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#IBMAmplify Twitter NodeXL SNA Map and Report for Monday, 20 March 2017 at 22:08 UTC
#IBMAmplify Twitter NodeXL SNA Map and Report for Monday, 20 March 2017 at 22:08 UTC
From:
marc_smith
Uploaded on:
March 20, 2017
Short Description:
#IBMAmplify via NodeXL http://bit.ly/2nXCMuM
@katielinendoll
@ibmformarketing
@ibmcommerce
@harrietgreen1
@andrewbusby
@colderice
@thegrok

Description:
Description
The graph represents a network of 534 Twitter users whose recent tweets contained "#IBMAmplify", 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 Monday, 20 March 2017 at 22:09 UTC.

The tweets in the network were tweeted over the 57-minute period from Monday, 20 March 2017 at 21:10 UTC to Monday, 20 March 2017 at 22:08 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 : 535
Unique Edges : 520
Edges With Duplicates : 516
Total Edges : 1036
Self-Loops : 668
Reciprocated Vertex Pair Ratio : 0.0474683544303798
Reciprocated Edge Ratio : 0.0906344410876133
Connected Components : 319
Single-Vertex Connected Components : 294
Maximum Vertices in a Connected Component : 180
Maximum Edges in a Connected Component : 512
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.331883
Graph Density : 0.00115859848087087
Modularity : 0.41796
NodeXL Version : 1.0.1.375

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[60] http://www.thunderclap.it/tipped/54260/twitter
[6] https://www.ibm.com/blogs/watson-customer-engagement/2017/03/07/forrester-marketers-can-take-control-content/?cm_mmc=Social_commerce-_-amplify-_-com-_-Null&utm_content=buffer07a95&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[5] https://ibmgo.com/amplify
[5] https://myibm.ibm.com/events/amplify/watson/?cm_mmc=Social_commerce-_-amplify-_-Mkt-_-Null
[4] http://bs.serving-sys.com/serving/adServer.bs?cn=trd&mc=click&pli=20684947&PluID=0&ord
[4] https://ibmgo.com/Amplify2017?cm_mmc=Social_commerce-_-amplify-_-Mkt-_-Null&__prclt=ANxDvEYX
[3] https://twitter.com/mihaze/status/843922266018652160
[3] https://twitter.com/mashuptweet/status/843941255826497536
[2] https://www.ibm.com/think/marketing/what-can-you-do-withwatson/?cm_mmc=Social_commerce-_-amplify-_-Mkt-_-Null
[2] https://twitter.com/i/web/status/843944607654338560

Top URLs in Tweet in G1:
[44] http://www.thunderclap.it/tipped/54260/twitter
[1] https://twitter.com/jaybaer/status/843925828064989184
[1] https://twitter.com/jaybaer/status/843924774401261568
[1] https://www.ibm.com/blogs/watson-customer-engagement/2017/03/07/forrester-marketers-can-take-control-content/?cm_mmc=Social_commerce-_-amplify-_-com-_-Null&utm_content=buffer07a95&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://t.co/EsTxkWF76G,www.davidbychkov.com
[1] https://www.instagram.com/p/BR4BGuJBdRi/
[1] https://t.co/KLwluowN1V
[1] http://paper.li/JeffreyProttas/1337911351?edition_id=5a2caeb0-0d97-11e7-9c98-002590a5ba2d
[1] https://twitter.com/i/web/status/843946553987481600
[1] https://twitter.com/i/web/status/843937105961205761

Top URLs in Tweet in G2:
[3] https://twitter.com/mashuptweet/status/843941255826497536
[3] http://bs.serving-sys.com/serving/adServer.bs?cn=trd&mc=click&pli=20684947&PluID=0&ord
[2] https://www.ibm.com/think/marketing/what-can-you-do-withwatson/?cm_mmc=Social_commerce-_-amplify-_-Mkt-_-Null
[2] http://www.thunderclap.it/tipped/54260/twitter
[1] https://twitter.com/i/web/status/843184509235351552
[1] https://twitter.com/i/web/status/843786479826477057
[1] http://bs.serving-sys.com/serving/adServer.bs?cn=trd&mc=click&pli=20684945&PluID=0&ordhttp://bs.serving-sys.com/serving/adServer.bs?cn=trd&mc=click&pli=20684952&PluID=0&ord
[1] https://twitter.com/i/web/status/843946054886146049
[1] https://twitter.com/i/web/status/843933211864449024
[1] https://twitter.com/i/web/status/843939809185812480

