market research, Twitter, 4/3/2020 3:29:12 PM, 224352


FAQ | Problem?

market research_2020-04-03_03-53-26.xlsx
market research_2020-04-03_03-53-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 03, 2020
Short Description:
market research via NodeXL https://bit.ly/2JFonA8
@ihsmarkitfinser
@calsoft_data
@drrueckauf
@antgrasso
@bffgame
@thestartupmento
@dsmeu
@1776americausa
@karamar111
@realdonaldtrump

Top hashtags:
#covid19
#coronavirus
#research
#marketresearch
#mrx
#ai
#market
#ccp

Description:
Description
The graph represents a network of 5,954 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, 03 April 2020 at 10:57 UTC.

The requested start date was Friday, 03 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 3-day, 3-hour, 44-minute period from Monday, 30 March 2020 at 20:16 UTC to Friday, 03 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 : 5954
Unique Edges : 5810
Edges With Duplicates : 1429
Total Edges : 7239
Number of Edge Types : 4
Mentions : 1760
Tweet : 2245
Replies to : 558
MentionsInRetweet : 2676
Self-Loops : 2245
Reciprocated Vertex Pair Ratio : 0.0220338983050847
Reciprocated Edge Ratio : 0.0431177446102819
Connected Components : 1948
Single-Vertex Connected Components : 977
Maximum Vertices in a Connected Component : 239
Maximum Edges in a Connected Component : 346
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.220148
Graph Density : 0.000136101398024307
Modularity : 0.738261
NodeXL Version : 1.0.1.429
Data Import : The graph represents a network of 5,954 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, 03 April 2020 at 10:57 UTC.

The requested start date was Friday, 03 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 3-day, 3-hour, 44-minute period from Monday, 30 March 2020 at 20:16 UTC to Friday, 03 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:
[36] https://video.foxbusiness.com/v/6146517980001/?playlist_id=3166411554001
[20] https://instars.com/
[10] https://www.forex.com/en/market-analysis/latest-research/saudi-arabia-and-russia-throw-cold-oil-on-trumps-tweets/
[9] https://energypolicy.columbia.edu/research/commentary/reconsidering-us-sanctions-policy-amid-coronavirus-crisis-and-oil-market-crash
[9] https://www.growth-hackers.net/conducting-market-research-for-startups/
[8] https://lplresearch.com/2020/04/02/market-update-thurs-apr-2-2020-lpl-financial-research/
[8] https://www.fiverr.com/ariful7079/do-market-research-and-find-contact-email-address
[7] https://lplresearch.com/2020/03/31/market-update-tues-mar-31-2020-lpl-financial-research/
[7] https://on.forex.com/2ylpm6h
[6] https://www.fiverr.com/idea_hub/create-investor-winning-business-plan-market-research-financial-plan?context_referrer=search_gigs&source=main_banner&ref_ctx_id=f9255264-4b21-4b18-b306-0b6e73776e95&pckg_id=1&pos=14&context_type=new&funnel=67a69979-fc4a-478e-ae50-d90a714db42f&seller_online=true

Top URLs in Tweet in G1:
[20] https://instars.com/
[6] https://lplresearch.com/2020/04/02/market-update-thurs-apr-2-2020-lpl-financial-research/
[4] https://www.socialmediaexaminer.com/how-to-use-instagram-stories-for-market-research-5-ideas-for-marketers/
[4] https://lplresearch.com/2020/03/31/market-update-tues-mar-31-2020-lpl-financial-research/
[4] https://www.meiklegroup.com/video-understanding-the-market-situation/
[3] https://bit.ly/2X2Au2t
[3] http://www.arkas.co.uk/news
[3] https://unjoblist.org/vacancy/?403764
[3] https://www.gf-accord.biz
[3] https://www.swissre.com/institute/research/sigma-research/Economic-Insights/covid-19-pandemic-and-market-risks.html

Top URLs in Tweet in G2:
[4] https://www.moneycontrol.com/news/business/moneycontrol-research/covid-19-how-investors-can-put-to-good-use-the-markets-deep-correction-and-the-occasional-bear-market-rally-5089161.html
[1] https://ihsmarkit.com/research-analysis/ihs-markit-daily-global-market-summary--2-april-2020.html?utm_campaign=PC016521&utm_medium=social-network&utm_source=twitter
[1] http://ihsmark.it/F2if50yVUNq
[1] http://ihsmark.it/AAj150yXOMb
[1] http://ihsmark.it/YxaI50z0oi8
[1] http://ihsmark.it/CEt050z12Hu
[1] https://ihsmarkit.com/research-analysis/ihs-markit-daily-global-market-summary--1-april-2020.html?utm_campaign=PC016521&utm_medium=social-network&utm_source=twitter
[1] https://www.moneycontrol.com/news/business/markets/brokers-bullish-on-these-7-bharti-airtel-cochin-shipyard-indusind-bank-jk-paper-larsen-toubro-lt-v-guard-industriesstocks-despite-market-uncertainty-5091381.html

