market research, Twitter, 4/10/2020 2:57:08 PM, 224746


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market research_2020-04-10_03-53-25.xlsx
market research_2020-04-10_03-53-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 10, 2020
Short Description:
market research via NodeXL https://bit.ly/2y7URAU
@m_lekhi
@ariful7079
@realdonaldtrump
@kemri_kenya
@marcmooney10
@ronrowden2
@cnn
@joebiden
@berniesanders
@breitbartnews

Top hashtags:
#coronavirus
#marketresearch
#covid19
#research
#asdreports
#market
#mrx

Description:
Description
The graph represents a network of 4,596 Twitter users whose tweets in the requested range contained "market research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 10 April 2020 at 10:55 UTC.

The requested start date was Friday, 10 April 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, 19-hour, 11-minute period from Wednesday, 08 April 2020 at 04:49 UTC to Friday, 10 April 2020 at 00:00 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 : 4596
Unique Edges : 4275
Edges With Duplicates : 1765
Total Edges : 6040
Number of Edge Types : 4
Mentions : 837
Tweet : 2543
Replies to : 452
MentionsInRetweet : 2208
Self-Loops : 2543
Reciprocated Vertex Pair Ratio : 0.0164034021871203
Reciprocated Edge Ratio : 0.0322773460848775
Connected Components : 1670
Single-Vertex Connected Components : 984
Maximum Vertices in a Connected Component : 716
Maximum Edges in a Connected Component : 716
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.08805
Graph Density : 0.000158438382810998
Modularity : 0.630844
NodeXL Version : 1.0.1.430
Data Import : The graph represents a network of 4,596 Twitter users whose tweets in the requested range contained "market research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 10 April 2020 at 10:55 UTC.

The requested start date was Friday, 10 April 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, 19-hour, 11-minute period from Wednesday, 08 April 2020 at 04:49 UTC to Friday, 10 April 2020 at 00:00 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 : market research
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:
[27] https://www.fiverr.com/ariful7079/do-market-research-and-find-contact-email-address
[19] https://www.fiverr.com/s2/f37d4441bd
[13] https://www.researchandmarkets.com/
[10] https://www.realtor.com/research/initial-impact-covid-19-housing-market/
[10] https://www.forex.com/en-us/market-analysis/latest-research/triple-whammy-for-usdcad-tomorrow/
[10] https://lplresearch.com/2020/04/08/market-update-wed-apr-8-2020-lpl-financial-research/
[9] https://twinybots.ch/
[9] https://lplresearch.com/2020/04/09/market-update-thurs-apr-9-2020-lpl-financial-research/
[9] https://www.chicagobooth.edu/research/rustandy/blog/2020/labor-market-impacts-from-covid19
[9] https://unherd.com/2018/06/government-agency-made-silicon-valley/

Top URLs in Tweet in G1:
[13] https://www.researchandmarkets.com/
[10] https://lplresearch.com/2020/04/08/market-update-wed-apr-8-2020-lpl-financial-research/
[9] https://twinybots.ch/
[6] https://lplresearch.com/2020/04/09/market-update-thurs-apr-9-2020-lpl-financial-research/
[5] https://instars.com/
[4] https://marketresearch.biz/
[4] https://www.rics.org/globalassets/rics-website/media/knowledge/research/market-surveys/uk-residential-market-survey-march-2020.pdf
[4] https://www.realtor.com/research/initial-impact-covid-19-housing-market/
[3] https://lovestats.wordpress.com/2020/01/26/2020-market-research-conference-speaker-gender-tracker-mrx-newmr/
[3] http://www.james-scholes.com/how-to-do-market-research/

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1247580448915517442

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1247755627385913344

Top URLs in Tweet in G4:
[27] https://www.fiverr.com/ariful7079/do-market-research-and-find-contact-email-address
[1] https://twitter.com/i/web/status/1248384585072705539
[1] https://twitter.com/i/web/status/1248377775964057607
[1] https://twitter.com/i/web/status/1248328214751014913
[1] https://www.ibisworld.com/united-states/market-research-reports/information-sector/
[1] https://twitter.com/i/web/status/1248279624959832064
[1] https://twitter.com/i/web/status/1247976066271956993
[1] https://twitter.com/i/web/status/1248268439820677120
[1] https://twitter.com/i/web/status/1248200812007997443
[1] https://twitter.com/i/web/status/1248133630922076161

