Python Tilde (~): Bitwise Invert Explained
Understand Python’s tilde operator as integer bitwise inversion, including the -(x + 1) rule and custom __invert__ methods.
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Understand Python’s tilde operator as integer bitwise inversion, including the -(x + 1) rule and custom __invert__ methods.
Find the shape of Python lists with len, validate nested rows, distinguish ragged data, and convert rectangular lists to NumPy arrays safely.
Randomly select one or more Python list items with choice(), sample(), choices(), or secrets.choice(), including empty-list and weighted-selection rules.
Understand Python bytecode caches, __pycache__, .pyc invalidation, py_compile, compileall, and why source files remain authoritative.
Parse CLI booleans correctly with argparse actions, avoid type=bool, and choose between enable, disable, and explicit-value flags.
Create or update a file in Python with pathlib.Path.touch(), control exist_ok behavior, preserve or change timestamps, and avoid accidental truncation.
Implement Python __lt__ for custom objects with NotImplemented, consistent comparison keys, ordering helpers, and tests for mixed or unsupported types.
Solve nonlinear equations with SciPy fsolve while checking initial guesses, residuals, convergence diagnostics, domains, and alternative solvers.
Check whether a number is prime in Python with trial division, math.isqrt, edge-case guards, and a sieve for many numbers.
Create a scree plot in Python with scikit-learn PCA and Matplotlib, using explained variance, cumulative variance, and defensible component selection.