#DevOps, Twitter, 1/11/2019 12:04:16 AM, 181494


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#DevOps_2019-01-10_15-36-51.xlsx
#DevOps_2019-01-10_15-36-51.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
January 11, 2019
Short Description:
#DevOps via NodeXL http://bit.ly/2D2TByM
@paradigminov8
@santchiweb
@cloudexpo
@serverlessfan
@lucasoft_co_uk
@expodx
@jaynegroll
@ipfconline1
@thecloudand_me
@dzone

Top hashtags:
#devops
#digitaltransformation
#ux
#cx
#enterpriseagility
#consultancyservices
#cloud

Description:
Description
The graph represents a network of 1,329 Twitter users whose recent tweets contained "#DevOps", 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 Thursday, 10 January 2019 at 23:50 UTC.

The tweets in the network were tweeted over the 7-hour, 6-minute period from Thursday, 10 January 2019 at 16:29 UTC to Thursday, 10 January 2019 at 23:36 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 : 1329
Unique Edges : 1599
Edges With Duplicates : 516
Total Edges : 2115
Self-Loops : 312
Reciprocated Vertex Pair Ratio : 0.0183727034120735
Reciprocated Edge Ratio : 0.0360824742268041
Connected Components : 265
Single-Vertex Connected Components : 125
Maximum Vertices in a Connected Component : 414
Maximum Edges in a Connected Component : 1094
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 4.468233
Graph Density : 0.000879363956956494
Modularity : 0.716118
NodeXL Version : 1.0.1.407

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[14] http://cloudcomputing.sys-con.com/node/4343222?utm_source=dlvr.it&utm_medium=twitter
[14] https://www.dxworldexpo.com/sponsorship/
[14] http://www.cloudcomputingexpo.com/node/4362687
[13] http://cloudcomputing.sys-con.com/node/4343282?utm_source=dlvr.it&utm_medium=twitter
[12] http://www.cloudcomputingexpo.com/
[10] https://vukasovich.blogspot.com/2018/09/how-to-build-a-positive-reputation-as-freelancer.html
[9] https://www.infoworld.com/article/3329939/natural-language-processing/get-started-with-natural-language-processing.html?utm_source=Adestra&utm_medium=email&utm_content=Title%3A%20Get%20started%20with%20natural%20language%20processing&utm_campaign=Infoworld%20App%20Dev%20Report&utm_term=Editorial%20-%20App%20Dev%20Report&utm_date=20190109043158
[8] https://www.valuecoders.com/blog/technology-and-apps/how-python-development-can-benefit-your-business/
[8] https://www.infoworld.com/article/3331603/python/pythons-popularity-surges-as-a-mainstay-language.html?utm_source=Adestra&utm_medium=email&utm_content=Title%3A%20Python%E2%80%99s%20popularity%20surges%20as%20a%20mainstay%20language&utm_campaign=Infoworld%20App%20Dev%20Report&utm_term=Editorial%20-%20App%20Dev%20Report&utm_date=20190109043153
[8] https://www.actifio.com/press-releases/actifio-begins-2019-well-positioned-in-era-of-multi-cloud-devops-gdpr/#sthash.lLhLppDr.dpbs

Top URLs in Tweet in G1:
[1] http://paradigm-interactions.com/speeding-up-the-wrong-work-devops-maturity-in-business-decisions/?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost

Top URLs in Tweet in G2:
[2] https://channels.theinnovationenterprise.com/articles/responding-to-the-growing-intersection-of-devops-and-cybersecurity-solutions
[2] https://www.constant-content.com/Author/44015-Hired_Gun_Writing-details-0.htm
[1] https://twitter.com/gnarlytweeter/status/1082852424581173248
[1] https://www.cmswire.com/information-management/7-key-principles-for-a-successful-devops-culture/?utm_campaign=Content&utm_content=82475803&utm_medium=social&utm_source=twitter&hss_channel=tw-164684039
[1] https://www.iotdunia.com/devops/
[1] https://lnkd.in/erWcMVW
[1] https://blog.newrelic.com/engineering/how-sres-use-new-relic/
[1] https://devops.com/
[1] https://lnkd.in/eAUWEAZ
[1] https://www.atos-syntel.net/insights-and-resources/success-stories/syntbots-enables-devops-automation-leading-financial-services?utm_source=twitter&utm_medium=organic&utm_campaign=success-story-syntbots-enables-devops

