EYnews, Twitter, 8/26/2019 8:58:45 AM, 207785


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EYnews_2019-08-25_21-10-01.xlsx
EYnews_2019-08-25_21-10-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
August 26, 2019
Short Description:
EYnews via NodeXL http://bit.ly/2ZhVqVs
@eynews
@winwin91518639
@globaltimesnews
@ayansouthwest
@cfa_ind
@bankswow1
@wef
@bohemiangurl_
@collusional
@slimfairview

Top hashtags:
#betterworkingworld
#cybersecurity
#ai
#wec2019
#digitaltransformation
#finserv

Description:
Description
The graph represents a network of 1,495 Twitter users whose tweets in the requested range contained "EYnews", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 26 August 2019 at 04:10 UTC.

The requested start date was Sunday, 25 August 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 19-hour, 44-minute period from Sunday, 11 August 2019 at 02:56 UTC to Saturday, 24 August 2019 at 22:40 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 : 1495
Unique Edges : 2601
Edges With Duplicates : 2111
Total Edges : 4712
Number of Edge Types : 3
Mentions : 4446
Tweet : 58
Replies to : 208
Self-Loops : 58
Reciprocated Vertex Pair Ratio : 0.0255498059508409
Reciprocated Edge Ratio : 0.0498265531378114
Connected Components : 15
Single-Vertex Connected Components : 14
Maximum Vertices in a Connected Component : 1481
Maximum Edges in a Connected Component : 4692
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.083569
Graph Density : 0.00141972572564506
Modularity : 0.507602
NodeXL Version : 1.0.1.419

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[37] https://www.weforum.org/our-impact/LGBTI-equality-in-workplace
[12] https://www.ey.com/de/de/newsroom/news-releases/ey-20190820-grundsteuer-buerger-zahlen-in-nrw-50-prozent-mehr-als-in-bayern
[11] https://thefinancialbrand.com/85190/bank-credit-union-marketing-channels-chase-ally-geico/?smedia-twt-ambsu
[8] https://www.ey.com/en_gl/digital/banking-innovation
[8] http://www.financierworldwide.com/annual-review-cyber-security-risk-management-2019
[6] https://www.ey.com/en_gl/subscribe/?WT.mc_id=11125569&AA.tsrc=advertising
[5] https://www.uktech.news/news/ey-report-shows-cybersecurity-concerns-prevent-companies-from-adopting-new-technology-20190821
[5] http://www.askearn.org/event/earn-webinar-inclusive-business-culture/
[4] https://www.scoop.it/topic/edumorfosis/p/4110010454/2019/08/22/pdf-can-the-universities-of-today-lead-learning-for-tomorrow?utm_medium=social&utm_source=twitter
[4] https://www.financierworldwide.com/annual-review-cyber-security-risk-management-2019#.XRSwlutKiM8

Top URLs in Tweet in G1:
[12] https://www.ey.com/de/de/newsroom/news-releases/ey-20190820-grundsteuer-buerger-zahlen-in-nrw-50-prozent-mehr-als-in-bayern
[11] https://thefinancialbrand.com/85190/bank-credit-union-marketing-channels-chase-ally-geico/?smedia-twt-ambsu
[6] https://www.ey.com/en_gl/subscribe/?WT.mc_id=11125569&AA.tsrc=advertising
[5] https://www.uktech.news/news/ey-report-shows-cybersecurity-concerns-prevent-companies-from-adopting-new-technology-20190821
[4] https://www.scoop.it/topic/edumorfosis/p/4110010454/2019/08/22/pdf-can-the-universities-of-today-lead-learning-for-tomorrow?utm_medium=social&utm_source=twitter
[3] https://www.ey.com/en_gl/blockchain/how-blockchain-is-reducing-fluidity-of-risk-in-marine-insurance
[3] https://www.ey.com/en_gl/power-utilities/how-you-can-join-the-discussion-at-the-24th-world-energy-congress/?WT.mc_id=11072215&AA.tsrc=advertising
[3] https://www.ey.com/en_gl/growth/ceo-imperative-global-challenges
[3] https://www.expresshealthcare.in/news/ey-ficci-report-re-engineering-indian-healthcare-2-0-launches-at-13th-ficci-heal/413588/
[2] https://www.ey.com/en_gl/ai/is-ai-the-start-of-the-truly-creative-human