Top URLs in Tweet in G3:
[5] https://myibm.ibm.com/events/amplify/watson/?cm_mmc=Social_commerce-_-amplify-_-Mkt-_-Null
[3] https://ibmgo.com/amplify
[3] http://www.thunderclap.it/tipped/54260/twitter
[2] https://www.instagram.com/p/BR4ELGfhSgN/
[1] https://twitter.com/i/web/status/841687084561776640
[1] https://twitter.com/i/web/status/843530680147431428
[1] https://twitter.com/ibmcommerce/status/843945453020360704
[1] https://www.periscope.tv/w/a574xTY1MzEzMHwxWXFKRFhkTkx5REpWMNx_ck0YRIGZIomyYLlSyT4cUGakglS6_R0mqPr4fXM=
[1] https://twitter.com/i/web/status/843937726147715072

Top URLs in Tweet in G4:
[2] http://www.thunderclap.it/tipped/54260/twitter
[1] https://twitter.com/i/web/status/843945244001427456
[1] https://twitter.com/andrewbusby/status/843919356220256256
[1] http://linkis.com/ibmgo.com/Fexof
[1] https://twitter.com/i/web/status/843686492614483968
[1] http://bs.serving-sys.com/serving/adServer.bs?cn=trd&mc=click&pli=20684945&PluID=0&ordhttp://bs.serving-sys.com/serving/adServer.bs?cn=trd&mc=click&pli=20684952&PluID=0&ord
[1] https://twitter.com/alokedeep/status/843938934279225345

Top URLs in Tweet in G5:
[1] https://ibmgo.com/amplify
[1] http://www.thunderclap.it/tipped/54260/twitter
[1] http://linkis.com/ibmgo.com/HI6hx
[1] https://twitter.com/IBMforMarketing/status/843945291527077888
[1] https://ibmgo.com/Amplify2017?cm_mmc=Social_commerce-_-amplify-_-Mkt-_-Null&__prclt=ANxDvEYX
[1] https://twitter.com/i/web/status/843937651401011200

Top URLs in Tweet in G6:
[5] https://www.ibm.com/blogs/watson-customer-engagement/2017/03/07/forrester-marketers-can-take-control-content/?cm_mmc=Social_commerce-_-amplify-_-com-_-Null&utm_content=buffer07a95&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://twitter.com/TheGrok/status/843924709724979200
[2] http://www.thunderclap.it/tipped/54260/twitter
[1] https://www.forbes.com/sites/kimberlywhitler/2017/03/19/building-customer-engagement-in-the-cognitive-era-insight-from-ibms-amplify-conference/?utm_content=buffer45568&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#73db73913ccd
[1] https://www.instagram.com/p/BR4Dc-HDUd8/
[1] http://paper.li/JCNore?edition_id=09ff2540-0db4-11e7-bc3c-0cc47a0d164b

Top URLs in Tweet in G7:
[3] https://ibmgo.com/Amplify2017?cm_mmc=Social_commerce-_-amplify-_-Mkt-_-Null&__prclt=ANxDvEYX
[2] https://www-01.ibm.com/software/events/amplify/?cm_mmc=Social_commerce-_-amplify-_-Mkt-_-Null
[1] https://twitter.com/i/web/status/843872903024189440
[1] http://www.thunderclap.it/tipped/54260/twitter
[1] https://twitter.com/i/web/status/843945291527077888
[1] https://twitter.com/i/web/status/843937711605993473
[1] https://twitter.com/i/web/status/843941488392192000
[1] https://twitter.com/i/web/status/843946140349349888
[1] https://twitter.com/IBMforMarketing/status/843945291527077888

