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IBMZ_2019-05-21_08-44-42.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
May 21, 2019
Short Description:
IBMZ via NodeXL http://bit.ly/2VP98NP
@ibmz
@thomas_harrer
@samknutson
@rossmauri
@compuware
@ibm
@martyhoran144
@richgx
@davidmcnierney
@blueexperts

Top hashtags:
#ibmz
#devops
#mainframe
#ibmtechu
#berlin
#ibm
#cloud
#hybridcloud
#ibmsystems
#gartnerea

Description:
Description
The graph represents a network of 785 Twitter users whose recent tweets contained "IBMZ", 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 Tuesday, 21 May 2019 at 15:51 UTC.

The tweets in the network were tweeted over the 9-day, 21-hour, 21-minute period from Saturday, 11 May 2019 at 18:23 UTC to Tuesday, 21 May 2019 at 15:44 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 : 785
Unique Edges : 1353
Edges With Duplicates : 1786
Total Edges : 3139
Self-Loops : 323
Reciprocated Vertex Pair Ratio : 0.047462096242584
Reciprocated Edge Ratio : 0.0906230333543109
Connected Components : 62
Single-Vertex Connected Components : 51
Maximum Vertices in a Connected Component : 608
Maximum Edges in a Connected Component : 2872
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.271599
Graph Density : 0.00258189262966333
Modularity : 0.37041
NodeXL Version : 1.0.1.412

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[23] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567
[17] https://www.compuware.com/time-for-mainframe-batch-renaissance/?utm_content=91917160&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[16] https://www.ibm.com/blogs/systems/ibm-z-defines-the-future-of-hybrid-cloud/
[15] https://www.ibm.com/case-studies/datev-systems-hardware-mainframe-cobol-tax?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+IBM+Z-_-WW_WW-_-DATEV+eG&cm_mmca1=000020YJ&cm_mmca2=10006489&2301903659&linkId=67218430
[13] https://www.pund-it.com/blog/ibm-reinvents-the-z-mainframe-again/
[11] https://ibm.biz/BdzZag
[11] https://twitter.com/IBMZ/status/1128330245906620419
[10] https://twitter.com/IBMZ/status/1128304746786324481
[10] https://webinars.devops.com/mainframe-apis-and-modern-devops
[9] https://www.compuware.com/time-for-mainframe-batch-renaissance/?utm_content=92048067&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525

Top URLs in Tweet in G1:
[10] https://www.ibm.com/blogs/systems/ibm-z-defines-the-future-of-hybrid-cloud/
[8] https://www.ibm.com/case-studies/datev-systems-hardware-mainframe-cobol-tax?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+IBM+Z-_-WW_WW-_-DATEV+eG&cm_mmca1=000020YJ&cm_mmca2=10006489&2301903659&linkId=67218430
[7] https://twitter.com/IBMZ/status/1128330245906620419
[5] https://containerjournal.com/2019/05/16/ibm-advances-mainframe-container-strategy/
[5] https://developer.ibm.com/messaging/2019/05/17/exposing-the-mq-rest-api-via-the-zowe-api-mediation-layer/
[4] https://www.pund-it.com/blog/ibm-reinvents-the-z-mainframe-again/
[4] https://twitter.com/ibmz/status/1128304746786324481
[3] https://www.ibm.com/it-infrastructure/z/news?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+IBM+Z-_-WW_WW-_-IBM+Z+news+and+announcements&cm_mmca1=000020YJ&cm_mmca2=10006479&2309569248&linkId=67381220
[2] https://www.gartner.com/en/conferences/na/enterprise-architecture-us/agenda/day
[2] https://onlinexperiences.com/Launch/QReg/ShowUUID=513DA612-B95D-4CBC-9F77-C825AED8F72E&LangLocaleID=1033&AffiliateData=Twitter

Top URLs in Tweet in G2:
[23] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=193567
[6] https://www.ibm.com/de-de/events/thinkatibm/events/index.html
[5] https://www.ibm.com/case-studies/datev-systems-hardware-mainframe-cobol-tax?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+IBM+Z-_-WW_WW-_-DATEV+eG&cm_mmca1=000020YJ&cm_mmca2=10006489&2301903659&linkId=67218430
[5] https://ibm.biz/Bd2QXc
[4] https://www-01.ibm.com/common/ssi/ShowDoc.wss?docURL=/common/ssi/rep_ca/0/877/ENUSZP19-0280/index.html&lang=en&request_locale=en
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=197360
[3] https://www.ibm.com/blogs/think/nl-en/2019/05/08/ootb-kosten-besparen-iedereen/
[2] https://www-01.ibm.com/events/wwe/ast/mtm/zlearn.nsf/enrollall?openform
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=197157
[2] https://twitter.com/LivSerbanescu/status/1128295111589277702