Top URLs in Tweet in G3:
[4] http://tweetedtimes.com/v/2114
[1] https://twitter.com/i/web/status/1245201107405516803
[1] http://www.quirks.com/
[1] https://www.quirks.com/articles/covid-19-information-and-resources-part-2
[1] http://tweetedtimes.com/v/2115
[1] https://www.newindianexpress.com/business/2020/mar/31/indian-e-commerce-sector-to-lose-usd-600-million-in-next-two-weeks-market-research-firm-forrester-2123749.html

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1245851774751092743
[1] https://twitter.com/i/web/status/1245833424155242496
[1] https://twitter.com/i/web/status/1245837843382939650
[1] https://twitter.com/i/web/status/1245829608634748928
[1] https://twitter.com/i/web/status/1245824724849938432
[1] https://www.rollcall.com/2020/03/26/army-lab-fights-coronavirus-and-its-own-demons/?fbclid=IwAR2Mfst1UAZHjKTArIoFudIsfqyY-35-jy3nlCnZxHKJJZPHBSKmAU-8wdY
[1] https://twitter.com/i/web/status/1245748072828801026
[1] https://www.marketwatch.com/story/us-alcohol-sales-spike-during-coronavirus-outbreak-2020-04-01?reflink=mw_share_twitter
[1] https://www.thetimes.co.uk/article/coronavirus-bingeing-britons-buy-20-per-cent-more-alcohol-for-lockdown-njh6jn55q
[1] https://www.latimes.com/science/sciencenow/la-xpm-2014-mar-19-la-sci-sn-medical-conspiracies-study-20140319-story.html

Top URLs in Tweet in G5:
[10] https://www.forex.com/en/market-analysis/latest-research/saudi-arabia-and-russia-throw-cold-oil-on-trumps-tweets/
[7] https://on.forex.com/2ylpm6h
[5] https://on.forex.com/39wzXbm
[5] https://www.forex.com/en/market-analysis/latest-research/us-initial-claims--is-it-possible-to-be-higher-than-last-week/
[4] https://www.forex.com/en-uk/market-analysis/latest-research/european-stocks-jump-as-mood-music-improves/
[3] https://on.forex.com/2UuqBcb
[3] https://www.forex.com/en/market-analysis/latest-research/eurjpy-offers-volatility-without-much-usd-correlation/
[3] https://www.forex.com/en-uk/market-analysis/latest-research/risk-improves-but-can-it-last/
[2] https://click.gs.com/u5dj
[2] https://www.forex.com/en-uk/market-analysis/latest-research/where-next-for-us-sp500/

Top URLs in Tweet in G7:
[1] https://www.thegatewaypundit.com/2020/03/tucker-carlson-chinese-researchers-confirm-coronavirus-linked-to-horseshoe-bat-studies-at-one-of-two-wuhan-research-institutes-video/

Top URLs in Tweet in G8:
[1] http://grain.org/e/6437

Top URLs in Tweet in G9:
[1] https://www.google.com.au/amp/s/news.mongabay.com/2019/12/cop25-wood-pellet-ceo-claims-biomass-carbon-neutrality-despite-science/amp/

Top URLs in Tweet in G10:
[1] https://ec.europa.eu/digital-single-market/en/news/online-consultation-european-strategy-data
[1] http://ec.europa.eu/digital-single-market/en/news/forecasting-coronavirus-pandemic-help-eu-projects
[1] https://www.everestgrp.com/2019-05-the-rpa-software-market-continues-to-experience-exponential-growth-market-insights-50106.html/
[1] https://ec.europa.eu/digital-single-market/en/artificial-intelligence
[1] https://www.everestgrp.com/2020-01-the-multi-cloud-era-market-insights-52481.html/
[1] http://ow.ly/n3ZR30qt9TW
[1] https://www.everestgrp.com/2020-01-the-data-analytics-markets-explosive-growth-market-insights-52477.html/

Top Domains
Top Domains in Tweet in Entire Graph:
[331] twitter.com
[140] dlvr.it
[97] bit.ly
[70] wordpress.com
[65] co.uk
[62] google.com
[61] sundwel.com
[52] forex.com
[46] linkedin.com
[44] articletrunk.com

