healthcare, Twitter, 5/18/2020 12:48:26 PM, 226850


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healthcare_2020-05-17_23-10-12.xlsx
healthcare_2020-05-17_23-10-12.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 18, 2020
Short Description:
healthcare via NodeXL https://bit.ly/3e0X9kV
@_sjpeace_
@dr2nisreenalwan
@realdonaldtrump
@wayward888
@bombshelldaily
@gperry70
@gop
@joebiden
@brianschatz
@billgates

Top hashtags:
#healthcare
#covid19
#coronavirus
#reopenamerica
#infrastructure
#nc11
#sindh

Description:
Description
The graph represents a network of 6,714 Twitter users whose tweets in the requested range contained "healthcare", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 18 May 2020 at 06:11 UTC.

The requested start date was Monday, 18 May 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 2-day, 0-hour, 24-minute period from Friday, 15 May 2020 at 11:24 UTC to Sunday, 17 May 2020 at 11:48 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 : 6714
Unique Edges : 3059
Edges With Duplicates : 8448
Total Edges : 11507
Number of Edge Types : 5
Retweet : 4091
MentionsInRetweet : 4783
Tweet : 958
Replies to : 439
Mentions : 1236
Self-Loops : 980
Reciprocated Vertex Pair Ratio : 0.00653490596110934
Reciprocated Edge Ratio : 0.0129849564528899
Connected Components : 1242
Single-Vertex Connected Components : 348
Maximum Vertices in a Connected Component : 2454
Maximum Edges in a Connected Component : 5190
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 7.352647
Graph Density : 0.000140112012398549
Modularity : 0.570551
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 6,714 Twitter users whose tweets in the requested range contained "healthcare", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 18 May 2020 at 06:11 UTC.

The requested start date was Monday, 18 May 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 2-day, 0-hour, 24-minute period from Friday, 15 May 2020 at 11:24 UTC to Sunday, 17 May 2020 at 11:48 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 : healthcare
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:
[44] https://thehill.com/policy/healthcare/498104-fda-halts-bill-gates-coronavirus-testing-program
[32] https://www.pscp.tv/w/cYwEYDFKUkVtWmVCYXFhUVB8MVlxR29RcExSVlh4dvDLh0beQK-IEcofpZNMaclJdbPK-Jip4qhpi5l4-xt3
[29] https://thehill.com/policy/healthcare/498166-fda-approves-at-home-nasal-swab-test-kit-for-covid-19
[11] https://samachar.pk/en/sindh-spends-more-than-other-provinces-on-healthcare-statistics-bureau-of-pakistan-report/
[10] https://thehill.com/policy/healthcare/498104-fda-halts-bill-gates-coronavirus-testing-program?amp&__twitter_impression=true
[10] https://thehill.com/policy/healthcare/498077-nations-jockey-to-see-who-gets-coronavirus-vaccine-first
[9] https://thehill.com/policy/healthcare/497249-johns-hopkins-offering-free-class-in-how-to-become-a-contact-tracer
[9] https://thehill.com/policy/healthcare/497838-nih-begins-studying-hydroxychloroquine-and-azithromycin-as-covid-19
[8] https://twinybots.ch/
[7] https://www.analyticsinsight.net/artificial-intelligence-blockchain-can-reshape-healthcare-industry/

Top URLs in Tweet in G2:
[2] https://thehill.com/policy/healthcare/498104-fda-halts-bill-gates-coronavirus-testing-program#.XsDx3n1uB0c.twitter
[1] https://thehill.com/policy/healthcare/498104-fda-halts-bill-gates-coronavirus-testing-program
[1] https://twitter.com/lucha_az/status/1261064678878220288

