DATA_CLSF_HEADER
AutoClass CLASSIFICATION for the 1543297 cases in
/home/torda/protstrct/x_mer/6mer_seq_angle4/../7mer_50_angle/7mer.db2
/home/torda/protstrct/x_mer/6mer_seq_angle4/./seq_phipsi.hd2
with log-A<X/H> (approximate marginal likelihood) = -57469802.851
from classification results file
/home/torda/protstrct/x_mer/6mer_seq_angle4/r23.results-bin
and using models
/home/torda/protstrct/x_mer/6mer_seq_angle4/6mer.model - index = 0
DATA_SEARCH_SUMMARY
SEARCH SUMMARY 2 tries over 20 days 16 hours 57 minutes 10 seconds
SUMMARY OF 10 BEST RESULTS
PROBABILITY exp(-57469802.900) N_CLASSES 267 FOUND ON TRY 2 *SAVED* -1
PROBABILITY exp(-57471069.600) N_CLASSES 267 FOUND ON TRY 1
DATA_POP_CLASSES
CLASSIFICATION HAS 267 POPULATED CLASSES (max global influence value = 4.282)
Class Log of class Relative Class Normalized
num strength class strength weight class weight
00 -3.62e+01 6.07e-01 50260 0.033
01 -3.61e+01 6.36e-01 32428 0.021
02 -3.66e+01 4.06e-01 27715 0.018
03 -3.71e+01 2.30e-01 22955 0.015
04 -3.62e+01 5.77e-01 18771 0.012
05 -3.83e+01 7.02e-02 18478 0.012
06 -3.62e+01 5.66e-01 17659 0.011
07 -3.73e+01 2.02e-01 16857 0.011
08 -3.73e+01 2.01e-01 15383 0.010
09 -3.77e+01 1.30e-01 14797 0.010
10 -3.72e+01 2.23e-01 14303 0.009
11 -3.67e+01 3.54e-01 14284 0.009
12 -3.79e+01 1.04e-01 13711 0.009
13 -3.62e+01 5.84e-01 13477 0.009
14 -3.71e+01 2.36e-01 13105 0.008
15 -3.62e+01 5.94e-01 12797 0.008
16 -3.83e+01 7.25e-02 12791 0.008
17 -3.80e+01 9.64e-02 12290 0.008
18 -3.73e+01 1.92e-01 12159 0.008
19 -3.88e+01 4.21e-02 12146 0.008
20 -3.86e+01 5.54e-02 11788 0.008
21 -3.78e+01 1.13e-01 11724 0.008
22 -3.76e+01 1.44e-01 11668 0.008
23 -5.04e+01 3.90e-07 11537 0.007
24 -3.75e+01 1.58e-01 11335 0.007
25 -3.77e+01 1.34e-01 11301 0.007
26 -3.93e+01 2.70e-02 11194 0.007
27 -3.82e+01 8.05e-02 11180 0.007
28 -3.91e+01 3.38e-02 10622 0.007
29 -3.97e+01 1.84e-02 10578 0.007
30 -3.82e+01 8.27e-02 10511 0.007
31 -3.81e+01 9.12e-02 10233 0.007
32 -3.78e+01 1.16e-01 10182 0.007
33 -4.98e+01 7.21e-07 9888 0.006
34 -3.88e+01 4.21e-02 9761 0.006
35 -3.80e+01 1.01e-01 9523 0.006
36 -3.62e+01 6.05e-01 9520 0.006
37 -3.67e+01 3.65e-01 9293 0.006
38 -3.63e+01 5.20e-01 9046 0.006
39 -3.70e+01 2.71e-01 8927 0.006
40 -3.78e+01 1.18e-01 8710 0.006
41 -4.06e+01 7.00e-03 8683 0.006
42 -3.66e+01 3.89e-01 8635 0.006
43 -4.09e+01 5.30e-03 8575 0.006
44 -3.74e+01 1.76e-01 8526 0.006
45 -3.59e+01 8.16e-01 8436 0.005
46 -3.95e+01 2.12e-02 8366 0.005
47 -3.80e+01 9.47e-02 8218 0.005
48 -3.99e+01 1.42e-02 8182 0.005
49 -3.85e+01 5.77e-02 8181 0.005
50 -3.91e+01 3.14e-02 7934 0.005
51 -4.07e+01 6.36e-03 7843 0.005
52 -3.97e+01 1.81e-02 7834 0.005
53 -3.79e+01 1.08e-01 7654 0.005
54 -4.02e+01 1.07e-02 7621 0.005
55 -3.97e+01 1.79e-02 7459 0.005
56 -4.19e+01 1.92e-03 7457 0.005
57 -3.98e+01 1.56e-02 7451 0.005
58 -3.92e+01 2.91e-02 7412 0.005
59 -4.11e+01 4.52e-03 7327 0.005
60 -4.51e+01 8.00e-05 7241 0.005
61 -3.82e+01 7.63e-02 7180 0.005
62 -3.67e+01 3.62e-01 7049 0.005
63 -4.03e+01 9.73e-03 7024 0.005
64 -3.70e+01 2.73e-01 7021 0.005
65 -4.26e+01 1.02e-03 6940 0.004
66 -4.03e+01 9.86e-03 6927 0.004
67 -4.10e+01 4.60e-03 6738 0.004
68 -3.94e+01 2.33e-02 6684 0.004
69 -3.90e+01 3.74e-02 6600 0.004
70 -4.02e+01 1.03e-02 6587 0.004
71 -3.92e+01 2.82e-02 6570 0.004
72 -3.88e+01 4.28e-02 6541 0.004
73 -3.90e+01 3.52e-02 6528 0.004
74 -4.05e+01 7.82e-03 6515 0.004
75 -5.51e+01 3.49e-09 6400 0.004
76 -3.94e+01 2.42e-02 6344 0.004
77 -4.09e+01 5.40e-03 6330 0.004
78 -4.42e+01 1.91e-04 6314 0.004
79 -4.15e+01 3.06e-03 6281 0.004
80 -3.99e+01 1.49e-02 6275 0.004
81 -4.66e+01 1.78e-05 6259 0.004
82 -3.58e+01 8.63e-01 6236 0.004
83 -4.89e+01 1.76e-06 6174 0.004
84 -3.96e+01 1.92e-02 6172 0.004
85 -4.06e+01 7.07e-03 6147 0.004
86 -3.92e+01 2.79e-02 6111 0.004
87 -3.90e+01 3.42e-02 6108 0.004
88 -3.93e+01 2.67e-02 6008 0.004
89 -3.86e+01 5.21e-02 5983 0.004
90 -4.59e+01 3.47e-05 5976 0.004
91 -4.25e+01 1.04e-03 5976 0.004
92 -3.99e+01 1.41e-02 5950 0.004
93 -3.78e+01 1.24e-01 5909 0.004
94 -4.06e+01 7.18e-03 5735 0.004
95 -5.03e+01 4.53e-07 5611 0.004
96 -3.97e+01 1.71e-02 5608 0.004
97 -5.05e+01 3.77e-07 5596 0.004
98 -4.98e+01 7.39e-07 5524 0.004
99 -5.17e+01 1.14e-07 5521 0.004
100 -4.01e+01 1.21e-02 5482 0.004
101 -3.94e+01 2.44e-02 5402 0.004
102 -3.99e+01 1.45e-02 5398 0.003
103 -3.57e+01 1.00e+00 5390 0.003
104 -3.92e+01 2.79e-02 5249 0.003
105 -4.12e+01 4.01e-03 5244 0.003
106 -5.24e+01 5.68e-08 5242 0.003
107 -3.78e+01 1.15e-01 5236 0.003
108 -3.97e+01 1.72e-02 5156 0.003
109 -4.01e+01 1.20e-02 5151 0.003
110 -3.69e+01 3.00e-01 5145 0.003
111 -3.93e+01 2.69e-02 5023 0.003
112 -4.03e+01 1.01e-02 4991 0.003
113 -3.97e+01 1.76e-02 4969 0.003
114 -4.22e+01 1.46e-03 4944 0.003
115 -3.84e+01 6.43e-02 4875 0.003
116 -4.69e+01 1.29e-05 4873 0.003
117 -4.14e+01 3.09e-03 4862 0.003
118 -4.67e+01 1.64e-05 4858 0.003
119 -4.28e+01 8.23e-04 4858 0.003
120 -3.63e+01 5.51e-01 4853 0.003
121 -3.87e+01 4.96e-02 4853 0.003
122 -4.25e+01 1.07e-03 4686 0.003
123 -3.59e+01 8.26e-01 4680 0.003
124 -4.08e+01 5.96e-03 4672 0.003
125 -3.86e+01 5.39e-02 4652 0.003
126 -3.61e+01 6.68e-01 4647 0.003
127 -3.61e+01 6.36e-01 4625 0.003
128 -4.07e+01 6.70e-03 4604 0.003
129 -3.86e+01 5.35e-02 4604 0.003
130 -4.73e+01 8.75e-06 4599 0.003
131 -4.47e+01 1.24e-04 4595 0.003
132 -3.92e+01 2.86e-02 4585 0.003
133 -4.14e+01 3.32e-03 4554 0.003
134 -4.21e+01 1.53e-03 4554 0.003
135 -4.13e+01 3.48e-03 4520 0.003
136 -4.35e+01 3.78e-04 4506 0.003
137 -3.85e+01 5.73e-02 4455 0.003
138 -3.98e+01 1.65e-02 4439 0.003
139 -4.09e+01 5.13e-03 4434 0.003
140 -4.40e+01 2.43e-04 4377 0.003
141 -3.80e+01 9.62e-02 4344 0.003
142 -4.32e+01 5.22e-04 4313 0.003
143 -3.66e+01 3.77e-01 4293 0.003
144 -4.93e+01 1.23e-06 4283 0.003
145 -3.80e+01 9.91e-02 4268 0.003
146 -3.79e+01 1.05e-01 4198 0.003
147 -4.04e+01 8.49e-03 4194 0.003
148 -4.17e+01 2.31e-03 4172 0.003
149 -4.23e+01 1.34e-03 4157 0.003
150 -3.60e+01 6.98e-01 4153 0.003
151 -3.81e+01 9.21e-02 4133 0.003
152 -3.66e+01 3.89e-01 4130 0.003
153 -4.04e+01 8.96e-03 4101 0.003
154 -3.75e+01 1.67e-01 4079 0.003
155 -3.76e+01 1.42e-01 4063 0.003
156 -3.96e+01 1.88e-02 4035 0.003
157 -4.23e+01 1.27e-03 4027 0.003
158 -4.30e+01 6.82e-04 4003 0.003
159 -4.89e+01 1.74e-06 3949 0.003
160 -3.97e+01 1.80e-02 3907 0.003
161 -4.09e+01 5.58e-03 3881 0.003
162 -4.78e+01 5.57e-06 3875 0.003
163 -3.90e+01 3.49e-02 3863 0.003
164 -4.08e+01 6.03e-03 3814 0.002
165 -3.85e+01 5.91e-02 3808 0.002
166 -4.11e+01 4.44e-03 3785 0.002
167 -3.85e+01 6.03e-02 3764 0.002
168 -3.63e+01 5.31e-01 3739 0.002
169 -3.99e+01 1.38e-02 3734 0.002
170 -4.05e+01 8.31e-03 3662 0.002
171 -4.07e+01 6.27e-03 3632 0.002
172 -4.87e+01 2.20e-06 3606 0.002
173 -4.80e+01 4.19e-06 3592 0.002
174 -3.66e+01 3.97e-01 3563 0.002
175 -4.84e+01 2.88e-06 3554 0.002
176 -4.10e+01 4.60e-03 3499 0.002
177 -3.98e+01 1.53e-02 3495 0.002
178 -4.04e+01 8.73e-03 3468 0.002
179 -3.88e+01 4.15e-02 3432 0.002
180 -4.54e+01 6.07e-05 3372 0.002
181 -4.15e+01 3.02e-03 3356 0.002
182 -3.76e+01 1.47e-01 3304 0.002
183 -4.01e+01 1.21e-02 3290 0.002
184 -3.95e+01 2.10e-02 3254 0.002
185 -3.78e+01 1.14e-01 3240 0.002
186 -4.25e+01 1.13e-03 3203 0.002
187 -4.15e+01 2.92e-03 3201 0.002
188 -4.06e+01 7.20e-03 3174 0.002
189 -4.02e+01 1.10e-02 3140 0.002
190 -4.10e+01 5.06e-03 3110 0.002
191 -4.89e+01 1.86e-06 3101 0.002
192 -3.82e+01 7.87e-02 3086 0.002
193 -3.95e+01 2.09e-02 3082 0.002
194 -3.82e+01 7.77e-02 3048 0.002
195 -4.43e+01 1.69e-04 3031 0.002
196 -3.69e+01 2.93e-01 2999 0.002
197 -4.47e+01 1.15e-04 2988 0.002
198 -4.33e+01 4.91e-04 2973 0.002
199 -4.56e+01 4.77e-05 2970 0.002
200 -4.17e+01 2.47e-03 2956 0.002
201 -4.35e+01 4.00e-04 2923 0.002
202 -4.19e+01 1.93e-03 2878 0.002
203 -4.16e+01 2.61e-03 2856 0.002
204 -4.09e+01 5.58e-03 2807 0.002
205 -4.58e+01 4.06e-05 2795 0.002
206 -4.03e+01 9.72e-03 2792 0.002
207 -3.77e+01 1.24e-01 2792 0.002
208 -4.25e+01 1.10e-03 2728 0.002
209 -4.25e+01 1.03e-03 2720 0.002
210 -4.51e+01 7.69e-05 2708 0.002
211 -4.11e+01 4.41e-03 2690 0.002
212 -4.18e+01 2.27e-03 2657 0.002
213 -4.67e+01 1.68e-05 2638 0.002
214 -4.56e+01 4.73e-05 2633 0.002
215 -4.33e+01 4.95e-04 2607 0.002
216 -4.71e+01 1.08e-05 2563 0.002
217 -4.16e+01 2.70e-03 2558 0.002
218 -4.27e+01 8.60e-04 2556 0.002
219 -4.12e+01 3.81e-03 2549 0.002
220 -4.16e+01 2.71e-03 2524 0.002
221 -4.09e+01 5.59e-03 2511 0.002
222 -3.99e+01 1.43e-02 2500 0.002
223 -4.62e+01 2.77e-05 2479 0.002
224 -4.66e+01 1.75e-05 2457 0.002
225 -4.06e+01 7.00e-03 2445 0.002
226 -4.53e+01 6.85e-05 2441 0.002
227 -3.86e+01 5.36e-02 2419 0.002
228 -4.06e+01 7.07e-03 2405 0.002
229 -3.75e+01 1.63e-01 2403 0.002
230 -4.41e+01 2.10e-04 2233 0.001
231 -3.96e+01 2.00e-02 2229 0.001
232 -4.19e+01 1.97e-03 2172 0.001
233 -4.17e+01 2.47e-03 2154 0.001
234 -4.62e+01 2.72e-05 2127 0.001
235 -4.07e+01 6.50e-03 2126 0.001
236 -4.00e+01 1.37e-02 2109 0.001
237 -4.11e+01 4.36e-03 2084 0.001
238 -4.49e+01 9.61e-05 2026 0.001
239 -4.35e+01 3.98e-04 1969 0.001
240 -3.80e+01 9.88e-02 1935 0.001
241 -4.09e+01 5.18e-03 1923 0.001
242 -4.27e+01 8.67e-04 1878 0.001
243 -3.88e+01 4.17e-02 1862 0.001
244 -4.48e+01 1.06e-04 1853 0.001
245 -3.99e+01 1.52e-02 1842 0.001
246 -4.34e+01 4.25e-04 1786 0.001
247 -4.30e+01 6.29e-04 1775 0.001
248 -4.37e+01 3.34e-04 1752 0.001
249 -4.31e+01 6.18e-04 1661 0.001
250 -4.32e+01 5.29e-04 1614 0.001
251 -4.97e+01 8.07e-07 1574 0.001
252 -3.88e+01 4.29e-02 1540 0.001
253 -4.01e+01 1.14e-02 1533 0.001
254 -4.04e+01 9.10e-03 1465 0.001
255 -4.53e+01 6.37e-05 1436 0.001
256 -4.25e+01 1.04e-03 1433 0.001
257 -4.37e+01 3.15e-04 1418 0.001
258 -4.53e+01 6.40e-05 1380 0.001
259 -4.27e+01 8.86e-04 1289 0.001
260 -3.82e+01 7.65e-02 1247 0.001
261 -4.38e+01 2.96e-04 1220 0.001
262 -3.97e+01 1.76e-02 1212 0.001
263 -4.00e+01 1.34e-02 900 0.001
264 -3.83e+01 7.50e-02 891 0.001
265 -3.92e+01 2.96e-02 520 0.000
266 -3.88e+01 4.46e-02 429 0.000
DATA_CLASS_DIVS
CLASS DIVERGENCES
Class class cross entropy Class Normalized
num w.r.t. global class weight class weight
00 1.27e+01 50260 0.033
01 1.33e+01 32428 0.021
02 1.31e+01 27715 0.018
03 1.26e+01 22955 0.015
04 1.36e+01 18771 0.012
05 1.18e+01 18478 0.012
06 1.87e+01 17659 0.011
07 1.28e+01 16857 0.011
08 1.78e+01 15383 0.010
09 1.29e+01 14797 0.010
10 1.29e+01 14303 0.009
11 1.35e+01 14284 0.009
12 1.26e+01 13711 0.009
13 1.39e+01 13477 0.009
14 1.31e+01 13105 0.008
15 1.42e+01 12797 0.008
16 1.21e+01 12791 0.008
17 1.26e+01 12290 0.008
18 1.85e+01 12159 0.008
19 1.11e+01 12146 0.008
20 1.29e+01 11788 0.008
21 1.31e+01 11724 0.008
22 1.32e+01 11668 0.008
23 1.93e+00 11537 0.007
24 1.36e+01 11335 0.007
25 1.83e+01 11301 0.007
26 1.12e+01 11194 0.007
27 1.24e+01 11180 0.007
28 1.16e+01 10622 0.007
29 1.09e+01 10578 0.007
30 1.27e+01 10511 0.007
31 1.25e+01 10233 0.007
32 1.84e+01 10182 0.007
33 9.59e+00 9888 0.006
34 1.14e+01 9761 0.006
35 1.31e+01 9523 0.006
36 1.41e+01 9520 0.006
37 1.39e+01 9293 0.006
38 1.41e+01 9046 0.006
39 1.40e+01 8927 0.006
40 1.32e+01 8710 0.006
41 1.07e+01 8683 0.006
42 1.38e+01 8635 0.006
43 9.82e+00 8575 0.006
44 1.80e+01 8526 0.006
45 1.46e+01 8436 0.005
46 1.78e+01 8366 0.005
47 1.36e+01 8218 0.005
48 1.76e+01 8182 0.005
49 1.27e+01 8181 0.005
50 1.24e+01 7934 0.005
51 1.11e+01 7843 0.005
52 1.10e+01 7834 0.005
53 1.25e+01 7654 0.005
54 1.18e+01 7621 0.005
55 1.22e+01 7459 0.005
56 9.83e+00 7457 0.005
57 1.12e+01 7451 0.005
58 1.11e+01 7412 0.005
59 1.62e+01 7327 0.005
60 6.74e+00 7241 0.005
61 1.30e+01 7180 0.005
62 1.39e+01 7049 0.005
63 1.70e+01 7024 0.005
64 1.35e+01 7021 0.005
65 1.43e+01 6940 0.004
66 1.09e+01 6927 0.004
67 1.10e+01 6738 0.004
68 1.15e+01 6684 0.004
69 1.88e+01 6600 0.004
70 1.59e+01 6587 0.004
71 1.23e+01 6570 0.004
72 1.18e+01 6541 0.004
73 1.75e+01 6528 0.004
74 1.13e+01 6515 0.004
75 1.06e+01 6400 0.004
76 1.22e+01 6344 0.004
77 1.06e+01 6330 0.004
78 1.02e+01 6314 0.004
79 9.95e+00 6281 0.004
80 1.75e+01 6275 0.004
81 1.21e+01 6259 0.004
82 1.51e+01 6236 0.004
83 8.71e+00 6174 0.004
84 1.14e+01 6172 0.004
85 1.69e+01 6147 0.004
86 1.44e+01 6111 0.004
87 1.20e+01 6108 0.004
88 1.33e+01 6008 0.004
89 1.20e+01 5983 0.004
90 9.10e+00 5976 0.004
91 1.40e+01 5976 0.004
92 1.10e+01 5950 0.004
93 1.29e+01 5909 0.004
94 1.70e+01 5735 0.004
95 1.07e+01 5611 0.004
96 1.14e+01 5608 0.004
97 1.10e+01 5596 0.004
98 9.74e+00 5524 0.004
99 1.01e+01 5521 0.004
100 1.09e+01 5482 0.004
101 1.23e+01 5402 0.004
102 1.67e+01 5398 0.003
103 1.51e+01 5390 0.003
104 1.32e+01 5249 0.003
105 1.05e+01 5244 0.003
106 8.32e+00 5242 0.003
107 1.33e+01 5236 0.003
108 1.28e+01 5156 0.003
109 1.08e+01 5151 0.003
110 1.45e+01 5145 0.003
111 1.87e+01 5023 0.003
112 1.16e+01 4991 0.003
113 1.15e+01 4969 0.003
114 1.56e+01 4944 0.003
115 1.31e+01 4875 0.003
116 1.12e+01 4873 0.003
117 9.66e+00 4862 0.003
118 7.42e+00 4858 0.003
119 1.48e+01 4858 0.003
120 1.45e+01 4853 0.003
121 1.26e+01 4853 0.003
122 9.07e+00 4686 0.003
123 1.52e+01 4680 0.003
124 1.58e+01 4672 0.003
125 1.21e+01 4652 0.003
126 1.57e+01 4647 0.003
127 1.49e+01 4625 0.003
128 1.01e+01 4604 0.003
129 1.20e+01 4604 0.003
130 8.11e+00 4599 0.003
131 1.24e+01 4595 0.003
132 1.19e+01 4585 0.003
133 1.05e+01 4554 0.003
134 1.41e+01 4554 0.003
135 2.28e+01 4520 0.003
136 9.41e+00 4506 0.003
137 1.30e+01 4455 0.003
138 1.21e+01 4439 0.003
139 2.31e+01 4434 0.003
140 1.41e+01 4377 0.003
141 1.47e+01 4344 0.003
142 9.00e+00 4313 0.003
143 1.44e+01 4293 0.003
144 1.25e+01 4283 0.003
145 1.92e+01 4268 0.003
146 1.39e+01 4198 0.003
147 1.08e+01 4194 0.003
148 1.02e+01 4172 0.003
149 1.67e+01 4157 0.003
150 1.48e+01 4153 0.003
151 1.81e+01 4133 0.003
152 1.47e+01 4130 0.003
153 1.41e+01 4101 0.003
154 1.99e+01 4079 0.003
155 1.95e+01 4063 0.003
156 1.43e+01 4035 0.003
157 1.00e+01 4027 0.003
158 9.17e+00 4003 0.003
159 3.63e+00 3949 0.003
160 1.12e+01 3907 0.003
161 1.69e+01 3881 0.003
162 1.53e+01 3875 0.003
163 1.35e+01 3863 0.003
164 1.58e+01 3814 0.002
165 1.49e+01 3808 0.002
166 1.06e+01 3785 0.002
167 1.40e+01 3764 0.002
168 1.48e+01 3739 0.002
169 1.13e+01 3734 0.002
170 1.66e+01 3662 0.002
171 1.65e+01 3632 0.002
172 1.22e+01 3606 0.002
173 9.73e+00 3592 0.002
174 1.47e+01 3563 0.002
175 1.38e+01 3554 0.002
176 1.66e+01 3499 0.002
177 2.44e+01 3495 0.002
178 1.08e+01 3468 0.002
179 2.53e+01 3432 0.002
180 1.05e+01 3372 0.002
181 1.11e+01 3356 0.002
182 1.43e+01 3304 0.002
183 1.43e+01 3290 0.002
184 1.68e+01 3254 0.002
185 2.65e+01 3240 0.002
186 1.56e+01 3203 0.002
187 1.00e+01 3201 0.002
188 1.58e+01 3174 0.002
189 1.66e+01 3140 0.002
190 1.32e+01 3110 0.002
191 9.65e+00 3101 0.002
192 1.34e+01 3086 0.002
193 1.79e+01 3082 0.002
194 1.40e+01 3048 0.002
195 9.11e+00 3031 0.002
196 1.47e+01 2999 0.002
197 1.18e+01 2988 0.002
198 1.17e+01 2973 0.002
199 1.20e+01 2970 0.002
200 1.58e+01 2956 0.002
201 8.92e+00 2923 0.002
202 1.20e+01 2878 0.002
203 1.63e+01 2856 0.002
204 1.13e+01 2807 0.002
205 1.25e+01 2795 0.002
206 1.13e+01 2792 0.002
207 1.96e+01 2792 0.002
208 1.26e+01 2728 0.002
209 1.00e+01 2720 0.002
210 9.31e+00 2708 0.002
211 1.13e+01 2690 0.002
212 1.44e+01 2657 0.002
213 8.90e+00 2638 0.002
214 9.61e+00 2633 0.002
215 1.40e+01 2607 0.002
216 1.59e+01 2563 0.002
217 1.20e+01 2558 0.002
218 9.68e+00 2556 0.002
219 1.03e+01 2549 0.002
220 1.01e+01 2524 0.002
221 1.61e+01 2511 0.002
222 1.72e+01 2500 0.002
223 1.42e+01 2479 0.002
224 9.71e+00 2457 0.002
225 1.12e+01 2445 0.002
226 1.35e+01 2441 0.002
227 1.76e+01 2419 0.002
228 1.28e+01 2405 0.002
229 1.41e+01 2403 0.002
230 1.04e+01 2233 0.001
231 1.68e+01 2229 0.001
232 1.29e+01 2172 0.001
233 1.16e+01 2154 0.001
234 1.03e+01 2127 0.001
235 1.80e+01 2126 0.001
236 1.80e+01 2109 0.001
237 1.09e+01 2084 0.001
238 1.43e+01 2026 0.001
239 1.19e+01 1969 0.001
240 1.79e+01 1935 0.001
241 1.09e+01 1923 0.001
242 1.29e+01 1878 0.001
243 1.86e+01 1862 0.001
244 9.02e+00 1853 0.001
245 1.49e+01 1842 0.001
246 9.60e+00 1786 0.001
247 1.48e+01 1775 0.001
248 1.86e+01 1752 0.001
249 1.38e+01 1661 0.001
250 1.56e+01 1614 0.001
251 1.50e+01 1574 0.001
252 1.89e+01 1540 0.001
253 1.42e+01 1533 0.001
254 1.47e+01 1465 0.001
255 1.95e+01 1436 0.001
256 1.54e+01 1433 0.001
257 1.40e+01 1418 0.001
258 1.66e+01 1380 0.001
259 1.02e+01 1289 0.001
260 1.80e+01 1247 0.001
261 9.34e+00 1220 0.001
262 1.87e+01 1212 0.001
263 2.40e+01 900 0.001
264 1.53e+01 891 0.001
265 2.06e+01 520 0.000
266 2.49e+01 429 0.000
DATA_NORM_INF_VALS
ORDERED LIST OF NORMALIZED ATTRIBUTE INFLUENCE VALUES SUMMED OVER ALL CLASSES
num description I-*k
015 phi4 1.000
016 psi4 1.000
007 phi0 0.973
008 psi0 0.973
013 phi3 0.961
014 psi3 0.961
011 phi2 0.956
012 psi2 0.956
009 phi1 0.954
010 psi1 0.954
017 phi5 0.941
018 psi5 0.941
004 aa 4 0.329
003 aa 3 0.323
002 aa 2 0.321
005 aa 5 0.289
001 aa 1 0.280
000 aa 0 0.261
006 aa 6 -----
019 phi6 -----
020 psi6 -----
DATA_CLASS 0
CLASS 0 - weight 50260 normalized weight 0.033 relative strength 6.07e-01 *******
class cross entropy w.r.t. global class 1.27e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.944 (-7.32e-01 4.00e-01) 3.86e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.944 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.943 (-7.04e-01 4.00e-01) 3.82e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.943 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.942 (-7.13e-01 4.00e-01) 3.81e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.942 ( 5.18e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.941 (-7.22e-01 4.00e-01) 3.85e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.941 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.923 (-6.73e-01 4.00e-01) 3.71e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.923 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.908 (-5.98e-01 4.00e-01) 3.52e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.908 ( 5.06e+00 4.00e-01) 1.28e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.656 p -9.32e+00 4.10e-06 4.56e-02
d -7.96e+00 2.04e-05 5.82e-02
k -3.66e+00 1.51e-03 5.86e-02
g -2.86e+00 4.28e-03 7.45e-02
n -2.68e+00 2.94e-03 4.28e-02
s -2.15e+00 6.81e-03 5.87e-02
e -2.07e+00 8.61e-03 6.81e-02
r -1.84e+00 8.07e-03 5.10e-02
l 1.22e+00 3.10e-01 9.21e-02
t -1.06e+00 1.88e-02 5.44e-02
q -1.06e+00 1.29e-02 3.70e-02
i 9.89e-01 1.55e-01 5.75e-02
m 8.61e-01 5.02e-02 2.12e-02
h -7.61e-01 1.07e-02 2.30e-02
f 6.86e-01 8.03e-02 4.04e-02
v 6.00e-01 1.31e-01 7.21e-02
w 5.31e-01 2.36e-02 1.39e-02
c 4.59e-01 2.26e-02 1.43e-02
y 3.38e-01 4.90e-02 3.49e-02
a 2.34e-01 1.03e-01 8.16e-02
04 04 D SM aa 4 0.278 p -1.03e+01 1.56e-06 4.56e-02
i -1.54e+00 1.23e-02 5.74e-02
v -1.46e+00 1.68e-02 7.20e-02
f -1.15e+00 1.27e-02 4.04e-02
g -8.79e-01 3.09e-02 7.45e-02
w -8.51e-01 5.93e-03 1.39e-02
e 8.35e-01 1.57e-01 6.82e-02
c -8.16e-01 6.34e-03 1.43e-02
q 8.07e-01 8.31e-02 3.71e-02
k 7.71e-01 1.27e-01 5.87e-02
y -7.22e-01 1.70e-02 3.49e-02
l -6.39e-01 4.86e-02 9.22e-02
r 5.20e-01 8.59e-02 5.11e-02
a 4.73e-01 1.31e-01 8.17e-02
m -4.61e-01 1.34e-02 2.13e-02
s 2.80e-01 7.75e-02 5.85e-02
t -2.49e-01 4.23e-02 5.43e-02
n 2.06e-01 5.27e-02 4.28e-02
h -8.27e-02 2.12e-02 2.30e-02
d 1.93e-03 5.81e-02 5.80e-02
00 00 D SM aa 0 0.183 i -1.48e+00 1.31e-02 5.74e-02
v -1.11e+00 2.38e-02 7.19e-02
c -1.04e+00 5.04e-03 1.43e-02
f -1.01e+00 1.47e-02 4.03e-02
l -8.65e-01 3.86e-02 9.17e-02
w -8.09e-01 6.14e-03 1.38e-02
e 7.73e-01 1.47e-01 6.80e-02
d 6.71e-01 1.14e-01 5.83e-02
g -6.64e-01 3.83e-02 7.44e-02
q 5.85e-01 6.65e-02 3.70e-02
y -5.84e-01 1.94e-02 3.49e-02
m -4.73e-01 1.32e-02 2.12e-02
r 4.12e-01 7.69e-02 5.10e-02
k 3.61e-01 8.43e-02 5.87e-02
a 2.50e-01 1.05e-01 8.14e-02
n 2.47e-01 5.49e-02 4.29e-02
s 2.06e-01 7.27e-02 5.92e-02
p -1.93e-01 3.79e-02 4.60e-02
t -1.66e-01 4.62e-02 5.46e-02
h -3.08e-02 2.23e-02 2.30e-02
05 05 D SM aa 5 0.146 p -9.57e+00 3.19e-06 4.56e-02
d -9.96e-01 2.14e-02 5.79e-02
g -9.36e-01 2.92e-02 7.45e-02
m 6.85e-01 4.22e-02 2.13e-02
v -5.68e-01 4.07e-02 7.19e-02
i -5.52e-01 3.30e-02 5.74e-02
q 5.10e-01 6.17e-02 3.71e-02
f -4.64e-01 2.54e-02 4.04e-02
a 4.51e-01 1.28e-01 8.18e-02
l 4.12e-01 1.39e-01 9.21e-02
r 4.09e-01 7.70e-02 5.11e-02
h 3.96e-01 3.43e-02 2.30e-02
k 3.37e-01 8.24e-02 5.88e-02
n -2.22e-01 3.43e-02 4.29e-02
w -1.65e-01 1.18e-02 1.39e-02
e 8.60e-02 7.44e-02 6.82e-02
t 6.04e-02 5.76e-02 5.42e-02
y 5.89e-02 3.70e-02 3.49e-02
s -4.11e-02 5.62e-02 5.86e-02
c -4.10e-02 1.38e-02 1.44e-02
03 03 D SM aa 3 0.135 p -3.13e+00 2.00e-03 4.55e-02
g -1.21e+00 2.23e-02 7.45e-02
d -7.51e-01 2.74e-02 5.81e-02
r 6.51e-01 9.79e-02 5.10e-02
k 6.08e-01 1.08e-01 5.86e-02
a 4.51e-01 1.28e-01 8.17e-02
q 4.23e-01 5.66e-02 3.71e-02
w -3.79e-01 9.50e-03 1.39e-02
f -3.42e-01 2.87e-02 4.04e-02
i -2.90e-01 4.31e-02 5.75e-02
m 2.70e-01 2.78e-02 2.12e-02
s -2.64e-01 4.50e-02 5.87e-02
e 2.61e-01 8.86e-02 6.82e-02
n -2.29e-01 3.41e-02 4.28e-02
t -1.88e-01 4.50e-02 5.43e-02
y -1.85e-01 2.91e-02 3.50e-02
l 1.34e-01 1.05e-01 9.22e-02
v -1.02e-01 6.51e-02 7.21e-02
h -3.56e-02 2.22e-02 2.30e-02
c 1.18e-02 1.45e-02 1.43e-02
01 01 D SM aa 1 0.088 p -2.20e+00 5.10e-03 4.58e-02
g -1.22e+00 2.20e-02 7.44e-02
c -5.76e-01 8.05e-03 1.43e-02
n -4.79e-01 2.65e-02 4.28e-02
w 4.77e-01 2.23e-02 1.38e-02
y 3.94e-01 5.18e-02 3.49e-02
e 3.73e-01 9.89e-02 6.81e-02
q 3.49e-01 5.25e-02 3.70e-02
a 3.37e-01 1.14e-01 8.15e-02
s -3.07e-01 4.33e-02 5.88e-02
d -2.80e-01 4.40e-02 5.82e-02
r 2.09e-01 6.28e-02 5.09e-02
f 1.79e-01 4.83e-02 4.04e-02
m 1.55e-01 2.47e-02 2.12e-02
l 1.27e-01 1.04e-01 9.20e-02
t 4.95e-02 5.73e-02 5.45e-02
h -4.56e-02 2.19e-02 2.30e-02
i 3.21e-02 5.94e-02 5.75e-02
k 3.10e-02 6.04e-02 5.86e-02
v -1.30e-03 7.20e-02 7.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.065
08 -0.065 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.081
10 -0.081 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.076
12 -0.076 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.054
14 -0.054 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.085
16 -0.085 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.296
18 -0.296 1.000
DATA_CLASS 1
CLASS 1 - weight 32428 normalized weight 0.021 relative strength 6.36e-01 *******
class cross entropy w.r.t. global class 1.33e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.950 (-7.20e-01 4.00e-01) 3.86e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.950 ( 5.19e+00 4.00e-01) 1.62e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.944 (-7.39e-01 4.00e-01) 3.87e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.944 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.944 (-7.10e-01 4.00e-01) 3.82e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.944 ( 5.19e+00 4.00e-01) 1.62e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.935 (-7.07e-01 4.00e-01) 3.80e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.935 ( 5.15e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.932 (-6.86e-01 4.00e-01) 3.74e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.932 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.915 (-6.30e-01 4.00e-01) 3.60e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.915 ( 5.12e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.765 p -8.97e+00 5.78e-06 4.55e-02
e -7.97e+00 2.35e-05 6.82e-02
d -7.97e+00 2.01e-05 5.81e-02
g -7.46e+00 4.27e-05 7.45e-02
k -7.25e+00 4.15e-05 5.86e-02
n -5.72e+00 1.41e-04 4.28e-02
r -2.21e+00 5.57e-03 5.10e-02
s -2.05e+00 7.53e-03 5.87e-02
q -1.78e+00 6.22e-03 3.71e-02
t -1.42e+00 1.31e-02 5.43e-02
h -1.35e+00 5.98e-03 2.30e-02
i 1.17e+00 1.85e-01 5.75e-02
l 1.11e+00 2.79e-01 9.22e-02
f 8.97e-01 9.91e-02 4.04e-02
m 8.89e-01 5.17e-02 2.12e-02
w 8.46e-01 3.24e-02 1.39e-02
v 6.44e-01 1.37e-01 7.21e-02
y 5.70e-01 6.18e-02 3.50e-02
c 2.63e-01 1.86e-02 1.43e-02
a 1.69e-01 9.67e-02 8.17e-02
02 02 D SM aa 2 0.495 i -8.15e+00 1.66e-05 5.75e-02
f -7.41e+00 2.44e-05 4.04e-02
p -7.28e+00 3.16e-05 4.56e-02
l -7.07e+00 7.86e-05 9.21e-02
v -5.84e+00 2.11e-04 7.21e-02
w -3.37e+00 4.75e-04 1.39e-02
c -2.01e+00 1.92e-03 1.43e-02
y -1.33e+00 9.24e-03 3.49e-02
e 9.45e-01 1.75e-01 6.81e-02
m -8.65e-01 8.93e-03 2.12e-02
q 8.25e-01 8.45e-02 3.70e-02
k 6.76e-01 1.15e-01 5.86e-02
d 6.03e-01 1.06e-01 5.82e-02
r 5.68e-01 9.00e-02 5.10e-02
n 5.27e-01 7.25e-02 4.28e-02
g -3.69e-01 5.15e-02 7.45e-02
t 2.82e-01 7.21e-02 5.44e-02
s 2.69e-01 7.69e-02 5.87e-02
a 2.65e-01 1.06e-01 8.16e-02
h 2.15e-01 2.85e-02 2.30e-02
00 00 D SM aa 0 0.250 d -2.47e+00 4.91e-03 5.83e-02
p -1.47e+00 1.06e-02 4.60e-02
n -1.28e+00 1.19e-02 4.29e-02
g -1.11e+00 2.45e-02 7.44e-02
e -8.50e-01 2.91e-02 6.80e-02
i 7.59e-01 1.23e-01 5.74e-02
s -7.34e-01 2.84e-02 5.92e-02
m 7.31e-01 4.41e-02 2.12e-02
l 7.20e-01 1.89e-01 9.17e-02
w 6.48e-01 2.64e-02 1.38e-02
f 6.06e-01 7.39e-02 4.03e-02
h -5.31e-01 1.35e-02 2.30e-02
v 5.19e-01 1.21e-01 7.19e-02
q -4.90e-01 2.27e-02 3.70e-02
k -4.43e-01 3.77e-02 5.87e-02
t -4.34e-01 3.54e-02 5.46e-02
y 4.15e-01 5.28e-02 3.49e-02
r -2.84e-01 3.84e-02 5.10e-02
a 1.86e-01 9.81e-02 8.14e-02
c 8.32e-02 1.55e-02 1.43e-02
05 05 D SM aa 5 0.228 p -9.59e+00 3.11e-06 4.56e-02
v -1.27e+00 2.03e-02 7.19e-02
c -1.12e+00 4.67e-03 1.44e-02
i -1.05e+00 2.00e-02 5.74e-02
w -8.80e-01 5.76e-03 1.39e-02
f -7.74e-01 1.86e-02 4.04e-02
g -7.64e-01 3.47e-02 7.45e-02
l -7.28e-01 4.45e-02 9.21e-02
q 7.23e-01 7.64e-02 3.71e-02
m -7.15e-01 1.04e-02 2.13e-02
k 7.10e-01 1.20e-01 5.88e-02
n 6.74e-01 8.41e-02 4.29e-02
y -6.56e-01 1.81e-02 3.49e-02
e 5.35e-01 1.17e-01 6.82e-02
s 4.20e-01 8.92e-02 5.86e-02
d 4.12e-01 8.75e-02 5.79e-02
r 3.87e-01 7.53e-02 5.11e-02
h 1.13e-01 2.58e-02 2.30e-02
t 9.21e-02 5.95e-02 5.42e-02
a 8.51e-02 8.91e-02 8.18e-02
04 04 D SM aa 4 0.173 p -4.48e+00 5.16e-04 4.56e-02
d -1.40e+00 1.43e-02 5.80e-02
g -1.07e+00 2.55e-02 7.45e-02
l 6.67e-01 1.80e-01 9.22e-02
m 5.92e-01 3.84e-02 2.13e-02
i 5.59e-01 1.00e-01 5.74e-02
c 5.55e-01 2.50e-02 1.43e-02
e -5.46e-01 3.95e-02 6.82e-02
h -4.81e-01 1.42e-02 2.30e-02
n -4.40e-01 2.76e-02 4.28e-02
f 3.78e-01 5.89e-02 4.04e-02
t -3.70e-01 3.75e-02 5.43e-02
v 3.50e-01 1.02e-01 7.20e-02
s -3.38e-01 4.17e-02 5.85e-02
y 2.28e-01 4.39e-02 3.49e-02
a 2.09e-01 1.01e-01 8.17e-02
r -1.18e-01 4.54e-02 5.11e-02
k -9.85e-02 5.32e-02 5.87e-02
w -3.55e-02 1.34e-02 1.39e-02
q 2.94e-02 3.82e-02 3.71e-02
01 01 D SM aa 1 0.154 p -1.02e+00 1.66e-02 4.58e-02
i -9.23e-01 2.29e-02 5.75e-02
q 8.44e-01 8.61e-02 3.70e-02
f -7.72e-01 1.87e-02 4.04e-02
v -7.49e-01 3.41e-02 7.21e-02
l -7.00e-01 4.57e-02 9.20e-02
g -6.94e-01 3.72e-02 7.44e-02
k 6.26e-01 1.10e-01 5.86e-02
c -6.06e-01 7.81e-03 1.43e-02
e 5.30e-01 1.16e-01 6.81e-02
w -4.81e-01 8.55e-03 1.38e-02
d 4.75e-01 9.35e-02 5.82e-02
r 4.12e-01 7.69e-02 5.09e-02
n 4.06e-01 6.43e-02 4.28e-02
y -3.74e-01 2.40e-02 3.49e-02
m -3.63e-01 1.47e-02 2.12e-02
s 1.98e-01 7.17e-02 5.88e-02
h 9.80e-02 2.53e-02 2.30e-02
a -8.51e-02 7.49e-02 8.15e-02
t -5.23e-02 5.17e-02 5.45e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.081
08 -0.081 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.055
10 -0.055 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.083
12 -0.083 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.066
14 -0.066 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.084
16 -0.084 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.205
18 -0.205 1.000
DATA_CLASS 2
CLASS 2 - weight 27715 normalized weight 0.018 relative strength 4.06e-01 *******
class cross entropy w.r.t. global class 1.31e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.950 (-7.14e-01 4.00e-01) 3.84e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.950 ( 5.20e+00 4.00e-01) 1.66e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.946 (-7.44e-01 4.00e-01) 3.89e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.946 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.942 (-7.21e-01 4.00e-01) 3.83e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.942 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.939 (-7.02e-01 4.00e-01) 3.80e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.939 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.929 (-6.81e-01 4.00e-01) 3.73e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.929 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.907 (-6.06e-01 4.00e-01) 3.54e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.907 ( 5.08e+00 4.00e-01) 1.34e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.735 k -8.09e+00 1.79e-05 5.86e-02
