dreamforce, Twitter, 4/10/2021 9:45:09 PM, 252563


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dreamforce_2021-04-10_12-54-01.xlsx
dreamforce_2021-04-10_12-54-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 10, 2021
Short Description:
dreamforce via NodeXL https://bit.ly/2QistVO
@dreamforce
@olynixdiamond
@salesforce
@martinhoyes
@appitekbot
@saasy_sistah
@blueflame_labs
@hollyfirestone
@vermalakshya07
@jedhunter1

Top hashtags:
#salesforce
#marketing
#dreamforce
#crm
#ai
#contentmarketing

Description:
Description
The graph represents a network of 279 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, 10 April 2021 at 19:54 UTC.

The requested start date was Saturday, 10 April 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 13-day, 17-hour, 45-minute period from Saturday, 27 March 2021 at 00:19 UTC to Friday, 09 April 2021 at 18:05 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 : 279
Unique Edges : 354
Edges With Duplicates : 388
Total Edges : 742
Number of Edge Types : 5
Retweet : 79
MentionsInRetweet : 161
Tweet : 71
Replies to : 76
Mentions : 355
Self-Loops : 77
Reciprocated Vertex Pair Ratio : 0.062200956937799
Reciprocated Edge Ratio : 0.117117117117117
Connected Components : 56
Single-Vertex Connected Components : 32
Maximum Vertices in a Connected Component : 163
Maximum Edges in a Connected Component : 596
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.021552
Graph Density : 0.00572445269590779
Modularity : 0.449132
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 279 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, 10 April 2021 at 19:54 UTC.

The requested start date was Saturday, 10 April 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 13-day, 17-hour, 45-minute period from Saturday, 27 March 2021 at 00:19 UTC to Friday, 09 April 2021 at 18:05 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:
[25] https://www.bebee.com/producer/@john-white/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251427
[2] https://twitter.com/FwdHumanity/status/1363975734541230080
[2] https://pardot.crmscience.com/l/840703/2021-03-04/mqhp65
[2] https://www.weforum.org/events/global-technology-governance-summit-2021/sessions/opening-plenary-7cb8bdaad8
[2] https://twitter.com/FwdHumanity/status/1364622864255619074
[1] https://www.salesforce.com/uk/blog/2021/03/dreamforce-2020-empowering-employees.html
[1] https://www.amazon.com/dp/B0189VJD1I/ref=cm_sw_r_cp_api_glt_fabc_CN4965X3X6J0K39H41MN?pldnSite=1
[1] http://www.curata.com/blog/10-deep-insights-via-140-characters-from-dreamforce-2013-contentmarketing/
[1] http://r.socialstudio.radian6.com/7c96d31e-9163-48ff-86c9-457830f24540

Top URLs in Tweet in G1:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=251427
[2] https://twitter.com/FwdHumanity/status/1364622864255619074
[2] https://twitter.com/FwdHumanity/status/1363975734541230080
[2] https://pardot.crmscience.com/l/840703/2021-03-04/mqhp65
[1] https://sforce.co/3t4JukB
[1] https://sforce.co/3mx552L
[1] https://sforce.co/3dyBlP2
[1] https://twitter.com/i/events/1243613006287605760
[1] https://sforce.co/2Q0vc5Y
[1] https://pardot.crmscience.com/l/840703/2020-12-17/mmp5b7

Top URLs in Tweet in G2:
[2] https://www.weforum.org/events/global-technology-governance-summit-2021/sessions/opening-plenary-7cb8bdaad8
[1] http://r.socialstudio.radian6.com/7c96d31e-9163-48ff-86c9-457830f24540
[1] http://r.socialstudio.radian6.com/951e1880-0ce0-4b4c-aaa3-250623f3f15d
[1] http://r.socialstudio.radian6.com/40ad3370-dfe9-4403-b4dc-7ed707025588
[1] http://r.socialstudio.radian6.com/35476952-214d-4c58-93d2-84b6acbf050c
[1] https://sforce.co/2QXJUuT
[1] https://www.salesforce.com/video/9756803
[1] https://www.mapbox.com/blog-tags/movement
[1] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2Fsirake.negatu.3%2Fvideos%2F734526920567941%2F
[1] https://www.youtube.com/watch?v=gEBzTXFBcoY&feature=youtu.be


