dreamforce, Twitter, 4/16/2022 8:24:44 PM, 274887


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dreamforce_2022-04-16_12-54-01.xlsx
dreamforce_2022-04-16_12-54-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 16, 2022
Short Description:
dreamforce via NodeXL https://bit.ly/3vmOzXY
@dreamforce
@salesforce
@adam17amo
@foreveroakland
@gkralik57
@louiselockie
@rva_raghav
@emranswers
@stacy_hurt
@benioff

Top hashtags:
#salesforcetour
#tdx22
#customer360
#salesforce
#contentmarketing
#dreamforce

Description:
Description
The graph represents a network of 304 Twitter users whose tweets in the requested range contained "dreamforce", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 16 April 2022 at 19:54 UTC.

The requested start date was Saturday, 16 April 2022 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 13-day, 23-hour, 29-minute period from Saturday, 02 April 2022 at 00:30 UTC to Saturday, 16 April 2022 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 : 304
Unique Edges : 423
Edges With Duplicates : 588
Total Edges : 1011
Number of Edge Types : 5
MentionsInRetweet : 242
Mentions : 428
Retweet : 159
Tweet : 105
Replies to : 77
Self-Loops : 110
Reciprocated Vertex Pair Ratio : 0.0568627450980392
Reciprocated Edge Ratio : 0.10760667903525
Connected Components : 34
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 254
Maximum Edges in a Connected Component : 958
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.981165
Graph Density : 0.00585157199930519
Modularity : 0.375613
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 304 Twitter users whose tweets in the requested range contained "dreamforce", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 16 April 2022 at 19:54 UTC.

The requested start date was Saturday, 16 April 2022 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 13-day, 23-hour, 29-minute period from Saturday, 02 April 2022 at 00:30 UTC to Saturday, 16 April 2022 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 : dreamforce
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:
[27] https://www.salesforce.com/plus/?d=7013y000002phJtAAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=03-brand,12-during_going_live,11-destination_salesforce_plus,04-wt
[25] https://www.salesforce.com/plus?d=7013y000000vYcoAAE
[14] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[12] http://www.salesforce.com/world-tour/dc/?d=7013y0000029sxCAAQ
[6] https://www.salesforce.com/plus/?d=7013y000002phJtAAI&bc=HA
[4] https://r.socialstudio.radian6.com/afbaa56a-3c47-41e4-a00d-740f5edbaad7
[2] https://r.socialstudio.radian6.com/8dce1854-9dbc-44dd-ae37-3024beaa44cd
[2] https://twitter.com/i/spaces/1jMJgeokpqlKL
[2] https://www.youtube.com/watch?v=-gsgkkRaZv0&feature=youtu.be

[2] https://www.cloudely.com/

Top URLs in Tweet in G1:
[11] http://www.salesforce.com/world-tour/dc/?d=7013y0000029sxCAAQ
[4] https://www.salesforce.com/plus/?d=7013y000002phJtAAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=03-brand,12-during_going_live,11-destination_salesforce_plus,04-wt
[4] https://r.socialstudio.radian6.com/afbaa56a-3c47-41e4-a00d-740f5edbaad7
[3] https://www.salesforce.com/plus?d=7013y000000vYcoAAE
[2] http://www.salesforce.com/servicestar?bc=HA
[2] https://twitter.com/i/spaces/1jMJgeokpqlKL
[2] https://r.socialstudio.radian6.com/8dce1854-9dbc-44dd-ae37-3024beaa44cd
[1] https://r.socialstudio.radian6.com/3460a109-d136-4c52-8406-cad82282c991
[1] https://www.salesforce.com/au/events/worldtour/syd22/?bc=HA
[1] https://www.salesforce.com/plus/?d=7013y000002phJtAAI&bc=HA

Top URLs in Tweet in G2:
[23] https://www.salesforce.com/plus/?d=7013y000002phJtAAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=03-brand,12-during_going_live,11-destination_salesforce_plus,04-wt
[20] https://www.salesforce.com/plus?d=7013y000000vYcoAAE
[5] https://www.salesforce.com/plus/?d=7013y000002phJtAAI&bc=HA
[2] https://twitter.com/i/events/1508887104243179521
[1] https://twitter.com/i/spaces/1OyJADdkRyNGb
[1] https://twitter.com/soledadobrien/status/1514673239598972933
[1] https://www.salesforce.com/au/events/worldtour/syd22/?bc=HA
[1] https://twitter.com/PaceyMia/status/1510382806438117376
[1] http://www.salesforce.com/world-tour/dc/?d=7013y0000029sxCAAQ
[1] https://sforce.co/3rdsWYK