Top Domains in Tweet in G1:
[158] twitter.com
[103] dlvr.it
[61] sundwel.com
[49] google.com
[48] wordpress.com
[46] bit.ly
[44] articletrunk.com
[39] co.uk
[33] crowdfundingcrm.com
[26] linkedin.com

Top Domains in Tweet in G2:
[5] moneycontrol.com
[4] ihsmark.it
[2] ihsmarkit.com

Top Domains in Tweet in G3:
[5] tweetedtimes.com
[2] quirks.com
[1] twitter.com
[1] newindianexpress.com

Top Domains in Tweet in G4:
[6] twitter.com
[3] forbes.com
[2] co.uk
[1] rollcall.com
[1] marketwatch.com
[1] latimes.com
[1] youtu.be

Top Domains in Tweet in G5:
[51] forex.com
[4] gs.com
[2] twitter.com
[1] goldmansachs.com

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

Top Domains in Tweet in G8:
[1] grain.org

Top Domains in Tweet in G9:
[1] com.au

Top Domains in Tweet in G10:
[3] europa.eu
[3] everestgrp.com
[1] ow.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[246] covid19
[100] coronavirus
[91] research
[87] marketresearch
[53] mrx
[51] ai
[48] market
[47] ccp
[43] iot
[37] data



Top Hashtags in Tweet in G1:
[54] marketresearch
[48] research
[27] covid19
[23] market
[21] ameripriseresearch
[17] asdreports
[16] mrx
[15] coronavirus
[15] business
[14] investing

Top Hashtags in Tweet in G2:
[10] 5g
[4] marketswithmc
[3] volatility
[3] markets
[2] stockmarket
[2] equities
[2] covid19
[1] oilandgas
[1] financialmarkets
[1] marketanalysis

Top Hashtags in Tweet in G3:
[1] mrx

Top Hashtags in Tweet in G4:
[3] coronavirus
[2] alcoholnews
[1] biologicalweapons
[1] luxury
[1] biowarfare
[1] genz
[1] blog
[1] marketing
[1] contentstrategy
[1] bioweapon

Top Hashtags in Tweet in G5:
[12] covid19
[9] coronavirus
[4] dax30
[3] usdcad
[3] oil
[3] coronavirusitaly
[3] joblessclaims
[2] wallstreet
[2] nfp
[1] lloyds

Top Hashtags in Tweet in G8:
[60] covid19

Top Hashtags in Tweet in G10:
[31] data
[14] coronavirus
[4] ai
[2] robotics
[2] report
[1] digitaleu
[1] epidemics
[1] rpa
[1] bpo
[1] automation

Top Words
Top Words in Tweet in Entire Graph:
[3407] Words in Sentiment List#1: Positive
[2146] Words in Sentiment List#2: Negative
[14] Words in Sentiment List#3: Angry/Violent
[120969] Non-categorized Words
[126526] Total Words
[4097] market
[3465] research
[501] report
[473] 2020
[462] more

Top Words in Tweet in G1:
[1666] market
[1247] research
[346] 2020
[263] report
[218] forecast
[202] global
[179] 2025
[174] analysis
[163] size
[147] more

Top Words in Tweet in G2:
[123] credit
[122] ihsmarkitfinser
[72] global
[66] record
[66] markets
[65] despite
[65] unemployment
[65] filings
[65] reported
[65] morning

Top Words in Tweet in G3:
[224] we've
[119] more
[117] market
[117] research
[113] need
[113] '
[112] important
[112] news
[112] careful
[112] games

Top Words in Tweet in G4:
[35] research
[31] market
[20] realdonaldtrump
[14] sales
[11] outbreak
[9] during
[9] coronavirus
[8] virus
[7] over
[7] march

Top Words in Tweet in G5:
[29] forexcom
[25] market
[23] research
[22] goldmansachs
[18] last
[17] watch
[15] week
[12] current
[12] bear
[12] peter

Top Words in Tweet in G6:
[4] research
[3] networklouise
[3] jobs
[3] tags
[3] market
[2] shevyuk
[2] dominicward_
[2] doc_scot
[2] karenob100
[2] venneramanda

Top Words in Tweet in G7:
[140] chinese
[71] wuhan
[70] best
[70] negligence
[70] worst
[70] malfeasance
[70] centre
[70] disease
[70] control
[70] found

Top Words in Tweet in G8:
[61] research
[60] suggests
[60] industrial
[60] livestock
[60] factory
[60] farming
[60] wet
[60] markets
[60] origin
[60] #covid19

