market research, Twitter, 2/28/2020 5:28:51 AM, 222058


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market research_2020-02-27_19-35-51.xlsx
market research_2020-02-27_19-35-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 28, 2020
Short Description:
market research via NodeXL http://bit.ly/2T80hDG
@sb19alexa
@dunkinph
@michaelbatnick
@samstein
@trinityresists
@ferruccioresta
@realdonaldtrump
@fogle_shane
@cyberdigitaltec
@mikequindazzi

Top hashtags:
#marketresearch
#auspol
#research
#coronavirus
#market
#ai

Description:
Description
The graph represents a network of 5,003 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, 28 February 2020 at 03:37 UTC.

The requested start date was Friday, 28 February 2020 at 01:01 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, 12-hour, 37-minute period from Wednesday, 26 February 2020 at 12:22 UTC to Friday, 28 February 2020 at 01:00 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 : 5003
Unique Edges : 5349
Edges With Duplicates : 1451
Total Edges : 6800
Number of Edge Types : 4
Replies to : 407
Mentions : 935
Tweet : 2505
MentionsInRetweet : 2953
Self-Loops : 2505
Reciprocated Vertex Pair Ratio : 0.0176860722181282
Reciprocated Edge Ratio : 0.0347574221578566
Connected Components : 1931
Single-Vertex Connected Components : 1185
Maximum Vertices in a Connected Component : 393
Maximum Edges in a Connected Component : 785
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 2.151344
Graph Density : 0.000165554405861081
Modularity : 0.68971
NodeXL Version : 1.0.1.425
Data Import : The graph represents a network of 5,003 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, 28 February 2020 at 03:37 UTC.

The requested start date was Friday, 28 February 2020 at 01:01 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, 12-hour, 37-minute period from Wednesday, 26 February 2020 at 12:22 UTC to Friday, 28 February 2020 at 01:00 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:
[16] https://www.goldmoney.com/research/goldmoney-insights/why-a-bear-market-will-lead-to-a-dollar-collapse#.Xlf2Hq6SMOk.twitter
[11] https://www.goldmoney.com/research/goldmoney-insights/why-a-bear-market-will-lead-to-a-dollar-collapse#.XlhPANtUiGE.twitter
[10] https://www.goldmoney.com/research/goldmoney-insights/why-a-bear-market-will-lead-to-a-dollar-collapse
[10] https://www.rateitgreen.com/green-building-community/discussions/sustainable-building-communities/research-u-s-community-solar-market-can-grow-70-times-by-2030/3155
[9] https://www.forex.com/en-us/market-analysis/latest-research/japan-economic-data-will-be-watched-by-everyone/
[9] https://www.fiverr.com/law_terms/write-a-complete-business-plan-for-start-up-55c1
[8] https://store.globaldata.com/report/gdtmt-tr-s243--smart-cities-thematic-research/?utm_source=social&utm_medium=Twitter&utm_campaign=GD_Smart_Cities&utm_nooveride=1
[8] https://www.forex.com/en-us/market-analysis/latest-research/usdcad-to-new-highs-as-oil-tanks/
[8] https://www.forex.com/en-us/market-analysis/latest-research/eurusd-has-quietly-gone-bid-this-week/
[8] https://jobmob.co.il/blog/salary-surveys-guides-calculators/

Top URLs in Tweet in G1:
[5] https://lplresearch.com/2020/02/26/market-update-wed-feb-26-2020-lpl-financial-research/
[4] https://www.business2community.com/strategy/step-by-step-market-research-and-strategy-guide-02287362
[4] https://store.globaldata.com/report/gdtmt-tr-s243--smart-cities-thematic-research/?utm_source=social&utm_medium=Twitter&utm_campaign=GD_Smart_Cities&utm_nooveride=1
[4] https://www.goldmoney.com/research/goldmoney-insights/why-a-bear-market-will-lead-to-a-dollar-collapse
[3] https://www.cbinsights.com/research/latin-america-fintech-drivers/
[3] http://mrdashboard.com/index.php/marketing-analysis-report-structure-for-market-research/
[3] http://www.james-scholes.com/how-to-do-market-research/
[3] https://instars.com/
[3] https://lplresearch.com/2020/02/27/market-update-thurs-feb-27-2020-lpl-financial-research/
[3] https://unjoblist.org/vacancy/?401757

