Field notes

Sometimes a library function hands you a plain value. Sometimes it hands you a thing, and you reach into it with a dot. You already did this with dates and didn't notice.

Three small scholarship-planning scenarios, and the right data structure for each.

How to read a Python error message without panicking, and why getting stuck is part of the job.

What a CSV file actually is, and how pandas turns a flat spreadsheet into something you can ask questions of.

Most data analysis is some combination of three things. Once you see the pattern, half the work disappears.

The temptation to just start typing is what sinks most first projects. The fix is boring and free.

An API is a restaurant counter, not a magic box. Once that clicks, the rest is just placing your order in the right format.

When lists run out of room, dictionaries take over. Looking things up by name instead of by position.

How programs remember things between runs, and the four lines that turn a crash into a polite recovery.

Good variable names are the difference between code you can read next week and code you can't.

Counting from zero, slicing, adding things in, and the moment list comprehensions stop looking like magic.

The week your code stops being a single thread and starts handling real work. A friendly first pass at the three ideas that do the heavy lifting.

The `=` sign is an instruction, not a statement of equality. Once you see that, lines like `count = count + 1` stop looking like a contradiction and start looking like a kitchen helper following orders.

What's actually going on with print, comments, variables, and data types. The bits beginners get told but rarely shown the why for.

The bit where your code starts making real choices. Math, comparisons, and if/else explained without the textbook tone.

int() and float() are functions, and functions hand things back. Once you see that, the substitution model clicks and lines like int(input(...)) stop feeling like magic.

The decisions you make about scholarships, deadlines, and budgets are the same patterns we'll write in Python.

Git looks scary because it uses unfamiliar words for familiar ideas. Here's what's actually happening when you commit and push.

A gentler version of the official docs, for absolute beginners on macOS, Windows, and Linux.

Day one is for writing code, not for debugging your operating system.

Four weeks. Two live sessions a week. Three mini-projects, one capstone. Here's how it actually runs.

A screenshot-by-screenshot walkthrough for absolute beginners.