Top URLs in Tweet in G3:
[1] https://www.salesforce.com/video/7809207/?bc=HA
[1] https://twitter.com/Dreamforce/status/1513313405876289544

Top URLs in Tweet in G4:
[2] https://www.youtube.com/watch?v=vtzOAPuefZ0&feature=youtu.be

[2] https://www.youtube.com/watch?v=08v-OaJQzLo&feature=youtu.be

[2] https://www.salesforce.com/plus?d=7013y000000vYcoAAE
[1] https://twitter.com/i/broadcasts/1vAGRkNXZnVJl
[1] https://r.socialstudio.radian6.com/74cf6f3c-c431-488c-8159-232d058b0227
[1] https://www.salesforce.com/plus/
[1] https://twitter.com/salesforceapac/status/1510867262097420295

Top URLs in Tweet in G5:
[9] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[2] https://www.youtube.com/watch?v=-gsgkkRaZv0&feature=youtu.be

[1] https://www.localjobs.com/job/bismarck-nd-senior-director-dreamforce?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.localjobs.com/job/des-moines-ia-senior-director-dreamforce?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.localjobs.com/job/boise-id-senior-director-dreamforce?utm_source=dlvr.it&utm_medium=twitter
[1] https://lnkd.in/dvarMDyH
[1] https://www.salesforceben.com/dreamforce-22-and-world-tour-dates-announced/?utm_source=Salesforce+Ben&utm_medium=Social+Media
[1] https://twitter.com/Dreamforce/status/1513602917927952392
[1] https://twitter.com/dreamforce/status/1513737316669472770
[1] https://twitter.com/Dreamforce/status/1513902542031368200

Top URLs in Tweet in G8:
[1] https://twitter.com/dreamforce/status/1511946893013798916
[1] https://www.google.com/search?kgmid=/g/11fkk06gk2&hl=cs-CZ&q=2019+dreamforce&kgs=427337839dbe3c1c&shndl=0&source=sh/x/kp/1&entrypoint=sh/x/kp
[1] https://www.salesforce.com/connections/

Top URLs in Tweet in G10:
[1] https://r.socialstudio.radian6.com/54a21b86-53ca-4dce-a80b-812337f73fb5
[1] https://r.socialstudio.radian6.com/10f910a6-fe5d-4764-88aa-ef9eeb7c93aa

Top Domains
Top Domains in Tweet in Entire Graph:
[80] salesforce.com
[34] radian6.com
[19] twitter.com
[14] bebee.com
[10] sforce.co
[6] youtube.com
[4] cube365.net
[3] localjobs.com
[2] org.au
[2] artparks.com

Top Domains in Tweet in G1:
[30] radian6.com
[23] salesforce.com
[5] twitter.com
[3] sforce.co
[1] thesalesforcerecruiter.com
[1] linkedin.com

Top Domains in Tweet in G2:
[52] salesforce.com
[7] twitter.com
[7] sforce.co
[2] org.au
[1] 1t.org
[1] radian6.com

Top Domains in Tweet in G3:
[1] salesforce.com
[1] twitter.com

Top Domains in Tweet in G4:
[4] youtube.com
[3] salesforce.com
[2] twitter.com
[1] radian6.com

Top Domains in Tweet in G5:
[9] bebee.com
[3] localjobs.com
[3] twitter.com
[2] youtube.com
[2] artparks.com
[1] lnkd.in
[1] salesforceben.com
[1] co.jp
[1] dreamforce.vn

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

Top Domains in Tweet in G10:
[2] radian6.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[137] salesforcetour
[38] tdx22
[17] customer360
[14] salesforce
[11] contentmarketing
[9] dreamforce
[7] lifewithgoldie
[5] sfdg22
[4] servicestar
[4] trailblazercommunity



Top Hashtags in Tweet in G1:
[67] salesforcetour
[25] tdx22
[8] customer360
[4] servicestar
[3] lifewithgoldie
[3] dfnyc
[3] cnx22
[3] salesforceshirtaday
[2] teamearth
[2] heartofservice

