dreamforce, Twitter, 2/11/2023 9:20:01 PM, 289175


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dreamforce_2023-02-11_13-07-13.xlsx
dreamforce_2023-02-11_13-07-13.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
February 11, 2023
Short Description:
dreamforce via NodeXL https://bit.ly/3YoWoJY
@dreamforce
@salesforce
@benioff
@irish_dissident
@trailhead
@sallyeaves
@deloittedigital
@charlieisaacs
@madmilker
@cnbc

Top hashtags:
#df22
#dreamforce
#salesforce
#stop
#trailblazercommunity
#dreamforce2022
#tdx23

Description:
Description
The graph represents a network of 3,237 Twitter users whose recent tweets contained "dreamforce", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 21:14 UTC.

The tweets in the network were tweeted over the 2326-day, 5-hour, 7-minute period from Wednesday, 28 September 2016 at 17:22 UTC to Friday, 10 February 2023 at 22:30 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 3237
Unique Edges : 4376
Edges With Duplicates : 11150
Total Edges : 15526
Number of Edge Types : 9
Tweet : 1412
Mentions : 3249
Retweet : 1701
MentionsInRetweet : 2971
Replies to : 1121
MentionsInReplyTo : 4662
Quote : 168
MentionsInQuote : 209
MentionsInQuoteReply : 33
Self-Loops : 2077
Reciprocated Vertex Pair Ratio : 0.075307862330281
Reciprocated Edge Ratio : 0.14006753780649
Connected Components : 544
Single-Vertex Connected Components : 353
Maximum Vertices in a Connected Component : 2348
Maximum Edges in a Connected Component : 14019
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.348865
Graph Density : 0.000650219018128232
Modularity : 0.310021
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,237 Twitter users whose recent tweets contained "dreamforce", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/10/2023 5:00:35 PM. The network was obtained from Twitter on Saturday, 11 February 2023 at 21:14 UTC.

The tweets in the network were tweeted over the 2326-day, 5-hour, 7-minute period from Wednesday, 28 September 2016 at 17:22 UTC to Friday, 10 February 2023 at 22:30 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[158] https://www.sevaxapp.com/
[77] https://utmgrabber.com/
[69] https://www.sevaxapp.com/team-2/
[36] https://twitter.com/Dreamforce/status/1591128818794000386/photo/1
[36] https://twitter.com/Dreamforce/status/1623728651958198272/photo/1
[28] https://twitter.com/Dreamforce/status/1593272965138944002/photo/1
[26] https://twitter.com/i/events/1572747186223579138
[24] https://salesforcedrillers.com/learn-andriod/android-app-development/
[23] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[22] https://salesforcedrillers.com/learn-mean/introduction-to-node-js/

Top URLs in Tweet in G1:
[26] https://twitter.com/i/events/1572747186223579138
[11] https://www.constellationr.com/blog-news/was-it-magic-or-was-it-dreamforce
[8] https://twitter.com/Dreamforce/status/1623728651958198272/photo/1
[8] https://twitter.com/Dreamforce/status/1591128818794000386/photo/1
[5] https://twitter.com/salesforce/status/1570599910046683136/photo/1
[5] https://retailminded.com/dreamforce-2022-10-highlights-retailers-learn
[4] https://www.salesforce.com/plus/?d=7013y000002EWirAAG&utm_source=twitter&utm_medium=organic_social&utm_campaign=amer_cbaw&utm_content=10-gated_yes,11-destination_salesforce_plus,12-event_n/a,2-amer,4-dreamforce,7-event_yes,8-link_yes,9-original_yes
[4] https://twitter.com/salesforce/status/1587051874695479300/photo/1
[4] https://twitter.com/gnayyar/status/1598788687143309312/photo/1
[4] https://twitter.com/gnayyar/status/1585269371504656384/photo/1

