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dreamforce_2017-01-06_19-20-00.xlsx
dreamforce_2017-01-06_19-20-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 07, 2017
Short Description:
dreamforce via NodeXL http://bit.ly/2i0I9Ge
@dreamforce
@darylshaber
@hecastanedaf
@juanblanco76
@nitinsfdc
@zacharyjeans
@jiasupernova

Description:
Description
The graph represents a network of 607 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, 07 January 2017 at 03:20 UTC.

The requested start date was Saturday, 07 January 2017 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 13-day, 14-hour, 21-minute period from Saturday, 24 December 2016 at 02:52 UTC to Friday, 06 January 2017 at 17:13 UTC.

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 : 607
Unique Edges : 822
Edges With Duplicates : 345
Total Edges : 1167
Self-Loops : 265
Reciprocated Vertex Pair Ratio : 0.0341655716162943
Reciprocated Edge Ratio : 0.0660736975857687
Connected Components : 144
Single-Vertex Connected Components : 101
Maximum Vertices in a Connected Component : 372
Maximum Edges in a Connected Component : 906
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.304998
Graph Density : 0.00213950554857792
Modularity : 0.570373
NodeXL Version : 1.0.1.366

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[90] http://www.inc.com/john-white/heres-what-a-jedi-master-at-dreamforce-taught-me-about-using-analytics-as-a-forc.html
[17] http://r.socialstudio.radian6.com/8c110267-1889-41e2-b4c3-b285b757c734
[15] https://www.youtube.com/watch?v=-gsgkkRaZv0&feature=youtu.be
[13] http://www.mostlycloud.com/blog/featuring-on-dreamforce-diaries
[13] http://www.huffingtonpost.com/entry/heres-what-this-top-data-scientist-at-dreamforce-taught_us_580448b0e4b0985f6d1573c1?ncid=engmodushpmg00000004
[12] http://co-opcloud.io/the-yellow-brick-road-to-dreamforce/
[8] https://www.eventbrite.com/blog/largest-tech-conference-lessons-ds00/?utm_source=twitter&utm_campaign=2016q4repurposed&utm_medium=sm&utm_content=Owned
[8] http://abualzait.com/dreamforce-2016-seeking-optimus-prime-practical-vision-practical-reality/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[8] https://cloudcoop.io/wp-content/uploads/2016/10/Dreamforce-2016-Survey-Results.pdf?utm_medium=social&utm_campaign=postplanner&utm_source=twitter.com
[7] https://sonam13blog.wordpress.com/2017/01/04/build-a-suggestion-box-app-with-lightning-components/

Top URLs in Tweet in G1:
[16] http://r.socialstudio.radian6.com/8c110267-1889-41e2-b4c3-b285b757c734
[8] http://abualzait.com/dreamforce-2016-seeking-optimus-prime-practical-vision-practical-reality/?utm_source=ReviveOldPost&utm_medium=social&utm_campaign=ReviveOldPost
[7] http://r.socialstudio.radian6.com/08bb9d3b-ebe2-4b1a-9d3f-10039f50b713
[6] https://sonam13blog.wordpress.com/2017/01/04/build-a-suggestion-box-app-with-lightning-components/
[6] https://twitter.com/louiselockie/status/815903039928287232
[6] https://www.meetup.com/Pune-Salesforce-Developer-User-Group/events/236428921/i3/socialmedia/
[6] https://www.youtube.com/watch?v=xu-Psk1rPi8&feature=youtu.be&utm_content=bufferc6d6c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://www.linkedin.com/pulse/turning-passion-technology-experience-bruno-fonzi
[5] http://salesstaff.stfi.re/blog/10-ways-to-pre-market-for-dreamforce-or-any-other-conference-for-that-matter/?sf=gowrrgz
[4] https://www.snapchat.com/add/dreamforce

Top URLs in Tweet in G2:
[15] https://www.youtube.com/watch?v=-gsgkkRaZv0&feature=youtu.be
[8] https://cloudcoop.io/wp-content/uploads/2016/10/Dreamforce-2016-Survey-Results.pdf?utm_medium=social&utm_campaign=postplanner&utm_source=twitter.com
[4] http://www.itmedia.co.jp/enterprise/articles/1109/05/news012.html
[2] http://www.callboxinc.com/callbox-news-and-updates/list-of-software-companies-on-dreamforce-2016/
[2] http://www.salesforce.com/events/
[2] https://twitter.com/Dreamforce/status/817094595888746496
[1] https://www.linkedin.com/slink?code=eN9garm
[1] https://www.owler.com/reports/tech2resources/our-tech2-year-in-review--growth--dreamforce-and-m/1482498603377?utm_source=twitter&utm_medium=social&utm_campaign=sectorNews_BusinessSupportServices
[1] https://twitter.com/dreamforce/status/812432618948034560
[1] http://feedproxy.google.com/~r/blogs/RtdE/~3/u2yvRPQEUBo/dreamforce-takeaways-for-marketers.html