Top URLs in Tweet in G8:
[4] http://www.thunderclap.it/tipped/54260/twitter
[1] https://www.periscope.tv/w/a574rDUxMTMxMTh8MVprSnpFVlpka2dHdrvIUQNOCQDIG0yXDzliHhchyF_1zbUsw0lpcFQsPwkP
[1] https://twitter.com/i/web/status/843944387642101760
[1] https://twitter.com/i/web/status/843941647515705344

Top URLs in Tweet in G9:
[2] https://twitter.com/bobbalfe/status/843932519737176064
[1] https://twitter.com/i/web/status/843932979827109888
[1] https://twitter.com/i/web/status/843931868386930689
[1] https://www.periscope.tv/w/a574pjFkclFla2V3cE5QamJ8MU1ZeE5McGxqcFBHd2KbCrd1olZHJxdadXXFzuE03ORlg5W8sC1SkWLA484x
[1] https://twitter.com/i/web/status/843934520130916358
[1] http://bs.serving-sys.com/serving/adServer.bs?cn=trd&mc=click&pli=20684947&PluID=0&ord

Top URLs in Tweet in G10:
[2] https://twitter.com/i/web/status/843944607654338560
[1] https://twitter.com/i/web/status/843944607738159105
[1] https://twitter.com/i/web/status/843944607666913280
[1] https://twitter.com/i/web/status/843944607507501056
[1] https://twitter.com/i/web/status/843944607905804288
[1] https://twitter.com/i/web/status/843944607557832705
[1] https://twitter.com/i/web/status/843944607528509440

Top Domains
Top Domains in Tweet in Entire Graph:
[70] twitter.com
[60] thunderclap.it
[15] ibm.com
[11] ibmgo.com
[8] paper.li
[6] serving-sys.com
[5] instagram.com
[4] periscope.tv
[3] t.co
[2] linkis.com

Top Domains in Tweet in G1:
[44] thunderclap.it
[7] twitter.com
[3] t.co
[2] instagram.com
[1] ibm.com
[1] paper.li
[1] periscope.tv

Top Domains in Tweet in G2:
[8] twitter.com
[4] serving-sys.com
[2] ibm.com
[2] thunderclap.it

Top Domains in Tweet in G3:
[5] ibm.com
[4] twitter.com
[3] ibmgo.com
[3] thunderclap.it
[2] instagram.com
[1] periscope.tv

Top Domains in Tweet in G4:
[4] twitter.com
[2] thunderclap.it
[1] linkis.com
[1] serving-sys.com

Top Domains in Tweet in G5:
[2] ibmgo.com
[2] twitter.com
[1] thunderclap.it
[1] linkis.com

Top Domains in Tweet in G6:
[5] ibm.com
[2] twitter.com
[2] thunderclap.it
[1] forbes.com
[1] instagram.com
[1] paper.li

Top Domains in Tweet in G7:
[6] twitter.com
[3] ibmgo.com
[2] ibm.com
[1] thunderclap.it

Top Domains in Tweet in G8:
[4] thunderclap.it
[2] twitter.com
[1] periscope.tv

Top Domains in Tweet in G9:
[5] twitter.com
[1] periscope.tv
[1] serving-sys.com

Top Domains in Tweet in G10:
[8] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[928] ibmamplify
[124] watsonce
[43] watsonmarketing
[29] watson
[16] cognitive
[14] lasvegas
[13] ai
[12] watsoncommerce
[10] ibminterconnect
[10] eracognitiva



Top Hashtags in Tweet in G1:
[455] ibmamplify
[47] watsonce
[4] watsonmarketing
[4] watson
[3] cognitive
[3] innovate
[3] personalized
[3] customerexperiences
[2] ibmwatson
[2] ibmamplifybr

Top Hashtags in Tweet in G2:
[50] ibmamplify
[6] shoptalk
[5] watsonce
[4] withwatson
[3] watsoncommerce
[3] content
[3] personalized
[3] cognitive
[1] supplychain
[1] ibminterconnect

