[mianos]

> what do you attribute to never finding a bug due to incorrect type?

If the function/method expects an int, string or complex type and I accidentally call it with the wrong type, resulting in an error, such as "can't add 1 to a string", or "can't access access that method because a string was passed".

>and what is good python vs bad python?

This is kinda of subjective but, for a start, don't just start at the type and do stuff until the bottom like a shell script. This is by far how I see most python scripts. All the other normal things. Don't repeat yourself (in moderation, a few times is OK). Keep it simple.

[uptownfunk]

I guess I meant what do you do to prevent that from happening.

[mianos]

That is my point. I don't have any tools to prevent it from happening. I just don't do it when I write the code. If I have and my code is tested it comes up very quickly.

Us older people tend to keep the whole workflow as simple as possible. That is why I love python. There is very little overhead to just using it.

If you tend to make this mistake a lot it might make sense to add some tooling. I don't need it. If I wanted strict typing I would probably just use C++.

[BoorishBears]

I think you're either misrepresenting reality or stretching the truth.

For example, if you're redefining bug as "bug that made it past testing" that's one thing.

But I don't buy anyone writing Python daily for 15 years hasn't seen the term "TypeError" which is what your previous two comments were implying.

[mianos]

OK, it's 100% likely I saw it, just so rarely I can't remember.

Testing. Over that long time I have used many test frameworks. My normal workflow is to try and exercise all the code I write as I go.

On the other hand I am 100% pedantic about using 'schema' (https://pypi.org/project/schema/) to validate all the types, structure and domains when I read json.

[mharig]

Nearly the same here. The only type error I make a little bit more than I would like, is expecting an iterable and passing a string instead, because I forgot parentheses around arguments.

But I made way more type errors when programming in C/++.

Why do you prefer schema to (fast)jsonschema?

[mianos]

'schema' is more a schema enhanced by python than just a checker. It can convert types, set defaults so after 'Box' I can simple access config with a.b.c. It may be subtle but it is much more powerful than it looks.

There are many of these things. Maybe some are better but I like this one.

[your_neighbor]

You do get type errors, but you catch them with tests? Type hinting catches them without having to write tests.

[uptownfunk]

So you use some type of testing methodology for your code?