marketing research, Twitter, 12/2/2022 11:07:55 AM, 285353


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marketing research_2022-12-02_02-51-53.xlsx
marketing research_2022-12-02_02-51-53.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 02, 2022
Short Description:
marketing research via NodeXL https://bit.ly/3UsTBfQ
@havealotdc
@kaydsiex
@nikhilkamathcio
@besquady
@kdlexintlswthrt
@kdestra
@gel_liciouss
@chidambara09
@justo_llc
@nadunegodage

Top hashtags:
#marketing
#research
#calculus
#business
#essay
#online
#math

Description:
Description
The graph represents a network of 6,025 Twitter users whose tweets in the requested range contained "marketing research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 02 December 2022 at 11:01 UTC.

The requested start date was Friday, 02 December 2022 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 10-day, 2-hour, 58-minute period from Monday, 21 November 2022 at 22:01 UTC to Friday, 02 December 2022 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 : 6025
Unique Edges : 3844
Edges With Duplicates : 8405
Total Edges : 12249
Number of Edge Types : 5
Replies to : 523
Mentions : 1155
Tweet : 3718
Retweet : 3067
MentionsInRetweet : 3786
Self-Loops : 3938
Reciprocated Vertex Pair Ratio : 0.0112446684761535
Reciprocated Edge Ratio : 0.022239263803681
Connected Components : 2173
Single-Vertex Connected Components : 1358
Maximum Vertices in a Connected Component : 1202
Maximum Edges in a Connected Component : 4325
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 6.062341
Graph Density : 0.000143712838824508
Modularity : 0.478581
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,025 Twitter users whose tweets in the requested range contained "marketing research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 02 December 2022 at 11:01 UTC.

The requested start date was Friday, 02 December 2022 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 10-day, 2-hour, 58-minute period from Monday, 21 November 2022 at 22:01 UTC to Friday, 02 December 2022 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 : marketing 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:
[174] https://crucialessays.com/
[58] https://www.linkedin.com/in/shajedur-rahman-843685234
[56] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[21] https://twitter.com/messages/compose?recipient_id=854566353608605696
[19] https://research.cointelegraph.com/reports/detail/web3-marketing-buzz-or-tech-revolution
[14] https://www.topbots.com/marketing-ai-research-personalization/
[13] https://twitter.com/messages/compose?recipient_id=1415400345698816006
[9] https://www.fiverr.com/share/KoZXKE
[9] https://contentmarketinginstitute.com/articles/manufacturing-content-marketing-challenges-research
[9] https://www.searchenginejournal.com/google-trends-seo-content-marketing/461076/

Top URLs in Tweet in G1:
[95] https://crucialessays.com/
[58] https://www.linkedin.com/in/shajedur-rahman-843685234
[21] https://twitter.com/messages/compose?recipient_id=854566353608605696
[13] https://twitter.com/messages/compose?recipient_id=1415400345698816006
[8] https://api.whatsapp.com/message/HCD55FMLF3Z7L1?autoload=1&app_absent=0
[8] https://wa.me/
[7] http://jameshicks.net/go-w3
[7] https://hoytstereo.com/
[7] https://fiverr.com/share/jVKjda
[6] https://safeassignment.org/

Top URLs in Tweet in G2:
[3] https://www.youtube.com/watch?v=Q-JqeveoTyY&feature=youtu.be

[1] https://twitter.com/i/web/status/1597760758036983808
[1] https://twitter.com/i/web/status/1597775298640039936
[1] https://twitter.com/i/web/status/1597790690532290562
[1] https://twitter.com/i/web/status/1597750727514161160
[1] https://twitter.com/i/web/status/1597762271488286720