Top URLs in Tweet in G3:
[8] https://www.pund-it.com/blog/ibm-reinvents-the-z-mainframe-again/
[6] https://twitter.com/IBMZ/status/1128304746786324481
[4] https://clabbyanalytics.com/ibm-finally-addresses-the-mainframe-pricing-issue/
[3] https://dy.si/P8QUQa2
[3] https://devops.com/
[3] https://dy.si/5sTWG
[3] https://dy.si/3iQTa
[2] http://ibmsystemsmag.com/mainframe/trends/modernization/3-points-for-modernization/
[2] https://www.youtube.com/watch?v=FGNTSUY9f3g&feature=youtu.be

[2] https://www.ibm.com/case-studies/datev-systems-hardware-mainframe-cobol-tax?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+IBM+Z-_-WW_WW-_-DATEV+eG&cm_mmca1=000020YJ&cm_mmca2=10006489&2301903659&linkId=67218430

Top URLs in Tweet in G4:
[17] https://www.compuware.com/time-for-mainframe-batch-renaissance/?utm_content=91917160&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[9] https://www.compuware.com/time-for-mainframe-batch-renaissance/?utm_content=92048067&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[4] https://www.compuware.com/mainframe-programs-data-visualization/?utm_content=91496423&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[3] https://event.on24.com/wcc/r/1995732/E93B3E02833C65497921223CB2E837B2?partnerref=twitter&utm_content=91495832&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[2] https://www.devopsonline.co.uk/its-time-to-build-a-better-software-developer-experience/?utm_content=92233062&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[2] https://www.compuware.com/case-study/large-uk-bank-mainframe-devops-topaz/?utm_content=91495848&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[2] https://www.compuware.com/integrations/?utm_content=91496449&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[2] https://www.compuware.com/podcasts/step-4-provide-developers-with-graphical-intuitive-visibility-into-existing-code-and-data-structure/?hsCtaTracking=25aadad2-793d-4bf4-879e-0583446e2650|c2a1d24c-5258-416a-9a63-e89b101417c7&utm_content=91496359&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[2] https://resources.compuware.com/deliver-better-code-faster-with-automated-testing?utm_campaign=FY20Q1_WC_Topaz%20for%20Total%20Test%2009May19&utm_content=91916577&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[2] https://resources.compuware.com/devops-on-the-mainframe-hartford?utm_campaign=FY20Q1_DevOps%20on%20the%20MF_Hartford&utm_content=91925591&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525

Top URLs in Tweet in G5:
[5] https://ibm.biz/BdzZag
[3] https://twitter.com/rossmauri/status/1128272216280399872
[3] https://twitter.com/IBMZ/status/1128304746786324481
[2] https://twitter.com/ibmz/status/1128330245906620419
[2] https://twitter.com/IBMZ/status/1128360233145917440
[2] https://www.ibm.com/blogs/systems/ibm-z-defines-the-future-of-hybrid-cloud/
[2] https://twitter.com/IBMZ/status/1128330245906620419
[1] https://www.ibm.com/case-studies/danske-bank
[1] https://www.ibm.com/blogs/systems/jp-ja/mainframe55-for-future-3/?cm_mmc=OSocial_Twitter-_-Systems_Systems+-+IBM+Z-_-JP_JP-_-IBMZ-mainframe55-chapter3-TW-Post-201905&cm_mmca1=000035FS&cm_mmca2=10006477
[1] https://www-01.ibm.com/common/ssi/cgi-bin/ssialias?htmlfid=ZS912358USEN&%20&cm_mmc=OSocial_Twitter-_-Systems_Systems+-+IBM+Z-_-EP_EP-_-Newsletter21Apr2019&cm_mmca1=000025NF&cm_mmca2=10006489

Top URLs in Tweet in G7:
[1] https://www.facebook.com/emiliofmignone/photos/a.408413672641/10157567709237642/?type=3&theater

Top URLs in Tweet in G8:
[5] https://twitter.com/mexonu/status/1127022934051184640
[1] https://twitter.com/IBMZ/status/1128261450886209536
[1] https://twitter.com/ITU_UNHQ/status/1128389417595547648
[1] https://twitter.com/rossmauri/status/1128272216280399872
[1] https://onepersoncanmad.blogspot.com/search?q=IBM