Top URLs in Tweet in G3:
[6] https://thehill.com/policy/healthcare/498104-fda-halts-bill-gates-coronavirus-testing-program
[4] https://economictimes.indiatimes.com/industry/healthcare/biotech/healthcare/india-to-set-up-research-reactor-for-affordable-treatment-of-cancer-other-diseases-nirmala-sitharaman/articleshow/75775985.cms
[3] https://twitter.com/adam_tooze/status/1261978508605210624
[2] https://www.rawstory.com/2020/05/healthcare-workers-appalled-as-trump-says-nurses-running-into-death-to-treat-covid-19-patients-is-a-beautiful-thing-to-see/
[2] https://www.forbes.com/sites/mattperez/2020/05/14/trump-on-healthcare-workers-theyre-running-into-death-just-like-soldiers-run-into-bullets/
[2] https://tiny.cc/1ieylz
[2] https://www.counton2.com/news/local-news/charleston-county-news/joint-base-charleston-to-conduct-flyovers-to-salute-healthcare-workers-first-responders-on-friday/?utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=&utm_source=hootsuite&utm_medium=&utm_term=&utm_content=&utm_campaign=
[2] https://twinybots.ch/
[2] https://conscienhealth.org/2020/05/four-immediate-results-of-a-dead-stop-in-healthcare/
[2] http://feeds.reuters.com/~r/reuters/healthNews/~3/XtjYpg7OeY0/japan-covid-19-doctors-lack-fresh-masks-hazard-pay-union-survey-idUSKBN22T04P

Top URLs in Tweet in G5:
[1] https://twitter.com/briantylercohen/status/1261011773039116288

Top URLs in Tweet in G6:
[5] https://twinybots.ch/
[4] https://www.nytimes.com/2020/05/14/briefing/europe-tourism-fed-warning-matt-damon.html
[4] https://www.analyticsinsight.net/artificial-intelligence-blockchain-can-reshape-healthcare-industry/
[3] https://autome.me/do-we-need-robots-more-than-ever-today/
[3] https://www.gigabitmagazine.com/ai/how-artificial-intelligence-combatting-covid-19?utm_content=129528177&utm_medium=social&utm_source=twitter&hss_channel=tw-17392332
[2] https://www.openaccessgovernment.org/machine-learning-benefit-healthcare/86717/?utm_content=129283232&utm_medium=social&utm_source=twitter&hss_channel=tw-4337144594
[2] https://twitter.com/24kMedia
[2] https://www.cnet.com/news/covid-19-has-pushed-health-care-online-and-5g-will-make-it-better/#ftag=COS-05-10aaa0j
[1] https://www.latimes.com/opinion/story/2020-05-14/healthcare-whistleblowers-protection
[1] https://www.sinnfein.ie/contents/56789

Top URLs in Tweet in G7:
[1] https://twitter.com/AmHeartAdvocacy/status/1260645705095327745
[1] https://on.today.com/2xo6mn6
[1] https://trib.al/7IWNo3q
[1] https://on.msnbc.com/3bAGKlA

Top URLs in Tweet in G8:
[1] https://twitter.com/dimsmirnov175/status/1261257379477413889
[1] https://thehill.com/policy/healthcare/497902-read-cdc-guidelines-for-us-reopening

Top URLs in Tweet in G9:
[1] https://twitter.com/shamikaravi/status/1260227263192133632
[1] https://twitter.com/bjp4bengal/status/1261938437407399936

Top URLs in Tweet in G10:
[1] https://twitter.com/guardian/status/1261038578362019840

Top Domains
Top Domains in Tweet in Entire Graph:
[176] twitter.com
[144] thehill.com
[37] pscp.tv
[27] bit.ly
[26] co.uk
[12] nytimes.com
[11] careerarc.com
[11] samachar.pk
[11] theguardian.com
[11] indiatimes.com

Top Domains in Tweet in G2:
[3] thehill.com
[1] twitter.com

Top Domains in Tweet in G3:
[44] twitter.com
[12] thehill.com
[11] careerarc.com
[10] co.uk
[7] linkedin.com
[6] hardinscientific.com
[6] indiatimes.com
[4] facebook.com
[4] themarketsdaily.com
[4] dakotafinancialnews.com

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

Top Domains in Tweet in G6:
[5] twinybots.ch
[4] nytimes.com
[4] analyticsinsight.net
[3] autome.me
[3] gigabitmagazine.com
[2] openaccessgovernment.org
[2] twitter.com
[2] cnet.com
[1] latimes.com
[1] sinnfein.ie

Top Domains in Tweet in G7:
[1] twitter.com
[1] today.com
[1] trib.al
[1] msnbc.com

