DMWF, Twitter, 1/16/2019 6:45:48 AM, 182105


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DMWF_2019-01-15_22-17-20.xlsx
DMWF_2019-01-15_22-17-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 16, 2019
Short Description:
DMWF via NodeXL http://bit.ly/2TSj4QZ
@glengilmore
@digimarketingwf
@digimindci
@insideromanoff
@michaelgschmitz
@yourprofitmaker
@kaitzullo
@toddmgrossman
@nancy_groves
@philipogola

Top hashtags:
#dmwf
#marketing
#smm
#influencermarketing
#digitalmarketing

Description:
Description
The graph represents a network of 382 Twitter users whose tweets in the requested range contained "DMWF", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 16 January 2019 at 06:17 UTC.

The requested start date was Wednesday, 16 January 2019 at 01:01 UTC and the maximum number of tweets (going backward in time) was 5,000.

The tweets in the network were tweeted over the 75-day, 10-hour, 21-minute period from Thursday, 01 November 2018 at 13:44 UTC to Wednesday, 16 January 2019 at 00:05 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 : 382
Unique Edges : 852
Edges With Duplicates : 800
Total Edges : 1652
Number of Edge Types : 3
Replies to : 51
Mentions : 1404
Tweet : 197
Self-Loops : 197
Reciprocated Vertex Pair Ratio : 0.0920177383592018
Reciprocated Edge Ratio : 0.168527918781726
Connected Components : 62
Single-Vertex Connected Components : 48
Maximum Vertices in a Connected Component : 304
Maximum Edges in a Connected Component : 1566
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.05131
Graph Density : 0.00676780585672864
Modularity : 0.333065
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[27] https://dangalante.me/2018/11/13/4-key-insights-from-dmwf/
[14] https://www.artificialintelligence-news.com/2018/10/15/ai-in-digital-commerce-is-generally-considered-a-success-says-gartner/
[12] https://go.forrester.com/blogs/this-is-a-story-all-aboutstories-one-takeaway-from-the-dmwf/
[10] https://lnkd.in/dWimGVQ
[10] https://lnkd.in/dXdhXf5
[10] https://link.medium.com/QBpDjDT4OR
[8] https://www.youtube.com/watch?v=3ZUcFzCbQMA&feature=youtu.be

[6] https://m.facebook.com/story.php?story_fbid=10156788209472418&id=714172417
[6] https://www.youtube.com/watch?v=IIoGtWCOEzQ&feature=youtu.be

[5] https://www.digitalmarketing-conference.com/northamerica/

Top URLs in Tweet in G1:
[2] https://twitter.com/heynicknappo/status/1060624428348915712
[2] https://twitter.com/glengilmore/status/1060165915856252928?s=21
[1] https://www.digitalmarketing-conference.com/dmwf-north-america-inga-romanoff-on-where-were-at-with-digital-marketing/
[1] https://www.digitalmarketing-conference.com/northamerica/?utm_content=buffer12de6&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.pscp.tv/w/brRwajF4TmpheE5ZQW1yS2J8MU1ZeE55YnFxTlJKd7agc8_9EkMuv-J8x-wEAokQvoQriY6AVRd5INCy_QeX
[1] https://www.pscp.tv/w/brR2gjF4TmpheE5ZQW1yS2J8MU1ueG5OQlpkTWV4Ty93qZAIfedHhfAzhe6K6LazM5ciyZSYVZwupjyff7qU
[1] https://www.linkedin.com/pulse/data-driven-ux-propels-widening-success-gap-brands-jason-king/
[1] https://www.digitalmarketing-conference.com/dmwf-north-america-inga-romanoff-on-where-were-at-with-digital-marketing/?utm_content=buffer84798&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/mariotrubiano/status/1060176782446469120?s=21
[1] https://www.digitalmarketing-conference.com/northamerica/?utm_content=buffer8c6f9&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer

Top URLs in Tweet in G2:
[16] https://dangalante.me/2018/11/13/4-key-insights-from-dmwf/
[2] https://twitter.com/LabCave/status/1058378794724147200
[2] https://www.digitalmarketing-conference.com/northamerica/
[1] https://www.digitalmarketing-conference.com/global/
[1] https://www.digitalmarketing-conference.com/
[1] https://www.digitalmarketing-conference.com/northamerica/track/content-social-marketing/
[1] https://digitalmarketing-conference.com/europe/
[1] https://www.linkedin.com/pulse/rethinking-luxury-brands-phygital-world-dmwf-jerome-pineau/
[1] https://www.slideshare.net/JeromePineau/rethinking-modern-luxury-brands-in-a-phygital-world
[1] https://twitter.com/aymanndotcom/status/1060424768653062149

Top URLs in Tweet in G3:
[11] https://dangalante.me/2018/11/13/4-key-insights-from-dmwf/
[10] https://lnkd.in/dXdhXf5
[10] https://lnkd.in/dWimGVQ
[10] https://link.medium.com/QBpDjDT4OR
[8] https://www.youtube.com/watch?v=3ZUcFzCbQMA&feature=youtu.be

[6] https://www.youtube.com/watch?v=IIoGtWCOEzQ&feature=youtu.be

[6] https://m.facebook.com/story.php?story_fbid=10156788209472418&id=714172417
[2] https://lnkd.in/dNBc7ZC
[1] https://www.digitalmarketing-conference.com/northamerica/
[1] https://www.talkwalker.com/blog/one-influencer-marketing-platform

Top URLs in Tweet in G4:
[2] https://landing.digimind.com/us-dmwf-nov18-meetings?utm_campaign=EN-US-DMWF
[2] -
[2] Digital
[2] Marketing
[2] World
[2] Forum&utm_source=twitter&utm_medium=social
[1] https://www.wsj.com/articles/the-future-of-television-binge-watching-is-only-the-beginning-1544111448
[1] https://twitter.com/mkobach/status/1059915622480527360
[1] https://www.instagram.com/dejanmmarkovic/p/Bp4zf7lAeNi/?utm_source=ig_twitter_share&igshid=o2ibveu5vagc
[1] http://www.digitalmarketing-conference.com/northamerica/

Top URLs in Tweet in G5:
[12] https://go.forrester.com/blogs/this-is-a-story-all-aboutstories-one-takeaway-from-the-dmwf/
[3] https://go.forrester.com/blogs/this-is-a-story-all-aboutstories-one-takeaway-from-the-dmwf/?utm_source=dlvr.it&utm_medium=twitter
[2] http://dlvr.it/Qqn0Ck
[2] http://ftp-master.debian.org//new/selenium-firefoxdriver_3.14.1-1.html
[2] https://www.clocate.com/81941/
[2] https://www.clocate.com/65853/
[2] https://www.clocate.com/25376/
[1] https://www.digitalmarketing-conference.com/northamerica/
[1] https://twitter.com/apitherapy/status/1060159288788873217
[1] https://tagdef.com/en/tag/dmwf

Top URLs in Tweet in G6:
[1] https://www.pscp.tv/w/brL9VzIwOTMxODN8MURYeHlhd0xxWGd4TYnI95x_PrIdS6PZ9TU0qzzgncMtmbR0PKfJpy_0BnPF
[1] https://www.pscp.tv/w/brLjhzIwOTMxODN8MWpNS2dPYnJ5bWpLTLXscfcl9WiTeB1UFQvGb07XiNubEwMEkO0nMtP9Lu3C
[1] https://www.digitalmarketing-conference.com/northamerica/track/content-social-marketing/

Top URLs in Tweet in G7:
[14] https://www.artificialintelligence-news.com/2018/10/15/ai-in-digital-commerce-is-generally-considered-a-success-says-gartner/
[1] https://marketingtechnews.net/news/2018/sep/20/dmwf-europe-three-observations-digital-marketing-world-forum/

