DMWF, Twitter, 1/23/2019 6:52:56 AM, 182867


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DMWF_2019-01-22_22-17-20.xlsx
DMWF_2019-01-22_22-17-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 23, 2019
Short Description:
DMWF via NodeXL http://bit.ly/2DrxvWP
@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 394 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, 23 January 2019 at 06:17 UTC.

The requested start date was Wednesday, 23 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 81-day, 23-hour, 55-minute period from Thursday, 01 November 2018 at 13:44 UTC to Tuesday, 22 January 2019 at 13:39 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 : 394
Unique Edges : 873
Edges With Duplicates : 828
Total Edges : 1701
Number of Edge Types : 3
Mentions : 1444
Tweet : 203
Replies to : 54
Self-Loops : 203
Reciprocated Vertex Pair Ratio : 0.0955483170466884
Reciprocated Edge Ratio : 0.174430128840436
Connected Components : 65
Single-Vertex Connected Components : 50
Maximum Vertices in a Connected Component : 312
Maximum Edges in a Connected Component : 1611
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 3.044239
Graph Density : 0.00651631986153628
Modularity : 0.335403
NodeXL Version : 1.0.1.408

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[30] 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://lnkd.in/dXdhXf5
[12] https://go.forrester.com/blogs/this-is-a-story-all-aboutstories-one-takeaway-from-the-dmwf/
[11] https://link.medium.com/QBpDjDT4OR
[10] https://www.youtube.com/watch?v=3ZUcFzCbQMA&feature=youtu.be

[10] https://lnkd.in/dWimGVQ
[8] https://www.youtube.com/watch?v=IIoGtWCOEzQ&feature=youtu.be

[6] https://m.facebook.com/story.php?story_fbid=10156788209472418&id=714172417
[5] https://www.digitalmarketing-conference.com/northamerica/

Top URLs in Tweet in G1:
[2] https://twitter.com/heynicknappo/status/1060624428348915712
[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
[1] https://twitter.com/glengilmore/status/1060165915856252928?s=21

Top URLs in Tweet in G2:
[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.pscp.tv/w/brL9VzIwOTMxODN8MURYeHlhd0xxWGd4TYnI95x_PrIdS6PZ9TU0qzzgncMtmbR0PKfJpy_0BnPF
[1] https://www.pscp.tv/w/brLjhzIwOTMxODN8MWpNS2dPYnJ5bWpLTLXscfcl9WiTeB1UFQvGb07XiNubEwMEkO0nMtP9Lu3C
[1] https://www.wsj.com/articles/the-future-of-television-binge-watching-is-only-the-beginning-1544111448
[1] https://twitter.com/mkobach/status/1059915622480527360

Top URLs in Tweet in G3:
[18] 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://twitter.com/DigiMarketingWF/status/1070282346342043649
[1] https://www.nuccobrain.com/work.html
[1] https://www.socialmediaportal.com/Events/2019/11/-DMWF-Europe-2019-Digital-Marketing-World-Forum-Amsterdam-2019.aspx

Top URLs in Tweet in G4:
[12] https://lnkd.in/dXdhXf5
[12] https://dangalante.me/2018/11/13/4-key-insights-from-dmwf/
[11] https://link.medium.com/QBpDjDT4OR
[10] https://www.youtube.com/watch?v=3ZUcFzCbQMA&feature=youtu.be

[10] https://lnkd.in/dWimGVQ
[8] 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 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.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 G8:
[1] https://twitter.com/GlenGilmore/status/1060217439739437056
[1] https://twitter.com/glengilmore/status/1060165915856252928?s=21

Top URLs in Tweet in G9:
[1] https://lnkd.in/eB-usTb
[1] https://lnkd.in/ejWtUwe

Top Domains
Top Domains in Tweet in Entire Graph:
[31] lnkd.in
[30] dangalante.me
[22] twitter.com
[20] youtube.com
[18] forrester.com
[16] digitalmarketing-conference.com
[14] artificialintelligence-news.com
[11] medium.com
[7] instagram.com
[6] linkedin.com

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

Top Domains in Tweet in G2:
[2] digimind.com
[2] pscp.tv
[2] digitalmarketing-conference.com
[1] wsj.com
[1] twitter.com
[1] instagram.com

Top Domains in Tweet in G3:
[18] dangalante.me
[6] digitalmarketing-conference.com
[5] twitter.com
[1] nuccobrain.com
[1] socialmediaportal.com
[1] linkedin.com
[1] slideshare.net
[1] instagram.com
[1] swarmapp.com
[1] nywaterway.com

Top Domains in Tweet in G4:
[29] lnkd.in
[18] youtube.com
[12] dangalante.me
[11] 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 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:
[1] digitalmarketing-conference.com