Top Words in Tweet in G9:
[10] day
[6] bbcnews
[6] research
[5] quoted
[5] bbcbreakfast
[5] rishisunak
[5] aloksharma_rdg
[5] please
[4] thecfn
[2] markplackett1

Top Words in Tweet in G10:
[53] research
[49] help
[31] #data
[30] dsmeu
[22] antgrasso
[21] everestgroup
[21] market
[18] robotic
[18] process
[18] automation

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1393] market,research
[281] research,report
[208] covid,19
[159] market,size
[142] wet,market
[114] games,market
[114] research,we've
[113] we've,decided
[112] important,news
[112] news,careful

Top Word Pairs in Tweet in G1:
[616] market,research
[171] research,report
[117] market,size
[91] forecast,2023
[79] market,share
[76] 2020,2025
[70] 2020,market
[68] grand,view
[68] view,research
[68] research,2020

Top Word Pairs in Tweet in G2:
[65] despite,record
[65] record,unemployment
[65] unemployment,filings
[65] filings,reported
[65] reported,morning
[65] morning,government
[65] government,bonds
[65] bonds,credit
[65] credit,indices
[64] ihsmarkitfinser,despite

Top Word Pairs in Tweet in G3:
[117] market,research
[112] important,news
[112] news,careful
[112] careful,games
[112] games,market
[112] research,we've
[112] we've,heard
[112] heard,'games
[112] 'games,need
[112] need,more

Top Word Pairs in Tweet in G4:
[9] during,coronavirus
[9] coronavirus,outbreak
[6] alcohol,sales
[5] sales,spike
[5] spike,during
[5] outbreak,sales
[5] sales,alcoholic
[5] alcoholic,beverages
[5] beverages,rose
[5] rose,55

Top Word Pairs in Tweet in G5:
[15] last,week
[12] goldmansachs,watch
[12] current,bear
[12] bear,market
[12] peter,oppenheimer
[11] market,impacts
[11] impacts,rethinking
[11] rethinking,work
[11] work,during
[11] during,pandemic

Top Word Pairs in Tweet in G6:
[2] shevyuk,dominicward_
[2] dominicward_,doc_scot
[2] doc_scot,karenob100
[2] karenob100,venneramanda
[2] venneramanda,stephjdowney
[2] stephjdowney,paigeysue
[2] paigeysue,networklouise
[2] networklouise,crichtonjones
[2] done,tags
[2] market,research

Top Word Pairs in Tweet in G7:
[70] best,chinese
[70] chinese,negligence
[70] negligence,worst
[70] worst,chinese
[70] chinese,malfeasance
[70] malfeasance,wuhan
[70] wuhan,centre
[70] centre,disease
[70] disease,control
[70] control,found

Top Word Pairs in Tweet in G8:
[60] research,suggests
[60] suggests,industrial
[60] industrial,livestock
[60] livestock,factory
[60] factory,farming
[60] farming,wet
[60] wet,markets
[60] markets,origin
[60] origin,#covid19
[59] joannablythman,research

Top Word Pairs in Tweet in G9:
[5] research,quoted
[5] quoted,day
[5] day,bbcbreakfast
[5] bbcbreakfast,bbcnews
[5] bbcnews,day
[5] day,rishisunak
[5] rishisunak,aloksharma_rdg
[5] aloksharma_rdg,please
[4] thecfn,research
[2] markplackett1,43a6f0ce5dac4ea

Top Word Pairs in Tweet in G10:
[19] everestgroup,research
[18] robotic,process
[18] process,automation
[18] automation,booming
[18] booming,everestgroup
[18] research,rpa
[18] rpa,market
[18] market,reached
[18] reached,700
[18] 700,million

Top Replied-To
Top Replied-To in Entire Graph:
@hfi_research
@realjameswoods
@lindseygrahamsc
@peterjhasson
@anilsinghvi_
@mitchellvii
@endgameww3
@mattysino
@realdonaldtrump
@realsaavedra

Top Replied-To in G1:
@ventanaresearch

Top Replied-To in G3:
@miaoffici1
@bffgame
@cnbctv18news

Top Replied-To in G4:
@realdonaldtrump
@sbajovita
@stevenmnuchin1
@hellothere3332
@geraldorivera
@theodoresession
@lloydblankfein
@gladsomeudoh
@stoesseljosh
@business