Top URLs in Tweet in G10:
[1] https://lnkd.in/eB-usTb
[1] https://lnkd.in/ejWtUwe

Top Domains
Top Domains in Tweet in Entire Graph:
[28] lnkd.in
[27] dangalante.me
[21] twitter.com
[18] forrester.com
[16] youtube.com
[16] digitalmarketing-conference.com
[14] artificialintelligence-news.com
[10] medium.com
[7] instagram.com
[6] facebook.com

Top Domains in Tweet in G1:
[12] twitter.com
[5] digitalmarketing-conference.com
[2] pscp.tv
[2] linkedin.com
[1] youtube.com

Top Domains in Tweet in G2:
[16] dangalante.me
[6] digitalmarketing-conference.com
[4] twitter.com
[1] linkedin.com
[1] slideshare.net
[1] instagram.com
[1] swarmapp.com
[1] nywaterway.com

Top Domains in Tweet in G3:
[26] lnkd.in
[14] youtube.com
[11] dangalante.me
[10] medium.com
[6] facebook.com
[3] talkwalker.com
[3] twitter.com
[1] digitalmarketing-conference.com
[1] linkedin.com
[1] instagram.com

Top Domains in Tweet in G4:
[2] digimind.com
[2] digitalmarketing-conference.com
[1] wsj.com
[1] twitter.com
[1] instagram.com

Top Domains in Tweet in G5:
[16] forrester.com
[6] clocate.com
[2] instagram.com
[2] dlvr.it
[2] linkedin.com
[2] debian.org
[2] insurancepremiumunitedstates.com
[1] digitalmarketing-conference.com
[1] twitter.com
[1] tagdef.com

Top Domains in Tweet in G6:
[2] pscp.tv
[1] digitalmarketing-conference.com

Top Domains in Tweet in G7:
[14] artificialintelligence-news.com
[1] marketingtechnews.net

Top Domains in Tweet in G10:
[2] lnkd.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[740] dmwf
[138] marketing
[130] smm
[123] influencermarketing
[118] digitalmarketing
[111] contentmarketing
[109] socialmedia
[43] cx
[31] insights
[31] custexp



Top Hashtags in Tweet in G1:
[195] dmwf
[36] digitalmarketing
[26] contentmarketing
[18] genz
[17] influencermarketing
[17] data
[15] socialun
[13] ux
[13] influencers
[13] smm

Top Hashtags in Tweet in G2:
[135] dmwf
[22] influencermarketing
[21] marketing
[21] digitalmarketing
[21] contentmarketing
[20] socialmedia
[19] smm
[18] insights
[16] custexp
[16] cx

Top Hashtags in Tweet in G3:
[140] dmwf
[81] marketing
[64] smm
[53] influencermarketing
[36] socialmedia
[32] digitalmarketing
[23] cx
[21] sociallistening
[21] contentmarketing
[20] brand

Top Hashtags in Tweet in G4:
[102] dmwf
[27] socialmedia
[17] marketing
[8] digitalmarketing
[7] sociallistening
[6] contentmarketing
[5] influencers
[4] influencermarketing
[3] socialintelligence
[3] panel

Top Hashtags in Tweet in G5:
[43] dmwf
[3] bigdata
[3] marketing
[2] digitalmarketing
[2] advertising
[2] b2cmarketing
[1] successtrain
[1] events
[1] electionresults2018
[1] wednesdaywisdom

Top Hashtags in Tweet in G6:
[75] dmwf
[35] contentmarketing
[32] smm
[23] influencermarketing
[15] digitalmarketing
[15] cmo
[12] socialmedia
[9] microinfluencers
[8] influencers
[7] genz

Top Hashtags in Tweet in G7:
[14] ai
[3] dmwf
[1] bigdata
[1] datascience
[1] daife
[1] automation
[1] rpa
[1] machinelearning
[1] algorithms
[1] marketing

