dreamforce, Twitter, 12/24/2022 9:11:34 PM, 286884


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dreamforce_2022-12-24_13-07-14.xlsx
dreamforce_2022-12-24_13-07-14.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 24, 2022
Short Description:
dreamforce via NodeXL https://bit.ly/3FQt3QB
@dreamforce
@trailhead
@salesforce
@kushpooja650
@charlieisaacs
@andytoronto
@pharmadecisions
@rlvanessagrant
@manguvenkatesh
@kavindrapatel

Top hashtags:
#df22
#salesforcetour
#salesforce
#dreamforce
#tdx23

Description:
Description
The graph represents a network of 276 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, 24 December 2022 at 21:08 UTC.

The requested start date was Saturday, 24 December 2022 at 01:01 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, 11-hour, 2-minute period from Saturday, 10 December 2022 at 03:07 UTC to Friday, 23 December 2022 at 14:09 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 : 276
Unique Edges : 322
Edges With Duplicates : 1062
Total Edges : 1384
Number of Edge Types : 5
Retweet : 163
MentionsInRetweet : 206
Tweet : 45
Mentions : 924
Replies to : 46
Self-Loops : 116
Reciprocated Vertex Pair Ratio : 0.0572792362768496
Reciprocated Edge Ratio : 0.108352144469526
Connected Components : 41
Single-Vertex Connected Components : 23
Maximum Vertices in a Connected Component : 188
Maximum Edges in a Connected Component : 1265
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.178277
Graph Density : 0.00583662714097497
Modularity : 0.247407
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 276 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, 24 December 2022 at 21:08 UTC.

The requested start date was Saturday, 24 December 2022 at 01:01 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, 11-hour, 2-minute period from Saturday, 10 December 2022 at 03:07 UTC to Friday, 23 December 2022 at 14:09 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:
[20] https://salesforcedrillers.com/learn-andriod/android-app-development/
[16] https://salesforcedrillers.com/learn-aws/overview-of-cloud/
[16] https://salesforcedrillers.com/learn-python/programming-overview/
[16] https://salesforcedrillers.com/learn-mean/introduction-to-node-js/
[14] https://salesforcedrillers.com/learn-flutter/introduction-on-flutter/
[11] https://salesforcedrillers.com/learn-devops/what-is-devops/
[10] https://salesforcedrillers.com/learn-salesforce/overview-of-cloud/
[10] https://salesforcedrillers.com/learn-data-science/introduction-to-data-science/
[5] https://salesforcedrillers.com/services/
[4] https://salesforcedrillers.com/about/

Top URLs in Tweet in G1:
[1] https://www.salesforce.com/news/stories/salesforce-plus-one-year-in/?utm_campaign=amer_cbaw&utm_content=Salesforce,salesforce_Success+Now&utm_medium=organic_social&utm_source=facebook,linkedin,twitter
[1] https://invite.salesforce.com/salesforceatnrf2023/Salesforce?utm_campaign=amer_cbaw&utm_content=Dreamforce_&utm_medium=organic_social&utm_source=facebook,linkedin,twitter
[1] https://www.salesforce.com/trailblazerdx?&utm_source=Salesforce&utm_medium=corporate_organic_social&utm_campaign=general&d=7013y000002KMHhAAO
[1] https://twitter.com/salesforce/status/1602664748897763331
[1] https://www.salesforce.com/trailblazerdx/bootcamp/?d=7013y000002KMHhAAO&utm_campaign=amer_cbaw&utm_content=Salesforce,salesforce_TDX&utm_medium=organic_social&utm_source=facebook,linkedin,twitter
[1] https://twitter.com/salesforce/status/1603887776906223616
[1] https://conga.com/resources/contract-intelligence-ultimate-guide?utm_campaign=social-evergreen-website-referral&utm_source=linkedin&utm_medium=social&utm_content=#$query:utm_campaign=social-evergreen-website-referral&utm_source=linkedin&utm_medium=social&utm_content=%23
[1] https://www.salesforce.com/plus/experience/world_tour/series/world_tour_nyc/episode/episode-s1e1?utm_campaign=amer_cbaw&utm_content=Dreamforce_TDX&utm_medium=organic_social&utm_source=facebook,linkedin,twitter
[1] https://www.xactlycorp.com/request-demo?utm_campaign=intelligent_revenue&utm_medium=event&utm_source=social&utm_content=ev-2022-12-08_salesforce_world_tour_ny
[1] https://copado.com:443/