Top URLs in Tweet in G2:
[20] https://twitter.com/Dreamforce/status/1623728651958198272/photo/1
[16] https://twitter.com/Dreamforce/status/1591128818794000386/photo/1
[12] https://twitter.com/Dreamforce/status/1593272965138944002/photo/1
[12] https://twitter.com/Dreamforce/status/1590388907362877444/photo/1
[11] https://twitter.com/Dreamforce/status/1589690914909425664/video/1
[10] https://twitter.com/Dreamforce/status/1587191390756184065/photo/1
[9] https://www.salesforce.com/blog/marketing-cloud-innovations-dreamforce-22/?utm_campaign=amer_mktlobaw&utm_content=marketingcloud_&utm_medium=organic_social&utm_source=twitter
[8] https://twitter.com/Dreamforce/status/1593665531718127617/photo/1
[7] https://www.sfdcgirl.com/
[6] https://twitter.com/Dreamforce/status/1594012728980832256/photo/1

Top URLs in Tweet in G3:
[8] https://twitter.com/Dreamforce/status/1591128818794000386/photo/1
[7] https://twitter.com/Dreamforce/status/1589690914909425664/video/1
[4] https://www.crmscience.com/single-post/what-we-re-excited-about-most-from-dreamforce-22
[4] https://twitter.com/CloudGalacticos/status/1577611837788639233/photo/1
[4] https://twitter.com/Dreamforce/status/1623728651958198272/photo/1
[4] https://twitter.com/SalesforceWill/status/1577932108177219585/photo/1
[4] https://twitter.com/TheTiffSpencer/status/1588900706266001409/photo/1
[3] https://admin.salesforce.com/blog/2022/best-of-dreamforce-migrate-smarter-with-marti-pirkle-and-lisa-king-podcast
[3] https://twitter.com/Joy_SH/status/1592209423451455490/photo/1
[3] https://admin.salesforce.com/blog/2022/recap-of-dreamforce-22-for-salesforce-admins

Top URLs in Tweet in G4:
[19] https://us.bebee.com/producer/two-sessions-at-dreamforce-2017-that-will-help-your-company-understand-why-people-buy
[9] https://www.businessinsider.com/salesforce-dreamforce-genie-launch-snowflake-databricks-real-time-2022-9
[8] https://tableausalesforce.connpass.com/event/264025/?utm_campaign=event_participate_to_follower&utm_source=notifications&utm_medium=twitter
[8] https://asagarwal.com/
[8] https://twitter.com/m_lavva/status/1594929227434192896/photo/1
[6] https://www.youtube.com/watch?v=-gsgkkRaZv0&feature=youtu.be

[5] https://retailminded.com/dreamforce-2022-10-highlights-retailers-learn
[5] https://www.protocol.com/newsletters/sourcecode/dreamforce-slack-salesforce-genie
[5] https://www.saleswingsapp.com/sales-and-marketing-conferences/dreamforce-2022-parties-you-need-to-attend/?utm_source=twitter&utm_medium=social&utm_campaign=revold
[4] https://terakoyaforce.connpass.com/event/265343/?utm_campaign=event_participate_to_follower&utm_source=notifications&utm_medium=twitter

Top URLs in Tweet in G5:
[12] https://twitter.com/PablitoPuraVida/status/1585719215855906816/photo/1
[8] https://hicglobalsolutions.com/blog/top-5-takeaways-from-dreamforce-2022/
[7] https://hicglobalsolutions.com/blog/everything-about-salesforce-genie-slack-innovations-and-new-partnerships-announced-in-dreamforce-2022/
[5] https://www.instagram.com/p/CiymdZ1ri4a/
[4] https://twitter.com/Benioff/status/1572637030408159232/photo/1
[4] https://www.egtoken.io
[4] https://twitter.com/Dreamforce/status/1591128818794000386/photo/1
[4] https://www.protocol.com/enterprise/salesforce-dreamforce-benioff-cdp-slack
[3] https://twitter.com/myashin/status/1615491645910450176/photo/1
[2] https://twitter.com/Benioff/status/1573104779420737536/photo/1

