dreamforce, Twitter, 1/30/2022 9:04:30 PM, 270960


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dreamforce_2022-01-30_12-54-01.xlsx
dreamforce_2022-01-30_12-54-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 30, 2022
Short Description:
dreamforce via NodeXL https://bit.ly/3uh3t2W
@salesforcedevs
@dreamforce
@salesforce
@madhusudan_2002
@ratnapriya_self
@survivormoda
@salesforceuk
@mike_magnay
@salesforceita
@jyothsnabitra

Top hashtags:
#tdx22
#salesforce
#beatrailblazer
#dreamforce
#df21

Description:
Description
The graph represents a network of 452 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 Sunday, 30 January 2022 at 20:54 UTC.

The requested start date was Saturday, 29 January 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, 20-hour, 18-minute period from Saturday, 15 January 2022 at 01:41 UTC to Friday, 28 January 2022 at 22:00 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 : 452
Unique Edges : 367
Edges With Duplicates : 947
Total Edges : 1314
Number of Edge Types : 5
Retweet : 272
MentionsInRetweet : 344
Mentions : 541
Replies to : 87
Tweet : 70
Self-Loops : 79
Reciprocated Vertex Pair Ratio : 0.0427480916030534
Reciprocated Edge Ratio : 0.08199121522694
Connected Components : 52
Single-Vertex Connected Components : 31
Maximum Vertices in a Connected Component : 358
Maximum Edges in a Connected Component : 1209
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.335949
Graph Density : 0.00335046994878637
Modularity : 0.41067
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 452 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 Sunday, 30 January 2022 at 20:54 UTC.

The requested start date was Saturday, 29 January 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, 20-hour, 18-minute period from Saturday, 15 January 2022 at 01:41 UTC to Friday, 28 January 2022 at 22:00 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:
[18] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[9] https://sanctions.io/
[9] https://sanctions.io/crypto-industry/
[9] https://sanctions.io/why-sanctions-lists-and-pep-data-screenings-are-important-for-any-business/
[7] https://www.salesforce.com/plus/series/Trailblazer?d=&nc=&utm_source=twitter&utm_medium=organic_social&utm_campaign=us_trl&utm_content=learners-practitioners_&utm_term=amer_twitter
[5] https://r.socialstudio.radian6.com/e16e47d8-63de-41d1-90b8-a6e507e5c628
[3] https://www.youtube.com/watch?v=SijQbBTq3Gk&feature=youtu.be

[3] https://www.youtube.com/watch?v=BUlCzyeSUjA&feature=youtu.be

[3] https://r.socialstudio.radian6.com/a6679794-b679-42f7-816b-970b405b0e1c
[2] https://twitter.com/i/events/1243613006287605760

Top URLs in Tweet in G1:
[1] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Developer/episode/episode-3?utm_source=twitter&utm_medium=paid_social&utm_campaign=the_codeys_2021&utm_content=award_6
[1] https://t.co/0SEiGqX9ui
[1] https://t.co/ic3VoLxnBH

Top URLs in Tweet in G2:
[5] https://r.socialstudio.radian6.com/e16e47d8-63de-41d1-90b8-a6e507e5c628
[3] https://r.socialstudio.radian6.com/a6679794-b679-42f7-816b-970b405b0e1c
[2] https://twitter.com/snugsfbay/status/1483806548300374016
[1] https://r.socialstudio.radian6.com/e44619b9-7458-4e52-9fac-20d6332624f9
[1] https://r.socialstudio.radian6.com/bd07fdfc-5fc4-42f3-b86b-d60c59002579
[1] https://r.socialstudio.radian6.com/52e229d5-d193-4e52-a466-4056192cf7db
[1] https://r.socialstudio.radian6.com/51f2e521-264b-4d4d-ad4c-6ef7ec78df93
[1] https://r.socialstudio.radian6.com/23850d9c-1995-4caa-88af-74464bb1450c
[1] https://r.socialstudio.radian6.com/d79d3b3e-8307-4a7c-bd72-a2920c78b097
[1] https://r.socialstudio.radian6.com/3cd9f9dc-b98d-469f-afb5-342eea08168e

Top URLs in Tweet in G3:
[7] https://www.salesforce.com/plus/series/Trailblazer?d=&nc=&utm_source=twitter&utm_medium=organic_social&utm_campaign=us_trl&utm_content=learners-practitioners_&utm_term=amer_twitter
[3] https://www.youtube.com/watch?v=SijQbBTq3Gk&feature=youtu.be

[3] https://www.youtube.com/watch?v=BUlCzyeSUjA&feature=youtu.be

[2] https://fooji.info/trailblazer
[2] https://twitter.com/i/events/1243613006287605760
[2] https://www.youtube.com/watch?v=w6p0uRa1iFc&feature=youtu.be

