marketing research, Twitter, 9/18/2020 10:58:47 AM, 235394


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marketing research_2020-09-18_02-18-02.xlsx
marketing research_2020-09-18_02-18-02.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 18, 2020
Short Description:
marketing research via NodeXL https://bit.ly/35KVL4Y
@academia191
@essay_centre24
@realdonaldtrump
@professortyrrel
@everburningfire
@perryessays
@teamofindore
@smartwriters338
@excelwriters_
@robinheed

Top hashtags:
#calculus
#pay
#math
#nursing
#algebra
#essay

Description:
Description
The graph represents a network of 4,486 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, 18 September 2020 at 09:27 UTC.

The requested start date was Friday, 18 September 2020 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 6-day, 11-hour, 49-minute period from Friday, 11 September 2020 at 12:11 UTC to Friday, 18 September 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 : 4486
Unique Edges : 2837
Edges With Duplicates : 7464
Total Edges : 10301
Number of Edge Types : 5
Tweet : 4637
Retweet : 2044
MentionsInRetweet : 1952
Replies to : 680
Mentions : 988
Self-Loops : 5045
Reciprocated Vertex Pair Ratio : 0.01914486279515
Reciprocated Edge Ratio : 0.0375704445835942
Connected Components : 1791
Single-Vertex Connected Components : 1098
Maximum Vertices in a Connected Component : 547
Maximum Edges in a Connected Component : 3602
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.560738
Graph Density : 0.000158749803053821
Modularity : 0.370773
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 4,486 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, 18 September 2020 at 09:27 UTC.

The requested start date was Friday, 18 September 2020 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 6-day, 11-hour, 49-minute period from Friday, 11 September 2020 at 12:11 UTC to Friday, 18 September 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 : 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:
[44] https://blog.hubspot.com/marketing/best-time-to-send-email
[25] https://vippusa.org/wait-til-you-h
[23] https://www.gartner.com/en/marketing/research/marketing-operation-survey2020
[22] https://www.reverbnation.com/rapperllove/song/31768433-gotta-level-up-lofihiphop-ft-sav
[22] http://jameshicks.net/go-w3
[18] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[14] https://mrdashboard.com/index.php/how-to-design-questionnaire-for-marketing-research/
[11] https://twinybots.ch/
[11] https://blog.hubspot.com/marketing/best-time-to-send-email?utm_source=dlvr.it&utm_medium=twitter
[10] https://mrdashboard.com/index.php/marketing-management-research-and-analysis-tips-articles-and-templates/

Top URLs in Tweet in G1:
[36] https://blog.hubspot.com/marketing/best-time-to-send-email
[20] http://jameshicks.net/go-w3
[18] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[14] https://mrdashboard.com/index.php/how-to-design-questionnaire-for-marketing-research/
[10] https://blog.hubspot.com/marketing/best-time-to-send-email?utm_source=dlvr.it&utm_medium=twitter
[10] https://mrdashboard.com/index.php/marketing-management-research-and-analysis-tips-articles-and-templates/
[8] https://twinybots.ch/
[7] https://blog.thesocialms.com/bloggers-guide-keyword-research/
[7] https://mrdashboard.com/index.php/steps-in-marketing-research-process/
[7] https://mrdashboard.com/index.php/marketing-analysis-report-structure-for-market-research/

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1306744154496655363
[1] https://twitter.com/i/web/status/1305921630171004928
[1] https://twitter.com/i/web/status/1306146077498843136
[1] https://twitter.com/i/web/status/1306409856941916160
[1] https://twitter.com/i/web/status/1306407172369035265
[1] https://twitter.com/i/web/status/1305959169871224833
[1] https://twitter.com/i/web/status/1304587610782920705
[1] https://twitter.com/i/web/status/1306051107635040258
[1] https://twitter.com/i/web/status/1304503661247295489
[1] https://twitter.com/i/web/status/1304504470513033216

Top URLs in Tweet in G3:
[3] https://twinybots.ch/
[2] https://inside.com/
[2] https://twitter.com/messages/compose?recipient_id=1266746240907333634
[1] https://twitter.com/i/web/status/1304485575920058369
[1] https://twitter.com/i/web/status/1305600851235528705
[1] https://twitter.com/i/web/status/1305965070560698368
[1] https://twitter.com/i/web/status/1306298810688245760
[1] https://twitter.com/i/web/status/1306299034336980992
[1] https://twitter.com/i/web/status/1306708569400717312
[1] https://twitter.com/i/web/status/1306738846755950592

