dreamforce, Twitter, 3/19/2022 8:15:12 PM, 273274


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dreamforce_2022-03-19_12-54-01.xlsx
dreamforce_2022-03-19_12-54-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 19, 2022
Short Description:
dreamforce via NodeXL https://bit.ly/3D9xRip
@dreamforce
@jazzie_smith8
@benioff
@myfriendjanine
@salesforce
@charlieisaacs
@nordicgeo
@andytoronto
@olivias87981257
@amelias22770285

Top hashtags:
#salesforcetour
#df21
#salesforce
#unsubscribe
#tdx22
#customer360

Description:
Description
The graph represents a network of 298 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, 19 March 2022 at 19:54 UTC.

The requested start date was Saturday, 19 March 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, 18-hour, 34-minute period from Saturday, 05 March 2022 at 02:22 UTC to Friday, 18 March 2022 at 20:56 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 : 298
Unique Edges : 583
Edges With Duplicates : 529
Total Edges : 1112
Number of Edge Types : 5
Replies to : 86
Tweet : 53
Retweet : 76
MentionsInRetweet : 164
Mentions : 733
Self-Loops : 55
Reciprocated Vertex Pair Ratio : 0.0583596214511041
Reciprocated Edge Ratio : 0.110283159463487
Connected Components : 36
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 239
Maximum Edges in a Connected Component : 1045
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.364294
Graph Density : 0.00758140691026597
Modularity : 0.425104
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 298 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, 19 March 2022 at 19:54 UTC.

The requested start date was Saturday, 19 March 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, 18-hour, 34-minute period from Saturday, 05 March 2022 at 02:22 UTC to Friday, 18 March 2022 at 20:56 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:
[17] https://www.salesforce.com/plus/specials/world-tour-special/?d=7013y000002EL7iAAG&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_cbaw&utm_content=
[11] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[3] https://twitter.com/Dreamforce/status/1501046849418850304
[3] https://www.sevaxapp.com/
[3] https://apps.apple.com/us/app/id1451705907
[1] https://sforce.co/3KAPUjU
[1] https://r.socialstudio.radian6.com/cf7c647c-e2d3-48cd-8248-bf661c01cd86
[1] http://salesforce.com/trailblazerdx
[1] https://twitter.com/i/broadcasts/1yoKMWerlznJQ
[1] https://r.socialstudio.radian6.com/326ace28-83f3-41db-a519-e175130e0ba4

Top URLs in Tweet in G2:
[15] https://www.salesforce.com/plus/specials/world-tour-special/?d=7013y000002EL7iAAG&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_cbaw&utm_content=
[1] https://www.salesforce.com/news/stories/standing-with-ukraine
[1] https://twitter.com/i/events/1497253637311004674
[1] https://sforce.co/3pMS1ZS
[1] https://twitter.com/benioff/status/1501772661419958283
[1] https://www.linkedin.com/pulse/choosing-sides-how-russiaukraine-conflict-has-already-rakesh-bharania
[1] https://twitter.com/salesforce/status/1500987706007904259

Top URLs in Tweet in G3:
[2] https://www.salesforce.com/plus/specials/world-tour-special/?d=7013y000002EL7iAAG&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_cbaw&utm_content=
[1] http://www.salesforce.com/world-tour/dc/?d=7013y0000029sxCAAQ
[1] https://twitter.com/salesforce/status/1502056936409378843
[1] https://r.socialstudio.radian6.com/271a7ce6-9d9f-43bd-ac23-d0a70505f2ae
[1] https://r.socialstudio.radian6.com/ba8da028-ffb7-4f12-861e-844e8596e5a3
[1] https://r.socialstudio.radian6.com/8bc08cee-748f-48cd-881e-0f664cf1c6ce
[1] https://r.socialstudio.radian6.com/6e972fb0-98ad-4f23-98d5-f5849908d430
[1] https://r.socialstudio.radian6.com/09a5b8cc-a5aa-4548-a9a0-b84080e38dc3
[1] https://r.socialstudio.radian6.com/3afe4622-7480-4f4f-b166-f93e1813e822
[1] https://r.socialstudio.radian6.com/326ace28-83f3-41db-a519-e175130e0ba4

