Many times I wrote that type hints in Python help to work with big or moderate projects. However, if you decide to add them to your project, you have to check your project regularly using CI. And this kind of checks is not easy to implement. This article is my story about obstacles in this process.

I'm trying to add type hints to our project for a while. And now I have a bunch of methods how to do it more efficiently, fast, and painless. I spend many days trying to find them. Now I want to share my experience.

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asyncio is a useful library. However, it is not so easy to understand how to work with it. Documentation isn't enough. We need more examples. We need more explanations. The last couple of weekends I spent experimenting with this library. After that, I add some interesting articles into my Pocket. Here are some of them.

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Python is a very flexible programming language. Its dynamic nature allows programmers to code elegant solutions that almost impossible to make with other more strict languages, for example, Java. However, you have to pay for everything. While Python code base grows, it requires more and more efforts to keep project integrity. Without these extra efforts, the project will fall apart.

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A couple of weeks ago one of my colleagues ask if Python function is possible to use as a key in dicts? Yes, it is. So, every function has a hash. But how is it calculated? Based on function name? Based on function byte code? Actually, it calculates by transforming a pointer to a function object. However, it is not so easy to find it in the CPython code.

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Personal branding isn't a thing that is discussed much in a programming world. Actually, I know very few guys who have strong personal brands and only two guys who can explain what personal branding is for software developers. One of them is Frederic Harper with his book “Success in Programming.”

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For me, the main advantage of "Data Structures and Algorithms in Java" is the language author uses to describe algorithms. He doesn't use overcomplicated academic language with tons of math. No. Robert uses plain English and tries to give an as simple explanation of an algorithm as possible.

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You are lucky if you need to use standard English keyboard layout only. I use Russian layout as often as English one. Everywhere hot-keys work OK, except Emacs. Maybe because it has an ASCII-is-enough-for-everybody legacy or other reasons, Emacs uses own weird way to switch layouts (or Input Method in Emacs terms): C-\. Instead of using that "standard" way I found another option.

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It looks obvious that you can override the property in a child class, and call "super" within it. Sounds OK? Yes, it is. However, when my colleague asked me about this behavior, I was confused. Maybe because I am a bit suspicious, every time I saw a magic thing of any kind in a code I expect a trap. What's why I decided to write a simple example to prove myself that it works as it should.

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It can be painful to manage several Python versions on one laptop. However, it is a very common situation. Usually, developers have many projects that require different Python versions. There are a couple of variants to deal with it. My favourite is pyenv with virtualenv plugin. I used to use Homebrew itself to do that, but it wasn't so flexible.

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Big Data is a kind of buzzword nowadays. However, it looks that having skills in it can make a huge influence on a programming career. At least, it's true for me. That's why this list appears. It's a unsorted and unfiltered bunch of resources covered "Big Data" topic.

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