Marketingcloud, Twitter, 2/19/2023 9:42:51 PM, 289891


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Marketingcloud_2023-02-19_13-30-36.xlsx
Marketingcloud_2023-02-19_13-30-36.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 19, 2023
Short Description:
Marketingcloud via NodeXL https://bit.ly/3YHkqjj
@marketingcloud
@salesforce
@headincloudinc
@axel_schaefer
@havealotdc
@benioff
@sunchowdhury
@penfielddigital
@mrktngtrendspod
@gazalmittal22

Top hashtags:
#marketingcloud
#salesforce
#rt
#digitalmarketing
#marketing

Description:
Description
The graph represents a network of 2,039 Twitter users whose recent tweets contained "Marketingcloud", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 February 2023 at 21:37 UTC.

The tweets in the network were tweeted over the 4091-day, 6-hour, 6-minute period from Wednesday, 07 December 2011 at 18:28 UTC to Sunday, 19 February 2023 at 00:34 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 2039
Unique Edges : 3546
Edges With Duplicates : 10769
Total Edges : 14315
Number of Edge Types : 9
Tweet : 1503
Retweet : 1286
MentionsInRetweet : 1934
Replies to : 877
MentionsInReplyTo : 4158
Mentions : 4219
Quote : 104
MentionsInQuote : 197
MentionsInQuoteReply : 37
Self-Loops : 2058
Reciprocated Vertex Pair Ratio : 0.0567164179104478
Reciprocated Edge Ratio : 0.107344632768362
Connected Components : 180
Single-Vertex Connected Components : 145
Maximum Vertices in a Connected Component : 1804
Maximum Edges in a Connected Component : 13491
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.498066
Graph Density : 0.0012778301049072
Modularity : 0.252846
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,039 Twitter users whose recent tweets contained "Marketingcloud", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 February 2023 at 21:37 UTC.

The tweets in the network were tweeted over the 4091-day, 6-hour, 6-minute period from Wednesday, 07 December 2011 at 18:28 UTC to Sunday, 19 February 2023 at 00:34 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : Marketingcloud
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:
[42] 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_
[24] https://salesforcedrillers.com/learn-mean/introduction-to-node-js/
[24] https://salesforcedrillers.com/learn-andriod/android-app-development/
[21] https://blogs.oracle.com/marketingcloud/post/how-to-fill-your-digital-marketing-content-calendar?source=:so:ch:or:awr::::&SC=:so:ch:or:awr::::&pcode=
[20] https://salesforcedrillers.com/learn-python/programming-overview/
[20] https://salesforcedrillers.com/learn-aws/overview-of-cloud/
[18] https://salesforcedrillers.com/learn-flutter/introduction-on-flutter/
[17] https://salesforcedrillers.com/learn-devops/what-is-devops/
[14] https://salesforcedrillers.com/learn-salesforce/overview-of-cloud/
[13] https://blogs.oracle.com/marketingcloud/post/continued-marketing-investments-more-vital-now-than-during-past-downturns?source=:so:ch:or:awr::::&SC=:so:ch:or:awr::::&pcode=

Top URLs in Tweet in G1:
[24] https://salesforcedrillers.com/learn-mean/introduction-to-node-js/
[24] https://salesforcedrillers.com/learn-andriod/android-app-development/
[22] 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_
[20] https://salesforcedrillers.com/learn-python/programming-overview/
[20] https://salesforcedrillers.com/learn-aws/overview-of-cloud/
[18] https://salesforcedrillers.com/learn-flutter/introduction-on-flutter/
[17] https://salesforcedrillers.com/learn-devops/what-is-devops/
[14] https://salesforcedrillers.com/learn-salesforce/overview-of-cloud/
[12] https://salesforcedrillers.com/learn-data-science/introduction-to-data-science/
[7] https://hicglobalsolutions.com/blog/salesforce-unveils-marketing-effectiveness-bundle/

Top URLs in Tweet in G2:
[10] https://twitter.com/sfdcFanBoy/status/1591642432739102720/photo/1
[6] https://www.youtube.com/watch?v=qnpgDzFiAMk&feature=youtu.be

