1 | <?xml version="1.0" encoding="UTF-8"?> |
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2 | <PMML xmlns="http://www.dmg.org/PMML-3_2" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" |
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3 | xsi:schemaLocation="http://www.dmg.org/PMML-3_2 http://www.dmg.org/v3-2/pmml-3-2.xsd" version="3.2"> |
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4 | <Header copyright="Copyright (c) 2008 Zementis, Inc. (www.zementis.com)" |
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5 | description="Neural Network using the El Nino dataset"> |
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6 | <Timestamp>Feb 15, 2008</Timestamp> |
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7 | </Header> |
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8 | <DataDictionary numberOfFields="7"> |
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9 | <DataField name="airtemp" optype="continuous" dataType="double" /> |
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10 | <DataField name="latitude" optype="continuous" dataType="double" /> |
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11 | <DataField name="longitude" optype="continuous" dataType="double" /> |
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12 | <DataField name="zon_winds" optype="continuous" dataType="double" /> |
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13 | <DataField name="mer_winds" optype="continuous" dataType="double" /> |
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14 | <DataField name="humidity" optype="continuous" dataType="double" /> |
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15 | <DataField name="s_s_temp" optype="continuous" dataType="double" /> |
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16 | </DataDictionary> |
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17 | <TransformationDictionary> |
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18 | <DerivedField name="derived_latitude" dataType="double" optype="continuous"> |
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19 | <NormContinuous field="latitude"> |
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20 | <LinearNorm orig="-8.28" norm="0" /> |
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21 | <LinearNorm orig="8.97" norm="1" /> |
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22 | </NormContinuous> |
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23 | </DerivedField> |
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24 | <DerivedField name="derived_longitude" dataType="double" optype="continuous"> |
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25 | <NormContinuous field="longitude"> |
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26 | <LinearNorm orig="-179.87" norm="0" /> |
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27 | <LinearNorm orig="179.8" norm="1" /> |
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28 | </NormContinuous> |
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29 | </DerivedField> |
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30 | <DerivedField name="derived_zon_winds" dataType="double" optype="continuous"> |
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31 | <NormContinuous field="zon_winds"> |
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32 | <LinearNorm orig="-8.1" norm="0" /> |
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33 | <LinearNorm orig="3.4" norm="1" /> |
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34 | </NormContinuous> |
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35 | </DerivedField> |
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36 | <DerivedField name="derived_mer_winds" dataType="double" optype="continuous"> |
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37 | <NormContinuous field="mer_winds"> |
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38 | <LinearNorm orig="-6.2" norm="0" /> |
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39 | <LinearNorm orig="7.1" norm="1" /> |
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40 | </NormContinuous> |
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41 | </DerivedField> |
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42 | <DerivedField name="derived_humidity" dataType="double" optype="continuous"> |
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43 | <NormContinuous field="humidity"> |
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44 | <LinearNorm orig="72.3" norm="0" /> |
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45 | <LinearNorm orig="99.4" norm="1" /> |
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46 | </NormContinuous> |
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47 | </DerivedField> |
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48 | <DerivedField name="derived_s_s_temp" dataType="double" optype="continuous"> |
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49 | <NormContinuous field="s_s_temp"> |
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50 | <LinearNorm orig="22.56" norm="0" /> |
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51 | <LinearNorm orig="30.15" norm="1" /> |
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52 | </NormContinuous> |
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53 | </DerivedField> |
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54 | </TransformationDictionary> |
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55 | <NeuralNetwork modelName="ElNino_NN" functionName="regression" activationFunction="tanh"> |
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56 | <MiningSchema> |
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57 | <MiningField name="latitude" /> |
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58 | <MiningField name="longitude" /> |
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59 | <MiningField name="zon_winds" /> |
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60 | <MiningField name="mer_winds" /> |
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61 | <MiningField name="humidity" /> |
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62 | <MiningField name="s_s_temp" /> |
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63 | <MiningField name="airtemp" usageType="predicted" /> |
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64 | </MiningSchema> |
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65 | <NeuralInputs> |
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66 | <NeuralInput id="0"> |
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67 | <DerivedField dataType="double" optype="continuous"> |
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68 | <FieldRef field="derived_latitude" /> |
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69 | </DerivedField> |
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70 | </NeuralInput> |
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71 | <NeuralInput id="1"> |
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72 | <DerivedField dataType="double" optype="continuous"> |
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73 | <FieldRef field="derived_longitude" /> |
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74 | </DerivedField> |
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75 | </NeuralInput> |
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76 | <NeuralInput id="2"> |
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77 | <DerivedField dataType="double" optype="continuous"> |
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78 | <FieldRef field="derived_zon_winds" /> |
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79 | </DerivedField> |
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80 | </NeuralInput> |
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81 | <NeuralInput id="3"> |
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82 | <DerivedField dataType="double" optype="continuous"> |
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83 | <FieldRef field="derived_mer_winds" /> |
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84 | </DerivedField> |
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85 | </NeuralInput> |
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86 | <NeuralInput id="4"> |
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87 | <DerivedField dataType="double" optype="continuous"> |
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88 | <FieldRef field="derived_humidity" /> |
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89 | </DerivedField> |
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90 | </NeuralInput> |
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91 | <NeuralInput id="5"> |
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92 | <DerivedField dataType="double" optype="continuous"> |
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93 | <FieldRef field="derived_s_s_temp" /> |
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94 | </DerivedField> |
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95 | </NeuralInput> |
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96 | </NeuralInputs> |
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97 | <NeuralLayer numberOfNeurons="2"> |
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98 | <Neuron id="6" bias="-0.731304966362333"> |
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99 | <Con from="0" weight="0.522049533017919" /> |
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100 | <Con from="1" weight="-0.399145207255475" /> |
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101 | <Con from="2" weight="-0.415583881817118" /> |
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102 | <Con from="3" weight="-0.309808298543379" /> |
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103 | <Con from="4" weight="-0.662674572566683" /> |
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104 | <Con from="5" weight="1.72273121708294" /> |
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105 | </Neuron> |
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106 | <Neuron id="7" bias="-0.458013009318407"> |
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107 | <Con from="0" weight="-0.90117395341808" /> |
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108 | <Con from="1" weight="0.756005664311791" /> |
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109 | <Con from="2" weight="0.283296146246296" /> |
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110 | <Con from="3" weight="0.0416906660285602" /> |
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111 | <Con from="4" weight="0.728091902786551" /> |
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112 | <Con from="5" weight="1.12654398373213" /> |
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113 | </Neuron> |
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114 | </NeuralLayer> |
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115 | <NeuralLayer numberOfNeurons="1" activationFunction="identity"> |
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116 | <Neuron id="8" bias="-1.04868830796614"> |
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117 | <Con from="6" weight="2.18331080616068" /> |
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118 | <Con from="7" weight="1.6406152439558" /> |
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119 | </Neuron> |
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120 | </NeuralLayer> |
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121 | <NeuralOutputs> |
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122 | <NeuralOutput outputNeuron="8"> |
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123 | <DerivedField name="derived_airtemp" dataType="double" optype="continuous"> |
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124 | <NormContinuous field="airtemp"> |
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125 | <LinearNorm orig="22.74" norm="-3.68637198807044" /> |
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126 | <LinearNorm orig="30.04" norm="2.0133756415681" /> |
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127 | </NormContinuous> |
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128 | </DerivedField> |
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129 | </NeuralOutput> |
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130 | </NeuralOutputs> |
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131 | </NeuralNetwork> |
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132 | </PMML> |
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