marketing research, Twitter, 5/28/2021 11:00:46 AM, 255703


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marketing research_2021-05-28_02-37-45.xlsx
marketing research_2021-05-28_02-37-45.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 28, 2021
Short Description:
marketing research via NodeXL https://bit.ly/3oZkPwB
@darling_juliann
@altcryptogems
@mohdfahad42
@funandflight
@ravikikan
@gunjanhassan
@godfrey_g_
@pierrepinna
@cameliaclement
@executivetypers

Top hashtags:
#marketing
#research
#essay
#calculus
#algebra
#statistics

Description:
Description
The graph represents a network of 6,641 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, 28 May 2021 at 09:46 UTC.

The requested start date was Friday, 28 May 2021 at 00:01 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, 21-hour, 56-minute period from Sunday, 23 May 2021 at 02:03 UTC to Thursday, 27 May 2021 at 23:59 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 : 6641
Unique Edges : 2208
Edges With Duplicates : 10592
Total Edges : 12800
Number of Edge Types : 5
Tweet : 2428
Replies to : 351
Mentions : 703
Retweet : 4560
MentionsInRetweet : 4758
Self-Loops : 2574
Reciprocated Vertex Pair Ratio : 0.0107276953334525
Reciprocated Edge Ratio : 0.0212276667256324
Connected Components : 1491
Single-Vertex Connected Components : 903
Maximum Vertices in a Connected Component : 1231
Maximum Edges in a Connected Component : 2536
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 2.667199
Graph Density : 0.00012819687120716
Modularity : 0.462563
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,641 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, 28 May 2021 at 09:46 UTC.

The requested start date was Friday, 28 May 2021 at 00:01 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, 21-hour, 56-minute period from Sunday, 23 May 2021 at 02:03 UTC to Thursday, 27 May 2021 at 23:59 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:
[52] https://block.fiverr.com/index.html?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3MyLzg3Y2QwZjhkMTQ/&uuid=6fe778b0-9d4f-11eb-99bb-37ae25196eba&vid=
[50] https://www.topbots.com/marketing-ai-research-personalization/
[22] https://www.topbots.com/ai-marketing-research-papers-2020/
[22] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[19] https://blog.hubspot.com/marketing/getting-to-know-email-subscribers
[13] https://digiday.com/marketing/no-one-knows-the-right-answer-digiday-research-shows-return-to-office-strategies-are-in-flux/
[13] https://www.convinceandconvert.com/social-media-marketing/statistics-about-twitter-in-america/
[10] https://social.icims.com/job/Marketing-Research-Specialist-Job-US-NJ-Princeton-29812623.html?isd_source=twitter&isd_pub=2409074&pubId=11245&iis=Social
[10] Networks&iisn=Limor
[10] https://vippusa.org/wait-til-you-h

Top URLs in Tweet in G1:
[1] https://twitter.com/i/web/status/1396450984277204993

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1395639735377346560

Top URLs in Tweet in G3:
[10] https://www.convinceandconvert.com/social-media-marketing/statistics-about-twitter-in-america/
[10] https://social.icims.com/job/Marketing-Research-Specialist-Job-US-NJ-Princeton-29812623.html?isd_source=twitter&isd_pub=2409074&pubId=11245&iis=Social
[10] Networks&iisn=Limor
[8] https://blog.hubspot.com/marketing/getting-to-know-email-subscribers
[5] https://twitter.com/messages/compose?recipient_id=1131078361105805312
[5] http://blog.hubspot.com/marketing/getting-to-know-email-subscribers
[5] https://rfpalooza.com/latest-advertising-marketing-rfps-2/rfp-single/RFP60ad32893de63/
[5] https://vippusa.org/wait-til-you-h
[4] https://blog.workwithjameshicks.com/attraction-marketing-secrets-that-will-boost-your-profitability/
[4] https://digiday.com/marketing/no-one-knows-the-right-answer-digiday-research-shows-return-to-office-strategies-are-in-flux/

Top URLs in Tweet in G4:
[4] https://exotel.com/en
[1] https://twitter.com/i/web/status/1397179822799933442

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1397409758395604994
[1] https://twitter.com/i/web/status/1397426611566252037