d -6.42e+00 9.43e-05 5.81e-02
e -5.02e+00 4.48e-04 6.82e-02
p -3.23e+00 1.80e-03 4.55e-02
r -2.48e+00 4.28e-03 5.10e-02
g -2.31e+00 7.37e-03 7.45e-02
n -2.31e+00 4.26e-03 4.28e-02
s -1.80e+00 9.74e-03 5.87e-02
q -1.32e+00 9.89e-03 3.71e-02
l 1.26e+00 3.26e-01 9.22e-02
t -1.10e+00 1.80e-02 5.43e-02
i 1.08e+00 1.69e-01 5.75e-02
m 9.57e-01 5.53e-02 2.12e-02
f 8.20e-01 9.17e-02 4.04e-02
v 6.71e-01 1.41e-01 7.21e-02
h -6.70e-01 1.18e-02 2.30e-02
w 5.84e-01 2.49e-02 1.39e-02
a -5.44e-01 4.74e-02 8.17e-02
y 4.82e-01 5.66e-02 3.50e-02
c 3.82e-01 2.10e-02 1.43e-02
02 02 D SM aa 2 0.420 g -6.16e+00 1.58e-04 7.45e-02
n -5.37e+00 2.00e-04 4.28e-02
p -3.78e+00 1.05e-03 4.56e-02
d -2.91e+00 3.17e-03 5.82e-02
e -1.41e+00 1.66e-02 6.81e-02
w 1.08e+00 4.09e-02 1.39e-02
s -1.02e+00 2.11e-02 5.87e-02
y 9.89e-01 9.39e-02 3.49e-02
f 8.92e-01 9.86e-02 4.04e-02
k -8.31e-01 2.55e-02 5.86e-02
l 6.63e-01 1.79e-01 9.21e-02
m 6.60e-01 4.10e-02 2.12e-02
i 5.86e-01 1.03e-01 5.75e-02
r -5.50e-01 2.94e-02 5.10e-02
v 5.30e-01 1.23e-01 7.21e-02
q -4.27e-01 2.42e-02 3.70e-02
h 2.70e-01 3.01e-02 2.30e-02
a 2.55e-01 1.05e-01 8.16e-02
c 2.35e-01 1.81e-02 1.43e-02
t -1.67e-01 4.60e-02 5.44e-02
05 05 D SM aa 5 0.297 p -9.27e+00 4.28e-06 4.56e-02
i -4.43e+00 6.84e-04 5.74e-02
v -1.96e+00 1.01e-02 7.19e-02
l -1.25e+00 2.64e-02 9.21e-02
f -1.23e+00 1.18e-02 4.04e-02
q 8.57e-01 8.73e-02 3.71e-02
c -7.09e-01 7.06e-03 1.44e-02
e 6.79e-01 1.35e-01 6.82e-02
k 5.98e-01 1.07e-01 5.88e-02
s 5.71e-01 1.04e-01 5.86e-02
n 4.83e-01 6.94e-02 4.29e-02
y -4.69e-01 2.19e-02 3.49e-02
m -4.68e-01 1.33e-02 2.13e-02
r 4.26e-01 7.83e-02 5.11e-02
w -3.90e-01 9.41e-03 1.39e-02
d 3.82e-01 8.49e-02 5.79e-02
g -2.84e-01 5.61e-02 7.45e-02
h 1.55e-01 2.69e-02 2.30e-02
a 1.38e-01 9.39e-02 8.18e-02
t 5.52e-02 5.73e-02 5.42e-02
01 01 D SM aa 1 0.262 i -2.42e+00 5.13e-03 5.75e-02
v -2.25e+00 7.57e-03 7.21e-02
f -1.55e+00 8.57e-03 4.04e-02
l -1.48e+00 2.10e-02 9.20e-02
w -9.17e-01 5.53e-03 1.38e-02
d 9.15e-01 1.45e-01 5.82e-02
c -8.69e-01 6.00e-03 1.43e-02
y -7.54e-01 1.64e-02 3.49e-02
m -6.28e-01 1.13e-02 2.12e-02
q 6.16e-01 6.86e-02 3.70e-02
n 5.87e-01 7.70e-02 4.28e-02
e 5.49e-01 1.18e-01 6.81e-02
s 4.86e-01 9.57e-02 5.88e-02
r 3.64e-01 7.33e-02 5.09e-02
h 2.81e-01 3.04e-02 2.30e-02
g -2.28e-01 5.93e-02 7.44e-02
k 2.15e-01 7.27e-02 5.86e-02
a -3.18e-02 7.90e-02 8.15e-02
p -1.14e-02 4.53e-02 4.58e-02
t -8.98e-03 5.40e-02 5.45e-02
04 04 D SM aa 4 0.113 p -8.87e+00 6.42e-06 4.56e-02
g -8.32e-01 3.24e-02 7.45e-02
r 6.00e-01 9.30e-02 5.11e-02
k 5.76e-01 1.04e-01 5.87e-02
f -4.52e-01 2.57e-02 4.04e-02
q 4.51e-01 5.82e-02 3.71e-02
h 3.69e-01 3.33e-02 2.30e-02
i -3.68e-01 3.98e-02 5.74e-02
w -3.42e-01 9.87e-03 1.39e-02
n 3.15e-01 5.87e-02 4.28e-02
v -2.94e-01 5.36e-02 7.20e-02
c -2.10e-01 1.16e-02 1.43e-02
y -2.06e-01 2.85e-02 3.49e-02
a 1.70e-01 9.69e-02 8.17e-02
d -1.69e-01 4.90e-02 5.80e-02
m 1.51e-01 2.47e-02 2.13e-02
e 1.25e-01 7.73e-02 6.82e-02
l -1.08e-01 8.27e-02 9.22e-02
s 1.06e-01 6.50e-02 5.85e-02
t 1.70e-02 5.52e-02 5.43e-02
00 00 D SM aa 0 0.039 p -9.82e-01 1.72e-02 4.60e-02
d -4.66e-01 3.66e-02 5.83e-02
g -4.20e-01 4.89e-02 7.44e-02
l 3.28e-01 1.27e-01 9.17e-02
m 2.96e-01 2.86e-02 2.12e-02
i 2.91e-01 7.68e-02 5.74e-02
r 2.81e-01 6.75e-02 5.10e-02
n -2.56e-01 3.32e-02 4.29e-02
a 1.74e-01 9.69e-02 8.14e-02
y 1.72e-01 4.14e-02 3.49e-02
c -1.68e-01 1.21e-02 1.43e-02
t -1.67e-01 4.62e-02 5.46e-02
s -1.43e-01 5.13e-02 5.92e-02
w 1.06e-01 1.53e-02 1.38e-02
e -7.27e-02 6.33e-02 6.80e-02
f 6.33e-02 4.30e-02 4.03e-02
q 5.67e-02 3.92e-02 3.70e-02
h 5.41e-02 2.42e-02 2.30e-02
v 2.15e-02 7.35e-02 7.19e-02
k -1.96e-02 5.76e-02 5.87e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.078
08 -0.078 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.065
10 -0.065 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.078
12 -0.078 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.074
14 -0.074 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.075
16 -0.075 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.249
18 -0.249 1.000
DATA_CLASS 3
CLASS 3 - weight 22955 normalized weight 0.015 relative strength 2.30e-01 *******
class cross entropy w.r.t. global class 1.26e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.952 (-7.35e-01 4.00e-01) 3.87e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.952 ( 5.20e+00 4.00e-01) 1.65e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.936 (-6.98e-01 4.00e-01) 3.77e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.936 ( 5.18e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.935 (-6.95e-01 4.00e-01) 3.78e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.935 ( 5.11e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.934 (-7.14e-01 4.00e-01) 3.81e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.934 ( 5.13e+00 4.00e-01) 1.46e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.924 (-6.71e-01 4.00e-01) 3.70e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.924 ( 5.13e+00 4.00e-01) 1.46e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.924 (-6.74e-01 4.00e-01) 3.74e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.924 ( 5.11e+00 4.00e-01) 1.41e+00 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.410 p -4.14e+00 7.24e-04 4.56e-02
d -2.53e+00 4.60e-03 5.79e-02
e -1.66e+00 1.30e-02 6.82e-02
g -1.48e+00 1.70e-02 7.45e-02
n -1.42e+00 1.04e-02 4.29e-02
k -1.16e+00 1.85e-02 5.88e-02
l 1.06e+00 2.67e-01 9.21e-02
s -9.33e-01 2.30e-02 5.86e-02
m 9.15e-01 5.31e-02 2.13e-02
i 8.14e-01 1.29e-01 5.74e-02
r -7.22e-01 2.48e-02 5.11e-02
t -6.56e-01 2.82e-02 5.42e-02
f 6.48e-01 7.71e-02 4.04e-02
q -5.15e-01 2.21e-02 3.71e-02
h -4.72e-01 1.44e-02 2.30e-02
v 4.60e-01 1.14e-01 7.19e-02
a 2.89e-01 1.09e-01 8.18e-02
w 2.02e-01 1.70e-02 1.39e-02
c 1.68e-01 1.70e-02 1.44e-02
y 1.26e-01 3.96e-02 3.49e-02
03 03 D SM aa 3 0.344 v -7.46e+00 4.14e-05 7.21e-02
i -6.99e+00 5.29e-05 5.75e-02
l -2.07e+00 1.17e-02 9.22e-02
f -1.33e+00 1.07e-02 4.04e-02
m -1.12e+00 6.90e-03 2.12e-02
p 9.36e-01 1.16e-01 4.55e-02
d 7.82e-01 1.27e-01 5.81e-02
n 6.89e-01 8.53e-02 4.28e-02
y -6.80e-01 1.77e-02 3.50e-02
s 5.84e-01 1.05e-01 5.87e-02
e -5.58e-01 3.91e-02 6.82e-02
c -4.90e-01 8.77e-03 1.43e-02
h 4.36e-01 3.56e-02 2.30e-02
g 3.89e-01 1.10e-01 7.45e-02
r 3.58e-01 7.30e-02 5.10e-02
k 3.16e-01 8.04e-02 5.86e-02
a -3.01e-01 6.04e-02 8.17e-02
q 2.60e-01 4.81e-02 3.71e-02
w -1.80e-01 1.16e-02 1.39e-02
t -3.25e-02 5.26e-02 5.43e-02
01 01 D SM aa 1 0.246 p -2.95e+00 2.40e-03 4.58e-02
d -1.37e+00 1.48e-02 5.82e-02
k -1.09e+00 1.97e-02 5.86e-02
e -1.09e+00 2.29e-02 6.81e-02
r -1.01e+00 1.86e-02 5.09e-02
l 8.02e-01 2.05e-01 9.20e-02
g -7.96e-01 3.36e-02 7.44e-02
i 7.00e-01 1.16e-01 5.75e-02
m 6.84e-01 4.20e-02 2.12e-02
n -6.33e-01 2.27e-02 4.28e-02
q -5.94e-01 2.05e-02 3.70e-02
f 5.55e-01 7.04e-02 4.04e-02
v 4.34e-01 1.11e-01 7.21e-02
y 3.66e-01 5.03e-02 3.49e-02
s -3.55e-01 4.13e-02 5.88e-02
w 3.27e-01 1.92e-02 1.38e-02
c 3.24e-01 1.98e-02 1.43e-02
h -2.79e-01 1.74e-02 2.30e-02
a 2.28e-01 1.02e-01 8.15e-02
t -8.71e-02 5.00e-02 5.45e-02
04 04 D SM aa 4 0.243 p -8.73e+00 7.38e-06 4.56e-02
g -1.29e+00 2.05e-02 7.45e-02
d -1.24e+00 1.69e-02 5.80e-02
n -1.09e+00 1.44e-02 4.28e-02
s -9.06e-01 2.36e-02 5.85e-02
l 7.72e-01 1.99e-01 9.22e-02
m 7.21e-01 4.37e-02 2.13e-02
f 7.15e-01 8.25e-02 4.04e-02
k -6.55e-01 3.05e-02 5.87e-02
y 6.00e-01 6.37e-02 3.49e-02
r -5.58e-01 2.92e-02 5.11e-02
e -5.43e-01 3.97e-02 6.82e-02
i 5.20e-01 9.66e-02 5.74e-02
w 4.45e-01 2.17e-02 1.39e-02
v 3.54e-01 1.03e-01 7.20e-02
t -1.53e-01 4.66e-02 5.43e-02
a 1.46e-01 9.46e-02 8.17e-02
q -7.63e-02 3.43e-02 3.71e-02
h 7.49e-02 2.48e-02 2.30e-02
c 2.01e-02 1.46e-02 1.43e-02
02 02 D SM aa 2 0.119 d -1.80e+00 9.59e-03 5.82e-02
p -1.32e+00 1.22e-02 4.56e-02
n -9.51e-01 1.65e-02 4.28e-02
l 5.89e-01 1.66e-01 9.21e-02
s -5.02e-01 3.55e-02 5.87e-02
m 4.62e-01 3.37e-02 2.12e-02
i 4.45e-01 8.98e-02 5.75e-02
g -4.10e-01 4.94e-02 7.45e-02
e -3.91e-01 4.61e-02 6.81e-02
c -3.45e-01 1.01e-02 1.43e-02
a 3.17e-01 1.12e-01 8.16e-02
h -2.60e-01 1.77e-02 2.30e-02
v 2.07e-01 8.86e-02 7.21e-02
f 1.72e-01 4.80e-02 4.04e-02
y 1.55e-01 4.08e-02 3.49e-02
r 1.48e-01 5.91e-02 5.10e-02
w 1.25e-01 1.57e-02 1.39e-02
t -1.20e-01 4.83e-02 5.44e-02
k 5.76e-02 6.20e-02 5.86e-02
q 4.16e-02 3.86e-02 3.70e-02
00 00 D SM aa 0 0.032 p -6.89e-01 2.31e-02 4.60e-02
h 5.82e-01 4.11e-02 2.30e-02
g -3.94e-01 5.01e-02 7.44e-02
c -3.89e-01 9.68e-03 1.43e-02
i -3.27e-01 4.14e-02 5.74e-02
e 2.88e-01 9.07e-02 6.80e-02
m 2.86e-01 2.83e-02 2.12e-02
v -2.68e-01 5.50e-02 7.19e-02
q 2.65e-01 4.83e-02 3.70e-02
l -1.66e-01 7.77e-02 9.17e-02
w 1.44e-01 1.59e-02 1.38e-02
f 1.43e-01 4.65e-02 4.03e-02
y 1.43e-01 4.02e-02 3.49e-02
n 1.41e-01 4.94e-02 4.29e-02
r 1.06e-01 5.66e-02 5.10e-02
a 9.82e-02 8.98e-02 8.14e-02
d 7.88e-02 6.30e-02 5.83e-02
s 5.58e-02 6.26e-02 5.92e-02
t -4.60e-02 5.21e-02 5.46e-02
k -7.72e-03 5.83e-02 5.87e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.118
08 -0.118 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.204
10 -0.204 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.068
12 -0.068 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.057
14 -0.057 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.090
16 -0.090 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.162
18 -0.162 1.000
DATA_CLASS 4
CLASS 4 - weight 18771 normalized weight 0.012 relative strength 5.77e-01 *******
class cross entropy w.r.t. global class 1.36e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.950 (-7.27e-01 4.00e-01) 3.85e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.950 ( 5.20e+00 4.00e-01) 1.65e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.947 (-7.37e-01 4.00e-01) 3.89e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.947 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.943 (-7.18e-01 4.00e-01) 3.85e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.943 ( 5.15e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.936 (-7.12e-01 4.00e-01) 3.81e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.936 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.931 (-7.04e-01 4.00e-01) 3.78e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.931 ( 5.13e+00 4.00e-01) 1.47e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.919 (-6.54e-01 4.00e-01) 3.66e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.919 ( 5.10e+00 4.00e-01) 1.39e+00 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.613 p -8.67e+00 7.85e-06 4.56e-02
d -5.80e+00 1.76e-04 5.79e-02
e -2.95e+00 3.56e-03 6.82e-02
g -2.38e+00 6.89e-03 7.45e-02
n -2.33e+00 4.16e-03 4.29e-02
s -1.72e+00 1.05e-02 5.86e-02
k -1.60e+00 1.19e-02 5.88e-02
l 1.23e+00 3.16e-01 9.21e-02
h -1.20e+00 6.95e-03 2.30e-02
i 1.05e+00 1.64e-01 5.74e-02
t -9.75e-01 2.05e-02 5.42e-02
m 8.72e-01 5.08e-02 2.13e-02
q -7.31e-01 1.79e-02 3.71e-02
r -6.84e-01 2.58e-02 5.11e-02
v 6.48e-01 1.37e-01 7.19e-02
f 6.07e-01 7.40e-02 4.04e-02
w 2.55e-01 1.79e-02 1.39e-02
y 2.35e-01 4.42e-02 3.49e-02
a -1.37e-01 7.13e-02 8.18e-02
c 1.35e-01 1.64e-02 1.44e-02
01 01 D SM aa 1 0.600 p -8.44e+00 9.95e-06 4.58e-02
d -7.48e+00 3.29e-05 5.82e-02
g -6.78e+00 8.42e-05 7.44e-02
n -3.46e+00 1.35e-03 4.28e-02
s -3.02e+00 2.87e-03 5.88e-02
k -1.70e+00 1.07e-02 5.86e-02
r -1.18e+00 1.56e-02 5.09e-02
i 1.11e+00 1.75e-01 5.75e-02
e -1.11e+00 2.25e-02 6.81e-02
l 1.06e+00 2.65e-01 9.20e-02
h -9.41e-01 8.97e-03 2.30e-02
v 8.09e-01 1.62e-01 7.21e-02
q -7.81e-01 1.70e-02 3.70e-02
m 7.73e-01 4.59e-02 2.12e-02
f 6.73e-01 7.92e-02 4.04e-02
t -4.72e-01 3.40e-02 5.45e-02
w 3.37e-01 1.94e-02 1.38e-02
y 3.05e-01 4.74e-02 3.49e-02
c -1.45e-01 1.24e-02 1.43e-02
a -9.12e-03 8.08e-02 8.15e-02
02 02 D SM aa 2 0.509 i -7.82e+00 2.31e-05 5.75e-02
f -5.76e+00 1.27e-04 4.04e-02
v -5.66e+00 2.52e-04 7.21e-02
l -5.35e+00 4.36e-04 9.21e-02
w -2.89e+00 7.71e-04 1.39e-02
y -2.18e+00 3.94e-03 3.49e-02
p -1.98e+00 6.32e-03 4.56e-02
r 9.47e-01 1.31e-01 5.10e-02
a 9.15e-01 2.04e-01 8.16e-02
q 8.38e-01 8.56e-02 3.70e-02
k 7.65e-01 1.26e-01 5.86e-02
h -6.50e-01 1.20e-02 2.30e-02
m -6.41e-01 1.12e-02 2.12e-02
e 6.23e-01 1.27e-01 6.81e-02
c -3.97e-01 9.62e-03 1.43e-02
d -3.23e-01 4.21e-02 5.82e-02
n 1.99e-01 5.23e-02 4.28e-02
g -1.65e-01 6.31e-02 7.45e-02
t 1.26e-01 6.17e-02 5.44e-02
s 6.12e-02 6.24e-02 5.87e-02
03 03 D SM aa 3 0.369 p -8.36e+00 1.07e-05 4.55e-02
i -2.61e+00 4.23e-03 5.75e-02
v -1.51e+00 1.59e-02 7.21e-02
c -1.49e+00 3.23e-03 1.43e-02
f -1.35e+00 1.05e-02 4.04e-02
g -1.22e+00 2.19e-02 7.45e-02
w -1.14e+00 4.44e-03 1.39e-02
l -1.09e+00 3.11e-02 9.22e-02
k 9.16e-01 1.46e-01 5.86e-02
q 8.98e-01 9.10e-02 3.71e-02
e 8.30e-01 1.56e-01 6.82e-02
y -7.93e-01 1.58e-02 3.50e-02
r 7.75e-01 1.11e-01 5.10e-02
m -6.41e-01 1.12e-02 2.12e-02
a 5.02e-01 1.35e-01 8.17e-02
n 3.07e-01 5.82e-02 4.28e-02
t -2.13e-01 4.39e-02 5.43e-02
h 1.08e-01 2.56e-02 2.30e-02
s -6.19e-02 5.51e-02 5.87e-02
d 1.85e-02 5.92e-02 5.81e-02
04 04 D SM aa 4 0.173 p -8.95e+00 5.92e-06 4.56e-02
a 8.52e-01 1.92e-01 8.17e-02
g -7.99e-01 3.35e-02 7.45e-02
i -7.26e-01 2.78e-02 5.74e-02
l -5.78e-01 5.17e-02 9.22e-02
f -5.19e-01 2.40e-02 4.04e-02
c -5.07e-01 8.64e-03 1.43e-02
d -4.74e-01 3.61e-02 5.80e-02
m 4.65e-01 3.38e-02 2.13e-02
r 4.59e-01 8.08e-02 5.11e-02
q 4.43e-01 5.77e-02 3.71e-02
v -3.58e-01 5.03e-02 7.20e-02
h 3.36e-01 3.22e-02 2.30e-02
e 3.12e-01 9.32e-02 6.82e-02
k 2.94e-01 7.87e-02 5.87e-02
n -2.21e-01 3.44e-02 4.28e-02
w 2.18e-01 1.73e-02 1.39e-02
s 6.36e-02 6.24e-02 5.85e-02
t -6.06e-02 5.11e-02 5.43e-02
y -7.16e-03 3.47e-02 3.49e-02
00 00 D SM aa 0 0.076 c -1.16e+00 4.46e-03 1.43e-02
p -1.08e+00 1.56e-02 4.60e-02
g -1.03e+00 2.65e-02 7.44e-02
q 5.41e-01 6.36e-02 3.70e-02
a 4.76e-01 1.31e-01 8.14e-02
e 4.42e-01 1.06e-01 6.80e-02
h -3.63e-01 1.60e-02 2.30e-02
r 2.63e-01 6.63e-02 5.10e-02
i -2.11e-01 4.65e-02 5.74e-02
n -1.96e-01 3.52e-02 4.29e-02
f -1.70e-01 3.40e-02 4.03e-02
w 1.62e-01 1.62e-02 1.38e-02
s -1.48e-01 5.10e-02 5.92e-02
l -1.18e-01 8.15e-02 9.17e-02
v -1.13e-01 6.42e-02 7.19e-02
k 1.03e-01 6.51e-02 5.87e-02
d 5.86e-02 6.18e-02 5.83e-02
t 5.08e-02 5.74e-02 5.46e-02
y 4.93e-02 3.66e-02 3.49e-02
m -1.36e-02 2.10e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.086
08 -0.086 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.087
10 -0.087 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.052
12 -0.052 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.054
14 -0.054 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.087
16 -0.087 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.207
18 -0.207 1.000
DATA_CLASS 5
CLASS 5 - weight 18478 normalized weight 0.012 relative strength 7.02e-02 *******
class cross entropy w.r.t. global class 1.18e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.949 ( 2.36e+00 4.00e-01) 3.87e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.949 ( 4.25e+00 4.00e-01) 7.43e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.910 (-4.77e-01 4.00e-01) 3.22e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.910 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.898 ( 2.42e+00 4.00e-01) 3.98e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.898 ( 4.24e+00 4.61e-01) 6.47e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.892 ( 2.44e+00 4.00e-01) 4.06e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.892 ( 4.28e+00 5.06e-01) 5.25e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.857 (-3.12e-01 4.33e-01) 2.59e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.857 ( 4.90e+00 4.00e-01) 8.90e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.791 ( 2.48e+00 5.61e-01) 2.98e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.791 ( 4.64e+00 4.95e-01) 1.98e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.383 i -1.70e+00 1.05e-02 5.75e-02
v -1.44e+00 1.70e-02 7.21e-02
d 1.37e+00 2.28e-01 5.81e-02
m -1.00e+00 7.78e-03 2.12e-02
l -9.61e-01 3.53e-02 9.22e-02
n 9.45e-01 1.10e-01 4.28e-02
k -8.52e-01 2.50e-02 5.86e-02
q -8.45e-01 1.59e-02 3.71e-02
f -7.98e-01 1.82e-02 4.04e-02
e -7.90e-01 3.09e-02 6.82e-02
a -7.45e-01 3.88e-02 8.17e-02
s 7.21e-01 1.21e-01 5.87e-02
w -6.46e-01 7.27e-03 1.39e-02
y -5.77e-01 1.96e-02 3.50e-02
t 5.66e-01 9.57e-02 5.43e-02
r -5.24e-01 3.02e-02 5.10e-02
c 4.86e-01 2.33e-02 1.43e-02
p 4.41e-01 7.07e-02 4.55e-02
h 4.10e-01 3.47e-02 2.30e-02
g -2.11e-01 6.03e-02 7.45e-02
05 05 D SM aa 5 0.219 i -1.43e+00 1.37e-02 5.74e-02
p -1.27e+00 1.27e-02 4.56e-02
v -1.19e+00 2.19e-02 7.19e-02
d 1.04e+00 1.63e-01 5.79e-02
l -1.02e+00 3.33e-02 9.21e-02
n 7.69e-01 9.25e-02 4.29e-02
m -7.46e-01 1.01e-02 2.13e-02
c -7.05e-01 7.09e-03 1.44e-02
f -6.67e-01 2.07e-02 4.04e-02
s 5.37e-01 1.00e-01 5.86e-02
e 4.75e-01 1.10e-01 6.82e-02
g -3.79e-01 5.10e-02 7.45e-02
y -3.62e-01 2.43e-02 3.49e-02
h 2.20e-01 2.87e-02 2.30e-02
t 2.03e-01 6.65e-02 5.42e-02
k 1.63e-01 6.92e-02 5.88e-02
w -1.39e-01 1.21e-02 1.39e-02
a -1.30e-01 7.18e-02 8.18e-02
q 8.27e-02 4.03e-02 3.71e-02
r -4.75e-03 5.09e-02 5.11e-02
01 01 D SM aa 1 0.153 p -9.31e+00 4.13e-06 4.58e-02
g -8.84e-01 3.07e-02 7.44e-02
d -8.54e-01 2.48e-02 5.82e-02
v 7.28e-01 1.49e-01 7.21e-02
n -7.18e-01 2.09e-02 4.28e-02
i 6.04e-01 1.05e-01 5.75e-02
y 5.16e-01 5.85e-02 3.49e-02
f 4.71e-01 6.47e-02 4.04e-02
w 4.65e-01 2.20e-02 1.38e-02
c 2.99e-01 1.93e-02 1.43e-02
k -2.76e-01 4.45e-02 5.86e-02
e -2.48e-01 5.31e-02 6.81e-02
t 2.34e-01 6.89e-02 5.45e-02
q -2.07e-01 3.01e-02 3.70e-02
a -2.02e-01 6.66e-02 8.15e-02
s -1.55e-01 5.04e-02 5.88e-02
m 9.03e-02 2.32e-02 2.12e-02
r -8.02e-02 4.70e-02 5.09e-02
h 4.99e-02 2.41e-02 2.30e-02
l 4.87e-02 9.65e-02 9.20e-02
00 00 D SM aa 0 0.151 d -1.28e+00 1.62e-02 5.83e-02
n -9.63e-01 1.64e-02 4.29e-02
p -9.26e-01 1.82e-02 4.60e-02
g -7.49e-01 3.52e-02 7.44e-02
v 7.42e-01 1.51e-01 7.19e-02
i 6.97e-01 1.15e-01 5.74e-02
e -5.65e-01 3.87e-02 6.80e-02
f 5.56e-01 7.03e-02 4.03e-02
y 5.24e-01 5.89e-02 3.49e-02
s -3.94e-01 3.99e-02 5.92e-02
q -3.84e-01 2.52e-02 3.70e-02
w 3.76e-01 2.01e-02 1.38e-02
c 3.45e-01 2.02e-02 1.43e-02
k -3.07e-01 4.32e-02 5.87e-02
l 2.56e-01 1.18e-01 9.17e-02
r -2.25e-01 4.07e-02 5.10e-02
h -1.98e-01 1.88e-02 2.30e-02
m 1.96e-01 2.58e-02 2.12e-02
a -1.41e-01 7.07e-02 8.14e-02
t 3.79e-02 5.67e-02 5.46e-02
02 02 D SM aa 2 0.150 d -1.33e+00 1.54e-02 5.82e-02
n -1.10e+00 1.42e-02 4.28e-02
v 7.09e-01 1.47e-01 7.21e-02
i 6.94e-01 1.15e-01 5.75e-02
e -6.74e-01 3.47e-02 6.81e-02
y 5.98e-01 6.35e-02 3.49e-02
g -5.87e-01 4.14e-02 7.45e-02
f 5.41e-01 6.94e-02 4.04e-02
w 5.25e-01 2.34e-02 1.39e-02
s -5.10e-01 3.52e-02 5.87e-02
p -4.16e-01 3.01e-02 4.56e-02
k -4.00e-01 3.93e-02 5.86e-02
q -3.88e-01 2.51e-02 3.70e-02
c 3.65e-01 2.06e-02 1.43e-02
a -3.17e-01 5.95e-02 8.16e-02
m 2.92e-01 2.84e-02 2.12e-02
l 2.12e-01 1.14e-01 9.21e-02
r -1.84e-01 4.24e-02 5.10e-02
h -1.54e-01 1.97e-02 2.30e-02
t 1.31e-01 6.20e-02 5.44e-02
04 04 D SM aa 4 0.136 p 1.28e+00 1.65e-01 4.56e-02
g -6.84e-01 3.76e-02 7.45e-02
f -5.71e-01 2.28e-02 4.04e-02
i -5.47e-01 3.32e-02 5.74e-02
c -5.14e-01 8.58e-03 1.43e-02
y -4.59e-01 2.21e-02 3.49e-02
m -3.73e-01 1.47e-02 2.13e-02
v -3.64e-01 5.00e-02 7.20e-02
l -3.07e-01 6.78e-02 9.22e-02
q -2.98e-01 2.75e-02 3.71e-02
e 2.85e-01 9.07e-02 6.82e-02
n -2.21e-01 3.44e-02 4.28e-02
h -2.08e-01 1.87e-02 2.30e-02
s 2.01e-01 7.16e-02 5.85e-02
a 1.46e-01 9.46e-02 8.17e-02
k 1.39e-01 6.74e-02 5.87e-02
r -9.15e-02 4.66e-02 5.11e-02
w -7.85e-02 1.28e-02 1.39e-02
d 6.74e-02 6.21e-02 5.80e-02
t -4.23e-02 5.20e-02 5.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.278
08 -0.278 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.344
10 -0.344 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.385
12 -0.385 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.025
14 -0.025 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.394
16 -0.394 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.575
18 -0.575 1.000
DATA_CLASS 6
CLASS 6 - weight 17659 normalized weight 0.011 relative strength 5.66e-01 *******
class cross entropy w.r.t. global class 1.87e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 3.836 ( 1.29e+00 4.00e-01) 8.13e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.836 ( 4.45e-01 4.00e-01) 9.10e-01 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 1.264 p -9.61e+00 3.05e-06 4.56e-02
i -5.11e+00 3.46e-04 5.74e-02
v -3.86e+00 1.51e-03 7.19e-02
t -3.10e+00 2.43e-03 5.42e-02
w -2.69e+00 9.40e-04 1.39e-02
y -2.63e+00 2.51e-03 3.49e-02
l -2.60e+00 6.85e-03 9.21e-02
f -2.30e+00 4.03e-03 4.04e-02
m -2.17e+00 2.43e-03 2.13e-02
g 2.15e+00 6.37e-01 7.45e-02
a -1.72e+00 1.46e-02 8.18e-02
c -1.60e+00 2.91e-03 1.44e-02
s -1.16e+00 1.84e-02 5.86e-02
e -8.72e-01 2.85e-02 6.82e-02
n 7.10e-01 8.72e-02 4.29e-02
r -3.69e-01 3.54e-02 5.11e-02
d -2.44e-01 4.54e-02 5.79e-02
h -2.17e-01 1.85e-02 2.30e-02
q -2.14e-01 2.99e-02 3.71e-02
k 3.67e-02 6.10e-02 5.88e-02
06 08 R MNcn psi0 0.946 (-7.23e-01 4.00e-01) 3.86e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.946 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.941 (-7.13e-01 4.00e-01) 3.82e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.941 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.936 (-7.18e-01 4.00e-01) 3.83e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.936 ( 5.14e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.883 (-5.46e-01 4.00e-01) 3.39e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.883 ( 5.10e+00 4.00e-01) 1.40e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.759 (-5.42e-02 4.00e-01) 2.16e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.759 ( 4.70e+00 4.00e-01) 3.80e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.265 p -1.99e+00 6.27e-03 4.58e-02
d -1.11e+00 1.92e-02 5.82e-02
t -1.04e+00 1.93e-02 5.45e-02
g -9.32e-01 2.93e-02 7.44e-02
a 9.16e-01 2.04e-01 8.15e-02
l 9.00e-01 2.26e-01 9.20e-02
n -8.91e-01 1.76e-02 4.28e-02
c 7.95e-01 3.17e-02 1.43e-02
m 7.79e-01 4.62e-02 2.12e-02
e -5.33e-01 3.99e-02 6.81e-02
k -5.21e-01 3.48e-02 5.86e-02
h -4.63e-01 1.45e-02 2.30e-02
s -3.90e-01 3.98e-02 5.88e-02
q -3.39e-01 2.64e-02 3.70e-02
v -3.04e-01 5.32e-02 7.21e-02
r -2.30e-01 4.05e-02 5.09e-02
w 2.30e-01 1.74e-02 1.38e-02
f 1.83e-01 4.85e-02 4.04e-02
i -1.04e-01 5.18e-02 5.75e-02
y -3.84e-02 3.36e-02 3.49e-02
03 03 D SM aa 3 0.173 p -2.11e+00 5.50e-03 4.55e-02
g -1.30e+00 2.03e-02 7.45e-02
w -9.36e-01 5.44e-03 1.39e-02
c -7.97e-01 6.45e-03 1.43e-02
k 7.37e-01 1.22e-01 5.86e-02
e 7.07e-01 1.38e-01 6.82e-02
f -6.55e-01 2.10e-02 4.04e-02
v -6.02e-01 3.95e-02 7.21e-02
t -5.68e-01 3.08e-02 5.43e-02
a 4.89e-01 1.33e-01 8.17e-02
r 4.81e-01 8.25e-02 5.10e-02
q 4.79e-01 5.99e-02 3.71e-02
i -4.77e-01 3.57e-02 5.75e-02
y -4.66e-01 2.19e-02 3.50e-02
h -1.85e-01 1.91e-02 2.30e-02
n -1.63e-01 3.64e-02 4.28e-02
l -9.21e-02 8.41e-02 9.22e-02
d -2.59e-02 5.66e-02 5.81e-02
m 2.01e-02 2.17e-02 2.12e-02
s 9.27e-03 5.92e-02 5.87e-02
04 04 D SM aa 4 0.158 p -4.09e+00 7.61e-04 4.56e-02
g -1.38e+00 1.88e-02 7.45e-02
v -9.43e-01 2.80e-02 7.20e-02
d -8.32e-01 2.52e-02 5.80e-02
i -7.39e-01 2.74e-02 5.74e-02
l 5.89e-01 1.66e-01 9.22e-02
h 5.19e-01 3.87e-02 2.30e-02
m 4.06e-01 3.19e-02 2.13e-02
a 3.45e-01 1.15e-01 8.17e-02
w -3.40e-01 9.89e-03 1.39e-02
y 3.29e-01 4.86e-02 3.49e-02
n 3.12e-01 5.86e-02 4.28e-02
t 2.36e-01 6.87e-02 5.43e-02
f 2.32e-01 5.09e-02 4.04e-02
q 2.10e-01 4.57e-02 3.71e-02
r 1.51e-01 5.94e-02 5.11e-02
s 1.06e-01 6.51e-02 5.85e-02
k 8.61e-02 6.40e-02 5.87e-02
e -7.50e-02 6.33e-02 6.82e-02
c -4.95e-02 1.37e-02 1.43e-02
02 02 D SM aa 2 0.138 p -2.36e+00 4.32e-03 4.56e-02
g -1.33e+00 1.97e-02 7.45e-02
k 7.63e-01 1.26e-01 5.86e-02
c -7.54e-01 6.73e-03 1.43e-02
r 5.63e-01 8.95e-02 5.10e-02
t -4.80e-01 3.37e-02 5.44e-02
e 4.68e-01 1.09e-01 6.81e-02
s -4.53e-01 3.73e-02 5.87e-02
f -4.27e-01 2.64e-02 4.04e-02
w -3.70e-01 9.58e-03 1.39e-02
q 3.59e-01 5.30e-02 3.70e-02
n -3.51e-01 3.02e-02 4.28e-02
d -3.06e-01 4.29e-02 5.82e-02
a 2.37e-01 1.03e-01 8.16e-02
y -1.70e-01 2.95e-02 3.49e-02
i 1.30e-01 6.55e-02 5.75e-02
v -1.18e-01 6.41e-02 7.21e-02
m 1.13e-01 2.38e-02 2.12e-02
h 1.04e-01 2.55e-02 2.30e-02
l 8.86e-02 1.01e-01 9.21e-02
00 00 D SM aa 0 0.096 g -1.22e+00 2.20e-02 7.44e-02
p -1.17e+00 1.42e-02 4.60e-02
n -5.98e-01 2.36e-02 4.29e-02
d -5.16e-01 3.48e-02 5.83e-02
w 4.97e-01 2.27e-02 1.38e-02
s -4.70e-01 3.70e-02 5.92e-02
l 4.56e-01 1.45e-01 9.17e-02
m 4.21e-01 3.24e-02 2.12e-02
t -4.02e-01 3.65e-02 5.46e-02
y 3.81e-01 5.10e-02 3.49e-02
a 3.66e-01 1.17e-01 8.14e-02
i 3.38e-01 8.06e-02 5.74e-02
c -2.45e-01 1.12e-02 1.43e-02
f 2.18e-01 5.01e-02 4.03e-02
k -1.75e-01 4.93e-02 5.87e-02
e 1.66e-01 8.03e-02 6.80e-02
h -1.42e-01 1.99e-02 2.30e-02
q 1.33e-01 4.23e-02 3.70e-02
r 8.81e-02 5.57e-02 5.10e-02
v 3.21e-02 7.43e-02 7.19e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.077
08 -0.077 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.060
10 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.049
12 -0.049 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.091
14 -0.091 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.252
16 -0.252 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.597
18 -0.597 1.000
DATA_CLASS 7
CLASS 7 - weight 16857 normalized weight 0.011 relative strength 2.02e-01 *******
class cross entropy w.r.t. global class 1.28e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.937 ( 2.38e+00 4.00e-01) 3.91e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.937 ( 4.19e+00 4.00e-01) 8.82e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.935 ( 2.36e+00 4.00e-01) 3.87e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.935 ( 4.28e+00 4.00e-01) 6.48e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.926 ( 2.33e+00 4.00e-01) 3.81e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.926 ( 4.21e+00 4.00e-01) 8.24e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.915 ( 2.31e+00 4.00e-01) 3.74e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.915 ( 4.35e+00 4.00e-01) 4.80e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.910 ( 2.30e+00 4.00e-01) 3.73e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.910 ( 4.27e+00 4.00e-01) 6.90e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.906 ( 2.44e+00 4.00e-01) 4.03e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.906 ( 4.24e+00 4.50e-01) 6.72e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.575 p -9.46e+00 3.55e-06 4.56e-02
d -3.26e+00 2.23e-03 5.82e-02
g -2.74e+00 4.79e-03 7.45e-02
n -2.15e+00 4.98e-03 4.28e-02
e -1.96e+00 9.56e-03 6.81e-02
s -1.92e+00 8.64e-03 5.87e-02
k -1.34e+00 1.54e-02 5.86e-02
v 1.26e+00 2.53e-01 7.21e-02
r -1.19e+00 1.56e-02 5.10e-02
i 1.02e+00 1.59e-01 5.75e-02
q -1.01e+00 1.35e-02 3.70e-02
f 8.09e-01 9.08e-02 4.04e-02
y 7.04e-01 7.07e-02 3.49e-02
c 6.20e-01 2.66e-02 1.43e-02
l 5.87e-01 1.66e-01 9.21e-02
t -5.32e-01 3.20e-02 5.44e-02
m 4.59e-01 3.36e-02 2.12e-02
h -3.34e-01 1.65e-02 2.30e-02
a -2.88e-01 6.12e-02 8.16e-02
w 1.58e-01 1.62e-02 1.39e-02
04 04 D SM aa 4 0.435 p -9.13e+00 4.96e-06 4.56e-02
d -2.41e+00 5.23e-03 5.80e-02
n -1.80e+00 7.08e-03 4.28e-02
g -1.46e+00 1.73e-02 7.45e-02
e -1.39e+00 1.71e-02 6.82e-02
k -1.35e+00 1.52e-02 5.87e-02
v 1.04e+00 2.04e-01 7.20e-02
q -1.01e+00 1.35e-02 3.71e-02
i 9.50e-01 1.49e-01 5.74e-02
r -9.30e-01 2.01e-02 5.11e-02
s -9.10e-01 2.35e-02 5.85e-02
h -8.33e-01 1.00e-02 2.30e-02
f 8.26e-01 9.22e-02 4.04e-02
c 7.73e-01 3.11e-02 1.43e-02
l 6.50e-01 1.77e-01 9.22e-02
y 4.88e-01 5.69e-02 3.49e-02
t -4.00e-01 3.64e-02 5.43e-02
w 3.78e-01 2.03e-02 1.39e-02
m 2.58e-01 2.75e-02 2.13e-02
a -5.17e-02 7.76e-02 8.17e-02
00 00 D SM aa 0 0.270 p -9.50e+00 3.44e-06 4.60e-02
g -2.81e+00 4.47e-03 7.44e-02
d -1.80e+00 9.62e-03 5.83e-02
n -9.73e-01 1.62e-02 4.29e-02
v 8.35e-01 1.66e-01 7.19e-02
s -7.52e-01 2.79e-02 5.92e-02
y 7.12e-01 7.10e-02 3.49e-02
i 6.92e-01 1.15e-01 5.74e-02
e -6.85e-01 3.43e-02 6.80e-02
f 6.01e-01 7.36e-02 4.03e-02
m 4.49e-01 3.33e-02 2.12e-02
c 3.68e-01 2.06e-02 1.43e-02
l 3.11e-01 1.25e-01 9.17e-02
h 2.31e-01 2.89e-02 2.30e-02
r -1.79e-01 4.26e-02 5.10e-02