Top URLs in Tweet in G9:
[7] https://webinars.devops.com/mainframe-apis-and-modern-devops
[2] https://twitter.com/davidmcnierney/status/1127961359486992385
[1] https://medium.com/@dkelosky/mainframe-hlasm-continuous-integration-testing-with-github-and-drone-d046af1c74ea
[1] https://www.broadcom.com/company/news/product-releases/2398555
[1] https://searchdatacenter.techtarget.com/news/252463581/IBM-mainframe-pricing-overhaul-inspired-by-cloud-model
[1] https://medium.com/@plavjanik/working-with-vsam-data-sets-in-node-js-on-z-os-5849819bf2c2

Top URLs in Tweet in G10:
[6] https://ibm.biz/BdzYzQ
[2] https://ibm.biz/BdzZcx?es_p=9275412
[2] https://twitter.com/StevenDickens3/status/1130459030340685824
[1] https://twitter.com/IBMZ/status/1128360233145917440
[1] https://www.ibm.com/it-infrastructure/z/software/pricing-tailored-fit
[1] https://www-01.ibm.com/common/ssi/ShowDoc.wss?docURL=/common/ssi/rep_ca/3/760/JAJPJP19-0013/index.html&request_locale=ja
[1] https://twitter.com/IBM_JAPAN/status/1129287946602000384
[1] https://www.ibm.com/blogs/systems/jp-ja/single-frame-mainframe-for-cloud/
[1] https://twitter.com/IBMZ/status/1128330245906620419
[1] https://m.kaon.com/c/ib

Top Domains
Top Domains in Tweet in Entire Graph:
[135] dy.si
[110] ibm.com
[95] twitter.com
[65] compuware.com
[33] ibm.biz
[29] nodexlgraphgallery.org
[16] devops.com
[15] lnkd.in
[14] pund-it.com
[9] qiita.com

Top Domains in Tweet in G1:
[44] ibm.com
[22] twitter.com
[20] dy.si
[7] containerjournal.com
[5] pund-it.com
[3] devops.com
[3] datacenterknowledge.com
[3] chainstoreage.com
[2] gartner.com
[2] onlinexperiences.com

Top Domains in Tweet in G2:
[32] ibm.com
[29] nodexlgraphgallery.org
[10] twitter.com
[10] ibm.biz
[4] dy.si
[1] zowe.org
[1] 1.tech
[1] datacenterknowledge.com
[1] containerjournal.com

Top Domains in Tweet in G3:
[93] dy.si
[10] ibm.com
[9] twitter.com
[8] pund-it.com
[4] clabbyanalytics.com
[4] ibmsystemsmag.com
[3] youtube.com
[3] onlinexperiences.com
[3] devops.com
[1] co.uk

Top Domains in Tweet in G4:
[65] compuware.com
[8] on24.com
[4] lnkd.in
[4] twitter.com
[3] co.uk
[3] devops.com
[2] statescoop.com
[1] bmc.com
[1] ibm.com
[1] ibm.biz

Top Domains in Tweet in G5:
[21] twitter.com
[18] dy.si
[8] ibm.com
[7] lnkd.in
[6] ibm.biz
[2] cvent.com
[1] linksredirect.com
[1] boxfresh.site
[1] chainstoreage.com
[1] eweek.com

Top Domains in Tweet in G7:
[1] facebook.com

Top Domains in Tweet in G8:
[8] twitter.com
[1] blogspot.com

Top Domains in Tweet in G9:
[7] devops.com
[2] medium.com
[2] twitter.com
[1] broadcom.com
[1] techtarget.com

Top Domains in Tweet in G10:
[11] ibm.biz
[5] twitter.com
[3] ibm.com
[1] kaon.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[735] ibmz
[259] devops
[190] mainframe
[177] ibmtechu
[133] berlin
[129] ibm
[122] cloud
[113] hybridcloud
[109] ibmsystems
[86] gartnerea



Top Hashtags in Tweet in G1:
[195] ibmz
[67] gartnerea
[57] cloud
[53] hybridcloud
[35] mainframe
[12] berlin
[11] ibm
[10] techu
[9] suse
[5] virtualsummit

Top Hashtags in Tweet in G2:
[155] ibmtechu
[119] ibmz
[116] berlin
[101] ibmsystems
[91] ibm
[58] smm
[38] cto
[31] socialcto
[30] cloud
[30] proudibmer

