The graph represents a network of 1,211 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, 05 June 2021 at 19:56 UTC.
The requested start date was Saturday, 05 June 2021 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, 23-hour, 14-minute period from Saturday, 22 May 2021 at 00:27 UTC to Friday, 04 June 2021 at 23:41 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
Vertices : 1211
Unique Edges : 1229
Edges With Duplicates : 1972
Total Edges : 3201
Number of Edge Types : 5
Mentions : 646
Retweet : 733
MentionsInRetweet : 1250
Tweet : 452
Replies to : 120
Self-Loops : 473
Reciprocated Vertex Pair Ratio : 0.02460024600246
Reciprocated Edge Ratio : 0.0480192076830732
Connected Components : 337
Single-Vertex Connected Components : 290
Maximum Vertices in a Connected Component : 773
Maximum Edges in a Connected Component : 2660
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.965772
Graph Density : 0.00113696077963025
Modularity : 0.396681
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 1,211 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, 05 June 2021 at 19:56 UTC.
The requested start date was Saturday, 05 June 2021 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, 23-hour, 14-minute period from Saturday, 22 May 2021 at 00:27 UTC to Friday, 04 June 2021 at 23:41 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 URLs in Tweet in Entire Graph:
[218] http://www.salesforce.com/dreamforce/DF13/ [113] https://www.sfchronicle.com/business/article/Dreamforce-is-coming-back-to-S-F-with-a-16208549.php [32] https://www.cnbc.com/video/2021/05/27/salesforce-plans-to-hold-dreamforce-conference-in-person-in-2021.html [19] https://www.salesforce.com/connections/english-ubk/?utm_source=Twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=01-other,02-amer,03-salesforce_anywhere,04-cnx,04-customer360,05-activate,06-eq_no,07-event_yes,08-link_yes,09-original_yes,10-gated_yes,11-event_reg_page,12-before_other,13-employee_yes,14-trailblazer_yes,15-celeb_no,17-customer_brand_yes [19] https://www.cnbc.com/2021/05/27/salesforces-dreamforce-conference-to-be-held-in-person-in-2021.html [17] https://www.salesforce.com/news/press-releases/2021/05/27/dreamforce-2021-announcement/ [15] https://twitter.com/salesforce/status/1398039421492948992 [14] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy [13] https://www.salesforce.com/dreamforce/ [12] https://www.sfchronicle.com/business/article/Dreamforce-is-coming-back-to-S-F-with-a-16208549.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral Top URLs in Tweet in G1:
[31] http://www.salesforce.com/dreamforce/DF13/ [28] https://www.sfchronicle.com/business/article/Dreamforce-is-coming-back-to-S-F-with-a-16208549.php [16] https://www.salesforce.com/connections/english-ubk/?utm_source=Twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=01-other,02-amer,03-salesforce_anywhere,04-cnx,04-customer360,05-activate,06-eq_no,07-event_yes,08-link_yes,09-original_yes,10-gated_yes,11-event_reg_page,12-before_other,13-employee_yes,14-trailblazer_yes,15-celeb_no,17-customer_brand_yes [14] https://www.salesforce.com/news/press-releases/2021/05/27/dreamforce-2021-announcement/ [10] https://www.cnbc.com/2021/05/27/salesforces-dreamforce-conference-to-be-held-in-person-in-2021.html [6] https://www.sfchronicle.com/business/article/Dreamforce-is-coming-back-to-S-F-with-a-16208549.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral [3] https://twitter.com/i/events/1392543253342294017 [3] https://www.cnbc.com/video/2021/05/27/salesforce-plans-to-hold-dreamforce-conference-in-person-in-2021.html [3] https://twitter.com/salesforce/status/1398039421492948992 [2] https://twitter.com/i/events/1243613006287605760 Top URLs in Tweet in G2:
[157] http://www.salesforce.com/dreamforce/DF13/ [14] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy [9] https://www.sfchronicle.com/business/article/Dreamforce-is-coming-back-to-S-F-with-a-16208549.php [5] https://www.cnbc.com/2021/05/27/salesforces-dreamforce-conference-to-be-held-in-person-in-2021.html [4] https://googlenewspost.com/ [3] https://www.stck.pro/news/CRM [3] https://www.cnbc.com/video/2021/05/27/salesforce-plans-to-hold-dreamforce-conference-in-person-in-2021.html?__source=sharebar|twitter&par=sharebar [3] https://www.cnbc.com/2021/05/27/salesforces-dreamforce-conference-to-be-held-in-person-in-2021.html?__source=sharebar|twitter&par=sharebar [3] https://www.cnbc.com/video/2021/05/27/salesforce-plans-to-hold-dreamforce-conference-in-person-in-2021.html [3] https://twitter.com/salesforce/status/1398039421492948992 Top URLs in Tweet in G3:
[66] https://www.sfchronicle.com/business/article/Dreamforce-is-coming-back-to-S-F-with-a-16208549.php [22] https://www.cnbc.com/video/2021/05/27/salesforce-plans-to-hold-dreamforce-conference-in-person-in-2021.html [9] https://r.socialstudio.radian6.com/dd8ab295-0559-44cc-99b7-dcf76945d469 [7] http://www.salesforce.com/dreamforce/DF13/ [5] https://www.cnbc.com/2021/05/27/salesforces-dreamforce-conference-to-be-held-in-person-in-2021.html?utm_content=MadMoney&utm_medium=Social&utm_source=Twitter#Echobox=1622165546 [3] https://www.sfchronicle.com/business/article/Dreamforce-is-coming-back-to-S-F-with-a-16208549.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral [3] https://www.salesforce.com/dreamforce/ [2] https://developer.salesforce.com/blogs/developer-relations/2011/05/the-readmetxt-on-the-developer-experience-at-dreamforce-2011.html [2] https://www.cnbc.com/2021/05/27/salesforces-dreamforce-conference-to-be-held-in-person-in-2021.html [1] https://www.salesforce.com/news/press-releases/2021/05/27/dreamforce-2021-announcement/ Top URLs in Tweet in G4:
[6] http://www.salesforce.com/dreamforce/DF13/ [4] https://twitter.com/salesforce/status/1398039421492948992 [3] https://r.socialstudio.radian6.com/07fde185-eef5-4944-97c1-5d38655c8612 [3] https://www.salesforce.com/connections/english-ubk/?utm_source=Twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=01-other,02-amer,03-salesforce_anywhere,04-cnx,04-customer360,05-activate,06-eq_no,07-event_yes,08-link_yes,09-original_yes,10-gated_yes,11-event_reg_page,12-before_other,13-employee_yes,14-trailblazer_yes,15-celeb_no,17-customer_brand_yes [3] https://www.salesforce.com/dreamforce/ [3] https://www.sfchronicle.com/business/article/Dreamforce-is-coming-back-to-S-F-with-a-16208549.php [2] https://twitter.com/i/events/1243613006287605760 [2] https://twitter.com/salesforce/status/1400844899403145223 [2] https://www.salesforce.com/form/event/leading-through-change-evergreen/?d=7013y000002YwVIAA0 [2] https://channeldrive.in/salesforce-unveils-new-digital-360-innovations/ Top URLs in Tweet in G5:
[2] https://parkvalleyranchdogrescue.weebly.com/help-for-shyanne.html [1] http://tweet.it [1] https://twitter.com/Dreamforce/status/1399440579147227141 [1] https://twitter.com/salesforce/status/1392147199631380480 [1] https://twitter.com/tivo/status/1397784268764368896 [1] http://do.it [1] http://Touch.me [1] https://brief.me/ [1] http://www.pilot.it/ [1] https://twitter.com/americanexpress/status/1397892850688331781 Top URLs in Tweet in G6:
[8] https://www.sevaxapp.com/ [4] https://twitter.com/FwdHumanity/status/1364622864255619074 [2] https://www.sfchronicle.com/business/article/Dreamforce-is-coming-back-to-S-F-with-a-16208549.php [2] https://twitter.com/martinhoyes/status/1400515558198562816 [2] https://twitter.com/StaciaGarr/status/1400544542139551752 [1] https://twitter.com/FwdHumanity/status/1347645532760494082 [1] https://twitter.com/martinhoyes/status/1400942039605284868 [1] http://www.305startup.net/startups-solving-covid-19-related-problems/ [1] https://sevaxapp.com/ [1] https://twitter.com/ExchangeSeva/status/1341494195446370305 Top URLs in Tweet in G7:
[10] https://www.cnbc.com/2021/05/27/salesforce-crm-earnings-q1-2022.html?utm_content=Main&utm_medium=Social&utm_source=Twitter#Echobox=1622151168 [6] https://www.cnbc.com/2021/05/27/salesforces-dreamforce-conference-to-be-held-in-person-in-2021.html?utm_term=Autofeed&utm_medium=Social&utm_content=Main&utm_source=Twitter#Echobox=1622155796 [1] https://www.cnbc.com/2021/05/27/salesforce-crm-earnings-q1-2022.html?__source=iosappshare%7Ccom.apple.UIKit.activity.PostToTwitter Top URLs in Tweet in G8:
[3] http://www.salesforce.com/dreamforce/DF13/ [2] https://www.sfchronicle.com/business/article/Dreamforce-is-coming-back-to-S-F-with-a-16208549.php [1] https://www.cnbc.com/video/2021/05/27/salesforce-plans-to-hold-dreamforce-conference-in-person-in-2021.html [1] https://r.socialstudio.radian6.com/dd8ab295-0559-44cc-99b7-dcf76945d469 Top URLs in Tweet in G9:
[1] https://guncelkal.net/2021/05/29/partners-say-the-return-of-salesforces-dreamforce-conference-is-the-perfect-chance-to-reinvent-how-the-mega-event-can-help-them-win-more-customer-deals-crm/ [1] https://www.businessinsider.com/salesforce-hybrid-dreamforce-ecosystem-analysts-partners-say-2021-5?utm_source=dlvr.it&utm_medium=twitter [1] https://www.tectutor.cf/ [1] https://www.youtube.com/watch?v=7Kq40yBhC3g&feature=youtu.be [1] https://www.businessinsider.com/salesforce-hybrid-dreamforce-ecosystem-analysts-partners-say-2021-5 Top URLs in Tweet in G10:
[4] http://www.salesforce.com/dreamforce/DF13/ [3] https://twitter.com/salesforce/status/1398039421492948992 [2] https://www.cnbc.com/video/2021/05/27/salesforce-plans-to-hold-dreamforce-conference-in-person-in-2021.html [1] https://www.salesforce.com/news/press-releases/2021/05/27/dreamforce-2021-announcement/?bc=OTH&&__twitter_impression=true Top Domains
Top Word Pairs in Tweet in Entire Graph:
[384] first,global [348] global,dreamforce [286] inspirational,person [283] dreamforce,inspirational [278] innovative,digital [277] person,experiences [275] experiences,plus [275] plus,innovative [274] digital,ones [187] ones,going Top Word Pairs in Tweet in G1:
[126] first,global [104] global,dreamforce [85] salesforce,dreamforce [82] around,world [80] 1st,global [80] global,salesforce [80] dreamforce,join [80] join,trailblazers [80] trailblazers,together [80] together,around Top Word Pairs in Tweet in G2:
[171] first,global [169] global,dreamforce [157] going,epic [157] reunion,done [157] done,safety [157] safety,mind [155] inspirational,person [155] person,experiences [155] experiences,plus [155] plus,innovative Top Word Pairs in Tweet in G3:
[65] happening,dreamforce [65] dreamforce,co [65] co,7vmp975nwv [55] benioff,happening [32] madmoneyoncnbc,jimcramer [27] comes,dreamforce [27] dreamforce,2021 [27] 2021,person [27] person,announcements [27] announcements,today Top Word Pairs in Tweet in G4:
[15] salesforce,dreamforce [13] first,global [10] global,dreamforce [10] dreamforce,join [8] staceygcogswell,dreamforce [8] dreamforce,cherfeldman [7] learn,marketing [7] marketing,program [7] program,active [7] active,summer Top Word Pairs in Tweet in G5:
[4] salesforce,dreamforce [2] need,break [2] global,dreamforce [2] more,give [2] give,second [2] second,applesupport [2] applesupport,twittersupport [2] twittersupport,give [2] give,couple [2] couple,minutes Top Word Pairs in Tweet in G6:
[17] #startup,#startups [16] #startups,#csr [16] #csr,#hr [16] #hr,#futureofwork [16] #futureofwork,#volunteer [16] #volunteer,#nonprofit [16] #nonprofit,#nonprofits [16] #nonprofits,#sdgs [16] #sdgs,#dreamforce [13] martinhoyes,#startup Top Word Pairs in Tweet in G7:
[10] salesforce,require [10] require,dreamforce [10] dreamforce,attendees [10] attendees,vaccinated [10] vaccinated,against [10] against,covid [10] covid,benioff [9] cnbc,salesforce [7] dreamforce,conference [6] salesforce's,signature Top Word Pairs in Tweet in G8:
[14] best,first [14] first,quarter [14] quarter,revenue [14] revenue,margin [14] margin,cash [14] cash,flow [14] flow,vastly [14] vastly,exceeded [13] exceeded,expectations [13] parkerharris,best Top Word Pairs in Tweet in G9:
[19] partners,return [19] dreamforce,conference [19] conference,perfect [19] perfect,chance [19] chance,reinvent [19] reinvent,mega [19] mega,event [17] return,salesforce's [17] salesforce's,dreamforce [11] event,canâ Top Word Pairs in Tweet in G10:
[9] first,global [6] person,experiences [6] experiences,plus [6] plus,innovative [6] innovative,digital [5] good,news [5] news,keeps [5] keeps,rolling [5] rolling,today [5] today,dreamforce Top Replied-To in Entire Graph:
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Top Tweeters in Entire Graph:
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