Top Hashtags in Tweet in G3:
[55] ibmamplify
[20] watsonce
[4] watsonmarketing
[2] kickoff
[2] ibm
[2] experience
[2] lasvegas

Top Hashtags in Tweet in G4:
[37] ibmamplify
[6] watsonce
[3] outstandingmktgbusinesspartner
[2] watsonmarketing
[2] watsoncommerce
[2] outstandingmarketingbusinesspartner
[2] bpkeynote
[1] cognitive
[1] cognition
[1] adobesummit

Top Hashtags in Tweet in G5:
[42] ibmamplify
[7] watson
[5] watsonce
[2] genz
[2] omnichannel
[2] cognitive
[2] ibmchefwatson
[1] watsonmarketing

Top Hashtags in Tweet in G6:
[37] ibmamplify
[13] watsonmarketing
[7] watsonce
[4] watsoncommerce
[4] ai
[2] cognitive
[2] custexp
[1] change
[1] genz
[1] cx

Top Hashtags in Tweet in G7:
[53] ibmamplify
[14] watsonce
[10] watsonmarketing
[6] ai
[5] genz
[2] nbd
[2] storytelling
[1] lasvegas
[1] cannotwaitforwillsmith
[1] watson

Top Hashtags in Tweet in G8:
[32] ibmamplify
[6] watsonce
[4] cognitive
[1] ibmmarketing
[1] ibm
[1] watsonmarketing

Top Hashtags in Tweet in G9:
[44] ibmamplify
[4] keynote
[4] vegas
[2] cognitivecomputing
[2] mgm
[2] watsonmarketing
[1] watson
[1] cognitive
[1] shoptalk

Top Hashtags in Tweet in G10:
[31] ibmamplify
[12] watson
[10] lasvegas
[9] eracognitiva

Top Words
Top Words in Tweet in Entire Graph:
[0] Words in Sentiment List#1: Positive
[0] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: (Add your own word list)
[8265] Non-categorized Words
[8265] Total Words
[928] ibmamplify
[179] engagement
[176] customer
[173] watson
[169] rt

Top Words in Tweet in G1:
[455] ibmamplify
[116] excited
[94] customer
[93] engagement
[64] watson
[54] engaged
[52] cognitive
[47] era
[47] watsonce
[44] curious

Top Words in Tweet in G2:
[50] ibmamplify
[26] ibmcommerce
[23] rt
[11] customer
[11] join
[10] engagement
[9] watson
[9] conversational
[8] cognitive
[6] brand

Top Words in Tweet in G3:
[55] ibmamplify
[20] watsonce
[19] rt
[15] katielinendoll
[14] engagement
[14] keynote
[12] customer
[9] cognitive
[9] excited
[9] harrietgreen1

Top Words in Tweet in G4:
[37] ibmamplify
[8] watson
[7] excited
[7] rt
[6] customer
[6] engagement
[6] watsonce
[6] ibm
[5] keynote
[5] cometgc

Top Words in Tweet in G5:
[42] ibmamplify
[18] rt
[13] watson
[9] customer
[9] engagement
[8] cognitive
[5] era
[5] watsonce
[5] excited
[5] color

Top Words in Tweet in G6:
[37] ibmamplify
[14] rt
[14] customer
[14] engagement
[13] watsonmarketing
[11] cognitive
[8] era
[7] watsonce
[6] redefine
[6] watson

Top Words in Tweet in G7:
[53] ibmamplify
[19] rt
[14] watsonce
[10] watsonmarketing
[8] watson
[7] feel
[7] live
[7] business
[7] ibmformarketing
[6] miss

Top Words in Tweet in G8:
[32] ibmamplify
[17] engagement
[13] customer
[13] rt
[11] cognitive
[10] watson
[9] jaybaer
[7] thegrok
[7] era
[6] redefine

Top Words in Tweet in G9:
[44] ibmamplify
[12] rt
[10] susanbreynolds
[9] watson
[8] content
[7] cognitive
[7] hub
[6] benito
[6] kennas
[6] free

Top Words in Tweet in G10:
[37] en
[31] ibmamplify
[22] watson
[19] se
[19] con
[18] la
[12] rt
[10] el
[10] escenario
[10] ilumina