k -1.29e-01 5.16e-02 5.87e-02
q -6.01e-02 3.49e-02 3.70e-02
w 5.95e-02 1.46e-02 1.38e-02
a -5.02e-02 7.74e-02 8.14e-02
t -2.50e-02 5.32e-02 5.46e-02
01 01 D SM aa 1 0.177 p -9.15e+00 4.86e-06 4.58e-02
g -1.02e+00 2.69e-02 7.44e-02
t 8.27e-01 1.25e-01 5.45e-02
f -7.61e-01 1.89e-02 4.04e-02
l -6.91e-01 4.61e-02 9.20e-02
a -6.23e-01 4.37e-02 8.15e-02
k 6.02e-01 1.07e-01 5.86e-02
r 5.70e-01 9.01e-02 5.09e-02
m -3.94e-01 1.43e-02 2.12e-02
e 3.75e-01 9.91e-02 6.81e-02
i -3.73e-01 3.96e-02 5.75e-02
w -3.15e-01 1.01e-02 1.38e-02
n 3.10e-01 5.83e-02 4.28e-02
h 2.76e-01 3.03e-02 2.30e-02
q 2.54e-01 4.77e-02 3.70e-02
y -2.32e-01 2.77e-02 3.49e-02
s 1.86e-01 7.08e-02 5.88e-02
c -1.70e-01 1.21e-02 1.43e-02
d 9.29e-02 6.38e-02 5.82e-02
v -4.64e-02 6.88e-02 7.21e-02
05 05 D SM aa 5 0.142 p -9.50e+00 3.42e-06 4.56e-02
g -1.84e+00 1.18e-02 7.45e-02
a -6.53e-01 4.26e-02 8.18e-02
t 5.40e-01 9.31e-02 5.42e-02
v 4.20e-01 1.09e-01 7.19e-02
h 3.74e-01 3.35e-02 2.30e-02
l -3.60e-01 6.43e-02 9.21e-02
y 3.60e-01 5.00e-02 3.49e-02
k 3.16e-01 8.07e-02 5.88e-02
q 2.69e-01 4.85e-02 3.71e-02
i 2.63e-01 7.46e-02 5.74e-02
r 2.46e-01 6.54e-02 5.11e-02
e 2.35e-01 8.63e-02 6.82e-02
d -1.97e-01 4.76e-02 5.79e-02
c -1.61e-01 1.22e-02 1.44e-02
m -1.48e-01 1.83e-02 2.13e-02
n -1.37e-01 3.74e-02 4.29e-02
s 1.35e-01 6.71e-02 5.86e-02
w 1.28e-01 1.58e-02 1.39e-02
f 2.57e-02 4.14e-02 4.04e-02
03 03 D SM aa 3 0.141 p -8.86e+00 6.44e-06 4.55e-02
g -7.88e-01 3.39e-02 7.45e-02
t 7.61e-01 1.16e-01 5.43e-02
f -5.81e-01 2.26e-02 4.04e-02
l -5.59e-01 5.27e-02 9.22e-02
a -5.53e-01 4.70e-02 8.17e-02
h 4.82e-01 3.72e-02 2.30e-02
c -4.82e-01 8.84e-03 1.43e-02
w -4.70e-01 8.68e-03 1.39e-02
r 4.52e-01 8.02e-02 5.10e-02
k 3.92e-01 8.67e-02 5.86e-02
e 3.89e-01 1.01e-01 6.82e-02
m -2.82e-01 1.60e-02 2.12e-02
q 2.77e-01 4.89e-02 3.71e-02
i -2.52e-01 4.47e-02 5.75e-02
s 1.83e-01 7.04e-02 5.87e-02
n 1.70e-01 5.08e-02 4.28e-02
v 1.08e-01 8.03e-02 7.21e-02
y 1.00e-01 3.86e-02 3.50e-02
d -4.43e-02 5.56e-02 5.81e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.198
08 -0.198 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.145
10 -0.145 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.212
12 -0.212 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.161
14 -0.161 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.231
16 -0.231 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.231
18 -0.231 1.000
DATA_CLASS 8
CLASS 8 - weight 15383 normalized weight 0.010 relative strength 2.01e-01 *******
class cross entropy w.r.t. global class 1.78e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.818 ( 1.30e+00 4.00e-01) 8.11e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.818 ( 4.42e-01 4.00e-01) 9.19e-01 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 1.296 p -9.55e+00 3.25e-06 4.56e-02
i -5.38e+00 2.65e-04 5.74e-02
v -3.87e+00 1.50e-03 7.20e-02
t -3.11e+00 2.42e-03 5.43e-02
w -3.00e+00 6.92e-04 1.39e-02
l -2.67e+00 6.40e-03 9.22e-02
y -2.61e+00 2.57e-03 3.49e-02
f -2.34e+00 3.88e-03 4.04e-02
g 2.16e+00 6.48e-01 7.45e-02
m -2.10e+00 2.61e-03 2.13e-02
a -1.88e+00 1.25e-02 8.17e-02
c -1.40e+00 3.55e-03 1.43e-02
s -1.22e+00 1.73e-02 5.85e-02
e -9.11e-01 2.74e-02 6.82e-02
n 7.13e-01 8.74e-02 4.28e-02
r -4.15e-01 3.37e-02 5.11e-02
q -3.02e-01 2.74e-02 3.71e-02
d -2.75e-01 4.41e-02 5.80e-02
h -2.06e-01 1.87e-02 2.30e-02
k 1.87e-02 5.98e-02 5.87e-02
06 08 R MNcn psi0 0.941 (-7.07e-01 4.00e-01) 3.82e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.941 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.940 (-7.21e-01 4.00e-01) 3.85e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.940 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.884 (-5.35e-01 4.00e-01) 3.37e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.884 ( 5.12e+00 4.00e-01) 1.45e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.755 (-3.62e-02 4.00e-01) 2.12e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.755 ( 4.71e+00 4.00e-01) 4.08e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.407 ( 1.80e+00 1.21e+00) 8.24e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.407 ( 4.68e+00 4.00e-01) 3.30e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.314 p -1.44e+00 1.09e-02 4.60e-02
t -1.14e+00 1.74e-02 5.46e-02
d -1.12e+00 1.90e-02 5.83e-02
n -1.01e+00 1.56e-02 4.29e-02
a 9.80e-01 2.17e-01 8.14e-02
l 9.80e-01 2.44e-01 9.17e-02
g -9.06e-01 3.01e-02 7.44e-02
e -8.92e-01 2.79e-02 6.80e-02
c 8.69e-01 3.41e-02 1.43e-02
m 8.26e-01 4.85e-02 2.12e-02
k -7.74e-01 2.71e-02 5.87e-02
h -4.95e-01 1.40e-02 2.30e-02
q -4.71e-01 2.31e-02 3.70e-02
s -4.53e-01 3.76e-02 5.92e-02
v -3.70e-01 4.97e-02 7.19e-02
r -3.16e-01 3.71e-02 5.10e-02
w 2.51e-01 1.77e-02 1.38e-02
f 2.05e-01 4.95e-02 4.03e-02
i -1.98e-01 4.71e-02 5.74e-02
y -7.40e-02 3.24e-02 3.49e-02
02 02 D SM aa 2 0.203 p -1.91e+00 6.73e-03 4.56e-02
g -1.24e+00 2.15e-02 7.45e-02
w -1.04e+00 4.90e-03 1.39e-02
c -9.02e-01 5.81e-03 1.43e-02
f -8.49e-01 1.73e-02 4.04e-02
v -8.28e-01 3.15e-02 7.21e-02
k 7.70e-01 1.27e-01 5.86e-02
e 7.57e-01 1.45e-01 6.81e-02
i -7.14e-01 2.82e-02 5.75e-02
t -6.78e-01 2.76e-02 5.44e-02
y -5.97e-01 1.92e-02 3.49e-02
a 5.35e-01 1.39e-01 8.16e-02
q 5.31e-01 6.30e-02 3.70e-02
r 5.10e-01 8.49e-02 5.10e-02
h -2.93e-01 1.72e-02 2.30e-02
l -2.13e-01 7.44e-02 9.21e-02
n -1.00e-01 3.88e-02 4.28e-02
d 8.95e-02 6.36e-02 5.82e-02
s 8.37e-02 6.39e-02 5.87e-02
m -3.82e-02 2.04e-02 2.12e-02
03 03 D SM aa 3 0.169 p -4.39e+00 5.67e-04 4.55e-02
g -1.41e+00 1.82e-02 7.45e-02
v -1.06e+00 2.49e-02 7.21e-02
i -8.58e-01 2.44e-02 5.75e-02
d -7.49e-01 2.75e-02 5.81e-02
l 6.21e-01 1.71e-01 9.22e-02
h 5.33e-01 3.92e-02 2.30e-02
m 4.45e-01 3.31e-02 2.12e-02
a 4.01e-01 1.22e-01 8.17e-02
w -3.57e-01 9.72e-03 1.39e-02
n 3.54e-01 6.11e-02 4.28e-02
q 2.88e-01 4.95e-02 3.71e-02
y 2.46e-01 4.47e-02 3.50e-02
r 2.28e-01 6.41e-02 5.10e-02
k 1.50e-01 6.80e-02 5.86e-02
s 9.81e-02 6.47e-02 5.87e-02
c -9.07e-02 1.31e-02 1.43e-02
t 1.15e-02 5.50e-02 5.43e-02
e 1.75e-03 6.83e-02 6.82e-02
f 1.20e-03 4.04e-02 4.04e-02
05 05 D SM aa 5 0.145 p -1.33e+00 1.21e-02 4.56e-02
s -9.39e-01 2.29e-02 5.86e-02
g -8.30e-01 3.25e-02 7.45e-02
i 7.60e-01 1.23e-01 5.74e-02
n -7.13e-01 2.10e-02 4.29e-02
t -5.80e-01 3.04e-02 5.42e-02
d -5.61e-01 3.31e-02 5.79e-02
l 5.26e-01 1.56e-01 9.21e-02
v 5.26e-01 1.22e-01 7.19e-02
e -4.71e-01 4.26e-02 6.82e-02
q -4.24e-01 2.43e-02 3.71e-02
f 3.50e-01 5.72e-02 4.04e-02
m 3.25e-01 2.94e-02 2.13e-02
r -2.76e-01 3.88e-02 5.11e-02
y 2.70e-01 4.57e-02 3.49e-02
h -2.17e-01 1.85e-02 2.30e-02
c 1.88e-01 1.73e-02 1.44e-02
a 1.66e-01 9.65e-02 8.18e-02
w 1.53e-01 1.62e-02 1.39e-02
k 3.98e-02 6.12e-02 5.88e-02
01 01 D SM aa 1 0.135 p -2.28e+00 4.68e-03 4.58e-02
g -1.29e+00 2.06e-02 7.44e-02
k 7.47e-01 1.24e-01 5.86e-02
c -6.53e-01 7.46e-03 1.43e-02
r 5.76e-01 9.06e-02 5.09e-02
t -5.04e-01 3.29e-02 5.45e-02
s -4.83e-01 3.63e-02 5.88e-02
n -4.53e-01 2.72e-02 4.28e-02
f -4.07e-01 2.69e-02 4.04e-02
e 4.04e-01 1.02e-01 6.81e-02
d -3.86e-01 3.95e-02 5.82e-02
q 3.33e-01 5.17e-02 3.70e-02
w -3.07e-01 1.02e-02 1.38e-02
a 2.42e-01 1.04e-01 8.15e-02
i 1.79e-01 6.88e-02 5.75e-02
h 1.68e-01 2.72e-02 2.30e-02
y -1.51e-01 3.00e-02 3.49e-02
l 1.23e-01 1.04e-01 9.20e-02
m 6.79e-02 2.27e-02 2.12e-02
v -3.40e-02 6.96e-02 7.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.078
08 -0.078 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.040
10 -0.040 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.098
12 -0.098 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.252
14 -0.252 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.587
16 -0.587 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.137
18 -0.137 1.000
DATA_CLASS 9
CLASS 9 - weight 14797 normalized weight 0.010 relative strength 1.30e-01 *******
class cross entropy w.r.t. global class 1.29e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 1.076 ( 2.42e+00 4.00e-01) 4.04e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.076 ( 4.86e+00 4.00e-01) 7.94e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.965 ( 2.36e+00 4.00e-01) 3.89e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.965 ( 4.10e+00 4.00e-01) 1.11e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.942 ( 2.37e+00 4.00e-01) 3.89e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.942 ( 4.30e+00 4.00e-01) 6.17e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.937 ( 2.38e+00 4.00e-01) 3.91e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.937 ( 4.21e+00 4.00e-01) 8.42e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.936 ( 2.36e+00 4.00e-01) 3.88e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.936 ( 4.21e+00 4.00e-01) 8.40e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.934 ( 2.42e+00 4.00e-01) 3.98e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.934 ( 4.20e+00 4.22e-01) 8.11e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.331 i -6.36e+00 9.96e-05 5.74e-02
v -4.13e+00 1.15e-03 7.19e-02
m -1.31e+00 5.76e-03 2.13e-02
p 1.25e+00 1.59e-01 4.56e-02
f -1.20e+00 1.21e-02 4.04e-02
d 9.57e-01 1.51e-01 5.79e-02
l -7.88e-01 4.19e-02 9.21e-02
y -7.04e-01 1.73e-02 3.49e-02
n 5.34e-01 7.31e-02 4.29e-02
w -5.29e-01 8.19e-03 1.39e-02
g -5.13e-01 4.46e-02 7.45e-02
c -2.87e-01 1.08e-02 1.44e-02
k 2.80e-01 7.78e-02 5.88e-02
s 2.65e-01 7.64e-02 5.86e-02
r 2.30e-01 6.43e-02 5.11e-02
a -2.11e-01 6.62e-02 8.18e-02
q -1.60e-01 3.16e-02 3.71e-02
h 1.30e-01 2.62e-02 2.30e-02
e 9.06e-02 7.47e-02 6.82e-02
t 6.37e-02 5.78e-02 5.42e-02
01 01 D SM aa 1 0.288 p -9.14e+00 4.92e-06 4.58e-02
d -1.60e+00 1.18e-02 5.82e-02
n -1.25e+00 1.23e-02 4.28e-02
g -1.05e+00 2.62e-02 7.44e-02
k -9.48e-01 2.27e-02 5.86e-02
v 9.38e-01 1.84e-01 7.21e-02
i 8.53e-01 1.35e-01 5.75e-02
e -8.17e-01 3.01e-02 6.81e-02
f 6.67e-01 7.87e-02 4.04e-02
y 5.99e-01 6.35e-02 3.49e-02
q -5.70e-01 2.10e-02 3.70e-02
w 5.30e-01 2.35e-02 1.38e-02
s -4.49e-01 3.76e-02 5.88e-02
r -4.23e-01 3.34e-02 5.09e-02
h -4.18e-01 1.51e-02 2.30e-02
l 3.77e-01 1.34e-01 9.20e-02
c 3.23e-01 1.98e-02 1.43e-02
a -2.60e-01 6.29e-02 8.15e-02
m 2.25e-01 2.66e-02 2.12e-02
t 1.27e-01 6.19e-02 5.45e-02
04 04 D SM aa 4 0.247 p -9.43e+00 3.67e-06 4.56e-02
g -3.59e+00 2.06e-03 7.45e-02
d -1.79e+00 9.72e-03 5.80e-02
n -1.09e+00 1.43e-02 4.28e-02
v 8.20e-01 1.63e-01 7.20e-02
i 6.53e-01 1.10e-01 5.74e-02
m 5.67e-01 3.75e-02 2.13e-02
y 5.04e-01 5.78e-02 3.49e-02
c 4.52e-01 2.26e-02 1.43e-02
f 4.51e-01 6.34e-02 4.04e-02
s -4.13e-01 3.87e-02 5.85e-02
e -2.90e-01 5.11e-02 6.82e-02
r 2.86e-01 6.80e-02 5.11e-02
t 2.22e-01 6.78e-02 5.43e-02
w 1.70e-01 1.65e-02 1.39e-02
a -1.45e-01 7.07e-02 8.17e-02
h 1.38e-01 2.64e-02 2.30e-02
l -1.10e-01 8.26e-02 9.22e-02
q 1.04e-01 4.11e-02 3.71e-02
k -4.69e-02 5.60e-02 5.87e-02
03 03 D SM aa 3 0.177 p -8.88e+00 6.31e-06 4.55e-02
d -1.18e+00 1.79e-02 5.81e-02
g -7.57e-01 3.49e-02 7.45e-02
n -7.34e-01 2.06e-02 4.28e-02
w 7.10e-01 2.82e-02 1.39e-02
v 6.75e-01 1.41e-01 7.21e-02
q -6.34e-01 1.97e-02 3.71e-02
c 6.13e-01 2.64e-02 1.43e-02
i 6.06e-01 1.05e-01 5.75e-02
f 5.52e-01 7.02e-02 4.04e-02
k -5.39e-01 3.42e-02 5.86e-02
y 5.32e-01 5.95e-02 3.50e-02
e -4.26e-01 4.45e-02 6.82e-02
l 2.80e-01 1.22e-01 9.22e-02
r -2.65e-01 3.91e-02 5.10e-02
h -2.36e-01 1.82e-02 2.30e-02
t 1.84e-01 6.53e-02 5.43e-02
s -1.68e-01 4.96e-02 5.87e-02
m 9.01e-02 2.32e-02 2.12e-02
a -2.59e-02 7.96e-02 8.17e-02
02 02 D SM aa 2 0.142 p -9.09e+00 5.16e-06 4.56e-02
g -1.17e+00 2.31e-02 7.45e-02
d -9.98e-01 2.14e-02 5.82e-02
v 6.41e-01 1.37e-01 7.21e-02
n -6.13e-01 2.32e-02 4.28e-02
i 5.00e-01 9.49e-02 5.75e-02
f 4.67e-01 6.44e-02 4.04e-02
y 3.73e-01 5.07e-02 3.49e-02
l 2.59e-01 1.19e-01 9.21e-02
t 2.10e-01 6.72e-02 5.44e-02
m 1.76e-01 2.53e-02 2.12e-02
k -1.72e-01 4.93e-02 5.86e-02
e -1.64e-01 5.78e-02 6.81e-02
w 1.44e-01 1.60e-02 1.39e-02
s -1.38e-01 5.12e-02 5.87e-02
a -1.35e-01 7.13e-02 8.16e-02
h 1.26e-01 2.61e-02 2.30e-02
c 1.24e-01 1.62e-02 1.43e-02
q -7.31e-02 3.44e-02 3.70e-02
r 4.06e-03 5.12e-02 5.10e-02
00 00 D SM aa 0 0.109 p -8.99e+00 5.74e-06 4.60e-02
g -1.27e+00 2.08e-02 7.44e-02
v 5.35e-01 1.23e-01 7.19e-02
d -4.81e-01 3.60e-02 5.83e-02
t 4.08e-01 8.21e-02 5.46e-02
i 2.89e-01 7.67e-02 5.74e-02
y 2.84e-01 4.63e-02 3.49e-02
r 2.23e-01 6.37e-02 5.10e-02
c 2.10e-01 1.76e-02 1.43e-02
n -2.07e-01 3.49e-02 4.29e-02
f 1.88e-01 4.87e-02 4.03e-02
k 1.35e-01 6.72e-02 5.87e-02
a -1.25e-01 7.19e-02 8.14e-02
e -1.02e-01 6.15e-02 6.80e-02
m 9.98e-02 2.35e-02 2.12e-02
l -8.97e-02 8.39e-02 9.17e-02
h 8.84e-02 2.51e-02 2.30e-02
q 8.83e-02 4.05e-02 3.70e-02
s 7.25e-02 6.36e-02 5.92e-02
w -2.84e-02 1.34e-02 1.38e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.291
08 -0.291 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.221
10 -0.221 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.255
12 -0.255 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.265
14 -0.265 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.399
16 -0.399 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.126
18 0.126 1.000
DATA_CLASS 10
CLASS 10 - weight 14303 normalized weight 0.009 relative strength 2.23e-01 *******
class cross entropy w.r.t. global class 1.29e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.950 ( 2.40e+00 4.00e-01) 3.96e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.950 ( 4.14e+00 4.00e-01) 9.99e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.932 ( 2.36e+00 4.00e-01) 3.86e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.932 ( 4.19e+00 4.00e-01) 8.81e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.913 ( 2.32e+00 4.00e-01) 3.76e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.913 ( 4.30e+00 4.00e-01) 6.19e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.911 ( 2.30e+00 4.00e-01) 3.72e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.911 ( 4.36e+00 4.00e-01) 4.67e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.909 ( 2.42e+00 4.00e-01) 4.00e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.909 ( 4.22e+00 4.48e-01) 7.27e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.891 ( 2.24e+00 4.00e-01) 3.58e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.891 ( 4.33e+00 4.00e-01) 5.23e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.750 p -9.15e+00 4.83e-06 4.56e-02
s -7.75e+00 2.52e-05 5.86e-02
g -7.14e+00 5.90e-05 7.45e-02
d -5.98e+00 1.46e-04 5.79e-02
t -1.84e+00 8.59e-03 5.42e-02
e -1.81e+00 1.12e-02 6.82e-02
k -1.64e+00 1.14e-02 5.88e-02
r -1.51e+00 1.13e-02 5.11e-02
n -1.49e+00 9.66e-03 4.29e-02
v 1.31e+00 2.65e-01 7.19e-02
h -1.21e+00 6.84e-03 2.30e-02
i 1.18e+00 1.87e-01 5.74e-02
f 8.84e-01 9.76e-02 4.04e-02
q -8.67e-01 1.56e-02 3.71e-02
l 8.55e-01 2.17e-01 9.21e-02
a -8.37e-01 3.54e-02 8.18e-02
c 7.37e-01 3.00e-02 1.44e-02
m 4.62e-01 3.38e-02 2.13e-02
y 2.69e-01 4.57e-02 3.49e-02
w -2.47e-02 1.36e-02 1.39e-02
03 03 D SM aa 3 0.524 p -9.22e+00 4.49e-06 4.55e-02
d -2.86e+00 3.33e-03 5.81e-02
n -1.92e+00 6.29e-03 4.28e-02
e -1.89e+00 1.03e-02 6.82e-02
g -1.75e+00 1.29e-02 7.45e-02
s -1.66e+00 1.11e-02 5.87e-02
k -1.36e+00 1.51e-02 5.86e-02
v 1.15e+00 2.28e-01 7.21e-02
q -1.12e+00 1.21e-02 3.71e-02
r -1.07e+00 1.76e-02 5.10e-02
i 9.42e-01 1.48e-01 5.75e-02
f 9.11e-01 1.00e-01 4.04e-02
t -8.18e-01 2.40e-02 5.43e-02
l 7.10e-01 1.87e-01 9.22e-02
c 6.89e-01 2.85e-02 1.43e-02
m 5.15e-01 3.55e-02 2.12e-02
h -4.87e-01 1.41e-02 2.30e-02
y 4.82e-01 5.66e-02 3.50e-02
w 1.88e-01 1.68e-02 1.39e-02
a -1.16e-01 7.27e-02 8.17e-02
01 01 D SM aa 1 0.277 p -9.39e+00 3.84e-06 4.58e-02
g -1.64e+00 1.45e-02 7.44e-02
d -1.56e+00 1.22e-02 5.82e-02
n -1.03e+00 1.52e-02 4.28e-02
e -9.49e-01 2.64e-02 6.81e-02
v 9.11e-01 1.79e-01 7.21e-02
i 7.04e-01 1.16e-01 5.75e-02
y 6.92e-01 6.97e-02 3.49e-02
s -6.74e-01 3.00e-02 5.88e-02
f 6.66e-01 7.86e-02 4.04e-02
k -5.76e-01 3.30e-02 5.86e-02
l 3.92e-01 1.36e-01 9.20e-02
c 3.74e-01 2.08e-02 1.43e-02
r -3.59e-01 3.56e-02 5.09e-02
q -2.89e-01 2.77e-02 3.70e-02
m 2.75e-01 2.79e-02 2.12e-02
t -2.30e-01 4.33e-02 5.45e-02
h 1.46e-01 2.66e-02 2.30e-02
w 1.33e-01 1.58e-02 1.38e-02
a 1.11e-01 9.11e-02 8.15e-02
00 00 D SM aa 0 0.134 p -9.20e+00 4.66e-06 4.60e-02
g -1.29e+00 2.05e-02 7.44e-02
t 6.70e-01 1.07e-01 5.46e-02
d -4.95e-01 3.55e-02 5.83e-02
a -4.88e-01 5.00e-02 8.14e-02
l -4.49e-01 5.85e-02 9.17e-02
k 4.07e-01 8.83e-02 5.87e-02
h 3.74e-01 3.34e-02 2.30e-02
y 3.42e-01 4.91e-02 3.49e-02
r 3.41e-01 7.17e-02 5.10e-02
s 2.92e-01 7.92e-02 5.92e-02
v 2.50e-01 9.23e-02 7.19e-02
e 1.55e-01 7.94e-02 6.80e-02
q 1.14e-01 4.15e-02 3.70e-02
f -1.06e-01 3.63e-02 4.03e-02
i 8.39e-02 6.25e-02 5.74e-02
c 7.69e-02 1.54e-02 1.43e-02
w 6.67e-02 1.48e-02 1.38e-02
n 1.68e-02 4.36e-02 4.29e-02
m 8.49e-03 2.14e-02 2.12e-02
04 04 D SM aa 4 0.123 p -3.98e+00 8.49e-04 4.56e-02
g -8.14e-01 3.30e-02 7.45e-02
t 6.58e-01 1.05e-01 5.43e-02
a -5.12e-01 4.90e-02 8.17e-02
l -4.82e-01 5.69e-02 9.22e-02
w -4.73e-01 8.66e-03 1.39e-02
f -4.46e-01 2.58e-02 4.04e-02
r 4.35e-01 7.89e-02 5.11e-02
k 4.33e-01 9.05e-02 5.87e-02
c -3.94e-01 9.67e-03 1.43e-02
e 3.75e-01 9.93e-02 6.82e-02
h 3.70e-01 3.34e-02 2.30e-02
m -3.09e-01 1.56e-02 2.13e-02
n 2.54e-01 5.53e-02 4.28e-02
q 2.35e-01 4.69e-02 3.71e-02
i -2.09e-01 4.66e-02 5.74e-02
d 1.06e-01 6.45e-02 5.80e-02
v 9.02e-02 7.88e-02 7.20e-02
y 8.86e-02 3.82e-02 3.49e-02
s 8.13e-02 6.35e-02 5.85e-02
02 02 D SM aa 2 0.116 p -7.89e+00 1.71e-05 4.56e-02
t 7.64e-01 1.17e-01 5.44e-02
g -7.63e-01 3.47e-02 7.45e-02
a -4.51e-01 5.20e-02 8.16e-02
f -3.95e-01 2.72e-02 4.04e-02
l -3.53e-01 6.47e-02 9.21e-02
r 3.28e-01 7.08e-02 5.10e-02
e 3.08e-01 9.27e-02 6.81e-02
w -2.83e-01 1.05e-02 1.39e-02
m -2.82e-01 1.60e-02 2.12e-02
c -2.80e-01 1.08e-02 1.43e-02
h 2.77e-01 3.03e-02 2.30e-02
k 2.64e-01 7.63e-02 5.86e-02
q 2.26e-01 4.64e-02 3.70e-02
v 2.21e-01 8.99e-02 7.21e-02
s 1.61e-01 6.90e-02 5.87e-02
n 1.39e-01 4.92e-02 4.28e-02
d -5.73e-02 5.49e-02 5.82e-02
i -5.66e-02 5.44e-02 5.75e-02
y -4.60e-02 3.34e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.257
08 -0.257 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.266
10 -0.266 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.135
12 -0.135 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.229
14 -0.229 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.132
16 -0.132 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.115
18 -0.115 1.000
DATA_CLASS 11
CLASS 11 - weight 14284 normalized weight 0.009 relative strength 3.54e-01 *******
class cross entropy w.r.t. global class 1.35e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.941 (-7.19e-01 4.00e-01) 3.83e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.941 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.940 (-7.05e-01 4.00e-01) 3.79e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.940 ( 5.19e+00 4.00e-01) 1.61e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.937 (-6.85e-01 4.00e-01) 3.77e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.937 ( 5.18e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.935 (-7.09e-01 4.00e-01) 3.79e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.935 ( 5.15e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.931 (-7.01e-01 4.00e-01) 3.78e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.931 ( 5.12e+00 4.00e-01) 1.45e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.926 (-6.66e-01 4.00e-01) 3.71e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.926 ( 5.12e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.820 p -8.62e+00 8.20e-06 4.56e-02
n -7.32e+00 2.83e-05 4.29e-02
s -7.22e+00 4.29e-05 5.86e-02
g -7.11e+00 6.08e-05 7.45e-02
k -6.69e+00 7.33e-05 5.88e-02
e -6.63e+00 9.02e-05 6.82e-02
q -2.92e+00 2.00e-03 3.71e-02
r -2.52e+00 4.12e-03 5.11e-02
t -2.23e+00 5.82e-03 5.42e-02
h -1.95e+00 3.27e-03 2.30e-02
d -1.54e+00 1.25e-02 5.79e-02
w 1.20e+00 4.61e-02 1.39e-02
f 1.19e+00 1.33e-01 4.04e-02
i 1.18e+00 1.87e-01 5.74e-02
l 1.06e+00 2.67e-01 9.21e-02
y 7.44e-01 7.35e-02 3.49e-02
c -6.88e-01 7.21e-03 1.44e-02
m 6.26e-01 3.98e-02 2.13e-02
v 5.84e-01 1.29e-01 7.19e-02
a 9.26e-02 8.97e-02 8.18e-02
01 01 D SM aa 1 0.503 v -6.92e+00 7.13e-05 7.21e-02
i -6.19e+00 1.18e-04 5.75e-02
f -5.16e+00 2.33e-04 4.04e-02
l -4.87e+00 7.05e-04 9.20e-02
w -4.35e+00 1.78e-04 1.38e-02
y -1.25e+00 9.97e-03 3.49e-02
e 1.07e+00 1.98e-01 6.81e-02
q 9.61e-01 9.68e-02 3.70e-02
d 8.84e-01 1.41e-01 5.82e-02
h 8.21e-01 5.22e-02 2.30e-02
a -7.76e-01 3.75e-02 8.15e-02
p -7.60e-01 2.14e-02 4.58e-02
c -6.77e-01 7.28e-03 1.43e-02
n 6.23e-01 7.98e-02 4.28e-02
r 4.60e-01 8.07e-02 5.09e-02
g -3.61e-01 5.19e-02 7.44e-02
k 2.49e-01 7.52e-02 5.86e-02
t 1.67e-01 6.44e-02 5.45e-02
m -1.65e-01 1.80e-02 2.12e-02
s 9.20e-02 6.45e-02 5.88e-02
02 02 D SM aa 2 0.418 p -7.59e+00 2.30e-05 4.56e-02
d -2.64e+00 4.17e-03 5.82e-02
e -2.56e+00 5.27e-03 6.81e-02
n -2.02e+00 5.69e-03 4.28e-02
g -1.45e+00 1.75e-02 7.45e-02
s -9.71e-01 2.22e-02 5.87e-02
k -9.70e-01 2.22e-02 5.86e-02
t -9.61e-01 2.08e-02 5.44e-02
i 9.43e-01 1.48e-01 5.75e-02
l 9.01e-01 2.27e-01 9.21e-02
m 7.44e-01 4.46e-02 2.12e-02
f 7.10e-01 8.22e-02 4.04e-02
h -6.32e-01 1.22e-02 2.30e-02
w 5.90e-01 2.50e-02 1.39e-02
q -5.12e-01 2.22e-02 3.70e-02
v 4.99e-01 1.19e-01 7.21e-02
a 3.81e-01 1.19e-01 8.16e-02
y 3.17e-01 4.80e-02 3.49e-02
r -2.63e-01 3.92e-02 5.10e-02
c 1.18e-01 1.61e-02 1.43e-02
04 04 D SM aa 4 0.241 p -8.95e+00 5.90e-06 4.56e-02
c -1.58e+00 2.95e-03 1.43e-02
i -1.20e+00 1.73e-02 5.74e-02
l -1.16e+00 2.88e-02 9.22e-02
v -9.72e-01 2.72e-02 7.20e-02
r 9.52e-01 1.32e-01 5.11e-02
k 7.80e-01 1.28e-01 5.87e-02
g -7.42e-01 3.55e-02 7.45e-02
m -7.05e-01 1.05e-02 2.13e-02
f -5.87e-01 2.25e-02 4.04e-02
a 4.76e-01 1.32e-01 8.17e-02
q 3.84e-01 5.44e-02 3.71e-02
n 3.77e-01 6.25e-02 4.28e-02
h 2.71e-01 3.02e-02 2.30e-02
y -2.19e-01 2.81e-02 3.49e-02
d 2.07e-01 7.14e-02 5.80e-02
t 1.90e-01 6.56e-02 5.43e-02
w -1.86e-01 1.15e-02 1.39e-02
s 1.28e-01 6.65e-02 5.85e-02
e 7.05e-02 7.32e-02 6.82e-02
00 00 D SM aa 0 0.232 f -1.59e+00 8.24e-03 4.03e-02
c -1.34e+00 3.76e-03 1.43e-02
i -1.28e+00 1.59e-02 5.74e-02
m -1.25e+00 6.08e-03 2.12e-02
l -1.22e+00 2.70e-02 9.17e-02
v -1.10e+00 2.41e-02 7.19e-02
e 1.07e+00 1.99e-01 6.80e-02
w -6.07e-01 7.52e-03 1.38e-02
y -5.53e-01 2.01e-02 3.49e-02
g -5.42e-01 4.33e-02 7.44e-02
q 5.17e-01 6.21e-02 3.70e-02
a 4.01e-01 1.22e-01 8.14e-02
k 3.75e-01 8.55e-02 5.87e-02
d 3.40e-01 8.18e-02 5.83e-02
s 3.01e-01 7.99e-02 5.92e-02
t -1.82e-01 4.55e-02 5.46e-02
r 1.55e-01 5.95e-02 5.10e-02
h -1.25e-01 2.03e-02 2.30e-02
p 5.80e-03 4.63e-02 4.60e-02
n -5.54e-03 4.26e-02 4.29e-02
03 03 D SM aa 3 0.092 p -9.91e-01 1.69e-02 4.55e-02
g -8.34e-01 3.23e-02 7.45e-02
q 7.45e-01 7.81e-02 3.71e-02
c -5.73e-01 8.07e-03 1.43e-02
f -5.13e-01 2.42e-02 4.04e-02
r 5.06e-01 8.46e-02 5.10e-02
k 4.78e-01 9.45e-02 5.86e-02
e 4.66e-01 1.09e-01 6.82e-02
i -3.55e-01 4.03e-02 5.75e-02
t -3.52e-01 3.82e-02 5.43e-02
w -2.86e-01 1.04e-02 1.39e-02
s -2.66e-01 4.50e-02 5.87e-02
v -2.53e-01 5.60e-02 7.21e-02
a 2.26e-01 1.02e-01 8.17e-02
h -1.47e-01 1.99e-02 2.30e-02
y -1.44e-01 3.03e-02 3.50e-02
l -1.28e-01 8.11e-02 9.22e-02
n 6.78e-02 4.58e-02 4.28e-02
m 4.95e-02 2.23e-02 2.12e-02
d 4.82e-02 6.10e-02 5.81e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.082
08 -0.082 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.202
10 -0.202 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.099
12 -0.099 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.051
14 -0.051 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.069
16 -0.069 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.141
18 -0.141 1.000
DATA_CLASS 12
CLASS 12 - weight 13711 normalized weight 0.009 relative strength 1.04e-01 *******
class cross entropy w.r.t. global class 1.26e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 1.028 ( 2.29e+00 4.55e-01) 3.23e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.028 ( 4.93e+00 4.00e-01) 9.72e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.954 (-5.91e-01 4.00e-01) 3.51e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.954 ( 5.23e+00 4.00e-01) 1.72e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.936 (-6.24e-01 4.00e-01) 3.58e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.936 ( 5.08e+00 4.00e-01) 1.35e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.909 (-5.86e-01 4.00e-01) 3.49e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.909 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.904 (-5.69e-01 4.00e-01) 3.45e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.904 ( 5.02e+00 4.00e-01) 1.18e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.864 ( 2.46e+00 4.00e-01) 4.10e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.864 ( 4.52e+00 5.54e-01) 4.78e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.626 t -2.84e+00 3.18e-03 5.45e-02
g -1.81e+00 1.22e-02 7.44e-02
v -1.69e+00 1.33e-02 7.21e-02
p 1.66e+00 2.40e-01 4.58e-02
i -1.61e+00 1.15e-02 5.75e-02
d 1.40e+00 2.36e-01 5.82e-02
f -1.26e+00 1.15e-02 4.04e-02
l -1.23e+00 2.68e-02 9.20e-02
m -1.11e+00 7.00e-03 2.12e-02
y -9.08e-01 1.41e-02 3.49e-02
n 8.23e-01 9.74e-02 4.28e-02
q -7.24e-01 1.80e-02 3.70e-02
w -6.26e-01 7.40e-03 1.38e-02
k -5.61e-01 3.34e-02 5.86e-02
a -5.03e-01 4.93e-02 8.15e-02
s 4.59e-01 9.32e-02 5.88e-02
e -3.90e-01 4.61e-02 6.81e-02
r -3.42e-01 3.62e-02 5.09e-02
h 2.63e-01 2.99e-02 2.30e-02
c -5.73e-02 1.35e-02 1.43e-02
00 00 D SM aa 0 0.215 g -1.44e+00 1.77e-02 7.44e-02
d -1.29e+00 1.60e-02 5.83e-02
n -1.11e+00 1.41e-02 4.29e-02
s -9.69e-01 2.24e-02 5.92e-02
i 8.19e-01 1.30e-01 5.74e-02
v 7.62e-01 1.54e-01 7.19e-02
e -7.53e-01 3.20e-02 6.80e-02
k -7.11e-01 2.88e-02 5.87e-02
f 5.60e-01 7.06e-02 4.03e-02
m 5.57e-01 3.71e-02 2.12e-02
l 5.09e-01 1.53e-01 9.17e-02
h -4.27e-01 1.50e-02 2.30e-02
q -4.01e-01 2.48e-02 3.70e-02
r -3.81e-01 3.48e-02 5.10e-02
a -2.75e-01 6.18e-02 8.14e-02
p 2.67e-01 6.00e-02 4.60e-02
y 2.51e-01 4.48e-02 3.49e-02
c 1.67e-01 1.69e-02 1.43e-02
t -3.36e-02 5.28e-02 5.46e-02
w -3.23e-02 1.34e-02 1.38e-02
05 05 D SM aa 5 0.178 p -2.01e+00 6.10e-03 4.56e-02
g -1.32e+00 1.98e-02 7.45e-02
d -9.00e-01 2.36e-02 5.79e-02
n -8.83e-01 1.77e-02 4.29e-02
l 7.17e-01 1.89e-01 9.21e-02
e -6.17e-01 3.68e-02 6.82e-02
s -5.70e-01 3.31e-02 5.86e-02
i 5.67e-01 1.01e-01 5.74e-02
w 5.34e-01 2.37e-02 1.39e-02
f 5.20e-01 6.78e-02 4.04e-02
m 4.68e-01 3.40e-02 2.13e-02
k -4.05e-01 3.92e-02 5.88e-02
v 3.81e-01 1.05e-01 7.19e-02
t -3.55e-01 3.80e-02 5.42e-02
y 3.15e-01 4.78e-02 3.49e-02
h -2.07e-01 1.87e-02 2.30e-02
a 2.05e-01 1.00e-01 8.18e-02
c -1.86e-01 1.19e-02 1.44e-02
q -7.42e-02 3.44e-02 3.71e-02
r 1.05e-02 5.17e-02 5.11e-02
02 02 D SM aa 2 0.152 p 1.34e+00 1.74e-01 4.56e-02
g -1.09e+00 2.50e-02 7.45e-02
n -8.72e-01 1.79e-02 4.28e-02
w 5.64e-01 2.44e-02 1.39e-02
c -4.91e-01 8.75e-03 1.43e-02
s -3.39e-01 4.18e-02 5.87e-02
d -3.38e-01 4.15e-02 5.82e-02
h -2.82e-01 1.74e-02 2.30e-02
t -2.76e-01 4.13e-02 5.44e-02
q -2.24e-01 2.96e-02 3.70e-02
r -1.69e-01 4.30e-02 5.10e-02
l 1.69e-01 1.09e-01 9.21e-02
e 1.05e-01 7.57e-02 6.81e-02
i -9.76e-02 5.22e-02 5.75e-02
k -7.27e-02 5.45e-02 5.86e-02
y -5.68e-02 3.30e-02 3.49e-02
v -3.29e-02 6.98e-02 7.21e-02
f -2.85e-02 3.93e-02 4.04e-02
m -1.81e-02 2.08e-02 2.12e-02
a -6.34e-03 8.11e-02 8.16e-02
03 03 D SM aa 3 0.147 e 8.87e-01 1.66e-01 6.82e-02
i -8.79e-01 2.39e-02 5.75e-02
l -8.70e-01 3.86e-02 9.22e-02
v -7.86e-01 3.28e-02 7.21e-02
d 6.01e-01 1.06e-01 5.81e-02
c -5.85e-01 7.98e-03 1.43e-02
s 5.61e-01 1.03e-01 5.87e-02
m -5.46e-01 1.23e-02 2.12e-02
p -5.42e-01 2.65e-02 4.55e-02
f -5.32e-01 2.37e-02 4.04e-02
y -4.66e-01 2.19e-02 3.50e-02
g -4.09e-01 4.94e-02 7.45e-02
w 2.85e-01 1.85e-02 1.39e-02
h 1.72e-01 2.73e-02 2.30e-02
q 1.21e-01 4.18e-02 3.71e-02
n 8.80e-02 4.68e-02 4.28e-02
a 6.78e-02 8.74e-02 8.17e-02
k 5.91e-02 6.21e-02 5.86e-02
t -5.37e-02 5.15e-02 5.43e-02
r 3.70e-02 5.30e-02 5.10e-02
04 04 D SM aa 4 0.060 g -1.14e+00 2.37e-02 7.45e-02
p -9.35e-01 1.79e-02 4.56e-02
e 4.71e-01 1.09e-01 6.82e-02
n -4.23e-01 2.81e-02 4.28e-02
d 3.93e-01 8.60e-02 5.80e-02
q 2.55e-01 4.78e-02 3.71e-02
w 2.08e-01 1.71e-02 1.39e-02
i -2.01e-01 4.70e-02 5.74e-02
m -1.73e-01 1.79e-02 2.13e-02
s -1.64e-01 4.97e-02 5.85e-02
a 1.59e-01 9.58e-02 8.17e-02
k 1.42e-01 6.76e-02 5.87e-02
v 1.19e-01 8.10e-02 7.20e-02
r -5.24e-02 4.85e-02 5.11e-02
l 4.01e-02 9.60e-02 9.22e-02