Top URLs in Tweet in G3:
[87] http://www.inc.com/john-white/heres-what-a-jedi-master-at-dreamforce-taught-me-about-using-analytics-as-a-forc.html
[11] http://www.huffingtonpost.com/entry/heres-what-this-top-data-scientist-at-dreamforce-taught_us_580448b0e4b0985f6d1573c1?ncid=engmodushpmg00000004
[1] https://www.youtube.com/watch?v=5Itw8v0w37o&feature=share
[1] http://www.inc.com/john-white/heres-what-a-jedi-master-at-dreamforce-taught-me-about-using-analytics-as-a-forc.html?utm_content=buffer347b7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/juanblanco76/status/814576964946235392/photo/1?utm_content=buffer936d7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G4:
[2] https://twitter.com/madankhichi/status/817320152152711168
[2] http://co-opcloud.io/the-yellow-brick-road-to-dreamforce/
[2] http://www.mostlycloud.com/blog/featuring-on-dreamforce-diaries
[2] https://www.salesforce.com/blog/2016/12/quotes-dreamforce-16-keynote.html
[2] https://www.salesforce.com/uk/blog/2016/12/top-7-dreamforce-customer-stories-for-travel-and-logistics.html
[2] https://www.youtube.com/watch?v=rlLMZTScQCU
[2] https://www.salesforce.com/blog/2016/12/quotes-dreamforce-16-keynote.html?utm_content=buffere68b7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://r.socialstudio.radian6.com/b4ac1ce3-980c-46e9-804d-baeb40613de7
[1] https://sonam13blog.wordpress.com/2017/01/04/build-a-suggestion-box-app-with-lightning-components/
[1] https://twitter.com/i/web/status/817212389267480576

Top URLs in Tweet in G5:
[11] http://www.mostlycloud.com/blog/featuring-on-dreamforce-diaries
[4] https://medium.com/@SalesforceAli/dreamforce-16-recap-ali-waheed-6f441d9f567
[3] https://nitinguptasalesforce.wordpress.com/2016/11/27/dreamforce-diaries-2/
[2] https://www.snapchat.com/add/dreamforce
[2] https://chriswhitehead.net/2016/12/23/post-dreamforce-16/
[1] https://twitter.com/i/web/status/817369235655688193
[1] https://twitter.com/i/web/status/813445509033693184
[1] https://twitter.com/i/web/status/813890999974068224
[1] https://twitter.com/i/web/status/814853737487405057
[1] https://www.linkedin.com/slink?code=fWBEUWw

Top URLs in Tweet in G6:
[10] http://co-opcloud.io/the-yellow-brick-road-to-dreamforce/
[5] https://cloudcoop.io/dreamforce-top-10
[1] http://paper.li/radnip/1339013012?edition_id=6f43e210-ccdc-11e6-a091-002590a5ba2d
[1] https://twitter.com/bchesky/status/813457689439338496
[1] https://airbnbopen.com/
[1] http://www.forbes.com/sites/alexkonrad/2016/08/24/nonstop-benioff-inside-the-audacious-plan-to-disrupt-salesforce-and-the-world/4/#d5ab8843fc05

Top URLs in Tweet in G7:
[2] http://www.cloudcraze.com/watch-the-dreamforce-2016-sessions/

Top URLs in Tweet in G8:
[1] https://twitter.com/i/web/status/812631268055580673

Top URLs in Tweet in G10:
[8] https://www.eventbrite.com/blog/largest-tech-conference-lessons-ds00/?utm_source=twitter&utm_campaign=2016q4repurposed&utm_medium=sm&utm_content=Owned
[1] https://twitter.com/i/web/status/816421109033828352

Top Domains
Top Domains in Tweet in Entire Graph:
[91] inc.com
[58] twitter.com
[56] radian6.com
[36] youtube.com
[30] stfi.re
[18] eventbrite.com
[16] paper.li
[16] salesforce.com
[15] linkedin.com
[14] salesstaff.com

