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@lucasheight/shewhartcontrols

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@lucasheight/shewhartcontrols

Takes an array of numbers and applies shewhart control rules

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Shewhart Controls

A simple library that applies Shewhart chart rules to an array of numbers.

Install

npm install --save @lucasheight/shewhartcontrols

Using

Create a new ShewhartControls object with an array of numbers.

    const data: IShewhartResult = new ShewhartControls([9, 2, 5, 4, 12, 7]);

Optionally:

  • Provide a boolean (useSampleStDev) to indicate standard deviation method to use. (defaults to true: Sample Standard Deviation). Set to false if you wish to apply population standard deviation.

Results

ShewhartControls: {
  data: [ 9, 2, 5, 4, 12, 7 ],
  useSampleStDev: true,
  points: [
    { value: 9, violations: [Object] },
    { value: 2, violations: [Object] },
    { value: 5, violations: [Object] },
    { value: 4, violations: [Object] },
    { value: 12, violations: [Object] },
    { value: 7, violations: [Object] }
  ],

  mean: 6.5,
  stDev: 3.6193922141707713,
  posSigma1: 10.119392214170771,
  posSigma2: 13.738784428341543,
  posSigma3: 17.358176642512312,
  negSigma1: 2.8806077858292287,
  negSigma2: -0.7387844283415426,
  negSigma3: -4.358176642512314,
  violations: {
    ThreeSigmaViolation: false,
    EightPointsAboveBelowMean: false,
    InnerThird15ConsecutiveViolation: false,
    SixPointTrend: false,
    TwoOfThreeOuterThirdViolation: false
  }
}

Violations Object

The violations object contains booleans when rules have been violated. These violations are indicated for the whole dataset and individually for each data point.

export interface IViolations {
  /** 1 Point Outside the +/−3 Sigma Limits */
  ThreeSigmaViolation: boolean;
  /** 8 Successive Consecutive Points Above (or Below) the Centerline */
  EightPointsAboveBelowMean: boolean;
  /** Six or More Consecutive Points Steadily Increasing or Decreasing */
  SixPointTrend: boolean;
  /** Two out of Three Successive Points in Zone A or Beyond */
  TwoOfThreeOuterThirdViolation: boolean;
  /** 15 Consecutive Points in Zone C on Either Side of the Centerline */
  InnerThird15ConsecutiveViolation: boolean;
}

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Package last updated on 16 Dec 2020

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