t -8.85e-03 5.38e-02 5.43e-02
y 3.43e-03 3.51e-02 3.49e-02
c 3.41e-03 1.44e-02 1.43e-02
h 3.40e-03 2.31e-02 2.30e-02
f -1.76e-03 4.03e-02 4.04e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.121
08 -0.121 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.391
10 0.391 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.398
12 -0.398 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.188
14 -0.188 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.345
16 -0.345 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.396
18 -0.396 1.000
DATA_CLASS 13
CLASS 13 - weight 13477 normalized weight 0.009 relative strength 5.84e-01 *******
class cross entropy w.r.t. global class 1.39e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.953 (-7.49e-01 4.00e-01) 3.93e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.953 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.951 (-7.26e-01 4.00e-01) 3.86e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.951 ( 5.20e+00 4.00e-01) 1.65e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.939 (-7.14e-01 4.00e-01) 3.82e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.939 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.933 (-7.07e-01 4.00e-01) 3.79e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.933 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.930 (-6.96e-01 4.00e-01) 3.76e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.930 ( 5.14e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.922 (-6.52e-01 4.00e-01) 3.65e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.922 ( 5.15e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.778 d -7.22e+00 4.25e-05 5.83e-02
g -7.22e+00 5.45e-05 7.44e-02
n -6.50e+00 6.43e-05 4.29e-02
p -6.47e+00 7.15e-05 4.60e-02
s -5.37e+00 2.75e-04 5.92e-02
e -5.00e+00 4.58e-04 6.80e-02
h -2.16e+00 2.65e-03 2.30e-02
q -1.43e+00 8.86e-03 3.70e-02
k -1.32e+00 1.57e-02 5.87e-02
r -1.27e+00 1.43e-02 5.10e-02
i 1.26e+00 2.03e-01 5.74e-02
t -1.25e+00 1.56e-02 5.46e-02
l 1.17e+00 2.96e-01 9.17e-02
f 9.33e-01 1.02e-01 4.03e-02
m 8.97e-01 5.21e-02 2.12e-02
v 6.82e-01 1.42e-01 7.19e-02
w 6.24e-01 2.58e-02 1.38e-02
c -5.90e-01 7.92e-03 1.43e-02
y 4.97e-01 5.73e-02 3.49e-02
a -3.90e-01 5.51e-02 8.14e-02
04 04 D SM aa 4 0.614 p -8.05e+00 1.45e-05 4.56e-02
d -2.67e+00 4.03e-03 5.80e-02
k -2.17e+00 6.67e-03 5.87e-02
g -2.03e+00 9.74e-03 7.45e-02
h -1.99e+00 3.16e-03 2.30e-02
e -1.80e+00 1.13e-02 6.82e-02
n -1.70e+00 7.80e-03 4.28e-02
s -1.62e+00 1.15e-02 5.85e-02
t -1.30e+00 1.48e-02 5.43e-02
l 1.23e+00 3.17e-01 9.22e-02
i 1.20e+00 1.91e-01 5.74e-02
r -1.03e+00 1.83e-02 5.11e-02
m 9.21e-01 5.34e-02 2.13e-02
v 5.49e-01 1.25e-01 7.20e-02
q -5.24e-01 2.19e-02 3.71e-02
f 4.93e-01 6.61e-02 4.04e-02
w 4.48e-01 2.18e-02 1.39e-02
c -2.48e-01 1.12e-02 1.43e-02
a -1.61e-01 6.96e-02 8.17e-02
y 4.27e-02 3.65e-02 3.49e-02
02 02 D SM aa 2 0.460 p -7.84e+00 1.79e-05 4.56e-02
i -6.27e+00 1.09e-04 5.75e-02
w -5.70e+00 4.63e-05 1.39e-02
l -2.06e+00 1.17e-02 9.21e-02
c -1.81e+00 2.33e-03 1.43e-02
v -1.73e+00 1.28e-02 7.21e-02
f -1.33e+00 1.07e-02 4.04e-02
y -1.23e+00 1.02e-02 3.49e-02
g -1.19e+00 2.26e-02 7.45e-02
m -1.09e+00 7.14e-03 2.12e-02
e 1.01e+00 1.86e-01 6.81e-02
q 9.96e-01 1.00e-01 3.70e-02
k 9.69e-01 1.54e-01 5.86e-02
r 4.90e-01 8.32e-02 5.10e-02
a 3.71e-01 1.18e-01 8.16e-02
n 3.61e-01 6.15e-02 4.28e-02
d 2.98e-01 7.84e-02 5.82e-02
s 2.05e-01 7.21e-02 5.87e-02
t -1.35e-01 4.75e-02 5.44e-02
h -9.90e-02 2.08e-02 2.30e-02
03 03 D SM aa 3 0.438 l -7.57e+00 4.75e-05 9.22e-02
i -7.26e+00 4.06e-05 5.75e-02
v -6.46e+00 1.13e-04 7.21e-02
f -5.07e+00 2.54e-04 4.04e-02
p -2.57e+00 3.49e-03 4.55e-02
c -2.54e+00 1.13e-03 1.43e-02
m -9.44e-01 8.26e-03 2.12e-02
a 7.93e-01 1.80e-01 8.17e-02
q 7.78e-01 8.07e-02 3.71e-02
k 6.75e-01 1.15e-01 5.86e-02
r 5.96e-01 9.26e-02 5.10e-02
e 5.92e-01 1.23e-01 6.82e-02
h 4.28e-01 3.53e-02 2.30e-02
w -3.70e-01 9.59e-03 1.39e-02
y -3.59e-01 2.44e-02 3.50e-02
t 3.55e-01 7.75e-02 5.43e-02
s 2.99e-01 7.91e-02 5.87e-02
g -1.41e-01 6.47e-02 7.45e-02
n 9.25e-02 4.70e-02 4.28e-02
d -2.17e-02 5.69e-02 5.81e-02
05 05 D SM aa 5 0.234 p -5.21e+00 2.48e-04 4.56e-02
f -1.99e+00 5.52e-03 4.04e-02
c -1.64e+00 2.78e-03 1.44e-02
v -1.14e+00 2.29e-02 7.19e-02
w -9.24e-01 5.52e-03 1.39e-02
i -8.69e-01 2.41e-02 5.74e-02
h -7.66e-01 1.07e-02 2.30e-02
k 7.59e-01 1.26e-01 5.88e-02
g -7.25e-01 3.61e-02 7.45e-02
e 7.08e-01 1.39e-01 6.82e-02
q 6.76e-01 7.29e-02 3.71e-02
y -6.54e-01 1.82e-02 3.49e-02
a 4.96e-01 1.34e-01 8.18e-02
n 3.88e-01 6.32e-02 4.29e-02
m -3.52e-01 1.50e-02 2.13e-02
r 3.50e-01 7.26e-02 5.11e-02
t -2.84e-01 4.08e-02 5.42e-02
l -2.33e-01 7.30e-02 9.21e-02
s 2.29e-01 7.37e-02 5.86e-02
d 1.07e-01 6.45e-02 5.79e-02
01 01 D SM aa 1 0.137 p -1.98e+00 6.31e-03 4.58e-02
g -1.50e+00 1.65e-02 7.44e-02
h -7.70e-01 1.06e-02 2.30e-02
q 7.14e-01 7.57e-02 3.70e-02
d -6.31e-01 3.09e-02 5.82e-02
k 6.05e-01 1.07e-01 5.86e-02
s -5.50e-01 3.40e-02 5.88e-02
r 4.82e-01 8.25e-02 5.09e-02
y -4.69e-01 2.18e-02 3.49e-02
c -4.02e-01 9.58e-03 1.43e-02
t -3.44e-01 3.86e-02 5.45e-02
m 3.39e-01 2.97e-02 2.12e-02
e 2.82e-01 9.03e-02 6.81e-02
f -2.70e-01 3.08e-02 4.04e-02
l 2.67e-01 1.20e-01 9.20e-02
w -2.00e-01 1.13e-02 1.38e-02
i 1.94e-01 6.99e-02 5.75e-02
v 1.45e-01 8.33e-02 7.21e-02
a 1.11e-01 9.11e-02 8.15e-02
n -8.11e-02 3.95e-02 4.28e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.076
08 -0.076 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.056
10 -0.056 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.056
12 -0.056 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.088
14 -0.088 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.101
16 -0.101 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.143
18 -0.143 1.000
DATA_CLASS 14
CLASS 14 - weight 13105 normalized weight 0.008 relative strength 2.36e-01 *******
class cross entropy w.r.t. global class 1.31e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.962 (-7.54e-01 4.00e-01) 3.93e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.962 ( 5.22e+00 4.00e-01) 1.69e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.938 (-7.25e-01 4.00e-01) 3.84e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.938 ( 5.13e+00 4.00e-01) 1.47e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.935 (-6.86e-01 4.00e-01) 3.75e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.935 ( 5.19e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.934 (-7.03e-01 4.00e-01) 3.78e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.934 ( 5.15e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.931 (-6.69e-01 4.00e-01) 3.73e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.931 ( 5.10e+00 4.00e-01) 1.39e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.923 (-6.61e-01 4.00e-01) 3.67e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.923 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.763 l -7.97e+00 3.20e-05 9.21e-02
i -7.53e+00 3.10e-05 5.75e-02
v -6.66e+00 9.21e-05 7.21e-02
a -5.22e+00 4.39e-04 8.16e-02
f -2.48e+00 3.40e-03 4.04e-02
w -1.96e+00 1.96e-03 1.39e-02
m -1.85e+00 3.32e-03 2.12e-02
y -1.65e+00 6.72e-03 3.49e-02
p 1.55e+00 2.16e-01 4.56e-02
c -1.33e+00 3.80e-03 1.43e-02
d 1.29e+00 2.12e-01 5.82e-02
t -1.28e+00 1.51e-02 5.44e-02
r -1.20e+00 1.53e-02 5.10e-02
n 8.08e-01 9.61e-02 4.28e-02
s 8.02e-01 1.31e-01 5.87e-02
g 4.68e-01 1.19e-01 7.45e-02
e -1.73e-01 5.73e-02 6.81e-02
h -1.18e-01 2.04e-02 2.30e-02
q 7.10e-02 3.98e-02 3.70e-02
k -4.25e-03 5.83e-02 5.86e-02
04 04 D SM aa 4 0.427 p -4.18e+00 6.99e-04 4.56e-02
d -2.67e+00 4.01e-03 5.80e-02
g -1.67e+00 1.41e-02 7.45e-02
e -1.37e+00 1.73e-02 6.82e-02
n -1.34e+00 1.12e-02 4.28e-02
s -1.21e+00 1.74e-02 5.85e-02
l 1.05e+00 2.64e-01 9.22e-02
t -1.03e+00 1.94e-02 5.43e-02
m 9.36e-01 5.43e-02 2.13e-02
i 9.32e-01 1.46e-01 5.74e-02
k -9.18e-01 2.34e-02 5.87e-02
h -7.44e-01 1.09e-02 2.30e-02
r -5.83e-01 2.85e-02 5.11e-02
f 5.79e-01 7.20e-02 4.04e-02
q -5.25e-01 2.19e-02 3.71e-02
v 4.94e-01 1.18e-01 7.20e-02
a 2.85e-01 1.09e-01 8.17e-02
c -1.68e-01 1.21e-02 1.43e-02
y 1.57e-01 4.09e-02 3.49e-02
w 1.05e-01 1.54e-02 1.39e-02
03 03 D SM aa 3 0.268 p -2.76e+00 2.88e-03 4.55e-02
d -1.85e+00 9.11e-03 5.81e-02
g -1.64e+00 1.45e-02 7.45e-02
n -1.46e+00 9.91e-03 4.28e-02
s -9.43e-01 2.28e-02 5.87e-02
l 7.56e-01 1.96e-01 9.22e-02
e -7.32e-01 3.28e-02 6.82e-02
m 7.24e-01 4.38e-02 2.12e-02
f 7.18e-01 8.28e-02 4.04e-02
r -6.94e-01 2.55e-02 5.10e-02
y 5.76e-01 6.22e-02 3.50e-02
k -5.71e-01 3.31e-02 5.86e-02
w 4.77e-01 2.24e-02 1.39e-02
i 4.62e-01 9.13e-02 5.75e-02
a 3.97e-01 1.21e-01 8.17e-02
v 3.87e-01 1.06e-01 7.21e-02
c 2.09e-01 1.76e-02 1.43e-02
q -1.11e-01 3.32e-02 3.71e-02
t -1.07e-01 4.88e-02 5.43e-02
h 1.64e-02 2.34e-02 2.30e-02
00 00 D SM aa 0 0.202 k -1.14e+00 1.88e-02 5.87e-02
r -1.06e+00 1.76e-02 5.10e-02
e -8.75e-01 2.83e-02 6.80e-02
n -8.26e-01 1.88e-02 4.29e-02
d -8.07e-01 2.60e-02 5.83e-02
l 7.91e-01 2.02e-01 9.17e-02
p -7.86e-01 2.10e-02 4.60e-02
g -7.77e-01 3.42e-02 7.44e-02
i 7.02e-01 1.16e-01 5.74e-02
q -6.37e-01 1.96e-02 3.70e-02
m 5.95e-01 3.85e-02 2.12e-02
s -4.78e-01 3.67e-02 5.92e-02
f 4.69e-01 6.45e-02 4.03e-02
v 4.64e-01 1.14e-01 7.19e-02
h -4.50e-01 1.46e-02 2.30e-02
w 4.05e-01 2.07e-02 1.38e-02
y 3.06e-01 4.73e-02 3.49e-02
a 1.88e-01 9.83e-02 8.14e-02
t -1.60e-01 4.65e-02 5.46e-02
c 1.16e-01 1.60e-02 1.43e-02
01 01 D SM aa 1 0.125 p -1.59e+00 9.38e-03 4.58e-02
d -1.37e+00 1.47e-02 5.82e-02
n -1.10e+00 1.42e-02 4.28e-02
c -7.39e-01 6.84e-03 1.43e-02
i 6.12e-01 1.06e-01 5.75e-02
s -6.08e-01 3.20e-02 5.88e-02
l 5.80e-01 1.64e-01 9.20e-02
h -5.69e-01 1.30e-02 2.30e-02
m 4.48e-01 3.32e-02 2.12e-02
w 2.70e-01 1.81e-02 1.38e-02
v 2.53e-01 9.28e-02 7.21e-02
a 2.46e-01 1.04e-01 8.15e-02
q -2.36e-01 2.92e-02 3.70e-02
r 2.30e-01 6.41e-02 5.09e-02
g -2.14e-01 6.01e-02 7.44e-02
e -2.14e-01 5.50e-02 6.81e-02
y 1.45e-01 4.04e-02 3.49e-02
t -1.26e-01 4.81e-02 5.45e-02
k -1.22e-01 5.19e-02 5.86e-02
f 4.75e-02 4.24e-02 4.04e-02
05 05 D SM aa 5 0.092 p -4.12e+00 7.43e-04 4.56e-02
g -7.91e-01 3.38e-02 7.45e-02
r 4.42e-01 7.95e-02 5.11e-02
y -4.02e-01 2.34e-02 3.49e-02
m 3.97e-01 3.16e-02 2.13e-02
k 3.69e-01 8.50e-02 5.88e-02
e 3.59e-01 9.77e-02 6.82e-02
q 3.53e-01 5.28e-02 3.71e-02
f -3.38e-01 2.88e-02 4.04e-02
a 3.28e-01 1.14e-01 8.18e-02
s -2.37e-01 4.62e-02 5.86e-02
d -2.20e-01 4.65e-02 5.79e-02
c -1.65e-01 1.22e-02 1.44e-02
t -1.09e-01 4.86e-02 5.42e-02
l 9.27e-02 1.01e-01 9.21e-02
n -7.18e-02 3.99e-02 4.29e-02
i -6.23e-02 5.39e-02 5.74e-02
v -4.97e-02 6.84e-02 7.19e-02
w -2.86e-02 1.35e-02 1.39e-02
h -8.40e-03 2.28e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.246
08 -0.246 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.074
10 -0.074 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.064
12 -0.064 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.085
14 -0.085 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.082
16 -0.082 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.157
18 -0.157 1.000
DATA_CLASS 15
CLASS 15 - weight 12797 normalized weight 0.008 relative strength 5.94e-01 *******
class cross entropy w.r.t. global class 1.42e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.953 (-7.60e-01 4.00e-01) 3.94e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.953 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.946 (-7.22e-01 4.00e-01) 3.84e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.946 ( 5.19e+00 4.00e-01) 1.61e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.939 (-7.06e-01 4.00e-01) 3.79e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.939 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.939 (-6.99e-01 4.00e-01) 3.80e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.939 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.928 (-6.96e-01 4.00e-01) 3.76e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.928 ( 5.13e+00 4.00e-01) 1.46e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.921 (-6.66e-01 4.00e-01) 3.69e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.921 ( 5.09e+00 4.00e-01) 1.37e+00 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.835 p -7.61e+00 2.27e-05 4.56e-02
d -7.43e+00 3.43e-05 5.79e-02
e -7.13e+00 5.44e-05 6.82e-02
k -7.05e+00 5.11e-05 5.88e-02
r -6.98e+00 4.77e-05 5.11e-02
q -6.17e+00 7.79e-05 3.71e-02
g -4.78e+00 6.29e-04 7.45e-02
n -4.76e+00 3.68e-04 4.29e-02
s -3.42e+00 1.92e-03 5.86e-02
t -1.61e+00 1.09e-02 5.42e-02
h -1.26e+00 6.51e-03 2.30e-02
i 1.20e+00 1.91e-01 5.74e-02
l 1.12e+00 2.83e-01 9.21e-02
m 9.53e-01 5.51e-02 2.13e-02
w 8.08e-01 3.12e-02 1.39e-02
f 8.08e-01 9.05e-02 4.04e-02
y 7.39e-01 7.31e-02 3.49e-02
v 7.02e-01 1.45e-01 7.19e-02
c 6.60e-01 2.78e-02 1.44e-02
a 6.50e-03 8.23e-02 8.18e-02
02 02 D SM aa 2 0.709 e -6.87e+00 7.07e-05 6.81e-02
d -6.59e+00 8.02e-05 5.82e-02
g -6.38e+00 1.27e-04 7.45e-02
k -5.23e+00 3.14e-04 5.86e-02
p -4.40e+00 5.62e-04 4.56e-02
n -3.47e+00 1.33e-03 4.28e-02
s -1.70e+00 1.08e-02 5.87e-02
q -1.69e+00 6.81e-03 3.70e-02
r -1.27e+00 1.43e-02 5.10e-02
l 1.04e+00 2.61e-01 9.21e-02
t -1.02e+00 1.96e-02 5.44e-02
i 9.60e-01 1.50e-01 5.75e-02
m 9.43e-01 5.45e-02 2.12e-02
v 9.39e-01 1.84e-01 7.21e-02
y 8.41e-01 8.10e-02 3.49e-02
f 7.75e-01 8.77e-02 4.04e-02
c 6.56e-01 2.76e-02 1.43e-02
w 6.18e-01 2.57e-02 1.39e-02
a -4.96e-01 4.97e-02 8.16e-02
h 2.92e-02 2.37e-02 2.30e-02
01 01 D SM aa 1 0.651 d -7.23e+00 4.23e-05 5.82e-02
n -7.16e+00 3.32e-05 4.28e-02
e -6.78e+00 7.71e-05 6.81e-02
k -5.93e+00 1.56e-04 5.86e-02
p -5.26e+00 2.39e-04 4.58e-02
g -3.36e+00 2.59e-03 7.44e-02
q -2.09e+00 4.60e-03 3.70e-02
r -1.96e+00 7.16e-03 5.09e-02
s -1.72e+00 1.05e-02 5.88e-02
f 1.05e+00 1.16e-01 4.04e-02
l 9.27e-01 2.32e-01 9.20e-02
i 8.94e-01 1.41e-01 5.75e-02
v 7.78e-01 1.57e-01 7.21e-02
m 6.75e-01 4.16e-02 2.12e-02
w 6.16e-01 2.56e-02 1.38e-02
y 5.84e-01 6.26e-02 3.49e-02
h -5.72e-01 1.30e-02 2.30e-02
a 4.01e-01 1.22e-01 8.15e-02
c 3.89e-01 2.11e-02 1.43e-02
t -2.32e-01 4.32e-02 5.45e-02
03 03 D SM aa 3 0.485 i -7.45e+00 3.34e-05 5.75e-02
p -6.13e+00 9.91e-05 4.55e-02
v -4.85e+00 5.61e-04 7.21e-02
f -3.32e+00 1.46e-03 4.04e-02
c -2.55e+00 1.12e-03 1.43e-02
l -2.47e+00 7.83e-03 9.22e-02
m -1.79e+00 3.56e-03 2.12e-02
d 9.03e-01 1.43e-01 5.81e-02
y -8.91e-01 1.43e-02 3.50e-02
q 8.54e-01 8.71e-02 3.71e-02
e 8.36e-01 1.57e-01 6.82e-02
w -7.75e-01 6.40e-03 1.39e-02
n 7.49e-01 9.06e-02 4.28e-02
k 7.02e-01 1.18e-01 5.86e-02
r 6.33e-01 9.61e-02 5.10e-02
g -5.06e-01 4.49e-02 7.45e-02
h 3.66e-01 3.32e-02 2.30e-02
s 2.77e-01 7.74e-02 5.87e-02
a -1.83e-01 6.80e-02 8.17e-02
t -1.15e-01 4.84e-02 5.43e-02
04 04 D SM aa 4 0.194 p -7.21e+00 3.37e-05 4.56e-02
i -1.68e+00 1.07e-02 5.74e-02
l -1.38e+00 2.31e-02 9.22e-02
v -1.19e+00 2.19e-02 7.20e-02
r 5.34e-01 8.71e-02 5.11e-02
f -5.32e-01 2.37e-02 4.04e-02
q 4.72e-01 5.94e-02 3.71e-02
e 4.58e-01 1.08e-01 6.82e-02
h 4.36e-01 3.56e-02 2.30e-02
a 4.23e-01 1.25e-01 8.17e-02
w 4.19e-01 2.11e-02 1.39e-02
k 3.97e-01 8.73e-02 5.87e-02
c -2.82e-01 1.08e-02 1.43e-02
s 2.74e-01 7.70e-02 5.85e-02
t 2.49e-01 6.96e-02 5.43e-02
g -2.16e-01 6.00e-02 7.45e-02
d 1.94e-01 7.04e-02 5.80e-02
m 1.68e-01 2.52e-02 2.13e-02
n 1.30e-01 4.88e-02 4.28e-02
y 1.28e-02 3.54e-02 3.49e-02
00 00 D SM aa 0 0.118 c -1.01e+00 5.20e-03 1.43e-02
l -9.80e-01 3.44e-02 9.17e-02
i -9.63e-01 2.19e-02 5.74e-02
f -9.14e-01 1.62e-02 4.03e-02
v -6.75e-01 3.66e-02 7.19e-02
m -5.81e-01 1.19e-02 2.12e-02
e 5.74e-01 1.21e-01 6.80e-02
y -5.69e-01 1.97e-02 3.49e-02
d 5.44e-01 1.00e-01 5.83e-02
q 4.85e-01 6.02e-02 3.70e-02
g -4.13e-01 4.92e-02 7.44e-02
k 2.93e-01 7.88e-02 5.87e-02
a 2.49e-01 1.04e-01 8.14e-02
r 2.14e-01 6.31e-02 5.10e-02
n 1.81e-01 5.14e-02 4.29e-02
s 1.74e-01 7.04e-02 5.92e-02
h 1.71e-01 2.73e-02 2.30e-02
p 1.30e-01 5.24e-02 4.60e-02
w 1.07e-01 1.54e-02 1.38e-02
t 1.02e-01 6.04e-02 5.46e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.075
08 -0.075 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.074
10 -0.074 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.070
12 -0.070 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.048
14 -0.048 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.093
16 -0.093 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.207
18 -0.207 1.000
DATA_CLASS 16
CLASS 16 - weight 12791 normalized weight 0.008 relative strength 7.25e-02 *******
class cross entropy w.r.t. global class 1.21e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.982 ( 2.17e+00 4.53e-01) 2.98e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.982 ( 4.83e+00 4.09e-01) 7.10e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.952 (-3.73e-01 4.00e-01) 2.96e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.952 ( 4.83e+00 4.00e-01) 7.11e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.941 (-5.32e-01 4.00e-01) 3.36e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.941 ( 5.20e+00 4.00e-01) 1.63e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.886 (-5.39e-01 4.00e-01) 3.37e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.886 ( 5.11e+00 4.00e-01) 1.40e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.849 ( 2.39e+00 4.00e-01) 3.91e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.849 ( 4.42e+00 5.12e-01) 2.35e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.843 ( 2.43e+00 4.00e-01) 4.02e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.843 ( 4.40e+00 5.43e-01) 2.65e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.569 t -1.98e+00 7.51e-03 5.44e-02
g -1.71e+00 1.35e-02 7.45e-02
d 1.54e+00 2.72e-01 5.82e-02
i -1.45e+00 1.35e-02 5.75e-02
v -1.35e+00 1.87e-02 7.21e-02
p 1.33e+00 1.73e-01 4.56e-02
l -1.06e+00 3.19e-02 9.21e-02
m -9.91e-01 7.87e-03 2.12e-02
n 9.75e-01 1.14e-01 4.28e-02
f -9.57e-01 1.55e-02 4.04e-02
q -7.64e-01 1.73e-02 3.70e-02
y -7.33e-01 1.68e-02 3.49e-02
a -7.21e-01 3.97e-02 8.16e-02
k -7.14e-01 2.87e-02 5.86e-02
c 6.91e-01 2.86e-02 1.43e-02
e -5.23e-01 4.04e-02 6.81e-02
w -4.41e-01 8.92e-03 1.39e-02
h 4.41e-01 3.57e-02 2.30e-02
s 2.90e-01 7.85e-02 5.87e-02
r -2.75e-01 3.87e-02 5.10e-02
01 01 D SM aa 1 0.239 d -1.61e+00 1.16e-02 5.82e-02
g -1.38e+00 1.88e-02 7.44e-02
n -1.07e+00 1.46e-02 4.28e-02
s -9.84e-01 2.20e-02 5.88e-02
e -8.66e-01 2.86e-02 6.81e-02
i 8.37e-01 1.33e-01 5.75e-02
v 7.89e-01 1.59e-01 7.21e-02
y 6.74e-01 6.85e-02 3.49e-02
k -6.58e-01 3.03e-02 5.86e-02
f 6.51e-01 7.75e-02 4.04e-02
q -5.74e-01 2.09e-02 3.70e-02
p 4.90e-01 7.48e-02 4.58e-02
a -4.70e-01 5.09e-02 8.15e-02
w 4.64e-01 2.20e-02 1.38e-02
l 3.02e-01 1.24e-01 9.20e-02
r -2.99e-01 3.78e-02 5.09e-02
h -2.84e-01 1.73e-02 2.30e-02
m 2.27e-01 2.66e-02 2.12e-02
t -1.98e-01 4.47e-02 5.45e-02
c 1.79e-01 1.71e-02 1.43e-02
04 04 D SM aa 4 0.155 i -9.78e-01 2.16e-02 5.74e-02
l -8.96e-01 3.76e-02 9.22e-02
p -7.89e-01 2.07e-02 4.56e-02
v -7.81e-01 3.29e-02 7.20e-02
e 7.63e-01 1.46e-01 6.82e-02
m -7.37e-01 1.02e-02 2.13e-02
s 6.69e-01 1.14e-01 5.85e-02
f -6.42e-01 2.13e-02 4.04e-02
d 6.14e-01 1.07e-01 5.80e-02
y -5.96e-01 1.93e-02 3.49e-02
g -5.10e-01 4.47e-02 7.45e-02
c -3.92e-01 9.70e-03 1.43e-02
n 2.48e-01 5.49e-02 4.28e-02
k 2.41e-01 7.47e-02 5.87e-02
h 2.33e-01 2.91e-02 2.30e-02
r 1.43e-01 5.89e-02 5.11e-02
w 8.58e-02 1.51e-02 1.39e-02
t 6.83e-02 5.81e-02 5.43e-02
a 5.09e-02 8.60e-02 8.17e-02
q 7.47e-03 3.73e-02 3.71e-02
03 03 D SM aa 3 0.147 p 1.37e+00 1.79e-01 4.55e-02
g -9.15e-01 2.98e-02 7.45e-02
n -5.71e-01 2.42e-02 4.28e-02
c -4.94e-01 8.73e-03 1.43e-02
q -3.99e-01 2.49e-02 3.71e-02
d -3.71e-01 4.01e-02 5.81e-02
w 2.94e-01 1.86e-02 1.39e-02
i -2.51e-01 4.48e-02 5.75e-02
y -2.50e-01 2.72e-02 3.50e-02
h -1.74e-01 1.93e-02 2.30e-02
f -1.61e-01 3.44e-02 4.04e-02
s -1.58e-01 5.01e-02 5.87e-02
l 1.28e-01 1.05e-01 9.22e-02
r -1.27e-01 4.50e-02 5.10e-02
m -9.37e-02 1.93e-02 2.12e-02
t -9.34e-02 4.95e-02 5.43e-02
v -8.72e-02 6.60e-02 7.21e-02
e 5.21e-02 7.19e-02 6.82e-02
a 5.01e-02 8.59e-02 8.17e-02
k -3.42e-02 5.66e-02 5.86e-02
05 05 D SM aa 5 0.075 p -1.41e+00 1.11e-02 4.56e-02
g -1.05e+00 2.61e-02 7.45e-02
c 6.92e-01 2.87e-02 1.44e-02
t 5.70e-01 9.60e-02 5.42e-02
i -5.08e-01 3.45e-02 5.74e-02
d 3.14e-01 7.93e-02 5.79e-02
v -2.75e-01 5.46e-02 7.19e-02
h 2.14e-01 2.85e-02 2.30e-02
m -2.12e-01 1.72e-02 2.13e-02
e 2.09e-01 8.41e-02 6.82e-02
s 1.84e-01 7.04e-02 5.86e-02
k 1.72e-01 6.99e-02 5.88e-02
q 1.32e-01 4.23e-02 3.71e-02
w 1.03e-01 1.54e-02 1.39e-02
y 8.86e-02 3.82e-02 3.49e-02
f -7.24e-02 3.75e-02 4.04e-02
n 5.90e-02 4.55e-02 4.29e-02
l -4.89e-02 8.77e-02 9.21e-02
r -8.22e-03 5.07e-02 5.11e-02
a 3.68e-03 8.21e-02 8.18e-02
00 00 D SM aa 0 0.039 g -7.25e-01 3.60e-02 7.44e-02
d -5.41e-01 3.39e-02 5.83e-02
v 4.01e-01 1.07e-01 7.19e-02
w 3.81e-01 2.02e-02 1.38e-02
n -3.76e-01 2.94e-02 4.29e-02
y 3.10e-01 4.75e-02 3.49e-02
p 2.45e-01 5.87e-02 4.60e-02
i 2.42e-01 7.32e-02 5.74e-02
f 2.40e-01 5.13e-02 4.03e-02
a -1.45e-01 7.04e-02 8.14e-02
t 1.17e-01 6.14e-02 5.46e-02
q -1.14e-01 3.31e-02 3.70e-02
l -9.24e-02 8.36e-02 9.17e-02
m 7.99e-02 2.30e-02 2.12e-02
c 7.92e-02 1.55e-02 1.43e-02
s -3.98e-02 5.68e-02 5.92e-02
k -3.51e-02 5.67e-02 5.87e-02
r 2.19e-02 5.21e-02 5.10e-02
e -2.13e-02 6.66e-02 6.80e-02
h 4.82e-03 2.31e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.140
08 -0.140 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.166
10 -0.166 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.520
12 0.520 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.440
14 -0.440 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.170
16 -0.170 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.668
18 -0.668 1.000
DATA_CLASS 17
CLASS 17 - weight 12290 normalized weight 0.008 relative strength 9.64e-02 *******
class cross entropy w.r.t. global class 1.26e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 1.127 ( 2.60e+00 4.00e-01) 4.47e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.127 ( 3.69e+00 4.00e-01) 2.15e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.950 ( 2.37e+00 4.00e-01) 3.86e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.950 ( 4.75e+00 4.60e-01) 4.59e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.950 ( 2.39e+00 4.00e-01) 3.94e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.950 ( 4.00e+00 4.00e-01) 1.36e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.943 ( 2.34e+00 4.00e-01) 3.82e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.943 ( 4.19e+00 4.00e-01) 8.80e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.884 ( 2.35e+00 4.00e-01) 3.85e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.884 ( 4.34e+00 4.56e-01) 4.52e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.873 (-4.90e-01 4.00e-01) 3.27e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.873 ( 4.66e+00 4.00e-01) 2.87e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.341 p -9.13e+00 4.96e-06 4.55e-02
d -1.80e+00 9.57e-03 5.81e-02
n -1.35e+00 1.12e-02 4.28e-02
k -1.13e+00 1.89e-02 5.86e-02
v 1.12e+00 2.22e-01 7.21e-02
i 1.02e+00 1.60e-01 5.75e-02
g -8.77e-01 3.10e-02 7.45e-02
e -8.42e-01 2.94e-02 6.82e-02
r -7.18e-01 2.49e-02 5.10e-02
q -7.14e-01 1.82e-02 3.71e-02
h -6.24e-01 1.23e-02 2.30e-02
s -5.29e-01 3.46e-02 5.87e-02
f 5.01e-01 6.67e-02 4.04e-02
m 2.96e-01 2.86e-02 2.12e-02
l 2.64e-01 1.20e-01 9.22e-02
y 2.63e-01 4.55e-02 3.50e-02
c 2.29e-01 1.80e-02 1.43e-02
w 1.07e-01 1.54e-02 1.39e-02
t -4.53e-02 5.19e-02 5.43e-02
a 1.87e-03 8.18e-02 8.17e-02
00 00 D SM aa 0 0.309 d -1.71e+00 1.05e-02 5.83e-02
g -1.60e+00 1.50e-02 7.44e-02
n -1.40e+00 1.06e-02 4.29e-02
e -1.26e+00 1.94e-02 6.80e-02
r -1.10e+00 1.69e-02 5.10e-02
k -1.00e+00 2.16e-02 5.87e-02
v 9.24e-01 1.81e-01 7.19e-02
q -8.87e-01 1.53e-02 3.70e-02
i 8.45e-01 1.34e-01 5.74e-02
p 8.27e-01 1.05e-01 4.60e-02
c 6.73e-01 2.80e-02 1.43e-02
s -5.81e-01 3.31e-02 5.92e-02
m -5.41e-01 1.24e-02 2.12e-02
a 5.07e-01 1.35e-01 8.14e-02
h -4.35e-01 1.49e-02 2.30e-02
f 4.29e-01 6.19e-02 4.03e-02
w -4.18e-01 9.08e-03 1.38e-02
t -4.06e-01 3.64e-02 5.46e-02
y 1.14e-01 3.91e-02 3.49e-02
l 9.48e-02 1.01e-01 9.17e-02
01 01 D SM aa 1 0.153 d 1.14e+00 1.83e-01 5.82e-02
w -1.05e+00 4.84e-03 1.38e-02
g -9.70e-01 2.82e-02 7.44e-02
f -9.57e-01 1.55e-02 4.04e-02
c -9.06e-01 5.79e-03 1.43e-02
y -8.81e-01 1.45e-02 3.49e-02
m -8.09e-01 9.44e-03 2.12e-02
p -4.31e-01 2.98e-02 4.58e-02
k 4.17e-01 8.89e-02 5.86e-02
a -3.89e-01 5.52e-02 8.15e-02
t 2.58e-01 7.06e-02 5.45e-02
l -2.46e-01 7.19e-02 9.20e-02
r 1.88e-01 6.15e-02 5.09e-02
i -1.27e-01 5.07e-02 5.75e-02
s 9.87e-02 6.49e-02 5.88e-02
h 9.47e-02 2.53e-02 2.30e-02
q 5.55e-02 3.91e-02 3.70e-02
n -3.45e-02 4.14e-02 4.28e-02
v -1.69e-02 7.08e-02 7.21e-02
e 1.38e-02 6.90e-02 6.81e-02
05 05 D SM aa 5 0.117 v 7.55e-01 1.53e-01 7.19e-02
g -7.14e-01 3.65e-02 7.45e-02
k -7.12e-01 2.88e-02 5.88e-02
i 6.71e-01 1.12e-01 5.74e-02
q -5.68e-01 2.10e-02 3.71e-02
r -5.54e-01 2.94e-02 5.11e-02
e -5.01e-01 4.13e-02 6.82e-02
d -4.94e-01 3.54e-02 5.79e-02
f 4.66e-01 6.43e-02 4.04e-02
n -4.40e-01 2.76e-02 4.29e-02
c 3.98e-01 2.14e-02 1.44e-02
l 2.84e-01 1.22e-01 9.21e-02
a -2.55e-01 6.34e-02 8.18e-02
h -2.02e-01 1.88e-02 2.30e-02
s -1.97e-01 4.81e-02 5.86e-02
m 1.96e-01 2.59e-02 2.13e-02
w 1.57e-01 1.63e-02 1.39e-02
p -1.30e-01 4.01e-02 4.56e-02
t 9.60e-02 5.97e-02 5.42e-02
y -1.21e-02 3.45e-02 3.49e-02
04 04 D SM aa 4 0.109 p -1.53e+00 9.90e-03 4.56e-02
d -7.68e-01 2.69e-02 5.80e-02
i 7.48e-01 1.21e-01 5.74e-02
v 6.52e-01 1.38e-01 7.20e-02
n -5.32e-01 2.52e-02 4.28e-02
g -4.34e-01 4.83e-02 7.45e-02
f 3.64e-01 5.81e-02 4.04e-02
y 3.56e-01 4.99e-02 3.49e-02
k -3.12e-01 4.30e-02 5.87e-02
s -2.76e-01 4.44e-02 5.85e-02
a -2.64e-01 6.27e-02 8.17e-02
q -2.43e-01 2.91e-02 3.71e-02
e -2.36e-01 5.39e-02 6.82e-02
w 2.03e-01 1.70e-02 1.39e-02
l 1.61e-01 1.08e-01 9.22e-02
c -1.07e-01 1.29e-02 1.43e-02
m 9.84e-02 2.35e-02 2.13e-02
r -7.06e-02 4.76e-02 5.11e-02
t 4.19e-02 5.66e-02 5.43e-02
h 1.42e-02 2.34e-02 2.30e-02
02 02 D SM aa 2 0.091 p -8.45e+00 9.74e-06 4.56e-02
y 4.71e-01 5.59e-02 3.49e-02
h 4.62e-01 3.65e-02 2.30e-02
l -4.53e-01 5.85e-02 9.21e-02
g 4.24e-01 1.14e-01 7.45e-02
n -3.58e-01 2.99e-02 4.28e-02
c 3.14e-01 1.96e-02 1.43e-02
d -3.12e-01 4.26e-02 5.82e-02
i -2.99e-01 4.27e-02 5.75e-02
a 2.98e-01 1.10e-01 8.16e-02
s 2.93e-01 7.88e-02 5.87e-02
f 2.70e-01 5.29e-02 4.04e-02
t -2.64e-01 4.18e-02 5.44e-02
q -2.30e-01 2.94e-02 3.70e-02
w 1.68e-01 1.64e-02 1.39e-02
r 1.36e-01 5.84e-02 5.10e-02
e -1.14e-01 6.08e-02 6.81e-02
m -1.11e-01 1.90e-02 2.12e-02
k 4.76e-02 6.14e-02 5.86e-02
v -5.42e-03 7.17e-02 7.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.137
08 -0.137 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.279
10 -0.279 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.485
12 -0.485 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.188
14 -0.188 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.345
16 -0.345 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.250
18 -0.250 1.000
DATA_CLASS 18
CLASS 18 - weight 12159 normalized weight 0.008 relative strength 1.92e-01 *******
class cross entropy w.r.t. global class 1.85e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.850 ( 1.28e+00 4.00e-01) 8.16e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.850 ( 4.43e-01 4.00e-01) 9.18e-01 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 1.205 p -9.31e+00 4.11e-06 4.55e-02
i -5.37e+00 2.67e-04 5.75e-02
v -3.93e+00 1.42e-03 7.21e-02
t -2.98e+00 2.76e-03 5.43e-02
w -2.49e+00 1.15e-03 1.39e-02
y -2.23e+00 3.76e-03 3.50e-02
f -2.21e+00 4.44e-03 4.04e-02
l -2.13e+00 1.09e-02 9.22e-02
g 2.11e+00 6.16e-01 7.45e-02
a -1.86e+00 1.27e-02 8.17e-02
m -1.46e+00 4.93e-03 2.12e-02
c -1.26e+00 4.07e-03 1.43e-02
s -1.10e+00 1.95e-02 5.87e-02
e -9.95e-01 2.52e-02 6.82e-02
n 7.46e-01 9.03e-02 4.28e-02
r -2.92e-01 3.81e-02 5.10e-02
d -2.38e-01 4.58e-02 5.81e-02
q -1.15e-01 3.30e-02 3.71e-02
k 7.95e-02 6.34e-02 5.86e-02
h -3.21e-02 2.23e-02 2.30e-02
