The graph represents a network of 4,056 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, 25 September 2021 at 19:58 UTC.
The requested start date was Saturday, 25 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 3-day, 6-hour, 1-minute period from Tuesday, 21 September 2021 at 17:42 UTC to Friday, 24 September 2021 at 23:44 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 : 4056
Unique Edges : 6745
Edges With Duplicates : 14217
Total Edges : 20962
Number of Edge Types : 5
Retweet : 3807
MentionsInRetweet : 6497
Tweet : 1258
Replies to : 2263
Mentions : 7137
Self-Loops : 1311
Reciprocated Vertex Pair Ratio : 0.0968530725069105
Reciprocated Edge Ratio : 0.176601725307745
Connected Components : 567
Single-Vertex Connected Components : 462
Maximum Vertices in a Connected Component : 3279
Maximum Edges in a Connected Component : 19949
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.930624
Graph Density : 0.000627284600062747
Modularity : 0.296044
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,056 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, 25 September 2021 at 19:58 UTC.
The requested start date was Saturday, 25 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 3-day, 6-hour, 1-minute period from Tuesday, 21 September 2021 at 17:42 UTC to Friday, 24 September 2021 at 23:44 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:
[83] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=[twitter]&utm_medium=organic_social&utm_campaign=amer_cbaw [70] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI [46] https://www.salesforce.com/plus/experience/Dreamforce_2021/broadcast/day-1-channel-4/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=trailblazer [42] https://www.salesforce.com/dreamforce/ [38] https://trailhead.salesforce.com/users/teamtrailhead/trailmixes/quest-dreamforce-2021 [33] https://www.salesforce.com/plus/experience/Dreamforce_2021/broadcast/day-1-channel-2/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=c360_channel [29] https://www.dreamforce.com/ [25] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/IT?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=it [24] https://twitter.com/i/events/1435953246015614990 [20] https://twitter.com/FwdHumanity/status/1435653207577927683 Top URLs in Tweet in G1:
[64] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI [58] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=[twitter]&utm_medium=organic_social&utm_campaign=amer_cbaw [8] https://www.salesforce.com/plus [6] https://www.salesforce.com/dreamforce/ [5] https://automationchampion.com/2017/07/10/creatively-decode-your-salesforce-developer-journey-3/?utm_content=buffer6f728&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer [4] 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/plus/experience/Dreamforce_2021/series/IT?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=it [3] https://r.socialstudio.radian6.com/9807e924-1216-4699-b09b-844648f68de5 [3] https://www.apress.com/us/search?dnc=true&facet-type=type__book&query=salesforce [2] https://www.salesforce.com/plus/?d=7013y0000025uV6AAI Top URLs in Tweet in G2:
[12] https://appexchange.salesforce.com/appxListingDetail?listingId=a0N300000016b7FEAQ&placement=a0d3u00000CGVKSAA5 [11] https://medium.com/inside-the-salesforce-ecosystem/deliveroo-university-of-waikato-and-paypal-share-the-value-of-partners-at-dreamforce-d1ad17f2c1b6 [9] https://r.socialstudio.radian6.com/e4af87d1-40e4-450e-a0a1-f0f71560ceae [9] https://appexchange.salesforce.com/appxListingDetail?listingId=a0N30000004e3VUEAY&placement=a0d3u00000CGVKSAA5 [8] https://appexchange.salesforce.com/appxListingDetail?listingId=a0N3000000B3dgGEAR&placement=a0d3u00000CGVKSAA5 [8] https://trailhead.salesforce.com/users/teamtrailhead/trailmixes/quest-dreamforce-2021 [7] https://appexchange.salesforce.com/appxListingDetail?listingId=a0N3000000B4lIxEAJ&placement=a0d3u00000CGVKSAA5 [4] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=[twitter]&utm_medium=organic_social&utm_campaign=amer_cbaw [4] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Admin/episode/episode-9 [4] https://appexchange.salesforce.com/appxListingDetail?listingId=a0N30000001taX4EAI Top URLs in Tweet in G3:
[33] https://www.salesforce.com/plus/experience/Dreamforce_2021/broadcast/day-1-channel-4/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=trailblazer [20] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/IT?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=it [19] https://trailhead.salesforce.com/users/teamtrailhead/trailmixes/quest-dreamforce-2021 [11] https://www.salesforce.com/plus/experience/Dreamforce_2021/broadcast/day-1-channel-1/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=primetime [11] https://trailhead.salesforce.com/content/learn/modules/slack-basics/focus-on-what-matters-to-you?trailmix_creator_id=teamtrailhead&trailmix_slug=quest-dreamforce-2021 [10] https://automationchampion.com/2021/01/01/getting-started-with-salesforce-flow-part-49-reassign-pending-approval-requests/?utm_content=bufferfef3e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer [8] https://trailhead.salesforce.com/content/learn/modules/slack-salesforce-for-the-future-of-work/see-how-slack-salesforce-can-transform-your-business?trailmix_creator_id=teamtrailhead&trailmix_slug=quest-dreamforce-2021 [5] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=[twitter]&utm_medium=organic_social&utm_campaign=amer_cbaw [5] https://www.nbcbayarea.com/news/local/san-francisco/dreamforce-kicks-off-in-san-francisco-with-strict-covid-19-rules/2662823/ [5] https://r.socialstudio.radian6.com/e4af87d1-40e4-450e-a0a1-f0f71560ceae Top URLs in Tweet in G4:
[23] https://www.dreamforce.com/ [14] https://www.salesforce.com/dreamforce/ [12] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=[twitter]&utm_medium=organic_social&utm_campaign=amer_cbaw [8] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Financial_Services/episode/episode-1/ [4] https://www.sfchronicle.com/tech/article/Dreamforce-tech-extravaganza-returns-to-S-F-with-16474387.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral [3] http://www.salesforce.com/dreamforce/ [3] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI [3] https://diginomica.com/dreamforce-2021-q-tip-cloud-made-person-conference-possible [3] https://diginomica.com/dreamforce-2021-year-trusted-enterprise [3] https://www.salesforce.com/plus/experience/Dreamforce_2021/broadcast/day-1-channel-1 Top URLs in Tweet in G5:
[19] https://twitter.com/i/events/1435953246015614990 [9] https://twitter.com/salesforce/status/1440359441627373572 [9] https://r.socialstudio.radian6.com/70b3c926-2192-493f-9941-ddf8b7d80bc1 [8] https://www.salesforce.com/dreamforce/ [8] https://r.socialstudio.radian6.com/470ad7fe-ab5e-4823-bcb5-929ca72617ca [7] https://trailhead.salesforce.com/users/teamtrailhead/trailmixes/quest-dreamforce-2021 [6] https://slack.com/intl/ja-jp/blog/news/slack-innovations-unveiled-dreamforce [6] https://www.theregister.com/2021/09/22/salesforce_dreamforce/ [4] https://sfag.connpass.com/event/225667/?utm_campaign=event_participate_to_follower&utm_source=notifications&utm_medium=twitter [4] https://multianime.com.mx/2021/09/22/dreamforce-2021-esta-aqui-tech/ Top URLs in Tweet in G6:
[5] https://www.salesforce.com/news/stories/faq-how-salesforce-and-slack-help-companies-build-their-digital-hq/ [4] https://r.socialstudio.radian6.com/1be50647-3e5e-45a2-ac95-178e710ac258 [3] https://www.salesforce.com/plus [3] https://slack.com/blog/news/slack-innovations-unveiled-dreamforce?utm_campaign=organicsocialFY22&utm_content=&utm_medium=1632254564&utm_source=twitter [3] https://www.salesforce.com/dreamforce/ [3] https://atrium.ai/events/dreamforce-2021/ [3] https://www.cxtoday.com/crm/salesforce-slack-announce-new-integrations-at-dreamforce/ [2] https://r.socialstudio.radian6.com/d3fd93ae-a04c-45a1-90ef-c247e4edb4da [2] https://getvoip.com/news/dreamforce-2021-slack-domiance/ [2] https://www.cxtoday.com/crm/aws-and-salesforce-expand-partnership-at-dreamforce/ Top URLs in Tweet in G7:
[2] https://r.socialstudio.radian6.com/9807e924-1216-4699-b09b-844648f68de5 [2] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=[twitter]&utm_medium=organic_social&utm_campaign=amer_cbaw [2] https://consequence.net/2021/09/foo-fighters-salesforce-mascots-watch/ [2] 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 [2] https://www.youtube.com/watch?v=dDgGmDaFqvM&feature=youtu.be [2] https://www.instagram.com/accounts/login/ [1] https://www.youtube.com/watch?v=Z7R8XRKqHAI [1] https://twitter.com/IAmRangerKristi/status/1440510521795481606 [1] https://twitter.com/trailhead/status/1440345247708373003 [1] https://twitter.com/iamrangerkristi/status/1440510521795481606 Top URLs in Tweet in G8:
[5] https://www.salesforce.com/plus/experience/Dreamforce_2021/broadcast/day-1-channel-4/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=trailblazer [4] https://www.computerweekly.com/news/252507026/Dreamforce-2021-Benioff-declares-Salesforce-as-net-zero-and-Slack-ubiquitous-across-stack [4] https://www.salesforce.com/plus/experience/Dreamforce_2021/ [4] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Data_and_Integration/episode/episode-3 [3] https://r.socialstudio.radian6.com/1f637c53-5f19-44fc-87fb-b5c2e999c4ba [2] https://www.theregister.com/2021/09/22/salesforce_dreamforce/ [2] https://hicglobalsolutions.com/blog/the-biggest-announcements-from-dreamforce-2021-everything-you-might-have-missed/ [2] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Partners/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=partner [2] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Retail_&_Consumer/episode/episode-12?utm_source=twitter&utm_medium=advocacy&utm_campaign=dreamforce [2] https://r.socialstudio.radian6.com/083c8009-1c6e-4d9c-acc0-0c5022575815 Top URLs in Tweet in G9:
[7] https://www.salesforce.com/news/stories/faq-how-salesforce-and-slack-help-companies-build-their-digital-hq/ [4] https://advancedapex.com/ [2] https://twitter.com/i/events/1440454174047543298 [2] https://www2.corraogroup.com/l/52032/2021-09-21/l1vqgn/71389 [2] https://www2.corraogroup.com/l/52032/2021-09-21/l1vq9v/71387 [2] https://www2.corraogroup.com/l/52032/2021-09-20/l1vnnv/71385 [2] https://www2.corraogroup.com/l/52032/2021-09-20/l1vmpb/71383 [1] http://www.salesforce.com/dreamforce/DF13/ [1] https://twitter.com/i/events/1435953246015614990 [1] https://sforce.co/3u1mVi7 Top URLs in Tweet in G10:
[20] https://twitter.com/FwdHumanity/status/1435653207577927683 [8] https://twitter.com/martinhoyes/status/1435469823463415810 [5] https://www.rise.global/csr-business/r/2684820 [5] https://www.salesforce.org [4] https://twitter.com/workforcecharts/status/1437789688492867589 [4] http://www.salesforce.com/dreamforce/ [3] https://twitter.com/FwdHumanity/status/1439999972435394562 [3] https://www.salesforce.com/dreamforce/episodes/ [2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=261120 [2] https://www.qualified.com/blog/dreamforce-day-2-recap Top Domains
Top Word Pairs in Tweet in Entire Graph:
[751] day,dreamforce [738] reply,#unsubscribe [730] #unsubscribe,opt [633] dreamforce,today [527] dreamforce,2021 [377] dreamforce,#df21 [362] missed,day [350] #df21,day [342] dreamforce,catch [338] catch,today's Top Word Pairs in Tweet in G1:
[727] reply,#unsubscribe [719] #unsubscribe,opt [526] day,dreamforce [504] dreamforce,today [324] see,tomorrow [298] missed,see [283] salesforce,reply [280] missed,day [278] dreamforce,catch [278] catch,today's Top Word Pairs in Tweet in G2:
[106] dreamforce,sftru [105] londonbreed,dreamforce [88] appexchange,dreamforce [81] #appy,#sweepstakes [54] dreamforce,2021 [41] dreamforce,#df21 [29] salesforce,dreamforce [25] dreamforce,salesforce [23] dreamforce,#appy [21] express,line Top Word Pairs in Tweet in G3:
[137] dreamforce,#df21 [130] dreamforce,salesforce [93] salesforce,dreamforce [69] #df21,#dreamforce [64] #df21,dreamforce [58] dreamforce,2021 [53] main,show [48] san,francisco [39] #df21,salesforce [38] emsbigfoot,dreamforce Top Word Pairs in Tweet in G4:
[112] day,dreamforce [105] marc,benioff [96] dreamforce,today [95] ceo,chair [95] chair,marc [92] day,one [90] dreamforce,tune [89] one,#df21 [88] tune,day [88] #df21,epic Top Word Pairs in Tweet in G5:
[124] dreamforce,2021 [31] 2021,#df21 [26] dreamforce,salesforce [21] marc,benioff [18] salesforce,slack [18] foo,fighters [17] salesforce,dreamforce [17] trusted,enterprise [16] bringing,dreamforce [16] salesforce,live Top Word Pairs in Tweet in G6:
[19] dreamforce,salesforce [12] customer,service [11] salesforce,slackhq [9] join,september [8] september,22 [8] salesforce,servicecloud [8] digital,hq [8] salesforce,slack [7] right,#df21 [7] clarashih,dreamforce Top Word Pairs in Tweet in G7:
[15] foofighters,dreamforce [13] salesforce,dreamforce [13] dreamforce,salesforce [12] dreamforce,2021 [11] dreamforce,#df21 [9] dave,grohl [7] charlieisaacs,justicesikakane [7] day,dreamforce [7] anyone,notice [7] notice,many Top Word Pairs in Tweet in G8:
[29] day,dreamforce [23] dreamforce,2021 [17] #dreamforce,#salesforce [15] dreamforce,#df21 [15] #df21,#dreamforce [14] dreamforce,salesforce [11] net,zero [11] slack,first [10] talk,data [10] data,way Top Word Pairs in Tweet in G9:
[18] dreamforce,keynote [13] dreamforce,2021 [12] trusted,enterprise [11] dreamforce,wraps [11] wraps,thank [11] thank,incredible [11] incredible,salesforce [11] salesforce,team [11] team,made [11] made,safe Top Word Pairs in Tweet in G10:
[60] #salesforce,#dreamforce [55] #startup,#startups [53] #dreamforce,#startup [53] #startups,#ai [53] #ai,#socialmedia [53] #socialmedia,#futureofwork [53] #futureofwork,#hrtech [53] #hrtech,#cx [53] #cx,#df21 [53] #df21,#nonprofits Top Replied-To in Entire Graph:
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