dreamforce, Twitter, 1/16/2021 10:24:44 PM, 245793


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dreamforce_2021-01-16_13-24-07.xlsx
dreamforce_2021-01-16_13-24-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2021
Short Description:
dreamforce via NodeXL https://bit.ly/3oTKQwt
@dreamforce
@salesforce
@martinhoyes
@appitekbot
@definitivehc
@ericdresh
@satyam61334582
@vsynergize_it
@headincloudinc
@deepans57844555

Top hashtags:
#dreamforce
#salesforce
#dreamtx
#futureofwork
#startups
#nonprofits

Description:
Description
The graph represents a network of 386 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, 16 January 2021 at 21:25 UTC.

The requested start date was Saturday, 16 January 2021 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, 18-hour, 51-minute period from Saturday, 02 January 2021 at 02:57 UTC to Friday, 15 January 2021 at 21:48 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 : 386
Unique Edges : 405
Edges With Duplicates : 849
Total Edges : 1254
Number of Edge Types : 5
Replies to : 69
Retweet : 266
MentionsInRetweet : 465
Mentions : 343
Tweet : 111
Self-Loops : 162
Reciprocated Vertex Pair Ratio : 0.0371057513914657
Reciprocated Edge Ratio : 0.0715563506261181
Connected Components : 62
Single-Vertex Connected Components : 33
Maximum Vertices in a Connected Component : 242
Maximum Edges in a Connected Component : 1015
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.329398
Graph Density : 0.00376152345064262
Modularity : 0.369663
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 386 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, 16 January 2021 at 21:25 UTC.

The requested start date was Saturday, 16 January 2021 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, 18-hour, 51-minute period from Saturday, 02 January 2021 at 02:57 UTC to Friday, 15 January 2021 at 21:48 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:
[34] https://www.sevaxapp.com/
[26] https://www.bebee.com/producer/@john-white/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[13] https://trailblazercommunitygroups.com/events/details/salesforce-salesforce-developer-group-tokyo-japan-presents-dreamforce-to-you-2020-global-gathering-tokyo/
[7] https://www.salesforce.com/dreamforce/?nc=7013y000001zBq9AAE&d=7013y000002lOrKAAU&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_cbaw&utm_content=AMER,Dreamforce,English,Video
[6] https://twitter.com/ExchangeSeva/status/1341494195446370305
[5] https://twitter.com/martinhoyes/status/1338992535230840833
[5] https://pictsquare.net/6agqbnireh9r2qswa4ksz494w92aak86
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245387
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244642
[3] https://vimeo.com/487982087

Top URLs in Tweet in G1:
[3] https://vimeo.com/487982087
[2] https://www.salesforce.com/B-WellTogether
[2] https://twitter.com/JayShettyIW/status/1348678836276310017
[2] https://www.silicon.es/salesforce-presenta-sus-novedades-para-nube-publica-automatizacion-de-procesos-y-gestion-de-equipos-de-atencion-al-cliente-2422374
[2] https://www.youtube.com/watch?v=K4zwV9YDnxU

[2] https://www.pbs.org/newshour/nation/asian-americans-describe-gut-punch-of-racist-attacks-during-coronavirus-pandemic
[2] https://www.opensecrets.org/political-action-committees-pacs/t-mobile-usa/C00361758/donors/2004
[2] https://www.youtube.com/watch?v=gR9izDp89c0

[2] https://www.youtube.com/watch?v=AVkjsjjtGlA

[2] https://www.youtube.com/watch?v=mzaLQ9nUEDk


Top URLs in Tweet in G2:
[34] https://www.sevaxapp.com/
[6] https://twitter.com/ExchangeSeva/status/1341494195446370305
[5] https://twitter.com/martinhoyes/status/1338992535230840833
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=245387
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=244642
[3] https://twitter.com/FwdHumanity/status/1347645532760494082
[2] https://twitter.com/martinhoyes/status/1339631715233406982
[2] https://www.spinnakersupport.com/blog/2020/12/23/dreamforce-2020-big-announcements-fascinating-stats?utm_source=twitter&utm_medium=social&utm_campaign=sf
[2] https://www.youtube.com/watch?v=4X7orz4fvBA&feature=youtu.be