Top Hashtags in Tweet in G8:
[17] dmwf
[4] socialmedia
[2] marketing
[2] influencermarketing
[2] twitter
[2] contentmarketing
[2] socialmediamarketing
[2] data
[1] genz
[1] influencer

Top Hashtags in Tweet in G9:
[4] dmwf
[2] brand
[1] content
[1] gerber
[1] data

Top Hashtags in Tweet in G10:
[3] dmwf

Top Words
Top Words in Tweet in Entire Graph:
[694] Words in Sentiment List#1: Positive
[159] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[19066] Non-categorized Words
[19919] Total Words
[761] dmwf
[240] marketing
[155] digimarketingwf
[139] smm
[128] content

Top Words in Tweet in G1:
[195] dmwf
[52] social
[46] marketing
[42] glengilmore
[41] data
[36] digitalmarketing
[33] great
[31] t
[30] s
[30] influencers

Top Words in Tweet in G2:
[138] dmwf
[67] digimarketingwf
[48] marketing
[26] smm
[25] data
[25] content
[23] key
[22] s
[22] social
[22] influencermarketing

Top Words in Tweet in G3:
[142] dmwf
[94] marketing
[64] smm
[53] influencermarketing
[37] digimarketingwf
[36] socialmedia
[35] brand
[32] digitalmarketing
[29] talkwalker
[29] toddmgrossman

Top Words in Tweet in G4:
[102] dmwf
[27] socialmedia
[26] socialwebsuite
[24] marketing
[24] social
[19] dejanmmarkovic
[18] digimarketingwf
[18] day
[18] nyse
[17] panel

Top Words in Tweet in G5:
[56] dmwf
[24] ø
[22] stories
[21] story
[20] one
[20] takeaway
[18] ù
[15] marketing
[8] expo
[8] digital

Top Words in Tweet in G6:
[76] dmwf
[35] contentmarketing
[33] content
[32] smm
[29] glengilmore
[23] influencermarketing
[18] influencers
[15] digitalmarketing
[15] cmo
[14] aalampi

Top Words in Tweet in G7:
[15] digital
[14] ai
[14] commerce
[14] generally
[14] considered
[14] success
[14] gartner_inc
[14] james_t_bourne
[13] kirkdborne
[3] dmwf

Top Words in Tweet in G8:
[17] dmwf
[7] influencers
[6] one
[5] digimindci
[5] here
[5] brands
[4] top
[4] today
[4] socialmedia
[4] products

Top Words in Tweet in G9:
[5] s
[4] dmwf
[3] digimarketingwf
[3] great
[3] t
[2] presentation
[2] brand
[2] lift
[2] depression
[2] ok

Top Words in Tweet in G10:
[4] conference
[3] dmwf
[3] heading
[3] back
[3] london
[3] 23rd
[3] 24th
[3] 2019
[3] global
[3] expo

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[58] contentmarketing,digitalmarketing
[48] marketing,socialmedia
[48] social,media
[45] socialmedia,smm
[44] dmwf,marketing
[44] don,t
[39] digital,marketing
[36] smm,contentmarketing
[34] 4,key
[34] insights,dmwf

Top Word Pairs in Tweet in G1:
[20] don,t
[20] social,media
[17] dmwf,digitalmarketing
[15] digital,marketing
[14] marketing,world
[14] world,forum
[12] contentmarketing,digitalmarketing
[11] meaghanmorelli_,subway
[10] stevebartlettsc,thesocialchain
[10] thesocialchain,dmwf

Top Word Pairs in Tweet in G2:
[23] digimarketingwf,dmwf
[19] 4,key
[19] dmwf,marketing
[19] marketing,socialmedia
[19] socialmedia,smm
[19] smm,contentmarketing
[19] contentmarketing,digitalmarketing
[19] digitalmarketing,influencermarketing
[18] key,insights
[18] insights,dmwf

