market research, Twitter, 12/31/2021 3:03:14 PM, 269267


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market research_2021-12-31_04-36-04.xlsx
market research_2021-12-31_04-36-04.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 31, 2021
Short Description:
market research via NodeXL https://bit.ly/3eEgbzP
@business
@poli40282057
@mims
@unusual_whales
@evankirstel
@uzohak
@jimharris
@omkar_raii
@digital_trans4m
@drogba83479206

Top hashtags:
#bpriva
#research
#market
#marketresearch
#ar
#vr
#ocp
#stpivarcoe
#business

Description:
Description
The graph represents a network of 8,064 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, 31 December 2021 at 12:55 UTC.

The requested start date was Friday, 31 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 8-hour, 23-minute period from Sunday, 26 December 2021 at 10:23 UTC to Thursday, 30 December 2021 at 18:46 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 : 8064
Unique Edges : 5511
Edges With Duplicates : 8657
Total Edges : 14168
Number of Edge Types : 5
Retweet : 3469
MentionsInRetweet : 4690
Mentions : 2172
Tweet : 2801
Replies to : 1036
Self-Loops : 2900
Reciprocated Vertex Pair Ratio : 0.0136476426799007
Reciprocated Edge Ratio : 0.0269277845777234
Connected Components : 2427
Single-Vertex Connected Components : 1252
Maximum Vertices in a Connected Component : 758
Maximum Edges in a Connected Component : 2181
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.114962
Graph Density : 0.00011308822487199
Modularity : 0.562499
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,064 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, 31 December 2021 at 12:55 UTC.

The requested start date was Friday, 31 December 2021 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 4-day, 8-hour, 23-minute period from Sunday, 26 December 2021 at 10:23 UTC to Thursday, 30 December 2021 at 18:46 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:
[329] https://www.bloomberg.com/news/features/2021-09-29/is-stock-market-rigged-insider-trading-by-executives-is-pervasive-critics-say?cmpid=socialflow-twitter-business&utm_campaign=socialflow-organic&utm_source=twitter&utm_content=business&utm_medium=social
[112] https://www.theguardian.com/australia-news/2020/oct/26/scott-morrison-sent-additional-500000-worth-of-publicly-funded-covid-market-research
[46] https://twinybots.ch/
[28] https://www.researchandmarkets.com/
[21] https://www.entrepreneur.com/article/410709?utm_source=dlvr.it&utm_medium=twitter
[19] http://api.crypto60sec.com/app/v/share/page?no=107932590186565632&type=0
[17] https://www.digitaljournal.com/pr/low-power-wide-area-network-market-2021-new-release-research-trend-industry-chain-structure-by-2031-2
[16] https://Phantasma.io
[16] https://www.payscale.com/
[15] https://www.digitaljournal.com/pr/low-power-wide-area-network-market-2021-new-release-research-trend-industry-chain-structure-by-2031

Top URLs in Tweet in G1:
[36] https://twinybots.ch/
[19] https://www.researchandmarkets.com/
[15] https://www.digitaljournal.com/pr/low-power-wide-area-network-market-2021-new-release-research-trend-industry-chain-structure-by-2031-2
[13] https://www.digitaljournal.com/pr/low-power-wide-area-network-market-2021-new-release-research-trend-industry-chain-structure-by-2031
[13] https://maggnetsolutions.net/
[10] https://www.entrepreneur.com/article/410709?utm_source=dlvr.it&utm_medium=twitter
[7] http://api.crypto60sec.com/app/v/share/page?type=0&no=107932590186565632
[6] https://www.entrepreneur.com/article/410709
[5] https://www.realtor.com:443/
[5] https://t.me/drravistocks