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1248310037405188096
[1] https://twitter.com/i/web/status/1248269962726313985
[1] https://twitter.com/i/web/status/1248221364726759424
[1] https://twitter.com/i/web/status/1248147652270788609
[1] https://twitter.com/i/web/status/1248099012558741506
[1] https://twitter.com/i/web/status/1248072958444285952
[1] https://twitter.com/i/web/status/1248092116724723713
[1] https://twitter.com/i/web/status/1248057560252342272
[1] https://twitter.com/i/web/status/1248060586656772102
[1] https://twitter.com/i/web/status/1248055953154609154

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1248073088090214406

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1248085726752694273
[1] https://twitter.com/i/web/status/1247900215358550017
[1] https://twitter.com/i/web/status/1242131831442604033
[1] http://spr.ly/60111aabV
[1] https://twitter.com/i/web/status/1244653365239349253
[1] https://www.gold.org/goldhub/research/market-primer/central-banks
[1] https://www.gold.org/goldhub/gold-focus/2020/03/india-gold-market-february-strong-inflows-gold-etf-amid-weak-consumer
[1] https://www.gold.org/goldhub/gold-focus/2020/03/china-gold-market-february-physical-demand-down-safe-haven-demand
[1] https://twitter.com/i/web/status/1248158899313741824
[1] https://twitter.com/i/web/status/1247789323669233666

Top URLs in Tweet in G8:
[1] https://www.reportconsultant.com/reports/Global-Measles-Diagnostic-Testing-Market-Professional-Survey-Research-Report-20202028-60207
[1] https://www.reportconsultant.com/reports/Global-Healthcare-Payer-Care-Management-Market-Research-Report-2020-2028-60287
[1] https://www.reportconsultant.com/reports/Global-Dicaprylyl-Ether-Market-Professional-Survey-Research-Report-2020-2028-60248
[1] https://www.reportconsultant.com/reports/Global-ENT-Bronchoscopy-Market-Professional-Survey-Research-Report-20202028-60249
[1] https://www.reportconsultant.com/reports/Global-Bag-valve-mask-Market-Professional-Survey-Research-Report-20202028-60251
[1] https://www.reportconsultant.com/reports/Global-Body-Sculpting-Market-Research-Report-2020-2028-60298
[1] https://www.reportconsultant.com/reports/Global-Pregnancy-Test-Kit-Market-Research-Report-20202028-60202
[1] https://www.reportconsultant.com/reports/Global-Plaquenil-Drug-Market-Research-Report-2020-2028-60286
[1] https://www.reportconsultant.com/reports/Global-Virology-Market-Professional-Survey-Research-Report-20202028-60231
[1] https://www.reportconsultant.com/reports/Global-Surgical-Incision-Closure-Market-Professional-Survey-Research-Report-20202028-60252

Top URLs in Tweet in G9:
[1] https://www.youtube.com/watch?v=sSjEJ3QDugw&t=651s&hs_social=twitter&hs_profile=nar_research&hs_sid=eb7efee4-4f24-49e1-8e7c-f62373a7d547

[1] https://www.nar.realtor/reports/state-employment-monitor?hs_social=facebook&hs_profile=nar%20research&hs_sid=4b988245-b412-49cf-8116-83389feccfaa
[1] https://www.nar.realtor/newsroom/with-a-spring-real-estate-slowdown-expected-nar-survey-finds-many-realtors-hopeful-for-post-pandemic?hs_social=facebook&hs_profile=nar%20research&hs_sid=48fe57b0-8524-4ac5-ae15-40b2ae174d03
[1] https://www.nar.realtor/blogs/economists-outlook/outlook-for-multifamily-market-financing?hs_social=twitter&hs_profile=nar_research&hs_sid=f2943d4e-78cc-4c29-b1e7-8e1b7668654d
[1] https://twitter.com/NAR_Research/status/1248236585885327360
[1] https://www.nar.realtor/research-and-statistics/research-reports/weekly-housing-market-monitor#.Xo8romVrpNg.twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[1666] twitter.com
[141] asdreports.com
[104] wordpress.com
[81] co.uk
[75] google.com
[70] fiverr.com
[49] forex.com
[39] tifia.com
[33] business.blog
[32] cbinsights.com