Top URLs in Tweet in G3:
[25] https://www.bebee.com/producer/@john-white/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[1] https://www.madpunter.com.au/sydney-racing-tips/
[1] https://twitter.com/skyracingau/status/1375672951308095488
[1] https://twitter.com/SkyRacingAU/status/1375672951308095488
[1] https://www.youtube.com/watch?v=-gsgkkRaZv0&feature=youtu.be

[1] https://www.justhorseracing.com.au/news/australian-racing/winx-to-make-racing-return/673658
[1] https://www.youtube.com/watch?v=ojb2L9Kbyk4&feature=youtu.be

[1] https://will.i.am/
[1] https://www.nytimes.com/2021/04/06/style/william-face-mask.html
[1] https://www.salesforce.com/uk/blog/2021/02/dreamforce-to-you-best-ways-to-run-a-virtual-selling-team.html

Top URLs in Tweet in G6:
[1] https://www.amazon.com/dp/B0189VJD1I/ref=cm_sw_r_cp_api_glt_fabc_CN4965X3X6J0K39H41MN?pldnSite=1

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[28] salesforce
[21] marketing
[20] dreamforce
[19] crm
[15] ai
[15] contentmarketing
[13] successanywhere
[13] trailhead
[12] sales
[12] seo



Top Hashtags in Tweet in G1:
[26] salesforce
[19] crm
[15] ai
[14] dreamforce
[12] successanywhere
[12] sales
[12] seo
[12] marketing
[12] trailhead
[12] startup

Top Hashtags in Tweet in G2:
[4] gtgs21
[4] leadingthroughchange
[4] nonprofitsummit21
[4] bwelltogether
[2] trailblazingwomen
[2] technology
[2] df19
[1] successanywhere
[1] customer360
[1] brunomars

Top Hashtags in Tweet in G3:
[15] contentmarketing
[9] marketing
[2] dreamforce
[1] 호주경마
[1] 경마뉴스
[1] goldenslipper
[1] youtube
[1] randwick
[1] doncaster
[1] hypebeast

Top Hashtags in Tweet in G4:
[2] salesforce
[1] df20
[1] ranger
[1] trailblazer
[1] trailhead
[1] learn
[1] skills
[1] online

Top Hashtags in Tweet in G5:
[1] enugucarnival

Top Hashtags in Tweet in G7:
[1] b2f
[1] boysiiforce
[1] salesforceohana
[1] df11

Top Hashtags in Tweet in G10:
[1] cultureadd

Top Words
Top Words in Tweet in Entire Graph:
[184] dreamforce
[64] salesforce
[28] #salesforce
[28] people
[27] benioff
[27] two
[26] help
[26] understand
[25] sessions
[25] 2017

Top Words in Tweet in G1:
[26] #salesforce
[19] #crm
[18] salesforce
[15] #ai
[14] #dreamforce
[13] martinhoyes
[12] #successanywhere
[12] #sales
[12] #seo
[12] #marketing

Top Words in Tweet in G2:
[24] dreamforce
[16] salesforce
[13] exciting
[11] sf
[11] mass
[11] vaccination
[11] site
[11] mosconecenter
[11] quite
[11] popular

Top Words in Tweet in G3:
[50] dreamforce
[25] two
[25] sessions
[25] 2017
[25] help
[25] company
[25] understand
[25] people
[25] buy
[15] #contentmarketing

Top Words in Tweet in G4:
[17] dreamforce
[15] trailhead
[10] laurendunne__c
[9] bdeloryn
[7] salesforce
[5] over
[4] love
[4] excited
[4] introduced
[4] 25

Top Words in Tweet in G5:
[2] negative
[2] ones
[2] talk
[2] finish
[2] back
[2] go
[2] still
[2] vibe
[2] hook
[2] chorus

Top Words in Tweet in G6:
[24] dreamforce
[16] kwongerific
[7] amazon
[6] one
[5] sfdc_nerd
[5] justagirlygeek
[4] joy_sh
[4] walking
[4] find
[3] amber9904

Top Words in Tweet in G7:
[18] dreamforce
[16] adam17amo
[16] charlieisaacs
[16] salesforce
[15] brooza21
[15] benioff
[14] slcscooter
[12] sisontuli
[10] justicesikakane
[8] amcgriff87

Top Words in Tweet in G8:
[9] dreamforce
[7] saturday
[6] jtracingrwik
[6] george
[5] race
[5] couldn
[5] prouder
[5] old
[5] boy
[5] putting

