The graph represents a network of 3,792 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, 18 September 2021 at 19:59 UTC.
The requested start date was Saturday, 18 September 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, 35-minute period from Saturday, 04 September 2021 at 00:03 UTC to Friday, 17 September 2021 at 23:38 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 : 3792
Unique Edges : 3526
Edges With Duplicates : 9980
Total Edges : 13506
Number of Edge Types : 5
Retweet : 3762
MentionsInRetweet : 4882
Replies to : 852
Mentions : 2690
Tweet : 1320
Self-Loops : 1382
Reciprocated Vertex Pair Ratio : 0.0771259063941991
Reciprocated Edge Ratio : 0.143206854345165
Connected Components : 422
Single-Vertex Connected Components : 346
Maximum Vertices in a Connected Component : 3189
Maximum Edges in a Connected Component : 12539
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.91057
Graph Density : 0.000454663332097896
Modularity : 0.333128
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,792 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, 18 September 2021 at 19:59 UTC.
The requested start date was Saturday, 18 September 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, 35-minute period from Saturday, 04 September 2021 at 00:03 UTC to Friday, 17 September 2021 at 23:38 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:
[120] https://www.salesforce.com/dreamforce/ [44] https://www.salesforce.com/dreamforce/episodes/ [43] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=01-gif,02-amer,03-digital_360,04-dreamforce,05-activate,06-eq_no,07-event_yes,08-link_yes,09-original_yes,10-gated_yes,11-event_reg_page,12-event_n/a,13-employee_no,14-trailblazer_no,15-celeb_no,16-customer_exec_no,17-customer_brand_no [34] https://www.salesforce.com/dreamforce/schedule/ [33] https://www.salesforce.com/dreamforce/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=marketers [33] http://www.salesforce.com/dreamforce/DF13/ [32] https://app.brazenconnect.com/events/NBvEdUQ [26] https://clicktotweet.com/V1OAy+ [25] http://www.salesforce.com/dreamforce/ [24] https://www.salesforce.com/dreamforce/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=c360_channel Top URLs in Tweet in G1:
[5] https://r.socialstudio.radian6.com/24214cdd-7c45-433a-9fcb-9518588d1723 [4] https://www.salesforce.com/dreamforce/ [3] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=01-gif,02-amer,03-digital_360,04-dreamforce,05-activate,06-eq_no,07-event_yes,08-link_yes,09-original_yes,10-gated_yes,11-event_reg_page,12-event_n/a,13-employee_no,14-trailblazer_no,15-celeb_no,16-customer_exec_no,17-customer_brand_no [3] https://www.salesforce.com/blog/dreamforce-for-marketers/?utm_source=Twitter&utm_medium=organic_social&utm_campaign=us_cbaw&utm_content=blog-ctt [3] https://www.capgemini.com/partner/salesforce/?utm_source=twitter&utm_medium=social&utm_content=none_advocacy_image_landingpage_expert_share&utm_campaign=other [2] https://r.socialstudio.radian6.com/d0ee4c5c-d05e-4c89-b552-1b70766b4ca4 [2] https://www.salesforce.com/dreamforce/schedule/ [2] https://r.socialstudio.radian6.com/95fc9696-db9d-4dcf-8c35-0fe5c9d8bb69 [2] https://twitter.com/i/events/1243613006287605760 [2] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_cbaw&utm_content=1-text,2-amer,3-n/a,14-trailblazer_no,5-activate,16-customer_exec_no,6-eq_no,17-customer_brand_no,7-event_yes,18-astro_and_friends_no,8-link_yes,9-original_yes,10-gated_no,11-event_reg_page,12-n/a,13-employee_no,15-celeb_no Top URLs in Tweet in G2:
[31] https://www.salesforce.com/dreamforce/ [26] https://www.salesforce.com/dreamforce/episodes/ [19] http://www.salesforce.com/dreamforce/DF13/ [17] http://www.salesforce.com/dreamforce/ [15] https://twitter.com/FwdHumanity/status/1435653207577927683 [13] https://www.ktvu.com/news/salesforce-dreamforce-conference-to-return-to-san-franciscos-moscone-center [11] https://sfdc.co/baotnQ [10] https://www.salesforce.com/dreamforce/schedule/ [9] https://momentmarketers.virtualbooth.co/ [9] https://twitter.com/FwdHumanity/status/1436024343335608339 Top URLs in Tweet in G3:
[23] https://www.salesforce.com/dreamforce/ [8] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=01-gif,02-amer,03-digital_360,04-dreamforce,05-activate,06-eq_no,07-event_yes,08-link_yes,09-original_yes,10-gated_yes,11-event_reg_page,12-event_n/a,13-employee_no,14-trailblazer_no,15-celeb_no,16-customer_exec_no,17-customer_brand_no [7] https://r.socialstudio.radian6.com/39ec6a77-aa68-4da2-b9a4-6b6b4e59f487 [7] https://r.socialstudio.radian6.com/54254ede-f0cd-4195-82e2-7707aef344f8 [6] https://www.salesforce.com/dreamforce/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=marketers [6] http://www.salesforce.com/dreamforce/DF13/ [5] https://r.socialstudio.radian6.com/88d632fa-f2e1-43b7-98f2-ccd8bdccb926 [5] https://pages.grazitti.com/dreamforce-2021.html?utm_source=twitter&utm_medium=social&utm_campaign=dreamforce-2021 [3] https://www.qualified.com/blog/18-fun-facts-to-celebrate-18-years-of-dreamforce [3] https://r.socialstudio.radian6.com/24214cdd-7c45-433a-9fcb-9518588d1723 Top URLs in Tweet in G4:
[17] https://www.salesforce.com/dreamforce/ [11] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy [11] https://www.accenture.com/us-en/about/events/dreamforce-salesforce?c=acn_glb_dreamforce2021sprinklradvocac_12359578&n=smc_0821 [9] https://www.salesforce.com/dreamforce/schedule/ [8] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=01-gif,02-amer,03-digital_360,04-dreamforce,05-activate,06-eq_no,07-event_yes,08-link_yes,09-original_yes,10-gated_yes,11-event_reg_page,12-event_n/a,13-employee_no,14-trailblazer_no,15-celeb_no,16-customer_exec_no,17-customer_brand_no [8] https://www.salesforce.com/dreamforce/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=c360_channel [7] https://www.salesforce.com/dreamforce/episodes/ [6] https://clicktotweet.com/W50fB+ [5] https://r.socialstudio.radian6.com/e0afbc0c-ef00-4195-bbde-e6e8dbf08aaa [5] https://invite.salesforce.com/DFPubSec/OST Top URLs in Tweet in G5:
[9] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=01-gif,02-amer,03-digital_360,04-dreamforce,05-activate,06-eq_no,07-event_yes,08-link_yes,09-original_yes,10-gated_yes,11-event_reg_page,12-event_n/a,13-employee_no,14-trailblazer_no,15-celeb_no,16-customer_exec_no,17-customer_brand_no [4] https://www.salesforce.com/dreamforce/episodes/ [3] https://www.tcs.com/tcs-at-dreamforce-2021?utm_medium=organic&utm_source=tcsdigitaltech&utm_campaign=cx-bts#section_3 [3] https://www.tcs.com/tcs-at-dreamforce-2021?utm_medium=organic&utm_source=tcsdigitaltech&utm_campaign=cx-bts [2] https://admin.salesforce.com/blog/2021/countdown-to-dreamforce-21-with-us?utm_source=social&utm_medium=twitter&utm_campaign=admin_sweepstakes [2] https://www.salesforce.org/blog/five-reasons-to-attend-dreamforce-2021/ [2] https://www.salesforce.com/dreamforce/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=marketers [2] https://www.salesforce.com/dreamforce/latin-america/ [1] https://r.socialstudio.radian6.com/564e3421-e19a-48d3-9564-7c8d214c72d5 [1] https://salesforce.quip.com/MblnA06LL45b?template=1 Top URLs in Tweet in G6:
[14] https://www.salesforce.com/dreamforce/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=marketers [5] https://www.salesforce.com/dreamforce/ [3] https://momentmarketers.virtualbooth.co/ [2] https://r.socialstudio.radian6.com/4014d22e-30f0-4fff-9ffe-fb6a2c863bff [2] https://org62.my.salesforce.com/sfc/p/#000000000062/a/3y000000C9fC/RSb7vRvw8ggpWGkfi4fRd0mz6B2lf9_0SBGuDk8viGk [2] http://www.salesforce.com/dreamforce/DF13/ [2] https://twitter.com/marketingcloud/status/1438523586449264644 [2] https://salesforce.smh.re/wsR [2] https://r.socialstudio.radian6.com/54254ede-f0cd-4195-82e2-7707aef344f8 [1] https://r.socialstudio.radian6.com/b149e210-42c2-4a76-b2ee-465e93b5cf2d Top URLs in Tweet in G7:
[12] https://www.salesforce.com/dreamforce/ [10] https://r.socialstudio.radian6.com/e0afbc0c-ef00-4195-bbde-e6e8dbf08aaa [8] https://r.socialstudio.radian6.com/39ec6a77-aa68-4da2-b9a4-6b6b4e59f487 [7] https://www.salesforce.com/dreamforce/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=others [6] https://www.salesforce.com/dreamforce/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=marketers [6] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI [5] https://www.salesforce.com/dreamforce/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=c360_channel [3] https://www.amazon.com/ [3] https://invite.salesforce.com/DFPubSec/OST [3] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_dream&utm_content=01-gif,02-amer,03-digital_360,04-dreamforce,05-activate,06-eq_no,07-event_yes,08-link_yes,09-original_yes,10-gated_yes,11-event_reg_page,12-event_n/a,13-employee_no,14-trailblazer_no,15-celeb_no,16-customer_exec_no,17-customer_brand_no Top URLs in Tweet in G8:
[22] https://clicktotweet.com/V1OAy+ [8] https://www.salesforce.com/dreamforce/ [4] https://www.cloudgalacticos.co.uk/2021/09/13/dreamforce-2021-what-we-are-looking-forward-to/?utm_source=Social&utm_medium=Twitter&utm_campaign=DF21 [2] https://www.ktvu.com/news/salesforce-dreamforce-conference-to-return-to-san-franciscos-moscone-center [2] https://www.salesforce.com/dreamforce/schedule/ [2] https://r.socialstudio.radian6.com/24214cdd-7c45-433a-9fcb-9518588d1723 [1] https://www.ktvu.com/news/salesforce-dreamforce-conference-to-return-to-san-franciscos-moscone-center?taid=61443844a5c42200013c446b&utm_campaign=trueanthem&utm_medium=trueanthem&utm_source=twitter [1] https://twitter.com/dreamforce/status/1438880437229789185 [1] https://twitter.com/salesforce/status/1438674072376774658 [1] https://twitter.com/salesforce/status/1438608770871922709 Top URLs in Tweet in G9:
[2] https://www.racenet.com.au/news/trainer-calls-time-on-career-of-old-marvel-dreamforce-20210906 [1] https://twitter.com/jtracingrwik/status/1434725050700091394 [1] https://www.skyracingworld.com/horse-racing-entries [1] https://www.skyracingworld.com/handicapper-corner Top URLs in Tweet in G10:
[32] https://app.brazenconnect.com/events/NBvEdUQ [5] https://automationchampion.com/2020/12/02/click-and-join-chatter-group-3/?utm_content=buffer4292c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer [4] https://www.formassembly.com/blog/lets-talk-data-dreamforce-celebration-2021/?utm_medium=social&utm_source=twitter&utm_content=blog&utm_campaign=dreamforce-virtual-2021 [1] https://via.socxo.net/5QLpIWAfVWbhAc0 [1] https://twitter.com/hcltech/status/1437513920445624324 [1] https://r.socialstudio.radian6.com/a575103b-36cf-4295-87be-249855ab9ce3 [1] https://r.socialstudio.radian6.com/0f0ada3b-70e5-4147-8b66-7ef33034a236 [1] https://r.socialstudio.radian6.com/4777cfab-8062-419e-bfb7-6ee59af9d752 [1] https://twitter.com/rakeshistom/status/1438194666663522304 [1] https://r.socialstudio.radian6.com/54254ede-f0cd-4195-82e2-7707aef344f8 Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1283] september,21 [1217] dreamforce,2021 [789] salesforce,dreamforce [709] main,show [704] 2021,kicks [704] kicks,september [704] 21,roster [704] roster,star [704] star,speakers [704] speakers,inspiring Top Word Pairs in Tweet in G1:
[1156] september,21 [843] dreamforce,2021 [666] salesforce,dreamforce [659] 2021,kicks [659] kicks,september [659] 21,roster [659] roster,star [659] star,speakers [659] speakers,inspiring [659] inspiring,business Top Word Pairs in Tweet in G2:
[140] #salesforce,#dreamforce [125] #startup,#startups [122] #dreamforce,#startup [122] #startups,#ai [122] #ai,#socialmedia [122] #socialmedia,#futureofwork [122] #futureofwork,#hrtech [122] #hrtech,#cx [122] #cx,#df21 [122] #df21,#nonprofits Top Word Pairs in Tweet in G3:
[62] dreamforce,2021 [36] main,show [29] next,week [29] first,dreamforce [28] sashamilam,dreamforce [26] salesforce,dreamforce [26] dreamforce,tryqualified [25] dreamforce,salesforce [25] giving,away [25] dandarcy,dreamforce Top Word Pairs in Tweet in G4:
[74] dreamforce,2021 [45] 21,23 [43] #dreamforce,#df21 [35] looking,forward [28] #df21,#successanywhere [27] dreamforce,21 [25] main,show [25] marc,benioff [22] #salesforce,#dreamforce [22] smith,jane Top Word Pairs in Tweet in G5:
[382] day,13 [382] 13,17 [382] related,task [382] task,complete [382] complete,reply [375] 17,ll [375] ll,tweet [208] dreamforce,prizes [208] prizes,day [208] tweet,#df21 Top Word Pairs in Tweet in G6:
[60] marketingcloud,dreamforce [22] dreamforce,a6 [17] #rt,marketingcloud [16] dreamforce,2021 [10] digital,experiences [8] dreamforce,excitement [8] excitement,spilleth [8] spilleth,over [8] join,tomorrow [8] tomorrow,#marketingchats Top Word Pairs in Tweet in G7:
[34] jane,fonda [33] smith,jane [33] marc,benioff [32] fonda,marc [32] join,tue [32] tue,sep [32] sep,21 [32] 21,2021 [32] 2021,thu [32] thu,sep Top Word Pairs in Tweet in G8:
[50] main,show [47] marc,benioff [47] benioff,mercedesbenz [47] mercedesbenz,daimler [46] show,day [46] joined,ceo [46] ceo,chair [46] chair,marc [46] daimler,ceo [45] miss,main Top Word Pairs in Tweet in G9:
[33] happy,retirement [26] retirement,group [26] group,winner [26] winner,dreamforce [26] dreamforce,dream [26] dream,everyone [26] everyone,involved [26] involved,especially [26] especially,best [25] jtracingrwik,happy Top Word Pairs in Tweet in G10:
[34] 12,edt [32] deloitte,hosting [32] hosting,salesforce [32] salesforce,recruiting [32] recruiting,event [32] event,sept [32] sept,12 [32] edt,salesforce [32] salesforce,hosting [31] teneikaask_you,deloitte Top Replied-To in Entire Graph:
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