Top Hashtags in Tweet in G2:
[62] salesforcetour
[9] customer360
[3] lifewithgoldie
[2] teamearth
[2] tdx22
[2] trailblazercommunity
[1] beatrailblazer
[1] cyberrodeo
[1] superconsumers
[1] shipspideyforspidey

Top Hashtags in Tweet in G3:
[8] tdx22

Top Hashtags in Tweet in G4:
[5] sfdg22
[4] salesforcetour
[3] salesforce
[3] motiharimeetup
[2] trailblazers
[2] salesforcedevelopers
[2] appopedia
[2] vlocity
[2] tdx22
[2] rt

Top Hashtags in Tweet in G5:
[7] contentmarketing
[4] salesforce
[3] dreamforce
[2] marketing
[2] youtube
[1] salesforcejobs
[1] salesforceadmin
[1] worldtour
[1] dreamforce22
[1] events

Top Hashtags in Tweet in G7:
[3] legocity
[2] salesforcetour
[1] df22
[1] grandkids
[1] swagrobinhood
[1] tbt
[1] swag
[1] hideyourhoodies
[1] stoptheswag
[1] savetheplanet

Top Hashtags in Tweet in G8:
[1] lifewithgoldie
[1] df21
[1] trailblazercommunity
[1] salesforceohana
[1] imwithslalom

Top Hashtags in Tweet in G10:
[1] dreamforce22
[1] df22
[1] data
[1] climatechange

Top Words
Top Words in Tweet in Entire Graph:
[182] dreamforce
[164] salesforce
[137] #salesforcetour
[64] washington
[47] see
[47] data
[45] world
[41] sydney
[38] #tdx22
[31] cloud

Top Words in Tweet in G1:
[95] salesforce
[78] dreamforce
[67] #salesforcetour
[41] washington
[29] world
[27] see
[25] #tdx22
[22] learn
[19] digital
[18] cloud

Top Words in Tweet in G2:
[62] #salesforcetour
[22] sydney
[22] washington
[19] salesforce
[18] see
[13] cloud
[13] data
[11] world
[11] net
[11] zero

Top Words in Tweet in G3:
[9] dreamforce
[8] #tdx22
[5] salesforceadmns
[4] thanks
[4] back
[3] ready
[3] learn
[3] connect
[3] give
[3] fun

Top Words in Tweet in G4:
[13] event
[13] data
[10] salesforce
[8] dreamforce
[5] upcoming
[5] customize
[5] model
[5] manage
[5] speakers
[5] goldie_sharma6

Top Words in Tweet in G5:
[18] dreamforce
[10] help
[10] understand
[9] two
[9] sessions
[9] 2017
[9] company
[9] people
[9] buy
[7] #contentmarketing

Top Words in Tweet in G6:
[8] dreamforce
[7] benioff
[5] monastics
[4] salesforce
[2] calming
[2] down
[2] thichnhathanh
[2] before
[2] df
[2] attendees

Top Words in Tweet in G7:
[17] dreamforce
[15] salesforce
[8] waltdisneyworld
[7] charlieisaacs
[7] lego_group
[7] disneysprings
[7] sharif_shaalan
[7] dvdkliu
[6] shivanathd
[4] idea

Top Words in Tweet in G8:
[6] dreamforce
[5] slalom
[4] salesforce
[4] trailhead
[3] stephaniefoerst
[3] sfdckokua
[3] sftonyn
[3] rebecca_lammers
[3] traveling_dev
[3] sluikartinfo

Top Words in Tweet in G9:
[5] gnayyar
[5] salesforce
[5] dreamforce
[5] washingtondc
[5] abnermason
[5] rasushrestha
[5] matt_r_fisher
[4] wearablesexpert
[3] stacy_hurt
[3] jameyedwards

Top Words in Tweet in G10:
[3] dreamforce
[3] help
[3] inspiration
[2] salesforceuk
[2] whether
[2] re
[2] itching
[2] back
[2] live
[2] events

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[42] #salesforcetour,washington
[29] #salesforcetour,sydney
[24] net,zero
[22] salesforce,dreamforce
[20] public,sector
[18] world,tour
[14] two,sessions
[14] sessions,dreamforce
[14] dreamforce,2017
[14] 2017,help

Top Word Pairs in Tweet in G1:
[22] #salesforcetour,washington
[15] world,tour
[13] public,sector
[13] net,zero
[11] #salesforcetour,sydney
[9] dreamforce,come
[8] landed,washington
[8] tour,dc
[8] latest,product
[8] product,innovations