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

Top Domains in Tweet in G9:
[2] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[275] healthcare
[216] covid19
[54] coronavirus
[52] reopenamerica
[46] infrastructure
[42] nc11
[38] sindh
[38] balochistan
[38] punjab
[38] kpk



Top Hashtags in Tweet in G1:
[3] covid19

Top Hashtags in Tweet in G2:
[12] trump
[12] fda
[12] billgates
[1] mog
[1] thepeoplesbailout

Top Hashtags in Tweet in G3:
[70] healthcare
[18] covid19
[15] health
[10] coronavirus
[7] covidー19
[6] lockdown
[5] doctors
[5] ai
[5] covid
[5] healthcareheroes

Top Hashtags in Tweet in G5:
[1] eyeongovernancereforms
[1] covid

Top Hashtags in Tweet in G6:
[36] healthcare
[16] ai
[11] healthtech
[10] artificialintelligence
[9] bigdata
[7] machinelearning
[7] cybersecurity
[7] fintech
[7] iot
[7] coronavirus

Top Hashtags in Tweet in G7:
[2] getmeppe
[2] medicareforall
[2] control
[2] cope
[1] obamacommencement
[1] berniecomeback
[1] freenoworkforall
[1] detect

Top Hashtags in Tweet in G8:
[2] nc11

Top Hashtags in Tweet in G9:
[51] healthcare
[45] infrastructure
[6] covid
[1] invest
[1] health

Top Words
Top Words in Tweet in Entire Graph:
[5631] Words in Sentiment List#1: Positive
[4386] Words in Sentiment List#2: Negative
[32] Words in Sentiment List#3: Angry/Violent
[131610] Non-categorized Words
[141628] Total Words
[4031] healthcare
[1018] workers
[782] professionals
[758] very
[714] belgium

Top Words in Tweet in G1:
[661] healthcare
[659] dr2nisreenalwan
[659] professionals
[659] belgium
[658] wow
[658] powerful
[658] very
[658] sad
[658] turning
[658] backs

Top Words in Tweet in G2:
[365] jets
[364] _sjpeace_
[358] healthcare
[347] bill
[347] flying
[346] cities
[346] workers
[346] 000
[345] dr
[345] miller

Top Words in Tweet in G3:
[288] healthcare
[70] #healthcare
[69] workers
[42] covid
[41] health
[40] 19
[32] more
[27] people
[26] system
[26] care

Top Words in Tweet in G4:
[232] people
[231] mortality
[231] rate
[231] young
[231] healthy
[231] tiny
[231] over
[231] 70s
[231] little
[231] reason

Top Words in Tweet in G5:
[124] mhdksafa
[124] society
[123] took
[123] pandemic
[123] world
[123] finally
[123] understand
[123] oil
[123] worthless
[123] without

Top Words in Tweet in G6:
[36] #healthcare
[16] #ai
[12] healthcare
[11] #healthtech
[10] #artificialintelligence
[9] #bigdata
[8] workers
[8] drjdrooghaag
[7] #machinelearning
[7] #cybersecurity

Top Words in Tweet in G7:
[131] healthcare
[94] joebiden
[70] vote
[69] president
[69] trying
[68] aca
[67] jillwinebanks
[67] instead
[67] abolish
[24] discusses

Top Words in Tweet in G8:
[137] healthcare
[113] one
[111] workers
[109] unemployed
[109] asked
[108] brianschatz
[108] people
[107] know
[107] lot
[107] see

Top Words in Tweet in G9:
[67] healthcare
[63] bmc
[63] sitting
[63] cash
[63] 80
[63] 000
[63] crore
[63] mumbai
[63] brink
[63] collapse

Top Words in Tweet in G10:
[115] government
[109] healthcare
[106] means
[106] nothing
[106] spent
[106] week
[106] talking
[106] freezing
[105] liamyoung
[105] wor

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[918] healthcare,workers
[758] healthcare,professionals
[690] professionals,belgium
[671] very,sad
[671] backs,pm
[670] wow,powerful
[670] powerful,very
[670] sad,healthcare
[670] belgium,turning
[670] turning,backs