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1304653257055240193

Top URLs in Tweet in G6:
[5] https://www.constellationr.com/research/death-messaging-framework
[4] https://www.constellationr.com/research/it-s-past-time-crack-social-engagement-nut
[3] https://www.topbots.com/marketing-ai-research-video-generation/
[1] https://www.techcircle.in/2020/09/17/sap-startup-studio-chooses-16-firms-for-fourth-cohort?utm_source=twitter&utm_medium=social&utm_campaign=SAP
[1] Startup
[1] Studio
[1] chooses
[1] 16
[1] firms
[1] for

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1306255096968339460
[1] https://twitter.com/i/web/status/1305961245288390658
[1] https://twitter.com/i/web/status/1305913858658312197
[1] https://twitter.com/i/web/status/1305913917575778305
[1] https://twitter.com/i/web/status/1305914003441491968
[1] https://twitter.com/i/web/status/1305914176838262786
[1] https://twitter.com/i/web/status/1305914247239663617
[1] https://twitter.com/i/web/status/1305914297323868160

Top URLs in Tweet in G8:
[22] https://www.gartner.com/en/marketing/research/marketing-operation-survey2020
[10] https://hola.psyma-latina.com/psyma-ai-chats/
[1] https://www.gartner.com/en/marketing/research/the-annual-cmo-spend-survey-2020-part1
[1] https://twitter.com/i/web/status/1305572270249660417
[1] https://www.gartner.com/en/marketing/research/marketing-operation-survey2020?utm_source=twitter&utm_medium=social&utm_campaign=GML_GB_2020_GML_SOC_SOC1_RE-MARK-OPS-SURVEY-&sf237562205=1
[1] https://www.gartner.com/en/marketing/research/marketing-operation-survey2020?utm_campaign=GML_GB_2020_GML_C_BB1_RE-MARKETING-OPS&utm_medium=email&utm_source=Eloqua&cm_mmc=Eloqua-_-Email-_-LM_GML_GB_2020_GML_C_BB1_RE-MARKETING-OPS-_-0000
[1] https://twitter.com/i/web/status/1306627501725229058
[1] https://www.gartner.com/en/marketing/research/2020-hype-cycle-for-digital-advertising?utm_source=twitter&utm_medium=social&utm_campaign=GML_GB_2020_GML_SOC_SOC1_RE-HYPE-CYC-DIG-ADV
[1] https://www.gartner.com/en/marketing/insights/customer-journey?utm_source=twitter&utm_medium=social&utm_campaign=GML_GB_2020_GML_SOC_SOC1_CH-CUST-JOUR&sf237606042=1
[1] https://www.gartner.com/en/marketing/research/ignition-guide-scenario-planning-for-marketing?utm_source=twitter&utm_medium=social&utm_campaign=GML_GB_2020_GML_SOC_SOC1_RE-SCENARIO-PLAN

Top Domains
Top Domains in Tweet in Entire Graph:
[2216] twitter.com
[71] hubspot.com
[62] fiverr.com
[47] linkedin.com
[41] mrdashboard.com
[36] gartner.com
[25] vippusa.org
[22] reverbnation.com
[22] jameshicks.net
[18] pallav.io

Top Domains in Tweet in G1:
[886] twitter.com
[54] hubspot.com
[41] mrdashboard.com
[26] linkedin.com
[26] fiverr.com
[20] jameshicks.net
[18] pallav.io
[13] thesocialms.com
[12] valens-research.com
[8] searchenginejournal.com

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

Top Domains in Tweet in G3:
[805] twitter.com
[3] twinybots.ch
[2] inside.com
[2] mcmediadigital.com
[1] remotees.com
[1] hubspot.com

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

Top Domains in Tweet in G6:
[13] constellationr.com
[9] salestechstar.com
[4] twitter.com
[3] topbots.com
[1] techcircle.in