[4] https://twitter.com/madhukar_ashish/status/1604411106130558976/photo/1
[4] https://twitter.com/madhukar_ashish/status/1604491748696211456/photo/1
[4] https://twitter.com/madhukar_ashish/status/1616704925131755521/photo/1
[4] https://twitter.com/ASMGKR/status/1591718965126258693/photo/1
[4] https://twitter.com/mc2_event/status/1591679481231859712/photo/1
[4] https://twitter.com/jaipurmarketers/status/1592730709143486464/photo/1
[4] https://twitter.com/LounganiPayal/status/1600561825464344578/photo/1
[4] https://twitter.com/Sukesh_Naidu99/status/1589556365324058626/photo/1

Top URLs in Tweet in G3:
[20] 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_
[8] https://twitter.com/MarketingCloud/status/1594776741532377089/photo/1
[6] https://www.salesforce.com/blog/marketing-cloud-innovations-dreamforce-22/?utm_campaign=amer_mktlobaw&utm_content=marketingcloud_&utm_medium=organic_social&utm_source=twitter
[6] https://www.salesforce.com/blog/moment-makers-customer-data-platform/?utm_campaign=amer_mktlobaw&utm_content=marketingcloud_&utm_medium=organic_social&utm_source=twitter
[6] https://www.salesforce.com/blog/seo-best-practices/?utm_campaign=amer_mktlobaw&utm_content=marketingcloud_&utm_medium=organic_social&utm_source=twitter
[5] https://www.salesforce.com/form/marketing/conf/top-marketing-personalization-trends/
[4] https://twitter.com/i/events/1593366080042303488
[4] https://www.salesforce.com/blog/media-subscriber-relationships/?utm_campaign=amer_mktlobaw&utm_content=marketingcloud_&utm_medium=organic_social&utm_source=twitter
[4] https://www.salesforce.com/blog/first-party-data-economic-downturn/?utm_campaign=amer_mktlobaw&utm_content=marketingcloud_&utm_medium=organic_social&utm_source=twitter
[4] https://www.salesforce.com/trailblazerdx?&utm_source=marketing_cloud&utm_medium=social_Twitter&utm_campaign=general&utm_content=marketingcloud_

Top URLs in Tweet in G4:
[19] https://blogs.oracle.com/marketingcloud/post/how-to-fill-your-digital-marketing-content-calendar?source=:so:ch:or:awr::::&SC=:so:ch:or:awr::::&pcode=
[13] https://blogs.oracle.com/marketingcloud/post/continued-marketing-investments-more-vital-now-than-during-past-downturns?source=:so:ch:or:awr::::&SC=:so:ch:or:awr::::&pcode=
[10] https://ams.acimacredit.com/discover/new?utm_campaign=4cite&utm_source=marketingcloud&utm_medium=email&utm_content=selectstore&location_guid=loca-c73d705c-21a3-4adf-ac0a-a8d646d6a403#/about_leasing
[7] https://sfguru.com/
[7] https://www.crmscience.com/single-post/2020/07/01/Salesforce-Marketing-Cloud-Journey-Builder-An-Introductory-Guide
[5] https://blogs.oracle.com/marketingcloud/post/loyalty-kpis-that-go-beyond-the-transaction?utm_source=dlvr.it&utm_medium=twitter
[5] https://blogs.oracle.com/marketingcloud/post/good-data-leads-to-great-mobile-app-marketing-insights?utm_source=dlvr.it&utm_medium=twitter
[5] https://blogs.oracle.com/marketingcloud/post/email-marketing-font-stacks-defining-your-font-family?utm_source=dlvr.it&utm_medium=twitter
[5] https://blogs.oracle.com/marketingcloud/post/key-international-loyalty-regulations-for-global-brands-to-know?utm_source=dlvr.it&utm_medium=twitter
[5] https://blogs.oracle.com/marketingcloud/post/visual-branding-in-email-marketing?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G5:
[3] https://www.sfmcjobs.com/jobs/email-template-developer-at-yeti/
[3] https://www.sfmcjobs.com/jobs/senior-email-automation-specialist-at-homestars/
[3] https://www.sfmcjobs.com/jobs/email-marketing-manager2-at-bmo/
[3] https://www.sfmcjobs.com/jobs/marketing-automation-manager-at-veem/
[2] https://www.sfmcjobs.com/jobs/email-delivery-associate-sr-at-jpmorgan-chase-and-co/
[2] https://www.sfmcjobs.com/jobs/salesforce-email-specialist-at-tiaa/
[2] https://www.sfmcjobs.com/jobs/crm-lifecycle-email-marketing-manager-at-chegg-inc/
[2] https://www.sfmcjobs.com/jobs/email-marketing-specialist-lam-at-lazard/
[2] https://www.sfmcjobs.com/jobs/email-assistant-at-champlain-college/
[2] https://www.sfmcjobs.com/jobs/email-marketing-manager-at-best-egg/

