PPE, Twitter, 6/6/2020 12:34:42 AM, 228830


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PPE_2020-06-04_02-10-49.xlsx
PPE_2020-06-04_02-10-49.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 06, 2020
Short Description:
PPE via NodeXL https://bit.ly/3dDU4aF
@markerslinger
@haveigotnews
@paul__johnson
@narendramodi
@duncanjeffcock
@sarojshrnm
@pmoindia
@keir_starmer
@selmesltd
@jaybeware

Top hashtags:
#ppe
#covid19
#coronavirus
#เพิร์ธรู้ทุกคนพกแดนซ์
#셔누
#कोरोना
#covid_19
#몬스타엑스

Description:
Description
The graph represents a network of 6,564 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 04 June 2020 at 09:12 UTC.

The requested start date was Thursday, 04 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 0-hour, 40-minute period from Tuesday, 02 June 2020 at 11:32 UTC to Wednesday, 03 June 2020 at 12:12 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 : 6564
Unique Edges : 3090
Edges With Duplicates : 8359
Total Edges : 11449
Number of Edge Types : 5
Retweet : 3897
MentionsInRetweet : 4485
Tweet : 986
Replies to : 562
Mentions : 1519
Self-Loops : 1025
Reciprocated Vertex Pair Ratio : 0.00687735385623056
Reciprocated Edge Ratio : 0.0136607578468044
Connected Components : 1193
Single-Vertex Connected Components : 392
Maximum Vertices in a Connected Component : 790
Maximum Edges in a Connected Component : 1612
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.273587
Graph Density : 0.000142735998153369
Modularity : 0.562234
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 6,564 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 04 June 2020 at 09:12 UTC.

The requested start date was Thursday, 04 June 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 0-hour, 40-minute period from Tuesday, 02 June 2020 at 11:32 UTC to Wednesday, 03 June 2020 at 12:12 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 : GraphServerTwitterSearch
Graph Term : PPE
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 : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[31] https://swarajyamag.com/economy/from-zero-to-rs-7000-crore-industry-in-two-months-how-ppe-kits-manufacturing-sector-developed-rapidly-during-onset-of-coronavirus-pandemic
[24] https://news.sky.com/story/coronavirus-man-jailed-after-stealing-30000-of-ppe-to-sell-on-ebay-11999029
[11] https://www.theguardian.com/politics/2020/jun/03/care-home-staff-could-be-asked-to-work-without-ppe-under-council-plan
[10] https://www.theguardian.com/politics/2020/jun/03/care-home-staff-could-be-asked-to-work-without-ppe-under-council-plan?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1591183343
[9] https://www.timeslive.co.za/news/south-africa/2020-06-02-ppe-worth-millions-of-rands-goes-missing-en-route-to-kzn-schools/
[8] https://www.youtube.com/watch?v=14Ygl2DiUdQ&feature=youtu.be

[8] https://m.thewire.in/article/rights/aiims-doctor-expelled-rda
[7] https://www.theguardian.com/politics/2020/jun/03/care-home-staff-could-be-asked-to-work-without-ppe-under-council-plan?utm_source=dlvr.it&utm_medium=twitter
[6] https://www.news24.com/news24/southafrica/news/large-quantities-of-ppe-disappear-in-kzn-costing-education-dept-millions-20200602
[5] https://www.edie.net/news/5/World-s-first-plastic-free-PPE-equipment-launched-to-combat-coronavirus-pandemic/

Top URLs in Tweet in G2:
[10] https://www.theguardian.com/politics/2020/jun/03/care-home-staff-could-be-asked-to-work-without-ppe-under-council-plan?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1591183343
[3] https://www.yorkshirepost.co.uk/business/how-clipper-logistics-helping-supply-life-saving-ppe-frontline-nhs-workers-2871466
[1] https://www.yorkshirepost.co.uk/business/why-bame-workers-frontline-roles-must-receive-medical-grade-ppe-basic-human-right-greg-wright-2873138
[1] https://twitter.com/AHindinews/status/1268135079420719104