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1232661740971683841

Top URLs in Tweet in G3:
[1] https://twitter.com/trinityresists/status/1232065093891788800?s=21
[1] https://twitter.com/TrinityResists/status/1232065093891788800
[1] https://twitter.com/i/web/status/1232744778422456320

Top URLs in Tweet in G4:
[1] https://www.credit-suisse.com/media/assets/corporate/docs/about-us/research/publications/credit-suisse-global-investment-returns-yearbook-2020-summary-edition.pdf

Top URLs in Tweet in G5:
[2] https://www.usaid.gov/node/349421
[1] https://twitter.com/i/web/status/1233179445038604288
[1] https://twitter.com/i/web/status/1233061979763494923
[1] https://twitter.com/i/web/status/1233061146648813570
[1] https://twitter.com/i/web/status/1233061181658730498
[1] https://twitter.com/i/web/status/1233061214747582465
[1] https://twitter.com/i/web/status/1233061272939311104
[1] https://twitter.com/i/web/status/1233061338353750017
[1] https://twitter.com/i/web/status/1233144098007265280
[1] https://twitter.com/i/web/status/1233142294729154560

Top URLs in Tweet in G6:
[2] https://newsparent.com/global-gdpr-services-market-research-clinical-study-and-business-guidelines-till-2024/
[1] https://twitter.com/i/web/status/1233186121456054273
[1] https://twitter.com/i/web/status/1232989809884487680
[1] https://twitter.com/i/web/status/1232918651671601152
[1] https://twitter.com/i/web/status/1232908015814180865
[1] https://twitter.com/i/web/status/1232914774947762177
[1] https://www.avanade.com/en/media-center/press-releases/ready-by-design-executive-research?utm_source=twitter&utm_medium=social-share-side&utm_campaign=web
[1] https://www.constellationr.com/research/constellation-shortlist-configure-price-quote-cpq-6
[1] https://www.avanade.com/en/thinking/ready-by-design/executive-research

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1232830847759179776

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1232804325895942145
[1] https://twitter.com/i/web/status/1232778511515111426
[1] https://twitter.com/i/web/status/1232783746459406336
[1] https://twitter.com/i/web/status/1232783810175131649
[1] https://twitter.com/i/web/status/1232783887329374210
[1] https://twitter.com/i/web/status/1232783943520411650
[1] https://twitter.com/i/web/status/1232783990807056388
[1] https://twitter.com/i/web/status/1232784211041538049
[1] https://twitter.com/i/web/status/1232784301604921345
[1] https://twitter.com/i/web/status/1232784331875274759

Top URLs in Tweet in G9:
[1] https://twitter.com/i/web/status/1230027883189612545
[1] https://twitter.com/i/web/status/1230027577894559750

Top URLs in Tweet in G10:
[4] https://www.cbre.ca/en/global/research-and-reports/Canada-Market-Outlook-2020
[3] https://www.nreionline.com/industrial-cre-market-study/exclusive-research-keep-trucking
[1] https://www.cbre.us/research-and-reports/US-Office-Cap-Rate-Survey-H2-2019?utm_source=twitter&utm_medium=social&utm_term=9db2090e-2a26-4f62-989a-f2c3ec1a4fc0
[1] https://www.cbre.us/research-and-reports/North-America-Cap-Rate-Survey-H2-2019?utm_source=twitter&utm_medium=social&utm_term=9db2090e-2a26-4f62-989a-f2c3ec1a4fc0
[1] https://www.cbre.com.au/research-reports/australia-real-estate-market-outlook-2020?utm_source=twitter&utm_medium=social&utm_term=a5a0c745-e058-4f4d-b1da-d5cf6e97b0d1
[1] https://www.cbre.com.au/research-reports/australia-real-estate-market-outlook-2020/capital-markets?utm_source=twitter&utm_medium=social&utm_term=3aebe08a-a0dc-4e6b-8036-b807be10c87f
[1] https://www.cbre.com.au/research-reports/australia-real-estate-market-outlook-2020/industrial-and-logistics?utm_source=twitter&utm_medium=social&utm_term=e1aee566-d711-453a-b756-acc54c20c605
[1] https://www.cbre.com.au/research-reports/australia-real-estate-market-outlook-2020/office?utm_source=twitter&utm_medium=social&utm_term=5905f5b6-74aa-47b0-9e95-3e3af0b76c93
[1] https://www.cbre.com.au/research-reports/australia-real-estate-market-outlook-2020/residential?utm_source=twitter&utm_medium=social&utm_term=6b41d8e8-f60f-41d1-a597-3a9c0867aa2a
[1] https://www.cbre.com.au/research-reports/australia-real-estate-market-outlook-2020/hotels?utm_source=twitter&utm_medium=social&utm_term=254511f7-59db-466d-bc29-fced0cb78db0

