Count Words in a Python String: split(), Regex, and Frequency
Count words in Python strings with split(), regular expressions, Counter, punctuation rules, Unicode text, and frequency analysis.
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Count words in Python strings with split(), regular expressions, Counter, punctuation rules, Unicode text, and frequency analysis.
Implement Dijkstra’s shortest-path algorithm in Python with heapq, adjacency lists, distance updates, stale-entry checks, and non-negative edge weights.
Treat AttributeError as an object-contract clue: inspect the value, method syntax, spelling, optional API, and library version before adding a fallback.
Add useful tqdm progress bars to Python loops, files, and pandas while keeping units, estimates, and automated logs readable.
Build a max heap in Python with heapq by negating numeric priorities, understand push and pop complexity, and handle ties and non-numeric keys safely.
Calculate ln in Python with math.log() for scalars, np.log() for arrays, explicit positive-domain validation, and stable near-zero formulas.
Understand // as floor division, see why negative results round down, and choose /, //, or divmod deliberately.
Learn nested dictionaries in Python with examples for access, safe updates, loops, setdefault(), deep copies, JSON, and missing keys.
Change NumPy array dimensions without changing element count while controlling inferred axes, order, memory sharing, and semantic shape.
Check palindromes in Python with slicing, reversed(), loops, numbers, normalization, and clear handling of spaces and punctuation.