[2] https://www.youtube.com/watch?v=iHc6UxlUO48&feature=youtu.be

[1] https://sforce.co/3IIjSBl
[1] https://sforce.co/3Ist2SF
[1] https://sforce.co/3FFbP6v

Top URLs in Tweet in G4:
[1] https://trailhead.salesforce.com/content/learn/projects/quickstart-apex/quickstart-apex-4?trailmix_creator_id=strailhead&trailmix_slug=dreamforce-18-platform-developer-1-bootcamp
[1] https://twitter.com/JyothsnaBitra/status/1480013279518814209
[1] https://www.cactusforce.com/

Top URLs in Tweet in G5:
[12] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[2] https://blog.reviewnprep.com/salesforce-interview-questions
[1] https://www.saastr.com/how-to-think-about-the-huge-expenses-of-events-and-tradeshows/?utm_source=twitter&utm_medium=organic-social
[1] https://dreamforcebtl.online/
[1] https://twitter.com/sadahiro2929/status/1483789185991704582
[1] https://twitter.com/dreamforce/status/1483831958287364099
[1] https://pexlify.com/blog/salesforce-events-2022
[1] https://twitter.com/Dreamforce/status/1484209175408357378
[1] https://www.youtube.com/watch?v=-gsgkkRaZv0&feature=youtu.be

[1] https://twitter.com/dreamforce/status/1241021611270000645

Top URLs in Tweet in G6:
[2] https://twitter.com/Dreamforce/status/1483106871833681928
[1] https://r.socialstudio.radian6.com/52e229d5-d193-4e52-a466-4056192cf7db

Top URLs in Tweet in G10:
[9] https://sanctions.io/
[9] https://sanctions.io/crypto-industry/
[9] https://sanctions.io/why-sanctions-lists-and-pep-data-screenings-are-important-for-any-business/

Top Domains
Top Domains in Tweet in Entire Graph:
[27] sanctions.io
[18] radian6.com
[18] bebee.com
[17] twitter.com
[17] salesforce.com
[13] youtube.com
[6] sforce.co
[4] linkedin.com
[2] t.co
[2] saleshacker.com

Top Domains in Tweet in G1:
[2] t.co
[1] salesforce.com

Top Domains in Tweet in G2:
[16] radian6.com
[3] twitter.com
[2] salesforce.com
[1] trailblazercommunitygroups.com
[1] sforce.co
[1] triunitylabs.com
[1] i.am

Top Domains in Tweet in G3:
[12] salesforce.com
[11] youtube.com
[5] sforce.co
[4] twitter.com
[2] fooji.info
[1] radian6.com
[1] blogspot.com

Top Domains in Tweet in G4:
[1] salesforce.com
[1] twitter.com
[1] cactusforce.com

Top Domains in Tweet in G5:
[12] bebee.com
[6] twitter.com
[2] reviewnprep.com
[1] saastr.com
[1] dreamforcebtl.online
[1] pexlify.com
[1] youtube.com
[1] massblog.xyz
[1] linkedin.com
[1] digitalmarketingagencymiami.net

Top Domains in Tweet in G6:
[2] twitter.com
[1] radian6.com

Top Domains in Tweet in G10:
[27] sanctions.io

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[21] tdx22
[19] salesforce
[18] beatrailblazer
[14] dreamforce
[14] df21
[12] contentmarketing
[10] trailblazer
[9] aml
[9] dfnyc
[8] nftfam



Top Hashtags in Tweet in G1:
[1] thecodeys

Top Hashtags in Tweet in G2:
[16] tdx22
[9] dfnyc
[4] trailblazercommunity
[4] nationalpopcornday
[3] beatrailblazer
[2] leadingthroughchange
[2] schwag
[2] df21
[1] awesomeadmin
[1] theecopreneurs

Top Hashtags in Tweet in G3:
[15] beatrailblazer
[12] df21
[6] unsubscribe
[5] salesforce
[4] giveaway
[4] salesforcedevelopers
[3] salesforceapex
[3] salesforceexam
[3] salesforcejobs
[2] trailblazercommunity

Top Hashtags in Tweet in G4:
[1] pd1
[1] trailblazercommunity

Top Hashtags in Tweet in G5:
[9] dreamforce
[8] salesforce
[8] contentmarketing
[4] marketing
[3] crm
[3] lightning
[3] japandreamin
[2] thankful
[2] cloud
[2] developer

Top Hashtags in Tweet in G6:
[8] nftfam
[8] trailblazer
[4] tdx22
[1] nfts
[1] nftartists
[1] nftcollectors
[1] nftcreators
[1] salesforce
[1] web3