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[168] customer,engagement
[90] ibmamplify,watsonce
[85] cognitive,era
[84] engagement,cognitive
[81] watson,customer
[77] engagement,ibmamplify
[76] era,watson
[74] redefine,customer
[68] ibmamplify,excited
[54] excited,ibmamplify

Top Word Pairs in Tweet in G1:
[91] customer,engagement
[57] ibmamplify,excited
[47] cognitive,era
[46] engagement,cognitive
[46] watson,customer
[45] ibmamplify,watsonce
[44] era,watson
[44] engagement,ibmamplify
[44] excited,ibmamplify
[42] redefine,customer

Top Word Pairs in Tweet in G2:
[18] rt,ibmcommerce
[10] customer,engagement
[5] redefine,customer
[5] engagement,cognitive
[5] cognitive,era
[5] era,watson
[5] watson,customer
[5] engagement,ibmamplify
[5] ibmamplify,watsonce
[5] sr_'s,nui

Top Word Pairs in Tweet in G3:
[11] customer,engagement
[9] ibmamplify,keynote
[9] ibmamplify,watsonce
[6] grab,seats
[6] katielinendoll,helps
[5] kick,ibmamplify
[5] redefine,customer
[5] engagement,cognitive
[5] cognitive,era
[5] era,watson

Top Word Pairs in Tweet in G4:
[6] customer,engagement
[5] cometgc,awarded
[4] ibmamplify,watsonce
[3] redefine,customer
[3] engagement,cognitive
[3] cognitive,era
[3] era,watson
[3] watson,customer
[3] engagement,ibmamplify
[3] ibm,ibmamplify

Top Word Pairs in Tweet in G5:
[9] customer,engagement
[5] engagement,cognitive
[5] cognitive,era
[4] rt,whitty210
[4] redefine,customer
[4] era,watson
[4] watson,customer
[4] engagement,ibmamplify
[4] ibmamplify,watsonce
[4] looking,forward

Top Word Pairs in Tweet in G6:
[14] customer,engagement
[8] engagement,cognitive
[8] cognitive,era
[8] watsonmarketing,ibmamplify
[7] ibmamplify,watsonce
[6] redefine,customer
[6] era,watson
[6] watson,customer
[6] engagement,ibmamplify
[6] rt,marshacollier

Top Word Pairs in Tweet in G7:
[7] rt,ibmformarketing
[6] ibmamplify,watsonce
[6] rt,mashuptweet
[5] ibmamplify,watsonmarketing
[5] business,competency
[4] live,demand
[4] ibmgo,watsonmarketing
[3] brand,knows
[3] miss,out
[3] out,stream

Top Word Pairs in Tweet in G8:
[13] customer,engagement
[7] engagement,cognitive
[7] cognitive,era
[6] redefine,customer
[6] era,watson
[6] watson,customer
[6] engagement,ibmamplify
[6] ibmamplify,watsonce
[6] rt,thegrok
[4] ibmamplify,keynote

Top Word Pairs in Tweet in G9:
[7] watson,content
[7] content,hub
[6] rt,benito
[6] benito,ibmamplify
[6] ibmamplify,susanbreynolds
[5] ibmamplify,kennas
[4] susanbreynolds,adopting
[4] adopting,tuning
[4] tuning,cognitive
[4] cognitive,features

Top Word Pairs in Tweet in G10:
[22] ibmamplify,watson
[10] el,escenario
[10] escenario,se
[10] se,ilumina
[10] ilumina,según
[10] según,los
[10] los,sentimientos
[10] sentimientos,analizados
[10] analizados,con
[10] con,ibmamplify

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@ibmcommerce
@katielinendoll
@harrietgreen1
@ibmformarketing
@susanbreynolds
@ibm
@thegrok
@jaybaer
@dergarabedian
@zerounoweb

Top Mentioned in G1:
@darshit_rao

Top Mentioned in G2:
@ibmcommerce
@sr_
@forrester
@ibm_ix
@katielinendoll
@ibmsupplychain
@ibmresearch
@mihaze
@jadapsmith
@lisaseacat