Top URLs in Tweet in G4:
[79] https://crucialessays.com/
[56] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[14] https://www.topbots.com/marketing-ai-research-personalization/
[9] https://www.linkedin.com/pulse/how-iot-disrupting-digital-marketing-rf-antennas-manufacturer
[9] https://link.medium.com/nFn557evbvb
[5] https://block.fiverr.com/?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3NoYXJlL2JMeDh4WT8=&uuid=23b034d4-69cd-11ed-b1e5-626555417859&vid=
[5] https://digital-leadership-associates.passle.net/post/102i018/b2bs-content-marketing-problem-readers-arent-robots
[5] https://digital-leadership-associates.passle.net/post/102i0i6/research-why-your-digital-presence-is-the-place-that-influences-b2b-buyers-the-m
[3] https://www.topbots.com/marketing-ai-research-attribution/
[3] https://news.google.com/__i/rss/rd/articles/CBMiXWh0dHBzOi8vd3d3LmZpZXJjZWJpb3RlY2guY29tL3Jlc2VhcmNoL3VuaXZlcnNhbC1mbHUtdmFjY2luZS11c2VzLW1ybmEtdGFyZ2V0LTIwLXN1YnR5cGVzLWZsddIBAA?oc=5&utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G5:
[6] https://contentmarketinginstitute.com/articles/manufacturing-content-marketing-challenges-research
[5] https://www.searchenginejournal.com/google-trends-seo-content-marketing/461076/
[5] https://www.searchenginejournal.com/google-trends-seo-content-marketing/461076/?utm_source=twitter&utm_medium=social&utm_campaign=share-back-traffic
[2] https://www.searchenginejournal.com/google-trends-seo-content-marketing/461076/?utm_source=twitter&utm_medium=social&utm_content=&utm_campaign=twitter-auto-publish
[2] https://www.searchenginejournal.com/google-ads-keyword-forecast-tool-predictive-keyword-research/385948/
[2] https://contentmarketinginstitute.com/articles/video-storytelling-research
[2] https://www.searchenginejournal.com/link-building-dark-side/?utm_content=buffereaec8&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://contentmarketinginstitute.com/articles/content-marketers-get-higher-salary
[1] https://twitter.com/i/web/status/1597886905005363200
[1] https://contentmarketinginstitute.com/articles/seo-content-marketing-strategy

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1598030400336826368
[1] https://twitter.com/i/web/status/1597379188121817088
[1] https://twitter.com/davincij15/status/1597172282798940163

Top URLs in Tweet in G7:
[1] https://spinfi.typeform.com/survey
[1] https://daomaker.com/company/atlas-navi#project-details

Top URLs in Tweet in G8:
[14] https://research.cointelegraph.com/reports/detail/web3-marketing-buzz-or-tech-revolution
[1] https://research.cointelegraph.com/
[1] https://www.shorturl.at/gpCEH
[1] https://verus.io/

Top URLs in Tweet in G9:
[3] https://research.cointelegraph.com/reports/detail/web3-marketing-buzz-or-tech-revolution
[1] https://research.cointelegraph.com/reports/detail/web3-marketing-buzz-or-tech-revolution/?utm_source=twitter&utm_medium=social&utm_campaign=bafinveb

Top URLs in Tweet in G10:
[4] https://www.salesforce.com/resources/research-reports/state-of-marketing/?d=&nc=7013y000000a0DgAAI&utm_source=&utm_medium=organic_social&utm_campaign=amer_mktlobaw&utm_content=8thSOM_&utm_term=&ban=amer_
[2] https://www.constellationr.com/research/relationship-marketing-speed-value
[1] https://www.constellationr.com/research/constellation-shortlist-marketing-analytics-solutions-6
[1] https://www.constellationr.com/research/people-powered-revenue-intelligence
[1] https://www.constellationr.com/research/constellation-shortlist-b2c-marketing-automation-small-midsize-business-1
[1] https://www.salesforce.com/resources/research-reports/state-of-marketing/
[1] https://blog.hubspot.com/marketing/marketers-routine-tasks-data
[1] https://www.salesforce.com/resources/research-reports/retail-holiday-insights/?utm_campaign=amer_cmrcaw&utm_content=CommerceCloud_&utm_medium=organic_social&utm_source=twitter&bc=HA
[1] https://blog.hubspot.com/marketing/how-video-consumption-is-changing

Top Domains
Top Domains in Tweet in Entire Graph:
[934] twitter.com
[174] crucialessays.com
[92] linkedin.com
[56] pallav.io
[47] google.com
[47] digiday.com
[40] co.uk
[39] fiverr.com
[27] amazon.com
[23] contentmarketinginstitute.com

Top Domains in Tweet in G1:
[556] twitter.com
[95] crucialessays.com
[74] linkedin.com
[28] digiday.com
[27] co.uk
[24] amazon.com
[22] introspectivemarketresearch.com
[17] fiverr.com
[16] google.com
[14] whatsapp.com

Top Domains in Tweet in G2:
[5] twitter.com
[3] youtube.com

Top Domains in Tweet in G4:
[102] twitter.com
[79] crucialessays.com
[56] pallav.io
[22] google.com
[17] topbots.com
[10] passle.net
[9] linkedin.com
[9] medium.com
[6] visualcontenting.com
[5] fiverr.com