Top Domains
Top Domains in Tweet in Entire Graph:
[1612] twitter.com
[216] morganstanley.com
[98] marketreportwire.news
[49] forex.com
[49] asdreports.com
[48] whatech.com
[47] co.uk
[45] wordpress.com
[37] goldmoney.com
[36] google.com

Top Domains in Tweet in G1:
[916] twitter.com
[186] morganstanley.com
[98] marketreportwire.news
[45] whatech.com
[32] wordpress.com
[30] co.uk
[26] google.com
[26] tifia.com
[24] asdreports.com
[17] consumerreports.org

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

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

Top Domains in Tweet in G4:
[1] credit-suisse.com

Top Domains in Tweet in G5:
[44] twitter.com
[2] usaid.gov
[1] jhu.edu

Top Domains in Tweet in G6:
[5] twitter.com
[2] avanade.com
[2] newsparent.com
[1] constellationr.com

Top Domains in Tweet in G7:
[1] twitter.com

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

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

Top Domains in Tweet in G10:
[7] com.au
[5] cbre.us
[4] cbre.ca
[3] nreionline.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[62] marketresearch
[53] auspol
[44] research
[41] coronavirus
[37] market
[28] ai
[23] jobs
[23] cre
[19] depression
[17] marketing



Top Hashtags in Tweet in G1:
[39] marketresearch
[22] research
[21] market
[21] jobs
[14] asdreports
[11] ukjobs
[11] jobsinuk
[9] marketing
[9] coronavirus
[8] investing

Top Hashtags in Tweet in G5:
[2] trumpcrimesyndicate
[1] coronavirus
[1] demdebate

Top Hashtags in Tweet in G6:
[4] innovation
[2] cpq
[1] cloud
[1] cloudnative
[1] polimi
[1] polimi_achievements2017_2019

Top Hashtags in Tweet in G7:
[53] auspol

Top Hashtags in Tweet in G10:
[18] cre
[14] capratesurvey
[10] office
[10] cbreoutlook2020
[1] realestate
[1] report

Top Words
Top Words in Tweet in Entire Graph:
[4637] Words in Sentiment List#1: Positive
[1134] Words in Sentiment List#2: Negative
[8] Words in Sentiment List#3: Angry/Violent
[97604] Non-categorized Words
[103375] Total Words
[3732] market
[3221] research
[548] report
[518] global
[417] business

Top Words in Tweet in G1:
[1562] market
[1365] research
[387] global
[376] report
[250] 2025
[238] insights
[222] 2020
[211] industry
[211] shares
[209] recent

Top Words in Tweet in G2:
[393] wow
[393] thank
[393] dunkinph
[393] trusting
[393] sb19
[393] believe
[393] boys
[393] araneta
[393] ready
[393] market

Top Words in Tweet in G3:
[133] trump
[133] pandemics
[132] samstein
[132] cut
[132] millions
[132] funding
[132] cdc
[132] epidemics
[132] research
[132] disease

Top Words in Tweet in G4:
[107] today
[106] railroads
[106] 63
[106] market
[106] start
[106] 20th
[106] century
[106] less
[106] two
[106] best

Top Words in Tweet in G5:
[28] realdonaldtrump
[23] brand
[16] market
[14] media
[13] upgrade
[13] original
[13] presentation
[13] social
[13] stand
[11] research

Top Words in Tweet in G6:
[24] market
[18] research
[9] inc
[9] growth
[9] pvynckier
[9] share
[8] 2027
[8] industry
[7] data
[7] quantum

Top Words in Tweet in G7:
[107] theausinstitute
[54] market
[54] back
[54] coal
[54] anymore
[54] ebony_bennett
[54] deputy
[54] director
[54] skynewsaust
[53] #auspol

