((idx, val) for idx, val in enumerate(data, start=1) if idx % 4 == 0)
Iteration Patterns

Meaning

Returns an iterator yielding (index, value) pairs for every fourth element of `data`, using 1‑based indexing.

Primary Function

Generate (index, value) pairs where the 1‑based index is a multiple of 4.

Communicative Purpose

Signals the intent to process every fourth item in a sequence, counting from one.

Pattern

(idx, val) for idx, val in enumerate(data, start=1) if idx % 4 == 0

Core Structure

(idx, val) for idx, val in enumerate(data, start=1) if idx % 4 == 0

Função primária

Generate (index, value) pairs where the 1‑based index is a multiple of 4.

Propósito comunicativo

Signals the intent to process every fourth item in a sequence, counting from one.

Situações de gatilho

When you need to process items at regular intervals (e.g., every fourth log entry, sampling data at a fixed stride).

Contextos

Data processing pipelines, batch processing, sampling intervals, iterating over records with a fixed stride.

Padrão

(idx, val) for idx, val in enumerate(data, start=1) if idx % 4 == 0

Estrutura central

(idx, val) for idx, val in enumerate(data, start=1) if idx % 4 == 0

Slots de substituição

data (iterable), start (int, default 1), divisor (int, default 4), tuple pattern (idx, val) can be changed to other destructuring.

Colocados típicos

  • enumerate
  • modulo
  • filter
  • list comprehension
  • itertools.islice

Substituições comuns

  • start value
  • divisor
  • tuple shape (e.g.
  • just idx)
  • using range instead of enumerate
  • using slice notation.

Erros comuns

Using start=0 (or omitting it) leads to 0‑based indices; forgetting the parentheses around the generator expression; confusing the modulo condition with slice step; misreading the 1‑based vs 0‑based offset.

Similar / contraste

List comprehension: [(i, v) for i, v in enumerate(data, 1) if i % 4 == 0]; itertools.islice(data, 3, None, 4) for a 0‑based slice; enumerate(data) if i % 4 == 3.

Interferências

Confusing 0‑based versus 1‑based indexing; omitting start=1 selects indices 0,4,8…; misreading the modulo condition as a step size.

Família do chunk

  • enumeration‑filter patterns

Nuance

Produces 1‑based indices that are multiples of four, effectively selecting the 4th, 8th, 12th, … elements of the original sequence.

Efeito pragmático

Signals the developer’s intent to process items at regular intervals starting from the first element as count one.

Dica de memória

Every fourth item, counting from one.

Nota

The start=1 argument makes the enumeration 1‑based; without it the indices would be 0‑based.

Upgrade path

Consider using itertools.islice(data, 3, None, 4) for a slice‑based approach, or a list comprehension if a list is needed.

Frequência: MediumFormulaicidade: Semi-fixedTipo de construção: generator expression with enumeration and filterPrioridade de aquisição: Active recallPrioridade de output: BothTag de espaçamento: Short-term

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