Top Domains in Tweet in G5:
[19] searchenginejournal.com
[13] contentmarketinginstitute.com
[4] tweetedtimes.com
[3] twitter.com
[1] semrush.com
[1] https
[1] thinkwithgoogle.com
[1] komarketing.com
[1] co.uk

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

Top Domains in Tweet in G7:
[1] typeform.com
[1] daomaker.com

Top Domains in Tweet in G8:
[15] cointelegraph.com
[1] shorturl.at
[1] verus.io

Top Domains in Tweet in G9:
[4] cointelegraph.com

Top Domains in Tweet in G10:
[6] salesforce.com
[5] constellationr.com
[2] hubspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[773] marketing
[440] research
[402] calculus
[331] business
[329] essay
[292] online
[267] math
[242] dissertation
[240] nursing
[236] statistics



Top Hashtags in Tweet in G1:
[323] marketing
[212] research
[168] essay
[138] calculus
[130] business
[130] online
[130] dissertation
[108] homework
[98] biology
[98] nursing

Top Hashtags in Tweet in G2:
[95] kdlex
[2] petawalangaray
[2] rawrawards2022

Top Hashtags in Tweet in G4:
[238] marketing
[221] calculus
[153] math
[133] business
[131] research
[124] assignment
[122] nursing
[115] statistics
[115] pay
[113] essay

Top Hashtags in Tweet in G5:
[10] seo
[8] research
[7] contentmarketing
[7] digitalmarketing
[6] marketing
[6] saascopywriting
[6] copywriters
[6] b2b
[6] saas
[5] google

Top Hashtags in Tweet in G6:
[1] justgreatideas

Top Hashtags in Tweet in G8:
[45] web3
[30] layer1
[24] privacy
[23] crediblyneutral
[23] selfsovereign
[23] zeroknowledge
[23] peoplepowered
[6] verus
[2] cointelegraph
[1] censorshipresistant

Top Hashtags in Tweet in G9:
[66] hedera
[2] web3
[1] dlt
[1] verus
[1] kyc

Top Hashtags in Tweet in G10:
[4] marketing
[3] blackfriday
[2] cmo
[2] stateofmarketing
[1] cro
[1] revenue
[1] growth
[1] customerloyalty
[1] automation
[1] b2b

Top Words
Top Words in Tweet in Entire Graph:
[5499] research
[5282] marketing
[1613] paper
[1544] business
[1394] essay
[1322] help
[1269] due
[1158] class
[1090] homework
[1013] calculus

Top Words in Tweet in G1:
[1888] research
[1835] marketing
[825] paper
[770] business
[748] essay
[736] due
[659] class
[641] homework
[625] calculus
[580] math

Top Words in Tweet in G2:
[775] research
[775] marketing
[742] starmagic
[709] ng
[548] ang
[485] peta
[482] sa
[433] kdlex
[408] ay
[383] watch

Top Words in Tweet in G3:
[330] coating
[330] marketing
[330] stuff
[330] prey
[330] campaigns
[330] sugar
[330] sham
[330] thought
[330] without
[330] diamonds

Top Words in Tweet in G4:
[487] research
[431] help
[421] due
[401] homework
[395] class
[361] essay
[332] online
[326] calculus
[315] marketing
[297] assignment

Top Words in Tweet in G5:
[99] research
[85] marketing
[55] keyword
[46] content
[45] google
[43] semrush
[36] trends
[35] use
[35] strategy
[32] digital

Top Words in Tweet in G6:
[48] marketing
[35] research
[31] elonmusk
[16] worth
[15] writing
[14] wallet
[14] methuselah
[14] soon
[14] 8k
[14] 17

Top Words in Tweet in G7:
[71] product
[71] marketing
[70] community
[70] spin
[70] therefore
[70] expectations
[70] strategies
[70] meet
[70] exceed
[70] really

Top Words in Tweet in G8:
[62] report
[53] one
[47] cointelegraph
[45] #web3
[44] verus
[31] read
[30] sink
[30] #layer1
[30] never
[30] probably

Top Words in Tweet in G9:
[70] cointelegraph
[68] revolution
[67] thanks
[67] hedera
[66] projects
[66] special
[66] one
[66] #hedera
[66] driving
[66] showcasing

