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marketing research_2021-09-17_02-37-45.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
September 17, 2021
Short Description:
marketing research via NodeXL https://bit.ly/3kj8X88
@jfsebastian146
@launchzoneann
@jakevictor_
@postmaker_io
@maryann_breece
@engpardeep
@youtube
@hubspot
@seekmomentum
@marketingyotta

Top hashtags:
#marketing
#pay
#essay
#research
#calculus
#online
#statistics

Description:
Description
The graph represents a network of 5,416 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, 17 September 2021 at 09:51 UTC.

The requested start date was Friday, 17 September 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 7-day, 23-hour, 7-minute period from Thursday, 09 September 2021 at 00:52 UTC to Friday, 17 September 2021 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 : 5416
Unique Edges : 3302
Edges With Duplicates : 8147
Total Edges : 11449
Number of Edge Types : 5
Replies to : 558
Tweet : 4057
Mentions : 1187
Retweet : 2691
MentionsInRetweet : 2956
Self-Loops : 4355
Reciprocated Vertex Pair Ratio : 0.0211844005777564
Reciprocated Edge Ratio : 0.0414898632720415
Connected Components : 2025
Single-Vertex Connected Components : 1248
Maximum Vertices in a Connected Component : 643
Maximum Edges in a Connected Component : 3326
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.829159
Graph Density : 0.000144641710004624
Modularity : 0.42867
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,416 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, 17 September 2021 at 09:51 UTC.

The requested start date was Friday, 17 September 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 7-day, 23-hour, 7-minute period from Thursday, 09 September 2021 at 00:52 UTC to Friday, 17 September 2021 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:
[46] http://www.pallav.io/13-proven-psychological-tactics-of-conversion-optimization-backed-by-academic-research/
[38] https://cutt.ly/LWwDTCK
[30] https://vippusa.org/wait-til-you-h
[23] https://twitter.com/messages/compose?recipient_id=1337108710381002758
[22] http://jameshicks.net/go-w3
[22] https://www.fiverr.com/theruhit/keyword-search-website-research-competitor-analysis-on-page-seo-niche-research
[20] https://www.fiverr.com/share/xyk9zx
[19] https://www.fiverr.com/share/pkwmER
[19] https://www.fiverr.com/share/7G18Pk
[19] https://www.fiverr.com/share/goyL09

Top URLs in Tweet in G1:
[20] https://vippusa.org/wait-til-you-h
[13] http://jameshicks.net/go-w3
[11] https://blog.workwithjameshicks.com/how-to-start-making-money-online-with-affiliate-marketing/
[9] https://affiliates.contentsparks.com/aff/idevaffiliate.php?id=1412&url=693
[8] https://www.idcspain.com/research/cmos
[8] https://social.icims.com/job/Marketing-Research-Representative-Job-US-NJ-Princeton-31095802.html?isd_source=twitter&isd_pub=2409074&pubId=11245&iis=Social
[8] Networks&iisn=Limor
[6] http://blog.workwithjameshicks.com/how-to-quickly-easily-get-started-in-crypto-currency
[6] https://www.searchenginejournal.com/keyword-research/social-media/
[6] https://tr.storexppen.ph/cl5r6o2?original_url=https%3A%2F%2Finvol.co%2Fcl5r6o2&ia_session_trail_id=d0116e29a0ee4db49e06d7c9ac300246

Top URLs in Tweet in G2:
[1] https://twitter.com/i/web/status/1437357973567721477

Top URLs in Tweet in G3:
[23] https://twitter.com/messages/compose?recipient_id=1337108710381002758
[16] http://www.flexmr.net/blog/quantitative-research/2016/4/research-big-data-difference.aspx
[4] https://www.thinkwithgoogle.com/intl/en-gb/future-of-marketing/digital-transformation/bcg-research-business-digital-marketing-maturity/?utm_medium=social&utm_campaign=thinkwithgoogle&utm_source=twitter&utm_content=bcg-research-business-digital-marketing-maturity
[3] https://torquemag.io/2018/07/web-design-tips/
[3] https://safeassignment.org/
[3] https://www.thinkwithgoogle.com/intl/en-gb/future-of-marketing/privacy-and-trust/research-customer-expectations-ads-privacy/?utm_medium=social&utm_campaign=thinkwithgoogle&utm_source=twitter&utm_content=research-customer-expectations-ads-privacy
[2] https://twinybots.ch/
[2] https://forms.gle/MiKgPZAwW77GJCjP6
[2] https://www.linkedin.com/slink?code=d_fGxfc
[2] https://www.orbitmedia.com/blog/web-design-tips/

