dreamforce, Twitter, 9/4/2021 8:18:30 PM, 261120


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dreamforce_2021-09-04_12-54-01.xlsx
dreamforce_2021-09-04_12-54-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 04, 2021
Short Description:
dreamforce via NodeXL https://bit.ly/3zQH7W0
@dreamforce
@salesforce
@martinhoyes
@salesforceadmns
@pinthemix
@justicesikakane
@salesforcearchs
@salesforceuk
@salesforcedevs
@salesforceapac

Top hashtags:
#df21
#dreamforce
#salesforce
#hrtech
#csr
#startup
#hr

Description:
Description
The graph represents a network of 1,060 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, 04 September 2021 at 19:56 UTC.

The requested start date was Saturday, 04 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, 22-hour, 22-minute period from Saturday, 21 August 2021 at 01:00 UTC to Friday, 03 September 2021 at 23:22 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


Overall Graph Metrics
Vertices : 1060
Unique Edges : 1357
Edges With Duplicates : 2309
Total Edges : 3666
Number of Edge Types : 5
Retweet : 603
MentionsInRetweet : 865
Tweet : 550
Mentions : 1328
Replies to : 320
Self-Loops : 581
Reciprocated Vertex Pair Ratio : 0.0605368360936608
Reciprocated Edge Ratio : 0.114162627894453
Connected Components : 199
Single-Vertex Connected Components : 159
Maximum Vertices in a Connected Component : 773
Maximum Edges in a Connected Component : 3264
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.058655
Graph Density : 0.00165428403442194
Modularity : 0.374107
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 1,060 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, 04 September 2021 at 19:56 UTC.

The requested start date was Saturday, 04 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, 22-hour, 22-minute period from Saturday, 21 August 2021 at 01:00 UTC to Friday, 03 September 2021 at 23:22 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 Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[75] https://www.salesforce.com/dreamforce/schedule/
[57] 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
[50] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI
[17] https://r.socialstudio.radian6.com/e0afbc0c-ef00-4195-bbde-e6e8dbf08aaa
[16] https://r.socialstudio.radian6.com/95fc9696-db9d-4dcf-8c35-0fe5c9d8bb69
[15] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[13] https://r.socialstudio.radian6.com/d0ee4c5c-d05e-4c89-b552-1b70766b4ca4
[13] https://www.salesforce.com/dreamforce/
[12] https://www.salesforce.com/in/events/trailblazer-talks/
[12] https://www.salesforce.com/dreamforce/episodes/

Top URLs in Tweet in G1:
[33] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI
[24] 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
[12] https://www.salesforce.com/dreamforce/schedule/
[9] https://r.socialstudio.radian6.com/9e0bcdc3-a4de-4979-9c9a-d1a70afba77d
[8] https://r.socialstudio.radian6.com/e0afbc0c-ef00-4195-bbde-e6e8dbf08aaa
[7] https://www.salesforce.com/in/events/trailblazer-talks/
[5] https://r.socialstudio.radian6.com/f938cf97-f4da-43a8-8675-eaece2d3cd5d
[5] https://r.socialstudio.radian6.com/cb0e088b-790c-433c-a96e-f5eaa0b9167e
[4] https://www.salesforcestore.com
[3] https://r.socialstudio.radian6.com/61dca7ca-182d-4d60-99cc-becd7d4335be

Top URLs in Tweet in G2:
[37] https://www.salesforce.com/dreamforce/schedule/
[13] 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
[13] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[6] https://www.salesforce.com/dreamforce/
[6] https://www.salesforce.com/dreamforce/?utm_medium=email&utm_source=event&utm_campaign=sfevent-ww-all---dreamforce-&utm_content=-o1-invite--&nc=7013y0000025tJ8AAI&d=7013y0000025uUsAAI&utm_medium=email&eid=ss-df-iv
[3] https://ledgeviewpartners.com/blog/attend-dreamforce-2021-from-your-home/
[2] https://www.youtube.com/watch?v=-gsgkkRaZv0&feature=youtu.be

[2] https://www.localogy.com/what-is-salesforce/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://r.socialstudio.radian6.com/95fc9696-db9d-4dcf-8c35-0fe5c9d8bb69
[2] https://r.socialstudio.radian6.com/d681c6ed-874d-42b6-8568-b805a4352652

