[26] jacquisneddons,frankerr1f
[22] #ghanasapg,sapgabx
[21] elainecmrn,joannagocarroll
[17] #cwpams,sapgabx
[16] antimicrobial,stewardship
[13] jacquisneddons,raseaton66
[12] sapgabx,antibioticscot
[12] cockburnalison,palenespe

Top Word Pairs in Tweet in G2:
[35] #ghanasapg,#cwpams
[24] frankerr1f,jacquisneddons
[18] #cwpams,sapgabx
[14] police,hospital
[14] jacquisneddons,raseaton66
[14] #cwpams,#ghanasapg
[13] keta,hospital
[12] #ghanasapg,sapgabx
[12] keta,municipal
[12] municipal,hospital

Top Word Pairs in Tweet in G3:
[26] #ghanasapg,#cwpams
[11] antimicrobial,stewardship
[11] sapgabx,frankerr1f
[10] #cwpams,sapgabx
[10] sapgabx,antibioticscot
[9] antibioticscot,frankerr1f
[9] #ghanasapg,#antibioticguardian
[9] #antibioticguardian,fantastic
[9] fantastic,pledges
[9] pledges,today

Top Word Pairs in Tweet in G4:
[11] #ghanasapg,#cwpams
[10] frankerr1f,jacquisneddons
[10] jacquisneddons,raseaton66
[10] cockburn_alison,w_malcolm01
[8] #antibioticguardian,pledges
[8] keta,municipal
[8] municipal,hospital
[8] thechange_x,sapgabx
[8] sapgabx,#ghanasapg
[8] w_malcolm01,elainecmrn

Top Word Pairs in Tweet in G5:
[17] #ghanasapg,#cwpams
[15] jacquisneddons,frankerr1f
[15] #ghanasapg,sapgabx
[14] frankerr1f,jacquisneddons
[13] elainecmrn,joannagocarroll
[12] sapgabx,antibioticscot
[12] #cwpams,sapgabx
[10] keta,hospital
[10] jacquisneddons,raseaton66
[9] sapgabx,frankerr1f

Top Word Pairs in Tweet in G6:
[2] today's,accumulations
[2] accumulations,available
[2] available,dm
[2] dm,interested
[2] interested,win
[2] win,whatsapp
[2] whatsapp,call
[2] call,2347083307382
[2] 2347083307382,#betking
[2] #betking,#bet9ja

Top Replied-To
Top Replied-To in Entire Graph:
@w_malcolm01
@frankerr1f
@manhealthpsych
@israelsefah
@antibioticscot
@palenespe
@jacquisneddons
@rachelclairemck
@dr_essah
@damson29

Top Replied-To in G1:
@frankerr1f
@w_malcolm01
@manhealthpsych
@israelsefah
@palenespe
@antibioticscot
@rachelclairemck
@jacquisneddons

Top Replied-To in G2:
@w_malcolm01
@israelsefah
@dr_essah
@manhealthpsych
@jacquisneddons

Top Replied-To in G3:
@w_malcolm01
@antibioticscot
@israelsefah
@palenespe
@manhealthpsych
@dr_mike_stevens

Top Replied-To in G4:
@manhealthpsych
@frankerr1f
@luciebd
@rachelclairemck

Top Replied-To in G5:
@frankerr1f
@manhealthpsych
@israelsefah
@jacquisneddons
@palenespe
@rachelclairemck
@w_malcolm01
@dr_essah
@damson29
@antibioticscot

Top Mentioned
Top Mentioned in Entire Graph:
@sapgabx
@jacquisneddons
@frankerr1f
@drdianeashiru
@thechange_x
@raseaton66
@joannagocarroll
@elainecmrn
@amanjkurdi6
@lothianams

Top Mentioned in G1:
@jacquisneddons
@sapgabx
@frankerr1f
@thechange_x
@raseaton66
@drdianeashiru
@joannagocarroll
@elainecmrn
@amanjkurdi6
@rachelclairemck

Top Mentioned in G2:
@sapgabx
@jacquisneddons
@frankerr1f
@drdianeashiru
@raseaton66
@amanjkurdi6
@antibioticscot
@elainecmrn
@joannagocarroll
@lothianams

Top Mentioned in G3:
@sapgabx
@frankerr1f
@jacquisneddons
@drdianeashiru
@antibioticscot
@thechange_x
@palenespe
@raseaton66
@joannagocarroll
@cockburnalison

Top Mentioned in G4:
@sapgabx
@jacquisneddons
@thechange_x
@joannagocarroll
@frankerr1f
@elainecmrn
@lothianams
@raseaton66
@drdianeashiru
@rachelclairemck

Top Mentioned in G5:
@sapgabx
@jacquisneddons
@frankerr1f
@thechange_x
@drdianeashiru
@raseaton66
@joannagocarroll
@elainecmrn
@lothianams
@amanjkurdi6

Top Tweeters
Top Tweeters in Entire Graph:
@exploregh
@nykomahamilton
@sophijuanaa
@gmacscotland
@wepharmacists
@cdcgov
@lucyhale
@drdianeashiru
@rpharms
@caggiefletty1

Top Tweeters in G1:
@exploregh
@nykomahamilton
@wepharmacists
@fbmh_uom
@1arabae
@rpsscotland
@manhealthpsych
@sipbs_strath
@antibioticscot
@healthatstrath

Top Tweeters in G2:
@drdianeashiru
@rpharms
@luciebd
@annamariemcgre1
@thesafetygeek
@_beth_ward
@drcjlittle
@clarabo33_mrs
@rosemarieparr
@bughayleyw

Top Tweeters in G3:
@cdcgov
@lucyhale
@caggiefletty1
@fredkitutu
@ccfest
@shea_epi
@raseaton66
@dr_mike_stevens
@e_charani
@bsacandjac

Top Tweeters in G4:
@sophijuanaa
@wande_a
@thetlinks
@paton_catie
@cw_pharmacists
@africacdc
@elainecmrn
@kerrychalm
@strathmpharm
@batemanvhairi

Top Tweeters in G5:
@gmacscotland
@aliciad3
@damson29
@nhslanarkshire
@sqsfellowship
@frankerr1f
@tracyepton
@shepherdlesley7
@ukcpapin
@tunnockofficial

Top Tweeters in G6:
@betpawafx
@golfpromopr


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