Top URLs in Tweet in G3:
[14] https://www.dxworldexpo.com/sponsorship/
[14] http://cloudcomputing.sys-con.com/node/4343222?utm_source=dlvr.it&utm_medium=twitter
[13] http://cloudcomputing.sys-con.com/node/4343282?utm_source=dlvr.it&utm_medium=twitter
[13] http://www.cloudcomputingexpo.com/node/4362687
[11] http://www.cloudcomputingexpo.com/
[8] http://dlvr.it/QwHHxL
[8] https://www.youtube.com/watch?v=FJnrRGu8BCI&feature=youtu.be

[4] http://cloudcomputing.sys-con.com/node/4363852
[4] http://cloudcomputing.sys-con.com/node/4364809
[3] https://victorops.com/blog/2019-devops-cookbook?utm_source=Twitter&utm_medium=Social&utm_content=DevOps_Tutorial

Top URLs in Tweet in G4:
[5] https://blogs.msdn.microsoft.com/azuredev/2019/01/07/setting-up-a-docker-containers-infrastructure-with-azure-devops/
[4] https://twitter.com/jiayaoqi/status/1082999361296973824
[2] https://blog.hubspot.com/marketing/how-make-app
[2] https://medium.com/m/global-identity?redirectUrl=https://blog.gruntwork.io/gruntwork-newsletter-january-2019-df66a7dd67f5%3Fsource%3Drss----f6262bc8ce7a---4
[2] https://www.reddit.com/r/devops/comments/aeo713/devops_stacks/?utm_source=ifttt
[2] http://po.st/scms/OrMCe04Lcp0lOFmbgiY8tvQTxDSAR758cbhKe20gBKAwOAp7/bUfC2l
[2] https://twitter.com/appsembler/status/1083364478820012032
[1] https://blog.tigerpaw.com/tiger-tales-meet-tony-gies
[1] http://www.tiempodev.com/careers/jobs
[1] https://www.reddit.com/r/devops/comments/aek4ry/aws_account_structure_with_terraform/?utm_source=ifttt

Top URLs in Tweet in G5:
[4] https://www.devopsdigest.com/compuware-enhances-topaz
[3] https://compuware.com/devops-metrics-2019/?utm_content=82304928&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[2] https://resources.compuware.com/mainframe_knowledge_sharing_devops_pipline_integration_de?utm_campaign=FY19Q4_January%20Launch&utm_content=81910002&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[2] https://twitter.com/samknutson/status/1083390374603907072
[2] https://dzone.com/articles/common-devops-fails
[1] https://adtmag.com/articles/2019/01/03/compuware-devops.aspx?utm_content=82305258&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[1] https://event.on24.com/wcc/r/1909060/7F98AD684E153245E3C64E232231F9C4?partnerref=twitter&utm_content=82303756&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[1] https://compuware.com/developer-experience-transform-mainframe-business/?utm_content=82310561&utm_medium=social&utm_source=twitter&hss_channel=tw-14296525
[1] https://www.tasktop.com/blog/flow-thursdays-a-day-of-liberation-with-no-standing-meetings/
[1] https://twitter.com/Tasktop/status/1083132516171685888