Top URLs in Tweet in G2:
[2] https://trailhead.salesforce.com/
[1] https://trailhead.salesforce.com/trailblazer-community/feed/0D54S00000MhiGC
[1] https://trailhead.salesforce.com/trailblazer-community/feed/0D54S00000MhiGCSAZ?utm_campaign=amer_trl&utm_content=Salesforce+Trailhead,Trailhead,trailhead_Trailhead+Bootcamp&utm_medium=organic_social&utm_source=facebook,linkedin,twitter

Top URLs in Tweet in G3:
[1] https://www.salesforce.com/trailblazerdx
[1] https://twitter.com/diminom/status/1601377116385587201
[1] https://twitter.com/salesforceeq/status/1600902930227290112

Top URLs in Tweet in G4:
[2] https://www.tableau.com/blog/5-tableau-community-learnings-dreamforce?utm_source=dlvr.it&utm_medium=twitter
[2] https://lumary.com/dreamforce-2022-3-key-takeaways-for-healthcare-providers/?utm_source=organic&utm_medium=social&utm_campaign=dreamforce-2022&utm_content=dreamforce-3-key-takeaways-blog
[1] https://www.profollica.com/cart/?u=692141&ct=1
[1] https://twitter.com/Dreamforce/status/1601661299708268544
[1] https://www.linkedin.com/feed/update/urn:li:share:7008324745498648576
[1] https://trailblazercommunitygroups.com/e/mz7h3b/
[1] https://okt.to/7rliZz
[1] http://www.sellwithmichele.net/
[1] https://asagarwal.com/
[1] https://www.asagarwal.com/salesforce-products-landscape-after-dreamforce-2022/

Top URLs in Tweet in G5:
[20] https://salesforcedrillers.com/learn-andriod/android-app-development/
[16] https://salesforcedrillers.com/learn-mean/introduction-to-node-js/
[16] https://salesforcedrillers.com/learn-python/programming-overview/
[16] https://salesforcedrillers.com/learn-aws/overview-of-cloud/
[14] https://salesforcedrillers.com/learn-flutter/introduction-on-flutter/
[11] https://salesforcedrillers.com/learn-devops/what-is-devops/
[10] https://salesforcedrillers.com/learn-data-science/introduction-to-data-science/
[10] https://salesforcedrillers.com/learn-salesforce/overview-of-cloud/
[5] https://salesforcedrillers.com/services/
[4] https://salesforcedrillers.com/about/

Top URLs in Tweet in G6:
[1] https://www.tableau.com/events/conference/tc23-save-the-date?utm_campaign=Awareness-CORE-ALL-ALL-ALL-ALL&utm_content=tableau_Tableau+Conference&utm_medium=Social&utm_source=twitter
[1] https://architect.salesforce.com/well-architected/overview

Top Domains
Top Domains in Tweet in Entire Graph:
[144] salesforcedrillers.com
[17] salesforce.com
[7] twitter.com
[4] lumary.com
[3] smh.re
[3] okt.to
[3] tableau.com
[2] sforce.co
[2] corraogroup.com
[2] asagarwal.com

Top Domains in Tweet in G1:
[6] salesforce.com
[2] twitter.com
[2] sforce.co
[2] corraogroup.com
[1] conga.com
[1] xactlycorp.com
[1] copado.com
[1] goldcast.io
[1] financialforce.com
[1] coveo.com

Top Domains in Tweet in G2:
[4] salesforce.com

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

Top Domains in Tweet in G4:
[4] lumary.com
[2] twitter.com
[2] tableau.com
[2] okt.to
[2] asagarwal.com
[1] profollica.com
[1] linkedin.com
[1] trailblazercommunitygroups.com
[1] sellwithmichele.net
[1] saleswingsapp.com