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

Top Domains in Tweet in G8:
[30] gartner.com
[10] psyma-latina.com
[2] twitter.com
[1] komarketing.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3395] calculus
[3212] pay
[2581] math
[2552] nursing
[2536] algebra
[2514] essay
[2489] statistics
[2413] business
[2243] assignment
[2099] biology



Top Hashtags in Tweet in G1:
[1233] pay
[859] calculus
[698] essay
[665] algebra
[660] math
[639] business
[634] nursing
[623] statistics
[613] assignment
[578] marketing

Top Hashtags in Tweet in G2:
[432] calculus
[293] math
[292] business
[290] algebra
[287] statistics
[283] biology
[278] nursing
[274] essay
[153] assignment
[149] homework

Top Hashtags in Tweet in G3:
[1926] calculus
[1724] pay
[1505] nursing
[1495] math
[1465] algebra
[1446] statistics
[1427] essay
[1366] assignment
[1356] business
[1203] biology

Top Hashtags in Tweet in G6:
[22] marketing
[10] technology
[9] tech
[9] b2b
[9] salestech
[9] salestechnology
[9] sales
[6] cmo
[5] brand
[4] socialmedia

Top Hashtags in Tweet in G7:
[38] calculus
[22] math
[22] algebra
[22] statistics
[22] biology
[22] nursing
[22] essay
[21] assignment
[16] online
[16] research

Top Hashtags in Tweet in G8:
[15] marketing
[10] aichat
[10] psymalatina
[10] pulsonoticias
[6] research
[6] insights
[6] cmo
[6] gartnermktg
[6] digital
[6] digitaladvertising

Top Words
Top Words in Tweet in Entire Graph:
[3395] #calculus
[3299] due
[3212] #pay
[2925] research
[2717] marketing
[2702] dm
[2581] #math
[2575] paper
[2552] #nursing
[2536] #algebra

Top Words in Tweet in G1:
[1233] #pay
[1128] research
[1119] due
[1049] marketing
[859] #calculus
[784] paper
[698] #essay
[688] law
[685] dm
[665] #algebra

Top Words in Tweet in G2:
[432] #calculus
[419] dm
[293] #math
[292] #business
[291] law
[290] #algebra
[287] #statistics
[283] #biology
[278] #nursing
[277] kindly

Top Words in Tweet in G3:
[1926] #calculus
[1776] due
[1724] #pay
[1505] #nursing
[1495] #math
[1481] paper
[1465] #algebra
[1463] dm
[1446] #statistics
[1427] #essay

Top Words in Tweet in G4:
[92] marketing
[92] team
[92] zero
[92] linguistic
[92] research
[92] product
[92] name
[92] hakuna
[92] swahili
[92] word

Top Words in Tweet in G5:
[71] hello
[71] twitter
[71] looking
[71] freelance
[71] work
[71] go
[71] long
[71] way
[71] marketing
[71] strategist

Top Words in Tweet in G6:
[28] research
[22] #marketing
[11] independent
[11] social
[11] lizkmiller
[10] solutions
[10] firm
[10] #technology
[10] leader
[9] named

Top Words in Tweet in G7:
[40] dm
[38] #calculus
[24] kindly
[24] due
[22] #math
[22] #algebra
[22] #statistics
[22] #biology
[22] #nursing
[22] #essay

Top Words in Tweet in G8:
[28] marketing
[27] operations
[22] responsibilities
[22] part
[22] mandate
[22] within
[22] next
[22] 12
[22] 24
[22] months

Top Words in Tweet in G9:
[35] marketing
[35] looking
[34] ve
[34] standing
[34] bedstuy
[34] mcdonalds
[34] research
[34] weirdo
[34] orders
[33] michaelmiraflor

Top Words in Tweet in G10:
[64] อม
[62] ค
[33] ต
[33] างชาต
[33] ข
[32] ะ
[32] บ
[32] ลช
[31] hedyamabu
[31] เราทำ

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[2409] #calculus,#statistics
[2406] #algebra,#calculus
[2281] #math,#algebra
[2216] #essay,due
[2142] #business,law
[2049] law,#math
[1925] #nursing,#essay
[1675] #statistics,#biology
[1629] #biology,#nursing
[1617] due,#assignment