Top URLs in Tweet in G6:
[4] https://onlydatajobs.com/devops-engineer-at-oracle-austin-tx
[4] https://www.atlassian.com/blog/devops/how-to-make-compliance-easier-devops
[2] https://www.perforce.com/blog/vcs/version-control-best-practices-affect-your-devops-challenges?utm_leadsource=social-twitter&utm_source=twitter&utm_medium=social&utm_campaign=vcs-global-ongoing-wtl-freemium-ffst&utm_term=vcs&utm_content=blog
[2] https://sdtimes.com/devops/the-conversation-about-agile-and-devops-is-far-from-over/#.XDfIcbII098.twitter
[2] https://www.itsmacademy.com/
[2] https://devops.com/
[1] https://devops.com/survey-sees-need-for-more-consistent-approaches-to-devops/
[1] https://webinars.devops.com/doing-devops-for-big-data-what-you-need-to-know-about-aiops?utm_campaign=DO%20Webinar%20Unravel%201.17.19&utm_content=81589214&utm_medium=social&utm_source=twitter&hss_channel=tw-258988172
[1] https://www.jadirectives.com/best-nodejs-tutorial-course-training/
[1] https://www.itzgeek.com/how-tos/linux/centos-how-tos/how-to-install-and-configure-gitlab-on-centos-7-ubuntu-18-04-debian-9.html

Top URLs in Tweet in G7:
[9] https://vukasovich.blogspot.com/2018/09/how-to-build-a-positive-reputation-as-freelancer.html
[6] https://www.jadirectives.com/best-sql-certification-training-courses-online/
[5] https://www.sentinelone.com/blog/6-key-factors-choosing-vdi-security/
[5] http://www.couponfree.online/2018/11/full-stack-project-spring-boot-20.html
[4] https://www.jadirectives.com/mobile-apps-development-courses-on-udemy/
[4] https://github.com/kamranahmedse/developer-roadmap
[3] https://stude.co/447089/learn-php
[2] https://www.sentinelone.com/blog/ransomware-ransom-based-malware-demystified/
[2] http://htrace.sh
[2] https://github.com/trimstray/htrace.sh

Top URLs in Tweet in G8:
[9] https://www.infoworld.com/article/3329939/natural-language-processing/get-started-with-natural-language-processing.html?utm_source=Adestra&utm_medium=email&utm_content=Title%3A%20Get%20started%20with%20natural%20language%20processing&utm_campaign=Infoworld%20App%20Dev%20Report&utm_term=Editorial%20-%20App%20Dev%20Report&utm_date=20190109043158
[6] https://www.infoworld.com/article/3331603/python/pythons-popularity-surges-as-a-mainstay-language.html?utm_source=Adestra&utm_medium=email&utm_content=Title%3A%20Python%E2%80%99s%20popularity%20surges%20as%20a%20mainstay%20language&utm_campaign=Infoworld%20App%20Dev%20Report&utm_term=Editorial%20-%20App%20Dev%20Report&utm_date=20190109043153
[2] https://www.darkreading.com/vulnerabilities-and-threats/container-deployments-bring-security-woes-at-devops-speed/d/d-id/1333622
[1] https://www.darkreading.com/vulnerabilities-and-threats/container-deployments-bring-security-woes-at-devops-speed/d/d-id/1333622?_mc=rss_x_drr_edt_aud_dr_x_x-rss-simple
[1] https://twitter.com/sebgoa/status/1083014086609301504

Top URLs in Tweet in G9:
[8] https://www.valuecoders.com/blog/technology-and-apps/how-python-development-can-benefit-your-business/
[3] https://dzone.com/articles/cloud-migration-choices-pros-and-cons-of-the-major-2
[3] http://www.cloudcomputingexpo.com/node/4198411#.W31yzvNGovc.twitter
[3] https://www.pluralsight.com/paths/understanding-devops?clickid=&irgwc=1&mpid=1345012&utm_source=impactradius&utm_medium=digital_affiliate&utm_campaign=1345012&aid=7010a000001xAKZAA2
[3] https://www.pluralsight.com/tech-index/tech-personalize?clickid=&irgwc=1&mpid=1345012&utm_source=impactradius&utm_medium=digital_affiliate&utm_campaign=1345012&aid=7010a000001xAKZAA2&oid=7010a0000024Oc0AAE
[2] https://dy.si/BQZue
[2] https://www.pluralsight.com?clickid=&irgwc=1&mpid=1345012&utm_source=impactradius&utm_medium=digital_affiliate&utm_campaign=1345012&aid=7010a000001xAKZAA2
[2] https://codefresh.io/events/devops-with-azure/
[2] https://azure.microsoft.com/blog/to-infinity-and-beyond-the-definitive-guide-to-scaling-10k-vms-on-azure/
[2] https://dzone.com/articles/api-management-reimagined-authentication-authoriza