Top URLs in Tweet in G7:
[49] https://www.topbots.com/marketing-ai-research-personalization/
[21] https://www.topbots.com/ai-marketing-research-papers-2020/
[9] http://out.faveeo.com/?url=https://www.topbots.com/marketing-ai-research-personalization/&vertical=marketing&family=ai
[5] https://www.cbinsights.com/research/tanihub-series-b-funding/?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.cbinsights.com/research/digital-therapeutics-outlook/?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.topbots.com/marketing-ai-research-attribution/?utm_source=twitter&utm_medium=company_post&utm_campaign=marketing_ai_research_attribution
[4] https://www.constellationr.com/research/digital-optimization-new-strategy-and-system-growth
[3] https://www.topbots.com/marketing-ai-research-personalization/?utm_source=twitter&utm_medium=company_post&utm_campaign=marketing_ai_research_personalization
[3] https://www.cbinsights.com/research/zeta-series-c-funding/?utm_source=dlvr.it&utm_medium=twitter
[3] http://www.topbots.com/marketing-ai-research-video-generation/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/1396666026209648644

Top URLs in Tweet in G9:
[52] https://block.fiverr.com/index.html?url=aHR0cDovL3d3dy5maXZlcnIuY29tL3MyLzg3Y2QwZjhkMTQ/&uuid=6fe778b0-9d4f-11eb-99bb-37ae25196eba&vid=
[9] https://digiday.com/marketing/no-one-knows-the-right-answer-digiday-research-shows-return-to-office-strategies-are-in-flux/
[2] http://dlvr.it/S0H6bP
[2] https://digiday.com/marketing/no-one-knows-the-right-answer-digiday-research-shows-return-to-office-strategies-are-in-flux/?utm_content=bufferec79d&utm_medium=social&utm_source=twitter&utm_campaign=digidaydis
[2] https://blog.workwithjameshicks.com/attraction-marketing-secrets-that-will-boost-your-profitability/
[1] https://www.searchenginejournal.com/categorical-keyword-research/400045/?utm_source=twitter.com&utm_medium=social&utm_campaign=share-back-traffic
[1] https://twitter.com/i/web/status/1397449074006274052
[1] https://t.co/YSdsmsJjus
[1] https://t.co/OWTlauoJBC
[1] https://twitter.com/i/web/status/1397086762506153985

Top URLs in Tweet in G10:
[1] https://static1.squarespace.com/static/59f75004f09ca48694070f3b/t/6053645514d0f3072adec94e/1616077909798/Marketing_of_infant_milk_in_the_UK-what_do_parents_see_and_believe_finala.pdf
[1] https://twitter.com/i/web/status/1396718433706913792

Top Domains
Top Domains in Tweet in Entire Graph:
[1398] twitter.com
[105] topbots.com
[72] fiverr.com
[39] hubspot.com
[33] convinceandconvert.com
[33] digiday.com
[24] co.uk
[22] pallav.io
[16] cbinsights.com
[13] faveeo.com

Top Domains in Tweet in G1:
[1] twitter.com

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

Top Domains in Tweet in G3:
[781] twitter.com
[21] convinceandconvert.com
[19] hubspot.com
[12] digiday.com
[11] co.uk
[10] icims.com
[9] remote-marketing-jobs.com
[8] fiverr.com
[8] socialmediatoday.com
[8] valens-research.com

Top Domains in Tweet in G4:
[4] exotel.com
[1] twitter.com

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

Top Domains in Tweet in G7:
[152] twitter.com
[101] topbots.com
[16] cbinsights.com
[13] faveeo.com
[4] constellationr.com
[2] livestorm.co
[2] thefinancialbrand.com
[1] sinnetic.com
[1] forms.gle
[1] quirks.com

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

Top Domains in Tweet in G9:
[52] fiverr.com
[15] twitter.com
[14] digiday.com
[2] t.co
[2] dlvr.it
[2] workwithjameshicks.com
[1] searchenginejournal.com

Top Domains in Tweet in G10:
[1] squarespace.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[592] marketing
[550] research
[526] essay
[404] calculus
[365] algebra
[340] statistics
[285] nursing
[281] finance
[236] assignment
[231] business



Top Hashtags in Tweet in G3:
[238] marketing
[236] research
[183] essay
[155] calculus
[136] algebra
[129] online
[125] english
[120] business
[114] nursing
[113] statistics

Top Hashtags in Tweet in G7:
[207] calculus
[196] algebra
[194] statistics
[166] finance
[153] essay
[140] marketing
[135] nursing
[133] research
[132] econometrics
[124] maths

Top Hashtags in Tweet in G9:
[1] digitalmarketing
[1] marketing
[1] seo
[1] office
[1] workplaceculture

