dreamforce, Twitter, 5/14/2022 9:01:49 PM, 276316


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dreamforce_2022-05-14_13-07-13.xlsx
dreamforce_2022-05-14_13-07-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 14, 2022
Short Description:
dreamforce via NodeXL https://bit.ly/3wuYRpy
@dreamforce
@foreveroakland
@salesforce
@patmcclellan__c
@webexevents
@salesforcedevs
@lipstickandtech
@rlvanessagrant
@langstonjessica
@mbaizman

Top hashtags:
#dreamforce
#aml
#tdx22
#salesforcetour
#salesforce

Description:
Description
The graph represents a network of 280 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, 14 May 2022 at 20:07 UTC.

The requested start date was Saturday, 14 May 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, 22-hour, 15-minute period from Saturday, 30 April 2022 at 00:05 UTC to Friday, 13 May 2022 at 22:20 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 : 280
Unique Edges : 479
Edges With Duplicates : 638
Total Edges : 1117
Number of Edge Types : 5
Tweet : 55
Retweet : 60
MentionsInRetweet : 113
Mentions : 796
Replies to : 93
Self-Loops : 59
Reciprocated Vertex Pair Ratio : 0.0514018691588785
Reciprocated Edge Ratio : 0.0977777777777778
Connected Components : 34
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 227
Maximum Edges in a Connected Component : 1030
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.227818
Graph Density : 0.00864055299539171
Modularity : 0.385106
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 280 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, 14 May 2022 at 20:07 UTC.

The requested start date was Saturday, 14 May 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, 22-hour, 15-minute period from Saturday, 30 April 2022 at 00:05 UTC to Friday, 13 May 2022 at 22:20 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:
[13] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[13] https://sanctions.io/
[13] https://sanctions.io/why-sanctions-lists-and-pep-data-screenings-are-important-for-any-business/
[7] https://sanctions.io/crypto-industry/?utm_source=twitter&utm_medium=email&utm_campaign=mh-crypto/
[6] https://sanctions.io/crypto-industry/
[2] https://twitter.com/partnerforce/status/1524084413755125760
[2] https://www.massblog.xyz/dreamforce-13-in-review/
[2] https://dreamforcebtl.online/activacion-de-marcas-artistas/?playlist=5404996
[2] https://r.socialstudio.radian6.com/57f1fb19-6e3a-4407-972b-ba08d82a9b2e
[1] https://www.instagram.com/accounts/login/?next=/p/Cc_xWMSMzfF/

Top URLs in Tweet in G2:
[1] https://twitter.com/Dreamforce/status/1522646545077870594

Top URLs in Tweet in G3:
[1] https://r.socialstudio.radian6.com/333ca711-6371-4bcc-8ddd-bcbf16d7acb3
[1] https://r.socialstudio.radian6.com/2bd20883-2d45-47a6-8314-aad32a69076a
[1] https://r.socialstudio.radian6.com/57f1fb19-6e3a-4407-972b-ba08d82a9b2e
[1] https://twitter.com/salesforce/status/1521942840196186118
[1] https://r.socialstudio.radian6.com/caeed680-7ecc-4641-94f6-3579b82c5073
[1] https://twitter.com/marketingcloud/status/1524781613632167939
[1] https://r.socialstudio.radian6.com/aade7745-6a6d-4172-8cf7-bbe1d83b362e
[1] https://r.socialstudio.radian6.com/885a8eb3-6ef7-47b5-9eaf-3d99ecf36654
[1] https://r.socialstudio.radian6.com/0c5618f1-d1ad-4420-b237-8c17137a8ba5
[1] https://r.socialstudio.radian6.com/493454bc-8f85-475d-9a60-d094858449d3

Top URLs in Tweet in G4:
[1] https://twitter.com/fliack/status/1524750611568230400
[1] https://cloudjohann.com/2021/02/25/how-i-became-a-dreamforce-speaker-as-a-bad-public-speaker/

Top URLs in Tweet in G5:
[1] https://twitter.com/Dreamforce/status/1521250834738151424

Top URLs in Tweet in G6:
[1] https://r.socialstudio.radian6.com/57f1fb19-6e3a-4407-972b-ba08d82a9b2e
[1] https://sforce.co/3KOGy3H
[1] https://www.instagram.com/accounts/login/?next=/p/B5Fq5GRgJyO/
[1] https://www.zdnet.com/article/how-companies-can-create-an-equitable-ecosystem/
[1] https://twitter.com/ZDNet/status/1521936086657900547

Top URLs in Tweet in G7:
[10] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[2] https://www.massblog.xyz/dreamforce-13-in-review/
[2] https://twitter.com/partnerforce/status/1524084413755125760
[1] https://www.youtube.com/watch?v=IWuCYU32eAg