10 16 R MNcn psi4 0.944 ( 2.54e+00 4.00e-01) 4.32e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.944 ( 4.51e+00 4.90e-01) 7.32e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.926 (-6.62e-01 4.00e-01) 3.71e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.926 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.921 ( 2.39e+00 4.02e-01) 3.92e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.921 ( 4.66e+00 4.75e-01) 2.37e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.886 (-5.70e-01 4.00e-01) 3.47e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.886 ( 5.07e+00 4.00e-01) 1.31e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.761 (-7.35e-02 4.00e-01) 2.22e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.761 ( 4.64e+00 4.00e-01) 2.46e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.179 p -4.76e+00 3.90e-04 4.56e-02
g -1.71e+00 1.35e-02 7.45e-02
v -1.00e+00 2.64e-02 7.21e-02
i -7.52e-01 2.71e-02 5.75e-02
c 7.23e-01 2.95e-02 1.43e-02
t 6.93e-01 1.09e-01 5.44e-02
d -6.42e-01 3.06e-02 5.82e-02
l 5.35e-01 1.57e-01 9.21e-02
h 5.02e-01 3.80e-02 2.30e-02
m 3.17e-01 2.91e-02 2.12e-02
w -3.11e-01 1.02e-02 1.39e-02
y 2.80e-01 4.63e-02 3.49e-02
n 2.78e-01 5.66e-02 4.28e-02
e -2.22e-01 5.45e-02 6.81e-02
f 2.12e-01 4.99e-02 4.04e-02
a 1.51e-01 9.49e-02 8.16e-02
s 1.41e-01 6.76e-02 5.87e-02
k 8.98e-02 6.41e-02 5.86e-02
q 8.53e-02 4.03e-02 3.70e-02
r 7.75e-02 5.51e-02 5.10e-02
01 01 D SM aa 1 0.158 p -1.64e+00 8.93e-03 4.58e-02
g -1.06e+00 2.58e-02 7.44e-02
c -8.77e-01 5.96e-03 1.43e-02
w -7.67e-01 6.43e-03 1.38e-02
e 7.46e-01 1.44e-01 6.81e-02
k 7.43e-01 1.23e-01 5.86e-02
f -6.88e-01 2.03e-02 4.04e-02
i -5.42e-01 3.35e-02 5.75e-02
y -5.28e-01 2.06e-02 3.49e-02
v -5.26e-01 4.26e-02 7.21e-02
q 4.33e-01 5.71e-02 3.70e-02
r 4.19e-01 7.74e-02 5.09e-02
a 4.15e-01 1.23e-01 8.15e-02
t -3.19e-01 3.96e-02 5.45e-02
l -2.90e-01 6.88e-02 9.20e-02
m -2.15e-01 1.71e-02 2.12e-02
n -1.86e-01 3.55e-02 4.28e-02
s 1.54e-01 6.86e-02 5.88e-02
h -1.53e-01 1.97e-02 2.30e-02
d 6.12e-02 6.19e-02 5.82e-02
04 04 D SM aa 4 0.147 p -1.86e+00 7.09e-03 4.56e-02
d -1.39e+00 1.44e-02 5.80e-02
n -1.07e+00 1.47e-02 4.28e-02
s -7.91e-01 2.65e-02 5.85e-02
i 7.54e-01 1.22e-01 5.74e-02
g -6.16e-01 4.02e-02 7.45e-02
v 5.39e-01 1.23e-01 7.20e-02
m 4.28e-01 3.26e-02 2.13e-02
l 3.70e-01 1.33e-01 9.22e-02
k 3.17e-01 8.06e-02 5.87e-02
h -2.90e-01 1.72e-02 2.30e-02
f 2.84e-01 5.37e-02 4.04e-02
y 2.53e-01 4.50e-02 3.49e-02
e -2.31e-01 5.41e-02 6.82e-02
t -2.25e-01 4.33e-02 5.43e-02
q -1.98e-01 3.04e-02 3.71e-02
c 1.46e-01 1.66e-02 1.43e-02
a -6.39e-02 7.67e-02 8.17e-02
r 4.80e-02 5.36e-02 5.11e-02
w 1.94e-02 1.42e-02 1.39e-02
05 05 D SM aa 5 0.138 g -1.14e+00 2.39e-02 7.45e-02
p 1.13e+00 1.41e-01 4.56e-02
m -7.93e-01 9.62e-03 2.13e-02
l -5.92e-01 5.10e-02 9.21e-02
a -5.61e-01 4.67e-02 8.18e-02
f -5.16e-01 2.41e-02 4.04e-02
k 4.00e-01 8.77e-02 5.88e-02
t 3.41e-01 7.63e-02 5.42e-02
d 3.30e-01 8.06e-02 5.79e-02
i -2.93e-01 4.28e-02 5.74e-02
s 2.82e-01 7.77e-02 5.86e-02
c -2.23e-01 1.15e-02 1.44e-02
v -2.22e-01 5.76e-02 7.19e-02
w -2.07e-01 1.13e-02 1.39e-02
q -2.03e-01 3.03e-02 3.71e-02
y -1.94e-01 2.88e-02 3.49e-02
r 1.76e-01 6.10e-02 5.11e-02
h -8.59e-02 2.11e-02 2.30e-02
e 6.12e-02 7.25e-02 6.82e-02
n 4.98e-02 4.50e-02 4.29e-02
00 00 D SM aa 0 0.109 g -1.16e+00 2.34e-02 7.44e-02
c -1.11e+00 4.69e-03 1.43e-02
k 7.22e-01 1.21e-01 5.87e-02
w -6.82e-01 6.97e-03 1.38e-02
f -6.75e-01 2.05e-02 4.03e-02
r 6.08e-01 9.36e-02 5.10e-02
y -5.28e-01 2.06e-02 3.49e-02
e 4.86e-01 1.11e-01 6.80e-02
v -3.73e-01 4.95e-02 7.19e-02
q 3.21e-01 5.11e-02 3.70e-02
i -3.03e-01 4.24e-02 5.74e-02
a 2.57e-01 1.05e-01 8.14e-02
n -2.54e-01 3.33e-02 4.29e-02
t -2.52e-01 4.24e-02 5.46e-02
s -2.34e-01 4.68e-02 5.92e-02
h 2.26e-01 2.88e-02 2.30e-02
d -2.09e-01 4.73e-02 5.83e-02
m -1.72e-01 1.79e-02 2.12e-02
l -8.92e-02 8.39e-02 9.17e-02
p 8.64e-02 5.01e-02 4.60e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.091
08 -0.091 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.042
10 -0.042 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.216
12 -0.216 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.560
14 -0.560 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.177
16 -0.177 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.082
18 -0.082 1.000
DATA_CLASS 19
CLASS 19 - weight 12146 normalized weight 0.008 relative strength 4.21e-02 *******
class cross entropy w.r.t. global class 1.11e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.939 (-6.98e-01 4.00e-01) 3.80e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.939 ( 5.16e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.932 (-6.90e-01 4.00e-01) 3.77e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.932 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.917 (-6.41e-01 4.00e-01) 3.63e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.917 ( 5.13e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.890 (-5.78e-01 4.00e-01) 3.47e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.890 ( 5.08e+00 4.00e-01) 1.35e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.835 (-3.97e-01 4.00e-01) 3.01e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.835 ( 4.91e+00 4.00e-01) 9.11e-01 ( 4.54e+00 1.01e+00)
11 17 R MNcn phi5 0.479 ( 4.23e+00 4.00e-01) 7.88e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.479 ( 5.24e-01 7.30e-01) 3.91e-01 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 0.454 p -9.21e+00 4.57e-06 4.56e-02
g -1.89e+00 1.12e-02 7.45e-02
h 1.51e+00 1.04e-01 2.30e-02
n 1.35e+00 1.66e-01 4.29e-02
y 1.17e+00 1.12e-01 3.49e-02
i -1.05e+00 2.01e-02 5.74e-02
f 1.00e+00 1.10e-01 4.04e-02
a -9.90e-01 3.04e-02 8.18e-02
v -9.02e-01 2.92e-02 7.19e-02
e -8.58e-01 2.89e-02 6.82e-02
c 6.13e-01 2.65e-02 1.44e-02
l -6.04e-01 5.04e-02 9.21e-02
k -5.06e-01 3.54e-02 5.88e-02
s -3.24e-01 4.24e-02 5.86e-02
r -1.88e-01 4.24e-02 5.11e-02
m -1.87e-01 1.76e-02 2.13e-02
d 1.70e-01 6.87e-02 5.79e-02
q -1.54e-01 3.18e-02 3.71e-02
t 1.00e-01 6.00e-02 5.42e-02
w -9.45e-02 1.26e-02 1.39e-02
01 01 D SM aa 1 0.175 p -2.14e+00 5.37e-03 4.58e-02
g -1.53e+00 1.61e-02 7.44e-02
w 8.78e-01 3.33e-02 1.38e-02
f 6.97e-01 8.11e-02 4.04e-02
s -6.72e-01 3.01e-02 5.88e-02
n -6.47e-01 2.24e-02 4.28e-02
l 6.31e-01 1.73e-01 9.20e-02
d -5.60e-01 3.32e-02 5.82e-02
y 5.40e-01 5.99e-02 3.49e-02
m 5.15e-01 3.55e-02 2.12e-02
k -5.12e-01 3.51e-02 5.86e-02
t -4.90e-01 3.34e-02 5.45e-02
i 4.71e-01 9.21e-02 5.75e-02
r -4.05e-01 3.40e-02 5.09e-02
c 2.38e-01 1.82e-02 1.43e-02
q -2.21e-01 2.97e-02 3.70e-02
a 2.14e-01 1.01e-01 8.15e-02
h 1.04e-01 2.55e-02 2.30e-02
v 8.35e-02 7.83e-02 7.21e-02
e -7.79e-02 6.30e-02 6.81e-02
04 04 D SM aa 4 0.161 p -2.66e+00 3.21e-03 4.56e-02
g -1.11e+00 2.45e-02 7.45e-02
w -9.02e-01 5.64e-03 1.39e-02
v -8.98e-01 2.93e-02 7.20e-02
i -8.81e-01 2.38e-02 5.74e-02
k 8.06e-01 1.31e-01 5.87e-02
q 6.28e-01 6.95e-02 3.71e-02
r 5.01e-01 8.43e-02 5.11e-02
f -4.61e-01 2.55e-02 4.04e-02
e 3.76e-01 9.94e-02 6.82e-02
h 3.35e-01 3.22e-02 2.30e-02
n 3.28e-01 5.95e-02 4.28e-02
y -2.63e-01 2.69e-02 3.49e-02
d -1.91e-01 4.79e-02 5.80e-02
a 1.72e-01 9.70e-02 8.17e-02
t -1.61e-01 4.62e-02 5.43e-02
c -1.39e-01 1.25e-02 1.43e-02
s 1.20e-01 6.60e-02 5.85e-02
m 4.47e-02 2.22e-02 2.13e-02
l 9.42e-03 9.31e-02 9.22e-02
02 02 D SM aa 2 0.158 p -1.99e+00 6.25e-03 4.56e-02
g -1.15e+00 2.37e-02 7.45e-02
d -1.04e+00 2.06e-02 5.82e-02
t -7.00e-01 2.70e-02 5.44e-02
n -6.86e-01 2.16e-02 4.28e-02
l 6.75e-01 1.81e-01 9.21e-02
m 6.26e-01 3.97e-02 2.12e-02
c 5.31e-01 2.43e-02 1.43e-02
a 4.86e-01 1.33e-01 8.16e-02
e -4.45e-01 4.37e-02 6.81e-02
w 4.09e-01 2.09e-02 1.39e-02
s -4.07e-01 3.91e-02 5.87e-02
f 3.67e-01 5.83e-02 4.04e-02
y 2.87e-01 4.66e-02 3.49e-02
h -2.72e-01 1.75e-02 2.30e-02
i 2.31e-01 7.25e-02 5.75e-02
r 1.91e-01 6.17e-02 5.10e-02
v -1.40e-01 6.27e-02 7.21e-02
k 6.47e-02 6.25e-02 5.86e-02
q 2.28e-02 3.79e-02 3.70e-02
03 03 D SM aa 3 0.131 p -1.55e+00 9.62e-03 4.55e-02
g -1.19e+00 2.27e-02 7.45e-02
k 6.96e-01 1.18e-01 5.86e-02
v -6.89e-01 3.62e-02 7.21e-02
c -5.64e-01 8.14e-03 1.43e-02
q 5.45e-01 6.40e-02 3.71e-02
r 5.22e-01 8.60e-02 5.10e-02
e 5.13e-01 1.14e-01 6.82e-02
f -5.11e-01 2.42e-02 4.04e-02
i -4.55e-01 3.65e-02 5.75e-02
t -3.81e-01 3.71e-02 5.43e-02
d -3.03e-01 4.29e-02 5.81e-02
y -2.57e-01 2.70e-02 3.50e-02
a 2.55e-01 1.05e-01 8.17e-02
m 1.85e-01 2.56e-02 2.12e-02
n -1.27e-01 3.77e-02 4.28e-02
s 1.26e-01 6.66e-02 5.87e-02
l 1.01e-01 1.02e-01 9.22e-02
w 1.74e-02 1.41e-02 1.39e-02
h -9.95e-03 2.28e-02 2.30e-02
00 00 D SM aa 0 0.077 g -9.64e-01 2.84e-02 7.44e-02
c -8.23e-01 6.27e-03 1.43e-02
p -7.64e-01 2.14e-02 4.60e-02
e 6.26e-01 1.27e-01 6.80e-02
v -4.68e-01 4.50e-02 7.19e-02
q 4.03e-01 5.54e-02 3.70e-02
k 3.42e-01 8.27e-02 5.87e-02
w 3.39e-01 1.94e-02 1.38e-02
r 2.89e-01 6.80e-02 5.10e-02
i -2.82e-01 4.33e-02 5.74e-02
f -2.56e-01 3.12e-02 4.03e-02
a 2.43e-01 1.04e-01 8.14e-02
t -2.25e-01 4.36e-02 5.46e-02
y 1.59e-01 4.08e-02 3.49e-02
d 1.49e-01 6.76e-02 5.83e-02
s -1.35e-01 5.17e-02 5.92e-02
n -1.27e-01 3.78e-02 4.29e-02
l -1.07e-01 8.24e-02 9.17e-02
m -8.25e-02 1.96e-02 2.12e-02
h 5.68e-02 2.43e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.095
08 -0.095 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.133
10 -0.133 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.155
12 -0.155 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.116
14 -0.116 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.235
16 -0.235 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.347
18 -0.347 1.000
DATA_CLASS 20
CLASS 20 - weight 11788 normalized weight 0.008 relative strength 5.54e-02 *******
class cross entropy w.r.t. global class 1.29e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 1.039 ( 2.58e+00 4.00e-01) 4.42e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.039 ( 3.92e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 1.035 ( 2.59e+00 4.00e-01) 4.45e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.035 ( 3.92e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 1.020 ( 2.57e+00 4.00e-01) 4.39e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.020 ( 3.97e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.993 ( 2.49e+00 4.00e-01) 4.21e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.993 ( 4.03e+00 4.00e-01) 1.28e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.964 ( 2.41e+00 4.00e-01) 4.01e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.964 ( 4.10e+00 4.00e-01) 1.11e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.939 ( 2.54e+00 4.00e-01) 4.29e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.939 ( 4.07e+00 4.69e-01) 1.00e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.168 p -9.19e+00 4.65e-06 4.56e-02
d -8.94e-01 2.38e-02 5.82e-02
k -7.66e-01 2.72e-02 5.86e-02
f 7.08e-01 8.20e-02 4.04e-02
y 6.81e-01 6.91e-02 3.49e-02
w 6.33e-01 2.61e-02 1.39e-02
s 6.31e-01 1.10e-01 5.87e-02
n -5.91e-01 2.37e-02 4.28e-02
e -5.68e-01 3.86e-02 6.81e-02
l -5.05e-01 5.56e-02 9.21e-02
c 4.97e-01 2.35e-02 1.43e-02
r -4.19e-01 3.35e-02 5.10e-02
a 3.76e-01 1.19e-01 8.16e-02
g 3.73e-01 1.08e-01 7.45e-02
t 3.13e-01 7.44e-02 5.44e-02
i -2.18e-01 4.63e-02 5.75e-02
q -1.71e-01 3.12e-02 3.70e-02
v -1.29e-01 6.34e-02 7.21e-02
h -1.16e-01 2.05e-02 2.30e-02
m 1.08e-01 2.36e-02 2.12e-02
03 03 D SM aa 3 0.165 p -9.18e+00 4.71e-06 4.55e-02
d -8.28e-01 2.54e-02 5.81e-02
k -8.12e-01 2.60e-02 5.86e-02
w 7.82e-01 3.03e-02 1.39e-02
l -6.69e-01 4.72e-02 9.22e-02
n -6.44e-01 2.25e-02 4.28e-02
f 6.22e-01 7.52e-02 4.04e-02
s 5.72e-01 1.04e-01 5.87e-02
y 5.57e-01 6.10e-02 3.50e-02
e -5.09e-01 4.10e-02 6.82e-02
t 4.43e-01 8.46e-02 5.43e-02
g 4.24e-01 1.14e-01 7.45e-02
c 4.03e-01 2.14e-02 1.43e-02
a 3.61e-01 1.17e-01 8.17e-02
r -3.47e-01 3.61e-02 5.10e-02
h -3.04e-01 1.70e-02 2.30e-02
i -1.87e-01 4.77e-02 5.75e-02
q -1.49e-01 3.19e-02 3.71e-02
m 7.67e-02 2.29e-02 2.12e-02
v 3.77e-02 7.48e-02 7.21e-02
01 01 D SM aa 1 0.154 p -9.17e+00 4.76e-06 4.58e-02
d -9.75e-01 2.19e-02 5.82e-02
y 7.18e-01 7.16e-02 3.49e-02
f 7.13e-01 8.25e-02 4.04e-02
k -7.03e-01 2.90e-02 5.86e-02
s 6.50e-01 1.13e-01 5.88e-02
w 6.33e-01 2.61e-02 1.38e-02
e -5.48e-01 3.94e-02 6.81e-02
r -3.81e-01 3.48e-02 5.09e-02
l -3.79e-01 6.29e-02 9.20e-02
n -3.74e-01 2.94e-02 4.28e-02
c 3.74e-01 2.08e-02 1.43e-02
t 3.48e-01 7.72e-02 5.45e-02
g 2.45e-01 9.51e-02 7.44e-02
a 2.24e-01 1.02e-01 8.15e-02
q -1.54e-01 3.17e-02 3.70e-02
i -1.50e-01 4.95e-02 5.75e-02
h 9.82e-02 2.53e-02 2.30e-02
v -8.69e-02 6.61e-02 7.21e-02
m 3.20e-02 2.19e-02 2.12e-02
04 04 D SM aa 4 0.137 p -7.72e+00 2.03e-05 4.56e-02
d -7.65e-01 2.70e-02 5.80e-02
w 7.28e-01 2.88e-02 1.39e-02
k -7.16e-01 2.87e-02 5.87e-02
y 6.69e-01 6.82e-02 3.49e-02
f 6.32e-01 7.60e-02 4.04e-02
n -6.26e-01 2.29e-02 4.28e-02
e -4.76e-01 4.24e-02 6.82e-02
t 4.65e-01 8.64e-02 5.43e-02
v 3.73e-01 1.05e-01 7.20e-02
s 3.54e-01 8.34e-02 5.85e-02
r -2.63e-01 3.92e-02 5.11e-02
q -2.54e-01 2.87e-02 3.71e-02
l -2.42e-01 7.23e-02 9.22e-02
i 2.08e-01 7.07e-02 5.74e-02
a 1.93e-01 9.91e-02 8.17e-02
h -1.92e-01 1.90e-02 2.30e-02
g -1.90e-01 6.16e-02 7.45e-02
c 1.79e-01 1.72e-02 1.43e-02
m 1.10e-01 2.37e-02 2.13e-02
00 00 D SM aa 0 0.124 p -8.29e+00 1.15e-05 4.60e-02
d -8.44e-01 2.51e-02 5.83e-02
y 7.25e-01 7.20e-02 3.49e-02
w 7.10e-01 2.81e-02 1.38e-02
f 6.32e-01 7.58e-02 4.03e-02
k -5.44e-01 3.41e-02 5.87e-02
e -5.27e-01 4.02e-02 6.80e-02
s 5.24e-01 9.99e-02 5.92e-02
t 3.41e-01 7.67e-02 5.46e-02
q -2.49e-01 2.89e-02 3.70e-02
n -1.94e-01 3.53e-02 4.29e-02
v 1.63e-01 8.47e-02 7.19e-02
l -1.50e-01 7.89e-02 9.17e-02
r -1.40e-01 4.43e-02 5.10e-02
h 9.60e-02 2.53e-02 2.30e-02
m 8.09e-02 2.30e-02 2.12e-02
g -6.60e-02 6.96e-02 7.44e-02
i 5.23e-02 6.05e-02 5.74e-02
a 2.53e-02 8.35e-02 8.14e-02
c -1.70e-02 1.40e-02 1.43e-02
05 05 D SM aa 5 0.123 p -8.79e+00 6.92e-06 4.56e-02
y 6.05e-01 6.40e-02 3.49e-02
k -5.80e-01 3.29e-02 5.88e-02
d -5.56e-01 3.32e-02 5.79e-02
g -5.47e-01 4.31e-02 7.45e-02
f 5.30e-01 6.86e-02 4.04e-02
w 5.16e-01 2.33e-02 1.39e-02
v 4.74e-01 1.15e-01 7.19e-02
t 4.66e-01 8.64e-02 5.42e-02
s 4.15e-01 8.87e-02 5.86e-02
e -3.33e-01 4.89e-02 6.82e-02
h -2.80e-01 1.74e-02 2.30e-02
i 2.78e-01 7.57e-02 5.74e-02
q -2.30e-01 2.94e-02 3.71e-02
n -2.22e-01 3.43e-02 4.29e-02
m 1.92e-01 2.58e-02 2.13e-02
l -1.88e-01 7.63e-02 9.21e-02
a -8.64e-02 7.50e-02 8.18e-02
r -6.97e-02 4.77e-02 5.11e-02
c -4.97e-02 1.37e-02 1.44e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.292
08 -0.292 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.265
10 -0.265 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.257
12 -0.257 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.322
14 -0.322 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.286
16 -0.286 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.305
18 -0.305 1.000
DATA_CLASS 21
CLASS 21 - weight 11724 normalized weight 0.008 relative strength 1.13e-01 *******
class cross entropy w.r.t. global class 1.31e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 1.166 ( 2.51e+00 4.00e-01) 4.23e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 1.166 ( 5.01e+00 4.00e-01) 1.17e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.933 ( 2.36e+00 4.00e-01) 3.88e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.933 ( 4.26e+00 4.00e-01) 7.01e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.933 ( 2.36e+00 4.00e-01) 3.87e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.933 ( 4.26e+00 4.00e-01) 7.18e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.928 ( 2.33e+00 4.00e-01) 3.81e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.928 ( 4.26e+00 4.00e-01) 7.04e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.901 ( 2.35e+00 4.00e-01) 3.85e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.901 ( 4.31e+00 4.31e-01) 5.41e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.878 ( 2.42e+00 4.00e-01) 4.01e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.878 ( 4.28e+00 4.87e-01) 5.42e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.729 v -7.75e+00 3.11e-05 7.19e-02
i -7.64e+00 2.77e-05 5.74e-02
f -2.55e+00 3.15e-03 4.03e-02
y -2.31e+00 3.48e-03 3.49e-02
p 2.11e+00 3.78e-01 4.60e-02
c -1.20e+00 4.28e-03 1.43e-02
h -1.17e+00 7.13e-03 2.30e-02
l -1.16e+00 2.88e-02 9.17e-02
t -8.39e-01 2.36e-02 5.46e-02
m -8.37e-01 9.20e-03 2.12e-02
d 6.22e-01 1.08e-01 5.83e-02
w -4.39e-01 8.90e-03 1.38e-02
r -3.16e-01 3.71e-02 5.10e-02
g -2.87e-01 5.58e-02 7.44e-02
s -2.49e-01 4.61e-02 5.92e-02
q -1.75e-01 3.11e-02 3.70e-02
k 8.19e-02 6.37e-02 5.87e-02
e 5.08e-02 7.16e-02 6.80e-02
n -4.14e-02 4.11e-02 4.29e-02
a -4.13e-02 7.81e-02 8.14e-02
02 02 D SM aa 2 0.215 p -8.73e+00 7.42e-06 4.56e-02
g -1.42e+00 1.81e-02 7.45e-02
d -1.12e+00 1.90e-02 5.82e-02
v 8.89e-01 1.75e-01 7.21e-02
i 7.93e-01 1.27e-01 5.75e-02
n -6.71e-01 2.19e-02 4.28e-02
e -5.47e-01 3.94e-02 6.81e-02
q -3.96e-01 2.49e-02 3.70e-02
a -3.77e-01 5.60e-02 8.16e-02
s -3.38e-01 4.19e-02 5.87e-02
f 3.38e-01 5.66e-02 4.04e-02
l 3.17e-01 1.26e-01 9.21e-02
y 3.09e-01 4.76e-02 3.49e-02
t 2.05e-01 6.68e-02 5.44e-02
m 2.04e-01 2.60e-02 2.12e-02
k -1.89e-01 4.85e-02 5.86e-02
c 1.67e-01 1.69e-02 1.43e-02
h -5.82e-02 2.17e-02 2.30e-02
w 4.36e-02 1.45e-02 1.39e-02
r 2.90e-04 5.10e-02 5.10e-02
03 03 D SM aa 3 0.209 p -8.06e+00 1.44e-05 4.55e-02
d -1.13e+00 1.89e-02 5.81e-02
g -1.03e+00 2.65e-02 7.45e-02
n -9.46e-01 1.66e-02 4.28e-02
v 8.25e-01 1.64e-01 7.21e-02
i 7.56e-01 1.23e-01 5.75e-02
f 5.20e-01 6.79e-02 4.04e-02
k -5.06e-01 3.53e-02 5.86e-02
e -4.58e-01 4.31e-02 6.82e-02
y 4.46e-01 5.46e-02 3.50e-02
q -4.23e-01 2.43e-02 3.71e-02
s -3.99e-01 3.94e-02 5.87e-02
l 3.84e-01 1.35e-01 9.22e-02
r -3.24e-01 3.69e-02 5.10e-02
w 2.59e-01 1.80e-02 1.39e-02
a -1.88e-01 6.76e-02 8.17e-02
c 1.87e-01 1.73e-02 1.43e-02
m 1.86e-01 2.56e-02 2.12e-02
t 1.83e-01 6.52e-02 5.43e-02
h -1.20e-01 2.04e-02 2.30e-02
04 04 D SM aa 4 0.195 p -8.58e+00 8.59e-06 4.56e-02
d -1.01e+00 2.11e-02 5.80e-02
g -9.82e-01 2.79e-02 7.45e-02
n -9.50e-01 1.66e-02 4.28e-02
v 8.16e-01 1.63e-01 7.20e-02
i 6.65e-01 1.12e-01 5.74e-02
f 5.29e-01 6.85e-02 4.04e-02
w 5.19e-01 2.33e-02 1.39e-02
y 4.97e-01 5.74e-02 3.49e-02
e -4.52e-01 4.34e-02 6.82e-02
s -3.85e-01 3.98e-02 5.85e-02
k -3.80e-01 4.01e-02 5.87e-02
l 3.42e-01 1.30e-01 9.22e-02
q -2.97e-01 2.75e-02 3.71e-02
a -2.93e-01 6.09e-02 8.17e-02
c 2.72e-01 1.88e-02 1.43e-02
m 2.44e-01 2.71e-02 2.13e-02
r -2.07e-01 4.15e-02 5.11e-02
t 9.68e-02 5.98e-02 5.43e-02
h -5.71e-02 2.17e-02 2.30e-02
01 01 D SM aa 1 0.185 p -8.73e+00 7.40e-06 4.58e-02
g -1.54e+00 1.59e-02 7.44e-02
d -1.48e+00 1.32e-02 5.82e-02
v 8.33e-01 1.66e-01 7.21e-02
n -7.27e-01 2.07e-02 4.28e-02
i 4.21e-01 8.76e-02 5.75e-02
e -4.10e-01 4.52e-02 6.81e-02
t 3.78e-01 7.96e-02 5.45e-02
r 3.15e-01 6.98e-02 5.09e-02
h 2.98e-01 3.10e-02 2.30e-02
k 2.88e-01 7.82e-02 5.86e-02
w -2.78e-01 1.05e-02 1.38e-02
a -2.16e-01 6.57e-02 8.15e-02
f 1.99e-01 4.93e-02 4.04e-02
s -1.47e-01 5.08e-02 5.88e-02
c 1.35e-01 1.64e-02 1.43e-02
y 1.30e-01 3.98e-02 3.49e-02
m 1.30e-01 2.41e-02 2.12e-02
q 6.83e-02 3.97e-02 3.70e-02
l 5.16e-02 9.68e-02 9.20e-02
05 05 D SM aa 5 0.099 p -2.53e+00 3.64e-03 4.56e-02
g -9.71e-01 2.82e-02 7.45e-02
c 5.72e-01 2.54e-02 1.44e-02
v 5.65e-01 1.27e-01 7.19e-02
i 4.68e-01 9.16e-02 5.74e-02
f 3.60e-01 5.79e-02 4.04e-02
t 3.59e-01 7.77e-02 5.42e-02
k -3.30e-01 4.23e-02 5.88e-02
y 2.63e-01 4.54e-02 3.49e-02
a -2.58e-01 6.32e-02 8.18e-02
h 2.21e-01 2.87e-02 2.30e-02
e -2.13e-01 5.51e-02 6.82e-02
n -2.09e-01 3.48e-02 4.29e-02
q -1.50e-01 3.19e-02 3.71e-02
d -1.10e-01 5.19e-02 5.79e-02
m 1.02e-01 2.36e-02 2.13e-02
r -7.89e-02 4.73e-02 5.11e-02
w 7.44e-02 1.50e-02 1.39e-02
s -4.79e-02 5.58e-02 5.86e-02
l 2.16e-02 9.42e-02 9.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.053
08 -0.053 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.245
10 -0.245 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.207
12 -0.207 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.223
14 -0.223 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.251
16 -0.251 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.222
18 -0.222 1.000
DATA_CLASS 22
CLASS 22 - weight 11668 normalized weight 0.008 relative strength 1.44e-01 *******
class cross entropy w.r.t. global class 1.32e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.954 (-7.45e-01 4.00e-01) 3.92e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.954 ( 5.17e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.948 (-7.21e-01 4.00e-01) 3.85e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.948 ( 5.19e+00 4.00e-01) 1.63e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.941 (-7.18e-01 4.00e-01) 3.83e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.941 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.941 (-7.27e-01 4.00e-01) 3.84e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.941 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.931 (-6.99e-01 4.00e-01) 3.77e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.931 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.921 (-6.54e-01 4.00e-01) 3.66e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.921 ( 5.13e+00 4.00e-01) 1.47e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.684 p -8.48e+00 9.46e-06 4.56e-02
d -5.69e+00 1.96e-04 5.80e-02
g -4.82e+00 6.03e-04 7.45e-02
e -4.40e+00 8.35e-04 6.82e-02
n -2.74e+00 2.77e-03 4.28e-02
k -2.67e+00 4.08e-03 5.87e-02
l 1.29e+00 3.35e-01 9.22e-02
m 1.25e+00 7.41e-02 2.13e-02
q -1.20e+00 1.11e-02 3.71e-02
t -1.17e+00 1.69e-02 5.43e-02
s -1.11e+00 1.94e-02 5.85e-02
c 8.63e-01 3.40e-02 1.43e-02
a -7.86e-01 3.72e-02 8.17e-02
w 7.43e-01 2.92e-02 1.39e-02
h 7.39e-01 4.82e-02 2.30e-02
v 6.52e-01 1.38e-01 7.20e-02
i 5.57e-01 1.00e-01 5.74e-02
f 5.25e-01 6.82e-02 4.04e-02
r -5.21e-01 3.03e-02 5.11e-02
y 3.48e-01 4.95e-02 3.49e-02
00 00 D SM aa 0 0.515 k -6.95e+00 5.61e-05 5.87e-02
d -6.09e+00 1.31e-04 5.83e-02
e -6.09e+00 1.54e-04 6.80e-02
n -4.49e+00 4.79e-04 4.29e-02
q -3.68e+00 9.35e-04 3.70e-02
p -2.34e+00 4.43e-03 4.60e-02
s -1.49e+00 1.34e-02 5.92e-02
g -1.27e+00 2.08e-02 7.44e-02
l 9.06e-01 2.27e-01 9.17e-02
f 8.70e-01 9.62e-02 4.03e-02
c 7.73e-01 3.09e-02 1.43e-02
m 7.17e-01 4.35e-02 2.12e-02
h 6.84e-01 4.55e-02 2.30e-02
v 6.54e-01 1.38e-01 7.19e-02
y 6.05e-01 6.38e-02 3.49e-02
i 5.08e-01 9.54e-02 5.74e-02
w 3.22e-01 1.90e-02 1.38e-02
a 3.17e-01 1.12e-01 8.14e-02
r -2.82e-01 3.84e-02 5.10e-02
t -9.62e-02 4.96e-02 5.46e-02
02 02 D SM aa 2 0.214 p -8.00e+00 1.53e-05 4.56e-02
i -1.83e+00 9.20e-03 5.75e-02
h 1.08e+00 6.74e-02 2.30e-02
v -9.72e-01 2.73e-02 7.21e-02
r 9.22e-01 1.28e-01 5.10e-02
q 6.73e-01 7.26e-02 3.70e-02
k -6.73e-01 2.99e-02 5.86e-02
f -5.22e-01 2.40e-02 4.04e-02
w 5.07e-01 2.30e-02 1.39e-02
g -3.94e-01 5.02e-02 7.45e-02
a 3.48e-01 1.16e-01 8.16e-02
l -3.38e-01 6.57e-02 9.21e-02
e 2.58e-01 8.82e-02 6.81e-02
t 2.44e-01 6.94e-02 5.44e-02
m 1.86e-01 2.56e-02 2.12e-02
n -1.55e-01 3.67e-02 4.28e-02
d 1.10e-01 6.49e-02 5.82e-02
s -6.46e-02 5.51e-02 5.87e-02
c -5.16e-02 1.36e-02 1.43e-02
y -3.86e-02 3.36e-02 3.49e-02
03 03 D SM aa 3 0.199 p -5.70e+00 1.52e-04 4.55e-02
i -2.14e+00 6.74e-03 5.75e-02
d -9.70e-01 2.20e-02 5.81e-02
w 8.58e-01 3.27e-02 1.39e-02
m 7.98e-01 4.72e-02 2.12e-02
h 7.83e-01 5.03e-02 2.30e-02
n -6.93e-01 2.14e-02 4.28e-02
y 6.63e-01 6.78e-02 3.50e-02
a 5.63e-01 1.43e-01 8.17e-02
q 5.17e-01 6.21e-02 3.71e-02
c 5.11e-01 2.39e-02 1.43e-02
k -4.77e-01 3.64e-02 5.86e-02
f 4.32e-01 6.22e-02 4.04e-02
v -3.83e-01 4.91e-02 7.21e-02
g -3.45e-01 5.28e-02 7.45e-02
r 3.41e-01 7.18e-02 5.10e-02
s -2.83e-01 4.42e-02 5.87e-02
l -9.08e-02 8.42e-02 9.22e-02
e -3.09e-02 6.61e-02 6.82e-02
t 2.24e-02 5.56e-02 5.43e-02
01 01 D SM aa 1 0.166 k -3.24e+00 2.30e-03 5.86e-02
q -1.03e+00 1.32e-02 3.70e-02
p -8.55e-01 1.95e-02 4.58e-02
h 8.36e-01 5.30e-02 2.30e-02
c 7.31e-01 2.98e-02 1.43e-02
a 6.52e-01 1.56e-01 8.15e-02
d -5.66e-01 3.30e-02 5.82e-02
y 5.07e-01 5.80e-02 3.49e-02
n -5.05e-01 2.58e-02 4.28e-02
l 4.98e-01 1.51e-01 9.20e-02
e -4.27e-01 4.44e-02 6.81e-02
w 3.88e-01 2.04e-02 1.38e-02
f 3.74e-01 5.87e-02 4.04e-02
t -3.08e-01 4.01e-02 5.45e-02
i -2.69e-01 4.40e-02 5.75e-02
m 2.53e-01 2.73e-02 2.12e-02
s -1.95e-01 4.84e-02 5.88e-02
v -1.92e-01 5.95e-02 7.21e-02
g -1.31e-01 6.53e-02 7.44e-02
r -2.80e-02 4.95e-02 5.09e-02
05 05 D SM aa 5 0.149 p -7.71e+00 2.05e-05 4.56e-02
i -9.80e-01 2.15e-02 5.74e-02
h 8.45e-01 5.37e-02 2.30e-02
r 7.51e-01 1.08e-01 5.11e-02
e -7.14e-01 3.34e-02 6.82e-02
n -6.64e-01 2.21e-02 4.29e-02
m 6.05e-01 3.89e-02 2.13e-02
a 4.91e-01 1.34e-01 8.18e-02
g -4.10e-01 4.95e-02 7.45e-02
c 3.69e-01 2.07e-02 1.44e-02
d -2.85e-01 4.36e-02 5.79e-02
f -2.61e-01 3.11e-02 4.04e-02
q 2.57e-01 4.79e-02 3.71e-02
y -2.12e-01 2.82e-02 3.49e-02
t 1.63e-01 6.38e-02 5.42e-02
v -1.28e-01 6.32e-02 7.19e-02
l 9.67e-02 1.02e-01 9.21e-02
k 9.57e-02 6.47e-02 5.88e-02
s 2.64e-02 6.01e-02 5.86e-02
w 1.16e-02 1.41e-02 1.39e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.069
08 -0.069 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.064
10 -0.064 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.059
12 -0.059 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.068
14 -0.068 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.095
16 -0.095 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.173
18 -0.173 1.000
DATA_CLASS 23
CLASS 23 - weight 11537 normalized weight 0.007 relative strength 3.90e-07 *******
class cross entropy w.r.t. global class 1.93e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.196 ( 1.72e+00 1.54e+00) 5.92e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.196 ( 4.30e+00 7.32e-01) 3.26e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.165 ( 1.64e+00 1.43e+00) 5.76e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.165 ( 4.47e+00 6.41e-01) 1.15e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.147 ( 1.56e+00 1.45e+00) 5.15e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.147 ( 4.49e+00 6.53e-01) 8.99e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.123 ( 1.39e+00 1.61e+00) 3.54e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.123 ( 4.49e+00 6.81e-01) 8.32e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.119 ( 1.28e+00 1.56e+00) 2.94e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.119 ( 4.53e+00 6.38e-01) 1.50e-02 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.117 ( 1.49e+00 1.54e+00) 4.39e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.117 ( 4.44e+00 7.00e-01) 1.53e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.058 i -6.22e-01 3.09e-02 5.75e-02
l -5.42e-01 5.35e-02 9.21e-02
g 5.06e-01 1.23e-01 7.45e-02
c 4.49e-01 2.24e-02 1.43e-02
n 4.20e-01 6.52e-02 4.28e-02
v -3.89e-01 4.89e-02 7.21e-02
a -3.80e-01 5.58e-02 8.16e-02
f -3.62e-01 2.81e-02 4.04e-02
d 3.25e-01 8.05e-02 5.82e-02
s 3.21e-01 8.10e-02 5.87e-02
m -2.44e-01 1.66e-02 2.12e-02
y -2.05e-01 2.85e-02 3.49e-02
t 1.19e-01 6.13e-02 5.44e-02
w -1.10e-01 1.24e-02 1.39e-02
h 7.76e-02 2.48e-02 2.30e-02
r 7.52e-02 5.50e-02 5.10e-02
k 6.67e-02 6.26e-02 5.86e-02
q -3.69e-02 3.57e-02 3.70e-02
e -6.62e-03 6.77e-02 6.81e-02
p -2.23e-03 4.55e-02 4.56e-02
03 03 D SM aa 3 0.029 i -4.03e-01 3.84e-02 5.75e-02
l -3.94e-01 6.22e-02 9.22e-02
c 3.85e-01 2.10e-02 1.43e-02
a -3.24e-01 5.91e-02 8.17e-02
m -3.12e-01 1.55e-02 2.12e-02
s 2.97e-01 7.89e-02 5.87e-02
v -2.88e-01 5.40e-02 7.21e-02
n 2.60e-01 5.56e-02 4.28e-02
d 2.53e-01 7.48e-02 5.81e-02
p 2.06e-01 5.59e-02 4.55e-02
g 1.83e-01 8.94e-02 7.45e-02
y -1.73e-01 2.94e-02 3.50e-02
f -1.63e-01 3.43e-02 4.04e-02
k 1.32e-01 6.69e-02 5.86e-02
r 1.29e-01 5.80e-02 5.10e-02
t 1.24e-01 6.15e-02 5.43e-02
w -1.14e-01 1.24e-02 1.39e-02
h 9.20e-02 2.52e-02 2.30e-02
q 1.90e-02 3.78e-02 3.71e-02
e 1.85e-02 6.95e-02 6.82e-02
01 01 D SM aa 1 0.029 i -4.69e-01 3.60e-02 5.75e-02
n 3.71e-01 6.20e-02 4.28e-02
v -3.44e-01 5.11e-02 7.21e-02
l -3.40e-01 6.55e-02 9.20e-02
s 2.98e-01 7.93e-02 5.88e-02
c 2.82e-01 1.90e-02 1.43e-02
p 2.77e-01 6.05e-02 4.58e-02
a -2.64e-01 6.26e-02 8.15e-02
d 2.56e-01 7.51e-02 5.82e-02
f -1.91e-01 3.34e-02 4.04e-02
m -1.44e-01 1.84e-02 2.12e-02
g 1.36e-01 8.53e-02 7.44e-02
y -1.14e-01 3.11e-02 3.49e-02
r 9.93e-02 5.63e-02 5.09e-02
t 9.42e-02 5.99e-02 5.45e-02
k 5.54e-02 6.19e-02 5.86e-02
q -5.35e-02 3.51e-02 3.70e-02
w -3.89e-02 1.33e-02 1.38e-02
h 3.58e-02 2.38e-02 2.30e-02
e 3.39e-02 7.04e-02 6.81e-02
05 05 D SM aa 5 0.028 c 4.77e-01 2.31e-02 1.44e-02
g -4.50e-01 4.75e-02 7.45e-02
p 4.20e-01 6.94e-02 4.56e-02
a -3.74e-01 5.63e-02 8.18e-02
m -2.88e-01 1.59e-02 2.13e-02
n 2.56e-01 5.54e-02 4.29e-02
t 2.40e-01 6.90e-02 5.42e-02