Top URLs in Tweet in G3:
[14] https://r.socialstudio.radian6.com/95fc9696-db9d-4dcf-8c35-0fe5c9d8bb69
[13] https://www.salesforce.com/dreamforce/schedule/
[10] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI
[7] https://www.demandblue.com/the-stage-is-set-for-dreamforce-2021/
[6] 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
[5] https://www.demandblue.com/dreamforce-2021/
[3] https://r.socialstudio.radian6.com/d0ee4c5c-d05e-4c89-b552-1b70766b4ca4
[3] https://r.socialstudio.radian6.com/e0afbc0c-ef00-4195-bbde-e6e8dbf08aaa
[2] https://twitter.com/Dreamforce/status/1430877849427271680
[2] https://venturebeat.com/2021/09/01/salesforce-unveils-sales-cloud-features-for-digital-channels/

Top URLs in Tweet in G4:
[10] https://twitter.com/FwdHumanity/status/1420059264941379595
[7] https://twitter.com/FwdHumanity/status/1364622864255619074
[4] https://twitter.com/Dreamforce/status/1430877849427271680
[4] https://twitter.com/martinhoyes/status/1432765860389613569
[3] https://twitter.com/FwdHumanity/status/1423317364259516418
[3] https://twitter.com/martinhoyes/status/1432866561707032578
[3] https://rise.global/csr-business/r/2684393
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=252563
[2] https://twitter.com/FwdHumanity/status/1433834115552276486
[2] https://twitter.com/martinhoyes/status/1430606791914659841

Top URLs in Tweet in G5:
[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
[2] https://www.salesforceben.com/dreamforce/
[1] https://www.salesforce.com/dreamforce/
[1] https://twitter.com/dreamforce/status/1433459875196116994
[1] https://r.socialstudio.radian6.com/e0afbc0c-ef00-4195-bbde-e6e8dbf08aaa
[1] https://twitter.com/Dreamforce/status/1430877849427271680
[1] https://www.salesforce.com/news/stories/an-update-on-dreamforce-2021/
[1] https://salesforce.smh.re/oHt
[1] https://twitter.com/appexchange/status/1433127860689068035
[1] https://www.youtube.com/watch?v=ifMe1s43eHw&feature=youtu.be


Top URLs in Tweet in G6:
[5] https://r.socialstudio.radian6.com/ef41e573-cedf-487c-b492-edb25d9d83c4
[4] https://r.socialstudio.radian6.com/d0ee4c5c-d05e-4c89-b552-1b70766b4ca4
[3] http://www.salesforce.com/dreamforce/DF13/
[3] https://r.socialstudio.radian6.com/d0fabe8a-66d9-439e-af69-e82cceb52c71
[2] https://r.socialstudio.radian6.com/e0afbc0c-ef00-4195-bbde-e6e8dbf08aaa
[2] 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
[1] https://developer.salesforce.com/blogs/2021/09/dreamforce-2021-for-developers
[1] https://r.socialstudio.radian6.com/f938cf97-f4da-43a8-8675-eaece2d3cd5d
[1] https://r.socialstudio.radian6.com/cb0e088b-790c-433c-a96e-f5eaa0b9167e
[1] https://r.socialstudio.radian6.com/be09892a-62db-4217-bd4b-31afca8e4f6b

Top URLs in Tweet in G7:
[9] https://www.salesforce.com/dreamforce/episodes/
[6] https://admin.salesforce.com/blog/2021/dreamforce-21-for-admins
[5] 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://admin.salesforce.com/blog/2021/behind-the-build-apps-fast-for-awesome-admins-dreamforce-session-with-vin-addala
[3] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI
[1] https://r.socialstudio.radian6.com/b0ac035c-a3af-4cb9-be12-af5f92e2565f
[1] https://twitter.com/Dreamforce/status/1430877849427271680
[1] https://r.socialstudio.radian6.com/b1d94d20-88bc-43ed-bb30-e8682b69b816
[1] https://r.socialstudio.radian6.com/564e3421-e19a-48d3-9564-7c8d214c72d5
[1] https://r.socialstudio.radian6.com/92693e86-0689-46a8-b17e-9bab864e1245

Top URLs in Tweet in G8:
[4] https://www.salesforce.com/dreamforce/schedule/
[2] 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
[1] https://www.salesforce.com/dreamforce/
[1] https://r.socialstudio.radian6.com/9e0bcdc3-a4de-4979-9c9a-d1a70afba77d
[1] https://twitter.com/i/spaces/1eaKbnaPpOjKX
[1] https://www.salesforce.com/dreamforce/?utm_medium=email&utm_source=event&utm_campaign=sfevent-ww-all---dreamforce-&utm_content=-o1-invite--&nc=7013y0000025tJ8AAI&d=7013y0000025uUsAAI&utm_medium=email&eid=ss-df-iv
[1] https://www.youtube.com/watch?v=0uzATtUT14Q&t=3500s

