clean up rest of broken links shown in pr mattmakai#198

mattmakai · mattmakai · commit 115f488db4fe · 2019-01-09T07:20:08.000-05:00
diff --git a/content/pages/03-data/16-pandas.markdown b/content/pages/03-data/16-pandas.markdown
@@ -27,9 +27,6 @@ is a data structures and analysis library.
   a GitHub repository with Jupyter Notebooks that let you practice
   sorting, filtering, visualizing, grouping, merging and more with pandas.
 
-* [Modern pandas](https://tomaugspurger.github.io/modern-1.html) is the
-  first part in a well-written seven-part introductory series.
-
 * [A simple way to anonymize data with Python and Pandas](https://dev.to/r0f1/a-simple-way-to-anonymize-data-with-python-and-pandas-79g)
   is a good tutorial on removing sensitive data from your unfiltered 
   data sets.
diff --git a/content/pages/03-data/19-bokeh.markdown b/content/pages/03-data/19-bokeh.markdown
@@ -93,18 +93,11 @@ basic syntax will change as the library's API is not yet stable.
   by Jake VanderPlas at PyCon 2017 covers many Python data visualization
   tools, including Bokeh.
 
-* [Enjoying the bokeh.models API](https://bokeh.github.io/blog/2017/7/5/idiomatic_bokeh/)
-  explains the `bokeh.models.plots.Plot` object and data ranges.
-
 * This 
   [flask-bokeh-example](https://github.com/realpython/flask-bokeh-example/blob/master/tutorial.md)
   project has the code to create a simple chart with Bokeh and 
   [Flask](/flask.html).
 
-* [Styling Bokeh Visualizations](https://bokeh.github.io/blog/2017/7/24/styling-bokeh/)
-  shows how to use themes and style dictionaries to customize your Bokeh
-  visuals.
-
 * [Bokeh vs Dash — Which is the Best Dashboard Framework for Python?](https://blog.sicara.com/bokeh-dash-best-dashboard-framework-python-shiny-alternative-c5b576375f7f)
   contains a single project that was written in both Dash and Bokeh. The
   author gives his subjective view on the implementation difficulty 
diff --git a/content/pages/04-web-development/36-unit-testing.markdown b/content/pages/04-web-development/36-unit-testing.markdown
@@ -67,11 +67,6 @@ Python-specific applications.
   provides a broad introduction to unit testing, its importance and
   how to get started in your projects.
 
-* [Dive into Python 3's chapter on unit testing](http://www.diveintopython3.net/unit-testing.html)
-  has a complete example with code and a detailed explanation for creating
-  unit testing with the 
-  [unittest](https://docs.python.org/3/library/unittest.html) module.
-
 * [Unit Testing Your Twilio App Using Python’s Flask and Nose](https://www.twilio.com/blog/2014/03/unit-testing-your-twilio-app-using-pythons-flask-and-nose.html)
   is a detailed tutorial for using the nose test runner for ensuring a
   Flask application is working properly.
@@ -87,10 +82,6 @@ Python-specific applications.
 * The Python wiki has a page with a list of 
   [Python testing tools and extensions](https://wiki.python.org/moin/PythonTestingToolsTaxonomy).
 
-* [Working Effectively with Unit Tests](http://blog.fogcreek.com/working-effectively-with-unit-tests-interview-with-jay-fields/)
-  is an interview with the author of a book by the title where he shares
-  some of the insight he's learned on the topic.
-
 * [Generate your tests](http://blog.kevinastone.com/generate-your-tests.html)
   shows how to write a test generator that works with the `unittest` 
   framework.
diff --git a/content/pages/05-deployment/03-static-content.markdown b/content/pages/05-deployment/03-static-content.markdown
@@ -41,10 +41,6 @@ CDNs send content responses from data centers with the closest proximity to the
   shows how to use django-compressor and a CDN to scale static and media
   file serving.
 
-* [Uploading with Django and Amazon S3](http://pritishc.com/blog/2015/09/06/uploading-with-django-and-amazon-s3/)
-  walks through each step in getting buckets set up so you can upload
-  files to them via Django.
-
 * [Using Amazon S3 to host your Django static files](http://blog.doismellburning.co.uk/2012/07/14/using-amazon-s3-to-host-your-django-static-files/)
 
 * [CDNs fail, but your scripts don't have to](http://www.hanselman.com/blog/CDNsFailButYourScriptsDontHaveToFallbackFromCDNToLocalJQuery.aspx)
diff --git a/content/pages/05-deployment/13-operating-systems.markdown b/content/pages/05-deployment/13-operating-systems.markdown
@@ -91,7 +91,7 @@ provides a command-line interface for interacting with the RPM system.
   management, text handling. There are also courses for more advanced topics
   such as how the kernel works, setting up logging and device management.
 