Top URLs in Tweet in G4:
[1] http://salesforce.com/trailblazerdx
[1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Fblog.helium.com%2Fhelium-at-dreamforce-with-salesforce-iot-2fbb542f0ade

Top URLs in Tweet in G6:
[11] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[2] https://twitter.com/Dreamforce/status/1501046849418850304
[1] http://rslnk.com/Default.aspx?id=CAF3
[1] https://www.lavanguardia.com/lacontra/20220307/8104556/start-ups-lugar-pensiones-dan-chuches-cerveza.html
[1] https://diginomica.com/dreamforce-2021-salesforce-hits-net-zero-wider-code-red-humanity-remains-global-crisis?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/i/broadcasts/1OwxWznzoBpJQ
[1] https://cynoteck.com/blog-post/top-salesforce-trends/
[1] https://news.gotchamobi.com/category/email-marketing/97858/03/10/2022/great-email-can-get-you-to-dreamforce
[1] https://crm.consulting/blog/what-is-salesforce-health-cloud/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[33] salesforcetour
[18] df21
[13] salesforce
[11] unsubscribe
[10] tdx22
[6] customer360
[6] contentmarketing
[5] marketing
[5] dreamforce
[5] trailblazercommunity



Top Hashtags in Tweet in G2:
[18] df21
[17] salesforcetour
[11] unsubscribe
[3] customer360
[1] womenshistorymonth
[1] equality
[1] manufacturing
[1] industry
[1] salesforce
[1] trailblazerdx

Top Hashtags in Tweet in G3:
[15] salesforcetour
[7] tdx22
[3] womenshistorymonth
[3] customer360
[2] dfnyc
[2] bwelltogether
[2] sunwisetalents
[2] gabon
[1] salesforcedevelopers
[1] salesforce

Top Hashtags in Tweet in G4:
[3] tdx22
[2] salesforceohana
[1] trailblazerdx
[1] pedroniforce
[1] salesforcetwin
[1] salesforcetour
[1] mbamelissa
[1] tdx

Top Hashtags in Tweet in G6:
[6] contentmarketing
[6] salesforce
[5] marketing
[4] dreamforce
[3] crm
[2] cloud
[2] developer
[2] nuncsystems
[1] salesforceworldtour
[1] trailblazer

Top Hashtags in Tweet in G7:
[5] trailblazercommunity
[4] salesforce
[3] swags
[2] sfdg22
[1] motiharimeetup
[1] trailhead

Top Hashtags in Tweet in G8:
[1] swagaholic
[1] awesomeadmin

Top Hashtags in Tweet in G10:
[1] juststart
[1] wecandohardthings
[1] busydoesnotequalimportant
[1] worksmarter
[1] learntolovedata
[1] storytelling
[1] v2mom
[1] unlearn

Top Words
Top Words in Tweet in Entire Graph:
[171] dreamforce
[95] salesforce
[54] salesforceadmns
[52] trailhead
[47] charlieisaacs
[43] salesforceeq
[42] salesforcewit
[42] witnesssuccess
[41] sfdckokua
[39] guillermopedron

Top Words in Tweet in G1:
[6] samsungbizusa
[5] diagorovenko
[5] givenchy_jp
[5] dreamforce
[5] youtube
[5] arstechnica
[5] charliefink
[5] heidicham_seo
[5] govukdigimkt
[5] sbh_usa

Top Words in Tweet in G2:
[41] salesforce
[40] dreamforce
[18] #df21
[17] #salesforcetour
[16] divyans54655523
[13] day
[11] see
[11] missed
[11] reply
[11] #unsubscribe

Top Words in Tweet in G3:
[28] salesforce
[25] dreamforce
[16] world
[15] #salesforcetour
[14] join
[14] tour
[11] miss
[11] special
[11] first
[11] around

Top Words in Tweet in G4:
[52] dreamforce
[49] salesforceadmns
[49] trailhead
[45] charlieisaacs
[42] salesforcewit
[42] salesforceeq
[42] witnesssuccess
[41] sfdckokua
[39] guillermopedron
[38] dreaminnorcal