[2] https://pexlify.com/blog/salesforce-events-2021

Top URLs in Tweet in G3:
[18] https://www.bebee.com/producer/@john-white/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[2] https://salesforce.org/
[1] https://www.linkedin.com/slink?code=eEZZh_2
[1] https://www2.dataarchiva.com/l/762013/2021-01-04/7d457/26288
[1] https://www.linkedin.com/slink?code=dxD-KtZ
[1] https://www.linkedin.com/slink?code=dgD_Np9
[1] https://www.linkedin.com/slink?code=dHquGRy
[1] https://www.linkedin.com/slink?code=decUsHW
[1] https://go.idealistconsulting.com/l/276872/2021-01-06/grqwc/28654
[1] https://www.computerweekly.com/

Top URLs in Tweet in G4:
[2] https://trailhead.salesforce.com/users/teamtrailhead/trailmixes/quest-seize-the-trail-2021
[1] https://trailhead.salesforce.com/content/learn/modules/trailhead-navigation-quick-look/learn-to-navigate-trailhead?trailmix_creator_id=teamtrailhead&trailmix_slug=quest-seize-the-trail-2021
[1] https://sforce.co/3mRvc2Y
[1] https://www.salesforce.org/dreamforce/resources/
[1] https://www.linkedin.com/slink?code=eHsX5w6

Top URLs in Tweet in G6:
[1] https://player.whooshkaa.com/episode?id=776646

Top URLs in Tweet in G7:
[2] https://twitter.com/salesforceorg/status/1349773658861019136
[1] https://trailblazercommunitygroups.com/e/mb2pn5/
[1] https://twitter.com/LDNMktgCloudUG/status/1348949925762105344
[1] https://twitter.com/SheforceWIT/status/1346139645621526529

Top URLs in Tweet in G8:
[13] https://trailblazercommunitygroups.com/events/details/salesforce-salesforce-developer-group-tokyo-japan-presents-dreamforce-to-you-2020-global-gathering-tokyo/
[1] https://twitter.com/migrationfm/status/1347818279113428992

Top URLs in Tweet in G9:
[2] https://dreamforce2020revfiresidechat.splashthat.com/
[1] https://bitly.com/a/warning?hash=3ibmXxZ&url=https%3A%2F%2Flinkprotect.cudasvc.com%2Furl%3Fa%3Dhttps%3A%2F%2Fdreamforce2020revfiresidechat.splashthat.com%2F%26c%3DE%2C1%2CxRdkOpOrlUFA4UCbZWS-urJvgA4qPDIhenOU9A1EbIKph0TnEt9J9PH5BStp6yuD5qo8yvuqee90h-g3pUB5BJs7gorROqRR4k3ZopEFEaUcjcJ9c_g%2C%26typo%3D1
[1] https://bitly.com/a/warning?hash=2XyfrDC&url=https%3A%2F%2Flinkprotect.cudasvc.com%2Furl%3Fa%3Dhttps%3A%2F%2Fdreamforce2020revfiresidechat.splashthat.com%2F%26c%3DE%2C1%2CxRdkOpOrlUFA4UCbZWS-urJvgA4qPDIhenOU9A1EbIKph0TnEt9J9PH5BStp6yuD5qo8yvuqee90h-g3pUB5BJs7gorROqRR4k3ZopEFEaUcjcJ9c_g%2C%26typo%3D1

Top URLs in Tweet in G10:
[1] https://anchor.fm/satyam-vishnoi

Top Domains
Top Domains in Tweet in Entire Graph:
[35] twitter.com
[35] sevaxapp.com
[26] bebee.com
[25] youtube.com
[17] trailblazercommunitygroups.com
[16] salesforce.com
[7] nodexlgraphgallery.org
[7] linkedin.com
[6] radian6.com
[5] pictsquare.net

Top Domains in Tweet in G1:
[17] youtube.com
[6] radian6.com
[6] salesforce.com
[6] twitter.com
[3] sforce.co
[3] vimeo.com
[2] silicon.es
[2] pbs.org
[2] opensecrets.org
[1] prensariotila.com

Top Domains in Tweet in G2:
[35] sevaxapp.com
[22] twitter.com
[7] nodexlgraphgallery.org
[5] youtube.com
[3] spinnakersupport.com
[2] pexlify.com
[1] 305startup.net
[1] 10kview.com
[1] growthnatives.com
[1] automationchampion.com

Top Domains in Tweet in G3:
[18] bebee.com
[5] linkedin.com
[3] salesforce.org
[2] computerweekly.com
[2] formassembly.com
[1] dataarchiva.com
[1] idealistconsulting.com
[1] allcloud.io
[1] youtube.com
[1] diginomica.com