Top URLs in Tweet in G10:
[7] https://opensource.com/article/19/1/what-devsecops
[3] http://po.st/4hmb4J
[2] https://opensource.com/article/19/1/devops-guides?sc_cid=70160000001273HAAQ
[2] https://opensource.com/article/18/11/open-source-serverless-platforms?sc_cid=70160000001273HAAQ
[2] https://opensource.com/article/19/1/what-devsecops?sc_cid=70160000001273HAAQ
[1] https://enterprisersproject.com/article/2019/1/agile-vs-devops-whats-difference?sc_cid=7016000000127eyAAA
[1] http://po.st/4hmb4Jpo.st/4hmb4J
[1] http://po.st/hnEcvt
[1] http://po.st/cd0IM4

Top Domains
Top Domains in Tweet in Entire Graph:
[39] sys-con.com
[37] lnkd.in
[29] twitter.com
[29] cloudcomputingexpo.com
[22] youtube.com
[18] devops.com
[17] medium.com
[17] infoworld.com
[15] microsoft.com
[14] dxworldexpo.com

Top Domains in Tweet in G1:
[1] paradigm-interactions.com

Top Domains in Tweet in G2:
[23] lnkd.in
[4] twitter.com
[4] devops.com
[3] microsoft.com
[2] theinnovationenterprise.com
[2] cmswire.com
[2] dice.com
[2] facebook.com
[2] constant-content.com
[2] dzone.com

Top Domains in Tweet in G3:
[39] sys-con.com
[24] cloudcomputingexpo.com
[14] dxworldexpo.com
[9] dlvr.it
[9] youtube.com
[4] victorops.com
[3] devopsinstitute.com
[3] lnkd.in
[2] twitter.com
[2] okt.to

Top Domains in Tweet in G4:
[7] reddit.com
[6] twitter.com
[6] opsmatters.com
[5] microsoft.com
[3] youtube.com
[2] hubspot.com
[2] medium.com
[2] po.st
[1] tigerpaw.com
[1] tiempodev.com

Top Domains in Tweet in G5:
[6] compuware.com
[4] devopsdigest.com
[3] twitter.com
[3] dzone.com
[1] adtmag.com
[1] on24.com
[1] tasktop.com
[1] digitalisationworld.com

Top Domains in Tweet in G6:
[13] devops.com
[5] atlassian.com
[4] onlydatajobs.com
[3] lnkd.in
[3] twitter.com
[3] okt.to
[2] perforce.com
[2] sdtimes.com
[2] itsmacademy.com
[1] jadirectives.com

Top Domains in Tweet in G7:
[11] jadirectives.com
[9] blogspot.com
[7] sentinelone.com
[6] github.com
[5] couponfree.online
[3] stude.co
[2] htrace.sh
[1] cyberciti.biz
[1] testssl.sh
[1] cloudcomputingexpo.com

Top Domains in Tweet in G8:
[15] infoworld.com
[3] darkreading.com
[1] twitter.com

Top Domains in Tweet in G9:
[8] valuecoders.com
[8] pluralsight.com
[5] dzone.com
[4] cloudcomputingexpo.com
[4] bitnami.com
[3] codefresh.io
[2] dy.si
[2] sentinelone.com
[2] medium.com
[2] microsoft.com

Top Domains in Tweet in G10:
[13] opensource.com
[6] po.st
[1] enterprisersproject.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1147] devops
[316] digitaltransformation
[299] ux
[289] cx
[287] enterpriseagility
[287] consultancyservices
[133] cloud
[78] iot
[72] ai
[63] cio



Top Hashtags in Tweet in G1:
[287] devops
[287] enterpriseagility
[287] digitaltransformation
[287] consultancyservices
[287] cx
[287] ux