Top URLs in Tweet in G6:
[1] https://twitter.com/srru_india2020/status/1588572799836524544/photo/1
[1] https://twitter.com/Awesome27123813/status/1622140103178047492/photo/1
[1] https://twitter.com/Awesome27123813/status/1622121231616024576
[1] https://twitter.com/ClimaJoes/status/1617442271095578627/photo/1
[1] https://www.netflix.com/mx/title/81273461?preventIntent=true
[1] https://www.youtube.com/watch?v=HHrDilm-Ml4&feature=youtu.be

[1] https://blogs.oracle.com/marketingcloud/post/email-marketing-ctas?utm_campaign=Suzanne%27s%20Tweets&utm_content=235283030&utm_medium=social&utm_source=twitter&hss_channel=tw-248770435
[1] https://blogs.oracle.com/marketingcloud/post/one-year-later-how-mail-privacy-protection-has-impacted-marketers?utm_campaign=Suzanne%27s%20Tweets&utm_content=232004777&utm_medium=social&utm_source=twitter&hss_channel=tw-248770435
[1] https://blogs.oracle.com/marketingcloud/post/email-marketing-trends-engagement?utm_campaign=Suzanne%27s%20Tweets&utm_content=232004776&utm_medium=social&utm_source=twitter&hss_channel=tw-248770435
[1] https://blogs.oracle.com/marketingcloud/post/one-year-later-how-mail-privacy-protection-has-impacted-marketers?utm_campaign=Suzanne%27s%20Tweets&utm_content=235283007&utm_medium=social&utm_source=twitter&hss_channel=tw-248770435

Top URLs in Tweet in G7:
[3] https://twitter.com/cellphoneninja1/status/1623460887435571200/photo/1
[1] https://twitter.com/mememarketier/status/1614840182469201921/photo/1
[1] https://twitter.com/tvjames/status/1579611921170694144
[1] https://event.adweek.com/nextech-2022/
[1] https://twitter.com/Adweek/status/1600217616701743105/photo/1
[1] https://twitter.com/Justice_4Vizag/status/1611234935339364358
[1] https://twitter.com/wp_software/status/1497514986050301953/photo/1
[1] https://lnkd.In/dfvktdqq
[1] https://twitter.com/simply_whatsapp/status/1602572680108314624/photo/1
[1] https://twitter.com/AmirPeretz3/status/1599800027093663750/photo/1

Top URLs in Tweet in G8:
[6] https://www.constellationr.com/research/constellation-shortlist-b2c-marketing-automation-small-midsize-business-1
[5] https://www.constellationr.com/research/constellation-shortlist-b2c-marketing-automation-enterprise-1
[1] https://twitter.com/AVindman/status/1596981702504873986/photo/1
[1] https://twitter.com/constellationr/status/1602016671778086912/photo/1
[1] https://twitter.com/constellationr/status/1588260254600642560/photo/1
[1] https://twitter.com/constellationr/status/1593364660203331590/photo/1
[1] https://twitter.com/constellationr/status/1603511536563134708/photo/1
[1] https://twitter.com/constellationr/status/1591869806231392270/photo/1
[1] https://twitter.com/constellationr/status/1612163537861840897/photo/1
[1] https://twitter.com/constellationr/status/1596943237146722307/photo/1

Top URLs in Tweet in G9:
[1] https://opensea.io/assets/ethereum/0x495f947276749ce646f68ac8c248420045cb7b5e/30842456446838140903861737369086519262305210629556255696184173268858845528065
[1] https://twitter.com/cash_fms/status/1604103776566382592/photo/1
[1] https://t.me/BigbullBanknifty_1
[1] https://twitter.com/GazalMittal22/status/1623910840041877505/photo/1

