1 | <?xml version="1.0" encoding="UTF-8"?> |
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2 | <PMML version="3.0" xmlns="http://www.dmg.org/PMML-3_0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"> |
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3 | <Header copyright="Copyright (c) Integral Solutions Ltd., 1994 - 2005. All rights reserved."> |
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4 | <Application name="Clementine" version="10.0"/> |
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5 | <Annotation>Exported with PMML extensions for use with SPSS SmartScore</Annotation> |
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6 | </Header> |
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7 | <DataDictionary numberOfFields="6"> |
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8 | <DataField name="petal_length" optype="continuous" dataType="double"> |
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9 | <Extension name="storageType" value="numeric"/> |
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10 | <Extension name="measure" value="range"/> |
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11 | </DataField> |
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12 | <DataField name="petal_width" optype="continuous" dataType="double"> |
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13 | <Extension name="storageType" value="numeric"/> |
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14 | <Extension name="measure" value="range"/> |
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15 | </DataField> |
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16 | <DataField name="sepal_length" optype="continuous" dataType="double"> |
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17 | <Extension name="storageType" value="numeric"/> |
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18 | <Extension name="measure" value="range"/> |
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19 | </DataField> |
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20 | <DataField name="sepal_width" optype="continuous" dataType="double"> |
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21 | <Extension name="storageType" value="numeric"/> |
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22 | <Extension name="measure" value="range"/> |
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23 | </DataField> |
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24 | <DataField name="class" optype="categorical" dataType="string"> |
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25 | <Extension name="storageType" value="string"/> |
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26 | <Extension name="measure" value="set"/> |
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27 | <Value value="Iris-setosa" property="valid"/> |
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28 | <Value value="Iris-versicolor" property="valid"/> |
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29 | <Value value="Iris-virginica" property="valid"/> |
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30 | </DataField> |
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31 | <DataField name="$NC-SPECIES" optype="continuous" dataType="double"> |
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32 | <Extension name="storageType" value="numeric"/> |
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33 | <Extension name="measure" value="range"/> |
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34 | </DataField> |
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35 | </DataDictionary> |
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36 | <NeuralNetwork modelName="IRIS_MLP" functionName="classification" algorithmName="Neural Net" activationFunction="logistic"> |
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37 | <Extension name="normalizationMethod" value="limitedDifference"/> |
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38 | <MiningSchema> |
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39 | <MiningField name="petal_length" usageType="active" missingValueReplacement="3.95" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="1.0" highValue="6.9"/> |
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40 | <MiningField name="petal_width" usageType="active" missingValueReplacement="1.3" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="0.1" highValue="2.5"/> |
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41 | <MiningField name="sepal_length" usageType="active" missingValueReplacement="6.1" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="4.3" highValue="7.9"/> |
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42 | <MiningField name="sepal_width" usageType="active" missingValueReplacement="3.2" missingValueTreatment="asMedian" outliers="asExtremeValues" lowValue="2.0" highValue="4.4"/> |
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43 | <MiningField name="class" usageType="predicted"/> |
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44 | <MiningField name="$NC-SPECIES" usageType="supplementary"/> |
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45 | </MiningSchema> |
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46 | <NeuralInputs> |
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47 | <NeuralInput id="0"> |
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48 | <DerivedField optype="continuous" dataType="double"> |
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49 | <NormContinuous field="petal_length"> |
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50 | <LinearNorm orig="1" norm="0"/> |
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51 | <LinearNorm orig="6.9" norm="1"/> |
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52 | </NormContinuous> |
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53 | </DerivedField> |
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54 | </NeuralInput> |
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55 | <NeuralInput id="1"> |
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56 | <DerivedField optype="continuous" dataType="double"> |
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57 | <NormContinuous field="petal_width"> |
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58 | <LinearNorm orig="0.1" norm="0"/> |
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59 | <LinearNorm orig="2.5" norm="1"/> |
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60 | </NormContinuous> |
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61 | </DerivedField> |
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62 | </NeuralInput> |