[1] https://www.salesforceben.com/salesforce-events-2022/
[1] https://twitter.com/elwatto/status/1524507616436580358
[1] https://www.youtube.com/watch?v=-gsgkkRaZv0&feature=youtu.be

[1] https://www.dynamic-tech.com/diversity-by-inclusion/our-stories/item/75-being-part-of-a-team-is-an-opportunity-for-growth?utm_source=DTH+Blog&utm_medium=CS+Social+Media
[1] https://twitter.com/rlvanessagrant/status/1525141905654222853

Top URLs in Tweet in G9:
[1] https://socio.events/blog/networking-events-creative-ideas?utm_medium=social&utm_source=twitter&utm_campaign=webex-events-blog-2022-04-creative-networking-event-examples&utm_leadsource=organic-social

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[15] dreamforce
[13] aml
[12] tdx22
[9] salesforcetour
[7] salesforce
[7] contentmarketing
[5] marketing
[5] cnx22
[4] bwelltogether
[4] finserv



Top Hashtags in Tweet in G2:
[3] tdx22
[2] salesforcetour
[1] trailblazers
[1] dreamforce

Top Hashtags in Tweet in G3:
[8] tdx22
[5] salesforcetour
[4] cnx22
[4] bwelltogether
[4] dreamforce
[2] tdx
[1] digitaltransformation
[1] trailblazercommunity
[1] momentmarketer
[1] lifewithgoldie

Top Hashtags in Tweet in G4:
[1] dreamforce
[1] asianglow
[1] df12
[1] bobaforce
[1] diversityandinclusion
[1] trailblazercommunity
[1] df19

Top Hashtags in Tweet in G5:
[1] salesforcecat
[1] tdx22

Top Hashtags in Tweet in G6:
[2] dreamforce
[1] cnx22
[1] salesforcetour
[1] marcobizzarri
[1] metallica
[1] 10yearchallenge
[1] salesforce
[1] intern
[1] ceo
[1] beginnersmind

Top Hashtags in Tweet in G7:
[5] dreamforce
[5] contentmarketing
[5] marketing
[3] cmc_meetup
[3] salesforceshirtaday
[1] let
[1] furucrm
[1] youtube
[1] soty
[1] mvp

Top Hashtags in Tweet in G8:
[1] happeningnow

Top Hashtags in Tweet in G9:
[1] networking
[1] eventplanner
[1] eventprofs

Top Words
Top Words in Tweet in Entire Graph:
[161] dreamforce
[92] salesforce
[46] salesforcedevs
[42] salesforceadmns
[33] trailhead
[32] sfdckokua
[20] great
[20] sessions
[20] kavindrapatel
[19] next

Top Words in Tweet in G1:
[5] spacex
[5] salesforce
[5] salesforceorg
[5] dreamforce
[5] salesforcedevs
[4] elonmusk
[4] oracle
[4] benioff
[4] ucsfbenioffoak
[3] cdcgov

Top Words in Tweet in G2:
[20] salesforcedevs
[20] salesforceadmns
[20] dreamforce
[19] kavindrapatel
[17] trailhead
[16] salesforce
[13] salesforcearchs
[13] slackapi
[13] mulesoft
[13] tableau

Top Words in Tweet in G3:
[16] dreamforce
[16] salesforce
[8] next
[8] #tdx22
[6] becoming
[6] discover
[6] awscloud
[5] more
[5] partnership
[5] #salesforcetour

Top Words in Tweet in G4:
[33] dreamforce
[21] salesforceadmns
[20] salesforcedevs
[18] sfdckokua
[16] sftonyn
[16] joshbirk
[15] palluags
[15] evandecker
[15] survivormoda
[14] salesforceglee

Top Words in Tweet in G5:
[16] dreamforce
[12] salesforce
[11] laurendunne__c
[11] trailhead
[10] jenwlee
[10] blancavleon
[10] traveling_dev
[10] sfdckokua
[10] kellybentubo
[9] andyschmiechen

Top Words in Tweet in G6:
[12] salesforce
[12] dreamforce
[9] benioff
[4] big
[4] fondly
[3] next
[3] tableau
[3] think
[3] sf
[3] part

Top Words in Tweet in G7:
[24] dreamforce
[10] two
[10] sessions
[10] 2017
[10] help
[10] company
[10] understand
[10] people
[10] buy
[5] #dreamforce

Top Words in Tweet in G8:
[17] salesforce
[13] timchristo
[12] salesforceorg
[12] dreamforce
[11] flynnovate
[11] gomeram
[11] salesforceben
[11] dailyesgnews
[10] simoncocking
[5] private