Top URLs in Tweet in G3:
[18] https://swarajyamag.com/economy/from-zero-to-rs-7000-crore-industry-in-two-months-how-ppe-kits-manufacturing-sector-developed-rapidly-during-onset-of-coronavirus-pandemic
[8] https://www.theguardian.com/politics/2020/jun/03/care-home-staff-could-be-asked-to-work-without-ppe-under-council-plan
[3] https://twitter.com/cnnphilippines/status/1268104334060843008
[3] https://www.theguardian.com/politics/2020/jun/03/care-home-staff-could-be-asked-to-work-without-ppe-under-council-plan?CMP=share_btn_tw
[2] https://www.news24.com/news24/southafrica/news/large-quantities-of-ppe-disappear-in-kzn-costing-education-dept-millions-20200602
[2] https://www.getreading.co.uk/news/reading-berkshire-news/reading-fc-captain-liam-moore-18348697
[2] https://www.informationsecuritybuzz.com/expert-comments/expert-reaction-on-hackers-in-800k-bitcoin-ransom-note-to-kent-ppe-firm/
[2] https://www.goodnewsnetwork.org/south-korea-sends-navajos-ppe-to-honor-code-talkers-of-korean-war/
[2] https://twitter.com/sarahwaltonnews/status/1267912563418857473
[2] https://hmmscovid19.ca/

Top URLs in Tweet in G4:
[2] https://www.youtube.com/watch?v=KIeTR6UdVuk&feature=youtu.be

[2] https://swarajyamag.com/economy/from-zero-to-rs-7000-crore-industry-in-two-months-how-ppe-kits-manufacturing-sector-developed-rapidly-during-onset-of-coronavirus-pandemic
[1] http://beds.No
[1] https://aajtak.intoday.in/story/cdo-arvind-singh-protection-against-coronavirus-in-lakhimpur-1-1196722.html

Top URLs in Tweet in G5:
[2] https://twitter.com/juanajaafar/status/1267714510195847168
[1] https://twitter.com/KesatuanPSHK/status/1268036842680541186
[1] https://twitter.com/MelissaAkhir/status/1267762362888552451

Top URLs in Tweet in G6:
[24] https://news.sky.com/story/coronavirus-man-jailed-after-stealing-30000-of-ppe-to-sell-on-ebay-11999029
[2] https://www.independent.co.uk/sport/football/premier-league/nhs-ppe-coronavirus-pandemic-merseyside-hub-volunteer-a9544111.html?utm_medium=Social&utm_source=Twitter#Echobox=1591094402
[1] https://blogs.bmj.com/bmj/2020/06/01/widespread-covid-19-infection-among-spanish-healthcare-professionals-did-not-occur-by-chance/?utm_campaign=shareaholic&utm_medium=twitter&utm_source=socialnetwork
[1] https://www.ppe-dedicated-supply-channel.co.uk/?utm_source=C19ThankYouPage03042020&utm_medium=Web&utm_campaign=Coronavirus
[1] https://www.telegraph.co.uk/business/2020/05/12/governments-handling-covid-19-british-disaster/
[1] https://www.mirror.co.uk/news/politics/pmqs-rattled-boris-johnson-admits-22131893?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://www.theguardian.com/politics/2020/jun/03/care-home-staff-could-be-asked-to-work-without-ppe-under-council-plan
[1] https://twitter.com/JonAshworth/status/1268137138614341636
[1] https://twitter.com/SkyNews/status/1267789352559616000
[1] https://www.theguardian.com/politics/2020/jun/02/rees-moggs-plan-to-end-remote-voting-in-parliament-condemned-by-rights-body

Top URLs in Tweet in G7:
[1] https://www.newindianexpress.com/states/kerala/2020/jun/03/rahul-gandhi-to-help-procure-gadgets-for-tribal-students-2151433.html
[1] https://swarajyamag.com/economy/from-zero-to-rs-7000-crore-industry-in-two-months-how-ppe-kits-manufacturing-sector-developed-rapidly-during-onset-of-coronavirus-pandemic
[1] https://www.satyahindi.com/india/why-national-media-silent-on-ppe-kit-scam-in-himachal-pradesh-2-110313.html

Top URLs in Tweet in G8:
[1] https://twitter.com/blakehounshell/status/1268027111794774018