Top URLs in Tweet in G4:
[5] https://www.searchenginejournal.com/keyword-research/mistakes-to-avoid/
[5] https://voicelunch.com/join-voicelunch/
[3] http://dlvr.it/S7JhSX
[3] https://hbr.org/2021/06/research-when-a-b-testing-doesnt-tell-you-the-whole-story?utm_source=dlvr.it&utm_medium=twitter
[3] https://digiday.com/marketing/digiday-research-independent-agencies-have-little-confidence-in-many-digital-advertising-channels?utm_content=buffer01488&utm_medium=social&utm_source=twitter&utm_campaign=digidaydis
[3] https://www.searchenginejournal.com/keyword-research/social-media/
[3] https://www.marketingprofs.com/chirp/2021/45457/email-marketing-stats-you-need-to-know-infographic
[3] https://t.co/swfNLkoBlE
[2] http://dlvr.it/S797FT
[2] http://dlvr.it/S7QSFP

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1437085928405745669
[1] https://twitter.com/i/web/status/1437301848709419008

Top URLs in Tweet in G6:
[1] https://www.bandt.com.au/90-of-marketers-have-changed-their-digital-engagement-strategy-salesforce/
[1] https://www.constellationr.com/research/constellation-shortlist-event-marketing-management-software-0
[1] https://www.constellationr.com/research/cmo-2021
[1] https://www.constellationr.com/research/constellation-shortlist-marketing-analytics-solutions-5
[1] https://www.constellationr.com/research/constellation-shortlist-b2b-marketing-automation-enterprise-0
[1] https://www.constellationr.com/research/constellation-shortlist-b2b-marketing-automation-small-and-midsize-business-0
[1] https://www.zdnet.com/article/salesforce-research-report-state-of-marketing-2021/

Top URLs in Tweet in G7:
[5] http://jameshicks.net/go-w3
[4] https://hbr.org/2021/09/research-how-to-position-a-luxury-brand-as-sustainable?utm_medium=email&utm_source=newsletter_daily&utm_campaign=dailyalert_notactsubs&deliveryName=DM150101
[3] https://www.am-online.com/news/digital-marketing/2021/09/14/dealers-urged-to-review-digital-marketing-reach-amid-new-research?utm_source=dlvr.it&utm_medium=twitter
[3] https://www.gartner.com/en/marketing/research/hype-cycle-for-digital-marketing?utm_medium=social&utm_source=twitter&utm_campaign=SM_GB_YOY_GTR_SOC_SF1_SM-RM-GML-INC&utm_content=&sf249454945=1
[2] https://www.searchenginejournal.com/keyword-research/free-tools/?utm_source=twitter.com&utm_medium=social&utm_campaign=twitter-auto-publish-weekend
[2] https://bant.io/
[1] https://www.searchenginejournal.com/keyword-research/how-to-get-started/?utm_source=twitter.com&utm_medium=social&utm_campaign=twitter-auto-publish-weekend
[1] https://www.remote-marketing-jobs.com/job/close-marketing-coordinator-americas-100-remote/
[1] https://www.remote-marketing-jobs.com/job/chainlink-labs-developer-program-manager/
[1] https://www.remote-marketing-jobs.com/job/chainlink-labs-community-manager-russia/

Top URLs in Tweet in G8:
[10] https://www.topbots.com/ai-marketing-research-papers-2020/
[5] https://onpassive.com/blog/why-is-online-market-research-important/
[2] https://swisscognitive.ch/2021/09/15/smart-marketing-use-cases-for-ai/
[1] https://www.cloudfabrix.com/marketing/releases/cloudfabrix-recognized-as-innovator-and-fast-mover-in-gigaom-aiops-radar/
[1] https://datalion.com/artificial-intelligence-how-marketing-and-market-research-can-benefit-from-it/

Top URLs in Tweet in G10:
[11] https://t.me/CureTokenV2
[2] https://t.me/CureTokenV2r
[1] https://twitter.com/i/web/status/1438355459878969344
[1] https://twitter.com/i/web/status/1436892096128901127
[1] https://twitter.com/i/web/status/1438352264662454275
[1] https://twitter.com/i/web/status/1438352291514388480
[1] https://twitter.com/i/web/status/1438352333843304449
[1] https://twitter.com/i/web/status/1438352369809379333
[1] https://twitter.com/i/web/status/1438352393020665860
[1] https://twitter.com/i/web/status/1438352414906589186