Top Domains in Tweet in G4:
[3] salesforce.com
[1] sforce.co
[1] salesforce.org
[1] linkedin.com

Top Domains in Tweet in G6:
[1] whooshkaa.com

Top Domains in Tweet in G7:
[4] twitter.com
[1] trailblazercommunitygroups.com

Top Domains in Tweet in G8:
[13] trailblazercommunitygroups.com
[1] twitter.com

Top Domains in Tweet in G9:
[2] bitly.com
[2] splashthat.com

Top Domains in Tweet in G10:
[1] anchor.fm

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[141] dreamforce
[127] salesforce
[113] dreamtx
[90] futureofwork
[86] startups
[81] nonprofits
[66] csr
[65] nonprofit
[64] startup
[60] volunteer



Top Hashtags in Tweet in G1:
[6] df20
[6] df2u
[5] dreamtx
[4] salesforce
[3] nrf2021
[3] dreamforce
[2] appysauce
[2] dreamforcetoyou
[1] marketingchats
[1] bwelltogether

Top Hashtags in Tweet in G2:
[115] dreamforce
[111] salesforce
[90] dreamtx
[90] futureofwork
[86] startups
[81] nonprofits
[66] csr
[64] startup
[64] nonprofit
[60] volunteer

Top Hashtags in Tweet in G3:
[12] contentmarketing
[6] marketing
[4] dreamforce
[2] df2u
[2] dreamtx
[1] dataarchiva
[1] salesforce
[1] mindfulness
[1] bekind21
[1] channelkindness

Top Hashtags in Tweet in G4:
[10] trailhead
[10] seizethetrail
[8] trailmixitup
[7] trailheadquest
[4] salesforcekidsin
[4] df2u
[3] salesforce
[2] trailblazer
[2] trailblazers
[2] dreamforce

Top Hashtags in Tweet in G5:
[1] dreamforce
[1] df2u
[1] dreamtx

Top Hashtags in Tweet in G7:
[3] nonprofitsummit21
[2] trailblazercommunity
[1] marketingchats
[1] dreamforce
[1] marketing
[1] b2c
[1] salesforceohana
[1] dreamtx
[1] df2u

Top Hashtags in Tweet in G8:
[13] trailblazercommunity
[1] sfdg
[1] migrationfm

Top Hashtags in Tweet in G9:
[3] webinar
[3] dreamforce
[2] bestincloud
[2] spauldingridge
[1] saas
[1] salesforcerevenuecloud

Top Words
Top Words in Tweet in Entire Graph:
[236] dreamforce
[145] salesforce
[141] #dreamforce
[127] #salesforce
[113] #dreamtx
[101] martinhoyes
[90] #futureofwork
[86] #startups
[81] #nonprofits
[66] #csr

Top Words in Tweet in G1:
[75] dreamforce
[57] salesforce
[29] johncarney_sf
[20] 10
[14] beauche
[9] nrfbigshow
[9] more
[8] year
[8] join
[8] including

Top Words in Tweet in G2:
[115] #dreamforce
[111] #salesforce
[101] martinhoyes
[90] #dreamtx
[90] #futureofwork
[86] #startups
[81] #nonprofits
[66] #csr
[64] #startup
[64] #nonprofit

Top Words in Tweet in G3:
[46] dreamforce
[20] sessions
[19] people
[18] two
[18] 2017
[18] help
[18] company
[18] understand
[18] buy
[12] #contentmarketing

Top Words in Tweet in G4:
[12] trailhead
[10] #trailhead
[10] #seizethetrail
[10] dreamforce
[9] 2021
[8] seize
[8] trail
[8] #trailmixitup
[8] salesforce
[7] completed

Top Words in Tweet in G5:
[17] dreamforce
[17] benioff
[8] staceyabrams
[7] stevemoforce
[6] littleiglooo
[4] viveksingh_real
[4] zubinbhatt
[3] still
[3] stickers
[3] early

Top Words in Tweet in G6:
[22] ø
[21] winner
[20] group
[18] ù
[14] snitzel
[14] queen
[14] boutiquethorou1
[13] eskimo
[11] mmsnippets
[9] dreamforce

Top Words in Tweet in G7:
[7] marketingcloud
[6] dreamforce
[5] salesforce
[4] kerrytownsend
[3] miss
[3] presenting
[3] make
[3] sure
[3] submit
[3] proposal

Top Words in Tweet in G8:
[13] だれかltしてくれないかなー
[13] ω
[13] チラ
[13] #trailblazercommunity
[12] ryosuke921186

