Book a Demo!
CoCalc Logo Icon
StoreFeaturesDocsShareSupportNewsAboutPoliciesSign UpSign In
ibm
GitHub Repository: ibm/watson-machine-learning-samples
Path: blob/master/cloud/models/pmml/iris-species/model/iris_chaid.xml
6405 views
1
<?xml version="1.0" encoding="UTF-8" standalone="no" ?>
2
<PMML version="4.2" xmlns="http://www.dmg.org/PMML-4_2" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.dmg.org/PMML-4_2 pmml-4-2.xsd">
3
<Header copyright="Copyright(c) IBM Corp. 1989-2015. All rights reserved.">
4
<Application name="IBM SPSS Modeler Common" version="18.0.0.0"/>
5
<Timestamp/>
6
</Header>
7
<DataDictionary numberOfFields="5">
8
<DataField dataType="double" displayName="Sepal.Length" isCyclic="0" name="Sepal.Length" optype="continuous"/>
9
<DataField dataType="double" displayName="Sepal.Width" isCyclic="0" name="Sepal.Width" optype="continuous"/>
10
<DataField dataType="double" displayName="Petal.Length" isCyclic="0" name="Petal.Length" optype="continuous"/>
11
<DataField dataType="double" displayName="Petal.Width" isCyclic="0" name="Petal.Width" optype="continuous"/>
12
<DataField dataType="string" displayName="Species" isCyclic="0" name="Species" optype="categorical">
13
<Value displayValue="setosa" property="valid" value="setosa"/>
14
<Value displayValue="versicolor" property="valid" value="versicolor"/>
15
<Value displayValue="virginica" property="valid" value="virginica"/>
16
</DataField>
17
</DataDictionary>
18
<TreeModel algorithmName="CHAID" functionName="classification">
19
<Extension extender="spss.com">
20
<X-risk value="0.0266666666666667"/>
21
<X-seOfRisk value="0.01315435429951"/>
22
</Extension>
23
<MiningSchema>
24
<MiningField importance="0.792654" name="Petal.Width" usageType="active"/>
25
<MiningField importance="0.128223" name="Sepal.Width" usageType="active"/>
26
<MiningField importance="0.0791228" name="Petal.Length" usageType="active"/>
27
<MiningField name="Species" usageType="predicted"/>
28
</MiningSchema>
29
<ModelStats>
30
<UnivariateStats field="Petal.Width">
31
<Counts invalidFreq="0" missingFreq="0" totalFreq="150"/>
32
<NumericInfo maximum="9" minimum="0"/>
33
</UnivariateStats>
34
<UnivariateStats field="Sepal.Width">
35
<Counts invalidFreq="0" missingFreq="0" totalFreq="150"/>
36
<NumericInfo maximum="9" minimum="0"/>
37
</UnivariateStats>
38
<UnivariateStats field="Petal.Length">
39
<Counts invalidFreq="0" missingFreq="0" totalFreq="150"/>
40
<NumericInfo maximum="9" minimum="0"/>
41
</UnivariateStats>
42
</ModelStats>
43
<Node defaultChild="1" id="0" recordCount="150" score="setosa">
44
<Extension>
45
<X-Node>
46
<X-NodeStats adjPValue="4.75967387732713e-051" chiSquare="258.699665551839" df1="6"/>
47
</X-Node>
48
</Extension>
49
<True/>
50
<ScoreDistribution confidence="0.333333333333333" probability="0.333333333333333" recordCount="50" value="setosa">
51
<Extension extender="spss.com" name="probability" value="0.333333333333333"/>
52
</ScoreDistribution>
53
<ScoreDistribution confidence="0.333333333333333" probability="0.333333333333333" recordCount="50" value="versicolor">
54
<Extension extender="spss.com" name="probability" value="0.333333333333333"/>
55
</ScoreDistribution>
56
<ScoreDistribution confidence="0.333333333333333" probability="0.333333333333333" recordCount="50" value="virginica">
57
<Extension extender="spss.com" name="probability" value="0.333333333333333"/>
58
</ScoreDistribution>
59
<Node id="1" recordCount="48" score="setosa">
60
<CompoundPredicate booleanOperator="surrogate">
61
<CompoundPredicate booleanOperator="and">
62
<True/>
63
<SimplePredicate field="Petal.Width" operator="lessOrEqual" value="0.4"/>
64
</CompoundPredicate>
65
<True/>
66
</CompoundPredicate>
67
<ScoreDistribution confidence="1" probability="1" recordCount="48" value="setosa">
68
<Extension extender="spss.com" name="probability" value="1"/>
69
</ScoreDistribution>
70
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="versicolor">
71
<Extension extender="spss.com" name="probability" value="0"/>
72
</ScoreDistribution>
73
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="virginica">
74
<Extension extender="spss.com" name="probability" value="0"/>
75
</ScoreDistribution>
76
</Node>
77
<Node defaultChild="5" id="2" recordCount="30" score="versicolor">
78
<Extension>
79
<X-Node>
80
<X-NodeStats adjPValue="2.5922778346965e-007" chiSquare="30" df1="1"/>
81
</X-Node>