Top URLs in Tweet in G10:
[9] https://supermums.org/recruitment/apply-for-roles/
[4] https://twitter.com/SupermumsGlobal/status/1616360907478827008/photo/1
[4] https://twitter.com/SupermumsGlobal/status/1617456755713409025/photo/1
[4] https://twitter.com/SupermumsGlobal/status/1618878691374923776/photo/1
[4] https://twitter.com/SupermumsGlobal/status/1620016164381528064/photo/1
[3] https://twitter.com/SupermumsGlobal/status/1614944570403590149/photo/1
[3] https://twitter.com/SupermumsGlobal/status/1613822666473082882/photo/1
[3] https://twitter.com/SupermumsGlobal/status/1623985375973879809/photo/1
[3] https://twitter.com/SupermumsGlobal/status/1625082101178703872/photo/1
[3] https://twitter.com/SupermumsGlobal/status/1626492352654360577/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1750] twitter.com
[466] salesforce.com
[217] sfmcjobs.com
[207] oracle.com
[202] salesforcedrillers.com
[195] biblegateway.com
[183] marketingcloud.info
[114] paper.li
[88] smh.re
[82] amarketingautomation.com

Top Domains in Tweet in G1:
[575] twitter.com
[202] salesforcedrillers.com
[198] salesforce.com
[85] smh.re
[20] youtube.com
[11] cyntexa.com
[11] outsourcesalesforce.com
[9] spocket.co
[9] linkedin.com
[8] trailblazercommunitygroups.com

Top Domains in Tweet in G2:
[283] twitter.com
[22] youtube.com
[21] trailblazercommunitygroups.com
[11] linkedin.com
[6] salesforce.com
[1] marketscreener.com
[1] salesforce-partners.com
[1] bit.ly
[1] phaneendraarigachetta.com
[1] 2.my

Top Domains in Tweet in G3:
[427] twitter.com
[252] salesforce.com
[20] mission.org
[9] radian6.com
[7] youtu.be
[5] youtube.com
[2] vidyard.com
[2] site.com
[2] fastcompany.com
[2] sfdc.co

Top Domains in Tweet in G4:
[195] biblegateway.com
[135] oracle.com
[120] twitter.com
[19] linkedin.com
[13] cloudfront.net
[10] acimacredit.com
[8] stackexchange.com
[7] salesforce.com
[7] sfdc.blog
[7] sfguru.com

Top Domains in Tweet in G5:
[217] sfmcjobs.com
[107] paper.li
[3] oracle.com
[1] booking.com
[1] takeaway.com

Top Domains in Tweet in G6:
[9] oracle.com
[4] twitter.com
[1] netflix.com
[1] youtube.com

Top Domains in Tweet in G7:
[16] twitter.com
[1] adweek.com
[1] lnkd.in
[1] co.in
[1] softcron.com
[1] opensea.io

Top Domains in Tweet in G8:
[16] twitter.com
[11] constellationr.com
[2] altudo.co
[1] easy-earn.org
[1] getcensus.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] opensea.io
[1] t.me

Top Domains in Tweet in G10:
[49] twitter.com
[12] radian6.com
[9] supermums.org
[1] pluralsight.com
[1] youtube.com
[1] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[954] marketingcloud
[539] salesforce
[449] rt
[419] digitalmarketing
[404] marketing
[389] marketingchats
[251] momentmarketers
[219] marketingautomation
[217] sfmcjobs
[196] salesforcejobs



Top Hashtags in Tweet in G1:
[178] salesforce
[147] marketingchats
[131] marketingcloud
[71] momentmarketers
[47] stateofmarketing
[41] salesforcegenie
[35] sfmc
[27] cloud
[26] momentmarketer
[23] salesforcetour

Top Hashtags in Tweet in G2:
[75] momentmarketers
[61] salesforce
[54] marketingchats
[53] marketingchampions
[46] trailblazercommunity
[43] mc2
[43] trailblazers
[41] marketingcloud
[33] mysalesforcegoals
[32] momentmarketer

Top Hashtags in Tweet in G3:
[441] rt
[186] marketingchats
[103] momentmarketers
[55] salesforcegenie
[43] stateofmarketing
[31] marketingchampions
[27] marketingchampion
[26] tdx23
[24] momentmarketer
[23] salesforcetour

Top Hashtags in Tweet in G4:
[150] marketingcloud
[85] salesforce
[39] marketing
[28] marketingautomation
[20] salesforcemarketingcloud
[19] sfmc
[18] sfdc
[14] pardot
[14] salesforcepartner
[14] marketingchampions

Top Hashtags in Tweet in G5:
[309] marketingcloud
[217] sfmcjobs
[170] salesforcejobs
[164] salesforcecertified
[164] jobs
[164] whoshiring
[164] hiring
[164] findjobs
[164] marketingautomation
[164] jobopportunities