Top Domains in Tweet in G1:
[38] radian6.com
[27] stfi.re
[13] twitter.com
[13] paper.li
[9] youtube.com
[8] abualzait.com
[6] wordpress.com
[6] calliduscloud.com
[6] meetup.com
[5] linkedin.com

Top Domains in Tweet in G2:
[18] youtube.com
[13] twitter.com
[11] dy.si
[11] salesstaff.com
[8] linkedin.com
[8] cloudcoop.io
[5] salesforce.com
[5] co.jp
[5] nerdforce.co
[4] soco.space

Top Domains in Tweet in G3:
[88] inc.com
[11] huffingtonpost.com
[1] youtube.com
[1] twitter.com

Top Domains in Tweet in G4:
[13] radian6.com
[8] twitter.com
[8] salesforce.com
[3] youtube.com
[2] co-opcloud.io
[2] mostlycloud.com
[1] wordpress.com
[1] communitypartners.org
[1] medium.com
[1] snapchat.com

Top Domains in Tweet in G5:
[11] mostlycloud.com
[8] twitter.com
[5] medium.com
[4] radian6.com
[3] wordpress.com
[2] snapchat.com
[2] linkedin.com
[2] chriswhitehead.net
[1] meetup.com

Top Domains in Tweet in G6:
[10] co-opcloud.io
[5] cloudcoop.io
[1] paper.li
[1] twitter.com
[1] airbnbopen.com
[1] forbes.com

Top Domains in Tweet in G7:
[2] cloudcraze.com

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

Top Domains in Tweet in G10:
[8] eventbrite.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[93] bigdata
[91] startup
[79] dreamforce
[73] df16
[46] salesforce
[19] nrf17
[18] marketing
[18] dreamforcediaries
[16] youtube
[14] df15



Top Hashtags in Tweet in G1:
[17] nrf17
[17] df16
[17] dreamforce
[11] df15
[9] mascotsaturday
[8] breakingnews
[8] zdnet
[6] salesforcetour
[6] salesmanagement
[6] developers

Top Hashtags in Tweet in G2:
[18] dreamforce
[16] youtube
[13] marketing
[9] salesforce
[5] salesforcecast
[4] sms
[4] mobile
[3] df16
[2] event
[2] zuora

Top Hashtags in Tweet in G3:
[88] bigdata
[88] startup

Top Hashtags in Tweet in G4:
[27] df16
[8] salesforce
[7] lightning
[6] sfdgblr
[6] api
[6] dreamforce
[5] event
[3] df17
[3] ohana
[2] smb

Top Hashtags in Tweet in G5:
[16] dreamforcediaries
[15] df16
[8] salesforce
[4] dreamforce
[3] lightning
[3] wit
[2] df17
[2] api
[2] salesforcetour
[2] community

Top Hashtags in Tweet in G6:
[10] salesforce
[10] smb
[10] startups
[5] dreamforce
[2] df15
[2] df16
[1] veterans
[1] keynote
[1] connectedcustomer
[1] localgov

Top Hashtags in Tweet in G7:
[2] df16
[1] dreamforce
[1] commerceonsalesforce
[1] itleadership
[1] ecommerce
[1] sfdc

Top Hashtags in Tweet in G8:
[1] hail2kingcharles
[1] lafayette
[1] hissaissacreshad
[1] 911moragaroad
[1] falsafi
[1] persons

Top Hashtags in Tweet in G10:
[10] dreamforce

Top Words
Top Words in Tweet in Entire Graph:
[332] Words in Sentiment List#1: Positive
[102] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[9910] Non-categorized Words
[10344] Total Words
[543] dreamforce
[146] salesforce
[101] companies
[96] view
[93] bigdata

Top Words in Tweet in G1:
[194] dreamforce
[31] 2016
[24] retail
[24] df16
[23] sales
[22] miss
[22] 10
[19] 4
[17] nrf17
[17] salesforce

Top Words in Tweet in G2:
[122] dreamforce
[20] salesforce
[18] 10
[17] huffington
[17] 2016
[16] eckhart
[16] tolle
[16] arianna
[16] reimagine
[16] everything

Top Words in Tweet in G3:
[89] analytics
[88] companies
[88] disrupting
[88] industry
[88] view
[88] bigdata
[88] startup
[41] https
[35] juanblanco76
[24] data

Top Words in Tweet in G4:
[65] dreamforce
[63] salesforce
[28] df16
[25] salesforcedevs
[16] new
[14] 2016
[13] session
[9] learn
[9] 16
[8] sfdgblr