Top URLs in Tweet in G10:
[1] https://swarajyamag.com/economy/from-zero-to-rs-7000-crore-industry-in-two-months-how-ppe-kits-manufacturing-sector-developed-rapidly-during-onset-of-coronavirus-pandemic
[1] https://twitter.com/nrajabpcl/status/1266411124016033792?s=19

Top Domains
Top Domains in Tweet in Entire Graph:
[161] twitter.com
[74] co.uk
[40] theguardian.com
[33] co.za
[31] swarajyamag.com
[25] sky.com
[19] youtube.com
[13] bit.ly
[12] instagram.com
[10] news24.com

Top Domains in Tweet in G2:
[10] theguardian.com
[4] co.uk
[1] twitter.com

Top Domains in Tweet in G3:
[44] twitter.com
[22] co.uk
[18] swarajyamag.com
[15] theguardian.com
[8] linkedin.com
[4] co.za
[4] news24.com
[4] instagram.com
[4] google.com
[3] org.uk

Top Domains in Tweet in G4:
[2] youtube.com
[2] swarajyamag.com
[1] beds.no
[1] intoday.in

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

Top Domains in Tweet in G6:
[24] sky.com
[5] co.uk
[4] twitter.com
[2] theguardian.com
[1] bmj.com
[1] medium.com
[1] ow.ly

Top Domains in Tweet in G7:
[1] newindianexpress.com
[1] swarajyamag.com
[1] satyahindi.com

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

Top Domains in Tweet in G10:
[1] swarajyamag.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[229] ppe
[172] covid19
[46] coronavirus
[30] เพิร์ธรู้ทุกคนพกแดนซ์
[26] 셔누
[19] कोरोना
[18] covid_19
[18] 몬스타엑스
[17] pmqs
[14] shownu



Top Hashtags in Tweet in G1:
[1] georgefloydprotests
[1] covid_19
[1] blacklivesmatter

Top Hashtags in Tweet in G2:
[3] leeds
[1] blacklivesmattter
[1] schoolreopeninguk
[1] borishasfaileduk

Top Hashtags in Tweet in G3:
[62] ppe
[23] covid19
[10] pmqs
[7] socialdistancing
[6] covid_19
[5] lockdown
[5] staysafe
[5] coronavirus
[5] masks
[5] backtowork

Top Hashtags in Tweet in G4:
[8] indiafightscorona
[2] coronaoutbreak
[2] देश
[2] ias
[1] coronawarriors

Top Hashtags in Tweet in G5:
[1] merekaadahak
[1] bebaskanauntycleaner

Top Hashtags in Tweet in G6:
[7] ppe
[4] pmqs
[2] resign
[2] carehome
[2] covid19uk
[2] notmypm
[2] carehomes
[1] covid
[1] testing
[1] ineptpm

Top Hashtags in Tweet in G7:
[16] कोरोना
[3] हमारा_संकल्प_आत्मनिर्भर_भारत
[2] खजाना
[2] कैसे
[2] केंद्र
[2] राशन
[2] खातों
[2] कोरोना_काल
[1] फ्री
[1] नही

Top Hashtags in Tweet in G9:
[1] phillyexplosions

Top Hashtags in Tweet in G10:
[1] aatmanirbharbharat
[1] केजरीवाल

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[676] markerslinger
[652] care
[650] workers
[648] people
[643] police
[636] vs
[635] seeing
[635] lot
[635] tweets
[635] noting

Top Words in Tweet in G2:
[402] boris
[402] johnson
[402] urged
[402] suspend
[402] export
[402] riot
[402] gear
[402] help
[402] wonder
[402] american

Top Words in Tweet in G3:
[321] ppe
[140] क
[96] र
[95] न
[69] स
[62] #ppe
[58] म
[53] द
[53] ल
[46] care

Top Words in Tweet in G4:
[672] क
[511] स
[326] र
[309] ह
[199] म
[183] ppe
[171] ट
[171] त
[167] न
[158] ग

Top Words in Tweet in G5:
[192] ppe
[180] masa
[100] hospital
[96] pekerja
[96] denied
[96] rehat
[95] mereka
[95] berjuang
[95] dan
[95] bawa

Top Words in Tweet in G6:
[92] ppe
[36] 000
[32] skynews
[27] coronavirus
[25] man
[24] jailed
[24] stealing
[24] 30
[24] sell
[24] ebay