82
</Extension>
83
<CompoundPredicate booleanOperator="surrogate">
84
<CompoundPredicate booleanOperator="and">
85
<SimplePredicate field="Petal.Width" operator="greaterThan" value="0.4"/>
86
<SimplePredicate field="Petal.Width" operator="lessOrEqual" value="1.3"/>
87
</CompoundPredicate>
88
<False/>
89
</CompoundPredicate>
90
<ScoreDistribution confidence="0.0666666666666667" probability="0.0666666666666667" recordCount="2" value="setosa">
91
<Extension extender="spss.com" name="probability" value="0.0666666666666667"/>
92
</ScoreDistribution>
93
<ScoreDistribution confidence="0.933333333333333" probability="0.933333333333333" recordCount="28" value="versicolor">
94
<Extension extender="spss.com" name="probability" value="0.933333333333333"/>
95
</ScoreDistribution>
96
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="virginica">
97
<Extension extender="spss.com" name="probability" value="0"/>
98
</ScoreDistribution>
99
<Node id="5" recordCount="28" score="versicolor">
100
<CompoundPredicate booleanOperator="surrogate">
101
<CompoundPredicate booleanOperator="and">
102
<True/>
103
<SimplePredicate field="Sepal.Width" operator="lessOrEqual" value="3"/>
104
</CompoundPredicate>
105
<True/>
106
</CompoundPredicate>
107
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="setosa">
108
<Extension extender="spss.com" name="probability" value="0"/>
109
</ScoreDistribution>
110
<ScoreDistribution confidence="1" probability="1" recordCount="28" value="versicolor">
111
<Extension extender="spss.com" name="probability" value="1"/>
112
</ScoreDistribution>
113
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="virginica">
114
<Extension extender="spss.com" name="probability" value="0"/>
115
</ScoreDistribution>
116
</Node>
117
<Node id="6" recordCount="2" score="setosa">
118
<CompoundPredicate booleanOperator="surrogate">
119
<CompoundPredicate booleanOperator="and">
120
<SimplePredicate field="Sepal.Width" operator="greaterThan" value="3"/>
121
<True/>
122
</CompoundPredicate>
123
<False/>
124
</CompoundPredicate>
125
<ScoreDistribution confidence="1" probability="1" recordCount="2" value="setosa">
126
<Extension extender="spss.com" name="probability" value="1"/>
127
</ScoreDistribution>
128
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="versicolor">
129
<Extension extender="spss.com" name="probability" value="0"/>
130
</ScoreDistribution>
131
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="virginica">
132
<Extension extender="spss.com" name="probability" value="0"/>
133
</ScoreDistribution>
134
</Node>
135
</Node>
136
<Node defaultChild="7" id="3" recordCount="26" score="versicolor">
137
<Extension>
138
<X-Node>
139
<X-NodeStats adjPValue="0.00465122067170656" chiSquare="11.2996825396825" df1="1"/>
140
</X-Node>
141
</Extension>
142
<CompoundPredicate booleanOperator="surrogate">
143
<CompoundPredicate booleanOperator="and">
144
<SimplePredicate field="Petal.Width" operator="greaterThan" value="1.3"/>
145
<SimplePredicate field="Petal.Width" operator="lessOrEqual" value="1.7"/>
146
</CompoundPredicate>
147
<False/>
148
</CompoundPredicate>
149
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="setosa">
150
<Extension extender="spss.com" name="probability" value="0"/>
151
</ScoreDistribution>
152
<ScoreDistribution confidence="0.807692307692308" probability="0.807692307692308" recordCount="21" value="versicolor">
153
<Extension extender="spss.com" name="probability" value="0.807692307692308"/>
154
</ScoreDistribution>
155
<ScoreDistribution confidence="0.192307692307692" probability="0.192307692307692" recordCount="5" value="virginica">
156
<Extension extender="spss.com" name="probability" value="0.192307692307692"/>
157
</ScoreDistribution>
158
<Node id="7" recordCount="20" score="versicolor">
159
<CompoundPredicate booleanOperator="surrogate">
160
<CompoundPredicate booleanOperator="and">
161
<True/>
162
<SimplePredicate field="Petal.Length" operator="lessOrEqual" value="4.9"/>
163
</CompoundPredicate>
164
<True/>
165
</CompoundPredicate>
166
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="setosa">
167
<Extension extender="spss.com" name="probability" value="0"/>
168
</ScoreDistribution>
169
<ScoreDistribution confidence="0.95" probability="0.95" recordCount="19" value="versicolor">
170
<Extension extender="spss.com" name="probability" value="0.95"/>
171
</ScoreDistribution>
172