Top Words in Tweet in G10:
[12] marketers
[11] marketing
[9] year
[6] 87
[6] marketingcloud
[6] more
[6] report
[5] salesforce
[5] lizkmiller
[5] explore

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1090] marketing,research
[899] online,class
[801] essay,due
[641] research,paper
[502] due,assignment
[485] assignment,online
[464] calculus,statistics
[444] business,law
[427] algebra,calculus
[421] math,algebra

Top Word Pairs in Tweet in G1:
[551] essay,due
[518] online,class
[466] research,paper
[381] due,assignment
[371] assignment,online
[361] business,law
[358] math,algebra
[358] algebra,calculus
[352] law,math
[332] class,research

Top Word Pairs in Tweet in G2:
[382] collab,happened
[382] starmagic,collab
[382] ears,based
[382] peta,starmagic
[382] marketing,research
[382] based,marketing
[382] music,ears
[382] happened,music
[382] watch,peta
[361] research,kdestra

Top Word Pairs in Tweet in G3:
[330] sugar,coating
[330] coating,stuff
[330] without,sugar
[330] well,thought
[330] fall,prey
[330] campaigns,research
[330] stuff,diamonds
[330] marketing,campaigns
[330] prey,well
[330] diamonds,sham

Top Word Pairs in Tweet in G4:
[317] online,class
[207] class,homework
[204] essay,due
[195] math,calculus
[156] expert,help
[154] exam,expert
[128] calculus,statistics
[123] assignments,dm
[121] need,help
[120] help,assignments

Top Word Pairs in Tweet in G5:
[51] keyword,research
[39] content,marketing
[34] google,trends
[33] marketing,strategy
[29] digital,marketing
[28] part,digital
[28] research,essential
[28] essential,part
[28] strategy,help
[23] trends,quite

Top Word Pairs in Tweet in G6:
[14] methuselah,foundation
[14] soon,marketing
[14] 17,8k
[14] marketing,wallet
[14] donated,methuselah
[14] worth,17
[14] foundation,worth
[14] usd,soon
[14] 8k,usd
[14] writing,value

Top Word Pairs in Tweet in G7:
[70] really,product
[70] expectations,therefore
[70] spin,really
[70] community,strategies
[70] product,marketing
[70] marketing,community
[70] exceed,expectations
[70] strategies,meet
[70] meet,exceed
[69] spin_fi,spin

Top Word Pairs in Tweet in G8:
[30] sink,read
[30] report,#web3
[30] heard,sink
[30] #web3,#layer1
[30] cointelegraph,report
[30] one,probably
[30] probably,never
[30] read,cointelegraph
[30] never,heard
[29] cragorn1,one

Top Word Pairs in Tweet in G9:
[67] thanks,cointelegraph
[66] special,thanks
[66] showcasing,#hedera
[66] driving,decentralized
[66] cointelegraph,showcasing
[66] one,leading
[66] decentralized,revolution
[66] #hedera,one
[66] projects,driving
[66] leading,projects

Top Word Pairs in Tweet in G10:
[4] companies,listed
[4] congrats,companies
[3] work,provides
[3] listed,shortlist
[3] year,customers
[3] tougher,87
[3] sending,87
[3] colors,explore
[3] tapped,68
[3] tough,marketers

Top Replied-To
Top Replied-To in Entire Graph:
@elonmusk
@acadhelpernyx
@layahheilpern
@olivyaessays
@khatebessays
@get
@chiepi_research
@katebour
@rickpurves
@tdietterich

Top Replied-To in G1:
@acadhelpernyx
@khatebessays
@olivyaessays
@topessays8

Top Replied-To in G2:
@alexailacad

Top Replied-To in G4:
@examsexperts
@productivelif
@india_prymus
@khailaessays

Top Replied-To in G5:
@semrush
@hostinger

Top Replied-To in G6:
@elonmusk
@layahheilpern
@joekatz45
@pygmalionxxviii
@sammmmy85400392
@vonm85910224
@chiragbarjatyaa
@hillsidechase
@annabananna777
@laurenboebert

Top Replied-To in G8:
@fromtomorrowdlt
@nicki19111
@marionawfal
@fz_crypto
@misscryptoger
@btcecho
@macnbtc

Top Replied-To in G9:
@jamie247

Top Replied-To in G10:
@labordeolivier
@pivotpod

Top Mentioned
Top Mentioned in Entire Graph:
@kdlexintlswthrt
@kdestra
@nikhilkamathcio
@gel_liciouss
@cointelegraph
@drake999101
@spin_fi
@hedera
@indian_index
@collinof1

