At this point, we're closing in on 9/13 (70%) of the way through the 2nd edition rewrite.

Important changes.

1. Type Hints
2. Type Hints
3. Type Hints

First.

Every single class, method, or function has to be changed to add hints. Every. Single. One. This is kind of huge. The book …

This seemed like an interesting problem. I hope this isn't someone's take-home homework or an interview question. It seemed organic enough when I found out about it.

Given a document like this...

doc = {
    "key": "the key",
    "tag1": ["list", "of", "values"],
    "tag2": ["another", "list", "here"],
    "tag3": ["lorem", "ipsum", "dolor"],
}

We want …

Using the clear() method of a dict isn't *wrong*. But. The reasons have to be investigated. I got a question about this code not working "properly." ("Properly"? Seems too vague to be useful.)

Here's a summary of the example.

final_list = []
temp_dict = {}
for obj in some_source:
    cool_function(obj, temp_dict)
    final_list.append …

See {filename}/blog/2020/01/2020_01_26-stingrayreader_upgrade.rst

This drifted into some serious rethinking of bad design decisions. (If someone else did this, I'd call it weak, and suggest improvements. It was me. It was bad. I'm a bad programmer and I feel bad about it.)

An an example, there's this …

some_data = {name: source[name] for name in the_names}
the_object = SomeClass(**some_data)

See "Additional, Related Content". It's one of the posts here: https://www.patreon.com/slott.

I think there's space for a Building Skills in Functional Python title next to the Building Skills in OO Design.

See https://github.com/slott56/cpx-xmas-ornament You'll need a Circuit Playground Express https://www.adafruit.com/product/3333 Install the code. Enjoy the noise and blinky lights. The MML translation isn't as complete as you might like. The upper/lower case for the various commands isn't handled quite as cleanly …

>>> t_s = (8063599, 0)
>>> fields = [(t_s := divmod(t_s[0], b))[1] for b in (60, 60, 24, 7)]
>>> list(reversed(fields + [t_s[0]]))
[13, 2, 7, 53, 19]

I've recorded two courses for LinkedIn Learning https://www.linkedin.com/learning/me

Let me emphasize that their production values take a lot of work. While I think I'm a pretty good live presenter, a few days in the recording booth with a producer, reveals all my weaknesses. so. um …

Here's a functional programming design pattern I uncovered. This may not be news to you, but it was a surprise to me. It cropped up when looking at something that needs parallelization to reduced the elapsed run time.

Consider this data collection process.

for h in some_high_level_collection(arg1):
    for l …