Top Domains in Tweet in G1:
[943] twitter.com
[99] asdreports.com
[94] wordpress.com
[71] co.uk
[71] google.com
[39] tifia.com
[33] business.blog
[22] twitdoc.com
[18] lplresearch.com
[16] blogspot.com

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

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

Top Domains in Tweet in G4:
[33] fiverr.com
[17] twitter.com
[1] ibisworld.com

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

Top Domains in Tweet in G6:
[1] twitter.com

Top Domains in Tweet in G7:
[8] twitter.com
[3] gold.org
[1] spr.ly

Top Domains in Tweet in G8:
[10] reportconsultant.com

Top Domains in Tweet in G9:
[4] nar.realtor
[1] youtube.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[130] coronavirus
[105] marketresearch
[77] covid19
[66] research
[55] asdreports
[39] market
[28] mrx
[27] automotive
[27] medicaldevices
[25] stocks



Top Hashtags in Tweet in G1:
[92] marketresearch
[55] asdreports
[27] research
[24] automotive
[23] medicaldevices
[22] lifescience
[22] biotechnology
[20] marketresearchreport
[20] marketintelligence
[19] coronavirus

Top Hashtags in Tweet in G3:
[87] coronavirus
[1] covid19
[1] komeshacorona

Top Hashtags in Tweet in G7:
[5] gold
[3] goldhub
[2] goldetfs
[2] coronavirus

Top Hashtags in Tweet in G8:
[4] health
[3] healthcare
[2] medicareforall
[2] medicalequipment
[2] medicaldevices
[1] diagnostics
[1] testing
[1] chemical
[1] cosmetic
[1] skincare

Top Words
Top Words in Tweet in Entire Graph:
[2176] Words in Sentiment List#1: Positive
[1094] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[94612] Non-categorized Words
[97882] Total Words
[3924] market
[3280] research
[1070] industry
[750] 20
[748] contact

Top Words in Tweet in G1:
[1700] market
[1204] research
[465] global
[431] report
[406] 2020
[284] analysis
[278] 2025
[242] forecast
[242] industry
[241] growth

Top Words in Tweet in G2:
[717] 000
[717] pcs
[716] market
[716] research
[716] availability
[716] ppe
[716] industry
[716] buying
[716] 20
[716] contact

Top Words in Tweet in G3:
[97] lab
[97] scientists
[97] kenya
[97] medical
[97] research
[97] institute
[97] making
[97] virus
[97] transport
[97] media

Top Words in Tweet in G4:
[45] research
[43] market
[27] exclusive
[27] service
[14] cnn
[7] joebiden
[7] find
[6] check
[6] gig
[6] fiverr

Top Words in Tweet in G5:
[13] realdonaldtrump
[8] research
[5] epochtimes
[5] cernovich
[4] virus
[4] market
[4] ericrweinstein
[3] jessematchey
[3] maxniederhofer
[3] ok

Top Words in Tweet in G6:
[54] partner
[54] venture
[54] lung
[54] biotechnology
[54] subsidiary
[54] united
[54] therapeutics
[54] market
[53] value
[52] western2a

Top Words in Tweet in G7:
[38] market
[35] research
[33] china
[30] gold
[16] blog
[16] bull
[14] ray
[14] jia
[13] very
[13] good

Top Words in Tweet in G8:
[10] market
[10] players
[10] know
[10] more
[7] leading
[4] demand
[4] #health
[4] key
[3] huge
[3] #healthcare

Top Words in Tweet in G9:
[31] market
[26] nar_research
[26] estate
[26] realtors
[26] rebound
[25] pandemic
[24] spring
[24] slowdown
[24] expected
[24] nar