Top URLs in Tweet in G6:
[4] https://twitter.com/Irish_Dissident/status/1534910791798902791/photo/1
[3] https://twitter.com/Irish_Dissident/status/1581987220461785088/photo/1
[2] https://twitter.com/mitchlafon/status/1599247051753025537/photo/1
[1] https://twitter.com/FuturumResearch/status/1576962864950165507
[1] https://www.forbes.com/sites/danielnewman/2022/09/26/salesforce-delivers-big-crm-and-slack-updates-at-dreamforce-2022/?sh=5b8cdbfb7061&utm_campaign=1238997_Futurum%20Research%20Weekly%20Tech%20News%20Recap%20for%20Week%20Ending%20Sept.%2030%2C%202022&utm_medium=email&utm_source=Futurum%20Research&dm_i=4R13,QK0L,44EG71,39WXL,1
[1] https://futurumresearch.com/research-notes/slack-canvas-provides-key-elements-to-drive-productivity-and-growth-for-slack/?utm_source=rss&utm_medium=rss&utm_campaign=slack-canvas-provides-key-elements-to-drive-productivity-and-growth-for-slack
[1] https://twitter.com/brandy_chi/status/1588293132122144768/video/1
[1] https://twitter.com/Irish_Dissident/status/1534910791798902791
[1] https://twitter.com/Irish_Dissident/status/1575528353645285376/video/1
[1] https://twitter.com/Irish_Dissident/status/1574809002260709377

Top URLs in Tweet in G7:
[12] https://twitter.com/Dreamforce/status/1593272965138944002/photo/1
[6] https://sfag.connpass.com/event/262746/?utm_campaign=event_participate_to_follower&utm_source=notifications&utm_medium=twitter
[6] https://successjp.salesforce.com/trailblazersjp
[4] https://www.tableau.com/blog/5-tableau-community-learnings-dreamforce
[4] https://terakoyaforce.connpass.com/event/265343/?utm_campaign=event_publish_to_follower&utm_source=notifications&utm_medium=twitter
[4] https://sfag.connpass.com/event/262746/?utm_campaign=event_publish_to_follower&utm_source=notifications&utm_medium=twitter
[3] https://tableausalesforce.connpass.com/event/264025/
[3] https://terakoyaforce.connpass.com/event/265343/?utm_campaign=event_participate_to_follower&utm_source=notifications&utm_medium=twitter
[3] https://tableausalesforce.connpass.com/event/264025/?utm_campaign=event_participate_to_follower&utm_source=notifications&utm_medium=twitter
[3] https://twitter.com/fumino_ten/status/1585910862484623360/photo/1

Top URLs in Tweet in G8:
[8] https://twitter.com/sallyeaves/status/1578680021425659905/photo/1
[4] https://twitter.com/sallyeaves/status/1580202657196621828/photo/1
[2] https://www.salesforce.com/plus/experience/Dreamforce_2022/series/Communications/?d=cta-body-promo-2230
[2] https://www2.corraogroup.com/l/52032/2022-10-05/lbrkfv/74779
[2] https://www2.corraogroup.com/l/52032/2022-11-01/lddt1w/75032
[2] https://www2.corraogroup.com/l/52032/2022-11-12/lf4vqz/75173
[1] https://twitter.com/SalesforceAmy/status/1606069957737029633/photo/1
[1] https://paper.li/fredcadena/1409144094?edition_id=53f9e6d0-5acf-11ed-95c4-fa163eed9ef2
[1] https://paper.li/fredcadena/1409144094?edition_id=d3543890-4a4e-11ed-95c4-fa163eed9ef2
[1] https://paper.li/fredcadena/1409144094?edition_id=a4730d60-5c61-11ed-95c4-fa163eed9ef2

Top URLs in Tweet in G9:
[158] https://www.sevaxapp.com/
[69] https://www.sevaxapp.com/team-2/
[21] https://play.google.com/store/apps/details?id=com.sevaexchange.sevax
[21] https://www.similarplay.com/
[10] https://apps.apple.com/us/app/id1451705907
[10] https://appadvice.com/game/app/sevax/1451705907
[9] http://apps.apple.com/us/app/id1451705907
[5] https://twitter.com/FwdHumanity/status/1610776153559822337
[3] https://twitter.com/martinhoyes/status/1611453179673350144
[3] https://web.sevaxapp.com/