Top Hashtags in Tweet in G10:
[9] aml
[2] finserv
[1] csr
[1] corpgov
[1] nonprofit
[1] csuite
[1] salesforce
[1] wef
[1] insurtech
[1] crm

Top Words
Top Words in Tweet in Entire Graph:
[371] dreamforce
[171] salesforcedevs
[166] awesome
[160] one
[160] next
[159] very
[156] brought
[156] special
[155] many
[155] co

Top Words in Tweet in G1:
[153] dreamforce
[153] 2021
[153] brought
[153] many
[153] awesome
[153] highlights
[153] mention
[153] here's
[153] very
[153] special

Top Words in Tweet in G2:
[86] dreamforce
[54] salesforce
[25] word
[22] trailblazerdx
[20] week
[16] monday
[16] #tdx22
[15] '22
[11] trailblazers
[11] york

Top Words in Tweet in G3:
[61] salesforce
[59] dreamforce
[21] trailhead
[17] trailblazer
[15] #beatrailblazer
[15] day
[14] salesforceorg
[14] salesforcedevs
[12] watch
[12] #df21

Top Words in Tweet in G4:
[18] jyothsnabitra
[15] dreamforce
[13] trailhead
[12] marisahambleton
[12] steve_techarc
[12] salesforce
[12] phxsfdug
[12] mistyraejones
[12] msgsquared
[11] charlieisaacs

Top Words in Tweet in G5:
[25] dreamforce
[13] 2017
[13] help
[12] two
[12] sessions
[12] company
[12] understand
[12] people
[12] buy
[9] #dreamforce

Top Words in Tweet in G6:
[10] leading
[8] everyone
[8] reading
[8] #nftfam
[8] #trailblazer
[8] web3
[8] revolution
[8] 2022
[7] trailblazerdx
[7] asmgkr

Top Words in Tweet in G7:
[2] tragedy

Top Words in Tweet in G10:
[9] #aml
[9] pep
[9] screenings
[9] process
[9] learn
[9] try
[8] martinhoyes
[8] #cs
[2] #finserv

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[157] salesforcedevs,dreamforce
[154] dreamforce,2021
[154] 2021,brought
[154] brought,many
[154] many,awesome
[154] awesome,highlights
[154] highlights,mention
[154] mention,here's
[154] here's,very
[154] very,special

Top Word Pairs in Tweet in G1:
[153] dreamforce,2021
[153] 2021,brought
[153] brought,many
[153] many,awesome
[153] awesome,highlights
[153] highlights,mention
[153] mention,here's
[153] here's,very
[153] very,special
[153] special,one

Top Word Pairs in Tweet in G2:
[15] #tdx22,word
[15] word,week
[15] trailblazerdx,'22
[9] introducing,#tdx22
[9] week,monday
[9] monday,leading
[9] leading,trailblazerdx
[9] '22,sharing
[9] sharing,vocab
[9] vocab,word

Top Word Pairs in Tweet in G3:
[11] marketingcloud,dreamforce
[10] salesforceorg,marketingcloud
[9] dreamforce,salesforcedevs
[9] salesforcedevs,salesforcesmb
[9] trailhead,dreamforce
[8] dreamforce,today
[8] salesforce,salesforceorg
[8] lecture,video
[8] video,appopedia
[7] golden,hoodie

Top Word Pairs in Tweet in G4:
[12] marisahambleton,steve_techarc
[12] steve_techarc,salesforce
[12] salesforce,trailhead
[12] trailhead,dreamforce
[12] mistyraejones,msgsquared
[11] phxsfdug,mistyraejones
[11] msgsquared,thisismarkjones
[11] thisismarkjones,notisblank
[11] notisblank,mehansen82
[11] mehansen82,meeranairtvm

Top Word Pairs in Tweet in G5:
[12] two,sessions
[12] sessions,dreamforce
[12] dreamforce,2017
[12] 2017,help
[12] help,company
[12] company,understand
[12] understand,people
[12] people,buy
[8] buy,#contentmarketing
[4] buy,#marketing

Top Word Pairs in Tweet in G6:
[8] everyone,reading
[8] reading,#nftfam
[8] #nftfam,#trailblazer
[8] #trailblazer,leading
[8] leading,web3
[8] web3,revolution
[8] revolution,2022
[7] asmgkr,everyone
[5] join,together
[5] together,slackhq

Top Word Pairs in Tweet in G10:
[9] #aml,pep
[9] pep,screenings
[9] screenings,process
[9] process,learn
[9] learn,try
[8] martinhoyes,#aml
[8] try,#cs

Top Replied-To
Top Replied-To in Entire Graph:
@dreamforce
@sfdckokua
@abrariyc
@benioff
@salesforce
@akacarioca
@melissahilldees
@jyothsnabitra
@mike_magnay
@snugsfbay

