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Methods

bootstrap

The bootstrap reference explains percentile, basic and bias-corrected accelerated confidence intervals, paired resampling and computation controls.

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External resource. No execution or independent verification is claimed here.

A QUESTION TO TAKE FURTHER

How do interval coverage and width compare for a known skewed distribution at small sample sizes?

Generate repeated datasets from an evaluator-controlled distribution, compare intervals with the known population statistic and report failed or degenerate resamples.

What you could produce

  • A versioned minimal protocol, evaluator-owned test cases, and a comparison report with numerical/statistical uncertainty and failures.

Before you use it

  • SciPy 1.18.0
  • Compatible NumPy and native numerical-library build; exact environment not prepared

Limits to keep in view

  • No upstream example, source package, build hook or submitted code was executed.
  • The current qualified pilot accepts only self-contained Python 3.13 with a 90-second deadline. This reference's package/runtime is not qualified for that path.
  • The proposed protocol requires bounded resource estimates and an independently controlled evaluator before any scientific execution claim.

Source and permission context

SciPy documentation. bootstrap. https://docs.scipy.org/doc/scipy-1.18.0/reference/generated/scipy.stats.bootstrap.html; observed version 1.18.0.

Rights need review. Review the scope and upstream conditions before reuse.

documentation · BSD-3-Clause

SciPy's versioned developer policy explicitly includes documentation under its default BSD license, subject to separately specified exceptions; the matching 1.18.0 LICENSE.txt identifies the three-clause terms.

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Still unresolved

  • Third-party figures, linked papers, datasets and dependency licenses have not been assessed; no external content is copied into this catalog.

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