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

Top Domains in Tweet in G8:
[2] twitter.com

Top Domains in Tweet in G9:
[2] lnkd.in

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[770] dmwf
[156] marketing
[144] smm
[133] influencermarketing
[126] digitalmarketing
[116] socialmedia
[116] contentmarketing
[47] cx
[34] insights
[34] custexp



Top Hashtags in Tweet in G1:
[190] dmwf
[36] digitalmarketing
[26] contentmarketing
[19] genz
[17] data
[16] influencermarketing
[15] socialun
[13] ux
[13] smm
[12] influencers

Top Hashtags in Tweet in G2:
[164] dmwf
[37] contentmarketing
[32] socialmedia
[31] smm
[23] digitalmarketing
[17] marketing
[16] influencermarketing
[13] cmo
[11] influencers
[7] sociallistening

Top Hashtags in Tweet in G3:
[152] dmwf
[26] digitalmarketing
[25] contentmarketing
[25] marketing
[24] influencermarketing
[22] socialmedia
[21] smm
[20] insights
[19] cx
[18] custexp

Top Hashtags in Tweet in G4:
[150] dmwf
[93] marketing
[77] smm
[61] influencermarketing
[39] socialmedia
[33] digitalmarketing
[24] sociallistening
[24] cx
[23] contentmarketing
[22] brands

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:
[27] dmwf
[13] influencermarketing
[10] socialmedia
[4] contentmarketing
[3] causemarketing
[3] twitter
[3] socialmediamarketing
[2] microinfluencers
[2] influencers
[2] cmo

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:
[11] dmwf
[2] brand
[2] socialmediatips
[1] data
[1] content
[1] gerber
[1] csr
[1] marketing
[1] influencermarketing
[1] influencers

Top Hashtags in Tweet in G9:
[3] dmwf

Top Words
Top Words in Tweet in Entire Graph:
[717] Words in Sentiment List#1: Positive
[162] Words in Sentiment List#2: Negative
[3] Words in Sentiment List#3: Angry/Violent
[19776] Non-categorized Words
[20655] Total Words
[794] dmwf
[267] marketing
[168] digimarketingwf
[153] smm
[133] influencermarketing

Top Words in Tweet in G1:
[190] dmwf
[45] marketing
[44] social
[41] data
[40] glengilmore
[36] digitalmarketing
[32] great
[30] t
[29] world
[29] s

Top Words in Tweet in G2:
[165] dmwf
[43] content
[37] contentmarketing
[33] influencers
[32] socialmedia
[31] glengilmore
[31] smm
[30] social
[26] socialwebsuite
[24] marketing

Top Words in Tweet in G3:
[156] dmwf
[79] digimarketingwf
[56] marketing
[28] smm
[27] content
[26] data
[26] digitalmarketing
[26] key
[25] contentmarketing
[24] influencermarketing

Top Words in Tweet in G4:
[152] dmwf
[106] marketing
[77] smm
[61] influencermarketing
[39] socialmedia
[38] digimarketingwf
[37] brand
[34] talkwalker
[34] toddmgrossman
[33] digitalmarketing

Top Words in Tweet in G5:
[58] dmwf
[24] ø
[22] stories
[21] story
[20] marketing
[20] one
[20] takeaway
[18] ù
[13] digital
[9] world

Top Words in Tweet in G6:
[27] dmwf
[13] influencermarketing
[10] aalampi
[10] socialmedia
[9] glengilmore
[9] influencers
[7] great
[7] digimindci
[7] amnestyusa
[6] today

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:
[11] dmwf
[9] social
[7] s
[5] digimarketingwf
[5] glengilmore
[4] great
[4] t
[3] brand
[3] lift
[3] depression

Top Words in Tweet in G9:
[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:
[61] contentmarketing,digitalmarketing
[53] marketing,socialmedia
[50] socialmedia,smm
[49] social,media
[48] dmwf,marketing
[48] digital,marketing
[44] don,t
[39] smm,contentmarketing
[39] marketing,world
[39] world,forum

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
[9] ux,panel
[9] panel,dmwf

Top Word Pairs in Tweet in G2:
[23] dmwf,contentmarketing
[20] dmwf,socialwebsuite
[16] digitalmarketing,smm
[16] nyse,worldbank
[14] socialmedia,marketing
[12] dmwf,digitalmarketing
[9] day,1
[8] micro,influencers
[8] here,dmwf
[8] day,2