Top Word Pairs in Tweet in G1:
[659] healthcare,professionals
[658] wow,powerful
[658] powerful,very
[658] very,sad
[658] sad,healthcare
[658] professionals,belgium
[658] belgium,turning
[658] turning,backs
[658] backs,pm
[658] pm,arrives

Top Word Pairs in Tweet in G2:
[346] healthcare,workers
[345] dr,bill
[345] bill,miller
[345] miller,flying
[345] flying,blue
[345] blue,jets
[345] jets,cities
[345] cities,support
[345] support,healthcare
[345] workers,cost

Top Word Pairs in Tweet in G3:
[53] healthcare,workers
[36] covid,19
[16] healthcare,system
[11] healthcare,services
[10] free,healthcare
[8] beautiful,thing
[8] amn,healthcare
[8] q2,2020
[7] coronavirus,testing
[7] 2020,earnings

Top Word Pairs in Tweet in G4:
[231] mortality,rate
[231] rate,young
[231] young,healthy
[231] healthy,people
[231] people,tiny
[231] tiny,over
[231] over,70s
[231] 70s,little
[231] little,reason
[231] reason,panic

Top Word Pairs in Tweet in G5:
[123] took,pandemic
[123] pandemic,world
[123] world,finally
[123] finally,understand
[123] understand,oil
[123] oil,worthless
[123] worthless,society
[123] society,without
[123] without,consumption
[122] mhdksafa,took

Top Word Pairs in Tweet in G6:
[7] #healthcare,workers
[6] covid,19
[6] #artificialintelligence,#healthtech
[5] #healthcare,#health
[4] victoria,shannon
[4] shannon,#bigdata
[4] #bigdata,#healthcare
[4] #healthcare,#who
[4] #who,#europe
[4] #europe,#mattdamon

Top Word Pairs in Tweet in G7:
[67] vote,joebiden
[67] joebiden,aca
[67] aca,instead
[67] instead,president
[67] president,trying
[67] trying,abolish
[67] abolish,healthcare
[66] jillwinebanks,vote
[21] healthcare,plan
[20] joebiden,asked

Top Word Pairs in Tweet in G8:
[111] healthcare,workers
[107] know,lot
[107] lot,unemployed
[107] unemployed,people
[107] people,healthcare
[107] workers,one
[107] one,asked
[107] asked,see
[106] brianschatz,know
[106] see,milit

Top Word Pairs in Tweet in G9:
[63] bmc,sitting
[63] sitting,cash
[63] cash,80
[63] 80,000
[63] 000,crore
[63] crore,mumbai
[63] mumbai,healthcare
[63] healthcare,brink
[63] brink,collapse
[63] collapse,joke

Top Word Pairs in Tweet in G10:
[106] means,nothing
[106] nothing,government
[106] government,spent
[106] spent,week
[106] week,talking
[106] talking,freezing
[106] freezing,healthcare
[105] liamyoung,means
[105] healthcare,wor
[9] knew,government

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@wthrcom
@cbsnews
@molratty
@trussliz
@nbcnews
@nytimes
@msnbc
@barackobama
@coreysdigs

Top Replied-To in G1:
@dr2nisreenalwan

Top Replied-To in G2:
@_sjpeace_

Top Replied-To in G4:
@bravesir
@profkarolsikora

Top Replied-To in G5:
@beauwillimon
@oliverberlau
@usmchardfun
@drsimonashworth

Top Replied-To in G6:
@cryptocurrentl4
@achyutaghosh

Top Replied-To in G7:
@barackobama
@stevt42069
@official_natew
@camcamdamn
@joebiden
@labyrinthweaver
@jillwinebanks
@berniesanders
@kathy_7
@wilsonturner11

Top Replied-To in G8:
@brianschatz

Top Mentioned
Top Mentioned in Entire Graph:
@dr2nisreenalwan
@_sjpeace_
@profkarolsikora
@mhdksafa
@brianschatz
@liamyoung
@joebiden
@nursingnotesuk
@slaviclady88
@jillwinebanks

