The graph represents a network of 761 Twitter users whose recent tweets contained "#df21", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 07 October 2021 at 16:53 UTC.
The tweets in the network were tweeted over the 8-day, 7-hour, 31-minute period from Wednesday, 29 September 2021 at 08:58 UTC to Thursday, 07 October 2021 at 16:29 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 : 761
Unique Edges : 1342
Edges With Duplicates : 1849
Total Edges : 3191
Number of Edge Types : 5
Retweet : 699
Replies to : 98
MentionsInRetweet : 723
Mentions : 1308
Tweet : 363
Self-Loops : 375
Reciprocated Vertex Pair Ratio : 0.0480836236933798
Reciprocated Edge Ratio : 0.0917553191489362
Connected Components : 105
Single-Vertex Connected Components : 73
Maximum Vertices in a Connected Component : 590
Maximum Edges in a Connected Component : 2975
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.272516
Graph Density : 0.00260045646310257
Modularity : 0.338457
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 761 Twitter users whose recent tweets contained "#df21", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Thursday, 07 October 2021 at 16:53 UTC.
The tweets in the network were tweeted over the 8-day, 7-hour, 31-minute period from Wednesday, 29 September 2021 at 08:58 UTC to Thursday, 07 October 2021 at 16:29 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 : TwitterSearch
Graph Term : #df21
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:
[76] https://www.theverge.com/2021/9/21/22685576/slack-clips-video-messages-feature [47] https://twitter.com/FwdHumanity/status/1435653207577927683 [31] 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://twitter.com/FwdHumanity/status/1436024343335608339 [16] https://twitter.com/martinhoyes/status/1435469823463415810 [15] https://r.socialstudio.radian6.com/81006bf4-64ae-4fc3-9cee-0427ca94232f [14] https://twitter.com/workforcecharts/status/1437789688492867589 [14] http://www.salesforce.com/plus/?d=7013y0000025uV6AAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_cbaw&utm_content=1-video,2-amer,4-salesforce_plus,3-brand,5-activate,6-eq_no,17-customer_brand_no,7-event_no,18-astro_and_friends_no,8-link_yes,9-original_yes,10-gated_yes,11-destination_salesforce_plus,12-n/a,13-employee_no,14-trailblazer_no,15-celeb_no,16-customer_exec_no [13] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/IT?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=it [13] https://www.salesforce.com/plus/experience/Dreamforce_2021/ Top URLs in Tweet in G1:
[30] https://www.salesforce.com/plus/experience/Dreamforce_2021/broadcast/day-1-channel-4/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=trailblazer [12] https://admin.salesforce.com/blog/2021/countdown-to-dreamforce-21-with-us?utm_source=social&utm_medium=twitter&utm_campaign=admin_sweepstakes [10] https://www.salesforce.com/plus/experience/Dreamforce_2021/ [8] https://salesforce.quip.com/MblnA06LL45b?template=1 [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://www.salesforce.com/plus/experience/Dreamforce_2021/broadcast/day-1-channel-2 [5] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Admin/?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=admin [5] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=[twitter]&utm_medium=organic_social&utm_campaign=amer_cbaw [4] https://twitter.com/salesforce/status/1440365858916749323 [4] https://trailhead.salesforce.com/en/users/teamtrailhead/trailmixes/dreamforce-21-admin-main-show Top URLs in Tweet in G2:
[10] http://www.salesforce.com/plus/?d=7013y0000025uV6AAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_cbaw&utm_content=1-video,2-amer,4-salesforce_plus,3-brand,5-activate,6-eq_no,17-customer_brand_no,7-event_no,18-astro_and_friends_no,8-link_yes,9-original_yes,10-gated_yes,11-destination_salesforce_plus,12-n/a,13-employee_no,14-trailblazer_no,15-celeb_no,16-customer_exec_no [7] https://r.socialstudio.radian6.com/338b08e4-519c-47b9-8fe3-ee0e82659a56 [5] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI&utm_source=[twitter]&utm_medium=organic_social&utm_campaign=amer_cbaw [3] https://twitter.com/i/events/1435953246015614990 [3] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Best_of_DF/episode/episode-15 [2] https://r.socialstudio.radian6.com/b58abf64-55d1-4b46-b633-89ebcff0e945 [2] https://r.socialstudio.radian6.com/e0318e7d-46f9-46bc-91ca-f077e02a0985 [2] https://r.socialstudio.radian6.com/954bb94a-be71-4bd2-9033-137e48c4040f [2] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/service [2] https://trailhead.salesforce.com/en/content/learn/modules/mr-email-marketing-strategies Top URLs in Tweet in G3:
[75] https://www.theverge.com/2021/9/21/22685576/slack-clips-video-messages-feature [9] https://aragonresearch.com/slack-enables-video-file-sharing-with-slack-clips/ [2] https://salesforce.smh.re/00la [1] https://salesforce.smh.re/04JV [1] https://salesforce.smh.re/04LV [1] https://salesforce.smh.re/01-N [1] https://salesforce.smh.re/02hg [1] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/IT?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=it [1] https://salesforce.smh.re/03Ca [1] https://salesforce.smh.re/04IO Top URLs in Tweet in G4:
[11] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/IT?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=it [10] https://r.socialstudio.radian6.com/94f59e53-43f0-4714-aa06-1790bcdcbc25 [10] https://hicglobalsolutions.com/blog/the-biggest-announcements-from-dreamforce-2021-everything-you-might-have-missed/ [4] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Slack/episode/episode-10 [3] http://www.ibm.com/services/resources/sosf-future-of-business [3] https://r.socialstudio.radian6.com/bdec6389-85d1-4757-9d8d-7eec8723a9cc [3] https://twitter.com/CloudGalacticos/status/1442512795031859200 [3] https://twitter.com/salesforce/status/1445494191832797189 [3] https://hicglobalsolutions.com/blog/salesforce-announces-backup-and-restore-to-safeguard-your-crucial-business-data/ [2] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Customer_Success/episode/episode-15 Top URLs in Tweet in G5:
[3] https://twitter.com/salesforce/status/1443327224178896899 [2] https://e.degdigital.com/l/18892/2021-09-24/c1g7pb [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://crm.consulting/blog/dreamforce-2021-highlights/ [1] https://www.instagram.com/p/CUZozxeggqj/?utm_medium=twitter [1] https://salesforce.smh.re/01It [1] https://salesforce.smh.re/01Ml [1] https://salesforce.smh.re/01P2 [1] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Admin/episode/episode-11/?hasLoggedIn=true&sf151667316=1 [1] https://e.degdigital.com/l/18892/2021-09-24/c1g7pd Top URLs in Tweet in G6:
[33] https://twitter.com/FwdHumanity/status/1435653207577927683 [15] https://twitter.com/FwdHumanity/status/1436024343335608339 [8] https://twitter.com/martinhoyes/status/1435469823463415810 [7] https://twitter.com/workforcecharts/status/1437789688492867589 [5] https://twitter.com/i/events/1435953246015614990 [4] https://twitter.com/martinhoyes/status/1438996234019098624 [4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=263585 [3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=262951 [3] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Marketers?d=7013y0000025uV4AAI&utm_source=external&utm_medium=redirect&utm_campaign=marketers [2] https://twitter.com/martinhoyes/status/1436007010378543107 Top URLs in Tweet in G7:
[14] https://twitter.com/FwdHumanity/status/1435653207577927683 [8] https://twitter.com/martinhoyes/status/1435469823463415810 [7] https://twitter.com/workforcecharts/status/1437789688492867589 [5] https://twitter.com/FwdHumanity/status/1436024343335608339 [5] https://twitter.com/martinhoyes/status/1438223492395134978 [4] https://twitter.com/martinhoyes/status/1438996234019098624 [3] https://twitter.com/martinhoyes/status/1440548668323426309 [3] https://twitter.com/griffinlee415/status/1443070125435809792 [3] https://trailblazercommunitygroups.com/events/details/salesforce-salesforce-admin-group-san-ramon-united-states-presents-salesforce-implementation-agile-way-plus-let-us-recap-and-share-dreamforce-stories/ [2] https://twitter.com/martinhoyes/status/1436007010378543107 Top URLs in Tweet in G8:
[4] https://twitter.com/marketingcloud/status/1445442344824623106 [3] https://www.salesforce.com/plus/experience/Dreamforce_2021/broadcast/day-1-channel-2 [2] https://r.socialstudio.radian6.com/861894f4-7b77-4ba7-a51b-1cc902d15469 [1] https://twitter.com/saracamden/status/1440833517408059392 [1] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Customer_360/episode/episode-2 [1] https://twitter.com/gemliza/status/1440727863863365644 [1] https://twitter.com/justguilda/status/1441069122729562112 [1] https://www.salesforce.com/plus/experience/Dreamforce_2021/series/Marketers/episode/episode-2 [1] https://r.socialstudio.radian6.com/ff8aea4e-05b8-48b0-8bf5-e52954944505 [1] https://www.youtube.com/playlist?list=PLnwZBNq4UxbG3QwHlNhBZkKoTiiuB_LbX Top URLs in Tweet in G9:
[15] https://r.socialstudio.radian6.com/81006bf4-64ae-4fc3-9cee-0427ca94232f [5] https://www.salesforce.com/jp/events/dreamforce/ [1] https://r.socialstudio.radian6.com/8e2a1f96-6bde-4921-a992-651f09496868 Top URLs in Tweet in G10:
[8] https://medium.com/salesforce-architects/dreamforce-21-recap-a6fb824dbce6?source=friends_link&sk=7a9506ede79a6f43da34e8ea7ea91960 [3] https://architechclub.com/dreamforce-2021-the-architech-club-round-up/ [2] https://salesforce.smh.re/03vG [1] https://r.socialstudio.radian6.com/338b08e4-519c-47b9-8fe3-ee0e82659a56 [1] https://salesforce.smh.re/01d3 [1] https://twitter.com/SalesforceArchs/status/1443625875753213962 [1] http://www.salesforce.com/plus/?d=7013y0000025uV6AAI&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_cbaw&utm_content=1-video,2-amer,4-salesforce_plus,3-brand,5-activate,6-eq_no,17-customer_brand_no,7-event_no,18-astro_and_friends_no,8-link_yes,9-original_yes,10-gated_yes,11-destination_salesforce_plus,12-n/a,13-employee_no,14-trailblazer_no,15-celeb_no,16-customer_exec_no [1] https://medium.com/salesforce-architects/dreamforce-21-recap-a6fb824dbce6?source=email-cf64ed4662f5-1633501511221-digest.reader-a91ecea76700-a6fb824dbce6----0-1------------------147f078b_e370_4235_90d2_43762516104c-31-bc35d008_7a07_4e47_a118_2dc2bb423246 Top Domains
Top Word Pairs in Tweet in Entire Graph:
[199] #motiharimeetup,omprakash_it [197] #dreamforce21,#motiharisfdg [191] #motiharisfdg,#salesforce [190] #salesforce,#trailhead [181] #trailhead,#trailblazzer [151] #df21,dreamforce [141] dreamforce,salesforce [135] salesforce,salesforcedevs [135] #trailblazeracommunity,#df21globalgathering [134] #df21globalgathering,#dreamforce Top Word Pairs in Tweet in G1:
[70] slack,slack [70] trust,trust [49] main,show [34] #df21,#df21 [22] apps,fast [21] #awesomeadmin,main [20] fast,#awesomeadmins [19] trailblazer,channel [18] automate,apps [17] #awesomeadmin,#df21 Top Word Pairs in Tweet in G2:
[68] #df21,#df21 [34] reply,#unsubscribe [33] #unsubscribe,opt [32] missed,see [23] #df21,content [22] thank,making [22] making,best [22] best,dreamforce [22] dreamforce,dreamforce [22] dreamforce,ended Top Word Pairs in Tweet in G3:
[75] miss,dreamforce [75] dreamforce,year [75] year,worries [75] worries,verge [75] verge,covered [75] covered,big [75] big,announcements [75] announcements,#df21 [9] slackhq,late [9] late,table Top Word Pairs in Tweet in G4:
[22] dreamforce,2021 [15] #dreamforce,#df21 [13] salesforcenews,salesforce [13] #salesforce,#crm [13] #crm,#cloud [13] #cloud,#technology [13] #technology,#dreamforce [13] #df21,#business [13] #business,#event [13] #event,#mulesoft Top Word Pairs in Tweet in G5:
[17] dreamforce,2021 [12] #awesomeadmins,check [12] check,recap [12] recap,admin [12] admin,content [12] content,presented [12] presented,#df21 [10] announcements,salesforce [10] exciting,announcements [9] many,exciting Top Word Pairs in Tweet in G6:
[199] #motiharimeetup,omprakash_it [197] #dreamforce21,#motiharisfdg [191] #motiharisfdg,#salesforce [189] #salesforce,#trailhead [181] #trailhead,#trailblazzer [136] #df21,dreamforce [135] salesforce,salesforcedevs [135] #trailblazeracommunity,#df21globalgathering [134] dreamforce,salesforce [134] #df21globalgathering,#dreamforce Top Word Pairs in Tweet in G7:
[27] #salesforce,#df21 [23] #startup,#startups [21] #sustainability,#adp [19] #salesforce,#dreamforce [18] #deib,#hranalytics [16] #csr,#esg [15] #peopleanalytics,#deib [15] #dreamforce,#df21 [15] #finserv,#insurtech [15] #insurtech,#legaltech Top Word Pairs in Tweet in G8:
[4] super,looking [4] looking,forward [4] forward,tomorrow [4] tomorrow,energized [4] energized,inspired [4] inspired,mini [4] mini,#marketingchampion [4] #marketingchampion,meetup [4] meetup,ground [4] ground,#df21 Top Word Pairs in Tweet in G9:
[15] 先週開催されたdreamforce,人気セッション [15] 人気セッション,の日本語版を大公開 [15] の日本語版を大公開,当社ceoマーク [15] 当社ceoマーク,ベニオフ [15] ベニオフ,が特別ゲストとともに [15] が特別ゲストとともに,最新のイノベーションをご紹介した基調講演をはじめ [15] 最新のイノベーションをご紹介した基調講演をはじめ,一部セッションの日本語バージョンを公開しました [15] 一部セッションの日本語バージョンを公開しました,ぜひご覧ください [15] ぜひご覧ください,#df21 [4] dreamforce,2021の一部セッションが日本語訳で登場 Top Word Pairs in Tweet in G10:
[12] dreamforce,2021 [8] see,exciting [8] exciting,#salesforcearchs [8] #salesforcearchs,highlights [8] highlights,dreamforce [8] 2021,take [8] take,quick [8] quick,walk [8] walk,down [8] down,memory Top Replied-To in Entire Graph:
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Top Tweeters in Entire Graph:
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