Top Words in Tweet in G8:
[37] wnba
[31] doing
[31] research
[31] market
[30] reach
[29] prospect
[28] franchise
[28] bid
[25] toronto
[24] please

Top Words in Tweet in G9:
[217] business
[146] plans
[73] create
[73] amazing
[73] market
[73] research
[73] financial
[73] both
[73] existing
[71] ahmedwale15

Top Words in Tweet in G10:
[31] market
[22] latest
[21] cbrecapitalmkts
[20] find
[18] more
[18] #cre
[14] #capratesurvey
[14] cbreresearch
[14] cbre
[12] report

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1499] market,research
[393] wow,thank
[393] thank,dunkinph
[393] dunkinph,trusting
[393] trusting,sb19
[393] sb19,believe
[393] believe,boys
[393] boys,araneta
[393] araneta,ready
[393] ready,market

Top Word Pairs in Tweet in G1:
[523] market,research
[286] research,report
[187] health,care
[186] senator,bernie
[186] bernie,sanders
[186] sanders,recent
[186] recent,primary
[186] primary,wins
[186] wins,causing
[186] causing,debate

Top Word Pairs in Tweet in G2:
[393] wow,thank
[393] thank,dunkinph
[393] dunkinph,trusting
[393] trusting,sb19
[393] sb19,believe
[393] believe,boys
[393] boys,araneta
[393] araneta,ready
[393] ready,market
[393] market,research

Top Word Pairs in Tweet in G3:
[132] samstein,trump
[132] trump,cut
[132] cut,millions
[132] millions,funding
[132] funding,cdc
[132] cdc,epidemics
[132] epidemics,pandemics
[132] pandemics,research
[132] research,disease
[132] disease,refused

Top Word Pairs in Tweet in G4:
[106] railroads,63
[106] 63,market
[106] market,start
[106] start,20th
[106] 20th,century
[106] century,less
[106] less,today
[106] today,two
[106] two,best
[105] michaelbatnick,railroads

Top Word Pairs in Tweet in G5:
[13] upgrade,brand
[13] brand,original
[13] original,presentation
[13] presentation,social
[13] social,media
[13] media,stand
[10] stand,brand
[8] stock,market
[7] usa,accounts
[7] accounts,world

Top Word Pairs in Tweet in G6:
[13] market,research
[7] quantum,cryptography
[7] cryptography,solutions
[7] solutions,market
[7] research,report
[7] report,covers
[7] covers,industry
[7] industry,share
[7] share,growth
[7] growth,2017

Top Word Pairs in Tweet in G7:
[54] market,back
[54] back,coal
[54] coal,anymore
[54] anymore,ebony_bennett
[54] ebony_bennett,deputy
[54] deputy,director
[54] director,theausinstitute
[54] theausinstitute,skynewsaust
[53] theausinstitute,market
[53] skynewsaust,#auspol

Top Word Pairs in Tweet in G8:
[31] doing,research
[30] research,wnba
[30] wnba,market
[30] market,reach
[29] reach,prospect
[28] prospect,franchise
[28] franchise,bid
[25] bid,toronto
[23] toronto,please
[23] please,take

Top Word Pairs in Tweet in G9:
[73] create,amazing
[73] amazing,business
[73] business,plans
[73] plans,market
[73] market,research
[73] research,financial
[73] financial,plans
[73] plans,both
[73] both,business
[73] business,existing

Top Word Pairs in Tweet in G10:
[9] strong,market
[9] market,fundamentals
[9] fundamentals,continue
[9] continue,support
[9] support,competitive
[9] competitive,pricing
[9] pricing,#office
[9] #office,properties
[9] properties,find
[9] find,more

Top Replied-To
Top Replied-To in Entire Graph:
@realdonaldtrump
@anandwrites
@frost_sullivan
@molratty
@hfi_research
@wnba
@venturecoinist
@washingtonpost
@marklevinshow
@cedricdeconing

Top Replied-To in G3:
@samstein

Top Replied-To in G5:
@realdonaldtrump
@anandwrites
@cgtnofficial
@flochristal
@senwarren
@cherfan4ever1
@eamonjavers
@cb375hh
@styx666official
@will_lv76