l -2.38e-01 7.26e-02 9.21e-02
s 1.94e-01 7.11e-02 5.86e-02
i -1.90e-01 4.74e-02 5.74e-02
d 1.70e-01 6.87e-02 5.79e-02
h 1.21e-01 2.60e-02 2.30e-02
e -8.72e-02 6.25e-02 6.82e-02
y 8.53e-02 3.80e-02 3.49e-02
r 5.19e-02 5.39e-02 5.11e-02
k 3.50e-02 6.09e-02 5.88e-02
w -3.08e-02 1.35e-02 1.39e-02
q 1.89e-02 3.78e-02 3.71e-02
f -1.23e-02 3.99e-02 4.04e-02
v -1.10e-02 7.11e-02 7.19e-02
00 00 D SM aa 0 0.026 p 4.09e-01 6.93e-02 4.60e-02
c 3.88e-01 2.11e-02 1.43e-02
n 3.58e-01 6.13e-02 4.29e-02
i -3.49e-01 4.05e-02 5.74e-02
a -2.70e-01 6.21e-02 8.14e-02
s 2.64e-01 7.70e-02 5.92e-02
v -2.53e-01 5.58e-02 7.19e-02
g -2.31e-01 5.90e-02 7.44e-02
l -2.25e-01 7.33e-02 9.17e-02
h 1.97e-01 2.80e-02 2.30e-02
d 1.70e-01 6.91e-02 5.83e-02
f -1.32e-01 3.53e-02 4.03e-02
y -1.14e-01 3.11e-02 3.49e-02
m -1.13e-01 1.90e-02 2.12e-02
r 1.10e-01 5.69e-02 5.10e-02
t 9.48e-02 6.00e-02 5.46e-02
k 7.94e-02 6.36e-02 5.87e-02
w -3.57e-02 1.33e-02 1.38e-02
q -1.37e-02 3.65e-02 3.70e-02
e -3.89e-03 6.78e-02 6.80e-02
04 04 D SM aa 4 0.024 p 4.29e-01 7.00e-02 4.56e-02
a -4.25e-01 5.34e-02 8.17e-02
c 3.46e-01 2.03e-02 1.43e-02
l -2.74e-01 7.01e-02 9.22e-02
n 2.44e-01 5.47e-02 4.28e-02
g -2.29e-01 5.93e-02 7.45e-02
m -2.22e-01 1.70e-02 2.13e-02
i -2.19e-01 4.62e-02 5.74e-02
s 2.03e-01 7.17e-02 5.85e-02
d 1.74e-01 6.90e-02 5.80e-02
v -1.28e-01 6.33e-02 7.20e-02
h 1.02e-01 2.55e-02 2.30e-02
r 1.00e-01 5.65e-02 5.11e-02
t 9.87e-02 5.99e-02 5.43e-02
y 9.79e-02 3.85e-02 3.49e-02
w -9.65e-02 1.26e-02 1.39e-02
e 6.75e-02 7.30e-02 6.82e-02
q -5.53e-02 3.51e-02 3.71e-02
k 5.00e-02 6.17e-02 5.87e-02
f 4.48e-02 4.22e-02 4.04e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.004
08 -0.004 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.044
10 0.044 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.233
12 0.233 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.021
14 -0.021 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.010
16 -0.010 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.018
18 -0.018 1.000
DATA_CLASS 24
CLASS 24 - weight 11335 normalized weight 0.007 relative strength 1.58e-01 *******
class cross entropy w.r.t. global class 1.36e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 1.113 ( 2.86e+00 4.00e-01) 5.10e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.113 ( 4.60e+00 4.78e-01) 1.20e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 1.004 p -8.51e+00 9.28e-06 4.58e-02
w -3.23e+00 5.48e-04 1.38e-02
i -2.85e+00 3.34e-03 5.75e-02
f -2.72e+00 2.65e-03 4.04e-02
v -2.71e+00 4.77e-03 7.21e-02
l -2.36e+00 8.70e-03 9.20e-02
a -2.11e+00 9.90e-03 8.15e-02
y -1.94e+00 5.00e-03 3.49e-02
m -1.89e+00 3.21e-03 2.12e-02
t 1.86e+00 3.50e-01 5.45e-02
s 1.60e+00 2.91e-01 5.88e-02
e -1.39e+00 1.70e-02 6.81e-02
r -1.12e+00 1.66e-02 5.09e-02
q -1.01e+00 1.34e-02 3.70e-02
k -7.94e-01 2.65e-02 5.86e-02
c -6.51e-01 7.47e-03 1.43e-02
n 5.28e-01 7.26e-02 4.28e-02
h -4.77e-01 1.43e-02 2.30e-02
d 3.97e-01 8.65e-02 5.82e-02
g -1.15e-01 6.64e-02 7.44e-02
08 12 R MNcn psi2 0.944 (-6.67e-01 4.00e-01) 3.70e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.944 ( 5.25e+00 4.00e-01) 1.77e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.934 (-6.96e-01 4.00e-01) 3.76e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.934 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.933 (-6.88e-01 4.00e-01) 3.75e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.933 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.919 (-6.59e-01 4.00e-01) 3.67e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.919 ( 5.11e+00 4.00e-01) 1.41e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.856 ( 2.49e+00 4.34e-01) 3.84e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.856 ( 4.57e+00 5.50e-01) 5.02e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.372 p -2.53e+00 3.63e-03 4.56e-02
e 1.25e+00 2.38e-01 6.82e-02
i -1.08e+00 1.95e-02 5.74e-02
q 1.06e+00 1.07e-01 3.71e-02
d 1.01e+00 1.59e-01 5.80e-02
l -9.92e-01 3.42e-02 9.22e-02
r -8.17e-01 2.26e-02 5.11e-02
k -8.12e-01 2.61e-02 5.87e-02
y -7.96e-01 1.58e-02 3.49e-02
c -7.90e-01 6.51e-03 1.43e-02
v -7.14e-01 3.52e-02 7.20e-02
g -7.04e-01 3.68e-02 7.45e-02
f -6.90e-01 2.03e-02 4.04e-02
w -5.15e-01 8.30e-03 1.39e-02
h 3.18e-01 3.17e-02 2.30e-02
n -2.38e-01 3.38e-02 4.28e-02
a -2.22e-01 6.55e-02 8.17e-02
s -2.00e-01 4.79e-02 5.85e-02
t 1.93e-01 6.58e-02 5.43e-02
m 5.17e-02 2.24e-02 2.13e-02
05 05 D SM aa 5 0.267 p -2.68e+00 3.11e-03 4.56e-02
g -1.70e+00 1.36e-02 7.45e-02
d -1.46e+00 1.35e-02 5.79e-02
n -1.30e+00 1.17e-02 4.29e-02
s -1.04e+00 2.07e-02 5.86e-02
h -9.73e-01 8.71e-03 2.30e-02
e -9.71e-01 2.58e-02 6.82e-02
t -7.80e-01 2.49e-02 5.42e-02
l 7.54e-01 1.96e-01 9.21e-02
i 7.39e-01 1.20e-01 5.74e-02
m 5.67e-01 3.75e-02 2.13e-02
v 4.91e-01 1.17e-01 7.19e-02
f 4.79e-01 6.52e-02 4.04e-02
w 4.20e-01 2.11e-02 1.39e-02
a 3.70e-01 1.18e-01 8.18e-02
y 1.96e-01 4.25e-02 3.49e-02
c 1.94e-01 1.74e-02 1.44e-02
k -1.62e-01 5.00e-02 5.88e-02
r 1.31e-01 5.83e-02 5.11e-02
q -8.50e-02 3.40e-02 3.71e-02
03 03 D SM aa 3 0.249 c -1.34e+00 3.74e-03 1.43e-02
i -1.31e+00 1.55e-02 5.75e-02
e 1.24e+00 2.36e-01 6.82e-02
v -1.10e+00 2.40e-02 7.21e-02
p -8.70e-01 1.91e-02 4.55e-02
m -8.06e-01 9.49e-03 2.12e-02
l -6.99e-01 4.58e-02 9.22e-02
f -6.71e-01 2.06e-02 4.04e-02
d 5.69e-01 1.03e-01 5.81e-02
y -5.28e-01 2.06e-02 3.50e-02
g -4.40e-01 4.80e-02 7.45e-02
q 4.37e-01 5.74e-02 3.71e-02
w -4.14e-01 9.17e-03 1.39e-02
a 3.47e-01 1.16e-01 8.17e-02
t -3.31e-01 3.90e-02 5.43e-02
n -2.64e-01 3.29e-02 4.28e-02
h -2.34e-01 1.82e-02 2.30e-02
k 2.17e-01 7.28e-02 5.86e-02
r -1.15e-01 4.55e-02 5.10e-02
s 9.43e-02 6.45e-02 5.87e-02
00 00 D SM aa 0 0.239 n -1.42e+00 1.04e-02 4.29e-02
d -1.27e+00 1.64e-02 5.83e-02
g -1.09e+00 2.50e-02 7.44e-02
m 1.07e+00 6.20e-02 2.12e-02
e -1.00e+00 2.49e-02 6.80e-02
l 8.26e-01 2.10e-01 9.17e-02
s -8.02e-01 2.65e-02 5.92e-02
q -7.93e-01 1.68e-02 3.70e-02
r -6.31e-01 2.71e-02 5.10e-02
i 6.06e-01 1.05e-01 5.74e-02
k -5.68e-01 3.33e-02 5.87e-02
w 5.37e-01 2.36e-02 1.38e-02
h -5.13e-01 1.38e-02 2.30e-02
p 4.83e-01 7.46e-02 4.60e-02
v 4.30e-01 1.11e-01 7.19e-02
f 4.28e-01 6.18e-02 4.03e-02
t -3.30e-01 3.92e-02 5.46e-02
a -2.55e-01 6.31e-02 8.14e-02
y 1.33e-01 3.98e-02 3.49e-02
c 1.31e-01 1.63e-02 1.43e-02
02 02 D SM aa 2 0.095 p 1.02e+00 1.27e-01 4.56e-02
g -8.20e-01 3.28e-02 7.45e-02
c -6.31e-01 7.61e-03 1.43e-02
n -4.84e-01 2.64e-02 4.28e-02
e 4.64e-01 1.08e-01 6.81e-02
t -4.39e-01 3.51e-02 5.44e-02
i -3.92e-01 3.89e-02 5.75e-02
h -2.89e-01 1.72e-02 2.30e-02
s -2.71e-01 4.48e-02 5.87e-02
d 2.55e-01 7.51e-02 5.82e-02
y -2.39e-01 2.75e-02 3.49e-02
m -2.19e-01 1.70e-02 2.12e-02
a 1.83e-01 9.80e-02 8.16e-02
v -1.54e-01 6.18e-02 7.21e-02
q -1.45e-01 3.20e-02 3.70e-02
f -1.13e-01 3.61e-02 4.04e-02
w 1.02e-01 1.54e-02 1.39e-02
r 4.80e-02 5.35e-02 5.10e-02
l -3.74e-02 8.87e-02 9.21e-02
k -2.26e-02 5.73e-02 5.86e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.230
08 -0.230 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.093
10 -0.093 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.116
12 -0.116 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.097
14 -0.097 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.174
16 -0.174 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.161
18 -0.161 1.000
DATA_CLASS 25
CLASS 25 - weight 11301 normalized weight 0.007 relative strength 1.34e-01 *******
class cross entropy w.r.t. global class 1.83e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.745 ( 1.41e+00 4.00e-01) 7.82e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.745 ( 2.10e-01 4.22e-01) 1.45e+00 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 1.506 p -5.81e+00 1.38e-04 4.60e-02
v -5.06e+00 4.57e-04 7.19e-02
i -4.90e+00 4.26e-04 5.74e-02
t -3.02e+00 2.67e-03 5.46e-02
l -2.86e+00 5.26e-03 9.17e-02
f -2.44e+00 3.51e-03 4.03e-02
w -2.40e+00 1.26e-03 1.38e-02
m -2.30e+00 2.13e-03 2.12e-02
a -2.28e+00 8.34e-03 8.14e-02
g 2.27e+00 7.23e-01 7.44e-02
y -2.02e+00 4.64e-03 3.49e-02
c -1.93e+00 2.07e-03 1.43e-02
s -1.34e+00 1.55e-02 5.92e-02
e -1.27e+00 1.91e-02 6.80e-02
r -1.01e+00 1.85e-02 5.10e-02
q -7.58e-01 1.74e-02 3.70e-02
n 6.51e-01 8.22e-02 4.29e-02
h -6.39e-01 1.21e-02 2.30e-02
k -4.32e-01 3.81e-02 5.87e-02
d -2.94e-01 4.34e-02 5.83e-02
07 10 R MNcn psi1 1.074 ( 2.52e+00 4.00e-01) 4.26e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.074 ( 4.76e+00 4.00e-01) 5.46e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.961 ( 2.49e+00 4.00e-01) 4.19e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.961 ( 4.08e+00 4.45e-01) 1.04e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.932 ( 2.36e+00 4.00e-01) 3.87e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.932 ( 4.21e+00 4.00e-01) 8.31e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.931 ( 2.34e+00 4.00e-01) 3.83e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.931 ( 4.29e+00 4.00e-01) 6.37e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.347 ( 1.66e+00 1.23e+00) 6.84e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.347 ( 4.57e+00 4.06e-01) 7.69e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.235 p -1.82e+00 7.36e-03 4.55e-02
d -1.54e+00 1.24e-02 5.81e-02
v 1.11e+00 2.18e-01 7.21e-02
n -1.01e+00 1.56e-02 4.28e-02
q -8.13e-01 1.64e-02 3.71e-02
e -8.07e-01 3.04e-02 6.82e-02
y 6.69e-01 6.82e-02 3.50e-02
k -6.63e-01 3.02e-02 5.86e-02
i 5.95e-01 1.04e-01 5.75e-02
s -5.67e-01 3.33e-02 5.87e-02
f 4.68e-01 6.45e-02 4.04e-02
c 3.95e-01 2.12e-02 1.43e-02
r -3.66e-01 3.54e-02 5.10e-02
g -2.68e-01 5.69e-02 7.45e-02
t -9.85e-02 4.92e-02 5.43e-02
l 9.79e-02 1.02e-01 9.22e-02
a -8.27e-02 7.52e-02 8.17e-02
h 5.89e-02 2.44e-02 2.30e-02
w -3.24e-03 1.38e-02 1.39e-02
m -5.93e-04 2.12e-02 2.12e-02
05 05 D SM aa 5 0.208 p -1.49e+00 1.03e-02 4.56e-02
g -9.70e-01 2.83e-02 7.45e-02
v 9.02e-01 1.77e-01 7.19e-02
d -8.62e-01 2.45e-02 5.79e-02
i 8.29e-01 1.31e-01 5.74e-02
k -8.02e-01 2.64e-02 5.88e-02
n -7.84e-01 1.96e-02 4.29e-02
e -7.41e-01 3.25e-02 6.82e-02
q -7.27e-01 1.79e-02 3.71e-02
f 5.29e-01 6.85e-02 4.04e-02
s -4.44e-01 3.76e-02 5.86e-02
c 4.27e-01 2.20e-02 1.44e-02
r -4.10e-01 3.39e-02 5.11e-02
l 3.79e-01 1.35e-01 9.21e-02
y 3.53e-01 4.97e-02 3.49e-02
h -3.09e-01 1.69e-02 2.30e-02
m 1.77e-01 2.54e-02 2.13e-02
w 1.67e-01 1.64e-02 1.39e-02
a -7.78e-02 7.57e-02 8.18e-02
t -5.35e-02 5.14e-02 5.42e-02
04 04 D SM aa 4 0.157 p -1.67e+00 8.58e-03 4.56e-02
d -9.53e-01 2.24e-02 5.80e-02
g -8.38e-01 3.22e-02 7.45e-02
v 8.27e-01 1.65e-01 7.20e-02
i 8.05e-01 1.28e-01 5.74e-02
n -6.45e-01 2.25e-02 4.28e-02
s -4.40e-01 3.77e-02 5.85e-02
q -3.99e-01 2.49e-02 3.71e-02
k -3.84e-01 4.00e-02 5.87e-02
t 3.47e-01 7.68e-02 5.43e-02
y 3.07e-01 4.75e-02 3.49e-02
e -2.40e-01 5.37e-02 6.82e-02
a -2.10e-01 6.63e-02 8.17e-02
l 1.76e-01 1.10e-01 9.22e-02
r -1.71e-01 4.30e-02 5.11e-02
f 1.46e-01 4.67e-02 4.04e-02
h -1.31e-01 2.02e-02 2.30e-02
m 1.20e-01 2.40e-02 2.13e-02
w 1.18e-01 1.56e-02 1.39e-02
c 4.88e-02 1.51e-02 1.43e-02
02 02 D SM aa 2 0.119 g -1.11e+00 2.45e-02 7.45e-02
f -7.87e-01 1.84e-02 4.04e-02
a -7.27e-01 3.95e-02 8.16e-02
c -6.86e-01 7.20e-03 1.43e-02
m -6.24e-01 1.14e-02 2.12e-02
k 6.10e-01 1.08e-01 5.86e-02
p 5.79e-01 8.14e-02 4.56e-02
l -5.54e-01 5.29e-02 9.21e-02
t 5.45e-01 9.38e-02 5.44e-02
d 4.51e-01 9.13e-02 5.82e-02
y -4.50e-01 2.23e-02 3.49e-02
r 4.20e-01 7.76e-02 5.10e-02
w -4.14e-01 9.17e-03 1.39e-02
i -3.07e-01 4.23e-02 5.75e-02
e 1.73e-01 8.10e-02 6.81e-02
q 8.95e-02 4.05e-02 3.70e-02
n 7.01e-02 4.59e-02 4.28e-02
h 5.39e-02 2.43e-02 2.30e-02
v -4.04e-02 6.92e-02 7.21e-02
s 1.47e-02 5.96e-02 5.87e-02
01 01 D SM aa 1 0.047 g -6.44e-01 3.91e-02 7.44e-02
n -5.74e-01 2.41e-02 4.28e-02
v 4.27e-01 1.10e-01 7.21e-02
c 3.99e-01 2.13e-02 1.43e-02
a 3.71e-01 1.18e-01 8.15e-02
p -3.68e-01 3.17e-02 4.58e-02
w -3.54e-01 9.72e-03 1.38e-02
i 3.48e-01 8.15e-02 5.75e-02
r -2.55e-01 3.95e-02 5.09e-02
h -2.36e-01 1.81e-02 2.30e-02
l -2.11e-01 7.45e-02 9.20e-02
q 1.98e-01 4.51e-02 3.70e-02
k 1.94e-01 7.12e-02 5.86e-02
s -1.51e-01 5.06e-02 5.88e-02
e -1.36e-01 5.94e-02 6.81e-02
t -7.63e-02 5.05e-02 5.45e-02
y 5.58e-02 3.69e-02 3.49e-02
f -3.28e-02 3.91e-02 4.04e-02
m 1.42e-02 2.15e-02 2.12e-02
d -1.07e-02 5.76e-02 5.82e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.676
08 -0.676 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.054
10 -0.054 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.148
12 -0.148 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.395
14 -0.395 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.218
16 -0.218 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.235
18 -0.235 1.000
DATA_CLASS 26
CLASS 26 - weight 11194 normalized weight 0.007 relative strength 2.70e-02 *******
class cross entropy w.r.t. global class 1.12e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.898 ( 2.40e+00 4.00e-01) 3.97e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.898 ( 4.40e+00 4.55e-01) 3.20e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.887 ( 2.37e+00 4.00e-01) 3.91e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.887 ( 4.28e+00 4.67e-01) 5.68e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.867 ( 2.41e+00 4.02e-01) 3.98e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.867 ( 4.35e+00 4.90e-01) 3.97e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.864 ( 2.48e+00 4.00e-01) 4.17e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.864 ( 4.46e+00 5.63e-01) 1.47e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.850 (-3.57e-01 4.00e-01) 2.95e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.850 ( 5.03e+00 4.00e-01) 1.22e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.748 (-5.85e-02 4.30e-01) 2.03e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.748 ( 4.55e+00 4.00e-01) 1.82e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.254 p -2.78e+00 2.83e-03 4.58e-02
i -1.39e+00 1.44e-02 5.75e-02
v -1.32e+00 1.93e-02 7.21e-02
n 1.18e+00 1.40e-01 4.28e-02
d 8.98e-01 1.43e-01 5.82e-02
l -8.36e-01 3.98e-02 9.20e-02
m -7.84e-01 9.68e-03 2.12e-02
a -6.27e-01 4.36e-02 8.15e-02
h 5.77e-01 4.09e-02 2.30e-02
g -4.33e-01 4.83e-02 7.44e-02
f -3.73e-01 2.78e-02 4.04e-02
s 2.66e-01 7.68e-02 5.88e-02
c -2.62e-01 1.10e-02 1.43e-02
t 2.54e-01 7.03e-02 5.45e-02
q 2.41e-01 4.71e-02 3.70e-02
r 2.30e-01 6.41e-02 5.09e-02
k 2.22e-01 7.32e-02 5.86e-02
e 1.44e-01 7.86e-02 6.81e-02
y 4.44e-02 3.65e-02 3.49e-02
w -3.98e-02 1.33e-02 1.38e-02
00 00 D SM aa 0 0.243 i -1.57e+00 1.19e-02 5.74e-02
v -1.32e+00 1.91e-02 7.19e-02
w -1.32e+00 3.70e-03 1.38e-02
p 1.16e+00 1.47e-01 4.60e-02
f -1.10e+00 1.34e-02 4.03e-02
l -9.08e-01 3.70e-02 9.17e-02
y -7.97e-01 1.57e-02 3.49e-02
g -7.37e-01 3.56e-02 7.44e-02
m -6.94e-01 1.06e-02 2.12e-02
d 6.49e-01 1.12e-01 5.83e-02
e 5.69e-01 1.20e-01 6.80e-02
c -5.15e-01 8.53e-03 1.43e-02
s 4.57e-01 9.35e-02 5.92e-02
k 4.56e-01 9.27e-02 5.87e-02
n 2.48e-01 5.49e-02 4.29e-02
t -2.39e-01 4.30e-02 5.46e-02
h -1.79e-01 1.92e-02 2.30e-02
a -1.73e-01 6.85e-02 8.14e-02
r 8.97e-02 5.57e-02 5.10e-02
q 4.24e-02 3.87e-02 3.70e-02
04 04 D SM aa 4 0.190 d -1.55e+00 1.23e-02 5.80e-02
g -1.31e+00 2.00e-02 7.45e-02
n -9.55e-01 1.65e-02 4.28e-02
v 7.79e-01 1.57e-01 7.20e-02
e -7.26e-01 3.30e-02 6.82e-02
i 7.22e-01 1.18e-01 5.74e-02
f 6.60e-01 7.81e-02 4.04e-02
s -4.81e-01 3.62e-02 5.85e-02
a -4.61e-01 5.15e-02 8.17e-02
k -4.48e-01 3.75e-02 5.87e-02
q -4.45e-01 2.38e-02 3.71e-02
p 3.83e-01 6.69e-02 4.56e-02
y 3.67e-01 5.05e-02 3.49e-02
r -3.61e-01 3.56e-02 5.11e-02
w 3.60e-01 1.99e-02 1.39e-02
c 3.59e-01 2.05e-02 1.43e-02
l 3.34e-01 1.29e-01 9.22e-02
h -1.51e-01 1.98e-02 2.30e-02
m 9.74e-02 2.34e-02 2.13e-02
t -7.07e-02 5.06e-02 5.43e-02
02 02 D SM aa 2 0.110 p -2.47e+00 3.84e-03 4.56e-02
g -1.28e+00 2.08e-02 7.45e-02
n -5.32e-01 2.52e-02 4.28e-02
f 5.23e-01 6.81e-02 4.04e-02
d -4.86e-01 3.58e-02 5.82e-02
i 4.52e-01 9.04e-02 5.75e-02
y 4.25e-01 5.35e-02 3.49e-02
e -4.05e-01 4.55e-02 6.81e-02
v 4.03e-01 1.08e-01 7.21e-02
m 3.92e-01 3.14e-02 2.12e-02
w 3.88e-01 2.04e-02 1.39e-02
t 2.75e-01 7.17e-02 5.44e-02
k -2.63e-01 4.50e-02 5.86e-02
c 2.00e-01 1.75e-02 1.43e-02
h 1.08e-01 2.56e-02 2.30e-02
a 1.07e-01 9.08e-02 8.16e-02
r -1.03e-01 4.60e-02 5.10e-02
l 1.01e-01 1.02e-01 9.21e-02
s 6.56e-02 6.27e-02 5.87e-02
q -2.62e-02 3.61e-02 3.70e-02
03 03 D SM aa 3 0.100 p -2.13e+00 5.39e-03 4.55e-02
g -1.06e+00 2.59e-02 7.45e-02
k 4.78e-01 9.45e-02 5.86e-02
d -4.73e-01 3.62e-02 5.81e-02
r 4.55e-01 8.04e-02 5.10e-02
t 4.33e-01 8.37e-02 5.43e-02
v 4.30e-01 1.11e-01 7.21e-02
a -4.01e-01 5.47e-02 8.17e-02
h 2.73e-01 3.02e-02 2.30e-02
q 2.61e-01 4.81e-02 3.71e-02
w 2.37e-01 1.76e-02 1.39e-02
l -2.32e-01 7.31e-02 9.22e-02
n -2.08e-01 3.48e-02 4.28e-02
i 2.05e-01 7.06e-02 5.75e-02
m -1.84e-01 1.77e-02 2.12e-02
f 1.53e-01 4.71e-02 4.04e-02
s -7.80e-02 5.43e-02 5.87e-02
e -6.89e-02 6.37e-02 6.82e-02
c 6.62e-02 1.53e-02 1.43e-02
y 3.08e-02 3.60e-02 3.50e-02
05 05 D SM aa 5 0.061 g -7.09e-01 3.67e-02 7.45e-02
v 5.25e-01 1.22e-01 7.19e-02
i 4.98e-01 9.44e-02 5.74e-02
e -4.22e-01 4.47e-02 6.82e-02
k -4.09e-01 3.90e-02 5.88e-02
n -3.52e-01 3.01e-02 4.29e-02
y 3.35e-01 4.88e-02 3.49e-02
d -3.10e-01 4.25e-02 5.79e-02
a -2.84e-01 6.16e-02 8.18e-02
q -2.71e-01 2.82e-02 3.71e-02
t 2.71e-01 7.11e-02 5.42e-02
f 2.36e-01 5.11e-02 4.04e-02
r -2.04e-01 4.17e-02 5.11e-02
p 1.97e-01 5.55e-02 4.56e-02
c 1.87e-01 1.73e-02 1.44e-02
l 8.41e-02 1.00e-01 9.21e-02
m 7.10e-02 2.28e-02 2.13e-02
h -3.81e-02 2.22e-02 2.30e-02
s -3.41e-02 5.66e-02 5.86e-02
w -1.41e-02 1.37e-02 1.39e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.307
08 -0.307 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.335
10 -0.335 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.194
12 -0.194 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.307
14 -0.307 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.101
16 -0.101 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.115
18 -0.115 1.000
DATA_CLASS 27
CLASS 27 - weight 11180 normalized weight 0.007 relative strength 8.05e-02 *******
class cross entropy w.r.t. global class 1.24e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 1.157 ( 2.63e+00 4.00e-01) 4.52e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.157 ( 3.71e+00 4.00e-01) 2.09e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.959 ( 2.41e+00 4.00e-01) 4.00e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.959 ( 4.01e+00 4.00e-01) 1.34e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.945 ( 2.37e+00 4.00e-01) 3.89e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.945 ( 4.25e+00 4.01e-01) 7.21e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.937 ( 2.35e+00 4.00e-01) 3.85e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.937 ( 4.19e+00 4.00e-01) 8.89e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.880 ( 2.38e+00 4.00e-01) 3.93e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.880 ( 4.36e+00 4.68e-01) 3.86e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.872 (-4.07e-01 4.00e-01) 3.07e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.872 ( 4.60e+00 4.00e-01) 1.44e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.328 p -9.08e+00 5.20e-06 4.56e-02
d -1.90e+00 8.72e-03 5.82e-02
n -1.29e+00 1.17e-02 4.28e-02
k -1.29e+00 1.61e-02 5.86e-02
v 1.00e+00 1.97e-01 7.21e-02
i 9.84e-01 1.54e-01 5.75e-02
e -9.80e-01 2.56e-02 6.81e-02
g -9.33e-01 2.93e-02 7.45e-02
r -8.30e-01 2.22e-02 5.10e-02
q -7.36e-01 1.77e-02 3.70e-02
f 6.57e-01 7.79e-02 4.04e-02
h -5.37e-01 1.34e-02 2.30e-02
w 4.51e-01 2.18e-02 1.39e-02
s -4.25e-01 3.84e-02 5.87e-02
c 4.14e-01 2.16e-02 1.43e-02
l 3.01e-01 1.24e-01 9.21e-02
y 2.99e-01 4.71e-02 3.49e-02
m 2.68e-01 2.77e-02 2.12e-02
a 6.75e-02 8.73e-02 8.16e-02
t 6.54e-02 5.81e-02 5.44e-02
04 04 D SM aa 4 0.214 d -1.27e+00 1.63e-02 5.80e-02
n -1.21e+00 1.28e-02 4.28e-02
v 8.81e-01 1.74e-01 7.20e-02
p -8.64e-01 1.92e-02 4.56e-02
k -8.31e-01 2.56e-02 5.87e-02
g -7.86e-01 3.40e-02 7.45e-02
i 7.75e-01 1.25e-01 5.74e-02
e -6.95e-01 3.41e-02 6.82e-02
q -6.76e-01 1.89e-02 3.71e-02
f 6.71e-01 7.90e-02 4.04e-02
r -6.20e-01 2.75e-02 5.11e-02
s -4.91e-01 3.58e-02 5.85e-02
c 4.79e-01 2.32e-02 1.43e-02
l 4.60e-01 1.46e-01 9.22e-02
w 3.40e-01 1.95e-02 1.39e-02
m 3.23e-01 2.94e-02 2.13e-02
h -2.71e-01 1.76e-02 2.30e-02
a -1.72e-01 6.88e-02 8.17e-02
y 1.54e-01 4.07e-02 3.49e-02
t -1.25e-02 5.36e-02 5.43e-02
00 00 D SM aa 0 0.146 w -1.15e+00 4.36e-03 1.38e-02
d 9.94e-01 1.57e-01 5.83e-02
g -9.42e-01 2.90e-02 7.44e-02
m -8.67e-01 8.93e-03 2.12e-02
c -7.74e-01 6.58e-03 1.43e-02
f -7.69e-01 1.87e-02 4.03e-02
p -7.22e-01 2.23e-02 4.60e-02
y -5.27e-01 2.06e-02 3.49e-02
k 5.15e-01 9.83e-02 5.87e-02
a -4.58e-01 5.15e-02 8.14e-02
l -4.13e-01 6.07e-02 9.17e-02
t 3.82e-01 7.99e-02 5.46e-02
r 3.48e-01 7.21e-02 5.10e-02
i -2.94e-01 4.28e-02 5.74e-02
h 2.81e-01 3.04e-02 2.30e-02
v -2.56e-01 5.57e-02 7.19e-02
n 1.95e-01 5.21e-02 4.29e-02
q 1.76e-01 4.42e-02 3.70e-02
s 1.58e-01 6.93e-02 5.92e-02
e 9.71e-02 7.50e-02 6.80e-02
01 01 D SM aa 1 0.109 p -9.10e+00 5.13e-06 4.58e-02
l -6.81e-01 4.65e-02 9.20e-02
h 5.45e-01 3.96e-02 2.30e-02
y 5.24e-01 5.90e-02 3.49e-02
g 4.99e-01 1.23e-01 7.44e-02
i -4.78e-01 3.57e-02 5.75e-02
s 3.88e-01 8.68e-02 5.88e-02
f 3.56e-01 5.77e-02 4.04e-02
n -3.55e-01 3.00e-02 4.28e-02
d -3.42e-01 4.13e-02 5.82e-02
w 3.11e-01 1.89e-02 1.38e-02
q -2.83e-01 2.79e-02 3.70e-02
m -2.21e-01 1.70e-02 2.12e-02
a 1.80e-01 9.76e-02 8.15e-02
r 1.79e-01 6.10e-02 5.09e-02
c 1.47e-01 1.66e-02 1.43e-02
e -1.19e-01 6.04e-02 6.81e-02
v -9.95e-02 6.52e-02 7.21e-02
k 6.22e-02 6.24e-02 5.86e-02
t -1.17e-02 5.39e-02 5.45e-02
03 03 D SM aa 3 0.105 p -2.43e+00 4.01e-03 4.55e-02
g -7.67e-01 3.46e-02 7.45e-02
d -6.64e-01 2.99e-02 5.81e-02
v 6.25e-01 1.35e-01 7.21e-02
i 5.87e-01 1.03e-01 5.75e-02
n -5.28e-01 2.53e-02 4.28e-02
y 3.78e-01 5.10e-02 3.50e-02
f 2.71e-01 5.30e-02 4.04e-02
k -2.65e-01 4.50e-02 5.86e-02
t 2.01e-01 6.64e-02 5.43e-02
q -1.71e-01 3.13e-02 3.71e-02
a -1.52e-01 7.02e-02 8.17e-02
l 1.42e-01 1.06e-01 9.22e-02
e -1.14e-01 6.09e-02 6.82e-02
m 1.01e-01 2.35e-02 2.12e-02
h 9.93e-02 2.54e-02 2.30e-02
w 9.41e-02 1.53e-02 1.39e-02
s -8.89e-02 5.37e-02 5.87e-02
r 2.73e-02 5.24e-02 5.10e-02
c -2.26e-02 1.40e-02 1.43e-02
05 05 D SM aa 5 0.040 g -6.97e-01 3.71e-02 7.45e-02
c 4.35e-01 2.22e-02 1.44e-02
p -3.83e-01 3.11e-02 4.56e-02
h 3.78e-01 3.36e-02 2.30e-02
t 3.76e-01 7.90e-02 5.42e-02
v 3.50e-01 1.02e-01 7.19e-02
e -3.27e-01 4.92e-02 6.82e-02
s 2.61e-01 7.61e-02 5.86e-02
k -2.36e-01 4.64e-02 5.88e-02
q -2.34e-01 2.93e-02 3.71e-02
i 1.82e-01 6.88e-02 5.74e-02
r -1.62e-01 4.35e-02 5.11e-02
w 1.39e-01 1.60e-02 1.39e-02
y 1.23e-01 3.95e-02 3.49e-02
l -1.16e-01 8.20e-02 9.21e-02
a -1.01e-01 7.39e-02 8.18e-02
f 1.01e-01 4.47e-02 4.04e-02
d 9.04e-02 6.34e-02 5.79e-02
n -8.18e-02 3.95e-02 4.29e-02
m 6.52e-02 2.27e-02 2.13e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.377
08 -0.377 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.566
10 -0.566 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.215
12 -0.215 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.280
14 -0.280 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.302
16 -0.302 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.135
18 -0.135 1.000
DATA_CLASS 28
CLASS 28 - weight 10622 normalized weight 0.007 relative strength 3.38e-02 *******
class cross entropy w.r.t. global class 1.16e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.953 ( 2.40e+00 4.00e-01) 3.98e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.953 ( 4.21e+00 4.00e-01) 8.43e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.940 ( 2.35e+00 4.00e-01) 3.84e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.940 ( 4.28e+00 4.00e-01) 6.64e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.934 ( 2.35e+00 4.00e-01) 3.85e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.934 ( 4.23e+00 4.00e-01) 7.91e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.883 ( 2.52e+00 4.00e-01) 4.25e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.883 ( 4.49e+00 5.55e-01) 9.98e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.854 ( 2.42e+00 4.00e-01) 4.02e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.854 ( 4.47e+00 5.40e-01) 1.37e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.680 (-5.21e-02 5.09e-01) 1.72e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.680 ( 4.61e+00 4.00e-01) 1.81e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.324 p -8.39e+00 1.03e-05 4.55e-02
d -2.20e+00 6.42e-03 5.81e-02
g -1.89e+00 1.13e-02 7.45e-02
n -1.09e+00 1.45e-02 4.28e-02
v 1.03e+00 2.03e-01 7.21e-02
e -1.03e+00 2.44e-02 6.82e-02
i 8.80e-01 1.39e-01 5.75e-02
f 6.41e-01 7.67e-02 4.04e-02
k -6.33e-01 3.11e-02 5.86e-02
y 5.24e-01 5.90e-02 3.50e-02
s -3.85e-01 3.99e-02 5.87e-02
a -3.83e-01 5.57e-02 8.17e-02
r -3.59e-01 3.56e-02 5.10e-02
l 3.26e-01 1.28e-01 9.22e-02
q -3.17e-01 2.70e-02 3.71e-02
c 2.97e-01 1.93e-02 1.43e-02
w 2.44e-01 1.77e-02 1.39e-02
h 1.49e-01 2.67e-02 2.30e-02
t 1.24e-01 6.15e-02 5.43e-02
m 1.21e-01 2.40e-02 2.12e-02
00 00 D SM aa 0 0.282 i -1.97e+00 8.00e-03 5.74e-02
v -1.77e+00 1.22e-02 7.19e-02
l -1.25e+00 2.62e-02 9.17e-02
n 1.16e+00 1.37e-01 4.29e-02
m -1.12e+00 6.91e-03 2.12e-02
d 9.87e-01 1.56e-01 5.83e-02
f -9.73e-01 1.52e-02 4.03e-02
a -6.67e-01 4.18e-02 8.14e-02
c -6.54e-01 7.43e-03 1.43e-02
y -5.78e-01 1.96e-02 3.49e-02
w -4.24e-01 9.03e-03 1.38e-02
k 4.16e-01 8.90e-02 5.87e-02
h 3.37e-01 3.22e-02 2.30e-02
g -3.36e-01 5.32e-02 7.44e-02
s 2.97e-01 7.96e-02 5.92e-02
p 2.93e-01 6.16e-02 4.60e-02
e 2.04e-01 8.34e-02 6.80e-02
t 1.54e-01 6.37e-02 5.46e-02
r 1.43e-01 5.88e-02 5.10e-02
q 3.61e-02 3.84e-02 3.70e-02
05 05 D SM aa 5 0.198 p -6.30e+00 8.40e-05 4.56e-02
g -8.94e-01 3.05e-02 7.45e-02
v 7.94e-01 1.59e-01 7.19e-02
d -7.55e-01 2.72e-02 5.79e-02
e -7.51e-01 3.22e-02 6.82e-02
k -7.17e-01 2.87e-02 5.88e-02
i 6.81e-01 1.13e-01 5.74e-02
f 6.74e-01 7.91e-02 4.04e-02
n -6.73e-01 2.19e-02 4.29e-02
q -4.95e-01 2.26e-02 3.71e-02
y 4.78e-01 5.63e-02 3.49e-02
c 3.87e-01 2.11e-02 1.44e-02
l 3.50e-01 1.31e-01 9.21e-02
r -3.21e-01 3.71e-02 5.11e-02
w 2.96e-01 1.87e-02 1.39e-02
s -2.28e-01 4.66e-02 5.86e-02
m 2.19e-01 2.65e-02 2.13e-02
h -2.11e-01 1.87e-02 2.30e-02
a -1.49e-01 7.05e-02 8.18e-02
t 8.58e-02 5.91e-02 5.42e-02
04 04 D SM aa 4 0.154 p -6.06e+00 1.07e-04 4.56e-02
g -8.59e-01 3.16e-02 7.45e-02
d -8.34e-01 2.52e-02 5.80e-02
i 6.96e-01 1.15e-01 5.74e-02
v 6.40e-01 1.36e-01 7.20e-02
y 6.28e-01 6.55e-02 3.49e-02
n -4.32e-01 2.78e-02 4.28e-02
q -3.97e-01 2.49e-02 3.71e-02
k -3.97e-01 3.95e-02 5.87e-02
f 3.89e-01 5.96e-02 4.04e-02
t 3.78e-01 7.92e-02 5.43e-02
a -3.55e-01 5.73e-02 8.17e-02
w 2.53e-01 1.79e-02 1.39e-02
e -2.21e-01 5.47e-02 6.82e-02
s -1.67e-01 4.95e-02 5.85e-02
m 1.37e-01 2.44e-02 2.13e-02
l 1.34e-01 1.05e-01 9.22e-02
r -9.99e-02 4.62e-02 5.11e-02
c 6.57e-02 1.53e-02 1.43e-02
h 4.44e-02 2.41e-02 2.30e-02
02 02 D SM aa 2 0.086 p 9.79e-01 1.22e-01 4.56e-02
g -7.80e-01 3.41e-02 7.45e-02
a -4.78e-01 5.06e-02 8.16e-02
m -4.36e-01 1.37e-02 2.12e-02
k 3.86e-01 8.61e-02 5.86e-02
w 3.62e-01 1.99e-02 1.39e-02
r 3.58e-01 7.29e-02 5.10e-02
l -2.82e-01 6.95e-02 9.21e-02
c -2.70e-01 1.09e-02 1.43e-02
t 2.55e-01 7.02e-02 5.44e-02
f -2.21e-01 3.24e-02 4.04e-02
n -1.70e-01 3.61e-02 4.28e-02
e -1.66e-01 5.77e-02 6.81e-02
i -1.58e-01 4.92e-02 5.75e-02
d -1.52e-01 5.00e-02 5.82e-02
v 1.09e-01 8.04e-02 7.21e-02
s -8.43e-02 5.40e-02 5.87e-02
q -8.41e-02 3.41e-02 3.70e-02
y -5.22e-02 3.32e-02 3.49e-02
h 1.65e-02 2.34e-02 2.30e-02
01 01 D SM aa 1 0.046 p -2.15e+00 5.34e-03 4.58e-02
t 3.37e-01 7.64e-02 5.45e-02
g -3.36e-01 5.32e-02 7.44e-02
v 2.81e-01 9.54e-02 7.21e-02
q 2.36e-01 4.69e-02 3.70e-02
y 2.34e-01 4.41e-02 3.49e-02
d -1.81e-01 4.86e-02 5.82e-02
i 1.44e-01 6.64e-02 5.75e-02
h 1.39e-01 2.64e-02 2.30e-02
r -1.15e-01 4.54e-02 5.09e-02
k 1.12e-01 6.55e-02 5.86e-02
m 1.07e-01 2.36e-02 2.12e-02
e -1.02e-01 6.15e-02 6.81e-02
w 9.67e-02 1.52e-02 1.38e-02
l -9.07e-02 8.40e-02 9.20e-02
f 6.50e-02 4.31e-02 4.04e-02
c 5.18e-02 1.51e-02 1.43e-02
a 5.13e-02 8.58e-02 8.15e-02
n -3.78e-02 4.12e-02 4.28e-02
s -3.42e-02 5.69e-02 5.88e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.409