Top Words in Tweet in G9:
[8] think
[6] over
[4] gr1
[4] george
[4] ryder
[4] boss_glen
[4] dreamforce
[3] avilius
[2] boilover
[2] goes

Top Words in Tweet in G10:
[2] hollyfirestone
[2] humphryslocombe
[2] dreamforce

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[25] two,sessions
[25] sessions,dreamforce
[25] dreamforce,2017
[25] 2017,help
[25] help,company
[25] company,understand
[25] understand,people
[25] people,buy
[15] buy,#contentmarketing
[15] think,over

Top Word Pairs in Tweet in G1:
[12] #marketing,#crm
[11] #salesforce,#successanywhere
[11] #successanywhere,#sales
[11] #sales,#startups
[11] #startups,#seo
[11] #seo,#marketing
[11] #crm,#trailhead
[11] #trailhead,#startup
[11] #startup,#ai
[11] #ai,#socialmedia

Top Word Pairs in Tweet in G2:
[11] sf,mass
[11] mass,vaccination
[11] vaccination,site
[11] site,mosconecenter
[11] mosconecenter,quite
[11] quite,popular
[11] popular,dreamforce
[11] dreamforce,still
[11] still,exciting
[11] exciting,event

Top Word Pairs in Tweet in G3:
[25] two,sessions
[25] sessions,dreamforce
[25] dreamforce,2017
[25] 2017,help
[25] help,company
[25] company,understand
[25] understand,people
[25] people,buy
[15] buy,#contentmarketing
[9] buy,#marketing

Top Word Pairs in Tweet in G4:
[10] trailhead,dreamforce
[6] bdeloryn,trailhead
[5] laurendunne__c,bdeloryn
[5] laurendunne__c,trailhead
[4] excited,introduced
[4] introduced,25
[4] 25,talented
[4] talented,climbers
[4] climbers,salesforce
[4] salesforce,ecosystem

Top Word Pairs in Tweet in G5:
[2] negative,ones
[2] ones,talk
[2] talk,finish
[2] finish,back
[2] back,go
[2] go,still
[2] still,vibe
[2] vibe,hook
[2] hook,chorus
[2] chorus,davido

Top Word Pairs in Tweet in G6:
[14] kwongerific,dreamforce
[6] dreamforce,amazon
[4] sfdc_nerd,dreamforce
[3] amazon,justagirlygeek
[2] kwongerific,sfdc_nerd
[2] justagirlygeek,amber9904
[2] amber9904,cubii
[2] justagirlygeek,joy_sh
[2] during,pandemic
[2] dreamforce,yeah

Top Word Pairs in Tweet in G7:
[15] charlieisaacs,salesforce
[15] salesforce,brooza21
[15] brooza21,benioff
[14] adam17amo,charlieisaacs
[9] sisontuli,adam17amo
[8] benioff,amcgriff87
[8] amcgriff87,shakilkamran14
[8] shakilkamran14,dreamforce
[6] slcscooter,adam17amo
[5] justicesikakane,sisontuli

Top Word Pairs in Tweet in G8:
[5] jtracingrwik,dreamforce
[5] dreamforce,couldn
[5] couldn,prouder
[5] prouder,old
[5] old,boy
[5] boy,putting
[5] putting,another
[5] another,tough
[5] tough,effort
[5] effort,gallant

Top Word Pairs in Tweet in G9:
[5] think,over
[4] george,ryder
[3] dreamforce,avilius
[2] boilover,gr1
[2] gr1,george
[2] ryder,goes
[2] goes,think
[2] over,boss_glen
[2] boss_glen,gets
[2] gets,coolmoreaus

Top Replied-To
Top Replied-To in Entire Graph:
@kwongerific
@justicesikakane
@laurendunne__c
@sisontuli
@sfdc_nerd
@bdeloryn
@hollyfirestone
@displacerq
@salesforce
@slcscooter

Top Replied-To in G1:
@salesforce
@fwdhumanity
@eduardovalentei
@salesforce_nl

Top Replied-To in G2:
@wef
@dreamforce
@parkerharris

Top Replied-To in G4:
@laurendunne__c
@bdeloryn
@rob_krcm

Top Replied-To in G6:
@kwongerific
@sfdc_nerd
@displacerq
@joy_sh
@certifycrm
@mpusto
@beckymaew