Top Hashtags in Tweet in G6:
[2] emailmarketing
[1] pack08
[1] sustainability
[1] planet
[1] ecofriendly
[1] ecosistemaonline

Top Hashtags in Tweet in G7:
[3] marketing
[2] digitalmarketing
[1] business
[1] buyers
[1] discount
[1] wholesale
[1] growbusiness
[1] consistencylautaao
[1] android
[1] apple

Top Hashtags in Tweet in G8:
[2] martech
[2] acquia
[2] marketingcloud
[1] hererightmatters
[1] customerjourney
[1] marketing
[1] dx
[1] cx
[1] personalization
[1] altudoblogs

Top Hashtags in Tweet in G9:
[1] nftshill
[1] nfts
[1] buying
[1] shill
[1] shillme
[1] marketing
[1] nftmarket
[1] gamedevelopment
[1] gaming
[1] metaverse

Top Hashtags in Tweet in G10:
[23] marketingcloud
[20] salesforce
[9] findanewrole
[9] salesforcejobs
[9] supermumsrecruitment
[6] salesforceadmin
[5] blackfriday
[4] databasemanager
[4] salesforcedeveloper
[3] salesforceconsultant

Top Words
Top Words in Tweet in Entire Graph:
[2785] marketingcloud
[1389] salesforce
[1236] marketing
[956] more
[952] #marketingcloud
[598] data
[539] #salesforce
[514] time
[470] cloud
[449] #rt

Top Words in Tweet in G1:
[966] marketingcloud
[736] salesforce
[330] marketing
[292] more
[257] learn
[197] data
[178] #salesforce
[166] marketers
[157] time
[152] salesforceorg

Top Words in Tweet in G2:
[645] marketingcloud
[283] salesforce
[276] justguilda
[206] benioff
[162] trailhead
[156] gauravkheterpal
[148] time
[130] mc2_event
[124] data
[114] customers

Top Words in Tweet in G3:
[1034] marketingcloud
[441] #rt
[246] more
[212] data
[210] marketing
[199] salesforce
[186] #marketingchats
[170] time
[147] marketers
[103] #momentmarketers

Top Words in Tweet in G4:
[165] marketing
[150] #marketingcloud
[91] baileyreport
[85] #salesforce
[68] cloud
[53] more
[50] salesforce
[39] #marketing
[33] learn
[32] email

Top Words in Tweet in G5:
[309] #marketingcloud
[218] more
[217] job
[217] read
[217] #sfmcjobs
[170] #salesforcejobs
[164] #findjobs
[164] #salesforcecertified
[164] #marketingautomation
[164] #hiring

Top Words in Tweet in G6:
[7] marketingcloud
[5] marketing
[4] oracle
[4] lie
[4] privacy
[4] rock_bottom17
[3] marketingweeked
[3] opportunities
[3] down
[3] usc

Top Words in Tweet in G7:
[16] marketingcloud
[9] twittermktg
[8] salesforce
[6] whatsapp
[5] google
[4] business
[3] #marketing
[3] add
[3] call
[3] send

Top Words in Tweet in G8:
[22] marketing
[20] automation
[20] b2c
[20] congrats
[20] companies
[20] shortlist
[20] listed
[19] marketingcloud
[14] business
[14] small

Top Words in Tweet in G9:
[3] coinmarketcap
[3] marketingcloud
[2] uppolice
[2] marketwatch

Top Words in Tweet in G10:
[24] marketingcloud
[23] #marketingcloud
[20] #salesforce
[15] inescapinezka
[14] next
[12] salesforcearchs
[12] salesforceforit
[12] commercecloud
[11] more
[11] gauravkheterpal

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[449] #rt,marketingcloud
[422] marketing,cloud
[295] #digitalmarketing,#marketing
[281] read,more
[217] more,#sfmcjobs
[217] salesforce,marketingcloud
[202] #sfmcjobs,#marketingcloud
[172] marketingcloud,salesforce
[170] #marketingcloud,#salesforcejobs
[164] #marketingautomation,#jobopportunities

Top Word Pairs in Tweet in G1:
[128] marketing,cloud
[103] salesforce,marketingcloud
[80] join,useful
[77] useful,site
[70] salesforce,job
[68] job,career
[66] career,info
[64] appexchange,marketingcloud
[62] dreamforce,partnerforce
[62] site,salesforce

Top Word Pairs in Tweet in G2:
[103] data,coming
[103] black,friday
[103] watching,time
[103] holiday,data
[103] friday,sending
[103] coming,clear
[103] customers,broke
[103] clear,customers
[103] time,holiday
[103] record,black