Top Word Pairs in Tweet in G1:
[635] #essay,due
[627] #algebra,#calculus
[596] #calculus,#statistics
[579] #math,#algebra
[554] #business,law
[525] law,#math
[511] #nursing,#essay
[486] #research,paper
[468] due,#assignment
[409] #statistics,#biology

Top Word Pairs in Tweet in G2:
[290] #business,law
[290] #algebra,#calculus
[289] law,#math
[287] #math,#algebra
[285] #calculus,#statistics
[278] #statistics,#biology
[277] kindly,dm
[275] dm,#business
[272] #biology,#nursing
[270] #nursing,#essay

Top Word Pairs in Tweet in G3:
[1400] #calculus,#statistics
[1375] #algebra,#calculus
[1310] #math,#algebra
[1224] #essay,due
[1210] #business,law
[1149] law,#math
[1054] #nursing,#essay
[922] due,#assignment
[913] #statistics,#biology
[903] #biology,#nursing

Top Word Pairs in Tweet in G4:
[92] marketing,team
[92] team,zero
[92] zero,linguistic
[92] linguistic,research
[92] research,product
[92] product,name
[92] name,hakuna
[92] hakuna,swahili
[92] swahili,word
[91] bioculturalcsu,marketing

Top Word Pairs in Tweet in G5:
[71] hello,twitter
[71] twitter,looking
[71] looking,freelance
[71] freelance,work
[71] work,go
[71] go,long
[71] long,way
[71] way,marketing
[71] marketing,strategist
[71] strategist,years

Top Word Pairs in Tweet in G6:
[9] research,firm
[9] #tech,#technology
[9] #technology,#marketing
[9] #marketing,#b2b
[9] #b2b,#salestech
[9] #salestech,#salestechnology
[9] #salestechnology,#sales
[8] independent,research
[7] named,leader
[7] predictive,analytics

Top Word Pairs in Tweet in G7:
[24] kindly,dm
[22] dm,#math
[22] #math,#algebra
[22] #algebra,#calculus
[22] #calculus,#statistics
[22] #statistics,#biology
[22] #biology,#nursing
[22] #nursing,#essay
[22] #essay,due
[21] due,#assignment

Top Word Pairs in Tweet in G8:
[24] marketing,operations
[22] responsibilities,part
[22] part,marketing
[22] operations,mandate
[22] mandate,within
[22] within,next
[22] next,12
[22] 12,24
[22] 24,months
[21] chiefmartec,responsibilities

Top Word Pairs in Tweet in G9:
[34] ve,standing
[34] standing,bedstuy
[34] bedstuy,mcdonalds
[34] mcdonalds,marketing
[34] marketing,research
[34] research,weirdo
[34] weirdo,looking
[34] looking,orders
[33] michaelmiraflor,ve

Top Word Pairs in Tweet in G10:
[33] ต,างชาต
[33] ข,อม
[32] อม,ลช
[31] hedyamabu,เราทำ
[31] เราทำ,freelance
[31] freelance,เก
[31] เก,ยวก
[31] ยวก,บเก
[31] บเก,บข
[31] บข,อม

Top Replied-To
Top Replied-To in Entire Graph:
@superbonline
@fervid_writer
@qustudents
@fakeitflcwers
@oblivionliv
@wwafaiore
@nhuss_
@blondedvampire
@harrypro_

Top Replied-To in G1:
@idealwriters01

Top Replied-To in G2:
@noah654321
@vivian_trann
@labritneyd2007
@harrypro_
@blondedvampire
@nhuss_
@wwafaiore
@oblivionliv
@fakeitflcwers
@the_mtrockets

Top Replied-To in G3:
@superbonline
@fervid_writer
@excelwriters_
@excellenttutor_
@isalovesusomuch
@estrada100_
@boredannabelle
@hamooz2x
@megan13neufeld

Top Replied-To in G6:
@seismicsoftware
@tibco
@dataiku
@sassoftware
@extrahop
@dominodatalab
@mediafly
@dynataglobal

Top Replied-To in G7:
@politics_polls
@beckynyc212
@davebar38856137
@joshdelorbe
@jeensnuggets
@aiaptn
@kaito_pom
@uguetteachmar
@jjoywriting1
@seascourge