Top Replied-To in G6:
@polimi

Top Replied-To in G8:
@wnba
@bleacherreport
@espn_womenhoop
@rachgall
@omgitsbirdman
@br_nba
@phillywrld
@nbatv
@wnbachicagosky
@fromkurtis

Top Mentioned
Top Mentioned in Entire Graph:
@dunkinph
@sb19alexa
@trinityresists
@samstein
@michaelbatnick
@ahmedwale15
@theausinstitute
@ebony_bennett
@skynewsaust
@forexcom

Top Mentioned in G1:
@into_research
@gfradelos
@processww

Top Mentioned in G2:
@dunkinph
@sb19alexa

Top Mentioned in G3:
@trinityresists
@samstein
@khanoisseur

Top Mentioned in G4:
@michaelbatnick

Top Mentioned in G5:
@realdonaldtrump
@cnn
@cdcgov
@usaid
@anandwrites
@ilhanmn
@jeff66923777
@autumnrainjj
@deciminyan
@andyostroy

Top Mentioned in G6:
@pvynckier
@hadoop_pro
@halechris
@a
@avanadeinc
@fogle_shane
@dhinchcliffe
@avrohomg
@waynesadin
@constellationr

Top Mentioned in G7:
@theausinstitute
@ebony_bennett
@skynewsaust

Top Mentioned in G8:
@wnba
@la_sparks
@sbrondello
@phoenixmercury
@thewinsidr
@drinkbodyarmor
@time
@candace_parker
@nbatv
@twitchesports

Top Mentioned in G9:
@ahmedwale15

Top Mentioned in G10:
@cbrecapitalmkts
@cbreresearch
@cbre
@brianreedcre
@cbreaustralia
@nreionline
@davidbodamer
@cbrecanada
@cbrehotels
@cbreamericas

Top Tweeters
Top Tweeters in Entire Graph:
@americanbanking
@market_screener
@sectest9
@pairsonnalites
@chris_1791
@marcodacostafx
@immoralreport
@atsocialmediauk
@cfinancialnews
@indiegametrends

Top Tweeters in G1:
@americanbanking
@market_screener
@pairsonnalites
@chris_1791
@cfinancialnews
@dakotafinancial
@ecointernetdrgb
@inquirerdotnet
@pairsonnalitesn
@stigmabase

Top Tweeters in G2:
@barbieann2521
@infiredfangirl
@parakaykenji
@bigtasa
@miyaicheese
@ihhsb19
@aurum_ph
@elaiken__sb19
@presidentsejun
@sb19rt36a

Top Tweeters in G3:
@lehigh389
@swirlosquirrel
@empnew
@midusamom
@sooze555
@suemarietta
@the_lady_red
@sammysettanni
@channymackk
@lauramcafee1

Top Tweeters in G4:
@ansisegle
@rocobasilisk
@benedictevans
@aneel
@haydentiff
@2themoonalyce
@bryceweiner
@jiminthecountry
@traderpburns
@robertoagodinez

Top Tweeters in G5:
@bbcsport
@bolanet
@lrihendry
@cnn
@nbcnews
@davidmweissman
@manutdmen
@eveodestruction
@cgtnofficial
@matthewjshow

Top Tweeters in G6:
@ericdemarylebon
@gvalan
@pvynckier
@ronald_vanloon
@mvollmer1
@drjdrooghaag
@glengilmore
@avrohomg
@archonsec
@constellationr

Top Tweeters in G7:
@minhkular
@ochreblue
@noadanioz
@skynewsaust
@lizdolphinfluff
@flipcritic
@screaminkid
@robmax4
@forthleft2
@obrijo

Top Tweeters in G8:
@time
@abc
@ravieb
@bleacherreport
@nbatv
@natehiphophead
@br_nba
@wnba
@espnlosangeles
@rachel__nichols

Top Tweeters in G9:
@rediane57
@ezaleite05
@popthakorn
@haydararslann1
@bim00ladem
@kimtran69
@anwar__iraq
@stupidlicense
@ahmedwale15
@khadma_lik

Top Tweeters in G10:
@rinkumathew
@martimongiello
@cbrecapitalmkts
@judybishop
@nreionline
@richardson_aj
@cbreaustralia
@brianreedcre
@luckshanan_b
@yadiratr48


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