Top Words in Tweet in G10:
[26] swarmz
[26] put
[26] gage
[26] throat
[26] live
[26] american
[26] babe
[26] whine
[26] market
[26] research

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1673] market,research
[719] 000,pcs
[718] research,availability
[718] availability,ppe
[718] ppe,industry
[718] industry,buying
[718] buying,20
[718] 20,000
[718] pcs,contact
[717] contact,person

Top Word Pairs in Tweet in G1:
[484] market,research
[336] research,report
[126] 2020,2025
[118] market,size
[105] market,2020
[60] grand,view
[59] market,analysis
[56] report,2020
[55] covid,19
[55] 2025,into_research

Top Word Pairs in Tweet in G2:
[717] 000,pcs
[716] market,research
[716] research,availability
[716] availability,ppe
[716] ppe,industry
[716] industry,buying
[716] buying,20
[716] 20,000
[716] pcs,contact
[716] contact,person

Top Word Pairs in Tweet in G3:
[97] lab,scientists
[97] scientists,kenya
[97] kenya,medical
[97] medical,research
[97] research,institute
[97] institute,making
[97] making,virus
[97] virus,transport
[97] transport,media
[87] media,#coronavirus

Top Word Pairs in Tweet in G4:
[34] market,research
[27] exclusive,market
[27] research,service
[6] check,gig
[6] gig,fiverr
[6] fiverr,market
[6] research,find
[6] find,contact
[6] contact,email
[6] email,address

Top Word Pairs in Tweet in G5:
[3] cernovich,maxniederhofer
[3] ericrweinstein,epochtimes
[2] cjohnson999,cernovich
[2] maxniederhofer,jessematchey
[2] jessematchey,ericrweinstein
[2] epochtimes,following
[2] following,virus
[2] agedhag,lrihendry
[2] lrihendry,realdonaldtrump
[2] bill,gates

Top Word Pairs in Tweet in G6:
[54] partner,venture
[54] venture,lung
[54] lung,biotechnology
[54] biotechnology,subsidiary
[54] subsidiary,united
[54] united,therapeutics
[54] therapeutics,market
[53] market,value
[52] western2a,partner

Top Word Pairs in Tweet in G7:
[16] gold,market
[14] ray,jia
[13] very,good
[13] good,blog
[13] blog,research
[13] research,colleague
[13] colleague,ray
[13] jia,based
[13] based,china
[13] china,examining

Top Word Pairs in Tweet in G8:
[10] know,more
[6] market,leading
[6] leading,players
[4] key,players
[3] soaring,demand
[2] #medicareforall,#health
[2] market,key
[2] #medicalequipment,#medicaldevices
[2] #medicaldevices,#healthcare
[2] #healthcare,know

Top Word Pairs in Tweet in G9:
[26] market,rebound
[24] spring,estate
[24] estate,slowdown
[24] slowdown,expected
[24] expected,nar
[24] nar,survey
[24] survey,finds
[24] finds,many
[24] many,realtors
[24] realtors,hopeful

Top Word Pairs in Tweet in G10:
[26] swarmz,put
[26] put,gage
[26] gage,throat
[26] throat,live
[26] live,american
[26] american,babe
[26] babe,whine
[26] whine,market
[26] market,research
[26] research,whatsoever

Top Replied-To
Top Replied-To in Entire Graph:
@adamhousley
@steve_bromley
@cnn
@realdonaldtrump
@nypost
@joebiden
@btsdontcare
@paulg
@clantro
@seanhannity

Top Replied-To in G1:
@daumcommercial

Top Replied-To in G2:
@arvindkejriwal

Top Replied-To in G4:
@cnn
@nypost
@joebiden
@dloesch
@realdonaldtrump
@myopinions93
@trumpdog1
@edward_tech
@skynews
@breitbartnews

Top Replied-To in G5:
@realdonaldtrump
@agedhag
@foxnews
@cbrentwalker
@clara06005178
@ericrweinstein
@learnplaylist
@cjohnson999
@mendaz_
@oann