Top Words in Tweet in G7:
[522] क
[359] र
[295] न
[257] द
[190] स
[175] ल
[125] व
[116] त
[109] म
[95] ख

Top Words in Tweet in G8:
[132] mass
[132] covid
[132] testing
[132] impossible
[132] huge
[132] task
[132] very
[132] expensive
[132] mobilizing
[132] national

Top Words in Tweet in G9:
[118] sonic
[118] boom
[118] tanks
[118] psychologically
[118] terrorizing
[118] people
[118] provide
[118] more
[118] 1200
[118] person

Top Words in Tweet in G10:
[30] क
[25] न
[24] द
[19] र
[15] ल
[13] स
[8] ख
[6] ppe
[6] व
[6] नह

Top Word Pairs
Top Word Pairs in Tweet in G2:
[650] boris,johnson
[635] johnson,urged
[635] urged,suspend
[635] suspend,export
[635] export,riot
[635] riot,gear
[635] gear,help
[635] help,wonder
[635] wonder,american
[635] american,police

Top Word Pairs in Tweet in G3:
[402] र,न
[402] द,र
[402] क,स
[402] covid,19
[402] क,ट
[402] namo,app
[402] ppe,kits
[402] क,द
[402] without,ppe
[402] र,क

Top Word Pairs in Tweet in G4:
[27] क,स
[23] ppe,क
[22] personal,protective
[20] protective,equipment
[20] equipment,ppe
[19] न,क
[18] क,भ
[18] ट,र
[15] व,स
[15] मह,न

Top Word Pairs in Tweet in G5:
[294] pekerja,hospital
[157] mereka,berjuang
[153] berjuang,dan
[153] dan,bawa
[153] bawa,suara
[148] suara,pekerja
[148] hospital,sentiasa
[148] sentiasa,bekerja
[147] bekerja,lebih
[147] lebih,masa

Top Word Pairs in Tweet in G6:
[96] coronavirus,man
[95] man,jailed
[95] jailed,stealing
[95] stealing,30
[95] 30,000
[95] 000,ppe
[95] ppe,sell
[95] sell,ebay
[95] skynews,coronavirus
[95] care,homes

Top Word Pairs in Tweet in G7:
[24] र,न
[24] द,र
[24] क,स
[24] क,द
[24] ल,क
[24] न,द
[24] क,र
[24] ppe,kits
[23] स,क
[14] व,क

Top Word Pairs in Tweet in G8:
[155] mass,covid
[125] covid,testing
[116] testing,impossible
[89] impossible,huge
[83] huge,task
[77] task,very
[58] very,expensive
[47] expensive,mobilizing
[43] mobilizing,national
[40] national,guard

Top Word Pairs in Tweet in G9:
[132] sonic,boom
[132] boom,tanks
[132] tanks,psychologically
[132] psychologically,terrorizing
[132] terrorizing,people
[132] people,provide
[132] provide,more
[132] more,1200
[132] 1200,person
[132] gersantos11,sonic

Top Word Pairs in Tweet in G10:
[118] र,न
[118] द,र
[118] क,स
[118] क,द
[118] ल,क
[118] न,द
[118] खज,न
[118] द,य
[118] स,क
[117] द,ल

Top Replied-To
Top Replied-To in Entire Graph:
@breaking911
@elijahschaffer
@realdonaldtrump
@sarahwaltonnews
@trk__ppe
@gomiwo_suteruna
@prisonplanet
@tillytumtum
@jdpoohbear
@jeffmusk

Top Replied-To in G1:
@markerslinger

Top Replied-To in G2:
@guardian

Top Replied-To in G3:
@scotnews_edits

Top Replied-To in G4:
@narendramodi
@drharshvardhan
@prabal51183
@hfwodisha
@doctorrichabjp
@bholanath_bsf
@mohfw_india
@pmoindia

Top Replied-To in G6:
@skynews
@borisjohnson
@ayeshahazarika
@piersmorgan
@bbcpolitics
@virendrasharma
@weesiwel
@just_saying012
@keir_starmer
@harlequin_sanch

