The graph represents a network of 5,771 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 Saturday, 05 December 2020 at 23:11 UTC.
The tweets in the network were tweeted over the 7-day, 1-hour, 32-minute period from Saturday, 28 November 2020 at 19:49 UTC to Saturday, 05 December 2020 at 21:22 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
Vertices : 5771
Unique Edges : 11599
Edges With Duplicates : 14504
Total Edges : 26103
Number of Edge Types : 5
Retweet : 12989
Tweet : 3712
Replies to : 353
Mentions : 2721
MentionsInRetweet : 6328
Self-Loops : 3938
Reciprocated Vertex Pair Ratio : 0.0210077519379845
Reciprocated Edge Ratio : 0.0411510135904639
Connected Components : 1018
Single-Vertex Connected Components : 702
Maximum Vertices in a Connected Component : 4138
Maximum Edges in a Connected Component : 24071
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.176454
Graph Density : 0.000395541323422227
Modularity : 0.391609
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 5,771 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 Saturday, 05 December 2020 at 23:11 UTC.
The tweets in the network were tweeted over the 7-day, 1-hour, 32-minute period from Saturday, 28 November 2020 at 19:49 UTC to Saturday, 05 December 2020 at 21:22 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".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : #DevOps
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality
Top URLs in Tweet in Entire Graph:
[255] https://www.amazon.com/Machine-Learning-Absolute-Beginners-Introduction-ebook/dp/B07335JNW1/ref=as_li_ss_tl?dchild=1&keywords=machine+learning&qid=1600290526&sr=8-3&linkCode=sl1&tag=shehan0c-20&linkId=162ea490cb3e7c456e0bc95b67443f03&language=en_US [255] https://www.amazon.com/Hundred-Page-Machine-Learning-Book/dp/199957950X/ref=as_li_ss_tl?dchild=1&keywords=machine+learning&qid=1600290660&sr=8-2&linkCode=sl1&tag=shehan0c-20&linkId=2ba99845cc42a6894c45588c4f4c6b19&language=en_US [126] https://www.amazon.com/Introduction-Algorithms-3rd-MIT-Press/dp/0262033844/ref=as_li_ss_tl?dchild=1&keywords=algorithms&qid=1602624768&sr=8-1&linkCode=sl1&tag=shehan0c-20&linkId=186b0ac51c114902c1030c600b1d8937&language=en_US [126] https://www.amazon.com/Algorithms-Unlocked-Press-Thomas-Cormen/dp/0262518805/ref=as_li_ss_tl?dchild=1&keywords=algorithms&qid=1602625028&sr=8-22&linkCode=sl1&tag=shehan0c-20&linkId=c23cdfb4ec8d69c76a8ec72ec5086d89&language=en_US [122] https://www.amazon.com/Python-Crash-Course-2nd-Edition/dp/1593279280/ref=as_li_ss_tl?dchild=1&keywords=python&qid=1602376203&sr=8-1&linkCode=sl1&tag=shehan0c-20&linkId=80fa9f833f5e8027b8d5342b2fd1ec60&language=en_US [122] https://www.amazon.com/Learning-Python-5th-Mark-Lutz/dp/1449355730/ref=as_li_ss_tl?dchild=1&keywords=python&qid=1602376291&sr=8-2&linkCode=sl1&tag=shehan0c-20&linkId=062770bceef760cbc6f66a3d61abc898&language=en_US [104] https://virtual.awsevents.com/user/login?ref=/sponsor/186984803/VMware [94] https://www.datanami.com/2020/11/25/the-maturation-of-data-science/ [88] https://www.techrepublic.com/article/7-big-data-goals-for-2021-ai-devops-hybrid-cloud-and-more/ [87] https://www.amazon.com/Intro-Python-Computer-Science-Data/dp/0135404673/ref=as_li_ss_tl?crid=O2VNOO1TN6EW&dchild=1&keywords=python&qid=1607036045&s=books&sprefix=pyth,stripbooks-intl-ship,458&sr=1-10&linkCode=sl1&tag=shehan0c-20&linkId=e62c2252701ca90feb7ca822cb31e068&language=en_US Top URLs in Tweet in G1:
[242] https://www.amazon.com/Machine-Learning-Absolute-Beginners-Introduction-ebook/dp/B07335JNW1/ref=as_li_ss_tl?dchild=1&keywords=machine+learning&qid=1600290526&sr=8-3&linkCode=sl1&tag=shehan0c-20&linkId=162ea490cb3e7c456e0bc95b67443f03&language=en_US [242] https://www.amazon.com/Hundred-Page-Machine-Learning-Book/dp/199957950X/ref=as_li_ss_tl?dchild=1&keywords=machine+learning&qid=1600290660&sr=8-2&linkCode=sl1&tag=shehan0c-20&linkId=2ba99845cc42a6894c45588c4f4c6b19&language=en_US [121] https://www.amazon.com/Introduction-Algorithms-3rd-MIT-Press/dp/0262033844/ref=as_li_ss_tl?dchild=1&keywords=algorithms&qid=1602624768&sr=8-1&linkCode=sl1&tag=shehan0c-20&linkId=186b0ac51c114902c1030c600b1d8937&language=en_US [121] https://www.amazon.com/Algorithms-Unlocked-Press-Thomas-Cormen/dp/0262518805/ref=as_li_ss_tl?dchild=1&keywords=algorithms&qid=1602625028&sr=8-22&linkCode=sl1&tag=shehan0c-20&linkId=c23cdfb4ec8d69c76a8ec72ec5086d89&language=en_US [118] https://www.amazon.com/Python-Crash-Course-2nd-Edition/dp/1593279280/ref=as_li_ss_tl?dchild=1&keywords=python&qid=1602376203&sr=8-1&linkCode=sl1&tag=shehan0c-20&linkId=80fa9f833f5e8027b8d5342b2fd1ec60&language=en_US [118] https://www.amazon.com/Learning-Python-5th-Mark-Lutz/dp/1449355730/ref=as_li_ss_tl?dchild=1&keywords=python&qid=1602376291&sr=8-2&linkCode=sl1&tag=shehan0c-20&linkId=062770bceef760cbc6f66a3d61abc898&language=en_US [86] https://www.datanami.com/2020/11/25/the-maturation-of-data-science/ [84] https://www.amazon.com/JavaScript-JQuery-Interactive-Front-End-Development/dp/1118531647/ref=as_li_ss_tl?dchild=1&keywords=javascript&qid=1598478886&sr=8-4&linkCode=sl1&tag=shehan0c-20&linkId=e1d9cb07cea41d6e97a6438e604e9932&language=en_US [84] https://www.amazon.com/Head-First-JavaScript-Programming-Brain-Friendly/dp/144934013X/ref=as_li_ss_tl?dchild=1&keywords=javascript&qid=1598478886&sr=8-6&linkCode=sl1&tag=shehan0c-20&linkId=b7e2d1e15a57fa3b8888eeb4b4a3731a&language=en_US [83] http://www.amazon.com Top URLs in Tweet in G2:
[40] https://enterprisersproject.com/article/2020/11/digital-transformation-7-ways-agile-and-devops-help [35] https://devops.com/7-important-truths-about-chaos-engineering/ [26] https://devops.com/ [23] https://www.certificacionlinux.com [17] https://www.pagerduty.com/newsroom/digital-ops-amazon-devops-guru/ [16] https://www.certificacaolinux.com.br/linux-certification-lpic-1-e-book/ [16] https://www.qaratest.com/ [15] https://www.informationweek.com/devops/whats-holding-devops-back/a/d-id/1339540 [14] https://www.certificacaolinux.com.br/livro-linux-essentials/ [14] https://devops.com/devops-unbound-devops-cloud-native-and-open-source/ Top URLs in Tweet in G3:
[7] https://t.me/roadmapcloud [5] https://www.pagerduty.com/newsroom/digital-ops-amazon-devops-guru/ [5] https://www.ipsr.edu.in/ [4] https://marketplace.visualstudio.com/items?itemName=cegid.azd-m4-public-tasks [3] https://octopus.com/blog/devops-reading-list [3] https://securityweekly.com/live [3] https://discord.gg/pqSwWm4 [3] https://huddle.eurostarsoftwaretesting.com/devops-shift-lest-security-testing/ [3] https://www.valuelabs.com/event/the-need-for-speed-a-tale-of-devops-and-microservices/?utm_campaign=Panel%20Discussion%20-%20DevOps%20Microservices&utm_source=linkedin&utm_medium=social&utm_content=PD-Devops%20Linkedin%20 [3] https://freelance.ferchau.de/#/projekte/241194 Top URLs in Tweet in G4:
[54] http://devsecopsistanbul.com/register/ [17] https://www.fedinsider.com/the-collision-of-devops-data-analytics/ [12] https://www.forbes.com/sites/forbestechcouncil/2020/12/03/the-cloud-gold-rush-the-implications-of-a-cloud-first-strategy/?sh=5cfcdca8f37c&utm_content=148075886&utm_medium=social&utm_source=twitter&hss_channel=tw-328329853 [11] https://www.smallcapvoice.com/9-18-19-smallcapvoice-interview-iiot-oxys-itox/ [9] https://www.forbes.com/sites/louiscolumbus/2020/11/01/what-are-the-fastest-growing-cybersecurity-skills-in-2021/ [8] https://mng.bz/VdlO [8] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Flevelup.gitconnected.com%2Fgraphql-is-the-new-api-gateway-383edeed4bcd [8] https://www.techrepublic.com/article/7-big-data-goals-for-2021-ai-devops-hybrid-cloud-and-more/?utm_source=Cognitive+RoundUp&utm_campaign=1b82d7573f-EMAIL_CAMPAIGN_2020_11_28_06_52&utm_medium=email&utm_term=0_8baf59472a-1b82d7573f-99260415 [8] https://medium.com/@alex.thinath/putting-the-ai-cart-before-the-data-horse-dataops-as-part-of-a-new-enterprise-stack-b85ef2366071 [8] https://twitter.com/GavLaaaaaaaa/status/1334200940795146246 Top URLs in Tweet in G5:
[29] https://www.papercall.io/pshsummit2021 [23] https://powershell.org/2020/11/update-2021-powershell-devops-global-summit/ [11] https://twitter.com/PSHSummit/status/1333799985712746497 [11] https://youtu.be/6__6zr0F28M [11] https://blog.yannickreekmans.be/secure-app-only-authentication-with-m365-cli-pnp-powershell-using-variable-groups-in-azure-devops/ [6] https://www.youtube.com/watch?v=9-dt5aMRzVU&feature=youtu.be [6] https://www.youtube.com/watch?v=RhM23QbL5zg&feature=youtu.be [6] https://blog.miguelbernard.com/weekly-notes-39/ [5] Https://azureday.community [5] https://devblogs.microsoft.com/devops/top-stories-from-the-microsoft-devops-community-2020-12-04/ Top URLs in Tweet in G6:
[13] https://info.microsoft.com/ww-landing-azure-webinar-series-improve-data-efficiency-with-database-devops-solutions.html?lcid=en-us [12] https://github.com/trimstray/the-book-of-secret-knowledge#tool-ssh [11] https://community.centminmod.com/threads/update-installers-additional-yum-packages-at-install-time-in-123-09beta01.20756/#post-87316 [10] https://www.certificacionlinux.com [9] https://www.linkedin.com/groups/1543497 [9] https://community.centminmod.com/threads/php-8-0-0-ga-stable-release.20739/#post-87299 [9] https://www.certificacaolinux.com.br/livro-certificacao-linux-lpic-1/ [8] https://www.itjobs.pt/emprego/recente [8] https://linuxhandbook.com/resize-lvm-partition/ [8] https://www.certificacaolinux.com.br/livro-linux-essentials/ Top URLs in Tweet in G7:
[96] https://virtual.awsevents.com/user/login?ref=/sponsor/186984803/VMware [15] https://www.nclouds.com/case-studies/yewno?utm_campaign=Yewno%20nClouds%20case%20study&utm_content=147850898&utm_medium=social&utm_source=twitter&hss_channel=tw-485956345 [11] https://bit.ly/3n1fJyz?utm_campaign=Kubernetes%20on%20AWS%3A%20GitOps&utm_content=146706180&utm_medium=social&utm_source=linkedin&hss_channel=lcp-2478823 [9] https://bit.ly/3n1fJyz?utm_campaign=Kubernetes%20on%20AWS%3A%20GitOps&utm_content=146706179&utm_medium=social&utm_source=linkedin&hss_channel=lcp-2478823 [8] https://bit.ly/3n1fJyz?utm_campaign=Kubernetes%20on%20AWS%3A%20GitOps&utm_content=146706183&utm_medium=social&utm_source=linkedin&hss_channel=lcp-2478823 [8] https://bit.ly/3n1fJyz?utm_campaign=Kubernetes%20on%20AWS%3A%20GitOps&utm_content=146706182&utm_medium=social&utm_source=linkedin&hss_channel=lcp-2478823 [6] https://www.nclouds.com/blog/aws-msp-channele2e-top-250?utm_campaign=MSP%20re-cert%20and%20Top%20250%20MSPs&utm_content=148003361&utm_medium=social&utm_source=twitter&hss_channel=tw-485956345 [5] https://bit.ly/3n1fJyz?utm_campaign=Kubernetes%20on%20AWS%3A%20GitOps&utm_content=146706181&utm_medium=social&utm_source=linkedin&hss_channel=lcp-2478823 [5] https://www.youtube.com/watch?v=I1rudr1Nyj8&feature=youtu.be [5] https://www.ibm.com/cloud/blog/watson-aiops-2-1-guide-to-new-years-resolutions?campaign=socialselling&share=637f6402-b2dc-4b76-bc9e-0c4254b960a8&channel=twitter&userID=055ce815-bac8-4f44-8f8f-1f871b74898f&advocacy_source=everyonesocial&es_id=93887cc102 Top URLs in Tweet in G8:
[20] https://www.meetup.com/Houston-DevOps-Meetup/events/gcxbqqybcqbmc/ [12] https://okt.to/Cac1Al [10] https://www.vivit-worldwide.org/events/EventDetails.aspx?id=1436484&group= [7] https://www.meetup.com/coding-bootcamps/ [7] https://aws.amazon.com/blogs/aws/in-the-works-aws-region-in-hyderabad-india/?sc_channel=sm&sc_campaign=launch_,Public_Sector_APAC,Public_Sector&sc_publisher=TWITTER&sc_country=Public+Sector&sc_geo=APAC&sc_outcome=awareness&trk=launch__TWITTER&sc_content=launch_India_PS&linkId=105878547 [7] https://cloudconsulting.africa/ [6] https://www.womenwhocode.com/jobs?query=favor [6] https://community.microfocus.com/t5/Application-Delivery-Management/Top-10-new-features-in-UFT-One-15-0-2/ba-p/2839570 [5] https://www.youtube.com/watch?v=8FblErxC1OY [5] https://devoops-piter.ru/en/2020/spb/talks/5kizyalpsutizdwimlh9qj/ Top URLs in Tweet in G9:
[1] https://twitter.com/GlenGilmore/status/1332594338589798401 [1] https://www.amazon.com/Introduction-Algorithms-3rd-MIT-Press/dp/0262033844/ref=as_li_ss_tl?crid=TC3IW3EC7MXG&dchild=1&keywords=alogrithms&qid=1606597264&sprefix=alogr,aps,424&sr=8-1&linkCode=sl1&tag=shehan0c-20&linkId=3cb1a9128f843791e1a851662765bbf8&language=en_US [1] https://www.amazon.com/Algorithms-Optimization-Press-Mykel-Kochenderfer/dp/0262039427/ref=as_li_ss_tl?crid=1WZKH75579SD1&dchild=1&keywords=algorithms&qid=1606825321&sprefix=algorith,aps,415&sr=8-18&linkCode=sl1&tag=shehan0c-20&linkId=f00266c49b9df41e756c6bfe6fd12029&language=en_US [1] https://www.amazon.com/Algorithms-to-Live-By-audiobook/dp/B01D24NAL6/ref=as_li_ss_tl?crid=27WDGPWXHR7OC&dchild=1&keywords=algorithms&qid=1606850516&sprefix=algorithm,aps,942&sr=8-3&linkCode=sl1&tag=shehan0c-20&linkId=1e535c9a2caff628543f9db5003872be&language=en_US [1] https://medium.com/m/global-identity?redirectUrl=https%3A%2F%2Ftowardsdatascience.com%2Fbuilding-simulations-in-python-a-complete-walkthrough-3965b2d3ede0 [1] https://twitter.com/Fabriziobustama/status/1333077040367546368 Top URLs in Tweet in G10:
[14] https://medium.com/bugbountywriteup/architecture-of-a-ransomware-2-2-e22d8eb11cee [11] https://thehackernews.com/2020/11/quick-guide-how-to-troubleshoot-active.html [10] https://techcommunity.microsoft.com/t5/data-architecture-blog/devops-for-data-science-part-3-devops-isn-t-tools/ba-p/1895684 [9] https://twitter.com/jeffbarr/status/1333629014917799937 [9] https://www.catalogicsoftware.com/ecx/# [8] https://www.darkreading.com/application-security/why-vulnerable-code-is-shipped-knowingly/a/d-id/1339373 [7] https://medium.com/bugbountywriteup/architecture-of-a-ransomware-1-2-1b9fee757fcb [6] https://www.zdnet.com/article/docker-malware-is-now-common-so-devs-need-to-take-docker-security-seriously/ [5] https://johntipper.org/aws-cdk-cross-account-deployments-with-cdk-pipelines-and-cdk-assume-role-credential-plugin/ [5] https://hakin9.org/hacktools-the-all-in-one-red-team-extension-for-web-pentester/ Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1954] #devcommunity,#devops [1764] #womenwhocode,#devcommunity [1742] #100daysofcode,#codenewbies [1641] #codenewbies,#womenwhocode [1035] #datascience,#ai [1024] #devops,#linux [926] #devops,#100daysofcode [823] #100daysofcode,#100daysofmlcode [807] #developer,#development [799] #git,#github Top Word Pairs in Tweet in G1:
[1838] #devcommunity,#devops [1663] #womenwhocode,#devcommunity [1636] #100daysofcode,#codenewbies [1543] #codenewbies,#womenwhocode [825] #devops,#linux [814] #devops,#100daysofcode [812] #datascience,#ai [754] best,books [754] books,learn [723] #100daysofcode,#100daysofmlcode Top Word Pairs in Tweet in G2:
[116] #kubernetes,#devops [108] #devops,#devsecops [98] #debian,#redhat [98] #redhat,#centos [98] #centos,#kubernetes [98] #devops,#techtips [98] #techtips,#linuxtips [98] #linuxtips,#techfun [84] #techfun,#cloudcomputing [84] #cloudcomputing,#linuxfun Top Word Pairs in Tweet in G3:
[40] devops,engineer [28] #devops,#aws [26] learn,more [26] #technology,#devops [24] #devops,#cloud [22] #devops,#devsecops [22] #cloudcomputing,#technology [18] multi,cloud [16] #agile,#devops [16] #azure,#devops Top Word Pairs in Tweet in G4:
[147] #devops,#devsecops [67] #devops,#100daysofcode [65] #cybersecurity,#devops [63] #devsecops,#devsecopsdays [63] #devsecopsdays,#devsecopsdaysistanbul [58] #sql,#sqlserver [58] #nocode,#lowcode [58] #nodejs,#cybersecurity [57] #lowcode,#javascript [55] #devsecops,#cyberresilience Top Word Pairs in Tweet in G5:
[62] #powershell,#devops [42] global,summit [30] #azure,#devops [28] #devops,global [28] details,#pshsummit [27] #devops,#developers [21] #azops,#devops [20] call,speakers [19] summit,2021 [18] #microsoft,#azure Top Word Pairs in Tweet in G6:
[127] #devops,#linux [66] #kubernetes,#devops [64] vs,vs [54] #debian,#redhat [54] #redhat,#centos [54] #centos,#kubernetes [54] #devops,#techtips [54] #techtips,#linuxtips [54] #linuxtips,#techfun [46] #techfun,#cloudcomputing Top Word Pairs in Tweet in G7:
[96] kyriba,excited [96] excited,participate [96] participate,awscloud's [96] awscloud's,#reinvent [96] #reinvent,world [96] world,premier [96] premier,web [96] web,services [96] services,learning [96] learning,conference Top Word Pairs in Tweet in G8:
[30] #k8s,#devops [26] time,embedded [26] #kubernetes,#cloud [26] #cloud,#k8s [21] step,step [20] join,step [20] step,guide [20] guide,virtual [20] virtual,houston [20] houston,#devops Top Word Pairs in Tweet in G9:
[120] #programming,#coding [119] #bigdata,#analytics [119] #analytics,#datascience [119] #datascience,#ai [119] #iiot,#python [119] #python,#rstats [119] #coding,#100daysofcode [115] #javascript,#reactjs [115] #cloudcomputing,#serverless [115] #linux,#programming Top Word Pairs in Tweet in G10:
[33] #cybersecurity,#infosec [21] architecture,ransomware [21] ransomware,#devops [21] #devops,#pentesting [21] #pentesting,#redteam [21] #redteam,#cybersecurity [12] learn,more [11] #devops,#google [11] #google,#apple [11] #apple,#cybersecurity Top Replied-To in Entire Graph:
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