-* The [Ops School curriculum](http://www.opsschool.org/en/latest/) is a
+* The [Ops School curriculum](http://www.opsschool.org/) is a
   comprehensive resource for learning about Linux fundamentals and how to
   perform the work that system administrators typically handle.
 
diff --git a/content/pages/05-deployment/27-continuous-integration.markdown b/content/pages/05-deployment/27-continuous-integration.markdown
@@ -82,9 +82,6 @@ the application was written in.
   practices for the build and test & release cycles in mind. 
   [Go CD source code is on GitHub](https://github.com/gocd/gocd).
 
-* [Strider](http://stridercd.com/) is a CI server written in node.js. 
-  [Strider source code is on GitHub](https://github.com/Strider-CD/strider).
-
 * [BuildBot](http://buildbot.net/) is a continuous integration **framework** 
   with a set of components for creating your own CI server. It's written in
   Python and intended for development teams that want more control over
diff --git a/content/pages/05-deployment/28-jenkins.markdown b/content/pages/05-deployment/28-jenkins.markdown
@@ -13,7 +13,7 @@ meta: Jenkins is a continuous integration (CI) server often used to automaticall
 used to automate building, [testing](/testing.html) and 
 [deploying](/deployment.html) Python applications.
 
-<a href="https://jenkins.io/" style="border: none;"><img src="/img/logos/jenkins.png" width="100%" alt="Official Jenkins CI logo. Licensed under Creative Commons Attribution-ShareAlike 3.0 Unported License." class="technical-diagram"></a>
+<a href="https://jenkins.io/" style="border: none;"><img src="/img/logos/jenkins.png" width="100%" alt="Official Jenkins CI logo. Licensed under Creative Commons Attribution-ShareAlike 3.0 Unported License." class="shot"></a>
 
 <div class="well see-also">Jenkins is an implementation of the <a href="/continuous-integration.html">continuous integration</a> concept. Learn more in the <a href="/deployment.html">deployment</a> chapter or view the <a href="/table-of-contents.html">table of contents</a> for all topics.</div>
 
@@ -50,11 +50,6 @@ used to automate building, [testing](/testing.html) and
   is the landing page for Jenkins security. If you're deploying your own
   instance, you'll need to lock it down against unauthorized users.
 
-* [Can we use Jenkins for that?](http://engineering.simondata.com/can-we-use-jenkins-for-that)
-  looks at how one team uses Jenkins for more than typical continuous 
-  integration situations - they also use it as an administrative interface, 
-  cron jobs, data analytics pipelines and long-running scripts.
-
 * [Updating the GOV.UK Continuous Integration environment](https://gdstechnology.blog.gov.uk/2017/02/10/updating-the-gov-uk-continuous-integration-environment/)
   describes the configuration improvements one infrastructure team made
   to Jenkins, where they enabled 
diff --git a/content/pages/05-deployment/33-ansible.markdown b/content/pages/05-deployment/33-ansible.markdown
@@ -56,8 +56,6 @@ be able to structure your playbooks:
 
 * [Ansible: Post-Install Setup](https://valdhaus.co/writings/ansible-post-install/)
 
-* [Managing Docker containers with Ansible](https://linuxacademy.com/howtoguides/posts/show/topic/13750-managing-docker-containers-with-ansible)
-
 * [How To Use Vault to Protect Sensitive Ansible Data on Ubuntu 16.04](https://www.digitalocean.com/community/tutorials/how-to-use-vault-to-protect-sensitive-ansible-data-on-ubuntu-16-04)
 
 * [How to use Ansible Variables and Vaults](https://www.expressvpn.com/blog/ansible-variables-vaults/)
diff --git a/content/pages/05-deployment/36-docker.markdown b/content/pages/05-deployment/36-docker.markdown
@@ -122,12 +122,6 @@ on Amazon Web Services, Google Compute Engine, Linode, Rackspace or elsewhere.
   shows how to get a [Django](/django.html) project that uses [PostgreSQL](/postgresql.html)
   as its back end running in Docker.
 
-* The [Docker is awesome](http://pritishc.com/blog/2015/09/03/docker-is-awesome/) 
-  miniseries explains how to get a Django + AngularJS application running 
-  under Docker. 
-  [Part 2](http://pritishc.com/blog/2015/09/04/docker-is-awesome-part-ii/) 
-  continues the tutorial.
-
 * [Docker in Action - Fitter, Happier, More Productive ](https://realpython.com/blog/python/docker-in-action-fitter-happier-more-productive/)
   is a killer tutorial that shows how to combine Docker with CircleCI to
   continuously deploy a Flask application.
diff --git a/content/pages/05-deployment/38-serverless.markdown b/content/pages/05-deployment/38-serverless.markdown
@@ -166,8 +166,6 @@ out how to structure and operate serverless applications.
   five major usage patterns the AWS Lambda team is seeing from initial
   serverless deployments.
 
-* [Serverless computing: If there is no server, where does my application run?](https://devup.co/serverless-computing-if-there-is-no-server-where-does-my-application-run-a369c3699730)
-
 * [Serverless Cost Calculator](http://serverlesscalc.com/) estimates
   the amount each serverless platform would charge based on executions,
   average execution time and memory needed per execution. 