Top Words in Tweet in G9:
[12] revenue
[8] growth
[6] definitivehc
[6] definitive
[6] spaulding_ridge
[6] join
[5] last
[5] chance
[5] efficiency
[4] discover

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[61] #startup,#startups
[55] #dreamforce,#dreamtx
[52] #nonprofit,#nonprofits
[50] #startups,#csr
[50] #csr,#hr
[50] #hr,#futureofwork
[50] #futureofwork,#volunteer
[50] #volunteer,#nonprofit
[50] #nonprofits,#sdgs
[50] #sdgs,#dreamforce

Top Word Pairs in Tweet in G1:
[26] johncarney_sf,dreamforce
[25] dreamforce,salesforce
[14] beauche,johncarney_sf
[7] salesforce,dreamforce
[6] visit,salesforce
[6] mypov,looking
[6] looking,10
[6] 10,minute
[6] minute,morning
[6] morning,workout

Top Word Pairs in Tweet in G2:
[61] #startup,#startups
[55] #dreamforce,#dreamtx
[52] #nonprofit,#nonprofits
[50] #startups,#csr
[50] #csr,#hr
[50] #hr,#futureofwork
[50] #futureofwork,#volunteer
[50] #volunteer,#nonprofit
[50] #nonprofits,#sdgs
[50] #sdgs,#dreamforce

Top Word Pairs in Tweet in G3:
[18] two,sessions
[18] sessions,dreamforce
[18] dreamforce,2017
[18] 2017,help
[18] help,company
[18] company,understand
[18] understand,people
[18] people,buy
[12] buy,#contentmarketing
[6] buy,#marketing

Top Word Pairs in Tweet in G4:
[8] seize,trail
[8] trail,2021
[8] 2021,#trailmixitup
[8] salesforce,trailhead
[7] completed,seize
[7] #trailmixitup,#seizethetrail
[7] #seizethetrail,#trailheadquest
[7] #trailheadquest,#trailhead
[7] #trailhead,salesforce
[6] shaliniiigupta,completed

Top Word Pairs in Tweet in G5:
[7] stevemoforce,benioff
[5] benioff,dreamforce
[5] benioff,staceyabrams
[5] staceyabrams,dreamforce
[3] viveksingh_real,zubinbhatt
[3] benioff,early
[3] early,ask
[3] ask,staceyabrams
[3] staceyabrams,speaker
[3] speaker,dreamforce

Top Word Pairs in Tweet in G6:
[18] group,winner
[14] ø,ù
[13] eskimo,queen
[10] ù,ø
[7] threebridges1,draft
[7] ø,ø
[6] winner,arrowfieldstud
[6] arrowfieldstud,snitzel
[6] snitzel,group
[6] winner,ballymorestabls

Top Word Pairs in Tweet in G7:
[3] miss,presenting
[3] presenting,dreamforce
[3] dreamforce,make
[3] make,sure
[3] sure,submit
[3] submit,proposal
[3] proposal,#nonprofitsummit21
[3] month's,marketingcloud
[3] marketingcloud,meetup
[3] meetup,talking

Top Word Pairs in Tweet in G8:
[13] だれかltしてくれないかなー,ω
[13] ω,チラ
[13] チラ,#trailblazercommunity
[12] ryosuke921186,だれかltしてくれないかなー

Top Word Pairs in Tweet in G9:
[8] revenue,growth
[5] last,chance
[4] chance,discover
[4] discover,secrets
[4] secrets,revenue
[4] growth,efficiency
[4] efficiency,definitive
[4] definitive,healthcare
[4] healthcare,spaulding_ridge
[4] accelerate,revenue

Top Replied-To
Top Replied-To in Entire Graph:
@johncarney_sf
@exchangeseva
@stevemoforce
@rwang0
@techiezach
@jeffhughes20
@salesforce
@sbuscemi
@viveksingh_real
@skye_force

Top Replied-To in G1:
@johncarney_sf
@rwang0
@techiezach
@jeffhughes20
@salesforce
@markgyles
@dreamforce
@swbjoyce

Top Replied-To in G2:
@exchangeseva
@fwdhumanity
@bsnscnslt
@ericdresh

Top Replied-To in G4:
@skye_force
@salesforcedevs
@capdcx_sforce

Top Replied-To in G5:
@stevemoforce
@sbuscemi
@viveksingh_real
@jeanettejett
@yuvrajsinghshe4
@benioff
@yramtsfdc
@littleiglooo
@zubinbhatt