Top Hashtags in Tweet in G3:
[122] ibmz
[23] hybridcloud
[19] mainframe
[19] cloud
[13] devops
[12] security
[10] linuxone
[10] ibm
[9] gartnerea
[8] sales

Top Hashtags in Tweet in G4:
[227] devops
[147] ibmz
[99] mainframe
[70] agile
[35] hartford
[8] cio
[5] gartnerea
[2] appdevelopment
[2] data
[2] a

Top Hashtags in Tweet in G5:
[56] ibmz
[15] hybridcloud
[6] ibmsystems
[6] security
[5] ibm
[5] mainframe
[4] cloud
[4] ibmtechu
[3] linuxone
[2] z

Top Hashtags in Tweet in G6:
[2] صلاح_الراشد
[2] weddinganniversary
[1] كورنيش_جدة
[1] حياةحياة

Top Hashtags in Tweet in G7:
[41] undiacomohoy

Top Hashtags in Tweet in G8:
[11] ibmer
[2] youmatter
[1] ibmz
[1] cloud
[1] campusparty
[1] heforshe
[1] globalgoals
[1] education
[1] equalityforall
[1] sdgs

Top Hashtags in Tweet in G9:
[11] mainframe
[9] ibmz
[8] devops
[6] zowe
[3] zos
[3] broadcominfluencer
[2] webinar
[2] apis
[2] idugdb2
[1] hlasm

Top Hashtags in Tweet in G10:
[23] ibmz
[10] メインフレーム
[4] ibm
[3] ミッションクリティカル
[2] mainframe
[1] blockchain
[1] designthinking

Top Words
Top Words in Tweet in Entire Graph:
[1319] Words in Sentiment List#1: Positive
[574] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[38024] Non-categorized Words
[39917] Total Words
[736] #ibmz
[556] ibmz
[449] compuware
[402] mainframe
[388] ibm

Top Words in Tweet in G1:
[206] ibmz
[195] #ibmz
[175] cloud
[134] pricing
[114] ibm
[100] s
[90] new
[88] rossmauri
[78] today
[78] announced

Top Words in Tweet in G2:
[155] #ibmtechu
[120] #ibmz
[116] #berlin
[101] #ibmsystems
[95] ibmz
[94] ibm
[94] thomas_harrer
[91] #ibm
[71] ibmsystems
[61] future

Top Words in Tweet in G3:
[145] ibmz
[122] #ibmz
[87] pricing
[72] ibm
[67] new
[51] today
[49] latest
[47] vp
[46] pereramike
[45] services

Top Words in Tweet in G4:
[446] compuware
[324] mainframe
[227] #devops
[147] #ibmz
[138] first
[137] join
[131] webcast
[103] series
[99] #mainframe
[97] z

Top Words in Tweet in G5:
[56] #ibmz
[26] new
[17] ibm
[15] #hybridcloud
[15] z
[14] services
[14] capabilities
[14] strategy
[12] today
[11] pricing

Top Words in Tweet in G6:
[25] في
[20] و
[18] ا
[17] من
[15] لا
[15] ما
[11] على
[10] اللي
[9] الله
[8] iivil__

Top Words in Tweet in G7:
[41] 14
[41] mayo
[41] 1976
[41] #undiacomohoy
[41] mónica
[41] mignone
[41] fue
[41] secuestrada
[41] nuestro
[41] hogar

Top Words in Tweet in G8:
[55] ibmz
[34] mentorafrika
[23] ibm
[12] today
[11] #ibmer
[10] more
[10] s
[10] smarterplanet
[9] hanslak
[9] adriennesmccord

Top Words in Tweet in G9:
[18] davidmcnierney
[17] mainframe
[14] zowe
[12] broadcom
[11] modern
[11] #mainframe
[10] ibm
[9] #ibmz
[9] open
[9] source

Top Words in Tweet in G10:
[23] #ibmz
[16] ibm
[13] ibmz
[12] https
[11] t
[10] #メインフレーム
[9] hv_ptech
[9] rocklandboces
[9] cloud
[9] mistymvd

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[134] ibm,z
[105] services,capabilities
[104] new,services
[97] compuware,join
[97] z,series
[96] mainframe,#devops
[96] #devops,z
[94] fit,pricing
[94] hybrid,cloud
[93] series,demo

Top Word Pairs in Tweet in G1:
[59] hybrid,cloud
[57] ibm,z
[51] defines,future
[50] future,hybrid
[49] cloud,pricing
[48] z,defines
[44] container,extensions
[44] s,new
[43] cloud,container
[43] extensions,cloud