Top Words in Tweet in G5:
[2] mchammer

Top Words in Tweet in G6:
[23] dreamforce
[12] company
[11] two
[11] sessions
[11] 2017
[11] help
[11] understand
[11] people
[11] buy
[10] salesforce

Top Words in Tweet in G7:
[7] madhusudan_2002
[7] salesforcedevs
[6] devops
[5] dreamforce
[5] motiharisfdg
[5] #trailblazercommunity
[4] adiofficial07
[4] gauravs79597318
[4] #salesforce
[4] omprakash_it

Top Words in Tweet in G9:
[2] once

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[43] salesforceadmns,trailhead
[42] trailhead,dreamforce
[42] salesforcewit,salesforceeq
[42] salesforceeq,witnesssuccess
[40] dreamforce,charlieisaacs
[38] witnesssuccess,dreaminnorcal
[38] dreaminnorcal,guillermopedron
[37] sfdckokua,salesforcewit
[36] charlieisaacs,sfdckokua
[23] gabbalishus,salesforceadmns

Top Word Pairs in Tweet in G1:
[5] diagorovenko,givenchy_jp
[5] givenchy_jp,dreamforce
[5] dreamforce,youtube
[5] youtube,arstechnica
[5] arstechnica,charliefink
[5] charliefink,heidicham_seo
[5] heidicham_seo,govukdigimkt
[5] govukdigimkt,sbh_usa
[5] sbh_usa,canonusabiz
[5] canonusabiz,samsungbizusa

Top Word Pairs in Tweet in G2:
[11] reply,#unsubscribe
[10] #unsubscribe,opt
[8] day,dreamforce
[8] salesforce,divyans54655523
[6] dreamforce,today
[4] net,zero
[4] thank,making
[4] making,best
[4] best,dreamforce
[4] dreamforce,dreamforce

Top Word Pairs in Tweet in G3:
[14] world,tour
[10] tour,special
[8] special,right
[8] right,around
[8] around,corner
[8] corner,miss
[8] miss,first
[8] first,episode
[8] episode,#salesforcetour
[8] #salesforcetour,series

Top Word Pairs in Tweet in G4:
[43] salesforceadmns,trailhead
[42] salesforcewit,salesforceeq
[42] salesforceeq,witnesssuccess
[41] trailhead,dreamforce
[40] dreamforce,charlieisaacs
[38] witnesssuccess,dreaminnorcal
[38] dreaminnorcal,guillermopedron
[37] sfdckokua,salesforcewit
[36] charlieisaacs,sfdckokua
[23] gabbalishus,salesforceadmns

Top Word Pairs in Tweet in G6:
[11] two,sessions
[11] sessions,dreamforce
[11] dreamforce,2017
[11] 2017,help
[11] help,company
[11] company,understand
[11] understand,people
[11] people,buy
[6] buy,#contentmarketing
[5] buy,#marketing

Top Word Pairs in Tweet in G7:
[4] adiofficial07,gauravs79597318
[3] thanks,salesforcedevs
[3] salesforcedevs,motiharisfdg
[3] motiharisfdg,swags
[3] swags,thank
[3] thank,much
[3] much,#salesforce
[3] #salesforce,#swags
[3] #swags,#trailblazercommunity
[3] moments,introduction

Top Replied-To
Top Replied-To in Entire Graph:
@gabbalishus
@divyans54655523
@diagorovenko
@dharine85004603
@diminom
@kavindrapatel
@madhusudan_2002
@techiezach
@tolstoybb
@trixietheheart

Top Replied-To in G1:
@diagorovenko
@lunasmi90444559

Top Replied-To in G2:
@divyans54655523
@dharine85004603
@jayvirsinh121
@unilever
@mirandajanell
@salesforce
@0nb0rd

Top Replied-To in G3:
@techiezach
@trixietheheart
@j__mdt
@tweetsbyejordan
@dreamforce

Top Replied-To in G4:
@gabbalishus
@diminom
@kavindrapatel
@jmmougeolle
@adam17amo
@charlieisaacs
@sfdckokua
@uxaholic
@indigenous_tech
@doug_burt