Top URLs in Tweet in G2:
[3] https://www.frc.org.uk/getattachment/75c8dc98-3ef1-44f6-a280-2c2caa70ae5d/Mr-D-W-Taylor;.aspx
[3] https://twitter.com/Carmine_DiSibio/status/1163437829600489475
[1] http://www.interestrateswap.org.uk/wp-content/uploads/2014/02/treasury-select-committee-evidence-nab-david-thorburn-chris-sullivan-rbs-derek-sach-grg-interest-rate-swap-misselling.doc
[1] http://spr.ly/6017EN3oh
[1] https://fortune.com/change-the-world/2019
[1] https://www.linkedin.com/in/christine-michelle-chadwick-42a944135
[1] https://www.youtube.com/watch?v=FC2__5JarwM&feature=youtu.be

[1] https://www.youtube.com/watch?v=jmdiKePVUy8&app=desktop

[1] https://ey.smh.re/0C57
[1] https://ey.smh.re/0BkS

Top URLs in Tweet in G3:
[2] http://www.globaltimes.cn/content/1161617.shtml
[1] http://www.globaltimes.cn/content/1161696.shtml
[1] https://news.europawire.eu/deutsche-bank-part-of-major-initiative-aimed-at-creating-a-common-basis-for-sustainability-to-be-accepted-by-capital-markets-3829722/eu-press-release/2019/08/22/
[1] https://www.linkedin.com/slink?code=fvnVSnq
[1] https://www.nytimes.com/2019/08/13/world/asia/hong-kong-protests-china.html
[1] https://twitter.com/PDChina/status/1162536064755494914
[1] https://twitter.com/oakunderwriting/status/1161887843461058560
[1] https://www.businessblogshub.com/2019/08/what-you-should-know-about-insurtech-trends-in-2019/

Top URLs in Tweet in G4:
[29] https://www.weforum.org/our-impact/LGBTI-equality-in-workplace
[2] https://www.weforum.org/agenda/2018/12/glass-ceiling-cliff-women-leadership-fix
[1] https://twitter.com/FastCompany/status/1165080760254119937
[1] https://pardot.pageantmedia.com/l/284832/2019-08-22/6n2y9z/61029
[1] https://pardot.pageantmedia.com/l/284832/2019-08-19/6ll458/61007
[1] https://twitter.com/harvardbiz/status/1162544594992713729
[1] https://www.contentstack.com/blog/all-about-headless/6-companies-iot-growth?utm_source=twitter&utm_medium=organic_social&utm_campaign=2019_08_14_6_companies_iot_growth
[1] https://wef.ch/33DqPjG
[1] https://twitter.com/wef/status/1162411458552053760/photo/1
[1] https://twitter.com/harvardbiz/status/1161427230893006848

Top URLs in Tweet in G5:
[1] https://aesbid.co/ELP/BB19/
[1] https://fortune.com/longform/business-roundtable-ceos-corporations-purpose/

Top URLs in Tweet in G7:
[1] https://for.tn/2yH0R38
[1] https://fortune.com/2019/08/19/change-the-world-2019-companies-to-watch/
[1] https://twitter.com/Slimfairview/status/1162339541438672897
[1] https://twitter.com/Slimfairview/status/1162356363013578757
[1] https://twitter.com/Slimfairview/status/1162356048986083328
[1] https://twitter.com/Slimfairview/status/1162355469119344640
[1] https://twitter.com/Slimfairview/status/1162354705202319360
[1] https://twitter.com/Slimfairview/status/1162352776464293888
[1] https://twitter.com/Slimfairview/status/1162348876285845504
[1] https://twitter.com/Slimfairview/status/1162348777858097155

Top URLs in Tweet in G8:
[8] http://www.financierworldwide.com/annual-review-cyber-security-risk-management-2019
[4] https://www.financierworldwide.com/annual-review-cyber-security-risk-management-2019#.XRSwlutKiM8
[1] http://cisdallas.org/golf

