분산분석(ANOVA Test)

분산분석(Analysis of Variance, ANOVA)을 수행합니다.

Syntax

Anova (SimpleFeatureCollection inputFeatures, String fields) : AnovaResult

Input Parameters

Identifier

Description

Type

Default

Required

inputFeatures

분석 변수를 포함하고 있는 레이어입니다.

SimpleFeatureCollection

fields

쉼표로 분리된 분석에 필요한 숫자값을 가진 필드 목록입니다.

String

Process Outputs

Identifier

Description

Type

Default

Required

result

분산분석 결과입니다.

AnovaResult

Constraints

  • Output은 XML로 반환한다.

Examples

a1_2000, a2_2000, a3_2000, a4_2000 4개의 필드를 이용하여 분산분석을 수행한 결과는 다음의 XML 포맷으로 반환됩니다.

<?xml version="1.0" encoding="UTF-8"?>
<Anova>
  <Treatments>
    <Factor>Between Groups</Factor>
    <SumOfSquares>6.205958517716355E9</SumOfSquares>
    <DegreesOfFreedom>3.0</DegreesOfFreedom>
    <MeanSquare>2.068652839238785E9</MeanSquare>
    <FStatistics>303.3275165487872</FStatistics>
    <PValue>1.1102230246251565E-16</PValue>
  </Treatments>
  <Error>
    <Factor>Within Groups</Factor>
    <SumOfSquares>6.547070797481773E8</SumOfSquares>
    <DegreesOfFreedom>96.0</DegreesOfFreedom>
    <MeanSquare>6819865.414043513</MeanSquare>
  </Error>
  <Total>
    <Factor>Total</Factor>
    <SumOfSquares>6.860665597464533E9</SumOfSquares>
    <DegreesOfFreedom>99.0</DegreesOfFreedom>
  </Total>
  <Summary>
    <Group>
      <Group>a1_2000</Group>
      <Count>25</Count>
      <Minimum>7902.3838</Minimum>
      <Maximum>28062.184</Maximum>
      <Sum>455742.91310000006</Sum>
      <Average>18229.716524000003</Average>
      <Variance>2.727945084675026E7</Variance>
    </Group>
    <Group>
      <Group>a2_2000</Group>
      <Count>25</Count>
      <Minimum>96.724518</Minimum>
      <Maximum>105.01617</Maximum>
      <Sum>2515.9517890000006</Sum>
      <Average>100.63807156000003</Average>
      <Variance>4.840012157224312</Variance>
    </Group>
    <Group>
      <Group>a3_2000</Group>
      <Count>25</Count>
      <Minimum>5.2713499</Minimum>
      <Maximum>11.17146</Maximum>
      <Sum>218.94218979999997</Sum>
      <Average>8.757687591999998</Average>
      <Variance>2.508762737460472</Variance>
    </Group>
    <Group>
      <Group>a4_2000</Group>
      <Count>25</Count>
      <Minimum>0.22132</Minimum>
      <Maximum>9.58605</Maximum>
      <Sum>37.27112993</Sum>
      <Average>1.4908451972</Average>
      <Variance>3.4606488978589653</Variance>
    </Group>
  </Summary>
</Anova>