Top URLs in Tweet in G10:
[4] https://twitter.com/PreetiKant3/status/1602683187892670464/photo/1
[3] https://twitter.com/iKishorebt/status/1199607396932313090/photo/1
[3] https://trailblazercommunitygroups.com/bengaluru-in-developers-group/
[3] https://twitter.com/iKishorebt/status/1588875576752111616/photo/1
[2] https://twitter.com/PreetiKant3/status/1623575551637356545/photo/1
[2] https://twitter.com/SilentN66135541/status/1593832566397685760/photo/1
[2] https://twitter.com/Geeky_Adnan/status/1588892526907633666/photo/1
[1] https://twitter.com/iKishorebt/status/1601148879730511872/photo/1
[1] https://twitter.com/iKishorebt/status/1601419828069249024/photo/1
[1] https://twitter.com/SaurabhRastogik/status/1588895040222695424/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[1966] twitter.com
[359] salesforce.com
[346] smh.re
[233] sevaxapp.com
[186] salesforcedrillers.com
[77] utmgrabber.com
[68] youtube.com
[57] connpass.com
[47] linkedin.com
[44] radian6.com

Top Domains in Tweet in G1:
[273] twitter.com
[148] smh.re
[60] salesforce.com
[13] constellationr.com
[12] youtube.com
[9] linkedin.com
[8] baybridgedigital.com
[6] connpass.com
[5] cbh.com
[5] retailminded.com

Top Domains in Tweet in G2:
[586] twitter.com
[187] salesforce.com
[49] smh.re
[19] radian6.com
[15] youtube.com
[8] sfdcgirl.com
[8] mulesoft.com
[8] trailblazercommunitygroups.com
[7] forcetalks.com
[7] t.co

Top Domains in Tweet in G3:
[277] twitter.com
[25] salesforce.com
[9] radian6.com
[9] youtube.com
[8] trailblazercommunitygroups.com
[7] salesforceben.com
[5] smh.re
[4] crmscience.com
[4] co.uk
[3] youtu.be

Top Domains in Tweet in G4:
[131] twitter.com
[78] smh.re
[35] salesforce.com
[23] connpass.com
[19] bebee.com
[17] linkedin.com
[16] asagarwal.com
[13] okt.to
[10] protocol.com
[10] youtube.com

Top Domains in Tweet in G5:
[88] twitter.com
[16] hicglobalsolutions.com
[5] instagram.com
[5] protocol.com
[4] egtoken.io
[4] sfgate.com
[2] youtube.com
[2] opensea.io
[2] globalrewardsolutions.com
[1] time.com

Top Domains in Tweet in G6:
[30] twitter.com
[2] futurumresearch.com
[1] forbes.com
[1] cnbc.com
[1] protocol.com
[1] youtube.com
[1] microsoft.com
[1] apnews.com
[1] mckinsey.com
[1] biography.com

Top Domains in Tweet in G7:
[56] twitter.com
[28] connpass.com
[14] youtube.com
[12] salesforce.com
[10] dreamforcebtl.online
[5] cloudely.com
[4] tableau.com
[3] dreamforcebtl.com
[2] trailblazercommunitygroups.com
[2] google.com

Top Domains in Tweet in G8:
[14] twitter.com
[11] corraogroup.com
[3] paper.li
[2] salesforce.com

Top Domains in Tweet in G9:
[233] sevaxapp.com
[50] smh.re
[44] twitter.com
[21] google.com
[21] similarplay.com
[19] apple.com
[10] appadvice.com
[7] salesforce.com
[5] onwardshr.com
[3] radian6.com