Top Replied-To in G5:
@knut_mora

Top Replied-To in G6:
@shevyuk
@adamsonmark
@drlisa_ahp

Top Replied-To in G8:
@seasylvia2005

Top Replied-To in G9:
@markplackett1

Top Mentioned
Top Mentioned in Entire Graph:
@ihsmarkitfinser
@bffgame
@1776americausa
@joannablythman
@billgertz
@warroompandemic
@morningsmaria
@into_research
@mariabartiromo
@foxb

Top Mentioned in G1:
@into_research
@gfaccord
@workcred
@theafricamentor
@pgim
@lesliealarson

Top Mentioned in G2:
@ihsmarkitfinser
@pacdweu
@moneycontrolcom

Top Mentioned in G3:
@bffgame
@smooci_uk
@mugdhacnbctv18

Top Mentioned in G4:
@realdonaldtrump
@cnn
@instalcstud
@followthe17
@amethystnancy
@cptaustinroe
@kimwhitler
@smbizamerica
@forbes

Top Mentioned in G5:
@forexcom
@goldmansachs
@mwellerfx
@nikosarcevic
@wkcosmo
@cburgescliff
@lacaparker
@drrob_thacker
@sasajewun
@dolf_dejong

Top Mentioned in G6:
@networklouise
@dominicward_
@doc_scot
@karenob100
@venneramanda
@stephjdowney
@paigeysue
@crichtonjones
@wilsorob
@suesmolen

Top Mentioned in G7:
@1776americausa

Top Mentioned in G8:
@joannablythman
@_theveganreview

Top Mentioned in G9:
@bbcnews
@bbcbreakfast
@rishisunak
@aloksharma_rdg
@thecfn
@43a6f0ce5dac4ea
@toimatom
@talkingkoala
@kelly_j_small
@moondriftmusing

Top Mentioned in G10:
@dsmeu
@antgrasso
@everestgroup
@thestartupmento
@66iot
@swisscognitive
@slashml
@montreal_ai
@chrismessina
@megan_j_hughes

Top Tweeters
Top Tweeters in Entire Graph:
@amazonhelp
@americanbanking
@market_screener
@sectest9
@consumerfeed
@detikcom
@robinsnewswire
@pairsonnalitesu
@javascriptd
@engineersday

Top Tweeters in G1:
@americanbanking
@market_screener
@consumerfeed
@detikcom
@robinsnewswire
@pairsonnalitesu
@watchlistn
@cfinancialnews
@dakotafinancial
@rocketnews1

Top Tweeters in G2:
@5fec93919a544d3
@raumunz
@pitarampal
@pimmaiden
@18akgoyal
@henrymp_
@victoria_victo3
@gregorxsii
@sebasminoguet
@suntastic77

Top Tweeters in G3:
@kaylinevergreen
@tehemopenguin
@cnbctv18news
@ottdogbuns
@vivian_veebun
@robclemmonsjr
@debonairetoast
@nyhcmaven84
@fakerbreaker
@bogpunk

Top Tweeters in G4:
@business
@marketwatch
@cnn
@latimes
@forbes
@msnbc
@szymoniakbecca
@bopinion
@non_msm_news
@benshapiro

Top Tweeters in G5:
@ciangaia
@kaylaburrows2
@amisij
@ossie0022
@cwsparker
@lynnea58
@pnf_phytrade
@alexkinsella
@caomse1
@kabralrevit

Top Tweeters in G6:
@philjackman
@david3012
@greatnorthmum
@rayspencermbe
@thefourrileys
@ian_farrar
@abbiesbrooks
@shevyuk
@graemethedean
@jamessharp87

Top Tweeters in G7:
@missyjo79
@jver1
@60sreno
@jamierodr14
@boyd_2650
@hlaurora63
@di_plora
@sxdoc
@cq2101
@saskamare

Top Tweeters in G8:
@flamingyam
@veganella_
@animal_watch
@seasylvia2005
@cotteetom
@janinecooijmans
@ecomovehouten
@joannablythman
@hughmanatee01
@bookishwgc

Top Tweeters in G9:
@asher_wolf
@markplackett1
@bbcnews
@43a6f0ce5dac4ea
@magpie1954nbird
@mavsmum
@blackdouglas
@gogetsmarthome
@tilly64
@karmageddon67

Top Tweeters in G10:
@montreal_ai
@scieducation1
@danielscarvalho
@chrismessina
@ognianzlatev
@dsmeu
@auwalup
@antgrasso
@dolphin2
@iotmore


We use necessary cookies to make our site work. We’d like to set additional cookies to understand site usage, make site improvements and to remember your settings. We also use cookies set by other sites to help deliver content from their services.