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fixing more broken links
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content/pages/03-data/04-sqlite.markdown

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@@ -155,11 +155,6 @@ you are having with SQLite rather than going through a general tutorial.
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[object-relational mapper (ORM)](/object-relational-mappers-orms.html)
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to implement virtual tables and aggregates on top of SQLite.
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* [Use SQLite with Django On AWS Lambda with Zappa](https://blog.zappa.io/posts/use-sqlite-with-django-on-aws-lambda-with-zappa)
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provides an example `dev_settings.py` file for
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locally testing a [Django](/django.html) application intended for
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[AWS Lambda](/aws-lambda.html).
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* [SQLite Database Authorization and Access Control with Python](http://charlesleifer.com/blog/sqlite-database-authorization-and-access-control-with-python/)
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covers how to control access to the SQLite database connection and
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file even though SQLite normally allows unauthorized access by design.

content/pages/03-data/18-data-visualization.markdown

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and dark sides, the main characters, various bits about the Force
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and other data extracted from the movies.
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* [Big League Graphs](https://bigleaguegraphs.com/) presents a bunch of
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creative ways to view data for sports such as basketball, baseball and
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hockey.
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* [What do numbers look like?](https://johnhw.github.io/umap_primes/index.md.html)
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is a Python 3 dimensional visualization of millions of integers, colored
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by special factors such as prime and Fibonacci numbers.

content/pages/05-deployment/00-deployment.markdown

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* [teletraan](https://github.com/pinterest/teletraan) is the deploy system
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used by the development teams at Pinterest, a huge Python shop!
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* [pants](https://www.pantsbuild.org/index.html) is a build system originally
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* [pants](https://www.pantsbuild.org/) is a build system originally
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created at Twitter and now split out as its own sustainable open source
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project.
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content/pages/05-deployment/20-caddy.markdown

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## How can Caddy be used with Python deployments?
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Caddy can be used both for testing during local development or as part
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of a production deployment as an HTTP server and a reverse proxy with
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the [proxy directive](https://caddyserver.com/docs/proxy).
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the
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[reverse_proxy directive](https://caddyserver.com/docs/caddyfile/directives/reverse_proxy).
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<div class="well see-also">Caddy is an implementation of the <a href="/web-servers.html">web server</a> concept. Learn how these pieces fit together 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>
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content/pages/05-deployment/36-docker.markdown

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repository and tutorial that shows you how to recreate a simplified version
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of Docker to better understand what it's doing under the hood.
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* [Andrew Baker](https://github.com/atbaker) presented a fantastic tutorial
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at [PyOhio](http://andrewtorkbaker.com/pyohio-docker-101-tutorial) on
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[beginner and advanced Docker usage](https://github.com/atbaker/docker-tutorial).
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Andrew also wrote the article
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[what containers can do for you](http://radar.oreilly.com/2015/01/what-containers-can-do-for-you.html).
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* [Docker curriculum](http://prakhar.me/docker-curriculum/) is a detailed
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tutorial created by a developer to show the exact steps for deploying an
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application that relies on [Elasticsearch](https://www.elastic.co/).
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* [How To Install and Use Docker on Ubuntu 16.04](https://www.digitalocean.com/community/tutorials/how-to-install-and-use-docker-on-ubuntu-16-04)
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provides a walkthrough for Ubuntu 16.04 for installing and beginning to
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use Docker for development.
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* [It Really is the Future](http://blog.circleci.com/it-really-is-the-future/)
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discusses Docker and containers in the context of whether it's all just a
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bunch of hype or if this is a real trend for infrastructure automation.

content/pages/05-deployment/37-kubernetes.markdown

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* [Kompose](http://kompose.io/index)
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([source code](https://github.com/kubernetes/kompose))
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translate Docker Compose files into Kubernetes configuration resources.
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translates Docker Compose files into Kubernetes configuration resources.
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* [skaffold](https://skaffold.dev/). [Using Kubernetes for local development](https://nemethgergely.com/using-kubernetes-for-local-development/index.html)
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is a good starting place for more information on getting started with
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Skaffold.
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* [skaffold](https://skaffold.dev/)
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([source code](https://github.com/GoogleContainerTools/skaffold)) makes
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it easier to develop locally with Kubernetes.
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* [kubethanos](https://github.com/berkay-dincer/kubethanos) is a tool to kill
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half of your Kubernetes pods at random, to test the resilience of your

content/pages/05-deployment/38-serverless.markdown

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which is a useful but generically-named library that focuses on deployment
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and operations for serverless applications.
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* [Zappa](https://www.zappa.io/)
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([source code](https://github.com/Miserlou/Zappa))
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* [Zappa](https://github.com/Miserlou/Zappa)
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provides code and tools to make it much easier to build on AWS Lambda
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and AWS API Gateway than rolling your own on the bare services.
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content/pages/05-deployment/39-aws-lambda.markdown

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* [Zappa](https://github.com/Miserlou/Zappa) is a serverless framework
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for deploying Python web applications. It's a really slick project
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and used even by internal AWS developers for their own application
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deployments. Be sure to [read the Zappa blog](https://blog.zappa.io/)
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as well for walkthroughs and new feature announcements.
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deployments.
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* [How to Setup a Serverless URL Shortener With API Gateway Lambda and DynamoDB on AWS](https://blog.ruanbekker.com/blog/2018/11/30/how-to-setup-a-serverless-url-shortener-with-api-gateway-lambda-and-dynamodb-on-aws/)
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builds a non-trivial URL shortener application as an example Python

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