Top Word Pairs in Tweet in G2:
[19] #salesforcetour,washington
[16] #salesforcetour,sydney
[11] net,zero
[6] public,sector
[6] zero,cloud
[6] salesforce,dreamforce
[6] œðÿ,œðÿ
[5] dreamforce,tesla
[4] future,works
[4] digital,hq

Top Word Pairs in Tweet in G3:
[3] ready,learn
[3] learn,connect
[3] connect,give
[3] give,back
[3] back,fun
[3] fun,developer
[3] developer,event
[3] event,year
[3] year,added
[3] added,#tdx22

Top Word Pairs in Tweet in G4:
[5] upcoming,event
[5] event,customize
[5] customize,data
[5] data,model
[5] model,manage
[5] manage,data
[5] data,speakers
[5] speakers,event
[5] event,goldie_sharma6
[5] goldie_sharma6,kanuls2

Top Word Pairs in Tweet in G5:
[9] two,sessions
[9] sessions,dreamforce
[9] dreamforce,2017
[9] 2017,help
[9] help,company
[9] company,understand
[9] understand,people
[9] people,buy
[7] buy,#contentmarketing
[3] senior,director

Top Word Pairs in Tweet in G6:
[2] calming,down
[2] down,thichnhathanh
[2] thichnhathanh,monastics
[2] monastics,before
[2] before,dreamforce
[2] dreamforce,df
[2] df,attendees
[2] attendees,book
[2] book,session
[2] session,monastics

Top Word Pairs in Tweet in G7:
[9] salesforce,dreamforce
[7] lego_group,waltdisneyworld
[7] waltdisneyworld,disneysprings
[6] dvdkliu,shivanathd
[5] charlieisaacs,lego_group
[5] dreamforce,dvdkliu
[4] disneysprings,salesforce
[4] sharif_shaalan,salesforce
[3] disneysprings,doing
[3] doing,research

Top Word Pairs in Tweet in G8:
[4] trailhead,dreamforce
[4] dreamforce,slalom
[3] salesforce,trailhead
[3] slalom,sfdckokua
[3] sfdckokua,sftonyn
[3] sftonyn,rebecca_lammers
[3] traveling_dev,sluikartinfo
[3] sluikartinfo,lissa0977__x
[3] lissa0977__x,bdietz972
[2] survivormoda,salesforce

Top Word Pairs in Tweet in G9:
[5] salesforce,dreamforce
[3] gnayyar,salesforce
[3] dreamforce,washingtondc
[3] washingtondc,abnermason
[3] abnermason,stacy_hurt
[3] rasushrestha,matt_r_fisher
[3] matt_r_fisher,jameyedwards
[3] jameyedwards,danakcwolfe
[2] stacy_hurt,wearablesexpert
[2] wearablesexpert,rasushrestha

Top Word Pairs in Tweet in G10:
[2] whether,re
[2] re,itching
[2] itching,back
[2] back,live
[2] live,events
[2] events,tune
[2] tune,comfort
[2] comfort,living
[2] living,room
[2] room,dreamforce

Top Replied-To
Top Replied-To in Entire Graph:
@dreamforce
@gnayyar
@charlieisaacs
@sharif_shaalan
@jenwlee
@benioff
@nicolascole77
@rlvanessagrant
@tweetsbystacey
@stephaniefoerst

Top Replied-To in G1:
@dreamforce
@jenwlee
@tweetsbystacey
@rlvanessagrant
@salesforceforit
@leeanndroid
@elysecara1
@servicecloud
@yogeshsfdc

Top Replied-To in G2:
@nicolascole77
@markstanley
@benoitmarchant
@eddiewouldgrow
@heidi_prowse
@salesforce
@akashse13487225

Top Replied-To in G3:
@yramtsfdc
@gabbalishus
@louiselockie

Top Replied-To in G4:
@sfag_coimbatore

Top Replied-To in G6:
@benioff
@spacex
@miskmp
@peggysuz2017

Top Replied-To in G7:
@charlieisaacs
@sharif_shaalan
@chelyn_briand
@dreamforce
@akash_sfdc

