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Crate u_analytics

Crate u_analytics 

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§u-analytics

Statistical process control (SPC), process capability analysis, Weibull reliability, and change-point detection.

This crate provides industrial quality analysis tools that are domain-agnostic — they operate on raw f64 data without knowledge of manufacturing, scheduling, or any specific consumer domain.

§Modules

  • spc — Control charts (X̄-R, X̄-S, I-MR, P, NP, C, U) with run rules
  • capability — Process capability indices (Cp, Cpk, Pp, Ppk, Cpm)
  • weibull — Weibull parameter estimation (MLE, MRR) and reliability analysis
  • detection — Change-point detection (CUSUM, EWMA)
  • smoothing — Time series smoothing (SES, Holt, Holt-Winters)

§Design Philosophy

  • Domain-agnostic: No manufacturing or process-specific types
  • Numerical stability: Leverages u-numflow for stable statistics
  • Research-backed: All algorithms reference academic literature

Modules§

capability
Process capability analysis.
detection
Change-point and shift detection.
smoothing
Time series smoothing and forecasting.
spc
Statistical Process Control (SPC) charts.
weibull
Weibull parameter estimation and reliability analysis.