Top URLs in Tweet in G10:
[8] https://www.ey.com/en_gl/digital/banking-innovation
[3] https://www.linkedin.com/pulse/digital-enterprise-transformation-journey-yang-shim/?utm_content=buffer6b8c5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[3] https://www.ey.com/en_gl/banking-capital-markets/ey-open-banking-opportunity-index-where-open-banking-is-set-to-thrive
[3] https://www.ey.com/en_gl/tmt/digital-transformation-for-2020-and-beyond-eight-telco-considera
[2] https://www.ey.com/en_gl/tmt/5g-is-redefining-telecoms-fast--are-you-up-to-speed
[1] https://www.ey.com/Publication/vwLUAssets/ey-cybersecurity-for-competitive-advantages-sector-survey/$File/ey-cybersecurity-for-competitive-advantages--sector-survey.pdf

Top Domains
Top Domains in Tweet in Entire Graph:
[104] ey.com
[58] twitter.com
[39] weforum.org
[17] smh.re
[12] linkedin.com
[12] financierworldwide.com
[11] thefinancialbrand.com
[8] spr.ly
[7] youtube.com
[6] co.uk

Top Domains in Tweet in G1:
[83] ey.com
[14] twitter.com
[14] smh.re
[11] thefinancialbrand.com
[7] spr.ly
[6] linkedin.com
[5] uktech.news
[4] scoop.it
[4] youtube.com
[4] co.uk

Top Domains in Tweet in G2:
[4] org.uk
[4] twitter.com
[3] smh.re
[2] youtube.com
[1] spr.ly
[1] fortune.com
[1] linkedin.com

Top Domains in Tweet in G3:
[3] globaltimes.cn
[2] twitter.com
[1] europawire.eu
[1] linkedin.com
[1] nytimes.com
[1] businessblogshub.com

Top Domains in Tweet in G4:
[31] weforum.org
[4] twitter.com
[2] pageantmedia.com
[1] contentstack.com
[1] wef.ch

Top Domains in Tweet in G5:
[1] aesbid.co
[1] fortune.com

Top Domains in Tweet in G7:
[15] twitter.com
[1] for.tn
[1] fortune.com
[1] workingmother.com

Top Domains in Tweet in G8:
[12] financierworldwide.com
[1] cisdallas.org

Top Domains in Tweet in G10:
[17] ey.com
[3] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[40] betterworkingworld
[39] cybersecurity
[29] ai
[21] wec2019
[20] digitaltransformation
[16] finserv
[16] betterquestions
[15] bigdata
[15] ey
[15] iot



Top Hashtags in Tweet in G1:
[33] betterworkingworld
[20] wec2019
[17] cybersecurity
[16] ai
[15] betterquestions
[15] eyenergy
[15] digitaltransformation
[14] bigdata
[13] grundsteuer
[12] digitaldisruption

Top Hashtags in Tweet in G2:
[12] moneylaundering
[12] cerberus
[5] tbl
[5] betterworkingworld
[4] dthorburn
[3] poca
[3] fcpa
[2] revolvingdoorgang
[2] goodnews
[1] thorburngate

Top Hashtags in Tweet in G3:
[3] thankfulthursday
[3] nazichina
[2] china
[2] hongkong
[1] taiwan
[1] jabiztown
[1] jaum
[1] noglobaltimes
[1] fakenews
[1] antielabhk

Top Hashtags in Tweet in G4:
[5] equality
[5] work
[3] iot
[2] workplace
[2] fiosawards
[2] dyslexia
[1] futureofwork
[1] office
[1] remotework
[1] flexibleworking

Top Hashtags in Tweet in G5:
[9] gaepfp
[1] losangelesbuildersball
[1] gpee
[1] informingleadersimprovingeducation
[1] makingmoney

Top Hashtags in Tweet in G7:
[1] autism
[1] autismawareness

Top Hashtags in Tweet in G8:
[14] cybersecurity
[12] ai
[12] cyber
[12] risk
[10] cyberrisk
[10] riskmanagement
[8] data
[8] privacy
[8] iot
[8] itgovernance