Top Domains
Top Domains in Tweet in Entire Graph:
[1512] twitter.com
[142] fiverr.com
[63] linkedin.com
[46] pallav.io
[39] thinkwithgoogle.com
[39] cutt.ly
[33] searchenginejournal.com
[30] vippusa.org
[26] co.uk
[24] remote-marketing-jobs.com

Top Domains in Tweet in G1:
[799] twitter.com
[35] linkedin.com
[20] vippusa.org
[19] co.uk
[17] workwithjameshicks.com
[13] jameshicks.net
[11] valens-research.com
[10] searchenginejournal.com
[9] fiverr.com
[9] goo.gl

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

Top Domains in Tweet in G3:
[230] twitter.com
[16] flexmr.net
[9] thinkwithgoogle.com
[4] aijobsdb.com
[3] torquemag.io
[3] dlvr.it
[3] safeassignment.org
[2] twinybots.ch
[2] forms.gle
[2] linkedin.com

Top Domains in Tweet in G4:
[27] twitter.com
[18] searchenginejournal.com
[10] dlvr.it
[10] com.mx
[8] t.co
[6] cbinsights.com
[6] digiday.com
[5] convinceandconvert.com
[5] voicelunch.com
[4] marketingprofs.com

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

Top Domains in Tweet in G6:
[5] constellationr.com
[1] com.au
[1] zdnet.com

Top Domains in Tweet in G7:
[24] remote-marketing-jobs.com
[9] gartner.com
[7] twitter.com
[5] hbr.org
[5] jameshicks.net
[3] searchenginejournal.com
[3] am-online.com
[2] bant.io
[2] workwithjameshicks.com
[1] multichannelmerchant.com

Top Domains in Tweet in G8:
[10] topbots.com
[5] onpassive.com
[2] swisscognitive.ch
[1] cloudfabrix.com
[1] datalion.com

Top Domains in Tweet in G10:
[15] twitter.com
[13] t.me

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1343] marketing
[1116] pay
[1043] essay
[1035] research
[887] calculus
[740] online
[699] statistics
[679] nursing
[675] assignment
[660] business



Top Hashtags in Tweet in G1:
[512] pay
[428] essay
[415] marketing
[358] calculus
[299] research
[281] business
[277] statistics
[274] nursing
[267] assignment
[267] math

Top Hashtags in Tweet in G2:
[503] lzventure

Top Hashtags in Tweet in G3:
[376] pay
[323] essay
[251] research
[243] online
[234] marketing
[217] calculus
[216] statistics
[212] nursing
[211] assignment
[179] biology

Top Hashtags in Tweet in G4:
[136] marketing
[82] research
[69] dissertation
[57] project
[55] online
[42] assignment
[40] essay
[39] calculus
[38] physics
[29] biology

Top Hashtags in Tweet in G5:
[2] marketing
[2] research
[2] article
[2] postmaker
[2] digitalmarketing

Top Hashtags in Tweet in G6:
[1] salesforce
[1] stateofmarketing
[1] research
[1] sponsoredcontent
[1] marketing
[1] cmo
[1] cx

Top Hashtags in Tweet in G7:
[37] digital
[27] research
[23] content
[16] manager
[16] media
[16] socialmedia
[14] agency
[13] product
[13] brand
[13] email

Top Hashtags in Tweet in G8:
[21] ai
[18] marketing
[11] artificialintelligence
[9] imagerecognition
[9] ar
[9] seo
[9] websiteaudits
[5] onpassive
[5] onpassiveai
[5] marketresearch

Top Words
Top Words in Tweet in Entire Graph:
[4585] research
[3492] marketing
[1911] paper
[1817] due
[1620] essay
[1503] help
[1343] #marketing
[1263] class
[1166] pay
[1162] calculus

Top Words in Tweet in G1:
[1598] research
[1393] marketing
[981] paper
[832] due
[737] essay
[669] help
[637] pay
[570] calculus
[512] #pay
[498] dm

Top Words in Tweet in G2:
[503] going
[503] thorough
[503] research
[503] process
[503] potential
[503] projects
[503] supported
[503] #lzventure's
[502] launchzoneann
[502] professiona

Top Words in Tweet in G3:
[716] essay
[650] due
[542] help
[498] class
[495] paper
[438] calculus
[410] nursing
[402] dm
[401] research
[390] assignment

Top Words in Tweet in G4:
[142] research
[136] #marketing
[88] paper
[82] #research
[69] #dissertation
[58] keyword
[57] #project
[56] class
[55] #online
[50] sejournal

Top Words in Tweet in G5:
[108] marketing
[88] research
[58] jakevictor_
[57] takes
[57] time
[57] understand
[57] audience
[57] best
[57] results
[57] keep