Top Words in Tweet in G9:
[3] networking
[3] 2021
[2] madfestlondon
[2] forbes
[2] aigadesign
[2] dreamforce
[2] packexposhow
[2] imex_group
[2] eventmarketer
[2] amspa1

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[27] trailhead,salesforce
[22] salesforceadmns,salesforcedevs
[18] salesforcedevs,salesforceadmns
[17] salesforceorg,dreamforce
[16] dreamforce,sfdckokua
[15] blancavleon,traveling_dev
[15] joshbirk,salesforceadmns
[15] salesforcedevs,dreamforce
[14] traveling_dev,marisahambleton
[14] marisahambleton,dreamforce

Top Word Pairs in Tweet in G1:
[5] salesforce,salesforceorg
[5] salesforceorg,dreamforce
[5] dreamforce,salesforcedevs
[4] spacex,elonmusk
[4] oracle,salesforce
[4] benioff,ucsfbenioffoak
[3] salesforcedevs,benioff
[3] elonmusk,tesla
[2] ucsfbenioffoak,cdcgov
[2] cdcgov,wilson4da

Top Word Pairs in Tweet in G2:
[15] trailhead,salesforce
[13] salesforcedevs,salesforceadmns
[12] salesforceadmns,salesforcearchs
[12] salesforcearchs,slackapi
[12] slackapi,mulesoft
[12] mulesoft,tableau
[12] tableau,appexchange
[12] appexchange,dreamforce
[12] dreamforce,trailhead
[7] calling,east

Top Word Pairs in Tweet in G3:
[4] salesforce,awscloud
[4] awscloud,taken
[4] taken,expanded
[4] expanded,partnership
[4] partnership,next
[4] next,level
[4] level,#tdx22
[4] #tdx22,sat
[4] sat,down
[4] down,bob

Top Word Pairs in Tweet in G4:
[15] joshbirk,salesforceadmns
[15] salesforceadmns,salesforcedevs
[15] salesforcedevs,dreamforce
[14] survivormoda,pchittum
[14] pchittum,joshbirk
[13] palluags,melissahilldees
[13] melissahilldees,evandecker
[12] salesforceglee,survivormoda
[11] lissa0977__x,palluags
[9] evandecker,salesforceglee

Top Word Pairs in Tweet in G5:
[10] trailhead,salesforce
[10] blancavleon,traveling_dev
[10] dreamforce,sfdckokua
[9] salesforce,andyschmiechen
[9] andyschmiechen,blancavleon
[9] traveling_dev,marisahambleton
[9] marisahambleton,dreamforce
[9] sfdckokua,jenwlee
[9] jenwlee,kellybentubo
[8] laurendunne__c,trailhead

Top Word Pairs in Tweet in G6:
[3] 2014,fondly
[3] fondly,recall
[3] recall,going
[3] going,empty
[3] empty,parking
[3] parking,lot
[3] lot,benioff
[3] benioff,handful
[3] handful,salesforce
[3] salesforce,ohana

Top Word Pairs in Tweet in G7:
[10] two,sessions
[10] sessions,dreamforce
[10] dreamforce,2017
[10] 2017,help
[10] help,company
[10] company,understand
[10] understand,people
[10] people,buy
[5] buy,#contentmarketing
[5] buy,#marketing

Top Word Pairs in Tweet in G8:
[12] salesforceorg,dreamforce
[11] timchristo,salesforce
[11] salesforce,flynnovate
[11] flynnovate,gomeram
[11] gomeram,salesforceorg
[11] dreamforce,salesforceben
[10] salesforceben,simoncocking
[10] simoncocking,dailyesgnews
[3] private,sector
[2] dailyesgnews,tim

Top Word Pairs in Tweet in G9:
[2] madfestlondon,forbes

Top Replied-To
Top Replied-To in Entire Graph:
@laurendunne__c
@kavindrapatel
@timchristo
@sfdckokua
@rlvanessagrant
@sftonyn
@patmcclellan__c
@nanahg3
@spacex
@benioff

Top Replied-To in G1:
@spacex
@msnbc
@coasttocoastam
@lorettachopey

Top Replied-To in G2:
@kavindrapatel
@nanahg3
@nads_p07
@midwest_dreamin
@andyschmiechen
@jeanettejett
@saasyedges
@trailhead
@jamiechristo

Top Replied-To in G3:
@marketingcloud

Top Replied-To in G4:
@sfdckokua
@rlvanessagrant
@sftonyn
@patmcclellan__c
@mbaizman
@lissa0977__x
@laurendunne__c
@salesforceglee
@icloudsf
@melissahilldees

Top Replied-To in G5:
@laurendunne__c
@tiffeoda
@sfdcgeek
@shalzi_jay
@jmmougeolle
@ikishorebt