Top Replied-To in G9:
@nar_research

Top Mentioned
Top Mentioned in Entire Graph:
@m_lekhi
@kemri_kenya
@into_research
@western2a
@forexcom
@andrewldn_
@nar_research
@gitmncom
@ricsnews
@cbinsights

Top Mentioned in G1:
@into_research
@fintechzoom
@gfaccord
@bigmarketreport
@ukspa
@ingressivecap
@bestofexperts
@eastandpartners
@mydryrun
@csilmilano

Top Mentioned in G2:
@m_lekhi

Top Mentioned in G3:
@kemri_kenya
@whokenya
@moh_kenya

Top Mentioned in G4:
@cnn
@joebiden
@berniesanders
@y2kbakura
@eugenehowardco2
@sorrya2
@emenoguwoe2020
@eswashburn64
@rcarr57
@elwood4prez

Top Mentioned in G5:
@realdonaldtrump
@epochtimes
@cernovich
@jessematchey
@maxniederhofer
@ericrweinstein
@bbcworld
@lrihendry
@sharylattkisson
@oann

Top Mentioned in G6:
@western2a

Top Mentioned in G7:
@jreade_wgc
@goldcouncil
@marktobyrne
@goldcore
@igtv
@cfaresearchfndn
@liviofilice
@jcartigas_wgc
@adammayers_pf
@todd_murphy1

Top Mentioned in G8:
@medtronic
@novartis
@genomicapps
@beckmancoulter
@sequenomlabs
@seracare
@cognizant
@allscripts
@tcshealthcare
@basf

Top Mentioned in G9:
@nar_research
@jessicalautz
@glvar

Top Mentioned in G10:
@andrewldn_

Top Tweeters
Top Tweeters in Entire Graph:
@xboxsupport
@cryptotraderpro
@market_screener
@sectest9
@detikcom
@robinsnewswire
@engineersday
@united
@dailypoliticaln
@innovativehindu

Top Tweeters in G1:
@market_screener
@detikcom
@robinsnewswire
@engineersday
@dailypoliticaln
@midetimes
@storminvestor
@politicalhedge
@pairsonnalitesn
@stocknewstimes

Top Tweeters in G2:
@innovativehindu
@ibhagwa_n
@atlantesindia
@avinash_mailme
@samir_patil
@gurujeegayabh
@neergopal
@sunilsharma_jmu
@seetharamakota3
@sandeep21031983

Top Tweeters in G3:
@mwirigi
@africaupdates
@kalex254
@pjames870
@dani_bella_rina
@philipogola
@larrykipz
@juliusmaithya2
@anantbhan
@itsmutai

Top Tweeters in G4:
@dcexaminer
@skynews
@therickwilson
@nypost
@rcarr57
@cnn
@nbcnews
@lovelygigi33
@dloesch
@noltenc

Top Tweeters in G5:
@foxnews
@lrihendry
@bbcworld
@cnni
@epochtimes
@breitbartnews
@oann
@foxandfriends
@cernovich
@pcgallagher17

Top Tweeters in G6:
@miltonespinozaf
@janiek13
@robertrokdawg
@worldgoneweirde
@chass2008
@mdwehbie
@dundeeborn69
@roberts2350
@andrefrato
@brenro4

Top Tweeters in G7:
@viriyabot
@sufiy
@kirillklip
@freegolds
@tnr_gold
@goldcore
@metalsdaily
@marktobyrne
@cellarpolitics
@landbankturkey

Top Tweeters in G8:
@cognizant
@tcshealthcare
@boehringer
@novartis
@proctergamble
@basf
@teva
@allscripts
@medline
@piramalgroup

Top Tweeters in G9:
@rebogateway
@ocreal_estate
@nikkiehaley
@nar_research
@pytprotect
@resfirstcapital
@narmedia
@jessicalautz
@tcarnmrealtors
@ttialdorealtor

Top Tweeters in G10:
@goochybag
@bundleofjess
@mikezafc_
@remelrossco
@_lizturay
@staceychooch
@chrysshotya
@oddchild_4
@its_barkayy
@zeelovee_x


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