Top Words in Tweet in G6:
[55] marketing
[48] top
[25] state
[25] 2021
[24] challenges
[24] priorities
[24] technology
[24] investments
[24] work
[24] anywhere

Top Words in Tweet in G7:
[37] #digital
[36] marketing
[29] research
[27] #research
[23] #content
[21] marketers
[20] customer
[20] engagement
[18] use
[17] digital

Top Words in Tweet in G8:
[27] research
[21] #ai
[18] #marketing
[15] data
[11] #artificialintelligence
[10] novel
[10] approaches
[10] advertising
[10] thinkmariya
[10] topbots

Top Words in Tweet in G9:
[2] research
[2] never

Top Words in Tweet in G10:
[40] token
[30] lp
[28] cure
[28] tokenv2
[28] childhood
[28] cancer
[27] research
[27] launch
[27] tokenomics
[22] auto

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[891] essay,due
[835] research,paper
[643] #essay,due
[601] #online,class
[589] online,class
[585] #nursing,#essay
[567] #calculus,#statistics
[561] nursing,essay
[545] #statistics,#biology
[545] #research,paper

Top Word Pairs in Tweet in G1:
[472] research,paper
[400] essay,due
[270] #essay,due
[253] online,class
[253] #calculus,#statistics
[228] #business,law
[219] #algebra,#calculus
[216] nursing,essay
[216] #statistics,#biology
[213] #nursing,#essay

Top Word Pairs in Tweet in G2:
[503] going,thorough
[503] thorough,research
[503] research,process
[503] process,potential
[503] potential,projects
[503] projects,supported
[503] supported,#lzventure's
[502] launchzoneann,going
[502] #lzventure's,professiona

Top Word Pairs in Tweet in G3:
[403] essay,due
[303] algebra,calculus
[300] nursing,essay
[290] online,class
[289] psychology,algebra
[282] due,assignment
[279] assignment,online
[247] research,paper
[245] calculus,statistics
[235] statistics,nursing

Top Word Pairs in Tweet in G4:
[69] #research,paper
[69] paper,#dissertation
[58] keyword,research
[57] #dissertation,#project
[54] #online,class
[53] #project,#marketing
[40] #essay,due
[39] #assignment,#online
[38] #marketing,#physics
[36] class,course

Top Word Pairs in Tweet in G5:
[57] jakevictor_,marketing
[57] marketing,takes
[57] takes,time
[57] time,research
[57] research,understand
[57] understand,audience
[57] audience,best
[57] best,results
[57] results,keep
[56] keep,providing

Top Word Pairs in Tweet in G6:
[25] state,marketing
[24] marketing,2021
[24] 2021,top
[24] top,challenges
[24] challenges,priorities
[24] priorities,top
[24] top,technology
[24] technology,investments
[24] investments,work
[24] work,anywhere

Top Word Pairs in Tweet in G7:
[16] #digital,marketers
[16] marketers,face
[16] face,restrictions
[16] restrictions,customer
[16] customer,data
[16] data,use
[16] use,channel
[16] channel,engagement
[16] engagement,markets
[16] markets,transition

Top Word Pairs in Tweet in G8:
[10] novel,#ai
[10] #ai,approaches
[10] approaches,#marketing
[10] #marketing,advertising
[10] advertising,thinkmariya
[10] thinkmariya,topbots
[9] #imagerecognition,try
[9] try,before
[9] before,buy
[9] buy,#ar

Top Word Pairs in Tweet in G10:
[28] cure,tokenv2
[28] tokenv2,childhood
[28] childhood,cancer
[27] cancer,research
[27] research,token
[27] token,launch
[22] tokenomics,auto
[17] auto,lp
[14] launch,16
[14] 16,3pm

Top Replied-To
Top Replied-To in Entire Graph:
@writerbayinc
@manutd
@hrdbacot
@oriondepp
@potus
@justcallmecoie
@orion__research
@cryptonesiareal
@helpposaacads
@being_skyler

Top Replied-To in G1:
@best_writers67
@assignmentande1

Top Replied-To in G3:
@albertexams
@olivyaessays
@kxtypink
@advancedwriter2

Top Replied-To in G5:
@jakevictor_
@hameedk78008607

Top Replied-To in G8:
@mirko_ross

Top Replied-To in G9:
@queens_dude

Top Replied-To in G10:
@barath_naresh
@binancebcf
@vasistofficial
@darrenewers
@cryptocangoo
@coin_votes
@satoshiatak
@okamustman
@hurst23pete
@scryptonanda

