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>