Top Hashtags in Tweet in G2:
[132] devops
[11] cloud
[8] azure
[8] aws
[6] iot
[6] automation
[6] agile
[5] cybersecurity
[5] linux
[5] machinelearning

Top Hashtags in Tweet in G3:
[81] devops
[58] cloud
[54] cio
[44] bigdata
[39] iot
[30] blockchain
[25] iiot
[24] artificialintelligence
[20] serverless
[20] datacenter

Top Hashtags in Tweet in G4:
[58] devops
[8] azure
[6] monitoring
[5] azuredaily
[5] robotics
[5] ai
[5] gamedev
[5] hpc
[5] theano
[5] nlproc

Top Hashtags in Tweet in G5:
[105] devops
[27] ibmz
[23] detroit
[6] agile
[5] mainframe
[2] flowframework
[2] projecttoproduct
[1] blog

Top Hashtags in Tweet in G6:
[47] devops
[7] ai
[6] git
[6] cloud
[4] automation
[4] remotework
[4] remotejob
[3] dev
[3] engineering
[3] kubernetes

Top Hashtags in Tweet in G7:
[19] ai
[14] javascript
[14] iot
[13] devops
[12] nodejs
[12] development
[12] bi
[11] angular
[11] mobileapps
[11] appdev

Top Hashtags in Tweet in G8:
[24] devops
[15] ml
[9] ai
[6] python
[5] cybersecurity
[5] containers
[2] security
[2] devsecops
[2] hpe
[2] cloud

Top Hashtags in Tweet in G9:
[53] devops
[22] cloud
[17] kubernetes
[17] tech
[15] python
[15] cybersecurity
[14] serverless
[13] it
[13] itempathy
[13] pluralsight

Top Hashtags in Tweet in G10:
[22] devops
[8] security
[2] sysadmin
[1] cloud
[1] agile
[1] iaas
[1] code
[1] infrastructureascode
[1] pipelineascode
[1] cicd

Top Words
Top Words in Tweet in Entire Graph:
[1424] Words in Sentiment List#1: Positive
[595] Words in Sentiment List#2: Negative
[1] Words in Sentiment List#3: Angry/Violent
[26003] Non-categorized Words
[28023] Total Words
[1286] devops
[324] up
[316] digitaltransformation
[300] ux
[298] work

Top Words in Tweet in G1:
[287] speeding
[287] up
[287] wrong
[287] work
[287] devops
[287] maturity
[287] enterpriseagility
[287] digitaltransformation
[287] consultancyservices
[287] cx

Top Words in Tweet in G2:
[153] devops
[18] cloud
[16] aws
[12] 2019
[8] out
[8] azure
[8] learn
[8] automation
[8] agile
[8] t

Top Words in Tweet in G3:
[167] cloudexpo
[100] devops
[70] silicon
[70] valley
[70] cloud
[56] announcing
[56] june
[56] 24
[56] 26
[54] cio

Top Words in Tweet in G4:
[68] devops
[17] azure
[15] azuredevops
[11] zilliqa
[11] cloud
[9] applications
[8] join
[8] article
[7] team
[7] excited

Top Words in Tweet in G5:
[119] devops
[104] compuware
[81] today
[61] great
[46] mik_kersten
[44] realgenekim
[37] special
[37] guests
[37] gene
[37] kim

Top Words in Tweet in G6:
[59] devops
[12] more
[11] devopsdotcom
[11] out
[9] having
[8] ai
[8] oracle
[8] learn
[7] best
[7] stack

Top Words in Tweet in G7:
[19] ai
[18] best
[18] mobileapp
[17] courses
[14] javascript
[14] reactjs
[14] ahmedjr_16
[14] iot
[13] sql
[13] devops

Top Words in Tweet in G8:
[25] devops
[15] language
[15] ml
[15] shanebrighton
[13] thecloudand_me
[9] started
[9] natural
[9] processing
[9] nlp
[9] ai