Top Word Pairs in Tweet in G3:
[441] #rt,marketingcloud
[83] marketingcloud,salesforce
[59] marketing,cloud
[39] #stateofmarketing,report
[37] customer,data
[29] marketingcloud,marketers
[26] time,data
[26] powered,#salesforcegenie
[24] more,less
[23] data,platform

Top Word Pairs in Tweet in G4:
[64] marketing,cloud
[33] #salesforce,#marketingcloud
[25] learn,more
[23] salesforce,marketing
[19] step,approach
[19] team,uses
[19] uses,build
[19] content,plans
[19] creative,services
[19] build,content

Top Word Pairs in Tweet in G5:
[217] read,more
[217] more,#sfmcjobs
[202] #sfmcjobs,#marketingcloud
[170] #marketingcloud,#salesforcejobs
[164] #marketingautomation,#jobopportunities
[164] #salesforcecertified,#jobs
[164] #salesforcejobs,#salesforcecertified
[164] #whoshiring,#hiring
[164] #hiring,#findjobs
[164] #jobs,#whoshiring

Top Word Pairs in Tweet in G6:
[3] point,plan
[3] usage,identify
[3] cta,usage
[3] identify,optimization
[3] laid,oracle
[3] down,cta
[3] break,down
[3] optimization,opportunities
[3] plan,laid
[3] oracle,break

Top Word Pairs in Tweet in G7:
[5] twittermktg,marketingcloud
[3] salesforce,marketingcloud
[2] please,add
[2] cdnbiz,usweekly
[2] wishshopping,expertmarketus
[2] businessweekly,wishshopping
[2] salesforce,twittermktg
[2] marketingcloud,twittermktg
[2] cellphoneninja1,cdnbiz
[2] usweekly,salesforce

Top Word Pairs in Tweet in G8:
[20] companies,listed
[20] shortlist,b2c
[20] congrats,companies
[20] b2c,marketing
[20] marketing,automation
[14] listed,shortlist
[14] automation,small
[14] midsize,business
[14] small,midsize
[9] constellationr,congrats

Top Word Pairs in Tweet in G9:
[2] coinmarketcap,marketingcloud

Top Word Pairs in Tweet in G10:
[12] salesforcearchs,marketingcloud
[12] marketingcloud,commercecloud
[11] jenwlee,practicalacts
[11] inescapinezka,salesforcearchs
[11] next,#salesforce
[11] practicalacts,calvin_nr
[11] commercecloud,salesforceforit
[10] calvin_nr,mcguireto
[10] gauravkheterpal,mhumpolec
[10] anup,trailhead

Top Replied-To
Top Replied-To in Entire Graph:
@marketingcloud
@gauravkheterpal
@sukesh_naidu99
@sfdc_mike
@lounganipayal
@justguilda
@inescapinezka
@salesforce
@tonyzupancic
@benioff

Top Replied-To in G1:
@marketingcloud
@sfdc_mike
@lounganipayal
@salesforce
@tonyzupancic
@armejam44
@madhukar_ashish
@miltonmuthuraj
@vickihenry63
@justguilda

Top Replied-To in G2:
@marketingcloud
@gauravkheterpal
@sukesh_naidu99
@justguilda
@benioff
@arigachetta
@lounganipayal
@sfdc_mike
@jyothsnabitra
@jaipurmarketers

Top Replied-To in G3:
@marketingcloud
@sukesh_naidu99
@le_diable
@zjarczynska
@gauravkheterpal
@mrktngtrendspod
@natashamrtn
@penfielddigital
@stefano_crepaz
@justguilda

Top Replied-To in G4:
@churchpmcc

Top Replied-To in G6:
@climajoes
@srru_india2020
@thebabylonbee

Top Replied-To in G7:
@marketingcloud
@pepukaitee
@cellphoneninja1
@blackendhonesty
@lastpasshelp
@sundarpichai
@wp_software
@promosyspoly
@the_sme_daily

Top Replied-To in G8:
@easyjet
@clickup
@izzypriortalks
@shreythecray
@census
@acquia
@salesforce

Top Replied-To in G9:
@cash_fms
@supremecourtfan
@reportvictim

Top Replied-To in G10:
@inescapinezka
@salesforceuk
@justguilda

Top Mentioned
Top Mentioned in Entire Graph:
@marketingcloud
@salesforce
@justguilda
@benioff
@trailhead
@salesforceorg
@appexchange
@commercecloud
@mc2_event
@dreamforce