Top Domains in Tweet in G10:
[24] twitter.com
[3] trailblazercommunitygroups.com
[1] blogspot.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[917] df22
[636] dreamforce
[616] salesforce
[213] stop
[135] trailblazercommunity
[127] dreamforce2022
[123] tdx23
[112] salesforcetour
[77] utmgrabber
[74] utmtracking



Top Hashtags in Tweet in G1:
[356] df22
[213] stop
[67] dreamforce
[44] salesforce
[22] dreamforce2022
[18] data
[15] healthcare
[13] tdx23
[13] cx
[12] cdp

Top Hashtags in Tweet in G2:
[230] df22
[109] salesforce
[85] salesforcetour
[78] trailblazercommunity
[77] tdx23
[60] dreamforce
[57] trailhead
[45] motiharimeetup
[27] learning
[26] sfdg22

Top Hashtags in Tweet in G3:
[93] df22
[69] salesforce
[41] dreamforce
[34] trailblazercommunity
[29] tdx23
[8] tttc
[8] dreamforce2022
[7] awesomeadmin
[7] df
[6] salesforcetour

Top Hashtags in Tweet in G4:
[106] salesforce
[71] dreamforce
[35] df22
[25] dreamforce2022
[15] genie
[14] datalake
[14] deltalake
[14] databricks
[12] contentmarketing
[11] cdp

Top Hashtags in Tweet in G5:
[26] salesforce
[23] df22
[14] dreamforce
[10] cloud
[9] crm
[9] technology
[9] dreamforce2022
[7] yoshiki
[7] matthewmcconaughey
[7] trailhead

Top Hashtags in Tweet in G6:
[5] dreamforce
[5] wallstreet
[4] salesforce
[4] slack
[4] themarket
[4] news
[4] siliconvalley
[4] jimcramer
[4] cnbc
[3] collaboration

Top Hashtags in Tweet in G7:
[27] dfgg
[24] archjapan
[20] df22gg
[17] tabforce
[15] df22
[14] dreamforce
[9] japandreamin
[9] salesforce
[6] vizgames
[6] ironviz

Top Hashtags in Tweet in G8:
[71] dreamforce
[66] df22
[61] communications
[61] keynote
[38] tech
[37] consumer
[25] innovation
[6] force
[4] salesforce
[3] ai

Top Hashtags in Tweet in G9:
[83] dreamforce
[77] salesforce
[63] ces2023
[61] ces
[58] shrm
[42] hrtech
[38] csr
[37] hr
[37] corpgov
[36] nonprofit

Top Hashtags in Tweet in G10:
[9] salesforce
[4] dreamforce
[4] sfdgblr
[2] salesforcedeveloper
[1] iphone
[1] salesforce_developer
[1] salesforceorg
[1] marketingcloud
[1] renault
[1] kiger

Top Words
Top Words in Tweet in Entire Graph:
[3851] dreamforce
[2224] salesforce
[917] #df22
[636] #dreamforce
[613] #salesforce
[461] 2022
[390] learn
[379] more
[347] trailhead
[330] magic

Top Words in Tweet in G1:
[788] dreamforce
[738] salesforce
[357] #df22
[213] opt
[213] reply
[213] #stop
[199] magic
[186] final
[176] streaming
[169] ready

Top Words in Tweet in G2:
[1012] dreamforce
[386] salesforce
[269] trailhead
[230] #df22
[179] salesforcedevs
[125] more
[119] salesforceadmns
[109] #salesforce
[91] time
[85] #salesforcetour

Top Words in Tweet in G3:
[569] dreamforce
[171] salesforce
[93] #df22
[69] #salesforce
[54] one
[53] tip
[50] melissahilldees
[46] trailhead
[44] see
[44] 2022

Top Words in Tweet in G4:
[406] dreamforce
[170] salesforce
[106] #salesforce
[101] 2022
[71] #dreamforce
[53] more
[40] customer
[40] help
[39] data
[38] read

Top Words in Tweet in G5:
[131] dreamforce
[104] salesforce
[84] benioff
[47] paul
[26] #salesforce
[25] 2022
[24] thoughts
[24] headincloudinc
[23] #df22
[23] shattered