Top Replied-To in G10:
@hedyamabu

Top Mentioned
Top Mentioned in Entire Graph:
@academia191
@bioculturalcsu
@sangtav
@essayval
@excelwriters_
@write_wave
@topacewriter
@terifficwriter
@superior_writer
@online_writers1

Top Mentioned in G1:
@superior_writer
@writingpro950
@campuswriters
@cherryjane071
@myprowriters_
@prudent_writers
@authenticacade1
@speedywriters01
@prof_cecil
@lee_essays

Top Mentioned in G2:
@academia191
@tayloressays
@pirates
@goatjordanlove
@perfectwriters7
@celticsgotnext
@realdonaldtrump
@thatsnotwilvo
@veryorginalidea
@_robbyphillips

Top Mentioned in G3:
@essayval
@excelwriters_
@write_wave
@topacewriter
@terifficwriter
@writers_247
@online_writers1
@topnotchwriter8
@superbonline

Top Mentioned in G4:
@bioculturalcsu

Top Mentioned in G5:
@sangtav

Top Mentioned in G6:
@lizkmiller
@constellationr
@dhinchcliffe
@lnfrance
@salestechstar
@sap
@topbots
@bigtoken_app
@acquia
@adobe

Top Mentioned in G7:
@realdonaldtrump
@qriously
@joebiden
@thrice_megistus
@gracecastle20
@evanakilgore
@marcelynjandre1
@dholmes1122
@anitaburnsalan1
@matthewjshow

Top Mentioned in G8:
@chiefmartec
@psymamexico
@gartner_mktg
@gartner_inc
@draab
@lexiaglobal
@kavermes

Top Mentioned in G9:
@michaelmiraflor
@sangtav

Top Mentioned in G10:
@mabitchxxx
@hedyamabu

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@sectest9
@marshawright
@uber_support
@sgh_rts
@engineersday
@charlesfrize
@chidambara09
@cybersec_feeds
@aaroncuddeback

Top Tweeters in G1:
@marshawright
@engineersday
@crweworld
@iam__network
@rockcheetah
@ossbss_ami_ucc
@leswankjuice
@workswithjames
@lean4lifetime
@clevermarketg

Top Tweeters in G2:
@lex_cee
@pirates
@ofwnoelia
@_simplybossy
@_tooturntb
@spaghe11i
@_notcreative
@notlynix
@kiana_kerr
@moonlightpriss

Top Tweeters in G3:
@aaroncuddeback
@dataaugmented
@bexxmodd
@nekopia01
@jsnewsbot
@gmail
@nikfarmath2
@networkindie
@robinheed
@jeongenre

Top Tweeters in G4:
@unmarketing
@texhewson
@chalisssa
@truckerdesiree
@sand_ayyy
@ojmason
@caylenb
@outsidevoice
@jayacunzo
@lesmotsdemar

Top Tweeters in G5:
@fowlazule
@zokage_
@_apeshxt_
@jessiexjo
@heybri_
@beccaofprunes
@joancaste
@9livesrock
@money_meggy
@sum_mare

Top Tweeters in G6:
@rwang0
@ml_tweet_bot
@ipfconline1
@holgermu
@kirkdborne
@constellationr
@jesus_hoyos
@salesforce
@dhinchcliffe
@mikequindazzi

Top Tweeters in G7:
@matthewjshow
@marcelynjandre1
@realdonaldtrump
@anitaburnsalan1
@alyse___
@gregkulowiec
@tommesia_
@politics_polls
@kaito_pom
@riooogonzales

Top Tweeters in G8:
@malharbarai
@claudioflorest
@utollwi
@mky110987
@lexiaglobal
@finmktg
@komarketing
@srwellman
@gartner_inc
@vijayan2k

Top Tweeters in G9:
@sixfever
@tysandsnyc
@lesliedowens
@thekidskoob
@letsgo_ugo
@rockswagg
@puneetsingh
@devon0
@cmclean89
@meganthetrainor

Top Tweeters in G10:
@_wishm9
@filmxrz
@xxstmp
@pgcmtbb
@dragonmxq
@bottbugsy_btys
@magickyslot
@nb_eauxz
@ggggmm96
@poornanon


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