Top Replied-To in G7:
@narendramodi
@rshuklabjp
@bjp4india
@asadowaisi
@sonusood

Top Replied-To in G10:
@stuti8220
@nair_hena

Top Mentioned
Top Mentioned in Entire Graph:
@markerslinger
@haveigotnews
@pmoindia
@mgerrydoyle
@gersantos11
@syedsaddiq
@jaybeware
@loveurself03
@ani
@sturdyalex

Top Mentioned in G1:
@markerslinger
@florian_krammer

Top Mentioned in G2:
@haveigotnews
@guardian
@hewitson10
@gregwrightyp
@ahindinews

Top Mentioned in G3:
@claresambrook
@leaksafe
@anup_singhbjp
@niladeepak
@designsbywillow
@data_random
@wilmslowcc
@preccsss

Top Mentioned in G4:
@pmoindia
@drharshvardhan
@narendramodi
@cmofficeup
@mohfw_india
@pib_india
@covidnewsbymib
@covidindiaseva
@proframgopalya1
@ashwinikchoubey

Top Mentioned in G5:
@syedsaddiq
@loveurself03
@yyaflg
@case8_

Top Mentioned in G6:
@skynews
@borisjohnson
@piersmorgan
@matthancock
@keir_starmer
@bethrigby
@gmb
@bbcnews
@bbclaurak
@peston

Top Mentioned in G7:
@narendramodi
@kapilmishra_ind
@vinodsharma1834
@iabhinav12
@iamprtr
@myogiadityanath
@thekiranbedi
@smritiirani
@nsitharaman
@sardanarohit

Top Mentioned in G8:
@mgerrydoyle

Top Mentioned in G9:
@gersantos11

Top Mentioned in G10:
@swetamishraa
@sangitarchopra
@arundeshpande20
@anil_j_india
@dr_mr_satapathy
@nair_hena
@anju1951purohit
@ksmann
@harshasherni
@nrajabpcl

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@scarletmonahan
@georgekurianinc
@ajaypandey__
@independent
@evankirstel
@sainsburys
@mohitsmartlove
@jeena203
@ibhagwa_n

Top Tweeters in G1:
@alizardx
@charlesexsavior
@lyquid_parade
@mcassara143
@chan_to_the_ho
@hirumashadow
@datagoodies
@kaibutsu
@raoces
@joseethefirst

Top Tweeters in G2:
@guardian
@gaznorris15
@mrc_slc
@yorkshirepost
@lisapreity
@mrplannings
@avon_deer
@harding_keith
@libertygranny
@rwhitechurch

Top Tweeters in G3:
@jenkers_en
@stiffmidlefinga
@parlez_me_ntory
@dev_discourse
@frackhazreveal
@saadhyudu2011
@shahidaqureshi5
@avengerthor3006
@auxonic
@rogerablackwell

Top Tweeters in G4:
@avinash_mailme
@harishk04131926
@mlmandowara
@rpandya72
@ndsolanki
@vishnus47793080
@pib_india
@otvnews
@mrcuteanish
@brand_anand

Top Tweeters in G5:
@nursyahidahrzzz
@blamyton
@sayasukaozil
@asyakdr_
@95mohdafiq
@mhafizzaidi
@znraqlh
@leechiayee_
@ilyasafar
@aihusabiz

Top Tweeters in G6:
@independent
@nichttweeterin
@bbcnews
@dominos
@skynews
@evilbluebird
@chunkymark
@metrouk
@gwinniejones
@itvnews

Top Tweeters in G7:
@ajaypandey__
@ibhagwa_n
@vinodsharma1834
@bhayalal
@ramsabjym
@news24tvchannel
@sarojshrnm
@detheesha
@being_ajay_
@ialokshukla

Top Tweeters in G8:
@37crookshankave
@bigonanime
@bravesgasm
@wrecksdart
@lexlight1
@tetsukaba
@youngchris27040
@wolkenteiler
@mimiotter
@michellesdude

Top Tweeters in G9:
@johnapp63499667
@godandthebear
@rileyruson
@ruchiohu
@debjholley
@mercenarygraphi
@mykeytailor
@chakuufoxdragon
@montique47
@cck_mojo

Top Tweeters in G10:
@desertfox61i
@colkt
@ajitsinhjagirda
@paraskghelani
@toiindianews
@dharmvirjangra9
@anju1951purohit
@savitha_rao
@lakshmianand96
@hamara_desh


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