Top Words in Tweet in G6:
[24] dreamforce
[13] salesforce
[10] apple
[6] jimcramer
[6] metallica
[6] nbcsnl
[6] lesdoggg
[5] #dreamforce
[5] thedailyshow
[5] #wallstreet

Top Words in Tweet in G7:
[80] dreamforce
[51] 2022
[50] global
[46] gathering
[27] #dfgg
[24] #archjapan
[24] salesforce
[20] #df22gg
[18] tableau
[17] #tabforce

Top Words in Tweet in G8:
[71] #dreamforce
[66] #df22
[61] #keynote
[61] #communications
[60] sallyeaves
[38] aligning
[38] highlight
[38] week
[38] #tech
[38] packed

Top Words in Tweet in G9:
[121] dreamforce
[83] #dreamforce
[77] #salesforce
[63] #ces2023
[61] #ces
[58] #shrm
[46] fwdhumanity
[43] salesforce
[42] #hrtech
[38] #csr

Top Words in Tweet in G10:
[28] dreamforce
[19] session
[13] salesforce
[11] gauravkheterpal
[10] sfdgblr
[10] mr_pablesh
[10] charlieisaacs
[10] shiroishi_asp
[10] rkarma214
[10] rbhalla31

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[316] dreamforce,2022
[213] reply,#stop
[213] #stop,opt
[195] salesforce,dreamforce
[166] front,row
[165] row,seat
[161] seat,dreamforce
[160] secure,front
[160] #df22,final
[160] final,step

Top Word Pairs in Tweet in G1:
[213] #stop,opt
[213] reply,#stop
[165] row,seat
[165] front,row
[161] seat,dreamforce
[160] secure,front
[160] ready,#df22
[160] #df22,final
[160] final,step
[160] step,secure

Top Word Pairs in Tweet in G2:
[82] badge,trailhead
[72] #salesforcetour,nyc
[48] trailhead,dreamforce
[48] best,dreamforce
[48] dreamforce,salesforcedevs
[46] salesforce,dreamforce
[43] #trailblazercommunity,#motiharimeetup
[39] #motiharimeetup,#trailhead
[36] trailhead,salesforce
[33] salesforcedevs,salesforceadmns

Top Word Pairs in Tweet in G3:
[34] dreamforce,2022
[20] oleh_mykytyn,nazarmykytyn
[20] salesforce,shirtforceorg
[19] astrofromcrm,_jxckmcc
[19] ukraine,dreamforce
[19] shirtforceorg,ukraine
[18] best,dreamforce
[18] dreamforce,salesforce
[18] dreamforce,oleh_mykytyn
[17] nazarmykytyn,astrofromcrm

Top Word Pairs in Tweet in G4:
[90] dreamforce,2022
[20] sessions,dreamforce
[20] dreamforce,2017
[20] dreamforce,22
[19] people,buy
[19] company,understand
[19] two,sessions
[19] 2017,help
[19] understand,people
[19] help,company

Top Word Pairs in Tweet in G5:
[23] paul,family
[23] home,thoughts
[23] pelosi,home
[23] paul,pelosi
[23] shattered,hear
[23] attack,paul
[23] thoughts,paul
[23] hear,attack
[22] benioff,shattered
[20] dreamforce,2022

Top Word Pairs in Tweet in G6:
[5] thedailyshow,lesdoggg
[5] nbcsnl,trevornoah
[5] trevornoah,colbertlateshow
[5] apple,dreamforce
[4] san,francisco
[4] nypost,#themarket
[4] #news,#wallstreet
[4] jeffbezos,nbcsnl
[4] dreamforce,2022
[4] lesdoggg,salesforce

Top Word Pairs in Tweet in G7:
[46] global,gathering
[33] 2022,global
[27] dreamforce,2022
[12] gathering,architects
[12] dreamforce,connection
[10] dreamforce特集,dreamforceでのtableauを知ろう
[9] #dreamforce,2022
[9] 気付いてなくてごめんなさい,こちらの公開グループで
[9] こちらの公開グループで,#dreamforce
[9] 2022,のレポートたくさん載ってるじゃん