<ScoreDistribution confidence="0.05" probability="0.05" recordCount="1" value="virginica">
173
<Extension extender="spss.com" name="probability" value="0.05"/>
174
</ScoreDistribution>
175
</Node>
176
<Node id="8" recordCount="6" score="virginica">
177
<CompoundPredicate booleanOperator="surrogate">
178
<CompoundPredicate booleanOperator="and">
179
<SimplePredicate field="Petal.Length" operator="greaterThan" value="4.9"/>
180
<True/>
181
</CompoundPredicate>
182
<False/>
183
</CompoundPredicate>
184
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="setosa">
185
<Extension extender="spss.com" name="probability" value="0"/>
186
</ScoreDistribution>
187
<ScoreDistribution confidence="0.333333333333333" probability="0.333333333333333" recordCount="2" value="versicolor">
188
<Extension extender="spss.com" name="probability" value="0.333333333333333"/>
189
</ScoreDistribution>
190
<ScoreDistribution confidence="0.666666666666667" probability="0.666666666666667" recordCount="4" value="virginica">
191
<Extension extender="spss.com" name="probability" value="0.666666666666667"/>
192
</ScoreDistribution>
193
</Node>
194
</Node>
195
<Node defaultChild="10" id="4" recordCount="46" score="virginica">
196
<Extension>
197
<X-Node>
198
<X-NodeStats adjPValue="0.0271214034627571" chiSquare="6.81481481481481" df1="1"/>
199
</X-Node>
200
</Extension>
201
<CompoundPredicate booleanOperator="surrogate">
202
<CompoundPredicate booleanOperator="and">
203
<SimplePredicate field="Petal.Width" operator="greaterThan" value="1.7"/>
204
<True/>
205
</CompoundPredicate>
206
<False/>
207
</CompoundPredicate>
208
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="setosa">
209
<Extension extender="spss.com" name="probability" value="0"/>
210
</ScoreDistribution>
211
<ScoreDistribution confidence="0.0217391304347826" probability="0.0217391304347826" recordCount="1" value="versicolor">
212
<Extension extender="spss.com" name="probability" value="0.0217391304347826"/>
213
</ScoreDistribution>
214
<ScoreDistribution confidence="0.978260869565217" probability="0.978260869565217" recordCount="45" value="virginica">
215
<Extension extender="spss.com" name="probability" value="0.978260869565217"/>
216
</ScoreDistribution>
217
<Node id="9" recordCount="6" score="virginica">
218
<CompoundPredicate booleanOperator="surrogate">
219
<CompoundPredicate booleanOperator="and">
220
<True/>
221
<SimplePredicate field="Petal.Length" operator="lessOrEqual" value="4.9"/>
222
</CompoundPredicate>
223
<False/>
224
</CompoundPredicate>
225
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="setosa">
226
<Extension extender="spss.com" name="probability" value="0"/>
227
</ScoreDistribution>
228
<ScoreDistribution confidence="0.166666666666667" probability="0.166666666666667" recordCount="1" value="versicolor">
229
<Extension extender="spss.com" name="probability" value="0.166666666666667"/>
230
</ScoreDistribution>
231
<ScoreDistribution confidence="0.833333333333333" probability="0.833333333333333" recordCount="5" value="virginica">
232
<Extension extender="spss.com" name="probability" value="0.833333333333333"/>
233
</ScoreDistribution>
234
</Node>
235
<Node id="10" recordCount="40" score="virginica">
236
<CompoundPredicate booleanOperator="surrogate">
237
<CompoundPredicate booleanOperator="and">
238
<SimplePredicate field="Petal.Length" operator="greaterThan" value="4.9"/>
239
<True/>
240
</CompoundPredicate>
241
<True/>
242
</CompoundPredicate>
243
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="setosa">
244
<Extension extender="spss.com" name="probability" value="0"/>
245
</ScoreDistribution>
246
<ScoreDistribution confidence="0" probability="0" recordCount="0" value="versicolor">
247
<Extension extender="spss.com" name="probability" value="0"/>
248
</ScoreDistribution>
249
<ScoreDistribution confidence="1" probability="1" recordCount="40" value="virginica">
250
<Extension extender="spss.com" name="probability" value="1"/>
251
</ScoreDistribution>
252
</Node>
253
</Node>
254
</Node>
255
<Extension>
256
<X-TreeModel>
257
<X-Priors>
258
<X-Prior-Value targetCategory="setosa" value="0.333333333333333"/>
259
<X-Prior-Value targetCategory="versicolor" value="0.333333333333333"/>
260
<X-Prior-Value targetCategory="virginica" value="0.333333333333333"/>
261
</X-Priors>
262
</X-TreeModel>
263
</Extension>
264
</TreeModel>
265
</PMML>
266
267
268