Top Mentioned in G1:
@marketingcloud
@salesforce
@appexchange
@salesforceorg
@dreamforce
@partnerforce
@kushpooja650
@salesforcejobs
@forrester
@justguilda

Top Mentioned in G2:
@marketingcloud
@justguilda
@benioff
@salesforce
@trailhead
@mc2_event
@kavindrapatel
@commercecloud
@trailblazeresha
@mulesoft

Top Mentioned in G3:
@marketingcloud
@salesforce
@justguilda
@commercecloud
@mrktngtrendspod
@trailhead
@khyatu07
@trailblazeresha
@arigachetta
@kavindrapatel

Top Mentioned in G4:
@baileyreport
@criticalriver
@cloudanalysts

Top Mentioned in G5:
@sfmcjobs
@digitalkeith
@moksedulbd
@apollineadiju
@adswisedigital
@_saaddigital
@projectarmy
@benderswe1
@timothy_hughes

Top Mentioned in G6:
@marketingcloud
@oracle
@marketingweeked
@usc
@wholefoods
@luquinha
@roxy_liquigan
@teamliquid
@exitiiquidity
@cryptoliquiditt

Top Mentioned in G7:
@marketingcloud
@twittermktg
@salesforce
@google
@apple
@cdnbiz
@usweekly
@businessweekly
@wishshopping
@expertmarketus

Top Mentioned in G8:
@marketingcloud
@lizkmiller
@sap
@hubspot
@constellationr
@actonsoftware
@activecampaign
@emarsys
@intuit

Top Mentioned in G9:
@coinmarketcap
@marketingcloud
@uppolice
@nftshilling
@nftshill
@nftshiller5
@nftshillaa
@nftshillclub
@nftshiller
@thebinancenft

Top Mentioned in G10:
@marketingcloud
@salesforcearchs
@commercecloud
@salesforceforit
@lissa__x
@gauravkheterpal
@trailhead
@jenwlee
@practicalacts
@calvin_nr

Top Tweeters
Top Tweeters in Entire Graph:
@americanair
@chidambara09
@mistersalesman
@javascriptd
@delta
@dataaugmented
@aajtak
@ucloudify
@businessinsider
@godfrey_g_

Top Tweeters in G1:
@dataaugmented
@godfrey_g_
@valaafshar
@andytoronto
@forbes
@zdnet
@fastcompany
@tigho
@myurimaria
@blackpeopledata

Top Tweeters in G2:
@slackhq
@garyvee
@zabackj
@ups
@stefihane
@nfteam3
@tiktok_us
@news_by_nick
@pucky_mcd
@bhogleharsha

Top Tweeters in G3:
@delta
@interbr
@ladylisadcantu1
@dc_assemblers
@atlhawks
@groupon
@uber
@pepsico
@crossfit
@deltaco

Top Tweeters in G4:
@logz05
@kamikudakun
@johndned
@datadotcoaza
@kdhungerford
@edgarparada
@rubink
@tdevelopments
@cocoadevblogs
@caplesweb

Top Tweeters in G5:
@myloc_tracker
@jobsviatweet
@hiringcare
@timothy_hughes
@teresareasor
@thesocialms
@jayeshmthakur
@jblefevre60
@red_web_design
@xthebigdatabotx

Top Tweeters in G6:
@americanair
@cnbc
@cnn
@ap
@merca20
@wholefoods
@markets
@voguemagazine
@wef
@newyorker

Top Tweeters in G7:
@businessinsider
@samsungindia
@amazonin
@usweekly
@digitaltrends
@google
@adweek
@googlemaps
@applesfera
@canonusaimaging

Top Tweeters in G8:
@easyjet
@rwang0
@theeconomist
@ufc
@foodnetwork
@mailchimp
@constellationr
@hubspot
@twittersupport
@realdonaldtrump

Top Tweeters in G9:
@aajtak
@marketwatch
@uppolice
@upgovt
@chennaitimestoi
@narendramodi
@pmoindia
@coinmarketcap
@nftshiller
@supremecourtfan

Top Tweeters in G10:
@pluralsight
@tristanlombard2
@jenwlee
@chernykh
@shobyabdi
@mhumpolec
@practicalacts
@shealavb
@stangomat
@tomaszlipski


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