Top Word Pairs in Tweet in G8:
[61] #df22,#dreamforce
[38] week,packed
[38] highlight,#communications
[38] #dreamforce,week
[38] packed,#keynote
[38] aligning,#tech
[38] #communications,aligning
[38] #keynote,highlight
[37] #tech,#consumer
[37] #consumer,trends

Top Word Pairs in Tweet in G9:
[64] #salesforce,#dreamforce
[61] #ces2023,#ces
[61] #ces,#salesforce
[58] #dreamforce,#shrm
[32] #shrm,#hrtech
[31] featured,#communities
[30] #corpgov,#csr
[30] #csr,#hr
[27] #hrtech,#corpgov
[27] app,featured

Top Word Pairs in Tweet in G10:
[10] shiroishi_asp,shriramdubey8
[10] shriramdubey8,rbhalla31
[9] charlieisaacs,dreamforce
[8] pablo,gonzalez
[8] gauravkheterpal,charlieisaacs
[8] rkarma214,shiroishi_asp
[8] amazing,session
[8] mr_pablesh,jatin_agarwal_
[8] rbhalla31,gauravkheterpal
[6] jatin_agarwal_,rkarma214

Top Replied-To
Top Replied-To in Entire Graph:
@dreamforce
@melissahilldees
@salesforce
@charlieisaacs
@k_ann_hamilton
@kavindrapatel
@rlvanessagrant
@benioff
@justguilda

Top Replied-To in G1:
@charlieisaacs
@salesforce
@dreamforce
@gnayyar
@imranah58417591
@conerguy
@sajitht94612791
@hasina16712189
@anuragt56387493
@goss58

Top Replied-To in G2:
@dreamforce
@kavindrapatel
@k_ann_hamilton
@melissahilldees
@_andrewrusso
@salesforce
@justguilda
@sundark_10
@neetubansal5
@adiofficial07

Top Replied-To in G3:
@dreamforce
@melissahilldees
@rlvanessagrant
@corey_snow
@salesforcewill
@steph_herrera_
@gcaballeroinchi
@ericdresh
@charlieisaacs

Top Replied-To in G5:
@benioff
@elongateog
@salesforce
@codefriar
@u2isable
@yoshikiofficial
@bob_wachter
@erictopol
@pharmadecisions
@markbarsy

Top Replied-To in G6:
@thedailyshow
@nypost
@johnjmcmonagle
@cnbc
@lhfang
@davidsacks
@mitchlafon
@youtubeindia
@salesforce

Top Replied-To in G7:
@geeorgey
@hiroki_iida_
@skussun1
@a_kuratani
@itchy_trumpet
@nmin000
@shubhamkdhanuka
@k_kureshima
@fumino_ten
@mamecchi_ad

Top Replied-To in G8:
@sallyeaves

Top Replied-To in G9:
@fwdhumanity
@martinhoyes
@salesforce
@amitdhanraj3
@nkittaneja
@kristiforce
@dreamforce
@marketingcloud
@matk62
@salesforcees

Top Replied-To in G10:
@preetikant3
@ikishorebt
@rahulrajwansh10
@gauravkheterpal
@rkarma214
@jatin_agarwal_
@vivekshankarjha
@arsanthanam
@monikasfdc

Top Mentioned
Top Mentioned in Entire Graph:
@dreamforce
@salesforce
@trailhead
@salesforcedevs
@salesforceorg
@appexchange
@marketingcloud
@salesforceadmns
@benioff
@partnerforce

Top Mentioned in G1:
@salesforce
@dreamforce
@benioff
@colinjfleming
@gnayyar
@btaylor
@trailhead
@salesforceadmns
@eranagrios
@constellationr

Top Mentioned in G2:
@dreamforce
@trailhead
@salesforce
@salesforcedevs
@salesforceadmns
@salesforceorg
@appexchange
@marketingcloud
@madhusudan_2002
@adiofficial07