[1] https://twitter.com/Dreamforce/status/1430877849427271680

Top URLs in Tweet in G9:
[2] https://www.salesforce.com/dreamforce/?d=7013y0000025uV6AAI
[2] https://www.salesforce.com/dreamforce/schedule/
[2] https://www.salesforce.com/in/events/trailblazer-talks/
[2] https://futurumresearch.com/six-five-webcast/salesforce-starts-slacking-the-six-five-webcast/
[1] https://salesforce.smh.re/rxk
[1] https://salesforce.smh.re/of6
[1] https://salesforce.smh.re/sXK
[1] https://salesforce.smh.re/oeh
[1] https://salesforce.smh.re/pJx
[1] https://salesforce.smh.re/pKM

Top Domains
Top Domains in Tweet in Entire Graph:
[279] salesforce.com
[208] smh.re
[120] radian6.com
[95] twitter.com
[26] linkedin.com
[15] bebee.com
[12] demandblue.com
[11] nodexlgraphgallery.org
[11] youtube.com
[7] sfchronicle.com

Top Domains in Tweet in G1:
[90] salesforce.com
[70] smh.re
[41] radian6.com
[10] twitter.com
[6] salesforcestore.com
[4] linkedin.com
[3] youtube.com
[3] extentia.com
[3] okt.to
[3] eventmarketer.com

Top Domains in Tweet in G2:
[75] salesforce.com
[72] smh.re
[15] linkedin.com
[13] twitter.com
[13] bebee.com
[6] radian6.com
[5] youtube.com
[3] ledgeviewpartners.com
[2] localogy.com
[2] tweetedtimes.com

Top Domains in Tweet in G3:
[39] salesforce.com
[28] radian6.com
[22] smh.re
[12] demandblue.com
[5] bizjournals.com
[4] twitter.com
[3] venturebeat.com
[3] linkedin.com
[3] intellective.com
[2] techtarget.com

Top Domains in Tweet in G4:
[47] twitter.com
[11] nodexlgraphgallery.org
[9] salesforce.com
[9] smh.re
[4] sfchronicle.com
[3] rise.global
[2] radian6.com
[1] time.com
[1] formassembly.com

Top Domains in Tweet in G5:
[6] salesforce.com
[6] twitter.com
[2] smh.re
[2] salesforceben.com
[1] radian6.com
[1] youtube.com

Top Domains in Tweet in G6:
[25] radian6.com
[7] salesforce.com
[2] twitter.com
[2] linkedin.com
[1] trailblazer.me
[1] smh.re
[1] channeldrive.in

Top Domains in Tweet in G7:
[27] salesforce.com
[9] smh.re
[8] radian6.com
[2] twitter.com

Top Domains in Tweet in G8:
[8] salesforce.com
[2] twitter.com
[1] radian6.com
[1] youtube.com

Top Domains in Tweet in G9:
[18] smh.re
[6] salesforce.com
[4] radian6.com
[2] futurumresearch.com
[1] mulesoft.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[631] df21
[224] dreamforce
[199] salesforce
[117] hrtech
[112] csr
[111] startup
[95] hr
[85] futureofwork
[78] shrm
[76] atd



Top Hashtags in Tweet in G1:
[164] df21
[34] salesforce
[30] dreamforce
[29] df2
[22] appy
[11] ohana
[10] cloud
[9] twitterchat
[7] awesomeadmins
[6] awesomeadmin

Top Hashtags in Tweet in G2:
[79] df21
[43] salesforce
[27] dreamforce
[11] contentmarketing
[9] mulesoft
[8] simplus
[8] infosys
[7] ohana
[5] cloud
[5] dreamforce2021

Top Hashtags in Tweet in G3:
[94] df21
[35] dreamforce
[16] salesforce
[7] crm
[5] tourism
[4] cloud
[4] df2
[3] ohana
[3] trailblazer
[2] iot

Top Hashtags in Tweet in G4:
[117] hrtech
[112] csr
[111] startup
[95] hr
[87] dreamforce
[85] futureofwork
[82] df21
[78] shrm
[76] atd
[72] learning

Top Hashtags in Tweet in G5:
[26] df21
[2] salesforce
[2] dreamforce
[1] koa
[1] awesomeadmins
[1] ohana
[1] df17
[1] salesforcearchitects
[1] appy
[1] marketingchampion