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63 | <NeuralInput id="2"> |
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64 | <DerivedField optype="continuous" dataType="double"> |
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65 | <NormContinuous field="sepal_length"> |
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66 | <LinearNorm orig="4.3" norm="0"/> |
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67 | <LinearNorm orig="7.9" norm="1"/> |
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68 | </NormContinuous> |
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69 | </DerivedField> |
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70 | </NeuralInput> |
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71 | <NeuralInput id="3"> |
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72 | <DerivedField optype="continuous" dataType="double"> |
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73 | <NormContinuous field="sepal_width"> |
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74 | <LinearNorm orig="2" norm="0"/> |
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75 | <LinearNorm orig="4.4" norm="1"/> |
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76 | </NormContinuous> |
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77 | </DerivedField> |
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78 | </NeuralInput> |
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79 | </NeuralInputs> |
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80 | <NeuralLayer> |
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81 | <Neuron id="4" bias="2.03473228253"> |
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82 | <Con from="0" weight="-4.0256456408"/> |
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83 | <Con from="1" weight="-3.83730095974"/> |
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84 | <Con from="2" weight="0.0624800821416"/> |
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85 | <Con from="3" weight="2.40206472093"/> |
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86 | </Neuron> |
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87 | <Neuron id="5" bias="1.6526137028"> |
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88 | <Con from="0" weight="-5.01759484187"/> |
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89 | <Con from="1" weight="-5.23173402014"/> |
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90 | <Con from="2" weight="-1.80228751097"/> |
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91 | <Con from="3" weight="2.98662625446"/> |
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92 | </Neuron> |
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93 | <Neuron id="6" bias="-11.6218815784"> |
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94 | <Con from="0" weight="11.3795015654"/> |
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95 | <Con from="1" weight="9.67298427591"/> |
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96 | <Con from="2" weight="-2.10906925011"/> |
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97 | <Con from="3" weight="-3.58414535245"/> |
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98 | </Neuron> |
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99 | </NeuralLayer> |
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100 | <NeuralLayer> |
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101 | <Neuron id="7" bias="-4.54626929708"> |
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102 | <Con from="4" weight="4.36547390082"/> |
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103 | <Con from="5" weight="4.69477556292"/> |
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104 | <Con from="6" weight="-4.37727158969"/> |
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105 | </Neuron> |
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106 | <Neuron id="8" bias="4.85147554911"> |
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107 | <Con from="4" weight="-2.51631420956"/> |
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108 | <Con from="5" weight="-6.71322276698"/> |
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109 | <Con from="6" weight="-9.34181840082"/> |
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110 | </Neuron> |
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111 | <Neuron id="9" bias="-2.95716683639"> |
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112 | <Con from="4" weight="-6.98136941982"/> |
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113 | <Con from="5" weight="-4.64823127158"/> |
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114 | <Con from="6" weight="7.63041165053"/> |
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115 | </Neuron> |
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116 | </NeuralLayer> |
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117 | <NeuralOutputs> |
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118 | <NeuralOutput outputNeuron="7"> |
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119 | <DerivedField optype="categorical" dataType="string"> |
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120 | <NormDiscrete field="class" value="Iris-setosa"/> |
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121 | </DerivedField> |
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122 | </NeuralOutput> |
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123 | <NeuralOutput outputNeuron="8"> |
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124 | <DerivedField optype="categorical" dataType="string"> |
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125 | <NormDiscrete field="class" value="Iris-versicolor"/> |
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126 | </DerivedField> |
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127 | </NeuralOutput> |
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128 | <NeuralOutput outputNeuron="9"> |
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129 | <DerivedField optype="categorical" dataType="string"> |
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130 | <NormDiscrete field="class" value="Iris-virginica"/> |
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131 | </DerivedField> |
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132 | </NeuralOutput> |
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133 | </NeuralOutputs> |
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134 | </NeuralNetwork> |
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135 | </PMML> |
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