Top Domains in Tweet in G5:
[144] salesforcedrillers.com
[4] salesforce.com
[3] smh.re
[1] salesforcedriller.com
[1] twitter.com

Top Domains in Tweet in G6:
[1] tableau.com
[1] salesforce.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[21] df22
[19] salesforcetour
[16] salesforce
[9] dreamforce
[9] tdx23
[5] equalityforall
[4] japandreamin
[4] datafam
[3] dreamforce2022
[2] awesomeadmin



Top Hashtags in Tweet in G1:
[16] salesforcetour
[7] df22
[4] dreamforce
[2] tdx23
[2] customer360
[2] cmodiaries
[2] bwelltogether
[2] faithforce
[2] salesforce
[2] dreamforce2022

Top Hashtags in Tweet in G3:
[5] equalityforall
[2] datafam
[2] makingmomproud
[1] tdx23

Top Hashtags in Tweet in G4:
[5] salesforce
[2] care
[2] healthtech
[2] lumary
[2] dreamforce
[1] sfdev_algeciras
[1] df22
[1] deliver
[1] innovation
[1] growingcontacts

Top Hashtags in Tweet in G5:
[5] salesforce
[3] salesforcetour
[2] flutter
[2] df22
[1] demojam
[1] rt
[1] latam
[1] usa
[1] canada

Top Hashtags in Tweet in G6:
[1] datafam
[1] data23
[1] mysalesforcegoals
[1] salesforce

Top Hashtags in Tweet in G10:
[6] tdx23
[6] df22

Top Words
Top Words in Tweet in Entire Graph:
[331] salesforce
[227] dreamforce
[133] learn
[91] appexchange
[85] salesforceorg
[81] marketingcloud
[73] trailhead
[72] partnerforce
[70] kushpooja650
[68] site

Top Words in Tweet in G1:
[40] salesforce
[39] dreamforce
[16] #salesforcetour
[12] nyc
[11] more
[8] another
[8] drive
[7] data
[7] solutions
[7] #df22

Top Words in Tweet in G2:
[53] trailhead
[28] hands
[27] dreamforce
[26] january
[26] bringing
[26] academy
[26] taking
[26] best
[25] 19
[5] salesforce

Top Words in Tweet in G3:
[15] dreamforce
[15] salesforce
[11] trailhead
[10] salesforceeq
[7] benioff
[6] without
[6] blazer
[6] golden
[6] keep
[6] boba

Top Words in Tweet in G4:
[15] dreamforce
[5] 2022
[5] more
[5] read
[5] #salesforce
[4] one
[4] salesforce
[3] hair
[3] world
[3] great

Top Words in Tweet in G5:
[254] salesforce
[122] learn
[88] appexchange
[82] dreamforce
[80] marketingcloud
[79] salesforceorg
[70] kushpooja650
[68] site
[67] partnerforce
[60] join

Top Words in Tweet in G6:
[7] dreamforce
[5] one
[5] tableau
[5] many
[4] trailhead
[4] featured
[4] photos
[4] eldest
[4] accompanying
[4] asynchronous

Top Words in Tweet in G7:
[11] charlieisaacs
[11] shiroishi_asp
[11] jatin_agarwal_
[11] shriramdubey8
[11] rbhalla31
[11] mr_pablesh
[11] rkarma214
[11] gauravkheterpal
[10] dreamforce
[6] preetikant3

Top Words in Tweet in G8:
[6] dreamforce
[3] evandecker
[2] golden
[2] look
[2] adorable
[2] gate
[2] collage
[2] mattymaggiacomo
[2] gcaballeroinchi
[2] 2022

Top Words in Tweet in G10:
[8] tdx
[6] rush
[6] purchase
[6] going
[6] psa
[6] folks
[6] #df22
[6] went
[6] ticket
[6] #tdx23

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[60] join,useful
[58] useful,site
[57] dreamforce,partnerforce
[51] salesforce,job
[50] job,career
[48] career,info
[47] appexchange,marketingcloud
[44] salesforceorg,salesforce
[44] site,salesforce
[35] learn,salesforce