Top Words in Tweet in G9:
[60] devops
[27] cloud
[24] itempathy
[19] dev
[17] kubernetes
[17] tech
[16] serverless
[15] python
[15] cybersecurity
[13] ipfconline1

Top Words in Tweet in G10:
[27] devops
[10] devsecops
[9] started
[9] aaronrinehart
[9] brett
[9] hunoldt
[8] security
[5] code
[4] journey
[4] begins

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[288] devops,maturity
[287] speeding,up
[287] up,wrong
[287] wrong,work
[287] work,devops
[287] maturity,enterpriseagility
[287] enterpriseagility,digitaltransformation
[287] digitaltransformation,consultancyservices
[287] consultancyservices,cx
[287] cx,ux

Top Word Pairs in Tweet in G1:
[287] speeding,up
[287] up,wrong
[287] wrong,work
[287] work,devops
[287] devops,maturity
[287] maturity,enterpriseagility
[287] enterpriseagility,digitaltransformation
[287] digitaltransformation,consultancyservices
[287] consultancyservices,cx
[287] cx,ux

Top Word Pairs in Tweet in G2:
[5] check,out
[3] agile,devops
[3] hiring,devops
[3] devops,architect
[3] machinelearning,devops
[3] azure,devops
[3] devops,engineer
[2] cyber,attacks
[2] out,devops
[2] 7,key

Top Word Pairs in Tweet in G3:
[70] cloudexpo,silicon
[70] silicon,valley
[56] june,24
[56] 24,26
[45] valley,june
[40] cloud,cio
[37] cloudexpo,announcing
[29] sponsor,cloudexpo
[29] 26,santa
[29] santa,clara

Top Word Pairs in Tweet in G4:
[5] thrilled,partner
[5] partner,andela
[5] andela,bring
[5] bring,newest
[5] newest,member
[5] member,100
[5] 100,distributed
[5] distributed,team
[5] team,busingescott
[5] busingescott,welcome

Top Word Pairs in Tweet in G5:
[56] today,devops
[44] realgenekim,mik_kersten
[37] special,guests
[37] guests,gene
[37] gene,kim
[37] kim,mik
[37] mik,kirsten
[37] kirsten,bringing
[37] bringing,great
[37] great,energy

Top Word Pairs in Tweet in G6:
[6] best,practices
[5] s,correlation
[5] correlation,between
[5] between,achieving
[5] achieving,devops
[5] devops,best
[5] practices,having
[5] having,effective
[5] effective,vcs
[5] vcs,find

Top Word Pairs in Tweet in G7:
[11] 7,best
[11] best,mobileapps
[11] mobileapps,development
[11] development,courses
[11] courses,beginners
[11] beginners,appdev
[11] appdev,appdesign
[11] appdesign,mobile
[11] mobile,mobileapp
[11] mobileapp,bi

Top Word Pairs in Tweet in G8:
[15] devops,ml
[9] started,natural
[9] natural,language
[9] language,processing
[9] processing,nlp
[9] nlp,devops
[9] ml,ai
[9] ai,shanebrighton
[8] thecloudand_me,started
[8] shanebrighton,digitalc

Top Word Pairs in Tweet in G9:
[13] cloud,cybersecurity
[13] cybersecurity,devops
[13] devops,tech
[13] tech,itempathy
[13] itempathy,pluralsight
[13] pluralsight,learning
[13] learning,dev
[9] serverless,devops
[8] python,development
[8] development,benefit

Top Word Pairs in Tweet in G10:
[9] aaronrinehart,brett
[9] brett,hunoldt
[8] devops,security
[6] hunoldt,devops
[5] devsecops,aaronrinehart
[4] journey,devsecops
[4] devsecops,begins
[4] begins,empowerment
[4] empowerment,enablement
[4] enablement,education

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@paradigminov8
@cloudexpo
@compuware
@mik_kersten
@realgenekim
@samknutson
@chris_t_omalley
@mike_siemasz
@shanebrighton
@azuredevops