08 -0.409 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.156
10 -0.156 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.164
12 -0.164 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.276
14 -0.276 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.261
16 -0.261 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.304
18 -0.304 1.000
DATA_CLASS 29
CLASS 29 - weight 10578 normalized weight 0.007 relative strength 1.84e-02 *******
class cross entropy w.r.t. global class 1.09e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.905 (-4.90e-01 4.00e-01) 3.28e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.905 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.876 ( 2.41e+00 4.00e-01) 4.01e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.876 ( 4.60e+00 5.37e-01) 1.03e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.842 ( 2.41e+00 4.36e-01) 3.67e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.842 ( 4.58e+00 5.19e-01) 7.33e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.837 (-3.63e-01 4.00e-01) 2.95e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.837 ( 5.01e+00 4.00e-01) 1.17e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.803 ( 2.39e+00 4.40e-01) 3.59e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.803 ( 4.52e+00 5.45e-01) 4.16e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.797 (-1.27e-01 4.00e-01) 2.35e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.797 ( 4.60e+00 4.00e-01) 1.42e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.170 p 1.33e+00 1.72e-01 4.56e-02
g -1.11e+00 2.45e-02 7.45e-02
l -5.60e-01 5.27e-02 9.22e-02
k 5.19e-01 9.86e-02 5.87e-02
a -5.11e-01 4.90e-02 8.17e-02
c -4.87e-01 8.81e-03 1.43e-02
m -3.88e-01 1.44e-02 2.13e-02
r 3.63e-01 7.34e-02 5.11e-02
d -3.37e-01 4.14e-02 5.80e-02
s -2.85e-01 4.40e-02 5.85e-02
n -2.80e-01 3.24e-02 4.28e-02
y -2.35e-01 2.76e-02 3.49e-02
i -2.25e-01 4.58e-02 5.74e-02
f -1.67e-01 3.42e-02 4.04e-02
w -1.42e-01 1.21e-02 1.39e-02
q 1.35e-01 4.24e-02 3.71e-02
h 1.35e-01 2.63e-02 2.30e-02
t 8.26e-02 5.89e-02 5.43e-02
v 8.42e-03 7.26e-02 7.20e-02
e 8.34e-03 6.88e-02 6.82e-02
03 03 D SM aa 3 0.157 p -3.64e+00 1.20e-03 4.55e-02
d -1.30e+00 1.58e-02 5.81e-02
g -8.36e-01 3.23e-02 7.45e-02
e -7.36e-01 3.27e-02 6.82e-02
m 6.30e-01 3.99e-02 2.12e-02
i 6.10e-01 1.06e-01 5.75e-02
f 6.07e-01 7.41e-02 4.04e-02
l 4.81e-01 1.49e-01 9.22e-02
k -4.41e-01 3.77e-02 5.86e-02
y 3.95e-01 5.19e-02 3.50e-02
v 3.79e-01 1.05e-01 7.21e-02
n -3.73e-01 2.95e-02 4.28e-02
s -2.87e-01 4.40e-02 5.87e-02
c 2.64e-01 1.86e-02 1.43e-02
w 2.16e-01 1.72e-02 1.39e-02
q -1.03e-01 3.35e-02 3.71e-02
t 5.67e-02 5.75e-02 5.43e-02
a -2.72e-02 7.95e-02 8.17e-02
h 2.20e-02 2.35e-02 2.30e-02
r -3.40e-03 5.09e-02 5.10e-02
01 01 D SM aa 1 0.141 i -1.30e+00 1.57e-02 5.75e-02
v -1.12e+00 2.34e-02 7.21e-02
p -1.02e+00 1.65e-02 4.58e-02
w -7.35e-01 6.64e-03 1.38e-02
f -5.96e-01 2.23e-02 4.04e-02
s 5.71e-01 1.04e-01 5.88e-02
e 5.65e-01 1.20e-01 6.81e-02
d 5.36e-01 9.95e-02 5.82e-02
y -5.32e-01 2.05e-02 3.49e-02
g -5.16e-01 4.44e-02 7.44e-02
k 4.78e-01 9.45e-02 5.86e-02
m -3.42e-01 1.51e-02 2.12e-02
n 3.41e-01 6.02e-02 4.28e-02
l -3.41e-01 6.54e-02 9.20e-02
c -3.36e-01 1.02e-02 1.43e-02
r 2.98e-01 6.86e-02 5.09e-02
q 2.94e-01 4.97e-02 3.70e-02
t -1.86e-01 4.52e-02 5.45e-02
a 1.29e-01 9.28e-02 8.15e-02
h 9.60e-02 2.53e-02 2.30e-02
02 02 D SM aa 2 0.117 p -2.63e+00 3.28e-03 4.56e-02
n 8.22e-01 9.75e-02 4.28e-02
i -8.11e-01 2.56e-02 5.75e-02
g -7.27e-01 3.60e-02 7.45e-02
v -6.91e-01 3.61e-02 7.21e-02
h 4.89e-01 3.75e-02 2.30e-02
q 4.71e-01 5.93e-02 3.70e-02
d 3.44e-01 8.20e-02 5.82e-02
r 2.93e-01 6.84e-02 5.10e-02
k 2.93e-01 7.85e-02 5.86e-02
m -2.04e-01 1.73e-02 2.12e-02
s 1.87e-01 7.08e-02 5.87e-02
a -1.79e-01 6.82e-02 8.16e-02
y 1.44e-01 4.04e-02 3.49e-02
w -1.30e-01 1.22e-02 1.39e-02
l -1.09e-01 8.26e-02 9.21e-02
e 8.57e-02 7.42e-02 6.81e-02
c 4.09e-02 1.49e-02 1.43e-02
f 3.85e-02 4.20e-02 4.04e-02
t -2.07e-02 5.33e-02 5.44e-02
05 05 D SM aa 5 0.104 g -1.18e+00 2.28e-02 7.45e-02
p 9.70e-01 1.20e-01 4.56e-02
v 4.71e-01 1.15e-01 7.19e-02
a -4.02e-01 5.47e-02 8.18e-02
d -4.00e-01 3.88e-02 5.79e-02
e -3.90e-01 4.62e-02 6.82e-02
n -3.88e-01 2.91e-02 4.29e-02
i 3.59e-01 8.21e-02 5.74e-02
q -3.27e-01 2.67e-02 3.71e-02
f 2.87e-01 5.38e-02 4.04e-02
r -2.59e-01 3.95e-02 5.11e-02
w 1.92e-01 1.68e-02 1.39e-02
k -1.60e-01 5.01e-02 5.88e-02
s -1.04e-01 5.28e-02 5.86e-02
h 9.56e-02 2.54e-02 2.30e-02
c 9.05e-02 1.57e-02 1.44e-02
m -8.18e-02 1.96e-02 2.13e-02
l 6.84e-02 9.87e-02 9.21e-02
y 5.08e-02 3.67e-02 3.49e-02
t 1.56e-02 5.51e-02 5.42e-02
00 00 D SM aa 0 0.059 g -9.26e-01 2.95e-02 7.44e-02
p 6.14e-01 8.50e-02 4.60e-02
l 4.13e-01 1.39e-01 9.17e-02
t -3.95e-01 3.68e-02 5.46e-02
w 3.79e-01 2.02e-02 1.38e-02
n -3.69e-01 2.97e-02 4.29e-02
d -3.36e-01 4.16e-02 5.83e-02
m 3.00e-01 2.87e-02 2.12e-02
h -2.93e-01 1.71e-02 2.30e-02
v -2.74e-01 5.47e-02 7.19e-02
a 2.35e-01 1.03e-01 8.14e-02
c -1.95e-01 1.18e-02 1.43e-02
f 1.26e-01 4.57e-02 4.03e-02
q -1.17e-01 3.30e-02 3.70e-02
r 1.09e-01 5.68e-02 5.10e-02
e -7.74e-02 6.30e-02 6.80e-02
y -7.02e-02 3.25e-02 3.49e-02
k -4.52e-02 5.61e-02 5.87e-02
i -4.51e-02 5.49e-02 5.74e-02
s 3.90e-02 6.15e-02 5.92e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.346
08 -0.346 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.221
10 -0.221 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.369
12 -0.369 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.023
14 -0.023 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.082
16 -0.082 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.073
18 -0.073 1.000
DATA_CLASS 30
CLASS 30 - weight 10511 normalized weight 0.007 relative strength 8.27e-02 *******
class cross entropy w.r.t. global class 1.27e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.983 ( 2.44e+00 4.00e-01) 4.06e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.983 ( 4.21e+00 4.09e-01) 8.18e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.964 ( 2.81e+00 4.00e-01) 5.01e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.964 ( 4.23e+00 5.83e-01) 5.41e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.950 ( 2.37e+00 4.00e-01) 3.89e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.950 ( 4.25e+00 4.00e-01) 7.29e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.926 ( 2.34e+00 4.00e-01) 3.82e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.926 ( 4.22e+00 4.00e-01) 8.00e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.925 ( 2.42e+00 4.00e-01) 4.00e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.925 ( 4.19e+00 4.32e-01) 8.27e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.923 (-3.92e-01 4.00e-01) 3.00e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.923 ( 4.99e+00 4.00e-01) 1.11e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.461 p -8.24e+00 1.21e-05 4.56e-02
i -2.66e+00 4.02e-03 5.74e-02
k -1.51e+00 1.29e-02 5.87e-02
q -1.29e+00 1.02e-02 3.71e-02
t 1.24e+00 1.88e-01 5.43e-02
l -1.17e+00 2.86e-02 9.22e-02
r -1.16e+00 1.60e-02 5.11e-02
s 1.09e+00 1.75e-01 5.85e-02
e -1.07e+00 2.33e-02 6.82e-02
v -1.07e+00 2.46e-02 7.20e-02
w -8.56e-01 5.90e-03 1.39e-02
m -7.83e-01 9.72e-03 2.13e-02
d 7.74e-01 1.26e-01 5.80e-02
c 6.40e-01 2.72e-02 1.43e-02
g 5.48e-01 1.29e-01 7.45e-02
n 5.17e-01 7.19e-02 4.28e-02
a -2.96e-01 6.08e-02 8.17e-02
y -2.79e-01 2.64e-02 3.49e-02
h 2.22e-01 2.87e-02 2.30e-02
f -2.13e-01 3.26e-02 4.04e-02
01 01 D SM aa 1 0.199 p -1.98e+00 6.32e-03 4.58e-02
d -1.23e+00 1.69e-02 5.82e-02
g -1.07e+00 2.54e-02 7.44e-02
n -9.44e-01 1.66e-02 4.28e-02
i 8.43e-01 1.34e-01 5.75e-02
v 8.16e-01 1.63e-01 7.21e-02
e -6.04e-01 3.72e-02 6.81e-02
k -5.90e-01 3.25e-02 5.86e-02
y 4.28e-01 5.36e-02 3.49e-02
f 4.06e-01 6.07e-02 4.04e-02
q -3.86e-01 2.52e-02 3.70e-02
s -3.72e-01 4.06e-02 5.88e-02
w 3.39e-01 1.94e-02 1.38e-02
l 3.24e-01 1.27e-01 9.20e-02
h -2.86e-01 1.73e-02 2.30e-02
t 2.51e-01 7.01e-02 5.45e-02
r -2.18e-01 4.10e-02 5.09e-02
c 1.86e-01 1.72e-02 1.43e-02
m 1.26e-01 2.41e-02 2.12e-02
a -1.22e-01 7.22e-02 8.15e-02
02 02 D SM aa 2 0.185 p -1.66e+00 8.64e-03 4.56e-02
n -9.55e-01 1.65e-02 4.28e-02
d -9.48e-01 2.26e-02 5.82e-02
v 8.32e-01 1.66e-01 7.21e-02
q -7.72e-01 1.71e-02 3.70e-02
i 7.71e-01 1.24e-01 5.75e-02
k -7.07e-01 2.89e-02 5.86e-02
f 6.37e-01 7.64e-02 4.04e-02
e -6.15e-01 3.68e-02 6.81e-02
g -5.87e-01 4.14e-02 7.45e-02
r -4.40e-01 3.28e-02 5.10e-02
y 4.03e-01 5.23e-02 3.49e-02
l 3.45e-01 1.30e-01 9.21e-02
s -3.14e-01 4.29e-02 5.87e-02
c 2.44e-01 1.83e-02 1.43e-02
w 1.66e-01 1.64e-02 1.39e-02
h -1.24e-01 2.03e-02 2.30e-02
a -9.72e-02 7.40e-02 8.16e-02
t -2.58e-02 5.30e-02 5.44e-02
m 1.56e-02 2.15e-02 2.12e-02
00 00 D SM aa 0 0.175 p -1.27e+00 1.29e-02 4.60e-02
d -1.03e+00 2.09e-02 5.83e-02
n -9.79e-01 1.61e-02 4.29e-02
v 9.43e-01 1.85e-01 7.19e-02
e -7.29e-01 3.28e-02 6.80e-02
i 6.62e-01 1.11e-01 5.74e-02
c 6.18e-01 2.65e-02 1.43e-02
q -5.27e-01 2.19e-02 3.70e-02
k -5.22e-01 3.49e-02 5.87e-02
g -5.10e-01 4.47e-02 7.44e-02
f 4.86e-01 6.55e-02 4.03e-02
r -3.81e-01 3.48e-02 5.10e-02
y 3.79e-01 5.09e-02 3.49e-02
w 3.51e-01 1.96e-02 1.38e-02
h -2.84e-01 1.73e-02 2.30e-02
s -2.83e-01 4.46e-02 5.92e-02
l 1.69e-01 1.09e-01 9.17e-02
m 1.41e-01 2.45e-02 2.12e-02
a -1.31e-01 7.14e-02 8.14e-02
t 2.75e-02 5.61e-02 5.46e-02
03 03 D SM aa 3 0.152 p -5.50e+00 1.86e-04 4.55e-02
g -1.06e+00 2.59e-02 7.45e-02
d -9.70e-01 2.20e-02 5.81e-02
n -7.99e-01 1.93e-02 4.28e-02
v 6.71e-01 1.41e-01 7.21e-02
c 6.04e-01 2.62e-02 1.43e-02
t 5.68e-01 9.59e-02 5.43e-02
i 4.17e-01 8.73e-02 5.75e-02
w 4.04e-01 2.08e-02 1.39e-02
f 3.86e-01 5.95e-02 4.04e-02
e -3.81e-01 4.66e-02 6.82e-02
m 3.30e-01 2.95e-02 2.12e-02
y 3.05e-01 4.74e-02 3.50e-02
k -2.13e-01 4.73e-02 5.86e-02
r -1.49e-01 4.40e-02 5.10e-02
a -9.24e-02 7.45e-02 8.17e-02
q -7.32e-02 3.45e-02 3.71e-02
h -4.02e-02 2.21e-02 2.30e-02
l 3.80e-02 9.57e-02 9.22e-02
s 2.84e-02 6.04e-02 5.87e-02
05 05 D SM aa 5 0.150 v -1.08e+00 2.44e-02 7.19e-02
i -9.31e-01 2.26e-02 5.74e-02
l -9.23e-01 3.66e-02 9.21e-02
f -8.75e-01 1.68e-02 4.04e-02
p 8.32e-01 1.05e-01 4.56e-02
c -7.87e-01 6.54e-03 1.44e-02
d 6.69e-01 1.13e-01 5.79e-02
y -6.42e-01 1.84e-02 3.49e-02
m -6.42e-01 1.12e-02 2.13e-02
g -5.09e-01 4.48e-02 7.45e-02
s 4.16e-01 8.88e-02 5.86e-02
n 3.49e-01 6.07e-02 4.29e-02
e 2.97e-01 9.18e-02 6.82e-02
k 2.47e-01 7.53e-02 5.88e-02
t 2.30e-01 6.83e-02 5.42e-02
r 1.82e-01 6.14e-02 5.11e-02
q -1.68e-01 3.13e-02 3.71e-02
h 4.03e-02 2.40e-02 2.30e-02
w 3.76e-02 1.44e-02 1.39e-02
a 3.44e-02 8.47e-02 8.18e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.271
08 -0.271 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.227
10 -0.227 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.331
12 -0.331 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.426
14 -0.426 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.001
16 0.001 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.583
18 -0.583 1.000
DATA_CLASS 31
CLASS 31 - weight 10233 normalized weight 0.007 relative strength 9.12e-02 *******
class cross entropy w.r.t. global class 1.25e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 1.011 ( 2.16e+00 4.48e-01) 3.02e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.011 ( 4.82e+00 4.00e-01) 6.79e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.938 ( 2.36e+00 4.00e-01) 3.85e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.938 ( 4.19e+00 4.00e-01) 8.94e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.924 ( 2.35e+00 4.00e-01) 3.84e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.924 ( 4.22e+00 4.15e-01) 7.83e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.920 ( 2.32e+00 4.00e-01) 3.76e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.920 ( 4.37e+00 4.00e-01) 4.37e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.912 (-4.37e-01 4.00e-01) 3.11e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.912 ( 5.07e+00 4.00e-01) 1.31e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.885 ( 2.43e+00 4.00e-01) 4.03e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.885 ( 4.27e+00 4.76e-01) 5.66e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.491 g -1.89e+00 1.12e-02 7.45e-02
t -1.56e+00 1.14e-02 5.43e-02
d 1.50e+00 2.59e-01 5.80e-02
p 1.29e+00 1.65e-01 4.56e-02
v -1.14e+00 2.29e-02 7.20e-02
m -1.12e+00 6.95e-03 2.13e-02
i -1.06e+00 1.99e-02 5.74e-02
l -1.00e+00 3.39e-02 9.22e-02
n 9.33e-01 1.09e-01 4.28e-02
f -8.91e-01 1.66e-02 4.04e-02
k -5.54e-01 3.37e-02 5.87e-02
y -5.24e-01 2.07e-02 3.49e-02
q -4.91e-01 2.27e-02 3.71e-02
e -4.79e-01 4.22e-02 6.82e-02
a -4.18e-01 5.38e-02 8.17e-02
h 3.84e-01 3.38e-02 2.30e-02
w -3.76e-01 9.54e-03 1.39e-02
c 2.74e-01 1.89e-02 1.43e-02
r -2.37e-01 4.03e-02 5.11e-02
s 1.54e-01 6.83e-02 5.85e-02
03 03 D SM aa 3 0.341 p -8.70e+00 7.56e-06 4.55e-02
g -2.52e+00 5.96e-03 7.45e-02
d -1.72e+00 1.04e-02 5.81e-02
n -9.86e-01 1.60e-02 4.28e-02
v 9.83e-01 1.93e-01 7.21e-02
i 9.33e-01 1.46e-01 5.75e-02
s -8.43e-01 2.53e-02 5.87e-02
e -8.10e-01 3.03e-02 6.82e-02
y 7.01e-01 7.05e-02 3.50e-02
k -6.98e-01 2.91e-02 5.86e-02
f 6.86e-01 8.02e-02 4.04e-02
w 6.16e-01 2.57e-02 1.39e-02
q -5.59e-01 2.12e-02 3.71e-02
m 4.07e-01 3.19e-02 2.12e-02
c 3.47e-01 2.02e-02 1.43e-02
l 2.97e-01 1.24e-01 9.22e-02
a -2.96e-01 6.08e-02 8.17e-02
r -2.80e-01 3.86e-02 5.10e-02
t -8.72e-02 4.98e-02 5.43e-02
h -8.41e-02 2.12e-02 2.30e-02
01 01 D SM aa 1 0.234 p -4.94e+00 3.29e-04 4.58e-02
g -1.30e+00 2.03e-02 7.44e-02
d -1.17e+00 1.80e-02 5.82e-02
n -9.63e-01 1.63e-02 4.28e-02
v 9.33e-01 1.83e-01 7.21e-02
i 7.49e-01 1.22e-01 5.75e-02
f 5.83e-01 7.23e-02 4.04e-02
y 5.42e-01 6.00e-02 3.49e-02
s -5.29e-01 3.47e-02 5.88e-02
e -4.94e-01 4.15e-02 6.81e-02
k -3.89e-01 3.97e-02 5.86e-02
c 3.76e-01 2.09e-02 1.43e-02
r -3.16e-01 3.71e-02 5.09e-02
l 3.11e-01 1.26e-01 9.20e-02
w 2.91e-01 1.85e-02 1.38e-02
h -2.69e-01 1.76e-02 2.30e-02
q -1.94e-01 3.05e-02 3.70e-02
a -1.84e-01 6.78e-02 8.15e-02
m 1.26e-01 2.40e-02 2.12e-02
t -8.61e-02 5.00e-02 5.45e-02
05 05 D SM aa 5 0.144 p 1.34e+00 1.74e-01 4.56e-02
g -7.53e-01 3.51e-02 7.45e-02
d -7.26e-01 2.80e-02 5.79e-02
q -5.41e-01 2.16e-02 3.71e-02
n -4.73e-01 2.67e-02 4.29e-02
y -4.32e-01 2.27e-02 3.49e-02
h -2.85e-01 1.73e-02 2.30e-02
f -2.45e-01 3.16e-02 4.04e-02
r -2.31e-01 4.06e-02 5.11e-02
l 1.59e-01 1.08e-01 9.21e-02
i -1.48e-01 4.94e-02 5.74e-02
w -1.41e-01 1.21e-02 1.39e-02
a 1.36e-01 9.37e-02 8.18e-02
e -1.06e-01 6.14e-02 6.82e-02
t 1.04e-01 6.02e-02 5.42e-02
c -1.02e-01 1.30e-02 1.44e-02
s -7.80e-02 5.42e-02 5.86e-02
m -3.29e-02 2.06e-02 2.13e-02
v -3.01e-02 6.98e-02 7.19e-02
k 2.41e-02 6.02e-02 5.88e-02
02 02 D SM aa 2 0.087 g -9.96e-01 2.75e-02 7.45e-02
v 5.71e-01 1.28e-01 7.21e-02
d -5.68e-01 3.30e-02 5.82e-02
i 5.53e-01 1.00e-01 5.75e-02
p -5.30e-01 2.69e-02 4.56e-02
y 4.87e-01 5.69e-02 3.49e-02
w 4.63e-01 2.20e-02 1.39e-02
f 3.81e-01 5.91e-02 4.04e-02
k -3.78e-01 4.01e-02 5.86e-02
n -3.68e-01 2.96e-02 4.28e-02
q -3.55e-01 2.60e-02 3.70e-02
c 3.26e-01 1.98e-02 1.43e-02
s -2.34e-01 4.65e-02 5.87e-02
r -2.17e-01 4.10e-02 5.10e-02
t 1.95e-01 6.61e-02 5.44e-02
a -1.76e-01 6.84e-02 8.16e-02
e -1.67e-01 5.76e-02 6.81e-02
l 1.43e-01 1.06e-01 9.21e-02
m 8.37e-02 2.31e-02 2.12e-02
h -2.69e-02 2.24e-02 2.30e-02
00 00 D SM aa 0 0.064 d -6.10e-01 3.17e-02 5.83e-02
n -5.66e-01 2.43e-02 4.29e-02
v 5.28e-01 1.22e-01 7.19e-02
i 5.23e-01 9.69e-02 5.74e-02
g -4.88e-01 4.57e-02 7.44e-02
f 4.21e-01 6.14e-02 4.03e-02
y 3.65e-01 5.02e-02 3.49e-02
p -3.48e-01 3.25e-02 4.60e-02
w 3.39e-01 1.94e-02 1.38e-02
e -3.24e-01 4.92e-02 6.80e-02
k -2.83e-01 4.43e-02 5.87e-02
q -2.29e-01 2.95e-02 3.70e-02
t 2.03e-01 6.69e-02 5.46e-02
a -1.82e-01 6.79e-02 8.14e-02
r -1.44e-01 4.41e-02 5.10e-02
l 1.02e-01 1.02e-01 9.17e-02
s -8.96e-02 5.41e-02 5.92e-02
m -3.48e-02 2.05e-02 2.12e-02
h 2.74e-02 2.36e-02 2.30e-02
c 9.61e-03 1.44e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.216
08 -0.216 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.290
10 -0.290 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.166
12 -0.166 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.312
14 -0.312 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.570
16 0.570 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.495
18 -0.495 1.000
DATA_CLASS 32
CLASS 32 - weight 10182 normalized weight 0.007 relative strength 1.16e-01 *******
class cross entropy w.r.t. global class 1.84e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.837 ( 1.32e+00 4.00e-01) 8.05e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.837 ( 3.61e-01 4.00e-01) 1.14e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.267 p -9.14e+00 4.91e-06 4.58e-02
i -5.27e+00 2.96e-04 5.75e-02
v -4.19e+00 1.09e-03 7.21e-02
t -2.81e+00 3.27e-03 5.45e-02
g 2.16e+00 6.44e-01 7.44e-02
l -2.14e+00 1.08e-02 9.20e-02
w -2.06e+00 1.77e-03 1.38e-02
a -1.99e+00 1.12e-02 8.15e-02
f -1.89e+00 6.13e-03 4.04e-02
y -1.87e+00 5.37e-03 3.49e-02
m -1.40e+00 5.24e-03 2.12e-02
c -1.21e+00 4.27e-03 1.43e-02
e -1.17e+00 2.11e-02 6.81e-02
s -1.09e+00 1.99e-02 5.88e-02
n 7.32e-01 8.90e-02 4.28e-02
r -3.68e-01 3.53e-02 5.09e-02
q -3.22e-01 2.68e-02 3.70e-02
d -3.00e-01 4.31e-02 5.82e-02
h -1.79e-01 1.92e-02 2.30e-02
k -1.18e-01 5.21e-02 5.86e-02
08 12 R MNcn psi2 0.967 ( 2.55e+00 4.00e-01) 4.34e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.967 ( 4.54e+00 4.71e-01) 6.78e-05 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.916 ( 2.35e+00 4.00e-01) 3.85e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.916 ( 4.60e+00 4.52e-01) 1.34e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.887 ( 2.43e+00 4.00e-01) 4.05e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.887 ( 4.30e+00 4.78e-01) 5.14e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.871 ( 2.38e+00 4.00e-01) 3.94e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.871 ( 4.39e+00 4.80e-01) 3.18e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.758 (-4.10e-02 4.00e-01) 2.16e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.758 ( 4.65e+00 4.00e-01) 2.73e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.222 d -1.57e+00 1.20e-02 5.80e-02
n -1.44e+00 1.02e-02 4.28e-02
v 1.02e+00 2.01e-01 7.20e-02
e -9.40e-01 2.66e-02 6.82e-02
g -9.37e-01 2.92e-02 7.45e-02
k -6.97e-01 2.92e-02 5.87e-02
s -6.62e-01 3.02e-02 5.85e-02
y 6.33e-01 6.58e-02 3.49e-02
i 6.33e-01 1.08e-01 5.74e-02
f 4.25e-01 6.18e-02 4.04e-02
q -4.07e-01 2.47e-02 3.71e-02
r -3.77e-01 3.50e-02 5.11e-02
a -3.38e-01 5.83e-02 8.17e-02
c 2.91e-01 1.92e-02 1.43e-02
l 2.63e-01 1.20e-01 9.22e-02
p 1.76e-01 5.44e-02 4.56e-02
w 1.64e-01 1.64e-02 1.39e-02
h -8.80e-02 2.11e-02 2.30e-02
m 7.46e-02 2.29e-02 2.13e-02
t 4.34e-04 5.43e-02 5.43e-02
00 00 D SM aa 0 0.181 p -2.42e+00 4.08e-03 4.60e-02
g -1.57e+00 1.55e-02 7.44e-02
v -1.32e+00 1.92e-02 7.19e-02
i -1.09e+00 1.94e-02 5.74e-02
n 7.27e-01 8.87e-02 4.29e-02
t 6.82e-01 1.08e-01 5.46e-02
d 6.79e-01 1.15e-01 5.83e-02
w -4.70e-01 8.63e-03 1.38e-02
c 3.98e-01 2.13e-02 1.43e-02
h 3.90e-01 3.39e-02 2.30e-02
s 3.03e-01 8.01e-02 5.92e-02
l 1.52e-01 1.07e-01 9.17e-02
e -1.04e-01 6.13e-02 6.80e-02
m -9.06e-02 1.94e-02 2.12e-02
a -8.44e-02 7.48e-02 8.14e-02
f -7.37e-02 3.75e-02 4.03e-02
q 5.57e-02 3.92e-02 3.70e-02
k 5.00e-02 6.17e-02 5.87e-02
y 3.96e-02 3.63e-02 3.49e-02
r -3.23e-02 4.93e-02 5.10e-02
03 03 D SM aa 3 0.102 g -1.35e+00 1.92e-02 7.45e-02
p 9.81e-01 1.21e-01 4.55e-02
a -4.38e-01 5.27e-02 8.17e-02
m -4.02e-01 1.42e-02 2.12e-02
k 3.94e-01 8.68e-02 5.86e-02
w 3.84e-01 2.04e-02 1.39e-02
d -3.53e-01 4.08e-02 5.81e-02
n -2.74e-01 3.26e-02 4.28e-02
t 2.67e-01 7.10e-02 5.43e-02
s -2.67e-01 4.49e-02 5.87e-02
f -2.57e-01 3.12e-02 4.04e-02
h -2.32e-01 1.83e-02 2.30e-02
r 2.19e-01 6.35e-02 5.10e-02
q -1.91e-01 3.06e-02 3.71e-02
v 1.83e-01 8.65e-02 7.21e-02
l -1.64e-01 7.83e-02 9.22e-02
e 1.01e-01 7.54e-02 6.82e-02
i 8.63e-02 6.27e-02 5.75e-02
c -9.52e-03 1.42e-02 1.43e-02
y 7.42e-03 3.52e-02 3.50e-02
02 02 D SM aa 2 0.083 p -2.06e+00 5.83e-03 4.56e-02
d -9.23e-01 2.31e-02 5.82e-02
g -6.37e-01 3.94e-02 7.45e-02
i 4.90e-01 9.39e-02 5.75e-02
k 4.67e-01 9.34e-02 5.86e-02
v 3.40e-01 1.01e-01 7.21e-02
r 3.06e-01 6.92e-02 5.10e-02
s -2.31e-01 4.66e-02 5.87e-02
q 2.23e-01 4.63e-02 3.70e-02
n -1.81e-01 3.57e-02 4.28e-02
a -1.70e-01 6.88e-02 8.16e-02
c 1.63e-01 1.68e-02 1.43e-02
w -1.60e-01 1.18e-02 1.39e-02
y 1.41e-01 4.03e-02 3.49e-02
t 1.16e-01 6.11e-02 5.44e-02
m 1.09e-01 2.36e-02 2.12e-02
e -1.35e-02 6.72e-02 6.81e-02
f 1.12e-02 4.09e-02 4.04e-02
l -4.10e-03 9.17e-02 9.21e-02
h -2.35e-03 2.29e-02 2.30e-02
05 05 D SM aa 5 0.054 g -7.11e-01 3.66e-02 7.45e-02
i 4.98e-01 9.44e-02 5.74e-02
v 4.94e-01 1.18e-01 7.19e-02
c 3.70e-01 2.08e-02 1.44e-02
k -3.69e-01 4.07e-02 5.88e-02
a -3.39e-01 5.83e-02 8.18e-02
t 3.12e-01 7.41e-02 5.42e-02
p 2.90e-01 6.10e-02 4.56e-02
d -2.89e-01 4.34e-02 5.79e-02
q -2.87e-01 2.78e-02 3.71e-02
n -2.38e-01 3.38e-02 4.29e-02
e -2.05e-01 5.56e-02 6.82e-02
y 1.27e-01 3.97e-02 3.49e-02
w 1.12e-01 1.55e-02 1.39e-02
r -1.09e-01 4.59e-02 5.11e-02
f 6.20e-02 4.29e-02 4.04e-02
s -4.50e-02 5.60e-02 5.86e-02
h 2.67e-02 2.37e-02 2.30e-02
l -1.20e-02 9.10e-02 9.21e-02
m -9.75e-03 2.11e-02 2.13e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.226
08 -0.226 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.630
10 -0.630 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.151
12 -0.151 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.035
14 -0.035 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.185
16 -0.185 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.080
18 -0.080 1.000
DATA_CLASS 33
CLASS 33 - weight 9888 normalized weight 0.006 relative strength 7.21e-07 *******
class cross entropy w.r.t. global class 9.59e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.020 ( 1.27e+00 4.00e-01) 8.17e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.020 ( 1.39e+00 1.56e+00) 3.66e-01 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 0.830 p -4.02e+00 8.26e-04 4.58e-02
g 1.97e+00 5.33e-01 7.44e-02
i -1.86e+00 8.94e-03 5.75e-02
v -1.78e+00 1.21e-02 7.21e-02
l -1.38e+00 2.32e-02 9.20e-02
t -1.12e+00 1.79e-02 5.45e-02
f -9.27e-01 1.60e-02 4.04e-02
m -9.23e-01 8.43e-03 2.12e-02
a -8.16e-01 3.61e-02 8.15e-02
w -7.84e-01 6.32e-03 1.38e-02
y -7.71e-01 1.61e-02 3.49e-02
e -7.13e-01 3.34e-02 6.81e-02
q -6.40e-01 1.95e-02 3.70e-02
n 4.77e-01 6.90e-02 4.28e-02
r -4.38e-01 3.29e-02 5.09e-02
s -4.25e-01 3.85e-02 5.88e-02
k -3.81e-01 4.00e-02 5.86e-02
c -3.81e-01 9.79e-03 1.43e-02
h -1.24e-01 2.03e-02 2.30e-02
d -7.03e-03 5.78e-02 5.82e-02
10 15 R MNcn phi4 0.372 ( 3.66e+00 1.57e+00) 5.63e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.372 ( 1.15e+00 1.52e+00) 2.22e-01 ( 8.09e-01 1.53e+00)
08 12 R MNcn psi2 0.317 ( 1.49e+00 1.44e+00) 4.67e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.317 ( 3.77e+00 1.48e+00) 5.23e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.192 ( 1.54e+00 1.41e+00) 5.16e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.192 ( 4.64e+00 5.71e-01) 1.68e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.167 ( 1.45e+00 1.46e+00) 4.36e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.167 ( 4.61e+00 5.95e-01) 1.09e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.147 ( 1.37e+00 1.44e+00) 3.78e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.147 ( 4.59e+00 5.86e-01) 7.70e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.134 g 1.10e+00 2.23e-01 7.45e-02
v -5.88e-01 4.00e-02 7.20e-02
n 4.19e-01 6.52e-02 4.28e-02
l -4.08e-01 6.13e-02 9.22e-02
a -3.98e-01 5.49e-02 8.17e-02
e -3.88e-01 4.63e-02 6.82e-02
i -3.61e-01 4.00e-02 5.74e-02
q -3.38e-01 2.64e-02 3.71e-02
m -2.60e-01 1.64e-02 2.13e-02
w -2.47e-01 1.09e-02 1.39e-02
k -2.38e-01 4.62e-02 5.87e-02
y -2.31e-01 2.77e-02 3.49e-02
r -1.73e-01 4.30e-02 5.11e-02
c 1.34e-01 1.64e-02 1.43e-02
h 1.31e-01 2.63e-02 2.30e-02
f -1.27e-01 3.55e-02 4.04e-02
d 6.72e-02 6.21e-02 5.80e-02
t -5.85e-02 5.12e-02 5.43e-02
s 2.65e-02 6.01e-02 5.85e-02
p 2.18e-02 4.66e-02 4.56e-02
02 02 D SM aa 2 0.094 g 9.61e-01 1.95e-01 7.45e-02
i -4.63e-01 3.62e-02 5.75e-02
v -3.92e-01 4.87e-02 7.21e-02
l -3.68e-01 6.37e-02 9.21e-02
n 3.08e-01 5.83e-02 4.28e-02
e -3.05e-01 5.02e-02 6.81e-02
y -2.77e-01 2.65e-02 3.49e-02
a -2.41e-01 6.41e-02 8.16e-02
c 2.36e-01 1.81e-02 1.43e-02
m -2.14e-01 1.71e-02 2.12e-02
f -2.02e-01 3.30e-02 4.04e-02
k -2.01e-01 4.79e-02 5.86e-02
w -2.01e-01 1.13e-02 1.39e-02
r -1.80e-01 4.26e-02 5.10e-02
q -1.64e-01 3.14e-02 3.70e-02
s 1.58e-01 6.88e-02 5.87e-02
d 1.18e-01 6.55e-02 5.82e-02
h 1.17e-01 2.58e-02 2.30e-02
t -4.17e-02 5.22e-02 5.44e-02
p -4.02e-02 4.38e-02 4.56e-02
03 03 D SM aa 3 0.051 p 6.38e-01 8.62e-02 4.55e-02
l -5.21e-01 5.48e-02 9.22e-02
s 4.15e-01 8.88e-02 5.87e-02
i -4.03e-01 3.84e-02 5.75e-02
m -3.56e-01 1.49e-02 2.12e-02
n 3.48e-01 6.07e-02 4.28e-02
v -3.32e-01 5.17e-02 7.21e-02
d 2.88e-01 7.75e-02 5.81e-02
c 2.57e-01 1.85e-02 1.43e-02
a -2.21e-01 6.54e-02 8.17e-02
t 2.07e-01 6.68e-02 5.43e-02
w -1.98e-01 1.14e-02 1.39e-02
f -1.81e-01 3.37e-02 4.04e-02
h 1.67e-01 2.72e-02 2.30e-02
g -1.55e-01 6.38e-02 7.45e-02
e -1.21e-01 6.04e-02 6.82e-02
q -1.04e-01 3.34e-02 3.71e-02
y -9.14e-02 3.19e-02 3.50e-02
k 4.36e-02 6.12e-02 5.86e-02
r 4.29e-02 5.33e-02 5.10e-02
00 00 D SM aa 0 0.028 g -6.17e-01 4.01e-02 7.44e-02
c 4.31e-01 2.20e-02 1.43e-02
p 4.24e-01 7.03e-02 4.60e-02
h 3.71e-01 3.33e-02 2.30e-02
y 3.01e-01 4.71e-02 3.49e-02
s 2.62e-01 7.69e-02 5.92e-02
v -2.00e-01 5.89e-02 7.19e-02
w 1.89e-01 1.67e-02 1.38e-02
t 1.75e-01 6.50e-02 5.46e-02
i -1.46e-01 4.96e-02 5.74e-02
l -1.22e-01 8.12e-02 9.17e-02
d -1.15e-01 5.19e-02 5.83e-02
r -1.02e-01 4.60e-02 5.10e-02
a -7.46e-02 7.56e-02 8.14e-02
k -5.65e-02 5.55e-02 5.87e-02
f 3.93e-02 4.19e-02 4.03e-02
q 3.65e-02 3.84e-02 3.70e-02
n -2.72e-02 4.17e-02 4.29e-02
e -2.40e-02 6.64e-02 6.80e-02
m 4.68e-03 2.13e-02 2.12e-02
05 05 D SM aa 5 0.020 g -4.74e-01 4.64e-02 7.45e-02
p 3.63e-01 6.56e-02 4.56e-02
c 3.62e-01 2.06e-02 1.44e-02
s 3.17e-01 8.05e-02 5.86e-02
l -2.11e-01 7.46e-02 9.21e-02
m -2.06e-01 1.73e-02 2.13e-02
t 1.89e-01 6.55e-02 5.42e-02
q -1.30e-01 3.26e-02 3.71e-02
d 1.21e-01 6.54e-02 5.79e-02
a -1.08e-01 7.34e-02 8.18e-02
n 1.00e-01 4.74e-02 4.29e-02
k -8.02e-02 5.43e-02 5.88e-02
i -7.72e-02 5.31e-02 5.74e-02
e -7.26e-02 6.35e-02 6.82e-02
w 7.10e-02 1.49e-02 1.39e-02
v 4.50e-02 7.52e-02 7.19e-02
h 2.34e-02 2.36e-02 2.30e-02
f -6.30e-03 4.01e-02 4.04e-02
r 1.23e-03 5.12e-02 5.11e-02
y 8.86e-04 3.50e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.111
08 -0.111 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.015
10 -0.015 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.008
12 -0.008 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.110
14 -0.110 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.134
16 -0.134 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.385
18 -0.385 1.000
DATA_CLASS 34
CLASS 34 - weight 9761 normalized weight 0.006 relative strength 4.21e-02 *******
class cross entropy w.r.t. global class 1.14e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.932 (-6.04e-01 4.00e-01) 3.54e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.932 ( 5.23e+00 4.00e-01) 1.71e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.928 (-6.44e-01 4.00e-01) 3.63e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.928 ( 5.13e+00 4.00e-01) 1.45e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.912 (-6.11e-01 4.00e-01) 3.55e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.912 ( 5.05e+00 4.00e-01) 1.28e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.912 (-5.93e-01 4.00e-01) 3.51e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.912 ( 5.14e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.810 (-2.16e-01 4.17e-01) 2.49e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.810 ( 4.71e+00 4.00e-01) 4.32e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.593 ( 1.89e+00 7.06e-01) 1.52e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.593 ( 4.57e+00 5.09e-01) 5.87e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.477 p -3.51e+00 1.36e-03 4.58e-02
d 1.46e+00 2.52e-01 5.82e-02
v -1.43e+00 1.72e-02 7.21e-02
n 1.28e+00 1.53e-01 4.28e-02
i -1.24e+00 1.66e-02 5.75e-02