Top Mentioned in G1:
@dr2nisreenalwan
@claireallan

Top Mentioned in G2:
@_sjpeace_
@mog7546
@dr2nisreenalwan
@ohnoshetwitnt
@mendoza4az
@slaviclady88
@deedee33955
@julien__cohen
@dougducey

Top Mentioned in G3:
@debugliesnews
@writinggifts
@scdesk
@indianswithinc
@kxeq6l6drnbweej
@frizertizer
@ambuehl_toni
@srcchat

Top Mentioned in G4:
@profkarolsikora
@mattporter_pdc
@officialpdc
@mbarenaberlin

Top Mentioned in G5:
@mhdksafa
@beauwillimon
@marthakarua
@maskani254
@_sjpeace_
@brianschatz
@markhertling
@dr2nisreenalwan
@pastryplate
@drcherylllp

Top Mentioned in G6:
@drjdrooghaag
@frronconi
@ronald_vanloon
@digitalcloudgal
@spirosmargaris
@mvollmer1
@haroldsinnott
@digitaltrends
@antgrasso
@johnnosta

Top Mentioned in G7:
@joebiden
@jillwinebanks
@thelastword
@berniesanders
@physgrassroots
@barackobama
@colmorrisdavis
@mhdksafa
@joshscampbell
@asharangappa_

Top Mentioned in G8:
@brianschatz
@mmpadellan
@alyssa_milano
@colmorrisdavis
@smartdissent
@_sjpeace_
@xsovietnews
@tom_news2

Top Mentioned in G9:
@indiantweeter
@shamikaravi
@amitmalviya
@nsitharaman

Top Mentioned in G10:
@liamyoung
@wisheart12
@dr2nisreenalwan
@mhdksafa
@brianschatz

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@jornalistavitor
@americanair
@pairsonnalitesu
@alhanda
@monicasloves
@dailypoliticaln
@dakotafinancial
@chidambara09
@independent

Top Tweeters in G1:
@talkintou
@lacunalingua
@tusk8rman
@aschiwassayin
@nikhil_p_b
@mconway70
@reen_hottest
@yaminivalli_01
@ks_1968
@thebeerjunkie

Top Tweeters in G2:
@mog7546
@michelejeanson1
@peacepox
@masondonttweet
@wesleyl10
@bonnievee2017
@lotraineh
@kernow4corbyn
@aliadair22
@jay1972jay

Top Tweeters in G3:
@pairsonnalitesu
@dailypoliticaln
@dakotafinancial
@ratingsnetwork
@stocknewstimes
@themarketsdaily
@boersende
@enterpriseleade
@yagbebi
@benzingamedia

Top Tweeters in G4:
@bizitalk
@scorpiotiger77
@britom1947
@tangroy17
@stephenh61
@andyrv1960
@robbo1992x
@sheathcote972
@lindsaypuppyd
@gerhardluckhoff

Top Tweeters in G5:
@habbradley
@nihaustin
@deepvard
@macjuanma
@petermccue1
@i_aim_tyga
@pastryplate
@hlthiskrieger
@peaceonwards
@sheilalmaina

Top Tweeters in G6:
@chidambara09
@evankirstel
@iam__network
@nicochan33
@akwyz
@gvalan
@drumeshprabhu
@2601manish
@meghanmbiro
@cnet

Top Tweeters in G7:
@billieo2
@notcomey
@passarelliallan
@persiankittenz
@kat223
@bofflespoffle
@classicmp
@enidlogan
@pinewoodsdojo
@melpricehb

Top Tweeters in G8:
@reneevoicebrand
@pauldramone
@flightbomb
@cecalli_helper
@smartdissent
@suki3hunna
@tom_news2
@ldytaz1999
@xsovietnews
@espence00496851

Top Tweeters in G9:
@upma23
@indiantweeter
@ashokramsingh
@gautamkotwal81
@ayushvishwanat1
@gurucharan2703
@outthinker83
@lnair123
@archtomy
@manojrunjhun

Top Tweeters in G10:
@charliefellows_
@lottieshed
@he8ra
@odonnelleleanor
@dinogoldie
@scholarshipcntr
@kathimmel
@rand0mb1tsuk
@cerrytheberry
@mcshmoopy


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