Top Mentioned in G3:
@katielinendoll
@harrietgreen1
@noeleburke
@mariawinans
@timothymoran
@jeffsheehan
@ambarmstrong
@vegas
@gregorydgirard
@ibmcommerce

Top Mentioned in G4:
@ibm
@cometgc
@colderice
@mgmgrand
@brianmoran
@thegrok
@ibmcommerce
@frankastorga
@javierlopez2183
@hookemsarah

Top Mentioned in G5:
@whitty210
@benioff
@jeremywaite
@geoffryken
@drewneisser
@am
@martinjonesaz
@amyschumer
@knowledgekpi
@harrietgreen1

Top Mentioned in G6:
@marshacollier
@peterlavers
@jasonfalls
@kimwhitler
@ebberaq
@iamkatiedevs
@harrietgreen1
@katielinendoll
@ambarmstrong

Top Mentioned in G7:
@ibmformarketing
@mashuptweet
@michelleapeluso
@traceywebernyc
@harrietgreen1
@katielinendoll
@colderice
@timothymoran
@winstonspencer
@thegrok

Top Mentioned in G8:
@jaybaer
@thegrok
@theretaildoctor
@davekillebrew
@southwestair
@lauriejohnson2
@tlberman
@ambarmstrong

Top Mentioned in G9:
@susanbreynolds
@benito
@kennas
@bobbalfe
@ecommerce_xpert
@katielinendoll
@purplesqconsult
@mawspsc
@ibmcommerce

Top Mentioned in G10:
@dergarabedian
@ibmargentina
@ibmecuador

Top Tweeters
Top Tweeters in Entire Graph:
@robre62
@lorimoreno
@evankirstel
@southwestair
@marshacollier
@davidbychkovceo
@omargamboa
@howardstrauber
@red_global
@youbrandinc

Top Tweeters in G1:
@davidbychkovceo
@omargamboa
@red_global
@manzar360
@iamzorro
@ffontanot
@cyfersolutions
@jameswester
@claudio5p
@interney

Top Tweeters in G2:
@alexanderlopezf
@boywonderelroy
@ibmcommerce
@johnhead
@vab371
@ibmresearch
@kennyavenue
@forrester
@h_g_rt
@bigtoneuk

Top Tweeters in G3:
@howardstrauber
@patcong0303
@vegas
@katielinendoll
@dj_gray_67
@nicolepalsa
@ambarmstrong
@davebthompson
@neilokeefe
@tripsy

Top Tweeters in G4:
@colderice
@brianmoran
@mgmgrand
@andrewbusby
@ibm
@hookemsarah
@amytennison
@mgmresortsintl
@alokedeep
@frankastorga

Top Tweeters in G5:
@tweetybird_two
@geoffryken
@jeremywaite
@martinjonesaz
@benioff
@perlajones
@drewneisser
@amyschumer
@jay_henderson
@dofornop

Top Tweeters in G6:
@robre62
@marshacollier
@jeffsheehan
@stephenmonaco
@jasonfalls
@dma_usa
@kimwhitler
@sweeneyjames
@frequencyblog
@preemptivelove

Top Tweeters in G7:
@youbrandinc
@noteworthywifey
@vic_walker
@naullyn
@ibmformarketing
@mashuptweet
@martikaes
@csklar
@ephox
@cladelcroix

Top Tweeters in G8:
@lorimoreno
@southwestair
@jaybaer
@omboriretail
@theretaildoctor
@thegrok
@lauriejohnson2
@davidreimherr
@davekillebrew
@chrisjperry2014

Top Tweeters in G9:
@bobbalfe
@tpettis
@ecommerce_xpert
@susanbreynolds
@kennas
@purplesqconsult
@mawspsc
@benito
@roland_we4it
@nteigen

Top Tweeters in G10:
@dergarabedian
@ibmargentina
@ibmdechile
@ibm_peru
@ibmcolombia
@ibmuruguay
@ibmve
@ibmecuador
@titimega
@techiecic