Top Hashtags in Tweet in G6:
[38] df21
[11] trailblazers
[6] rt
[4] dreamforce
[3] salesforcedevelopers
[3] df2021
[2] salesforce
[1] twitterchat
[1] appy
[1] whatsinthebox

Top Hashtags in Tweet in G7:
[71] df21
[35] awesomeadmins
[26] awesomeadmin
[3] df2
[2] dreamforce
[1] trailblazers
[1] salesforce
[1] mulesoft
[1] simplus
[1] infosys

Top Hashtags in Tweet in G8:
[15] df21
[9] dreamforce
[5] salesforce
[1] appy
[1] salesforcearchitects
[1] digitalfuture

Top Hashtags in Tweet in G9:
[13] df21
[4] salesforce
[2] df2
[2] cloud
[2] dreamforce
[2] ohana
[1] mulesoft
[1] simplus
[1] infosys
[1] awesomeadmins

Top Words
Top Words in Tweet in Entire Graph:
[1442] dreamforce
[638] salesforce
[631] #df21
[224] 100
[224] #dreamforce
[216] content
[216] hours
[206] free
[201] 2021
[193] #salesforce

Top Words in Tweet in G1:
[444] dreamforce
[164] #df21
[122] salesforce
[70] join
[68] hours
[66] 100
[64] content
[55] free
[55] live
[51] sign

Top Words in Tweet in G2:
[209] dreamforce
[108] salesforce
[79] #df21
[62] free
[60] september
[57] coming
[55] content
[50] 2021
[46] 100
[44] days

Top Words in Tweet in G3:
[178] dreamforce
[168] salesforce
[94] #df21
[41] free
[40] 2021
[36] content
[35] #dreamforce
[32] 100
[31] hours
[30] sign

Top Words in Tweet in G4:
[117] #hrtech
[112] #csr
[111] #startup
[95] #hr
[92] dreamforce
[90] martinhoyes
[87] #dreamforce
[85] #futureofwork
[82] #df21
[78] #shrm

Top Words in Tweet in G5:
[170] dreamforce
[56] salesforce
[52] salesforcemil
[30] imjanellefields
[26] #df21
[23] year
[15] cecedoessfdc
[12] person
[12] hayleytuller
[12] 2021

Top Words in Tweet in G6:
[76] dreamforce
[38] #df21
[34] salesforce
[23] 100
[23] hours
[23] content
[21] marketingcloud
[20] salesforcedevs
[15] 2021
[14] back

Top Words in Tweet in G7:
[71] #df21
[59] dreamforce
[40] salesforceadmns
[35] #awesomeadmins
[29] join
[26] #awesomeadmin
[23] salesforce
[20] admin
[20] things
[20] special

Top Words in Tweet in G8:
[37] dreamforce
[16] salesforce
[15] #df21
[9] #dreamforce
[8] salesforceuk
[7] tableau
[7] 2021
[7] 100
[7] hours
[7] content

Top Words in Tweet in G9:
[36] dreamforce
[26] salesforce
[13] #df21
[13] danielnewmanuv
[12] mulesoft
[11] stevendickens3
[11] dvellante
[11] furrier
[11] slack
[11] microsoft

Top Words in Tweet in G10:
[9] rick
[5] dreamforce
[5] salesforceadmns
[4] producer
[3] universal_be
[3] universalpicsch
[3] dreamworks
[3] gop
[3] dnc
[3] dncwarroom

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[213] 100,hours
[176] dreamforce,2021
[129] channels,topic
[110] dreamforce,coming
[107] days,innovation
[107] innovation,channels
[107] topic,100
[103] sign,free
[101] coming,days
[99] september,dreamforce

Top Word Pairs in Tweet in G1:
[66] 100,hours
[41] 21,23
[38] sign,free
[36] original,content
[36] streaming,live
[35] hours,original
[35] live,salesforce
[34] industry,leaders
[33] everything,100
[33] content,trailblazers

Top Word Pairs in Tweet in G2:
[45] dreamforce,2021
[44] 100,hours
[39] channels,topic
[37] dreamforce,coming
[37] days,innovation
[37] innovation,channels
[37] topic,100
[37] hours,free
[37] free,content
[37] content,salesforce

Top Word Pairs in Tweet in G3:
[32] dreamforce,2021
[31] 100,hours
[27] sign,free
[26] channels,topic
[24] dreamforce,salesforce
[22] salesforce,dreamforce
[21] salesforce,sign
[20] free,#df21
[20] original,content
[16] hours,original