Top URLs in Tweet in G2:
[313] https://www.bloomberg.com/news/features/2021-09-29/is-stock-market-rigged-insider-trading-by-executives-is-pervasive-critics-say?cmpid=socialflow-twitter-business&utm_campaign=socialflow-organic&utm_source=twitter&utm_content=business&utm_medium=social
[6] https://www.bloomberg.com/news/features/2021-09-29/is-stock-market-rigged-insider-trading-by-executives-is-pervasive-critics-say?utm_content=businessweek&utm_campaign=socialflow-organic&cmpid=socialflow-twitter-businessweek&utm_source=twitter&utm_medium=social
[3] https://www.bloomberg.com/tosv2.html?vid=&uuid=182be45c-2156-11ec-a5ea-78464d467271&url=L25ld3MvZmVhdHVyZXMvMjAyMS0wOS0yOS9pcy1zdG9jay1tYXJrZXQtcmlnZ2VkLWluc2lkZXItdHJhZGluZy1ieS1leGVjdXRpdmVzLWlzLXBlcnZhc2l2ZS1jcml0aWNzLXNheQ==
[1] https://www.bloomberg.com/news/articles/2021-12-29/mufg-bank-promotes-asia-currency-analyst-to-tokyo-research-head?cmpid=socialflow-twitter-business&utm_campaign=socialflow-organic&utm_source=twitter&utm_content=business&utm_medium=social
[1] https://www.dallasfed.org/research/surveys/des/2021/2104.aspx
[1] https://twitter.com/business/status/1475513825122308096
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=5b6393d8-520e-11ec-baef-6a69426c665a&url=L25ld3MvYXJ0aWNsZXMvMjAyMS0xMS0zMC9ra3ItaXMtc2FpZC10by13ZWlnaC1zYWxlLW9mLWNvbnN1bWVyLWNvbmZpZGVuY2UtdHJhY2tlci1nZms=
[1] https://www.bloomberg.com/tosv2.html?vid=&uuid=ecca727e-6745-11ec-863f-666f4b454974&url=L25ld3MvZmVhdHVyZXMvMjAyMS0wOS0yOS9pcy1zdG9jay1tYXJrZXQtcmlnZ2VkLWluc2lkZXItdHJhZGluZy1ieS1leGVjdXRpdmVzLWlzLXBlcnZhc2l2ZS1jcml0aWNzLXNheT9zcmVmPVJHa3Q4aE5n
[1] https://twitter.com/i/web/status/1475246143646879750

Top URLs in Tweet in G3:
[1] https://messari.io/article/it-s-time-to-stack-s-bitcoin-up

Top URLs in Tweet in G4:
[2] https://www.prnewswire.com/news-releases/offshore-wind-energy-market-revenue-to-cross-usd-97-bn-by-2027-global-market-insights-inc-301432734.html
[1] https://www.forbes.com/sites/melissaholzberg/2021/03/23/pfizer-testing-oral-covid-treatment---would-be-first-to-market/?sh=7de69c15759b
[1] https://www.maximizemarketresearch.com/market-report/wind-energy-storage-devices-market/71917/?utm_source=pranit&utm_medium=twitter
[1] https://www.prnewswire.com/news-releases/steam-boiler-market-to-garner-20-0-bn-globally-by-2027-at-3-3-cagr-allied-market-research-301312485.html
[1] https://www.prnewswire.com/news-releases/macrofiltration-market-to-reach-9-9-bn-globally-by-2027-at-6-2-cagr-allied-market-research-301058490.html
[1] https://twitter.com/i/web/status/1475353170041733121
[1] https://www.prnewswire.com/news-releases/gel-battery-market-to-garner-2-6-bn-globally-by-2027-at-4-2-cagr-says-allied-market-research-301087519.html
[1] https://www.prnewswire.com/news-releases/hybrid-train-market-to-reach-23-9-bn-globally-by-2027-at-6-6-cagr-allied-market-research-301210717.html
[1] https://twitter.com/i/web/status/1475349979187191810
[1] https://www.prnewswire.com/news-releases/dosing-pumps-market-to-reach-8-99-bn-globally-by-2026-at-5-4-cagr-allied-market-research-300965373.html

Top URLs in Tweet in G5:
[2] https://www.cbinsights.com/research/unicorn-startup-market-map/
[1] https://www.bloomberg.com/news/features/2021-09-29/is-stock-market-rigged-insider-trading-by-executives-is-pervasive-critics-say?cmpid=socialflow-twitter-business&utm_campaign=socialflow-organic&utm_source=twitter&utm_content=business&utm_medium=social
[1] https://www.linkedin.com/slink?code=dKQpuxp6
[1] https://register.gotowebinar.com/register/6076241423903128589?source=Twitter

Top URLs in Tweet in G6:
[14] https://www.bloomberg.com/news/features/2021-09-29/is-stock-market-rigged-insider-trading-by-executives-is-pervasive-critics-say?cmpid=socialflow-twitter-business&utm_campaign=socialflow-organic&utm_source=twitter&utm_content=business&utm_medium=social
[1] https://twitter.com/unusual_whales/status/1475829319977025542
[1] https://unusualwhales.com/

Top URLs in Tweet in G7:
[1] https://www.nytimes.com/2021/12/30/technology/metaverse-virtual-reality-big-tech.html
[1] https://pragativadi.com/iit-bhubaneswar-research-park-to-host-open-challenge-for-incubating-start-ups-in-ar-vr/