Top Word Pairs in Tweet in G3:
[25] marketing,socialmedia
[25] socialmedia,smm
[22] dmwf,marketing
[21] contentmarketing,digitalmarketing
[20] smm,dmwf
[19] takeaways,dmwf
[16] state,influencermarketing
[15] 4,takeaways
[15] dmwf,socialmarketing
[15] socialmarketing,marketing

Top Word Pairs in Tweet in G4:
[20] dmwf,socialwebsuite
[14] socialmedia,marketing
[14] nyse,worldbank
[8] micro,influencers
[7] marketing,digimarketingwf
[7] here,dmwf
[7] marketers,need
[7] need,know
[7] day,1
[6] gen,z

Top Word Pairs in Tweet in G5:
[20] stories,one
[20] one,takeaway
[20] takeaway,dmwf
[19] story,stories
[13] ø,ø
[8] digital,marketing
[8] ø,ù
[6] marketing,world
[6] world,forum
[6] ù,ø

Top Word Pairs in Tweet in G6:
[25] dmwf,contentmarketing
[14] digitalmarketing,smm
[10] contentmarketing,smm
[9] aalampi,socialmedia
[9] socialmedia,mgr
[9] mgr,amnestyusa
[9] content,dmwf
[8] amnestyusa,fordhamnyc
[8] dmwf,influencermarketing
[8] dmwf,digitalmarketing

Top Word Pairs in Tweet in G7:
[14] ai,digital
[14] digital,commerce
[14] commerce,generally
[14] generally,considered
[14] considered,success
[14] success,gartner_inc
[14] gartner_inc,james_t_bourne
[13] kirkdborne,ai

Top Word Pairs in Tweet in G8:
[4] top,influencers
[3] digimindci,close
[3] close,post
[3] post,lunch
[3] lunch,sessions
[3] sessions,here
[3] here,top
[3] influencers,today
[3] today,dmwf
[3] dmwf,guess

Top Word Pairs in Tweet in G9:
[2] lift,great
[2] great,depression
[2] depression,ok
[2] ok,flat
[2] flat,fail
[2] fail,haven
[2] haven,t
[2] t,learned
[2] learned,anything
[2] anything,good

Top Word Pairs in Tweet in G10:
[3] dmwf,heading
[3] heading,back
[3] back,london
[3] london,23rd
[3] 23rd,24th
[3] 24th,2019
[3] 2019,global
[3] global,conference
[3] conference,expo
[3] expo,business

Top Replied-To
Top Replied-To in Entire Graph:
@digimarketingwf
@mkobach
@gradconn
@sprinklr
@dangalante
@digimindci
@stevebartlettsc
@talkwalker
@meaghanmorelli_
@vitaliycom

Top Replied-To in G1:
@talkwalker
@digimarketingwf
@ingaroma
@amnesty
@meaghanmorelli_

Top Replied-To in G2:
@digimarketingwf
@google
@jbapex
@stevebartlettsc
@clintwhiteacn
@cogitatim

Top Replied-To in G3:
@gradconn
@mkobach
@sprinklr_india
@sprinklr
@claudia
@digimindci
@jemi_su
@mariotrubiano
@vitaliycom
@glengilmore

Top Replied-To in G4:
@jeromepineau
@mkobach
@jssorentino
@stevebartlettsc
@meaghanmorelli_
@cowanpkc
@gwr
@mshapira1
@sana__ashraf
@newyorkcommuter

Top Replied-To in G6:
@nancy_groves
@vitaliycom
@sprinklr
@philipogola
@joshuaortega88
@wordscapes
@dangalante

Top Replied-To in G8:
@digimindci

Top Mentioned
Top Mentioned in Entire Graph:
@digimarketingwf
@glengilmore
@talkwalker
@toddmgrossman
@michaelgschmitz
@subway
@digimindci
@nancy_groves
@stevebartlettsc
@gradconn