Top Hashtags in Tweet in G10:
[14] finserv
[8] fintech
[7] cybersecurity
[6] digitalstrategy
[5] telcos
[3] openbanking
[2] infosecurity
[2] 5g
[2] iot
[1] digitaldisruption

Top Words
Top Words in Tweet in Entire Graph:
[959] Words in Sentiment List#1: Positive
[484] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[27407] Non-categorized Words
[28850] Total Words
[872] eynews
[222] globaltimesnews
[174] kpmg
[165] pwc
[163] deloitte

Top Words in Tweet in G1:
[348] eynews
[40] s
[38] new
[37] business
[36] ey
[34] more
[34] companies
[33] #betterworkingworld
[31] really
[30] technology

Top Words in Tweet in G2:
[106] eynews
[74] clydesdalebank
[60] carmine_disibio
[55] winwin91518639
[49] nab
[43] lseplc
[40] davidduffycybg
[32] thefca
[31] bank_rip_offs
[30] carolyn41600597

Top Words in Tweet in G3:
[204] globaltimesnews
[154] eynews
[153] pwc
[152] kpmg
[150] deloitte
[85] firms
[84] accounting
[81] employees
[79] pro
[78] urged

Top Words in Tweet in G4:
[40] accenture
[33] deutschebank
[31] global
[30] eynews
[30] wef
[30] businesses
[30] uniting
[30] promote
[30] equality
[29] lgbti

Top Words in Tweet in G5:
[9] #gaepfp
[8] such
[8] blast
[8] last
[8] night
[8] welcome
[8] reception
[8] celebrating
[8] selection
[8] 2019

Top Words in Tweet in G7:
[19] eynews
[17] jpmorgan
[15] nytimesworld
[15] wsjbreakingnews
[15] bbcbreaking
[15] thetimes
[15] ftworldnews
[15] reuters
[15] cnbcnow
[15] business

Top Words in Tweet in G8:
[18] annual
[18] review
[16] eynews
[16] security
[14] #cybersecurity
[12] #ai
[12] #cyber
[12] #risk
[12] more
[11] read

Top Words in Tweet in G9:
[4] nityjayaraman
[4] cagchennai
[4] gorasika
[3] iitmadras
[3] nit_set
[3] paranjoygt
[3] joeathialy
[3] prayasenergy
[3] krishnandeepak1
[3] wriindia

Top Words in Tweet in G10:
[21] eynews
[19] antgrasso
[14] link
[14] #finserv
[13] gt
[13] financial
[13] services
[11] operators
[9] technology
[9] many

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[141] kpmg,eynews
[132] pwc,kpmg
[130] eynews,deloitte
[126] globaltimesnews,pwc
[85] accounting,firms
[79] firms,urged
[77] pro,riot
[75] top,accounting
[75] urged,fire
[75] fire,pro

Top Word Pairs in Tweet in G1:
[19] find,out
[17] globaltimesnews,eynews
[13] 4,million
[12] #digitaldisruption,bring
[12] bring,#digitaltransformation
[12] #digitaltransformation,eynews
[12] eynews,#bigdata
[12] #bigdata,#cognitivecomputing
[12] #cognitivecomputing,#defstar5
[12] laut,eynews

Top Word Pairs in Tweet in G2:
[41] nab,clydesdalebank
[31] bank_rip_offs,nab
[31] eynews,carmine_disibio
[25] inactionfrauduk,tsb
[25] tsb,debbiecrosbie1
[25] carolyn41600597,bank_rip_offs
[22] ey_australia,eynews
[22] clydesdalebank,eynews
[21] clydesdalebank,ey_australia
[21] debbiecrosbie1,clydesdalebank

Top Word Pairs in Tweet in G3:
[131] pwc,kpmg
[131] kpmg,eynews
[130] eynews,deloitte
[126] globaltimesnews,pwc
[84] accounting,firms
[78] firms,urged
[76] pro,riot
[74] top,accounting
[74] urged,fire
[74] fire,pro