Top Replied-To in G8:
@stephaniefoerst
@tech4goodgal
@survivormoda

Top Replied-To in G9:
@gnayyar

Top Mentioned
Top Mentioned in Entire Graph:
@salesforce
@dreamforce
@trailhead
@marketingcloud
@slackhq
@servicecloud
@salesforceadmns
@waltdisneyworld
@lego_group
@disneysprings

Top Mentioned in G1:
@salesforce
@dreamforce
@copadosolutions
@accenture
@servicecloud
@marketingcloud
@docusign
@kpmg_us
@littleiglooo
@accenturefed

Top Mentioned in G2:
@salesforce
@dreamforce
@slackhq
@tesla
@ship30for30
@marketingcloud
@servicecloud
@commercecloud
@kel_hendo
@raisementoring

Top Mentioned in G3:
@dreamforce
@salesforceadmns
@trailhead
@appexchange
@brendaglasser
@sisontuli
@melissahilldees
@stevemoforce
@salesforceca
@witnesssuccess

Top Mentioned in G4:
@dreamforce
@salesforce
@goldie_sharma6
@kanuls2
@salesforcedevs
@madhusudan_2002
@marketingcloud
@omprakash_it
@trailhead
@salesforcejobs

Top Mentioned in G6:
@salesforce
@dreamforce
@benioff
@thichnhathanh
@rtfos09
@nickknudsenus
@zelenskyyua
@tesla
@elonmusk
@oracle

Top Mentioned in G7:
@salesforce
@dreamforce
@waltdisneyworld
@lego_group
@disneysprings
@dvdkliu
@shivanathd
@sharif_shaalan
@charlieisaacs
@drea

Top Mentioned in G8:
@dreamforce
@slalom
@salesforce
@trailhead
@sfdckokua
@sftonyn
@rebecca_lammers
@traveling_dev
@sluikartinfo
@lissa0977__x

Top Mentioned in G9:
@salesforce
@dreamforce
@washingtondc
@abnermason
@rasushrestha
@matt_r_fisher
@wearablesexpert
@stacy_hurt
@jameyedwards
@danakcwolfe

Top Mentioned in G10:
@dreamforce
@salesforceuk
@veoliauk
@salesforceben

Top Tweeters
Top Tweeters in Entire Graph:
@situationalcomm
@andytoronto
@pubnblogll
@slackhq
@parvez1
@sculpture_art
@mialis79
@paulcroubalian
@drgarysharpe
@justicar

Top Tweeters in G1:
@msswank
@yassine_durand
@danieljpeter
@snugsfbay
@docusign
@thenitai
@jeanvelonis
@kpmg_us
@jenwlee
@dreamforce

Top Tweeters in G2:
@slackhq
@karaswisher
@soledadobrien
@salesforce
@xero
@teamusa
@worldresources
@tableau
@americanforests
@mulesoft

Top Tweeters in G3:
@kavindrapatel
@melissahilldees
@appexchange
@gemziebeth
@adam17amo
@stevemoforce
@yramtsfdc
@salesforceadmns
@louiselockie
@salesforceca

Top Tweeters in G4:
@marketingcloud
@trailhead
@salesforceorg
@gauravkheterpal
@salesforcedevs
@omprakash_it
@salesforcejobs
@naveendhanaraj
@penfielddigital
@salesforceeng

Top Tweeters in G5:
@situationalcomm
@sculpture_art
@mialis79
@paulcroubalian
@drgarysharpe
@justicar
@brandgrowthhack
@localjobsdotcom
@mytweetpack
@rocksmallbiz

Top Tweeters in G6:
@peggysuz2017
@nickknudsenus
@who
@rtfos09
@benioff
@cdcgov
@89sfcg
@oracle
@lorettachopey
@elonmusk

Top Tweeters in G7:
@andytoronto
@charlieisaacs
@kareanderson
@lego_group
@andrewnebus
@akash_sfdc
@waltdisneyworld
@shivanathd
@disneysprings
@simplysfdc

Top Tweeters in G8:
@jikapar8
@survivormoda
@slalom
@kristiforce
@sfdckokua
@stephaniefoerst
@sluikartinfo
@icloudsf
@lissa0977__x
@tech4goodgal

Top Tweeters in G9:
@rasushrestha
@emranswers
@matt_r_fisher
@washingtondc
@innonurse
@wearablesexpert
@showtime
@jameyedwards
@gnayyar
@stacy_hurt

Top Tweeters in G10:
@veoliauk
@bot_chatty
@salesforceuk
@salesforceben
@hiroshi921021


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