Top Word Pairs in Tweet in G1:
[12] #salesforcetour,nyc
[7] salesforce,solutions
[6] outstanding,#salesforcetour
[6] another,outstanding
[6] integrate,manage
[6] together,xactly
[6] solutions,seamlessly
[6] seamlessly,integrate
[6] xactly,salesforce
[6] nyc,together

Top Word Pairs in Tweet in G2:
[26] taking,best
[26] academy,taking
[26] bringing,january
[26] best,dreamforce
[26] trailhead,academy
[26] dreamforce,bringing
[25] january,19
[25] 19,hands
[24] trailhead,trailhead
[2] data,management

Top Word Pairs in Tweet in G3:
[7] salesforceeq,benioff
[6] dreamforce,without
[6] sima_samara,boba
[6] df22,golden
[6] keep,df22
[6] hoodie,winner
[6] winner,sima_samara
[6] without,crowd
[6] magic,dreamforce
[6] boba,blazer

Top Word Pairs in Tweet in G4:
[5] dreamforce,2022
[2] planning,improve
[2] usable,format
[2] brings,data
[2] life,putting
[2] within,salesforce
[2] #care,read
[2] using,conga
[2] deliver,more
[2] conga,composer

Top Word Pairs in Tweet in G5:
[60] join,useful
[58] useful,site
[57] dreamforce,partnerforce
[51] salesforce,job
[50] job,career
[48] career,info
[47] appexchange,marketingcloud
[44] salesforceorg,salesforce
[44] site,salesforce
[35] learn,salesforce

Top Word Pairs in Tweet in G6:
[4] many,photos
[4] one,special
[4] special,eldest
[4] salesforce,one
[4] eldest,accompanying
[4] photos,featured
[4] featured,salesforce
[3] alidunkers,many
[3] accompanying,care
[2] slack_community,appexchange

Top Word Pairs in Tweet in G7:
[11] shriramdubey8,rbhalla31
[11] shiroishi_asp,shriramdubey8
[10] charlieisaacs,dreamforce
[9] rkarma214,shiroishi_asp
[9] mr_pablesh,jatin_agarwal_
[8] rbhalla31,gauravkheterpal
[8] gauravkheterpal,charlieisaacs
[7] jatin_agarwal_,rkarma214
[6] preetikant3,mr_pablesh
[5] dreamforce,congratulations

Top Word Pairs in Tweet in G8:
[2] golden,gate
[2] mattymaggiacomo,swaggersociety
[2] adorable,collage
[2] collage,dreamforce
[2] look,adorable
[2] evandecker,mattymaggiacomo
[2] dreamforce,2022

Top Word Pairs in Tweet in G10:
[6] completely,missed
[6] purchase,tdx
[6] going,#tdx23
[6] #tdx23,went
[6] tdx,ticket
[6] #df22,rush
[6] ticket,completely
[6] psa,folks
[6] went,#df22
[6] folks,going

Top Replied-To
Top Replied-To in Entire Graph:
@preetikant3
@salesforce
@aidanharding
@zachbowders
@gauravkheterpal
@salesforceamy
@nitssnatha
@kavindrapatel
@shelley_reaves
@aacoustica

Top Replied-To in G1:
@salesforce
@aacoustica
@sajitht94612791
@gcaballeroinchi
@frankdegods
@colinjfleming
@getfeedback
@morganjingram
@mrastrothomas
@erictopol

Top Replied-To in G3:
@reddy44903861
@shenoymeghesh
@andytoronto
@salesforceeq

Top Replied-To in G6:
@aidanharding
@nitssnatha
@kavindrapatel
@gauravkheterpal

Top Replied-To in G7:
@preetikant3
@vivekshankarjha
@jatin_agarwal_
@rkarma214
@gauravkheterpal
@rahulrajwansh10

Top Replied-To in G8:
@dreamforce
@jesshaider
@ericdresh
@evandecker

Top Replied-To in G9:
@georgehindle46

Top Replied-To in G10:
@shelley_reaves

Top Mentioned
Top Mentioned in Entire Graph:
@dreamforce
@salesforce
@appexchange
@marketingcloud
@salesforceorg
@partnerforce
@kushpooja650
@salesforcejobs
@trailhead
@salesforceben