Top Words in Tweet in G5:
[52] dreamforce
[16] df16
[16] dreamforcediaries
[14] laurentouyet
[11] 16
[11] salesforce
[10] atul31gupta
[10] https
[10] here
[9] nitinsfdc

Top Words in Tweet in G6:
[19] dreamforce
[12] benioff
[11] salesforce
[10] smb
[10] startups
[8] wizard
[6] see
[5] 10
[5] bchesky
[4] take

Top Words in Tweet in G7:
[3] dreamforce
[3] appexchange
[2] adam17amo
[2] jiasupernova
[2] watch
[2] df16

Top Words in Tweet in G8:
[2] dreamforce
[2] oracle
[2] realdonaldtrump

Top Words in Tweet in G9:
[8] simple
[8] advice
[8] sell
[8] better
[8] big
[8] companies
[8] eugenekim22
[8] bi_enterprise
[4] meyer_law
[4] pitching

Top Words in Tweet in G10:
[10] learn
[10] dreamforce
[8] eventbrite
[8] don
[8] t
[8] underestimate
[8] social
[8] aspect
[8] event
[2] treat

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[91] companies,disrupting
[91] disrupting,industry
[91] industry,view
[91] view,analytics
[91] analytics,bigdata
[91] bigdata,startup
[56] dreamforce,2016
[41] startup,https
[35] dreamforce,16
[25] dreamforce,conference

Top Word Pairs in Tweet in G1:
[25] dreamforce,2016
[16] 4,unbelievable
[16] unbelievable,retail
[16] retail,experiences
[16] experiences,t
[16] t,miss
[16] miss,nrf17
[16] nrf17,party
[15] dreamforce,4
[12] 10,ways

Top Word Pairs in Tweet in G2:
[16] eckhart,tolle
[16] tolle,arianna
[16] arianna,huffington
[16] huffington,reimagine
[16] reimagine,everything
[16] everything,dreamforce
[16] dreamforce,youtube
[13] dreamforce,2016
[11] 10,ways
[11] ways,pre

Top Word Pairs in Tweet in G3:
[88] companies,disrupting
[88] disrupting,industry
[88] industry,view
[88] view,analytics
[88] analytics,bigdata
[88] bigdata,startup
[41] startup,https
[23] juanblanco76,companies
[19] linkedinblogs,companies
[16] socialmktgsltns,companies

Top Word Pairs in Tweet in G4:
[9] dreamforce,16
[7] df16,session
[7] quotes,dreamforce
[7] dreamforce,2016
[6] need,keep
[6] keep,up
[6] up,date
[6] date,developing
[6] developing,lightning
[6] lightning,learn

Top Word Pairs in Tweet in G5:
[11] dreamforce,16
[9] check,out
[8] 16,recap
[8] out,awesomeness
[8] awesomeness,df16
[8] df16,dreamforcediaries
[8] dreamforcediaries,laurentouyet
[8] laurentouyet,salesforce
[7] atul31gupta,check
[7] salesforce,https

Top Word Pairs in Tweet in G6:
[10] salesforce,smb
[10] smb,startups
[6] dreamforce,salesforce
[6] benioff,dreamforce
[5] see,wizard
[4] oz,benioff
[4] benioff,salesforce
[4] haha,called
[4] called,fans
[4] fans,bchesky

Top Word Pairs in Tweet in G9:
[8] advice,sell
[8] sell,better
[8] better,big
[8] big,companies
[8] companies,eugenekim22
[8] eugenekim22,bi_enterprise
[4] meyer_law,simple
[4] simple,pitching
[4] pitching,advice
[4] bi_enterprise,start

Top Word Pairs in Tweet in G10:
[10] learn,dreamforce
[8] don,t
[8] t,underestimate
[8] underestimate,social
[8] social,aspect
[8] aspect,event
[8] event,learn
[7] eventbrite,don
[2] treat,customers
[2] customers,right

Top Replied-To
Top Replied-To in Entire Graph:
@salesforce
@salesforceamy
@reidcarlberg
@ericdresh
@sofmata
@downtownmatt
@thesafinhold
@swbjoyce
@leylaseka
@benmacgowan

Top Replied-To in G1:
@benmacgowan
@tyoshikawa1106
@simplysfdc
@salesforceamy
@cherfeldman
@jenwlee
@dreamforce
@melindagates

Top Replied-To in G4:
@salesforce
@thesafinhold
@msweezey
@teedubya

Top Replied-To in G5:
@salesforceamy
@ericdresh
@reidcarlberg
@swbjoyce
@leylaseka
@atul31gupta
@crmsalesgem
@laurentouyet
@steph_herrera_
@beccafontanilla