Top Replied-To in G6:
@benioff
@salesforce
@zendolldata
@yoshikiofficial
@joeyeisenzimmer

Top Replied-To in G8:
@timchristo

Top Replied-To in G9:
@madfestlondon

Top Replied-To in G10:
@gabbalishus

Top Mentioned
Top Mentioned in Entire Graph:
@dreamforce
@salesforce
@salesforcedevs
@salesforceadmns
@trailhead
@sfdckokua
@salesforceorg
@joshbirk
@jenwlee
@blancavleon

Top Mentioned in G1:
@salesforce
@salesforceorg
@dreamforce
@salesforcedevs
@elonmusk
@oracle
@benioff
@ucsfbenioffoak
@who
@cdcgov

Top Mentioned in G2:
@salesforcedevs
@salesforceadmns
@dreamforce
@trailhead
@salesforce
@salesforcearchs
@slackapi
@mulesoft
@tableau
@appexchange

Top Mentioned in G3:
@dreamforce
@awscloud
@salesforce
@partnerforce
@farrencongress
@accenture
@publicissapient
@wsj
@vaznigel
@parkerharris

Top Mentioned in G4:
@dreamforce
@salesforceadmns
@salesforcedevs
@joshbirk
@palluags
@evandecker
@survivormoda
@pchittum
@melissahilldees
@lissa0977__x

Top Mentioned in G5:
@dreamforce
@trailhead
@salesforce
@jenwlee
@blancavleon
@traveling_dev
@sfdckokua
@kellybentubo
@andyschmiechen
@marisahambleton

Top Mentioned in G6:
@salesforce
@benioff
@dreamforce
@gucci
@guyoseary
@markhawkins
@tableau
@yoshikiofficial
@jhoskins
@microsoft

Top Mentioned in G8:
@salesforce
@salesforceorg
@dreamforce
@flynnovate
@gomeram
@salesforceben
@dailyesgnews
@simoncocking
@billweihl
@timchristo

Top Mentioned in G9:
@forbes
@aigadesign
@dreamforce
@packexposhow
@imex_group
@eventmarketer
@amspa1
@madfestlondon

Top Mentioned in G10:
@salesforceadmns
@trailhead
@dreamforce
@charlieisaacs
@sfdckokua
@salesforcewit
@salesforceeq
@witnesssuccess
@dreaminnorcal
@guillermopedron

Top Tweeters
Top Tweeters in Entire Graph:
@codewithtwitchi
@cnbc
@morr_1980
@nytimes
@foxnews
@washingtonpost
@andytoronto
@pubnblogll
@forbes
@cnn

Top Tweeters in G1:
@cnbc
@nytimes
@foxnews
@washingtonpost
@cnn
@msn
@msnbc
@cnni
@chicagotribune
@nymag

Top Tweeters in G2:
@kavindrapatel
@mikegerholdt
@tableau
@trailhead
@appexchange
@mulesoft
@nanahg3
@joshbirk
@salesforcedevs
@msrivastav13

Top Tweeters in G3:
@wsj
@marketingcloud
@asksalesforce
@awscloud
@dreamforce
@accenture
@joshua_becker
@dwyanewade
@partnerforce
@salesforcejobs

Top Tweeters in G4:
@melissahilldees
@tristanlombard2
@survivormoda
@radnip
@billpowell__c
@codefriar
@mbaizman
@jeanettejett
@pchittum
@marriottsf

Top Tweeters in G5:
@charlieisaacs
@shalzi_jay
@afigueiredo
@kwongerific
@cfidurauk
@jenwlee
@jmmougeolle
@garyrikard
@sfdcgeek
@marissalk85

Top Tweeters in G6:
@andytoronto
@salesforce
@stefihane
@benioff
@microsoft
@haruofficia
@heinzwokas
@yoshikiofficial
@zendolldata
@gucci

Top Tweeters in G7:
@pubnblogll
@paulcroubalian
@drgarysharpe
@brandgrowthhack
@mass_blog_
@mytweetpack
@rocksmallbiz
@mohammadali_im
@carolrowens
@snugsfbay

Top Tweeters in G8:
@kpixtv
@simoncocking
@uschamber
@shopfloornam
@cbs
@salesforceorg
@bizroundtable
@antonijan
@plutotv
@salesforceben

Top Tweeters in G9:
@forbes
@imex_group
@aigadesign
@eventmarketer
@packexposhow
@amspa1
@webexevents
@madfestlondon

Top Tweeters in G10:
@lipstickandtech
@guillermopedron
@gabbalishus
@salesforceeq
@witnesssuccess
@salesforcewit
@dreaminnorcal


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