Top Mentioned in G3:
@dreamforce
@salesforce
@trailhead
@_jxckmcc
@melissahilldees
@nazarmykytyn
@salesforcearchs
@shirtforceorg
@oleh_mykytyn
@salesforceadmns

Top Mentioned in G4:
@observantfarmer
@m_lavva

Top Mentioned in G5:
@benioff
@dreamforce
@salesforce
@headincloudinc
@partnerforce
@elonmusk
@mcconaughey
@elongateog
@salesforcenews
@salesforceadmns

Top Mentioned in G6:
@dreamforce
@salesforce
@apple
@jimcramer
@nbcsnl
@metallica
@lesdoggg
@benioff
@jeffbezos
@trevornoah

Top Mentioned in G7:
@maes_data
@youtube
@sadahiro2929
@nmin000
@dreamforce
@fumino_ten
@erika_kaikai
@salesforce
@geeorgey
@hiroki_iida_

Top Mentioned in G8:
@sallyeaves
@corrao_group
@salesforce
@attbusiness
@telus
@telstra
@partnerforce
@jr0cket
@rakeshistom
@upekabee

Top Mentioned in G9:
@fwdhumanity
@dreamforce
@martinhoyes
@salesforce
@s4gconsulting
@salesforcees
@saraehernandez2
@ownbackup
@hcm_tech
@aiglesiasfraga

Top Mentioned in G10:
@dreamforce
@mr_pablesh
@shiroishi_asp
@shriramdubey8
@rbhalla31
@charlieisaacs
@sfdgblr
@gauravkheterpal
@jatin_agarwal_
@rkarma214

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@marciojmsilva
@linuxlkml
@evankirstel
@rahul05ranjan
@dataaugmented
@digestwordpress
@telstra
@godfrey_g_
@walmart

Top Tweeters in G1:
@chidambara09
@valaafshar
@andytoronto
@rwang0
@quick13
@harryjfriel28
@ajem_mx
@suntimes
@mgupt108
@holgermu

Top Tweeters in G2:
@marciojmsilva
@walmart
@jacobussystems
@slackhq
@johnmaring2
@strickalator
@alwefaq
@manipalblog
@datz_2dope
@fano_kgops

Top Tweeters in G3:
@chrispirillo
@rayneydaze
@jonmspangler
@_ellabot
@tiktok_us
@u2threechords
@kanikatolver
@kwongerific
@ericdresh
@rakeshistom

Top Tweeters in G4:
@linuxlkml
@situationalcomm
@pubnblogll
@sculpture_art
@mialis79
@alan_nishihara
@drgarysharpe
@dogetalist
@agadirgroup
@brandgrowthhack

Top Tweeters in G5:
@time
@alaskaair
@houstonchron
@dallasnews
@popelizbet
@judyannaggie
@mysa
@condemnnazism
@congaqueen
@sfgate

Top Tweeters in G6:
@cnbc
@nypost
@forbes
@abc7ny
@ap
@shellykramer
@karaswisher
@jimcramer
@danielnewmanuv
@nj1015

Top Tweeters in G7:
@usamiko
@geeorgey
@richaliciousone
@ho0922
@youtube
@tyoshikawa1106
@hiro_baila
@linkedinselling
@a_kuratani
@saleshacker

Top Tweeters in G8:
@evankirstel
@telstra
@godfrey_g_
@jamesvgingerich
@nicochan33
@bot_innovation
@akwyz
@annemichie5
@jblefevre60
@ipfconline1

Top Tweeters in G9:
@observadorpt
@elespanolcom
@socentlive
@excellencia_ltd
@disruptores_inn
@martinhoyes
@aiglesiasfraga
@cloud4good
@noticeperiodcom
@crisaldama

Top Tweeters in G10:
@arsanthanam
@vivekshankarjha
@ikishorebt
@salescloud
@santanuboral
@rkarma214
@sfdgblr
@shriramdubey8
@sfdc_pune
@punesfdc


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