Top Mentioned
Top Mentioned in Entire Graph:
@launchzoneann
@graders_a
@jakevictor_
@sejournal
@taskshelp
@custompapers4
@luiseassignment
@priciset
@advancedwriter2
@intellectualusa

Top Mentioned in G1:
@kleinessays
@grades_top
@tutorjulius2
@decentpros
@essay4tutors
@gradesauthentic
@writers_247
@tutorsscholar
@bestofexperts
@brilliant_1990

Top Mentioned in G2:
@launchzoneann

Top Mentioned in G3:
@graders_a
@custompapers4
@luiseassignment
@priciset
@advancedwriter2
@intellectualusa
@homeworkprofs
@paperwritinghe2
@idealtutor2020
@superbessayhelp

Top Mentioned in G4:
@sejournal
@annaleacrowe
@brainstorm015
@marcflood
@heidicohen
@digiday
@smallbiz__news
@marketer_jannah
@contemplatewri1
@convince

Top Mentioned in G5:
@jakevictor_
@itsjoannecoffey
@perfectwriters_
@postmaker_io
@kaizen_hour

Top Mentioned in G6:
@valaafshar
@lizkmiller
@salesforce
@adobe
@goacoustic
@aventrisoftware
@bizzabo
@boomset
@certain
@cvent

Top Mentioned in G7:
@gartner_mktg
@therealmarjelo
@gartner_inc
@harvardbiz
@girlscouts
@mcmerchant
@freeag8
@remote_m_jobs
@mhcommunicate
@fiserv

Top Mentioned in G8:
@thinkmariya
@topbots
@ipfconline1
@cloudfabrix
@andy_fitze
@onpassive
@datalion_en
@akwyz
@reet_batra
@inner_brand

Top Mentioned in G9:
@ajthemanchild
@yankeesknicks99
@ianchisolm
@not47buddz
@theline4two
@_knicks1688
@knickanators
@mikenieve
@statenykpod
@ersindemirnyk

Top Mentioned in G10:
@3pm
@cure_token
@binance
@cz_binance
@crediblecrypto
@bigbunnycrypto
@inferno_pay
@sophiedee
@kikiminajxxx

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@sectest9
@mistersalesman
@chidambara09
@sgh_rts
@british_airways
@charlesfrize
@xaelbot
@codedailybot
@collegemenfess

Top Tweeters in G1:
@rvp
@simplisticpro
@mlmleadrush
@jameshicksmlm
@workswithjames
@lean4lifetime
@postjobfree
@thewealthzone
@richer4ever
@fitbody4ever

Top Tweeters in G2:
@conradfilbert
@cryptotdh
@kingdamore
@alexander210180
@suzana_oktavia
@heroes_bscx_1
@lateefa115
@didagusss
@jasmine_defi
@jewelbscx

Top Tweeters in G3:
@sectest9
@chidambara09
@xaelbot
@codedailybot
@100xcode
@ipythonistabot
@morolswediu
@hubofml
@jfsebastian146
@devvibesbot

Top Tweeters in G4:
@8020es
@pequeninwarrior
@ideepakmathur
@marcflood
@digiday
@caddymarketing
@staroneconsult
@ppcsemseo
@sejournal
@marketingprofs

Top Tweeters in G5:
@themelfluence
@averykcampbell
@ashavril
@tiavsfancycash
@peterness1953
@hogsemeade
@pinky_alpha
@jeanwandimi
@ashanism
@tramphb

Top Tweeters in G6:
@valaafshar
@btptechsearch
@kijomba1
@trichyls
@mktngwizard5
@constellationr
@salesforce
@19miktul
@vrprasad12
@marketingcloud

Top Tweeters in G7:
@jameshickstwi
@getstaywealthy
@harvardbiz
@enricomolinari
@vassko
@girlscouts
@freeagentglobal
@freeag8
@fx_larroche
@gartner_inc

Top Tweeters in G8:
@godfrey_g_
@akwyz
@the404code
@spirosmargaris
@jblefevre60
@ipfconline1
@kirkdborne
@neilmilliken
@vladobotsvadze
@pierrepinna

Top Tweeters in G9:
@forevershinin
@ajthemanchild
@truepg718
@eepdllc
@chuck1one
@rick__war
@preznyc621
@statenykpod
@ianchisolm
@freekeith

Top Tweeters in G10:
@kaskadia
@coindesk
@okamustman
@crediblecrypto
@kikiminajxxx
@satoshiatak
@kingsuave03
@fxscrypto
@darrenewers
@ottelodeiy


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