Top Word Pairs in Tweet in G4:
[33] accenture,deutschebank
[30] global,businesses
[30] businesses,uniting
[30] uniting,promote
[29] promote,lgbti
[29] lgbti,equality
[29] equality,workplace
[29] workplace,accenture
[25] wef,global
[8] deutschebank,eynews

Top Word Pairs in Tweet in G5:
[8] such,blast
[8] blast,last
[8] last,night
[8] night,welcome
[8] welcome,reception
[8] reception,celebrating
[8] celebrating,selection
[8] selection,2019
[8] 2019,2020
[8] 2020,#gaepfp

Top Word Pairs in Tweet in G7:
[15] jpmorgan,nytimesworld
[15] nytimesworld,wsjbreakingnews
[15] wsjbreakingnews,bbcbreaking
[15] bbcbreaking,thetimes
[15] thetimes,ftworldnews
[15] ftworldnews,reuters
[15] reuters,cnbcnow
[15] cnbcnow,eynews
[15] eynews,business
[15] business,blackrock

Top Word Pairs in Tweet in G8:
[18] annual,review
[10] #cybersecurity,#riskmanagement
[8] cyber,security
[8] #data,#privacy
[8] #privacy,#ai
[8] #ai,#iot
[8] #itgovernance,#cyberrisk
[8] practical,approaches
[8] approaches,managing
[8] managing,#cyber

Top Word Pairs in Tweet in G9:
[3] iitmadras,nit_set
[3] nit_set,paranjoygt
[3] paranjoygt,nityjayaraman
[3] nityjayaraman,joeathialy
[3] joeathialy,cagchennai
[3] cagchennai,gorasika
[3] gorasika,prayasenergy
[3] prayasenergy,krishnandeepak1
[3] krishnandeepak1,wriindia
[2] wriindia,ieefa_india

Top Word Pairs in Tweet in G10:
[14] eynews,antgrasso
[13] link,gt
[13] financial,services
[10] gt,eynews
[9] antgrasso,#finserv
[9] many,operators
[9] operators,embarked
[9] embarked,journeys
[9] journeys,become
[9] become,digital

Top Replied-To
Top Replied-To in Entire Graph:
@globaltimesnews
@eynews
@inactionfrauduk
@animalextender
@bankswow1
@gretchencarlson
@ashutoshsinghh2
@carmine_disibio
@wef
@timccopeland

Top Replied-To in G1:
@eynews
@globaltimesnews
@svleadershipgrp
@ficci_india
@lizkrueger
@mariacbarry
@mckennapmoore
@cannabisincdn
@thrivingcp
@tracedunn

Top Replied-To in G2:
@inactionfrauduk
@bankswow1
@carmine_disibio
@carolyn41600597
@davidduffycybg
@infiniteedgeapp
@eynews
@paraicobrien
@stevemiddi1
@hubertarmstro10

Top Replied-To in G3:
@globaltimesnews
@animalextender
@ashutoshsinghh2
@geokseenong
@g4khqfqsvg3prpq
@samo102us
@cantopopped
@aussieviaasia
@dzunglevn
@eynews

Top Replied-To in G4:
@wef
@harvardbiz
@b2bspecialist
@skotrotsos
@chainlinkgod
@dvglasgow
@ktwaronite_ey
@carmine_disibio
@contentstack

Top Replied-To in G5:
@citi
@adobe
@lithiumurban

Top Replied-To in G6:
@davidmetroland

Top Replied-To in G8:
@cisdr

Top Replied-To in G9:
@iitmadras

Top Mentioned
Top Mentioned in Entire Graph:
@eynews
@kpmg
@globaltimesnews
@deloitte
@pwc
@carmine_disibio
@clydesdalebank
@winwin91518639
@nab
@lseplc

Top Mentioned in G1:
@eynews
@sap
@dmbmieterbund
@reach2ratan
@kennethmejiala
@globaltimesnews
@textnow
@thecoragroup
@carmine_disibio
@tagnetworkmids