Top Mentioned in G1:
@paradigminov8

Top Mentioned in G2:
@appwebtech
@hiredgunwriting

Top Mentioned in G3:
@cloudexpo
@andimann
@intel
@suse
@steadfastnet
@devopsinst
@jaynegroll
@zakiadx
@darktrace
@isomorph

Top Mentioned in G4:
@azuredevops
@andela
@busingescott
@docker
@azure
@appsembler
@timwferro
@sladegrantham
@keesschollaart
@jefferyepayne

Top Mentioned in G5:
@compuware
@mik_kersten
@realgenekim
@samknutson
@chris_t_omalley
@mike_siemasz
@dzone
@rhinotlc
@adtmag
@apmdigest

Top Mentioned in G6:
@devopsdotcom
@perforce
@bitbucket
@unraveldata
@gartner_inc
@lucasoft_co_uk
@onlydatajobs
@itzgeek
@mattklein123
@adamhjk

Top Mentioned in G7:
@ahmedjr_16
@dr_vitus_zato
@sentinelone
@nixcraft
@couponfree01
@nmap
@mozilla
@vonderheiden
@reinforcelabtwt
@trimstray

Top Mentioned in G8:
@shanebrighton
@thecloudand_me
@digitalc
@darkreading
@archonsec
@sarbjeetjohal
@sbucloud
@digitalcloudgal
@fklivestolearn

Top Mentioned in G9:
@ipfconline1
@itempathy
@valuecoders
@bitnami
@expodx
@daterainc
@helmpack
@codefresh
@fsnetworker

Top Mentioned in G10:
@aaronrinehart
@opensourceway
@hashlock
@anders_wallgren
@electriccloud
@danieloh30
@4enterprisers
@devopsdigest
@gruvergary
@mackanic

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@delta
@evankirstel
@gamergeeknews
@chidambara09
@evanderburg
@valaafshar
@machinelearnflx
@aaroncuddeback

Top Tweeters in G1:
@paradigminov8
@plcv6vl71j5xgva
@alisha26476036
@marylyn73182808
@elaina77687742
@elyse06877736
@isobq7ye9raf76m
@akiko44833780
@eric39451263
@harold51433484

Top Tweeters in G2:
@techjunkiejh
@havefaithingod7
@andyleonard
@rhtcharlotte
@lobsters
@azatmardan
@maishsk
@3d_carlos
@toptechstaffing
@ottolemico

Top Tweeters in G3:
@chidambara09
@evanderburg
@valaafshar
@7wdata
@hackerslist
@cloudexpo
@expoai
@spirosmargaris
@bigdataexpo
@zakiadx

Top Tweeters in G4:
@yamatho2
@santchiweb
@bubbles4tw
@sladegrantham
@iottogether
@flackboxtv
@angeloluciani
@docker
@robtejero
@icinga

Top Tweeters in G5:
@dzone
@theebizwizard
@dsglezg
@realgenekim
@rhinotlc
@compuware
@davidke08674589
@markschett
@chris_t_omalley
@bobyee4

Top Tweeters in G6:
@releaseteam
@ham_gretsky
@lucasoft_co_uk
@stratfor
@thenewstack
@devopsdotcom
@vronikrr
@gartner_inc
@cottila
@adamhjk

Top Tweeters in G7:
@aaroncuddeback
@machinelearn_d
@vishne0
@cool_golang
@ashot_
@game_devbot
@grigortw
@diversity54
@_reactdev
@phoenixgyaan

Top Tweeters in G8:
@evankirstel
@gvalan
@vivmilano
@pardoe_ai
@mclynd
@topcybernews
@junjudapi
@pvynckier
@bamitav
@paula_piccard

Top Tweeters in G9:
@arkangelscrap
@sectest9
@machinelearnflx
@ipfconline1
@urfagundem
@kirkdborne
@serverlessfan
@nicottorres1
@bobehayes
@rosycoaching

Top Tweeters in G10:
@opensourceway
@jhibbets
@electriccloud
@4enterprisers
@ghaff
@vcloudernbeer
@sonatype
@lmclaughlin
@kennetd
@mackanic