Top Word Pairs in Tweet in G3:
[24] digimarketingwf,dmwf
[22] dmwf,marketing
[21] 4,key
[21] marketing,socialmedia
[21] socialmedia,smm
[21] smm,contentmarketing
[21] contentmarketing,digitalmarketing
[21] digitalmarketing,influencermarketing
[20] key,insights
[20] insights,dmwf

Top Word Pairs in Tweet in G4:
[28] marketing,socialmedia
[28] socialmedia,smm
[24] smm,dmwf
[23] dmwf,marketing
[22] contentmarketing,digitalmarketing
[21] state,influencermarketing
[21] takeaways,dmwf
[20] marketing,smm
[17] 4,takeaways
[17] dmwf,socialmarketing

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

Top Word Pairs in Tweet in G6:
[6] aalampi,socialmedia
[6] socialmedia,mgr
[6] mgr,amnestyusa
[5] amnestyusa,fordhamnyc
[4] today,dmwf
[4] social,media
[4] dmwf,influencermarketing
[4] top,influencers
[3] great,insights
[3] insights,influencermarketing

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:
[3] lift,great
[3] great,depression
[3] depression,ok
[3] ok,flat
[3] flat,fail
[3] fail,haven
[3] haven,t
[3] t,learned
[3] learned,anything
[3] anything,good

Top Word Pairs in Tweet in G9:
[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
@gradconn
@mkobach
@toddmgrossman
@sprinklr
@dangalante
@digimindci
@stevebartlettsc
@talkwalker
@meaghanmorelli_

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

Top Replied-To in G2:
@jeromepineau
@mkobach
@nancy_groves
@vitaliycom
@sprinklr
@philipogola
@joshuaortega88
@wordscapes
@dangalante
@jssorentino

Top Replied-To in G3:
@digimarketingwf
@google
@smponline
@jbapex
@stevebartlettsc
@clintwhiteacn
@cogitatim

Top Replied-To in G4:
@gradconn
@toddmgrossman
@mkobach
@sprinklr_india
@sprinklr
@claudia
@digimindci
@jemi_su
@mariotrubiano
@vitaliycom

Top Replied-To in G6:
@digimindci

Top Replied-To in G10:
@cowoboys

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
@meaghanmorelli_
@stevebartlettsc
@ingaroma
@digimarketingwf
@subway
@insideromanoff
@kaitzullo
@michaelgschmitz

Top Mentioned in G2:
@glengilmore
@socialwebsuite
@digimarketingwf
@nyse
@dejanmmarkovic
@worldbank
@digimindci
@subway
@sana__ashraf
@facebook

Top Mentioned in G3:
@digimarketingwf
@michaelgschmitz
@labcave
@shopalyst
@shutterstock
@sprinklr
@talkwalker
@crimsonhexagon
@javitscenter
@mkobach

Top Mentioned in G4:
@digimarketingwf
@toddmgrossman
@talkwalker
@gradconn
@sprinklr
@natgeo
@miavallo
@gerberlife
@danonmedium
@glengilmore

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

Top Mentioned in G6:
@aalampi
@glengilmore
@amnestyusa
@digimindci
@fordhamnyc
@romoauthor
@mickeymantas
@lisabob321
@browerkdnb
@digimarketingwf

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

Top Mentioned in G8:
@digimarketingwf
@glengilmore
@mkobach
@greatbigstory
@natgeo
@michaelgschmitz
@mike_mccarry
@natg
@nancy_groves
@turner

Top Mentioned in G9:
@mrianirving

Top Mentioned in G10:
@mcgenjiwiki

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
@subway
@sheconsulting

Top Tweeters in G2:
@reuters
@wsj
@krishworlds
@cnn
@nba
@chobani
@vladobotsvadze
@juanitolocal
@joshuaortega88
@abhinavpoonia

Top Tweeters in G3:
@usasport24
@kaylaburrows2
@semrush
@dmalert
@nan
@basketballacdm
@cassidy_eye
@samsungus
@casper
@kaykas

Top Tweeters in G4:
@whatsnewinsmed
@verizon
@cmusholt
@sprinklr
@bubbles4tw
@highchloecloud
@guglielminetti
@natgeo
@dangalante
@adriennewallace

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

Top Tweeters in G6:
@aalampi
@amnestyusa
@mallorierose
@fordhamnyc
@kristinnguyen10
@kdonnnn
@browerkdnb
@beatricewhelan
@advertisingask
@soniarosuaclyne

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

Top Tweeters in G8:
@kalske
@mike_mccarry
@greatbigstory
@turner
@jmelloyellow
@greatbigpress
@khaliljetha
@natg

Top Tweeters in G9:
@smitasingh85
@mrianirving
@chitraschauhan

Top Tweeters in G10:
@mcgenjiwiki
@cowoboys
@lesbrenian


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