Top Hashtags in Tweet in G10:
[3] humanmilk

Top Words
Top Words in Tweet in Entire Graph:
[3913] research
[3754] marketing
[1273] days
[1268] ba
[1248] miss
[1246] international
[1245] ma
[1238] corporate
[1236] employer
[1236] pls

Top Words in Tweet in G1:
[1233] miss
[1233] corporate
[1233] days
[1233] employer
[1233] pls
[1233] ba
[1233] journalism
[1233] ma
[1233] international
[1233] affairs

Top Words in Tweet in G2:
[973] research
[973] coins
[973] check
[973] liq
[973] locked
[973] dev
[973] wallet
[973] marketing
[973] airdrops
[973] low

Top Words in Tweet in G3:
[947] research
[809] marketing
[554] due
[541] pay
[451] law
[421] essay
[392] paper
[392] calculus
[360] help
[323] dm

Top Words in Tweet in G4:
[962] being
[481] hello
[481] twitter
[481] covid
[481] patient
[481] month
[481] back
[481] unemployed
[481] 28
[481] year

Top Words in Tweet in G5:
[280] funandflight
[278] guys
[278] those
[278] competent
[278] position
[278] wanted
[278] share
[278] looking
[278] job
[278] marketing

Top Words in Tweet in G6:
[494] marketing
[247] ثلاث
[247] طرق
[247] لجمع
[247] المعلومات
[247] في
[247] التسويق
[247] internal
[247] data
[247] intelligence

Top Words in Tweet in G7:
[258] due
[231] research
[229] paper
[207] #calculus
[196] #algebra
[194] #statistics
[166] #finance
[153] #essay
[140] #marketing
[135] #nursing

Top Words in Tweet in G8:
[86] armys
[86] love
[86] travel
[86] kindly
[86] help
[86] struggling
[86] college
[86] student
[86] marketing
[86] research

Top Words in Tweet in G9:
[104] influencer
[86] research
[55] marketing
[52] tiktok
[52] youtube
[52] order
[52] co
[51] rpxxlkbdks
[30] digiday
[25] return

Top Words in Tweet in G10:
[47] research
[45] uk
[44] forty
[44] years
[44] code
[44] reminder
[44] matters
[44] places
[44] last
[44] year

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1233] miss,corporate
[1233] corporate,days
[1233] days,employer
[1233] employer,pls
[1233] pls,ba
[1233] ba,journalism
[1233] journalism,ma
[1233] ma,international
[1233] international,affairs
[1233] affairs,diplomacy

Top Word Pairs in Tweet in G1:
[1233] miss,corporate
[1233] corporate,days
[1233] days,employer
[1233] employer,pls
[1233] pls,ba
[1233] ba,journalism
[1233] journalism,ma
[1233] ma,international
[1233] international,affairs
[1233] affairs,diplomacy

Top Word Pairs in Tweet in G2:
[973] research,coins
[973] coins,check
[973] check,liq
[973] liq,locked
[973] locked,dev
[973] dev,wallet
[973] wallet,marketing
[973] marketing,airdrops
[973] airdrops,low
[973] low,possible

Top Word Pairs in Tweet in G3:
[315] essay,due
[191] business,law
[187] research,paper
[163] #essay,due
[150] nursing,essay
[142] biology,nursing
[139] kindly,dm
[132] law,algebra
[131] case,study
[129] need,help

Top Word Pairs in Tweet in G4:
[481] hello,twitter
[481] twitter,being
[481] being,covid
[481] covid,patient
[481] patient,month
[481] month,back
[481] back,being
[481] being,unemployed
[481] unemployed,28
[481] 28,year

Top Word Pairs in Tweet in G5:
[278] guys,those
[278] those,competent
[278] competent,position
[278] position,wanted
[278] wanted,share
[278] share,looking
[278] looking,job
[278] job,marketing
[278] marketing,research
[277] funandflight,guys

Top Word Pairs in Tweet in G6:
[247] ثلاث,طرق
[247] طرق,لجمع
[247] لجمع,المعلومات
[247] المعلومات,في
[247] في,التسويق
[247] التسويق,internal
[247] internal,data
[247] data,marketing
[247] marketing,intelligence
[247] intelligence,marketing

Top Word Pairs in Tweet in G7:
[187] #algebra,#calculus
[184] #calculus,#statistics
[145] #essay,due
[132] #statistics,#econometrics
[128] #econometrics,#finance
[121] research,paper
[99] essay,due
[93] #maths,#algebra
[83] due,#assignment
[73] #finance,#nursing