Top URLs in Tweet in G8:
[105] https://www.theguardian.com/australia-news/2020/oct/26/scott-morrison-sent-additional-500000-worth-of-publicly-funded-covid-market-research
[1] https://twitter.com/i/web/status/1475384820322557953

Top URLs in Tweet in G9:
[1] https://www.judicialwatch.org/press-releases/

Top URLs in Tweet in G10:
[1] https://www.chalkbeat.org/2021/11/15/22783579/child-tax-credit-schools-biden-reconciliation-plan-education-poverty-families-research

Top Domains
Top Domains in Tweet in Entire Graph:
[345] bloomberg.com
[268] twitter.com
[116] theguardian.com
[81] google.com
[78] wordpress.com
[72] tifia.com
[61] articletrunk.com
[54] informazione.it
[47] linkedin.com
[46] twinybots.ch

Top Domains in Tweet in G1:
[99] twitter.com
[72] tifia.com
[61] articletrunk.com
[36] twinybots.ch
[33] google.com
[32] einnews.com
[32] digitaljournal.com
[31] globenewswire.com
[30] dukascopy.com
[27] marketresearchtelecast.com

Top Domains in Tweet in G2:
[325] bloomberg.com
[2] twitter.com
[1] dallasfed.org

Top Domains in Tweet in G3:
[1] messari.io

Top Domains in Tweet in G4:
[27] industrydataanalytics.com
[19] prnewswire.com
[3] twitter.com
[2] meticulousresearch.com
[1] forbes.com
[1] maximizemarketresearch.com
[1] co.uk
[1] einpresswire.com

Top Domains in Tweet in G5:
[2] cbinsights.com
[1] bloomberg.com
[1] linkedin.com
[1] gotowebinar.com

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

Top Domains in Tweet in G7:
[1] nytimes.com
[1] pragativadi.com

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

Top Domains in Tweet in G9:
[1] judicialwatch.org

Top Domains in Tweet in G10:
[1] chalkbeat.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[347] bpriva
[154] research
[152] market
[106] marketresearch
[105] ar
[105] vr
[104] ocp
[104] stpivarcoe
[86] business
[68] bitcoin



Top Hashtags in Tweet in G1:
[69] research
[47] marketresearch
[34] forex
[31] fx
[29] covid
[28] market
[28] sigfox
[21] marketing
[20] business
[19] crypto

Top Hashtags in Tweet in G3:
[347] bpriva
[1] dyor
[1] qubit
[1] bnb
[1] blockchain
[1] crypto

Top Hashtags in Tweet in G4:
[22] industrydataanalytics
[15] us
[15] uk
[15] germany
[15] japan
[15] india
[15] southkorea
[14] france
[14] china
[10] italy

Top Hashtags in Tweet in G5:
[2] research
[2] data
[2] fiberforbreakfast
[1] startups
[1] love
[1] share
[1] ces2022
[1] marketresearch
[1] smarthome
[1] technology

Top Hashtags in Tweet in G7:
[104] ocp
[104] ar
[104] vr
[104] stpivarcoe
[11] edgecomputing
[11] 5g
[4] virtualreality
[1] ces2022
[1] tech
[1] technology

Top Words
Top Words in Tweet in Entire Graph:
[5957] market
[5397] research
[892] one
[860] more
[721] report
[688] 2021
[646] trading
[634] business
[602] shows
[569] insider

Top Words in Tweet in G1:
[2039] market
[1648] research
[379] report
[338] 2021
[269] more
[246] global
[170] analysis
[158] industry
[150] size
[145] usd

Top Words in Tweet in G2:
[399] insider
[399] trading
[366] research
[356] shows
[327] one
[325] seems
[324] care
[319] business
[317] everywhere
[315] far

Top Words in Tweet in G3:
[356] market
[349] check
[349] right
[347] #bpriva
[347] baby
[347] web3
[328] value
[307] 5m
[290] 10m
[258] total

Top Words in Tweet in G4:
[34] research
[29] pdf
[28] players
[28] industry
[27] key
[23] market
[23] more
[23] click
[22] #industrydataanalytics
[19] 2026

Top Words in Tweet in G5:
[188] 936
[188] valued
[188] more
[188] billion
[188] world
[188] today
[187] mims
[187] startups
[187] think
[187] chart

Top Words in Tweet in G6:
[184] research
[166] unusual_whales
[166] shows
[166] insider
[166] trading
[166] everywhere
[166] one
[152] headline
[152] bloomberg
[152] cares