Top Word Pairs in Tweet in G2:
[41] architecting,future
[33] technical,university
[32] 20,24
[27] looking,forward
[27] #ibmsystems,technical
[27] #socialcto,#smm
[27] #ibmtechu,nodexl
[26] #ibmtechu,#berlin
[26] university,#ibmz
[26] #ibmz,#berlin

Top Word Pairs in Tweet in G3:
[41] latest,pricing
[40] listen,pereramike
[40] pereramike,vp
[40] unfolds,latest
[40] pricing,changes
[40] changes,done
[31] services,capabilities
[30] new,services
[27] tailored,fit
[27] fit,pricing

Top Word Pairs in Tweet in G4:
[97] compuware,join
[96] mainframe,#devops
[96] #devops,z
[96] z,series
[93] series,demo
[74] #devops,#mainframe
[64] developer,experience
[58] join,23rd
[58] 23rd,first
[58] first,30

Top Word Pairs in Tweet in G5:
[13] new,services
[13] services,capabilities
[13] #hybridcloud,strategy
[11] ibm,z
[8] today,announcing
[8] announcing,new
[8] capabilities,further
[8] further,position
[8] position,#ibmz
[8] #ibmz,center

Top Word Pairs in Tweet in G6:
[4] لا,شيء
[4] ما,تحب
[4] لا,تكره
[4] تكره,غيرك
[4] يكون,اللقاء
[3] حتى,لو
[3] سورة,التين
[2] الزواج,خ
[2] خ,ي
[2] ي,ار

Top Word Pairs in Tweet in G7:
[41] 14,mayo
[41] mayo,1976
[41] 1976,#undiacomohoy
[41] #undiacomohoy,mónica
[41] mónica,mignone
[41] mignone,fue
[41] fue,secuestrada
[41] secuestrada,nuestro
[41] nuestro,hogar
[41] hogar,hombres

Top Word Pairs in Tweet in G8:
[20] mentorafrika,ibmz
[14] ibmz,ibm
[9] ibm,smarterplanet
[7] adamrogers2030,digitalcloudgal
[7] digitalcloudgal,alexandramvzla
[6] smarterplanet,equals
[5] hanslak,adriennesmccord
[5] check,out
[5] out,today
[5] today,s

Top Word Pairs in Tweet in G9:
[9] open,source
[8] broadcom,ibm
[7] zowe,open
[7] source,hot
[7] hot,topic
[7] topic,next
[7] next,month's
[7] month's,idug
[7] idug,event
[7] event,charlotte

Top Word Pairs in Tweet in G10:
[10] https,t
[9] hv_ptech,rocklandboces
[9] t,co
[6] ibm,z
[6] #ibmz,はお客様のz
[6] はお客様のz,osのご利用状況に柔軟に対応する課金体系
[6] osのご利用状況に柔軟に対応する課金体系,オーダー
[6] オーダー,メイド価格設定
[6] メイド価格設定,を発表いたしました
[6] を発表いたしました,これからも

Top Replied-To
Top Replied-To in Entire Graph:
@mentorafrika
@ibmz
@ibm
@theimp67
@_ibmz
@iivil__
@il_na11
@cjes_ibmz
@zarchasmpgmr
@adriennesmccord

Top Replied-To in G1:
@ibmz
@mentorafrika
@ibm
@kingtyler13
@robertvolkmann1
@harry_van_irsel
@senkamalaharris
@claudiusbanani
@genehack
@terminaltalk

Top Replied-To in G2:
@mentorafrika
@thomas_harrer
@thewalls
@sllaurency
@richgx
@theresalhans
@anka_shugol
@topcybernews
@kastoodley
@premiersteve

Top Replied-To in G3:
@ibm
@ibmz
@mentorafrika
@martyhoran144
@danielnewmanuv
@punditinc

Top Replied-To in G6:
@iivil__
@_ibmz
@il_na11
@piink_k
@vxrrnd
@elafebrahim
@tunksa
@3nood_mh
@masuwayan

Top Replied-To in G8:
@mentorafrika
@theimp67
@adriennesmccord
@zarchasmpgmr
@hanslak
@ibmz
@bigendiansmalls
@stevendickens3
@drmshahidakhan
@jeffbisti

Top Replied-To in G9:
@mentorafrika
@ibmz

Top Replied-To in G10:
@mistymvd
@nealeferguson
@mentorafrika
@bitnerbill
@nabetakuibmj