Top Mentioned in G1:
@glengilmore
@nancy_groves
@stevebartlettsc
@meaghanmorelli_
@digimarketingwf
@ingaroma
@subway
@michaelgschmitz
@insideromanoff
@kaitzullo

Top Mentioned in G2:
@digimarketingwf
@michaelgschmitz
@labcave
@shopalyst
@sprinklr
@shutterstock
@talkwalker
@crimsonhexagon
@javitscenter
@mkobach

Top Mentioned in G3:
@digimarketingwf
@toddmgrossman
@talkwalker
@gradconn
@sprinklr
@natgeo
@miavallo
@gerberlife
@danonmedium
@glengilmore

Top Mentioned in G4:
@socialwebsuite
@dejanmmarkovic
@digimarketingwf
@nyse
@worldbank
@glengilmore
@digimindci
@sana__ashraf
@nanditab1
@gwr

Top Mentioned in G5:
@krachik
@nigelfenwick
@mickeyjm
@andreearchbold

Top Mentioned in G6:
@glengilmore
@aalampi
@amnestyusa
@subway
@fordhamnyc
@stevebartlettsc
@romoauthor
@thesocialchain
@digimarketingwf
@toddmgrossman

Top Mentioned in G7:
@gartner_inc
@james_t_bourne
@kirkdborne
@markettechnews
@glengilmore
@archonsec
@digimindci

Top Mentioned in G8:
@digimindci
@glengilmor
@brynnzech
@browerkdnb
@nba
@meaghanmorelli_
@subway
@amnestyusa
@glengilmore
@kaitzullo

Top Mentioned in G9:
@digimarketingwf
@greatbigstory
@gerberlife
@digimindci
@natgeo
@turner
@cnn
@mike_mccarry
@natg
@mkobach

Top Mentioned in G10:
@mrianirving

Top Tweeters
Top Tweeters in Entire Graph:
@_luis_telo_
@billnigh
@chidambara09
@reuters
@usasport24
@wsj
@krishworlds
@nbrx
@cnn
@nba

Top Tweeters in G1:
@nbrx
@popsugar
@tamcdonald
@masoodalam51
@cremedj
@philipogola
@google
@niakabelle
@kalske
@subway

Top Tweeters in G2:
@usasport24
@kaylaburrows2
@semrush
@nan
@basketballacdm
@cassidy_eye
@samsungus
@casper
@kaykas
@intime_blog

Top Tweeters in G3:
@whatsnewinsmed
@verizon
@cmusholt
@sprinklr
@bubbles4tw
@highchloecloud
@guglielminetti
@natgeo
@dangalante
@adriennewallace

Top Tweeters in G4:
@reuters
@wsj
@krishworlds
@cnn
@nba
@un
@worldbank
@gwr
@timfullerton
@nyse

Top Tweeters in G5:
@mediaor
@andreearchbold
@theitstrategist
@clocate
@a_rx2
@emhaye_
@jsin
@tagdef
@nigelfenwick
@reviewsift

Top Tweeters in G6:
@chobani
@vladobotsvadze
@joshuaortega88
@juanitolocal
@abhinavpoonia
@glengilmore
@pravsw
@aalampi
@amnestyusa
@travelesquire

Top Tweeters in G7:
@billnigh
@chidambara09
@datascience__
@kirkdborne
@viper_it
@mvollmer1
@fabriziobustama
@iainljbrown
@archonsec
@yourprofitmaker

Top Tweeters in G8:
@kristinnguyen10
@kdonnnn
@browerkdnb
@doppelgangeral
@brynnzech
@davidmo
@pplumeri
@glengilmor

Top Tweeters in G9:
@mike_mccarry
@greatbigstory
@turner
@jmelloyellow
@greatbigpress
@khaliljetha
@natg

Top Tweeters in G10:
@smitasingh85
@mrianirving
@chitraschauhan


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