Top Words in Tweet in G7:
[105] omkar_raii
[104] iitbbs
[104] launching
[104] #ocp
[104] #ar
[104] #vr
[104] #stpivarcoe
[104] select
[104] 20
[104] best

Top Words in Tweet in G8:
[90] research
[85] political
[77] randlight
[77] labor
[77] raised
[77] alarm
[77] thinly
[77] disguised
[77] being
[77] funded

Top Words in Tweet in G9:
[107] judicial
[107] watch
[107] exposed
[107] market
[107] funded
[107] tax
[107] dollars
[107] fetal
[107] body
[107] parts

Top Words in Tweet in G10:
[2] jonrfleming
[2] jimlikesbb
[2] angryfleas
[2] pootdibou
[2] nickdone8
[2] teamphil
[2] pamelaedwards
[2] artyshouse
[2] fighterth
[2] famoussheymus

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1786] market,research
[577] research,shows
[568] insider,trading
[513] shows,insider
[484] trading,everywhere
[436] research,report
[358] market,value
[347] check,#bpriva
[347] #bpriva,baby
[347] baby,web3

Top Word Pairs in Tweet in G1:
[701] market,research
[235] research,report
[113] market,size
[83] market,2021
[72] see,more
[72] more,tifia
[72] tifia,website
[72] website,co
[70] stock,market
[63] research,inc

Top Word Pairs in Tweet in G2:
[399] insider,trading
[356] research,shows
[346] shows,insider
[324] one,seems
[324] seems,care
[317] trading,everywhere
[314] everywhere,far
[314] far,one
[312] business,research
[83] americans,today

Top Word Pairs in Tweet in G3:
[347] check,#bpriva
[347] #bpriva,baby
[347] baby,web3
[347] web3,right
[339] right,market
[328] market,value
[307] value,5m
[290] 5m,10m
[258] 10m,total
[216] total,supply

Top Word Pairs in Tweet in G4:
[27] key,players
[27] industry,research
[27] research,pdf
[23] pdf,click
[19] click,co
[17] read,more
[17] more,key
[15] #uk,#germany
[15] #japan,#india
[14] #germany,#france

Top Word Pairs in Tweet in G5:
[188] valued,more
[188] more,billion
[188] billion,world
[188] world,today
[187] 936,startups
[187] startups,valued
[187] today,think
[187] think,chart
[187] chart,looks
[187] looks,years

Top Word Pairs in Tweet in G6:
[166] research,shows
[166] shows,insider
[166] insider,trading
[166] trading,everywhere
[152] headline,bloomberg
[152] bloomberg,research
[152] everywhere,one
[152] one,cares
[151] unusual_whales,headline
[15] market,research

Top Word Pairs in Tweet in G7:
[104] iitbbs,launching
[104] launching,#ocp
[104] #ocp,#ar
[104] #ar,#vr
[104] #vr,#stpivarcoe
[104] #stpivarcoe,select
[104] select,20
[104] 20,best
[104] best,startups
[104] startups,translate

Top Word Pairs in Tweet in G8:
[77] labor,raised
[77] raised,alarm
[77] alarm,thinly
[77] thinly,disguised
[77] disguised,political
[77] political,research
[77] research,being
[77] being,funded
[77] funded,australian
[76] randlight,labor

Top Word Pairs in Tweet in G9:
[107] judicial,watch
[107] watch,exposed
[107] exposed,market
[107] market,funded
[107] funded,tax
[107] tax,dollars
[107] dollars,fetal
[107] fetal,body
[107] body,parts
[107] parts,humanized

Top Word Pairs in Tweet in G10:
[2] research,never

Top Replied-To
Top Replied-To in Entire Graph:
@lunato_cat
@grammarhippy
@andrewwritecopy
@whalecointalk
@fundstrat
@oriondepp
@bscgemsalert
@robertakanda
@tomketlovers
@sfgate

Top Replied-To in G2:
@business
@charlie1337420

Top Replied-To in G3:
@cryptovium
@jackndwyer
@phiendishone
@messaricrypto
@realsadnesst
@kriptozenciii
@kucoincom
@cryptoleee
@ethglobal
@raykanani

Top Replied-To in G6:
@teejay_1856
@unusual_whales

Top Replied-To in G8:
@mikecarlton01
@gillhamgeoff
@jean15849180
@kindpz
@brisbanetimes
@lelhulagirl101
@ravenzech2
@randlight
@elainem11584892