Top Mentioned in G1:
@dreamforce
@salesforce
@xactly
@osfdigital
@salesforceapac
@benioff
@colinjfleming
@trailhead
@salesforcejobs
@copado

Top Mentioned in G2:
@trailhead
@salesforceorg
@salesforce
@charanr2631
@dreamforce
@reddy_mrp
@satyasalesforce
@gauravkheterpal
@abhinavguptas

Top Mentioned in G3:
@salesforce
@trailhead
@benioff
@adam17amo
@sima_samara
@salesforceeq
@sal
@amy_e_weaver
@suzannedibianca
@partnerforce

Top Mentioned in G5:
@appexchange
@salesforce
@marketingcloud
@dreamforce
@salesforceorg
@kushpooja650
@partnerforce
@salesforcejobs
@salesforceben
@secureclouddev

Top Mentioned in G6:
@salesforcearchs
@trailhead
@muledev
@tableau
@alidunkers
@salesforceadmns
@salesforcedevs
@dreamforce
@slack_community
@appexchange

Top Mentioned in G7:
@mr_pablesh
@shiroishi_asp
@shriramdubey8
@rbhalla31
@charlieisaacs
@dreamforce
@jatin_agarwal_
@rkarma214
@gauravkheterpal
@preetikant3

Top Mentioned in G8:
@dreamforce
@gcaballeroinchi
@evandecker
@mattymaggiacomo
@swaggersociety
@mikemartin__c
@zazamataz
@akacarioca

Top Mentioned in G9:
@isthatpl
@jayr1972
@jorges_fudges
@matttaketwo
@thanksforallthe
@priapusiq

Top Mentioned in G10:
@rlvanessagrant
@trailhead

Top Tweeters
Top Tweeters in Entire Graph:
@walmart
@valaafshar
@andytoronto
@slackhq
@holgermu
@rifan155
@jayr1972
@charlieisaacs
@stefihane
@salesforce

Top Tweeters in G1:
@walmart
@salesforce
@nature
@pharmadecisions
@erictopol
@benioff
@patriot2a2020
@caseysgenstore
@xactly
@dreamforce

Top Tweeters in G2:
@anitamendeman
@anupmudgal
@jeanvelonis
@trailhead
@salesforceorg
@maheshrao1309
@metasnacks
@reddy_mrp
@michellec3333
@iandrosov

Top Tweeters in G3:
@valaafshar
@andytoronto
@charlieisaacs
@glaad
@hrc
@trevorproject
@tiffani_bova
@pflag
@bashdin
@adam17amo

Top Tweeters in G4:
@ron_miller
@tyoshikawa1106
@saleswingsapp
@congahq
@salesforcefr
@smsmagic
@sfblogs_bot
@dreamforcebtl
@ro_santander
@ngunderwood

Top Tweeters in G5:
@marketingcloud
@devsbubble
@mar
@partnerforce
@salesforceben
@csilvado
@penfielddigital
@rafaelibanez
@market
@mark

Top Tweeters in G6:
@slackhq
@danieljpeter
@kavindrapatel
@tableau
@appexchange
@mulesoft
@salesforcedevs
@commercecloud
@salesforceadmns
@krislande

Top Tweeters in G7:
@gauravkheterpal
@vivekshankarjha
@rkarma214
@shriramdubey8
@rahulrajwansh10
@rbhalla31
@abhi_mishra1996
@shiroishi_asp
@jatin_agarwal_
@preetikant3

Top Tweeters in G8:
@ericdresh
@akacarioca
@mikemartin__c
@gcaballeroinchi
@zazamataz
@mattymaggiacomo
@evandecker
@catptains_log
@swaggersociety
@jesshaider

Top Tweeters in G9:
@jayr1972
@priapusiq
@tomtalkscars
@thanksforallthe
@matttaketwo
@georgehindle46
@isthatpl
@jorges_fudges

Top Tweeters in G10:
@robsalesforce
@seemedia0
@jlange118
@rlvanessagrant
@nareshmurjani11
@shelley_reaves
@olson_jenn05


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