Top Replied-To in G7:
@valaafshar

Top Mentioned
Top Mentioned in Entire Graph:
@dreamforce
@martinhoyes
@salesforce
@exchangeseva
@startup_305
@benioff
@headincloudinc
@johncarney_sf
@trailhead
@fwdhumanity

Top Mentioned in G1:
@dreamforce
@salesforce
@johncarney_sf
@beauche
@nrfbigshow
@btsw_official
@benioff
@salesforceind
@rwang0
@appitekbot

Top Mentioned in G2:
@martinhoyes
@exchangeseva
@startup_305
@dreamforce
@fwdhumanity
@appadvice
@appitekbot
@salesforce
@headincloudinc
@rakeshistom

Top Mentioned in G3:
@drgarysharpe

Top Mentioned in G4:
@trailhead
@dreamforce
@salesforce
@shaliniiigupta
@dreamfor
@salesforceorg
@art_o24
@trailblazeresha
@merivisvets

Top Mentioned in G5:
@benioff
@dreamforce
@staceyabrams
@littleiglooo
@stevemoforce
@zubinbhatt
@viveksingh_real
@salesforce
@btaylor
@salesforcestu

Top Mentioned in G6:
@boutiquethorou1
@mmsnippets
@threebridges1
@arrowfieldstud
@ballymorestabls
@jtracingrwik
@cunninghamtbred
@tdnausnz
@gaiwaterhouse1
@pgsnowden

Top Mentioned in G7:
@marketingcloud
@kerrytownsend
@salesforce
@dreamforce
@rob_m_acker
@salesforcejim
@ekatobolenskaya
@trailhead
@sheforcewit
@hultforce

Top Mentioned in G8:
@ryosuke921186

Top Mentioned in G9:
@definitivehc
@spaulding_ridge
@sales
@salesforce
@revenuecloud
@sale

Top Mentioned in G10:
@rubberbandits
@applepodcasts
@jayshettyiw
@simerjeetsingh
@robinsharma
@ericthomasbtc
@leighsales
@tiffani_bova
@dreamforce

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@businessinsider
@valaafshar
@rwang0
@crwriter1
@pubnblogll
@openmarketingtv
@dictators_lover
@tigho
@orlandosentinel

Top Tweeters in G1:
@businessinsider
@rwang0
@fmfrancoise
@att
@jpiedrahita
@beauche
@salesforce
@julienbecker100
@darlakrusee
@siliconspain

Top Tweeters in G2:
@chidambara09
@microsoftrtweet
@manifattura40
@appitekbot
@teamofindore
@humanre41270855
@sdgsbot
@appadvice
@rakeshistom
@seetalabs

Top Tweeters in G3:
@crwriter1
@pubnblogll
@tigho
@mialis79
@drgarysharpe
@dogetalist
@brandgrowthhack
@sfdc_ebooks
@carolrowens
@muycomputerpro

Top Tweeters in G4:
@jeanvelonis
@trailhead
@salesforceorg
@melissahilldees
@nanahg3
@partnerforce
@capgeminina
@trailblazeresha
@salesforceadmns
@apsbvyshnav

Top Tweeters in G5:
@thechrisduarte
@benioff
@salesforcestu
@staceyabrams
@stevemoforce
@jeanettejett
@yramtsfdc
@btaylor
@jarinchu
@littleiglooo

Top Tweeters in G6:
@andrewbensley
@bonsufifi
@mmsnippets
@anz_news
@tdnausnz
@arrowfieldstud
@goodfoodgal
@gaiwaterhouse1
@sen_track
@threebridges1

Top Tweeters in G7:
@valaafshar
@pullfoxslicense
@charlieisaacs
@stefihane
@marketingcloud
@akash_sfdc
@hult_business
@kerrytownsend
@rob_m_acker
@salesforcejim

Top Tweeters in G8:
@surarin99
@a_kuratani
@suyaman_jp
@nmin000
@endou_kanako
@onigiri36721865
@surounin
@furu_show
@musasabisjag
@yuka_23_www

Top Tweeters in G9:
@revenuecloud
@michelleliro
@definitivehc
@justinsteinman
@ben_wallace
@sales
@allastairmeffen
@alannamoriarty
@spaulding_ridge
@sale

Top Tweeters in G10:
@jayshettyiw
@rubberbandits
@robinsharma
@ericthomasbtc
@tiffani_bova
@leighsales
@applepodcasts
@simerjeetsingh
@satyam61334582


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