Top Replied-To in G10:
@karlton111
@septrose70

Top Mentioned
Top Mentioned in Entire Graph:
@business
@poli40282057
@mims
@unusual_whales
@judicialwatch
@tomfitt
@omkar_raii
@iitbbs
@spgmarketintel
@randlight

Top Mentioned in G1:
@stigmabase
@researchbook
@zeroplagiarism
@hwexpert
@stephcalahan
@booklaunchbiz
@itaygrowth
@appserowp
@mgowtham9999

Top Mentioned in G2:
@business
@bw
@ryan__rigg
@dallasfed
@unusual_whales
@deepdoubled
@shiba_mundo
@stonk_daddy100k
@latstetter

Top Mentioned in G3:
@poli40282057
@crypto_caesar1
@oasisprotocol
@pancakeswap
@coinesper
@solanium_io
@phiendishone
@sadafjadran
@jackndwyer
@ethglobal

Top Mentioned in G4:
@siemens
@generalelectric
@forbes
@pfizer
@babcockwilcox
@thermaxglobal
@hitachi_us
@fujielectricfea
@siemensgamesa
@honeywell

Top Mentioned in G5:
@mims
@business
@parksassociates
@fiberbroadband

Top Mentioned in G6:
@unusual_whales
@business
@mims
@midnighttradr
@under_a_banyan
@eduardbrichuk

Top Mentioned in G7:
@omkar_raii
@iitbbs
@jimharris
@mighty_coconut
@cademetz
@nytimes
@ces
@deeplearn007
@glengilmore
@grattonboy

Top Mentioned in G8:
@randlight
@mikecarlton01
@ambrosesuzy
@anthonygerardb
@grumpynonnak
@kindpz
@whiny_bimbo
@coldeyesseeu
@gillhamgeoff
@jean15849180

Top Mentioned in G9:
@judicialwatch
@tomfitt
@tomfitton

Top Mentioned in G10:
@jonrfleming
@jimlikesbb
@angryfleas
@pootdibou
@nickdone8
@teamphil
@pamelaedwards
@artyshouse
@fighterth
@famoussheymus

Top Tweeters
Top Tweeters in Entire Graph:
@rojname_com
@sectest9
@cryptotraderpro
@barntiques859
@wkwkrnht
@dichristine
@cybersec_feeds
@chidambara09
@marketbeatcom
@gambiste1

Top Tweeters in G1:
@rojname_com
@dichristine
@pairsonnalitesu
@mobiquotes
@bitcoinagile
@politicalhedge
@collegaegezocht
@blackcentaurfx
@newsfilterio
@pairsonnalitesn

Top Tweeters in G2:
@barntiques859
@falconhamada_90
@eggry
@business
@lalojimjuarez
@marconavarrolor
@sampleatl
@aowd25
@vox_democracy
@pelleg1gabriell

Top Tweeters in G3:
@akwyz
@drjdrooghaag
@wholemarsblog
@psb_dc
@stacyherbert
@maxkeiser
@avrohomg
@pierrepinna
@sarbjeetjohal
@adamrogers2030

Top Tweeters in G4:
@delta
@forbes
@generalelectric
@canonusaimaging
@bergdorfs
@philips_lights
@wastemanagement
@kenyapower
@seagate
@adl

Top Tweeters in G5:
@valaafshar
@btptechsearch
@dpesho
@mediapython
@dantelex
@thesiliconhill
@drnewbold
@satyavrata9
@genemarks
@johnnosta

Top Tweeters in G6:
@pdp00000001
@uzohak
@midastouchmkt
@k3vin11
@quisselassie
@spl1tsecsh00ter
@nikmuhdaqil
@bigveganpapi
@majinzero1
@olataytay

Top Tweeters in G7:
@nytimes
@vrretweeter
@grattonboy
@shrikant_stpib
@mrcuteanish
@lukeisaacson2
@therab
@glengilmore
@r_shankar_gowda
@gp_pulipaka

Top Tweeters in G8:
@randlight
@darylgibson
@guytaur
@alanjmitchell_
@neric16
@dameempress
@glebbern
@lelhulagirl101
@mangotree_books
@itsbouquet

Top Tweeters in G9:
@frlarousse2
@dianachic1
@momjar1
@jmescoda
@brendag38323989
@wallybert
@utopianindigent
@triumphtimes
@funmusicuk
@carolyn49295412

Top Tweeters in G10:
@commonpatriot
@trumper_tantrum
@poguemoran
@joimonki
@forrestfernmist
@famoussheymus
@kalymera1960
@tomdoubting
@nickdone8
@angryfleas


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