Top Mentioned in G1:
@eccellentpros
@schmidtessays
@essaytutors14
@writers__lab
@profonline_id
@mayassignment
@pro_essays24
@abcospecialties
@superbwritings2
@pathtoikigai

Top Mentioned in G2:
@kdlexintlswthrt
@kdestra
@gel_liciouss
@drake999101
@kaydsiex
@brattyrain
@ibnolyn
@kdestrada_
@barcelcm
@al

Top Mentioned in G3:
@nikhilkamathcio
@bo_community

Top Mentioned in G4:
@thinkmariya
@ipfconline1
@topbots
@isabella_expert
@gersonrolim
@write2spotlight
@hwexpert
@_timos_
@durgapalseema
@zeroplagiarism

Top Mentioned in G5:
@semrush
@sejournal
@martinibuster
@cmicontent
@google
@lisabeets
@johnelincoln
@kantar
@thinkwithgoogle
@robert_rose

Top Mentioned in G6:
@elonmusk
@ev_erc
@layahheilpern
@vitalikbuterin
@unusual_whales
@blairbrandt
@tim_cook
@davidsacks
@mfoundation
@aubreydegrey

Top Mentioned in G7:
@spin_fi
@thedaomaker

Top Mentioned in G8:
@cragorn1
@lyonsnicholas1
@veruscommunity
@gamevid4
@cointelegraphcs
@crypto278
@veruscoin
@miketoutonghi
@bravercrypto
@cryptomocro_

Top Mentioned in G9:
@cointelegraph
@hedera
@cryptorialme
@cz_binance
@fcatalyst

Top Mentioned in G10:
@marketingcloud
@lizkmiller
@salesforce
@hubspot
@constellationr
@lizkmi
@adem_onar
@sebbourguignon
@enilev
@pawlowskimario

Top Tweeters
Top Tweeters in Entire Graph:
@amazonhelp
@sectest9
@chidambara09
@robinsnewswire
@codedailybot
@stigmabaseo
@collegemenfess
@ohmybeautybank
@cybersecurityn8
@charlesfrize

Top Tweeters in G1:
@stigmabaseo
@charlesfrize
@newsfilterio
@jameshicksuk
@mlmleadrush
@workswithjames
@lean4lifetime
@thewealthzone
@cryptocryptone3
@fitbody4ever

Top Tweeters in G2:
@jef122507
@alexa_fanatic
@iamloved0892
@hellyesminark
@willdoit23
@kdlxknxmw
@zyro_3
@_prettyjieun
@jobealou
@random2189

Top Tweeters in G3:
@prabhupp01
@restlesspundit
@batman2715
@dillidikudii
@gauravsaha
@yoloyadav
@dnyanesh115
@rjgms
@siddarthpaim
@bhartiyagarvit

Top Tweeters in G4:
@sectest9
@chidambara09
@codedailybot
@cybersecurityn8
@o_fabriciosouza
@hubofml
@godfrey_g_
@serverlessfan
@ssxman2
@calcaware

Top Tweeters in G5:
@semrush
@google
@web_pixelportal
@cmicontent
@amithpanchal
@nandirajessy
@thrivesearch
@israelopadeyi
@ppcsemseo
@sejournal

Top Tweeters in G6:
@stillgray
@markchangizi
@unusual_whales
@robbystarbuck
@layahheilpern
@chiragbarjatyaa
@biolayne
@ninbroken52
@stevelevine1
@joekatz45

Top Tweeters in G7:
@ipakistani10
@andinipapy
@aledonetti
@_iamvalentino
@tommygeezy_
@muhdalkali11
@noviantoyosse
@p00paa
@highmarcus_
@travbori

Top Tweeters in G8:
@gamevid4
@konfidinse
@satindergrewal
@btcecho
@peterinasia1
@du09btc
@chipmoon888
@cryptomocro_
@mrkomodoworld
@marionawfal

Top Tweeters in G9:
@freki_og
@cointelegraph
@jamie247
@felixcepeda8
@nanashemefan
@crypto92672216
@kinggov3
@exiledcrypto
@kiraraneda
@nomansinternet

Top Tweeters in G10:
@rwang0
@shi4tech
@rldi_lamy
@anthonyrochand
@jeancayeux
@mvollmer1
@nevillegaunt
@haroldsinnott
@salesforce
@betamoroney


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