Modern tooling
uv, ruff, pyproject.toml, packaging, and current Python project workflows.
How to Parse and Extract Nested Data in Python
Load JSON files with Path and recursively extract values by key from nested Python structures using modern typing and standard library.
import json
from pathlib import Path
from typing import Any, Dict, List, Union
def load_data(filepath: Union[str, Path]) -> Union[Dict[str, Any], List[Any]]:
"""Load JSON data from a file with modern Path handling."""
path = Path(filepath)
if not path.exists():
raise FileNotFoundError(f"File not f…How to mock argparse nested subparsers in Python
Build an argparse parser with nested subparsers and test it using unittest.mock.patch for sys.argv and sys.stdout.
import argparse
from unittest.mock import patch
from io import StringIO
def build_parser():
parser = argparse.ArgumentParser(prog="app")
subparsers = parser.add_subparsers(dest="command", required=True)
# Outer subparser
outer = subparsers.add_parser("outer")
outer_sub = outer.add_subparsers(dest…Browse by section
Each section groups closely related Python snippets.
Modern tooling — Python code examples
What you will find here
This page collects modern tooling snippets — short, copy-ready Python you can paste into our free online IDE and run without installing anything. Each sample includes a plain-English explanation and the full source code.
Samples vs tutorials and challenges
Samples are quick reference — one concept per page. For step-by-step teaching, use our Python tutorials. To test yourself, try quizzes or coding challenges. Clean up style with the Python formatter.