Top Replied-To in G2:
@dreamforce
@snugsfbay
@salesforce
@iamrangerkristi
@ljzero
@cproppe
@billpowell__c
@alvillardita
@vickihenry63
@adamneumannscos

Top Replied-To in G3:
@sfdckokua
@abrariyc
@dreamforce
@benioff
@mike_magnay
@salesforce
@selfshashank
@meenara00575861
@latelyaikately
@survivormoda

Top Replied-To in G4:
@akacarioca
@jyothsnabitra
@melissahilldees
@charlieisaacs
@ericdresh
@kasera_sangeet

Top Replied-To in G7:
@benniehimself

Top Replied-To in G8:
@adiofficial07

Top Replied-To in G9:
@jtaschek

Top Mentioned
Top Mentioned in Entire Graph:
@salesforcedevs
@dreamforce
@salesforce
@trailhead
@jyothsnabitra
@salesforceorg
@marketingcloud
@salesforcesmb
@marisahambleton
@steve_techarc

Top Mentioned in G1:
@salesforcedevs
@msrivastav13
@fishofprey

Top Mentioned in G2:
@dreamforce
@salesforce
@trailhead
@linkedin
@twitter
@facebook
@instagram
@tiktok
@whatsapp
@discord

Top Mentioned in G3:
@salesforce
@dreamforce
@trailhead
@salesforceorg
@salesforcedevs
@marketingcloud
@salesforcesmb
@salesforcejobs
@salesforceadmns
@appexchange

Top Mentioned in G4:
@jyothsnabitra
@dreamforce
@trailhead
@marisahambleton
@steve_techarc
@salesforce
@phxsfdug
@mistyraejones
@msgsquared
@thisismarkjones

Top Mentioned in G5:
@malaverma

Top Mentioned in G6:
@asmgkr
@slackhq
@mulesoft
@tableau
@kavindrapatel
@dreamforce

Top Mentioned in G7:
@susandreynolds
@liberald6tl
@londonbreed
@dailymail
@sfgov
@matthaneysf
@henrykleektvu
@sfpd
@fbisanfrancisco

Top Mentioned in G8:
@omprakash_it
@imvedp
@madhusudan_2002
@motiharisfdg
@goldie_sharma6
@updeshkum123
@kanuls2
@gauravs79597318
@dheromatic
@salesforce

Top Mentioned in G9:
@dreamforce
@benioff
@parkerharris
@tientzuo
@kaisermf
@judyloehr
@rajanir
@pink94109
@clarence_so

Top Mentioned in G10:
@martinhoyes

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@sikecilmarmut
@amuraovonn
@nicochan33
@discord
@r___83___o
@milaniolivera
@pubnblogll
@victoria_victo3
@wyatojb5qpvbfa3

Top Tweeters in G1:
@sikecilmarmut
@amuraovonn
@r___83___o
@milaniolivera
@victoria_victo3
@wyatojb5qpvbfa3
@digitaldecoded1
@elisaelisa110
@lkafle
@andreimanea00

Top Tweeters in G2:
@discord
@jmkuhn99
@snugsfbay
@collinz
@ho0922
@tyoshikawa1106
@salesforceamy
@techforecastis
@bumble
@dreamforce

Top Tweeters in G3:
@salesforce
@teamusa
@marketingcloud
@cproppe
@davos
@luvvie
@aloysiuscc
@benioff
@eliz_beth
@trailhead

Top Tweeters in G4:
@charlieisaacs
@andrewnebus
@ericdresh
@asksalesforce
@akacarioca
@melissahilldees
@gauravkheterpal
@mistyraejones
@mehansen82
@sesha__

Top Tweeters in G5:
@pubnblogll
@paulcroubalian
@drgarysharpe
@mytweetpack
@rocksmallbiz
@chefsundiet
@carolrowens
@alipk7332
@saastr
@toddenders

Top Tweeters in G6:
@slackhq
@kavindrapatel
@tableau
@mulesoft
@pkudiwal
@asmgkr
@heii_prasen
@sachinforce
@artist_juhi
@drartist9

Top Tweeters in G7:
@dailymail
@henrykleektvu
@benniehimself
@matthaneysf
@susandreynolds
@liberald6tl
@sfpd
@sfgov
@londonbreed
@marisacat3

Top Tweeters in G8:
@motiharisfdg
@imvedp
@kanuls2
@dheromatic
@rajnish95257
@adiofficial07
@goldie_sharma6
@updeshkum123
@gauravs79597318

Top Tweeters in G9:
@lonerangercrm
@jtaschek
@tientzuo
@pink94109
@parkerharris
@kaisermf
@rajanir
@judyloehr
@clarence_so

Top Tweeters in G10:
@superteamup
@productier1
@dicot_tech
@martinhoyes
@fwdhumanity
@hcm_tech


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