source: orange/Orange/testing/regression/results_tests_20/reference_imputation.py.txt @ 9951:3a012150ed26

Revision 9951:3a012150ed26, 7.9 KB checked in by Miha Stajdohar <miha.stajdohar@…>, 2 years ago (diff)

Moved and renamed test results.

Line 
1
2*** IMPUTING MINIMAL VALUES ***
3
4Example w/ missing values
5['M', 1874, 'RR', ?, 2, '?', 'THROUGH', 'IRON', '?', '?', 'SIMPLE-T']
6Imputed:
7['M', 1874, 'RR', 804, 2, 'N', 'THROUGH', 'IRON', 'SHORT', 'S', 'SIMPLE-T']
8
9['M', 1876, 'HIGHWAY', 1245, ?, '?', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
10['M', 1876, 'HIGHWAY', 1245, 1, 'N', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
11
12['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
13['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
14
15['O', 1878, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
16['O', 1878, 'RR', 804, 2, 'G', 'THROUGH', 'STEEL', 'SHORT', 'S', 'SIMPLE-T']
17
18['M', 1882, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
19['M', 1882, 'RR', 804, 2, 'G', 'THROUGH', 'STEEL', 'SHORT', 'S', 'SIMPLE-T']
20
21['A', 1883, 'RR', ?, 2, 'G', 'THROUGH', 'STEEL', '?', 'F', 'SIMPLE-T']
22['A', 1883, 'RR', 804, 2, 'G', 'THROUGH', 'STEEL', 'SHORT', 'F', 'SIMPLE-T']
23
24
25*** IMPUTING MAXIMAL VALUES ***
26
27Example w/ missing values
28['M', 1874, 'RR', ?, 2, '?', 'THROUGH', 'IRON', '?', '?', 'SIMPLE-T']
29Imputed:
30['M', 1874, 'RR', 4558, 2, 'G', 'THROUGH', 'IRON', 'LONG', 'F', 'SIMPLE-T']
31
32['M', 1876, 'HIGHWAY', 1245, ?, '?', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
33['M', 1876, 'HIGHWAY', 1245, 6, 'G', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
34
35['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
36['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
37
38['O', 1878, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
39['O', 1878, 'RR', 4558, 2, 'G', 'DECK', 'STEEL', 'LONG', 'F', 'SIMPLE-T']
40
41['M', 1882, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
42['M', 1882, 'RR', 4558, 2, 'G', 'DECK', 'STEEL', 'LONG', 'F', 'SIMPLE-T']
43
44['A', 1883, 'RR', ?, 2, 'G', 'THROUGH', 'STEEL', '?', 'F', 'SIMPLE-T']
45['A', 1883, 'RR', 4558, 2, 'G', 'THROUGH', 'STEEL', 'LONG', 'F', 'SIMPLE-T']
46
47
48*** IMPUTING AVERAGE/MAJORITY VALUES ***
49
50Example w/ missing values
51['M', 1874, 'RR', ?, 2, '?', 'THROUGH', 'IRON', '?', '?', 'SIMPLE-T']
52Imputed:
53['M', 1874, 'RR', 1300, 2, 'G', 'THROUGH', 'IRON', 'MEDIUM', 'F', 'SIMPLE-T']
54
55['M', 1876, 'HIGHWAY', 1245, ?, '?', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
56['M', 1876, 'HIGHWAY', 1245, 2, 'G', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
57
58['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
59['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
60
61['O', 1878, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
62['O', 1878, 'RR', 1300, 2, 'G', 'THROUGH', 'STEEL', 'MEDIUM', 'F', 'SIMPLE-T']
63
64['M', 1882, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
65['M', 1882, 'RR', 1300, 2, 'G', 'THROUGH', 'STEEL', 'MEDIUM', 'F', 'SIMPLE-T']
66
67['A', 1883, 'RR', ?, 2, 'G', 'THROUGH', 'STEEL', '?', 'F', 'SIMPLE-T']
68['A', 1883, 'RR', 1300, 2, 'G', 'THROUGH', 'STEEL', 'MEDIUM', 'F', 'SIMPLE-T']
69
70
71*** MANUALLY CONSTRUCTED IMPUTER ***
72
73Example w/ missing values
74['M', 1874, 'RR', ?, 2, '?', 'THROUGH', 'IRON', '?', '?', 'SIMPLE-T']
75Imputed:
76['M', 1874, 'RR', 1234, 2, '?', 'THROUGH', 'IRON', '?', '?', 'SIMPLE-T']
77
78['M', 1876, 'HIGHWAY', 1245, ?, '?', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
79['M', 1876, 'HIGHWAY', 1245, ?, '?', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
80
81['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
82['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
83
84['O', 1878, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
85['O', 1878, 'RR', 1234, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
86
87['M', 1882, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
88['M', 1882, 'RR', 1234, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
89
90['A', 1883, 'RR', ?, 2, 'G', 'THROUGH', 'STEEL', '?', 'F', 'SIMPLE-T']
91['A', 1883, 'RR', 1234, 2, 'G', 'THROUGH', 'STEEL', '?', 'F', 'SIMPLE-T']
92
93
94*** TREE-BASED IMPUTATION ***
95
96Example w/ missing values
97['M', 1874, 'RR', ?, 2, '?', 'THROUGH', 'IRON', '?', '?', 'SIMPLE-T']
98Imputed:
99['M', 1874, 'RR', 1257, 2, 'N', 'THROUGH', 'IRON', 'MEDIUM', 'S', 'SIMPLE-T']
100
101['M', 1876, 'HIGHWAY', 1245, ?, '?', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
102['M', 1876, 'HIGHWAY', 1245, 2, 'N', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
103
104['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
105['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
106
107['O', 1878, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
108['O', 1878, 'RR', 1257, 2, 'G', 'THROUGH', 'STEEL', 'MEDIUM', 'S', 'SIMPLE-T']
109
110['M', 1882, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
111['M', 1882, 'RR', 1257, 2, 'G', 'THROUGH', 'STEEL', 'MEDIUM', 'F', 'SIMPLE-T']
112
113['A', 1883, 'RR', ?, 2, 'G', 'THROUGH', 'STEEL', '?', 'F', 'SIMPLE-T']
114['A', 1883, 'RR', 1257, 2, 'G', 'THROUGH', 'STEEL', 'MEDIUM', 'F', 'SIMPLE-T']
115
116
117*** BAYES and AVERAGE IMPUTATION ***
118
119Example w/ missing values
120['M', 1874, 'RR', ?, 2, '?', 'THROUGH', 'IRON', '?', '?', 'SIMPLE-T']
121Imputed:
122['M', 1874, 'RR', 1567, 2, 'G', 'THROUGH', 'IRON', 'MEDIUM', 'S', 'SIMPLE-T']
123
124['M', 1876, 'HIGHWAY', 1245, ?, '?', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
125['M', 1876, 'HIGHWAY', 1245, 3, 'G', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
126
127['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
128['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
129
130['O', 1878, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
131['O', 1878, 'RR', 1567, 2, 'G', 'THROUGH', 'STEEL', 'LONG', 'F', 'SIMPLE-T']
132
133['M', 1882, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
134['M', 1882, 'RR', 1567, 2, 'G', 'THROUGH', 'STEEL', 'MEDIUM', 'F', 'SIMPLE-T']
135
136['A', 1883, 'RR', ?, 2, 'G', 'THROUGH', 'STEEL', '?', 'F', 'SIMPLE-T']
137['A', 1883, 'RR', 1567, 2, 'G', 'THROUGH', 'STEEL', 'MEDIUM', 'F', 'SIMPLE-T']
138
139
140*** CUSTOM IMPUTATION BY MODELS ***
141
142ERECTED<=1894.500: 1257
143ERECTED>1894.500
144|    SPAN=SHORT<null node>: <null node>
145|    SPAN=MEDIUM: 1571
146|    SPAN=LONG: 1829
147
148['M', 1876, 'HIGHWAY', 1245, ?, '?', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
149['M', 1876, 'HIGHWAY', 1245, 3, 'G', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
150
151['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
152['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
153
154['O', 1878, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
155['O', 1878, 'RR', 1567, 2, 'G', 'THROUGH', 'STEEL', 'LONG', 'F', 'SIMPLE-T']
156
157['M', 1882, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
158['M', 1882, 'RR', 1567, 2, 'G', 'THROUGH', 'STEEL', 'MEDIUM', 'F', 'SIMPLE-T']
159
160['A', 1883, 'RR', ?, 2, 'G', 'THROUGH', 'STEEL', '?', 'F', 'SIMPLE-T']
161['A', 1883, 'RR', 1567, 2, 'G', 'THROUGH', 'STEEL', 'MEDIUM', 'F', 'SIMPLE-T']
162
163
164*** IMPUTATION WITH SPECIAL VALUES ***
165
166[RIVER, ERECTED, PURPOSE, LENGTH, LANES, CLEAR-G, T-OR-D, MATERIAL, SPAN, REL-L, TYPE]
167
168[RIVER, ERECTED_def, ERECTED, PURPOSE, LENGTH_def, LENGTH, LANES_def, LANES, CLEAR-G, T-OR-D, MATERIAL, SPAN, REL-L, TYPE]
169
170RIVER: M -> M
171ERECTED: 1874 -> 1874 (def)
172PURPOSE: RR -> RR
173LENGTH: ? -> 1567 (undef)
174LANES: 2 -> 2 (def)
175CLEAR-G: ? -> NA
176T-OR-D: THROUGH -> THROUGH
177MATERIAL: IRON -> IRON
178SPAN: ? -> NA
179REL-L: ? -> NA
180TYPE: SIMPLE-T -> SIMPLE-T
181
182['M', 1876, 'HIGHWAY', 1245, ?, '?', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
183['M', 'def', 1876, 'HIGHWAY', 'def', 1245, 'undef', 3, 'NA', 'THROUGH', 'STEEL', 'LONG', 'F', 'SUSPEN']
184
185['A', 1876, 'HIGHWAY', 1200, 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
186['A', 'def', 1876, 'HIGHWAY', 'def', 1200, 'def', 4, 'G', 'THROUGH', 'WOOD', 'SHORT', 'S', 'WOOD']
187
188['O', 1878, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
189['O', 'def', 1878, 'RR', 'undef', 1567, 'def', 2, 'G', 'NA', 'STEEL', 'NA', 'NA', 'SIMPLE-T']
190
191['M', 1882, 'RR', ?, 2, 'G', '?', 'STEEL', '?', '?', 'SIMPLE-T']
192['M', 'def', 1882, 'RR', 'undef', 1567, 'def', 2, 'G', 'NA', 'STEEL', 'NA', 'NA', 'SIMPLE-T']
193
194['A', 1883, 'RR', ?, 2, 'G', 'THROUGH', 'STEEL', '?', 'F', 'SIMPLE-T']
195['A', 'def', 1883, 'RR', 'undef', 1567, 'def', 2, 'G', 'THROUGH', 'STEEL', 'NA', 'F', 'SIMPLE-T']
196
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