Top Word Pairs in Tweet in G8:
[86] armys,love
[86] love,travel
[86] travel,kindly
[86] kindly,help
[86] help,struggling
[86] struggling,college
[86] college,student
[86] student,marketing
[86] marketing,research
[86] research,answering

Top Word Pairs in Tweet in G9:
[52] research,tiktok
[52] tiktok,youtube
[52] youtube,influencer
[52] influencer,influencer
[52] influencer,marketing
[52] marketing,order
[52] order,co
[51] co,rpxxlkbdks
[22] digiday,research
[21] research,shows

Top Word Pairs in Tweet in G10:
[44] forty,years
[44] years,code
[44] code,reminder
[44] reminder,matters
[44] matters,places
[44] places,uk
[44] uk,research
[44] research,last
[44] last,year
[43] prof_amybrown,forty

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@darling_juliann
@altcryptogems
@mohdfahad42
@funandflight
@sultan_almgli_
@adorebusans
@pierrepinna
@prof_amybrown
@thewrightej
@parrotoftheday

Top Mentioned in G1:
@darling_juliann

Top Mentioned in G2:
@altcryptogems

Top Mentioned in G3:
@essayproswritin
@bbretah
@custompapers4
@writerpay2016
@profassignments
@tutorlegit
@geniusessays20
@writing_tutors1
@tutorsskype

Top Mentioned in G4:
@mohdfahad42
@jestme

Top Mentioned in G5:
@funandflight
@mohdfahad42
@priyashmita
@nuts2406
@larissafernand

Top Mentioned in G6:
@sultan_almgli_

Top Mentioned in G7:
@pierrepinna
@topbots
@coolerdata
@online_klas
@prowleranalyti1
@executivetypers
@thinkmariya
@online_graders
@andi_staub
@legitessayhelp

Top Mentioned in G8:
@adorebusans

Top Mentioned in G9:
@marcflood
@maxwillens
@digiday
@jessdaviesmk
@sejournal
@drumming
@josephrmaglio
@seomonitor
@rizeninbound
@ayushti76062903

Top Mentioned in G10:
@prof_amybrown
@emc_carthyquinn

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@sectest9
@marshawright
@chidambara09
@charlesfrize
@bmurphypointman
@xaelbot
@codedailybot
@algebra_com
@cooldealca

Top Tweeters in G1:
@nerdy_ian
@adetigerr
@alextackie
@ladytoluu
@nerdy_dami
@adebowvle
@1realkidd
@kafuimodrizzy
@babybunorangel
@itz_iyisam

Top Tweeters in G2:
@mgd2278
@rajxsoleil
@jinlemontae
@gyuvexan
@cookyjungooo_
@nikhita07
@sabvbaumgard
@yumarjb
@owshiash
@minryungriego

Top Tweeters in G3:
@marshawright
@algebra_com
@cooldealca
@jameshicksuk
@mlmleadrush
@postjobfree
@lean4lifetime
@thewealthzone
@biconnections
@cmwealth

Top Tweeters in G4:
@nikhil_p_b
@aniljothomas
@samyagdrsti
@muntaziraapka
@vdhiman_89
@vvf47_mufc
@angryyoungman55
@parwez1
@facts_chek
@daaktardush

Top Tweeters in G5:
@anakincoded
@alieshekhu
@subytweets
@juneymb
@islayit
@jobeegeorgeous
@tasha__2o1o
@hrdshabbeer
@aazaadee
@human4justice

Top Tweeters in G6:
@so220s
@kkkkkmyyyyy
@weka9000
@nm__nml
@zxcfhm
@elina__7_
@g7812q
@zozaa_2017
@fares__202
@1vbn11

Top Tweeters in G7:
@sectest9
@xaelbot
@codedailybot
@bexxmodd
@codernotesbot
@cybersecurityn8
@ssxman2
@botraj1
@hubofml
@friday_js_bot

Top Tweeters in G8:
@jegelskerdig20
@seraphicallypjm
@filteraphy
@javachipkookie
@btstaemochi
@inpinkseokjin
@ziam_jikook
@taelyk
@hopeiaya
@nshniki

Top Tweeters in G9:
@bmurphypointman
@fitbody4ever
@grjenkin
@prosper_kenn
@theagencyreview
@jukkapseppl
@wickedresponses
@cardozagab
@ross_quintana
@marcflood

Top Tweeters in G10:
@lizmayessex
@thelovelymaeve
@jessbrooks2004
@anneodmatthews
@helengrayibclc
@sarahjchapman
@globalhealthbot
@prof_amybrown
@catrianamckie
@godfrey_isaacs


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