Top Mentioned in G2:
@eynews
@clydesdalebank
@carmine_disibio
@winwin91518639
@nab
@lseplc
@davidduffycybg
@bank_rip_offs
@thefca
@philipchronican

Top Mentioned in G3:
@globaltimesnews
@eynews
@pwc
@kpmg
@deloitte
@animalextender
@aussieviaasia
@brynnobrien
@cantopopped
@helenlena_hk

Top Mentioned in G4:
@accenture
@deutschebank
@eynews
@wef
@microsoft
@salesforce
@mastercard
@contentstack
@amazon
@fujitsu_global

Top Mentioned in G5:
@gapartnership
@we
@eynews
@usbank
@deloitte
@morganstanley
@att
@comcast
@hsbc
@microsoft

Top Mentioned in G6:
@brianbloop
@obsessedmuch1
@mattfingersarni
@the_leaver
@markstanding3
@jag11814459
@mindedmusically
@lisamariahoenig
@twvasi
@kitchy2016

Top Mentioned in G7:
@eynews
@jpmorgan
@nytimesworld
@wsjbreakingnews
@bbcbreaking
@thetimes
@ftworldnews
@reuters
@cnbcnow
@business

Top Mentioned in G8:
@eynews
@fwwmagazine
@rapid7
@navigant
@tokiomarinehcc
@deloitte
@aiginsurance
@aon_plc
@aon
@dallasmargsoc

Top Mentioned in G9:
@nit_set
@paranjoygt
@nityjayaraman
@joeathialy
@cagchennai
@gorasika
@prayasenergy
@krishnandeepak1
@wriindia
@ieefa_india

Top Mentioned in G10:
@eynews
@antgrasso
@tonyaacooper
@impmister
@energy40news
@xorlogics
@thehighway2ai
@scottguliford
@reach2ratan
@cisoonlineclub

Top Tweeters
Top Tweeters in Entire Graph:
@tesco
@sectest9
@toyubomm
@abosife2010
@ottlegalrebels
@guardian
@huffpost
@bombermanpro
@costeslioneler
@kimvie

Top Tweeters in G1:
@ottlegalrebels
@kimvie
@gojekindonesia
@juandoming
@nembotavy_0101
@wsj
@debraruh
@forbes
@heathrowairport
@thedrum

Top Tweeters in G2:
@tesco
@frances_coppola
@telegraph
@ft
@yorkshirepost
@fortunemagazine
@rubycooper007
@laserhaas01
@efgbricklayer
@tsb

Top Tweeters in G3:
@toyubomm
@markplackett1
@alykhansatchu
@viriyabot
@weldtowrite
@oakyman
@motorwars
@eprnetwork
@natasya_2312
@hatuxka

Top Tweeters in G4:
@abosife2010
@costeslioneler
@joshollegien
@analyticaglobal
@sharerussharing
@nomoreslaves
@rldi_lamy
@mddmacron
@wef
@ana_captures

Top Tweeters in G5:
@att
@chrislhayes
@google
@generalelectric
@cvspharmacy
@directv
@americanexpress
@dell
@comcast
@adobe

Top Tweeters in G6:
@geor97
@sunick51
@mindedmusically
@lava_louisa
@davidmetroland
@bluewurst1875
@the_leaver
@european_kate
@kitchy2016
@charliehicks90

Top Tweeters in G7:
@business
@reuters
@nytimesworld
@thetimes
@theeconomist
@verizon
@jules_john
@foreignpolicy
@newyorker
@ftworldnews

Top Tweeters in G8:
@pardoe_ai
@patrick_henz
@fwwmagazine
@de
@riskcompmag
@fassbach
@fenstermakerd
@rapid7
@2hannahclark
@pimco

Top Tweeters in G9:
@nit_set
@joeathialy
@paranjoygt
@ieefa_institute
@gorasika
@poojixx
@iatetweet
@leofsaldanha
@krishnandeepak1
@wriindia

Top Tweeters in G10:
@sectest9
@santchiweb
@antgrasso
@digitaltransf11
@russshaw1
@digitalretweet
@cioconnection
@thedxengineer
@mastermartech
@marketerncust


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