Top Replied-To in G7:
@justicesikakane
@sisontuli
@slcscooter
@ericdresh

Top Replied-To in G9:
@racing

Top Replied-To in G10:
@hollyfirestone

Top Mentioned
Top Mentioned in Entire Graph:
@dreamforce
@salesforce
@benioff
@trailhead
@adam17amo
@charlieisaacs
@brooza21
@martinhoyes
@slcscooter
@mosconecenter

Top Mentioned in G1:
@martinhoyes
@salesforce
@dreamforce
@fwdhumanity
@exchangeseva
@appitekbot
@gruslabs
@danieljpeter
@eduardovalentei
@crmscience

Top Mentioned in G2:
@dreamforce
@salesforce
@mosconecenter
@benioff
@mapbox
@salesforceorg
@wef
@salesforcejobs
@storypirates
@ronfinleyhq

Top Mentioned in G3:
@drgarysharpe

Top Mentioned in G4:
@dreamforce
@trailhead
@bdeloryn
@laurendunne__c
@sashamilam
@salesforceadmns
@salesforce
@sfdcgeek
@rob_krcm
@salesforcedevs

Top Mentioned in G5:
@davido
@henshawkate
@olynixdiamond
@fireboy
@fireboydml
@cuppymusic
@mtvbaseeast
@donjazzy
@iamdo2dtun
@937rhythmfm

Top Mentioned in G6:
@dreamforce
@amazon
@justagirlygeek
@amber9904
@joy_sh
@kwongerific
@sfdc_nerd
@cubii
@vose_df17
@juniperuponhill

Top Mentioned in G7:
@adam17amo
@charlieisaacs
@salesforce
@brooza21
@benioff
@dreamforce
@slcscooter
@sisontuli
@amcgriff87
@shakilkamran14

Top Mentioned in G8:
@jtracingrwik
@championshipsrr
@andrewbensley
@aus_turf_club
@mcacajamez
@ashbrennanphoto

Top Mentioned in G9:
@boss_glen
@coolmoreaus
@anz_news
@racing
@7hors
@7horseracing

Top Mentioned in G10:
@humphryslocombe
@goldbelly
@crankandboom
@dreamforce
@wit_diversity

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@coolfmnigeria
@937rhythmfm
@abc7newsbayarea
@artificialbra1n
@thebeat979fm
@andytoronto
@crwriter1
@pubnblogll
@slackhq

Top Tweeters in G1:
@appitekbot
@coimbrasummit
@soledadobrien
@salesforce
@danieljpeter
@seotips_vanprob
@themediashower
@thecmoclub
@socialmedia04
@eduardovalentei

Top Tweeters in G2:
@evankirstel
@andytoronto
@slackhq
@wef
@essexsteve78
@walgreens
@pmod
@benioff
@iayori
@salesforceorg

Top Tweeters in G3:
@crwriter1
@pubnblogll
@mialis79
@drgarysharpe
@justhorseracing
@brandgrowthhack
@jodiem
@tabcomau
@mytweetpack
@sfdc_ebooks

Top Tweeters in G4:
@trailhead
@sfdcgeek
@salesforcedevs
@salescloud
@krislande
@salesforceadmns
@laurendunne__c
@originalkl
@briecodes
@emsbigfoot

Top Tweeters in G5:
@coolfmnigeria
@937rhythmfm
@thebeat979fm
@henshawkate
@solid1009
@kennis104fm
@iamdo2dtun
@donjazzy
@davido
@cuppymusic

Top Tweeters in G6:
@kwongerific
@amazon
@mpusto
@joy_sh
@sfdc_nerd
@dougdunfee
@justagirlygeek
@amber9904
@beckymaew
@juniperuponhill

Top Tweeters in G7:
@charlieisaacs
@alanlepo
@ericdresh
@justicesikakane
@intel
@adam17amo
@dvdkliu
@sisontuli
@amcgriff87
@slcscooter

Top Tweeters in G8:
@neilevansmail
@andrewbensley
@aus_turf_club
@pauloliver9999
@carosearcc
@qldtrials
@needforsteedaus
@ashbrennanphoto
@championshipsrr
@kitchwinhills

Top Tweeters in G9:
@racing
@anz_news
@7horseracing
@coolmoreaus
@boss_glen
@pollie_punter
@timgillespie201
@_lr87_
@7hors

Top Tweeters in G10:
@hollyfirestone
@humphryslocombe
@goldbelly
@saasy_sistah
@jedhunter1
@wit_diversity
@crankandboom


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