Top Replied-To in G6:
@bchesky
@thomaspower

Top Replied-To in G7:
@jsonsalesforce
@jiasupernova
@thechrisduarte

Top Mentioned
Top Mentioned in Entire Graph:
@dreamforce
@salesforce
@juanblanco76
@salesforcedevs
@linkedinblogs
@socialmktgsltns
@laurentouyet
@benioff
@atul31gupta
@salesforceali

Top Mentioned in G1:
@dreamforce
@sonamraju14
@brunofonzi
@topohq
@shashforce
@rajdeepdua
@gabevillamizar
@leveleleven
@kerrytownsend

Top Mentioned in G3:
@juanblanco76
@linkedinblogs
@socialmktgsltns
@lindaregber
@pubnblogll
@ramonmignacio

Top Mentioned in G4:
@dreamforce
@salesforce
@salesforcedevs
@pchittum
@mdelurgio
@gv_force
@msweezey
@socialtables
@john_bruno
@teedubya

Top Mentioned in G5:
@dreamforce
@laurentouyet
@nitinsfdc
@zacharyjeans
@atul31gupta
@salesforcestu
@cwhitehead09
@salesforceali
@salesforceamy
@charlieisaacs

Top Mentioned in G6:
@benioff
@dreamforce
@co_opcloud
@bchesky
@thomaspower
@cloudespanol
@dbohrisch
@salesforce
@vetforce
@dreamfor

Top Mentioned in G7:
@appexchange
@adam17amo
@zacharyjeans
@jenwlee
@salesforcestu
@danieljpeter
@tgarciab
@billpowell__c
@jheritagesfdc
@jiasupernova

Top Mentioned in G8:
@dreamforce
@oracle
@realdonaldtrump
@amazon
@bluewolf
@wellsfargo
@disney
@gw27

Top Mentioned in G9:
@bi_enterprise
@meyer_law
@tricia_meyer

Top Mentioned in G10:
@eventbrite

Top Tweeters
Top Tweeters in Entire Graph:
@setting4success
@appitysnacks
@business_supser
@marshacollier
@itknowingness
@raymondbrown__
@tigho
@shadowinkpress
@ottlegalrebels
@thomaspower

Top Tweeters in G1:
@darylshaber
@mabualzait
@studentforce
@_steve3_
@socialhelp
@myraindropsaff
@socialsensi
@sellingtools
@kevinsuttle
@b2bsales

Top Tweeters in G2:
@setting4success
@business_supser
@raymondbrown__
@tadsan
@holgermu
@jobfindlyind
@strategysmedia
@systemssoftwa10
@smm_uk
@rautsan

Top Tweeters in G3:
@itknowingness
@ottlegalrebels
@7wdata
@nancyrubin
@cjiqbal
@danielslater811
@binaryloom
@juanblanco76
@infomuhammad_my
@andreatabler

Top Tweeters in G4:
@shadowinkpress
@salesforce
@teedubya
@reginawalton
@eventprofsrun
@partytables
@julienbecker100
@socialtables
@pardot
@aryakanetworks

Top Tweeters in G5:
@zacharyjeans
@charlieisaacs
@action81
@fcathala
@alanlepo
@reidcarlberg
@kavindrapatel
@dhinchcliffe
@atul31gupta
@ericdresh

Top Tweeters in G6:
@appitysnacks
@thomaspower
@forbes
@alexrkonrad
@radnip
@benioff
@co_opcloud
@rajanand
@yoshikiofficial
@kiley_doll

Top Tweeters in G7:
@thechrisduarte
@insidesales
@xactly
@owtdoorguy
@zilliant
@jsonsalesforce
@appexchange
@adam17amo
@springcm
@tgarciab

Top Tweeters in G8:
@realdonaldtrump
@amazon
@bluewolf
@therock
@jennhanin
@oracle
@wellsfargo
@walidphares
@disney
@stephenathome

Top Tweeters in G9:
@aleenmathews
@smmwilliamgroom
@michael_jacobe
@fanchicagobears
@captainmcronk
@baconfankristi
@themedlockss
@galdinus_gomes
@bi_enterprise
@tricia_meyer

Top Tweeters in G10:
@dwayneolds67
@microspecialist
@eventbrite
@jbcarlsonsays
@motherwestwind
@paultwinkler
@hypetrader334
@yo_gaba_gaba99
@detailzbyme