Top Word Pairs in Tweet in G4:
[48] #salesforce,#dreamforce
[43] #startup,#hr
[43] #hr,#csr
[42] #learning,#shrm
[42] #shrm,#hrtech
[42] #hrtech,#peopleanalytics
[42] #peopleanalytics,#deib
[42] #deib,#hranalytics
[42] #hranalytics,#diversity
[41] #sustainability,#adp

Top Word Pairs in Tweet in G5:
[41] dreamforce,salesforce
[40] salesforce,salesforcemil
[24] imjanellefields,dreamforce
[13] cecedoessfdc,dreamforce
[10] dreamforce,2021
[9] dreamforce,servicecloud
[9] servicecloud,experiencecloud
[9] salesforcemil,dreamforce
[8] 100,hours
[8] experiencecloud,laurendunne__c

Top Word Pairs in Tweet in G6:
[23] 100,hours
[15] dreamforce,2021
[12] 2021,back
[11] #df21,feature
[11] feature,over
[11] over,100
[11] hours,amazing
[11] amazing,content
[11] content,#trailblazers
[11] #trailblazers,kinds

Top Word Pairs in Tweet in G7:
[17] salesforceadmns,#df21
[16] 100,hours
[15] future,admin
[15] admin,success
[14] celebrate,things
[14] things,#awesomeadmin
[14] #awesomeadmin,#df21
[13] #df21,minds
[13] minds,#awesomeadmins
[13] #awesomeadmins,next

Top Word Pairs in Tweet in G8:
[7] salesforce,dreamforce
[7] 100,hours
[7] channels,topic
[6] dreamforce,2021
[5] september,dreamforce
[5] dreamforce,coming
[5] days,innovation
[5] innovation,channels
[5] topic,100
[4] borislavbo,nativevideo

Top Word Pairs in Tweet in G9:
[11] salesforce,dvellante
[11] dvellante,furrier
[11] furrier,slack
[11] slack,danielnewmanuv
[11] danielnewmanuv,microsoft
[11] microsoft,mulesoft
[10] mulesoft,eric_kavanagh
[8] stevendickens3,salesforce
[7] dhinchcliffe,stevendickens3
[7] eric_kavanagh,emilychangtv

Top Word Pairs in Tweet in G10:
[5] dreamforce,salesforceadmns
[3] universal_be,universalpicsch
[3] universalpicsch,dreamworks
[3] dreamworks,dreamforce
[3] salesforceadmns,gop
[3] gop,dnc
[3] dnc,dncwarroom
[3] rick,producer
[3] producer,main
[3] main,actor

Top Replied-To
Top Replied-To in Entire Graph:
@dreamforce
@imjanellefields
@appexchange
@cecedoessfdc
@salesforce
@charlieisaacs
@vose_df17
@fwdhumanity
@sunnydalelow
@justicesikakane

Top Replied-To in G1:
@dreamforce
@appexchange
@juniperuponhill
@spilzer
@salesforce
@sunnydalelow
@salesforceforit
@amandalnelson
@geraldinegray
@honeymehta93

Top Replied-To in G2:
@tech_mahindra

Top Replied-To in G3:
@dreamforce
@salesforce
@charlieisaacs
@stephaniefoerst
@girlygeeksocial
@salesforcestu
@melissahilldees
@mickwheelz_
@sftonyn
@saracamden

Top Replied-To in G4:
@fwdhumanity
@sfdcjunkie__c
@benioff
@imjanellefields
@danprimack
@salesforce
@katebperez
@mirazlightatwrk
@staceygcogswell
@gamblerjam

Top Replied-To in G5:
@imjanellefields
@cecedoessfdc
@vose_df17
@justicesikakane
@rlvanessagrant
@hayleytuller
@hello_katherine
@a__hickman
@marcellena3
@dreamforce

Top Replied-To in G6:
@dreamforce
@salesforceuk
@salesloft

Top Replied-To in G7:
@ericdresh
@charlieisaacs
@dreamforce
@salesforceadmns

Top Replied-To in G8:
@salesforcewill
@salesforceuk
@salesforcephil
@appexchange
@hello_katherine
@mikemartin__c

Top Replied-To in G9:
@sarbjeetjohal
@dhinchcliffe
@charlieisaacs
@andrewnebus
@stevendickens3

Top Replied-To in G10:
@universal_be
@fbirecordsvault
@dreamforce

Top Mentioned
Top Mentioned in Entire Graph:
@dreamforce
@salesforce
@martinhoyes
@salesforceadmns
@salesforcemil
@fwdhumanity
@salesforcedevs
@appexchange
@salesforceorg
@marketingcloud