Top Mentioned
Top Mentioned in Entire Graph:
@ibmz
@compuware
@ibm
@rossmauri
@thomas_harrer
@ibmsystems
@pereramike
@samknutson
@emiliofmignone
@rhinotlc

Top Mentioned in G1:
@ibmz
@rossmauri
@ibm
@bakerbar
@pereramike
@networkworld
@datev
@jabostian
@terminaltalk
@containerblog

Top Mentioned in G2:
@ibmz
@thomas_harrer
@ibmsystems
@ibm
@richgx
@topcybernews
@nodexl
@zoginstor
@thewalls
@ibmpowersystems

Top Mentioned in G3:
@ibmz
@pereramike
@ibm
@punditinc
@ibmlinuxone
@stevendickens3
@atudor27
@andrewsmhay
@priyadewan
@toolboxforit

Top Mentioned in G4:
@compuware
@samknutson
@rhinotlc
@miravannova
@denisekalm
@jrickslade
@jimliebert
@chrismalinux
@ibmz
@mike_siemasz

Top Mentioned in G5:
@wohlforddr

Top Mentioned in G6:
@iivil__
@3bo9x1
@ibeka_4
@yla4ever
@giriinprada
@_tm99
@netflixmena
@abdulazizluies
@saraaasul
@t_96_cs

Top Mentioned in G7:
@emiliofmignone
@cels_argentina

Top Mentioned in G8:
@ibmz
@mentorafrika
@un
@ibm
@smarterplanet
@equals
@adamrogers2030
@digitalcloudgal
@alexandramvzla
@hanslak

Top Mentioned in G9:
@davidmcnierney
@broadcom
@openmfproject
@ibm
@dez_blanchfield
@idugdb2
@venkatztweets
@eclipse_che
@ibmz
@gartner_inc

Top Mentioned in G10:
@ibmz
@hv_ptech
@rocklandboces
@ibm_japan
@mistymvd
@nabetakuibmj
@jimnewell1028
@stowellme
@rossmauri
@anka_shugol

Top Tweeters
Top Tweeters in Entire Graph:
@calcaware
@akwyz
@santchiweb
@machinelearn_d
@almosahf
@tmmmarshall
@pardoe_ai
@spirosmargaris
@il_na11
@studioego

Top Tweeters in G1:
@genehack
@lizhenry
@sdkbusiness
@adamsmets1
@pierre018
@hp
@pleia2
@markplant
@neve10
@devopsdotcom

Top Tweeters in G2:
@calcaware
@pardoe_ai
@spirosmargaris
@wef
@philshapiro
@topcybernews
@maxim_mla
@erena2015
@cmaldy
@mikequindazzi

Top Tweeters in G3:
@danielnewmanuv
@johnnosta
@billmew
@andrewsmhay
@matteastwood
@hyounpark
@stevendickens3
@patrickmoorhead
@iot2040
@atudor27

Top Tweeters in G4:
@santchiweb
@informationweek
@theebizwizard
@dsglezg
@state_scoop
@henrikuiper
@rhinotlc
@compuware
@davidke08674589
@markschett

Top Tweeters in G5:
@amazingdeals360
@alpvie
@ibmfinancing
@crispyrat
@ibmasiapacific
@lzepeda
@wohlforddr
@majo_jones
@charlesedh
@sophiemorenor

Top Tweeters in G6:
@almosahf
@il_na11
@3nood_mh
@abdulazizluies
@ammarthehero
@thehda_
@dr_abdoty
@iivil__
@fofafaqih
@teacher_rights

Top Tweeters in G7:
@ildefonsom
@sergiole
@aleruatwit
@etheliiinaaa
@carrilloaguante
@adrianterri
@omarlavieri
@carobustos1969
@peripatetico0
@albovino

Top Tweeters in G8:
@akwyz
@hanslak
@postnormalera
@un
@un_women
@digitalcloudgal
@avrohomg
@adamrogers2030
@exitoilexitoel
@gomedici

Top Tweeters in G9:
@dez_blanchfield
@gartner_inc
@broadcom
@idugdb2
@davidmcnierney
@rickperret
@josephreillyca
@venkatztweets
@baije01
@eclipse_che

Top Tweeters in G10:
@nakataka919
@takaoehara_jp
@eastcarolina
@nealeferguson
@ibm_japan
@h_u_m_i_n_t
@tack67
@sierraone47
@shinsuketakeda
@shawhannahe


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