Top Replied-To in G5:
@sfshag

Top Replied-To in G7:
@madhusudan_2002

Top Replied-To in G8:
@jlange118

Top Replied-To in G9:
@irapolis

Top Mentioned
Top Mentioned in Entire Graph:
@dreamforce
@salesforceadmns
@salesforce
@trailhead
@charlieisaacs
@salesforceeq
@salesforcewit
@witnesssuccess
@sfdckokua
@dreaminnorcal

Top Mentioned in G1:
@givenchy_jp
@dreamforce
@youtube
@arstechnica
@charliefink
@heidicham_seo
@govukdigimkt
@sbh_usa
@canonusabiz
@samsungbizusa

Top Mentioned in G2:
@salesforce
@dreamforce
@divyans54655523
@benioff
@airbnb
@nextviewhq
@dharine85004603
@slackhq
@partnerforce
@parkerharris

Top Mentioned in G3:
@dreamforce
@salesforce
@slackhq
@macklemore
@salesforceadmns
@salesforceapac
@airbnb
@leahbmh
@salesforcejobs
@gloriasteinem

Top Mentioned in G4:
@dreamforce
@salesforceadmns
@trailhead
@charlieisaacs
@salesforcewit
@salesforceeq
@witnesssuccess
@sfdckokua
@dreaminnorcal
@guillermopedron

Top Mentioned in G5:
@overlookedvc
@kristyt
@cindygallop
@alexisohanian
@_w__j__a_
@6gems
@deenashakir
@garyvee
@sacca
@mcuban

Top Mentioned in G6:
@heinzwokas

Top Mentioned in G7:
@salesforcedevs
@dreamforce
@motiharisfdg
@madhusudan_2002
@adiofficial07
@gauravs79597318
@omprakash_it
@goldie_sharma6
@kanuls2
@trailhead

Top Mentioned in G8:
@shirtforceorg
@cltsfugs
@dreamforce
@salesforceadmns
@julietteforce
@rachel_minc
@gilliankbruce

Top Mentioned in G9:
@fauvescraper
@wafoli
@flysfo

Top Mentioned in G10:
@google
@dreamforce
@workspot
@womensnetworkmo
@mondaydotcom

Top Tweeters
Top Tweeters in Entire Graph:
@ani
@andytoronto
@cindygallop
@slackhq
@randsnewsfeed
@mialis79
@samesfandiari
@garyvee
@dogetalist
@nordicgeo

Top Tweeters in G1:
@ani
@arstechnica
@brettrelander
@juntaedelane
@sejournal
@kimreynolds
@spiderworking
@ukmarketinghelp
@leeodden
@iancleary

Top Tweeters in G2:
@andytoronto
@nordicgeo
@salesforce
@mfa_ukraine
@airbnb
@densaer
@benioff
@tiffani_bova
@salesforceorg
@joepmeloen

Top Tweeters in G3:
@slackhq
@mkdirecto
@msswank
@jpiedrahita
@marketingcloud
@tableau
@dreamforce
@survivormoda
@joy_sh
@macklemore

Top Tweeters in G4:
@charlieisaacs
@kavindrapatel
@cfidurauk
@melissahilldees
@redsoxdad
@trailhead
@jmmougeolle
@appexchange
@adam17amo
@jeanettejett

Top Tweeters in G5:
@cindygallop
@garyvee
@mchammer
@alexisohanian
@sacca
@6gems
@kristyt
@nike
@myfriendjanine
@km

Top Tweeters in G6:
@randsnewsfeed
@mialis79
@dogetalist
@brandgrowthhack
@mytweetpack
@wayneyoshida
@rocksmallbiz
@cproppe
@gotchamobi
@heinzwokas

Top Tweeters in G7:
@salesforcedevs
@omprakash_it
@o
@motiharisfdg
@kanuls2
@madhusudan_2002
@goldie_sharma6
@adiofficial07
@gauravs79597318

Top Tweeters in G8:
@kristiforce
@jlange118
@gilliankbruce
@julietteforce
@shirtforceorg
@cltsfugs
@rachel_minc

Top Tweeters in G9:
@wafoli
@brucehalperin
@flysfo
@irapolis
@fauvescraper

Top Tweeters in G10:
@google
@mondaydotcom
@emiliadanzica
@workspot
@womensnetworkmo


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