Top Mentioned in G1:
@dreamforce
@salesforce
@appexchange
@marissalk85
@sunnydalelow
@partnerforce
@salesforceadmns
@benioff
@juniperuponhill
@salesforceforit

Top Mentioned in G2:
@echotechnology

Top Mentioned in G3:
@salesforce
@dreamforce
@demandblue
@salescloud
@bpatter
@sedreamin
@witnesssuccess
@midwest_dreamin
@dreaminnorcal
@dreamole__c

Top Mentioned in G4:
@martinhoyes
@fwdhumanity
@dreamforce
@salesforce
@exchangeseva
@salesforceorg
@excellencia_ltd
@trailhead
@benioff
@rolandlisf

Top Mentioned in G5:
@dreamforce
@salesforcemil
@salesforce
@experiencecloud
@servicecloud
@staceygcogswell
@laurendunne__c
@allawler
@melissahilldees
@mehansen82

Top Mentioned in G6:
@salesforcedevs
@dreamforce
@marketingcloud
@salesforce
@salesforceapac
@commercecloud
@salesforceorg
@experiencecloud
@salesforceadmns
@trailhead

Top Mentioned in G7:
@salesforceadmns
@dreamforce
@vinaddala
@j__mdt
@claudrob14
@mikegerholdt
@salesforce
@jenwlee
@rebeccasaar
@klueckeman

Top Mentioned in G8:
@dreamforce
@salesforce
@thesudiptadeb
@tableau
@salesforceuk
@borislavbo
@nativevideo
@hydey
@pbattisson
@annefromthehub

Top Mentioned in G9:
@salesforce
@mulesoft
@dreamforce
@danielnewmanuv
@dvellante
@furrier
@slack
@microsoft
@stevendickens3
@eric_kavanagh

Top Mentioned in G10:
@salesforceadmns
@dreamforce
@universalpicsch
@dreamworks
@gop
@dnc
@dncwarroom
@paramountbe
@newlinecinema
@cdcgov

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@artificialbra1n
@ml_tweet_bot
@godfrey_g_
@cnbc
@situationalcomm
@crwriter1
@pubnblogll
@usatoday
@slackhq

Top Tweeters in G1:
@chidambara09
@ml_tweet_bot
@bluenextwaves
@jag_____
@marriott
@_00o0o00
@henmazzig
@darlakrusee
@haramibrat
@asksalesforce

Top Tweeters in G2:
@situationalcomm
@crwriter1
@pubnblogll
@brandgrowthhack
@jodiem
@punters
@holliepollard_
@kinggustavd
@carolrowens
@adillaazam

Top Tweeters in G3:
@sfbusinesstimes
@venturebeat
@charlieisaacs
@erkanguntore
@kaygb09
@salesforce
@danieljpeter
@didigk
@afigueiredo
@aithority

Top Tweeters in G4:
@godfrey_g_
@cnbc
@scalarhumanity
@sfchronicle
@coolgrey
@socentlive
@_steve2_
@codewithtwitchi
@hawaiinewsnow
@appitekbot

Top Tweeters in G5:
@arlanwashere
@alanlepo
@akeemakway
@justicesikakane
@chill97
@mikemartin__c
@staceygcogswell
@sfdc_nerd
@onboardlearning
@lipstickandtech

Top Tweeters in G6:
@artificialbra1n
@fkdflashsales
@marketingcloud
@salesloft
@carpinsal
@viacbsadsales
@tami__mcqueen
@leighsales
@radnip
@salesforcesmb

Top Tweeters in G7:
@mrjoesterne
@mikegerholdt
@snugsfbay
@ericdresh
@mpusto
@pardot
@jenwlee
@andrew_sf
@ljzero
@judis217

Top Tweeters in G8:
@muraliachanta
@stevebeards
@tableau
@mirandajanell
@salesforcephil
@salesforceuk
@thesudiptadeb
@pbattisson
@salesforceind
@albasfdc

Top Tweeters in G9:
@slackhq
@shellykramer
@mistygirlph
@billmew
@oablanchard
@danielnewmanuv
@eric_kavanagh
@sarbjeetjohal
@andimann
@tcrawford

Top Tweeters in G10:
@usatoday
@gop
@amermedicalassn
@cdcgov
@neatoday
@brithume
@lionsgate
@msftimagine
@pinthemix
@mgmstudios