l -1.06e+00 3.19e-02 9.20e-02
a -9.46e-01 3.17e-02 8.15e-02
g -8.59e-01 3.15e-02 7.44e-02
s 7.61e-01 1.26e-01 5.88e-02
h 7.56e-01 4.89e-02 2.30e-02
m -6.54e-01 1.10e-02 2.12e-02
k -5.87e-01 3.26e-02 5.86e-02
c 5.12e-01 2.39e-02 1.43e-02
e -4.59e-01 4.30e-02 6.81e-02
r -3.67e-01 3.53e-02 5.09e-02
t -3.05e-01 4.02e-02 5.45e-02
w -2.75e-01 1.05e-02 1.38e-02
f -2.26e-01 3.22e-02 4.04e-02
q -2.23e-01 2.96e-02 3.70e-02
y -1.06e-01 3.14e-02 3.49e-02
02 02 D SM aa 2 0.378 p 1.87e+00 2.97e-01 4.56e-02
c -1.08e+00 4.87e-03 1.43e-02
n -9.97e-01 1.58e-02 4.28e-02
g -9.72e-01 2.82e-02 7.45e-02
v -5.72e-01 4.07e-02 7.21e-02
f -5.59e-01 2.31e-02 4.04e-02
m -5.52e-01 1.22e-02 2.12e-02
i -4.51e-01 3.66e-02 5.75e-02
l -4.35e-01 5.96e-02 9.21e-02
d -3.76e-01 3.99e-02 5.82e-02
t -3.40e-01 3.87e-02 5.44e-02
h -3.39e-01 1.64e-02 2.30e-02
y -2.84e-01 2.63e-02 3.49e-02
s -1.92e-01 4.85e-02 5.87e-02
e 1.90e-01 8.23e-02 6.81e-02
a -1.68e-01 6.90e-02 8.16e-02
q -1.13e-01 3.31e-02 3.70e-02
k 9.48e-02 6.44e-02 5.86e-02
w 8.27e-02 1.51e-02 1.39e-02
r -6.19e-02 4.79e-02 5.10e-02
05 05 D SM aa 5 0.121 p -1.59e+00 9.27e-03 4.56e-02
g -1.28e+00 2.08e-02 7.45e-02
d -7.91e-01 2.63e-02 5.79e-02
e -7.02e-01 3.38e-02 6.82e-02
r 6.07e-01 9.38e-02 5.11e-02
q 5.58e-01 6.47e-02 3.71e-02
n -4.31e-01 2.79e-02 4.29e-02
t -3.88e-01 3.68e-02 5.42e-02
w 3.49e-01 1.97e-02 1.39e-02
a 3.04e-01 1.11e-01 8.18e-02
s -2.95e-01 4.36e-02 5.86e-02
l 2.88e-01 1.23e-01 9.21e-02
m 2.82e-01 2.82e-02 2.13e-02
k 2.53e-01 7.57e-02 5.88e-02
f 2.49e-01 5.18e-02 4.04e-02
i 2.44e-01 7.32e-02 5.74e-02
y 2.13e-01 4.32e-02 3.49e-02
c -1.70e-01 1.21e-02 1.44e-02
v 1.62e-01 8.46e-02 7.19e-02
h -1.03e-01 2.08e-02 2.30e-02
03 03 D SM aa 3 0.107 c -8.77e-01 5.95e-03 1.43e-02
e 8.72e-01 1.63e-01 6.82e-02
p -7.38e-01 2.18e-02 4.55e-02
i -6.44e-01 3.02e-02 5.75e-02
l -5.54e-01 5.30e-02 9.22e-02
d 5.30e-01 9.87e-02 5.81e-02
g -5.10e-01 4.47e-02 7.45e-02
v -4.54e-01 4.58e-02 7.21e-02
m -3.57e-01 1.49e-02 2.12e-02
q 2.23e-01 4.63e-02 3.71e-02
w 2.22e-01 1.73e-02 1.39e-02
h 2.15e-01 2.85e-02 2.30e-02
f -2.01e-01 3.30e-02 4.04e-02
s 1.82e-01 7.04e-02 5.87e-02
t -1.46e-01 4.70e-02 5.43e-02
a 1.37e-01 9.37e-02 8.17e-02
n -1.06e-01 3.85e-02 4.28e-02
r 6.76e-02 5.46e-02 5.10e-02
y -1.14e-02 3.46e-02 3.50e-02
k -8.57e-03 5.81e-02 5.86e-02
00 00 D SM aa 0 0.097 i -9.15e-01 2.30e-02 5.74e-02
v -9.04e-01 2.91e-02 7.19e-02
g -6.17e-01 4.01e-02 7.44e-02
n 5.31e-01 7.29e-02 4.29e-02
c -5.29e-01 8.41e-03 1.43e-02
l -5.00e-01 5.56e-02 9.17e-02
t 4.50e-01 8.56e-02 5.46e-02
w -4.16e-01 9.10e-03 1.38e-02
d 4.15e-01 8.82e-02 5.83e-02
s 4.08e-01 8.89e-02 5.92e-02
h 3.76e-01 3.35e-02 2.30e-02
q 3.55e-01 5.28e-02 3.70e-02
k 3.53e-01 8.36e-02 5.87e-02
f -3.35e-01 2.88e-02 4.03e-02
p -2.63e-01 3.53e-02 4.60e-02
y -2.63e-01 2.68e-02 3.49e-02
m -2.50e-01 1.65e-02 2.12e-02
r 2.43e-01 6.50e-02 5.10e-02
e 1.99e-01 8.30e-02 6.80e-02
a -1.02e-01 7.36e-02 8.14e-02
04 04 D SM aa 4 0.049 p -1.26e+00 1.29e-02 4.56e-02
f 5.46e-01 6.97e-02 4.04e-02
g -4.91e-01 4.56e-02 7.45e-02
d -3.79e-01 3.97e-02 5.80e-02
w 3.18e-01 1.91e-02 1.39e-02
y 3.07e-01 4.75e-02 3.49e-02
a 2.73e-01 1.07e-01 8.17e-02
l 2.63e-01 1.20e-01 9.22e-02
s -2.13e-01 4.73e-02 5.85e-02
q -1.68e-01 3.13e-02 3.71e-02
n -1.62e-01 3.64e-02 4.28e-02
v 1.56e-01 8.41e-02 7.20e-02
m 1.47e-01 2.46e-02 2.13e-02
c 1.35e-01 1.64e-02 1.43e-02
r -1.07e-01 4.59e-02 5.11e-02
i -7.70e-02 5.32e-02 5.74e-02
t -5.56e-02 5.13e-02 5.43e-02
h 3.90e-02 2.39e-02 2.30e-02
e -2.82e-02 6.63e-02 6.82e-02
k -2.59e-02 5.72e-02 5.87e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.438
08 -0.438 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.563
10 0.563 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.253
12 -0.253 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.251
14 -0.251 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.301
16 -0.301 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.279
18 -0.279 1.000
DATA_CLASS 35
CLASS 35 - weight 9523 normalized weight 0.006 relative strength 1.01e-01 *******
class cross entropy w.r.t. global class 1.31e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 1.207 ( 2.57e+00 4.00e-01) 4.37e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 1.207 ( 5.04e+00 4.00e-01) 1.25e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.948 (-6.53e-01 4.00e-01) 3.67e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.948 ( 5.27e+00 4.00e-01) 1.82e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.938 (-6.97e-01 4.00e-01) 3.76e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.938 ( 5.18e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.921 (-6.38e-01 4.00e-01) 3.62e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.921 ( 5.13e+00 4.00e-01) 1.46e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.916 (-6.19e-01 4.00e-01) 3.57e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.916 ( 5.02e+00 4.00e-01) 1.20e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.912 (-5.99e-01 4.00e-01) 3.53e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.912 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.581 v -2.37e+00 6.76e-03 7.19e-02
i -2.15e+00 6.71e-03 5.74e-02
f -1.92e+00 5.90e-03 4.03e-02
y -1.85e+00 5.51e-03 3.49e-02
p 1.73e+00 2.59e-01 4.60e-02
m -1.43e+00 5.07e-03 2.12e-02
l -1.32e+00 2.45e-02 9.17e-02
s 1.27e+00 2.11e-01 5.92e-02
d 7.04e-01 1.18e-01 5.83e-02
w -6.88e-01 6.93e-03 1.38e-02
g -5.52e-01 4.28e-02 7.44e-02
r -4.79e-01 3.16e-02 5.10e-02
a -4.66e-01 5.11e-02 8.14e-02
q -4.54e-01 2.35e-02 3.70e-02
k -4.09e-01 3.90e-02 5.87e-02
t -3.61e-01 3.80e-02 5.46e-02
n -3.08e-01 3.15e-02 4.29e-02
e -3.03e-01 5.03e-02 6.80e-02
c 1.74e-01 1.70e-02 1.43e-02
h 1.31e-01 2.62e-02 2.30e-02
04 04 D SM aa 4 0.211 p -2.00e+00 6.15e-03 4.56e-02
d -1.65e+00 1.11e-02 5.80e-02
g -1.42e+00 1.80e-02 7.45e-02
n -1.15e+00 1.35e-02 4.28e-02
e -8.69e-01 2.86e-02 6.82e-02
t -6.93e-01 2.71e-02 5.43e-02
r 6.85e-01 1.01e-01 5.11e-02
s -6.21e-01 3.14e-02 5.85e-02
i 5.98e-01 1.04e-01 5.74e-02
l 5.85e-01 1.65e-01 9.22e-02
q 5.16e-01 6.21e-02 3.71e-02
w 4.24e-01 2.12e-02 1.39e-02
h -3.80e-01 1.57e-02 2.30e-02
m 3.58e-01 3.04e-02 2.13e-02
k 3.58e-01 8.40e-02 5.87e-02
v 3.07e-01 9.79e-02 7.20e-02
c -2.69e-01 1.10e-02 1.43e-02
f 1.09e-01 4.50e-02 4.04e-02
a 1.07e-01 9.09e-02 8.17e-02
y -1.22e-02 3.45e-02 3.49e-02
02 02 D SM aa 2 0.196 l -1.21e+00 2.74e-02 9.21e-02
e 1.03e+00 1.91e-01 6.81e-02
m -9.97e-01 7.83e-03 2.12e-02
v -9.58e-01 2.77e-02 7.21e-02
c -9.33e-01 5.63e-03 1.43e-02
i -8.32e-01 2.50e-02 5.75e-02
d 6.72e-01 1.14e-01 5.82e-02
s 5.40e-01 1.01e-01 5.87e-02
y -4.61e-01 2.20e-02 3.49e-02
g -4.59e-01 4.70e-02 7.45e-02
f -4.34e-01 2.62e-02 4.04e-02
w 4.10e-01 2.09e-02 1.39e-02
p -3.94e-01 3.08e-02 4.56e-02
h 2.57e-01 2.97e-02 2.30e-02
t -1.79e-01 4.55e-02 5.44e-02
a 1.42e-01 9.40e-02 8.16e-02
r -1.41e-01 4.43e-02 5.10e-02
n 8.44e-02 4.66e-02 4.28e-02
k -2.17e-02 5.73e-02 5.86e-02
q -1.41e-02 3.65e-02 3.70e-02
01 01 D SM aa 1 0.184 p 1.13e+00 1.42e-01 4.58e-02
g -1.04e+00 2.63e-02 7.44e-02
c -9.71e-01 5.42e-03 1.43e-02
f -9.50e-01 1.56e-02 4.04e-02
i -8.87e-01 2.37e-02 5.75e-02
e 6.83e-01 1.35e-01 6.81e-02
v -6.48e-01 3.77e-02 7.21e-02
n -6.25e-01 2.29e-02 4.28e-02
m -5.80e-01 1.19e-02 2.12e-02
l -5.12e-01 5.51e-02 9.20e-02
y -4.33e-01 2.26e-02 3.49e-02
h -4.15e-01 1.52e-02 2.30e-02
k 3.78e-01 8.55e-02 5.86e-02
t -3.71e-01 3.76e-02 5.45e-02
q 3.16e-01 5.08e-02 3.70e-02
d 2.70e-01 7.62e-02 5.82e-02
a 2.15e-01 1.01e-01 8.15e-02
r 1.70e-01 6.04e-02 5.09e-02
w -1.44e-01 1.20e-02 1.38e-02
s 6.48e-02 6.28e-02 5.88e-02
05 05 D SM aa 5 0.131 c -1.00e+00 5.27e-03 1.44e-02
v -7.75e-01 3.31e-02 7.19e-02
i -7.73e-01 2.65e-02 5.74e-02
w -7.70e-01 6.43e-03 1.39e-02
e 7.37e-01 1.43e-01 6.82e-02
f -6.56e-01 2.09e-02 4.04e-02
g -6.48e-01 3.90e-02 7.45e-02
q 6.02e-01 6.77e-02 3.71e-02
k 5.54e-01 1.02e-01 5.88e-02
p -5.50e-01 2.63e-02 4.56e-02
l -5.05e-01 5.56e-02 9.21e-02
r 4.02e-01 7.64e-02 5.11e-02
t -3.36e-01 3.88e-02 5.42e-02
d 3.05e-01 7.86e-02 5.79e-02
y -3.02e-01 2.58e-02 3.49e-02
h -2.66e-01 1.77e-02 2.30e-02
a 2.56e-01 1.06e-01 8.18e-02
n 2.35e-01 5.42e-02 4.29e-02
m -1.55e-01 1.82e-02 2.13e-02
s 4.47e-03 5.88e-02 5.86e-02
03 03 D SM aa 3 0.129 p -2.42e+00 4.06e-03 4.55e-02
g -1.71e+00 1.35e-02 7.45e-02
n -6.89e-01 2.15e-02 4.28e-02
v 5.70e-01 1.27e-01 7.21e-02
s -5.63e-01 3.34e-02 5.87e-02
f 5.01e-01 6.67e-02 4.04e-02
c 4.65e-01 2.28e-02 1.43e-02
w 4.61e-01 2.20e-02 1.39e-02
r -4.55e-01 3.24e-02 5.10e-02
k -4.21e-01 3.84e-02 5.86e-02
m 2.80e-01 2.81e-02 2.12e-02
e 2.72e-01 8.95e-02 6.82e-02
y 2.46e-01 4.47e-02 3.50e-02
t 2.19e-01 6.76e-02 5.43e-02
l 2.16e-01 1.14e-01 9.22e-02
i 1.14e-01 6.45e-02 5.75e-02
q 1.04e-01 4.11e-02 3.71e-02
a 9.35e-02 8.97e-02 8.17e-02
d -5.10e-02 5.52e-02 5.81e-02
h 3.01e-03 2.31e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.117
08 -0.117 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.168
10 -0.168 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.181
12 -0.181 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.328
14 -0.328 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.119
16 -0.119 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.235
18 -0.235 1.000
DATA_CLASS 36
CLASS 36 - weight 9520 normalized weight 0.006 relative strength 6.05e-01 *******
class cross entropy w.r.t. global class 1.41e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.953 (-7.24e-01 4.00e-01) 3.87e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.953 ( 5.20e+00 4.00e-01) 1.66e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.942 (-7.09e-01 4.00e-01) 3.81e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.942 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.941 (-7.20e-01 4.00e-01) 3.83e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.941 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.937 (-7.17e-01 4.00e-01) 3.83e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.937 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.929 (-6.77e-01 4.00e-01) 3.71e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.929 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.909 (-6.14e-01 4.00e-01) 3.56e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.909 ( 5.09e+00 4.00e-01) 1.37e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.810 p -7.87e+00 1.75e-05 4.56e-02
r -5.94e+00 1.34e-04 5.11e-02
f -5.62e+00 1.46e-04 4.04e-02
c -4.48e+00 1.63e-04 1.43e-02
n -4.35e+00 5.55e-04 4.28e-02
h -2.83e+00 1.36e-03 2.30e-02
y -2.55e+00 2.74e-03 3.49e-02
e 1.81e+00 4.18e-01 6.82e-02
v -1.64e+00 1.40e-02 7.20e-02
t -1.24e+00 1.57e-02 5.43e-02
g -1.15e+00 2.37e-02 7.45e-02
q 1.06e+00 1.07e-01 3.71e-02
i -9.48e-01 2.23e-02 5.74e-02
w -8.29e-01 6.06e-03 1.39e-02
s -6.18e-01 3.16e-02 5.85e-02
d 5.36e-01 9.92e-02 5.80e-02
k -4.08e-01 3.90e-02 5.87e-02
a 3.91e-01 1.21e-01 8.17e-02
m -3.33e-01 1.52e-02 2.13e-02
l -1.07e-01 8.28e-02 9.22e-02
05 05 D SM aa 5 0.562 p -8.08e+00 1.41e-05 4.56e-02
c -4.79e+00 1.20e-04 1.44e-02
d -2.64e+00 4.14e-03 5.79e-02
f -1.96e+00 5.67e-03 4.04e-02
v -1.81e+00 1.17e-02 7.19e-02
w -1.72e+00 2.48e-03 1.39e-02
l -1.47e+00 2.11e-02 9.21e-02
i -1.41e+00 1.39e-02 5.74e-02
k 1.40e+00 2.39e-01 5.88e-02
g -1.23e+00 2.18e-02 7.45e-02
r 1.01e+00 1.41e-01 5.11e-02
h -9.91e-01 8.55e-03 2.30e-02
y -8.78e-01 1.45e-02 3.49e-02
a 7.55e-01 1.74e-01 8.18e-02
q 7.31e-01 7.70e-02 3.71e-02
e 5.80e-01 1.22e-01 6.82e-02
m -5.36e-01 1.24e-02 2.13e-02
t -4.70e-01 3.39e-02 5.42e-02
s -5.13e-02 5.56e-02 5.86e-02
n -4.06e-02 4.12e-02 4.29e-02
03 03 D SM aa 3 0.482 p -7.49e+00 2.55e-05 4.55e-02
d -5.65e+00 2.05e-04 5.81e-02
n -2.33e+00 4.18e-03 4.28e-02
s -2.08e+00 7.35e-03 5.87e-02
e -1.78e+00 1.15e-02 6.82e-02
g -1.66e+00 1.42e-02 7.45e-02
t -1.22e+00 1.60e-02 5.43e-02
h -1.12e+00 7.54e-03 2.30e-02
l 1.08e+00 2.72e-01 9.22e-02
k -9.16e-01 2.34e-02 5.86e-02
m 8.67e-01 5.05e-02 2.12e-02
i 7.56e-01 1.23e-01 5.75e-02
a 6.40e-01 1.55e-01 8.17e-02
f 4.71e-01 6.47e-02 4.04e-02
w 4.37e-01 2.15e-02 1.39e-02
v 4.02e-01 1.08e-01 7.21e-02
q -3.70e-01 2.56e-02 3.71e-02
r -2.66e-01 3.91e-02 5.10e-02
c 1.73e-01 1.70e-02 1.43e-02
y 1.39e-01 4.02e-02 3.50e-02
01 01 D SM aa 1 0.443 y -3.03e+00 1.69e-03 3.49e-02
v -2.36e+00 6.81e-03 7.21e-02
i -2.09e+00 7.13e-03 5.75e-02
f -1.98e+00 5.58e-03 4.04e-02
g -1.45e+00 1.75e-02 7.44e-02
c -1.44e+00 3.38e-03 1.43e-02
m -1.38e+00 5.33e-03 2.12e-02
e 1.21e+00 2.29e-01 6.81e-02
h -1.12e+00 7.52e-03 2.30e-02
l -1.06e+00 3.19e-02 9.20e-02
k 8.42e-01 1.36e-01 5.86e-02
a 7.71e-01 1.76e-01 8.15e-02
t -7.22e-01 2.65e-02 5.45e-02
w -7.21e-01 6.73e-03 1.38e-02
n -6.11e-01 2.32e-02 4.28e-02
q 5.40e-01 6.36e-02 3.70e-02
r 3.91e-01 7.53e-02 5.09e-02
d 2.58e-01 7.53e-02 5.82e-02
s -7.98e-02 5.43e-02 5.88e-02
p 3.47e-02 4.75e-02 4.58e-02
00 00 D SM aa 0 0.382 d -6.41e+00 9.57e-05 5.83e-02
p -5.58e+00 1.74e-04 4.60e-02
s -1.64e+00 1.15e-02 5.92e-02
g -1.62e+00 1.47e-02 7.44e-02
h -1.32e+00 6.16e-03 2.30e-02
c -1.26e+00 4.06e-03 1.43e-02
k 1.10e+00 1.76e-01 5.87e-02
n -1.06e+00 1.49e-02 4.29e-02
r 9.12e-01 1.27e-01 5.10e-02
t -8.95e-01 2.23e-02 5.46e-02
w 6.99e-01 2.78e-02 1.38e-02
e -6.83e-01 3.44e-02 6.80e-02
l 6.41e-01 1.74e-01 9.17e-02
y -5.68e-01 1.97e-02 3.49e-02
q 4.86e-01 6.02e-02 3.70e-02
m 4.35e-01 3.28e-02 2.12e-02
f -2.45e-01 3.16e-02 4.03e-02
i 2.04e-01 7.04e-02 5.74e-02
v 1.51e-01 8.37e-02 7.19e-02
a 8.26e-02 8.84e-02 8.14e-02
02 02 D SM aa 2 0.161 p -3.20e+00 1.87e-03 4.56e-02
c -1.26e+00 4.04e-03 1.43e-02
g -1.25e+00 2.13e-02 7.45e-02
s -9.64e-01 2.24e-02 5.87e-02
n -6.58e-01 2.22e-02 4.28e-02
e 6.43e-01 1.30e-01 6.81e-02
a 5.72e-01 1.45e-01 8.16e-02
q 5.21e-01 6.24e-02 3.70e-02
l 3.81e-01 1.35e-01 9.21e-02
h -3.79e-01 1.57e-02 2.30e-02
y -3.77e-01 2.40e-02 3.49e-02
i -2.96e-01 4.28e-02 5.75e-02
r 2.83e-01 6.77e-02 5.10e-02
k 2.57e-01 7.57e-02 5.86e-02
v -2.06e-01 5.87e-02 7.21e-02
m 1.80e-01 2.54e-02 2.12e-02
t -1.49e-01 4.69e-02 5.44e-02
f -1.21e-01 3.58e-02 4.04e-02
w -1.19e-01 1.23e-02 1.39e-02
d -1.13e-01 5.20e-02 5.82e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.066
08 -0.066 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.054
10 -0.054 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.097
12 -0.097 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.064
14 -0.064 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.065
16 -0.065 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.231
18 -0.231 1.000
DATA_CLASS 37
CLASS 37 - weight 9293 normalized weight 0.006 relative strength 3.65e-01 *******
class cross entropy w.r.t. global class 1.39e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
04 04 D SM aa 4 1.047 p -8.52e+00 9.09e-06 4.56e-02
d -7.02e+00 5.19e-05 5.80e-02
e -7.00e+00 6.21e-05 6.82e-02
k -6.95e+00 5.61e-05 5.87e-02
g -6.95e+00 7.15e-05 7.45e-02
s -6.90e+00 5.90e-05 5.85e-02
n -6.71e+00 5.23e-05 4.28e-02
r -5.91e+00 1.38e-04 5.11e-02
t -4.84e+00 4.28e-04 5.43e-02
h -3.78e+00 5.27e-04 2.30e-02
c -3.41e+00 4.76e-04 1.43e-02
q -2.35e+00 3.55e-03 3.71e-02
l 1.50e+00 4.15e-01 9.22e-02
i 1.23e+00 1.97e-01 5.74e-02
w 1.11e+00 4.20e-02 1.39e-02
m 9.59e-01 5.55e-02 2.13e-02
f 8.46e-01 9.41e-02 4.04e-02
a -5.83e-01 4.56e-02 8.17e-02
y 3.88e-01 5.15e-02 3.49e-02
v 2.64e-01 9.37e-02 7.20e-02
09 14 R MNcn psi3 0.942 (-7.32e-01 4.00e-01) 3.86e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.942 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.942 (-7.10e-01 4.00e-01) 3.83e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.942 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.941 (-7.13e-01 4.00e-01) 3.81e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.941 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.941 (-7.10e-01 4.00e-01) 3.82e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.941 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.939 (-7.20e-01 4.00e-01) 3.82e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.939 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.927 (-6.69e-01 4.00e-01) 3.70e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.927 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.447 i -6.88e+00 5.91e-05 5.74e-02
l -6.51e+00 1.37e-04 9.17e-02
y -5.84e+00 1.01e-04 3.49e-02
f -5.82e+00 1.20e-04 4.03e-02
w -5.81e+00 4.15e-05 1.38e-02
v -2.74e+00 4.64e-03 7.19e-02
q 9.69e-01 9.76e-02 3.70e-02
a 9.57e-01 2.12e-01 8.14e-02
t 6.87e-01 1.08e-01 5.46e-02
k -6.47e-01 3.08e-02 5.87e-02
e 4.66e-01 1.08e-01 6.80e-02
m -4.47e-01 1.36e-02 2.12e-02
d 4.05e-01 8.73e-02 5.83e-02
h 3.03e-01 3.11e-02 2.30e-02
s 2.23e-01 7.39e-02 5.92e-02
n 1.89e-01 5.18e-02 4.29e-02
c -1.22e-01 1.26e-02 1.43e-02
p -8.84e-02 4.21e-02 4.60e-02
r -1.30e-02 5.03e-02 5.10e-02
g 3.65e-03 7.47e-02 7.44e-02
01 01 D SM aa 1 0.413 p -7.34e+00 2.98e-05 4.58e-02
d -3.40e+00 1.95e-03 5.82e-02
g -2.66e+00 5.21e-03 7.44e-02
e -1.54e+00 1.46e-02 6.81e-02
n -1.29e+00 1.17e-02 4.28e-02
t -1.18e+00 1.67e-02 5.45e-02
h -1.06e+00 7.94e-03 2.30e-02
l 1.01e+00 2.52e-01 9.20e-02
s -9.93e-01 2.18e-02 5.88e-02
m 9.34e-01 5.39e-02 2.12e-02
i 8.10e-01 1.29e-01 5.75e-02
k -5.90e-01 3.25e-02 5.86e-02
f 5.18e-01 6.78e-02 4.04e-02
w 4.98e-01 2.28e-02 1.38e-02
v 4.08e-01 1.08e-01 7.21e-02
a 3.29e-01 1.13e-01 8.15e-02
y -8.63e-02 3.20e-02 3.49e-02
r 5.95e-02 5.41e-02 5.09e-02
q 5.67e-02 3.92e-02 3.70e-02
c 1.56e-02 1.45e-02 1.43e-02
02 02 D SM aa 2 0.384 p -7.55e+00 2.41e-05 4.56e-02
i -3.89e+00 1.18e-03 5.75e-02
w -3.76e+00 3.21e-04 1.39e-02
f -3.01e+00 1.99e-03 4.04e-02
v -1.78e+00 1.22e-02 7.21e-02
l -1.29e+00 2.54e-02 9.21e-02
c -9.45e-01 5.56e-03 1.43e-02
q 9.18e-01 9.28e-02 3.70e-02
g -8.17e-01 3.29e-02 7.45e-02
e 8.01e-01 1.52e-01 6.81e-02
r 7.87e-01 1.12e-01 5.10e-02
k 7.40e-01 1.23e-01 5.86e-02
a 6.44e-01 1.55e-01 8.16e-02
y -4.37e-01 2.26e-02 3.49e-02
m -2.26e-01 1.69e-02 2.12e-02
t -1.70e-01 4.59e-02 5.44e-02
d 1.07e-01 6.47e-02 5.82e-02
n 9.07e-02 4.69e-02 4.28e-02
h 8.80e-02 2.51e-02 2.30e-02
s 8.03e-02 6.36e-02 5.87e-02
03 03 D SM aa 3 0.189 p -7.87e+00 1.74e-05 4.55e-02
g -1.87e+00 1.15e-02 7.45e-02
d -8.61e-01 2.46e-02 5.81e-02
a 7.77e-01 1.78e-01 8.17e-02
r 6.63e-01 9.90e-02 5.10e-02
c -6.52e-01 7.45e-03 1.43e-02
s -4.95e-01 3.58e-02 5.87e-02
k 4.79e-01 9.46e-02 5.86e-02
q 4.62e-01 5.89e-02 3.71e-02
w -4.27e-01 9.06e-03 1.39e-02
e -3.46e-01 4.83e-02 6.82e-02
f -2.20e-01 3.24e-02 4.04e-02
t 2.06e-01 6.68e-02 5.43e-02
i -1.68e-01 4.86e-02 5.75e-02
y 1.67e-01 4.13e-02 3.50e-02
h -1.45e-01 1.99e-02 2.30e-02
l -1.19e-01 8.18e-02 9.22e-02
m 7.72e-02 2.29e-02 2.12e-02
v 4.16e-02 7.51e-02 7.21e-02
n 3.46e-02 4.44e-02 4.28e-02
05 05 D SM aa 5 0.113 p -8.11e+00 1.38e-05 4.56e-02
w -9.54e-01 5.35e-03 1.39e-02
g -5.94e-01 4.12e-02 7.45e-02
f -5.63e-01 2.30e-02 4.04e-02
d -5.51e-01 3.34e-02 5.79e-02
a 5.41e-01 1.41e-01 8.18e-02
m 4.79e-01 3.43e-02 2.13e-02
i -4.67e-01 3.59e-02 5.74e-02
r 4.12e-01 7.72e-02 5.11e-02
q 3.09e-01 5.05e-02 3.71e-02
k 3.07e-01 7.99e-02 5.88e-02
c 2.71e-01 1.88e-02 1.44e-02
v -2.40e-01 5.65e-02 7.19e-02
h -2.19e-01 1.85e-02 2.30e-02
s 1.95e-01 7.12e-02 5.86e-02
l 1.86e-01 1.11e-01 9.21e-02
e 1.73e-01 8.12e-02 6.82e-02
n -1.32e-01 3.75e-02 4.29e-02
y -6.68e-02 3.27e-02 3.49e-02
t -5.76e-02 5.12e-02 5.42e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.092
08 -0.092 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.072
10 -0.072 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.050
12 -0.050 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.058
14 -0.058 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.078
16 -0.078 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.129
18 -0.129 1.000
DATA_CLASS 38
CLASS 38 - weight 9046 normalized weight 0.006 relative strength 5.20e-01 *******
class cross entropy w.r.t. global class 1.41e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
03 03 D SM aa 3 1.339 p -7.49e+00 2.53e-05 4.55e-02
v -7.25e+00 5.12e-05 7.21e-02
i -7.16e+00 4.49e-05 5.75e-02
l -6.67e+00 1.17e-04 9.22e-02
f -5.89e+00 1.11e-04 4.04e-02
y -5.67e+00 1.20e-04 3.50e-02
h -5.65e+00 8.12e-05 2.30e-02
w -5.23e+00 7.42e-05 1.39e-02
c -4.88e+00 1.09e-04 1.43e-02
g -4.42e+00 8.92e-04 7.45e-02
r -3.25e+00 1.97e-03 5.10e-02
n -2.54e+00 3.36e-03 4.28e-02
e 2.11e+00 5.61e-01 6.82e-02
t -1.22e+00 1.60e-02 5.43e-02
q 1.14e+00 1.16e-01 3.71e-02
d 8.30e-01 1.33e-01 5.81e-02
m -7.96e-01 9.58e-03 2.12e-02
s -4.97e-01 3.57e-02 5.87e-02
k -1.70e-01 4.94e-02 5.86e-02
a -1.25e-01 7.21e-02 8.17e-02
08 12 R MNcn psi2 0.944 (-7.21e-01 4.00e-01) 3.84e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.944 ( 5.18e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.944 (-7.26e-01 4.00e-01) 3.86e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.944 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.941 (-7.21e-01 4.00e-01) 3.83e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.941 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.939 (-7.03e-01 4.00e-01) 3.81e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.939 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.934 (-7.12e-01 4.00e-01) 3.80e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.934 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.920 (-6.48e-01 4.00e-01) 3.64e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.920 ( 5.12e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.443 d -5.74e+00 1.87e-04 5.83e-02
n -5.32e+00 2.10e-04 4.29e-02
g -1.58e+00 1.53e-02 7.44e-02
k 1.37e+00 2.30e-01 5.87e-02
r 1.10e+00 1.53e-01 5.10e-02
s -9.95e-01 2.19e-02 5.92e-02
p -9.90e-01 1.71e-02 4.60e-02
v -8.64e-01 3.03e-02 7.19e-02
t -7.99e-01 2.46e-02 5.46e-02
q 7.41e-01 7.77e-02 3.70e-02
y -5.83e-01 1.95e-02 3.49e-02
f -5.82e-01 2.25e-02 4.03e-02
i -4.84e-01 3.54e-02 5.74e-02
e 4.49e-01 1.07e-01 6.80e-02
m -4.40e-01 1.37e-02 2.12e-02
w -3.07e-01 1.01e-02 1.38e-02
h -2.78e-01 1.74e-02 2.30e-02
a 2.63e-01 1.06e-01 8.14e-02
c -2.03e-01 1.17e-02 1.43e-02
l -5.81e-02 8.66e-02 9.17e-02
01 01 D SM aa 1 0.291 p -7.44e+00 2.68e-05 4.58e-02
k -1.65e+00 1.12e-02 5.86e-02
n -1.24e+00 1.24e-02 4.28e-02
h -1.01e+00 8.39e-03 2.30e-02
s -9.56e-01 2.26e-02 5.88e-02
m 9.37e-01 5.41e-02 2.12e-02
r -8.67e-01 2.14e-02 5.09e-02
d -8.38e-01 2.52e-02 5.82e-02
g -8.23e-01 3.27e-02 7.44e-02
a 8.21e-01 1.85e-01 8.15e-02
l 7.53e-01 1.95e-01 9.20e-02
w -7.02e-01 6.86e-03 1.38e-02
i 5.53e-01 1.00e-01 5.75e-02
y -4.71e-01 2.18e-02 3.49e-02
t -4.48e-01 3.48e-02 5.45e-02
v 4.28e-01 1.11e-01 7.21e-02
f 2.11e-01 4.99e-02 4.04e-02
e -2.01e-01 5.57e-02 6.81e-02
c 1.43e-01 1.65e-02 1.43e-02
q -5.27e-02 3.51e-02 3.70e-02
05 05 D SM aa 5 0.287 p -6.20e+00 9.24e-05 4.56e-02
d -1.47e+00 1.33e-02 5.79e-02
g -1.26e+00 2.11e-02 7.45e-02
k -1.11e+00 1.94e-02 5.88e-02
n -1.04e+00 1.52e-02 4.29e-02
l 9.13e-01 2.30e-01 9.21e-02
h -7.77e-01 1.06e-02 2.30e-02
a 7.16e-01 1.67e-01 8.18e-02
r -6.80e-01 2.59e-02 5.11e-02
m 6.71e-01 4.16e-02 2.13e-02
q -5.72e-01 2.09e-02 3.71e-02
c 5.18e-01 2.41e-02 1.44e-02
s -4.94e-01 3.57e-02 5.86e-02
t -4.60e-01 3.42e-02 5.42e-02
f 4.52e-01 6.34e-02 4.04e-02
i 4.35e-01 8.86e-02 5.74e-02
e -3.25e-01 4.93e-02 6.82e-02
w -3.18e-01 1.01e-02 1.39e-02
v 2.01e-01 8.79e-02 7.19e-02
y 1.73e-01 4.15e-02 3.49e-02
04 04 D SM aa 4 0.266 p -8.41e+00 1.02e-05 4.56e-02
s -2.39e+00 5.37e-03 5.85e-02
d -1.70e+00 1.06e-02 5.80e-02
g -1.70e+00 1.37e-02 7.45e-02
n -1.18e+00 1.32e-02 4.28e-02
c -1.10e+00 4.77e-03 1.43e-02
i 7.32e-01 1.19e-01 5.74e-02
h -6.96e-01 1.15e-02 2.30e-02
l 6.72e-01 1.80e-01 9.22e-02
m 6.71e-01 4.16e-02 2.13e-02
t -6.06e-01 2.96e-02 5.43e-02
k 4.23e-01 8.95e-02 5.87e-02
a 2.96e-01 1.10e-01 8.17e-02
e 2.56e-01 8.81e-02 6.82e-02
y 2.23e-01 4.37e-02 3.49e-02
f 2.10e-01 4.98e-02 4.04e-02
q -1.92e-01 3.06e-02 3.71e-02
r 1.77e-01 6.10e-02 5.11e-02
v 1.36e-01 8.24e-02 7.20e-02
w 7.15e-02 1.49e-02 1.39e-02
02 02 D SM aa 2 0.178 p -2.66e+00 3.18e-03 4.56e-02
d -1.23e+00 1.70e-02 5.82e-02
g -1.04e+00 2.63e-02 7.45e-02
s -8.58e-01 2.49e-02 5.87e-02
n -7.77e-01 1.97e-02 4.28e-02
r 7.45e-01 1.07e-01 5.10e-02
t -7.37e-01 2.60e-02 5.44e-02
m 5.51e-01 3.68e-02 2.12e-02
k 5.30e-01 9.95e-02 5.86e-02
l 4.02e-01 1.38e-01 9.21e-02
h -3.92e-01 1.55e-02 2.30e-02
a 3.79e-01 1.19e-01 8.16e-02
v 3.78e-01 1.05e-01 7.21e-02
i 3.43e-01 8.11e-02 5.75e-02
e -2.88e-01 5.11e-02 6.81e-02
c 2.20e-01 1.78e-02 1.43e-02
y -2.16e-01 2.82e-02 3.49e-02
f -1.60e-01 3.44e-02 4.04e-02
w -1.30e-01 1.22e-02 1.39e-02
q -4.81e-03 3.69e-02 3.70e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.088
08 -0.088 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.084
10 -0.084 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.052
12 -0.052 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.046
14 -0.046 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.077
16 -0.077 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.210
18 -0.210 1.000
DATA_CLASS 39
CLASS 39 - weight 8927 normalized weight 0.006 relative strength 2.71e-01 *******
class cross entropy w.r.t. global class 1.40e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.951 (-7.35e-01 4.00e-01) 3.88e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.951 ( 5.18e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.946 (-7.28e-01 4.00e-01) 3.88e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.946 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.943 (-7.13e-01 4.00e-01) 3.81e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.943 ( 5.19e+00 4.00e-01) 1.62e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.938 (-7.31e-01 4.00e-01) 3.85e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.938 ( 5.13e+00 4.00e-01) 1.46e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.932 (-7.07e-01 4.00e-01) 3.79e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.932 ( 5.14e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.923 (-6.62e-01 4.00e-01) 3.68e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.923 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.704 p -8.38e+00 1.04e-05 4.56e-02
d -7.00e+00 5.31e-05 5.80e-02
k -6.26e+00 1.12e-04 5.87e-02
r -4.45e+00 5.98e-04 5.11e-02
q -3.75e+00 8.75e-04 3.71e-02
e -3.54e+00 1.98e-03 6.82e-02
g -3.32e+00 2.69e-03 7.45e-02
s -2.45e+00 5.05e-03 5.85e-02
n -1.40e+00 1.05e-02 4.28e-02
i 1.14e+00 1.79e-01 5.74e-02
h -1.12e+00 7.48e-03 2.30e-02
l 9.80e-01 2.46e-01 9.22e-02
f 9.38e-01 1.03e-01 4.04e-02
c 9.19e-01 3.60e-02 1.43e-02
y 8.18e-01 7.92e-02 3.49e-02
w 8.09e-01 3.12e-02 1.39e-02
m 8.03e-01 4.75e-02 2.13e-02
v 5.24e-01 1.22e-01 7.20e-02
t -4.59e-01 3.43e-02 5.43e-02
a 1.32e-01 9.33e-02 8.17e-02
02 02 D SM aa 2 0.678 i -7.08e+00 4.86e-05 5.75e-02
l -6.90e+00 9.32e-05 9.21e-02
v -6.68e+00 9.02e-05 7.21e-02
f -6.48e+00 6.20e-05 4.04e-02
m -4.96e+00 1.49e-04 2.12e-02
c -2.53e+00 1.14e-03 1.43e-02
a -1.87e+00 1.26e-02 8.16e-02
p -1.62e+00 9.04e-03 4.56e-02
g -1.18e+00 2.28e-02 7.45e-02
y -1.11e+00 1.16e-02 3.49e-02
d 1.07e+00 1.69e-01 5.82e-02
n 1.03e+00 1.21e-01 4.28e-02
q 9.89e-01 9.96e-02 3.70e-02
e 9.78e-01 1.81e-01 6.81e-02
w -9.61e-01 5.31e-03 1.39e-02
k 8.62e-01 1.39e-01 5.86e-02
r 6.81e-01 1.01e-01 5.10e-02
t -5.08e-01 3.27e-02 5.44e-02
h 1.62e-01 2.70e-02 2.30e-02
s 1.39e-01 6.75e-02 5.87e-02
03 03 D SM aa 3 0.456 p -4.52e+00 4.96e-04 4.55e-02
f -4.18e+00 6.16e-04 4.04e-02
v -3.69e+00 1.80e-03 7.21e-02
c -3.60e+00 3.93e-04 1.43e-02
i -3.57e+00 1.62e-03 5.75e-02
l -2.75e+00 5.89e-03 9.22e-02
r 9.25e-01 1.29e-01 5.10e-02
k 8.67e-01 1.39e-01 5.86e-02
e 8.52e-01 1.60e-01 6.82e-02
g -8.36e-01 3.23e-02 7.45e-02
m -7.57e-01 9.96e-03 2.12e-02
n 5.91e-01 7.73e-02 4.28e-02
q 5.52e-01 6.44e-02 3.71e-02
d 4.75e-01 9.34e-02 5.81e-02
w -3.73e-01 9.56e-03 1.39e-02
h 3.69e-01 3.33e-02 2.30e-02
s 2.63e-01 7.63e-02 5.87e-02
a -1.36e-01 7.12e-02 8.17e-02
t 1.19e-01 6.12e-02 5.43e-02
y -8.35e-02 3.22e-02 3.50e-02
01 01 D SM aa 1 0.372 p -7.50e+00 2.55e-05 4.58e-02
d -6.28e+00 1.09e-04 5.82e-02
n -1.91e+00 6.33e-03 4.28e-02
e -1.61e+00 1.36e-02 6.81e-02
g -1.37e+00 1.88e-02 7.44e-02
i 8.98e-01 1.41e-01 5.75e-02
s -8.56e-01 2.50e-02 5.88e-02
y 7.91e-01 7.70e-02 3.49e-02
q -7.76e-01 1.71e-02 3.70e-02
w 7.43e-01 2.91e-02 1.38e-02
k -7.43e-01 2.79e-02 5.86e-02
l 6.66e-01 1.79e-01 9.20e-02
f 6.51e-01 7.75e-02 4.04e-02
v 6.49e-01 1.38e-01 7.21e-02
m 6.48e-01 4.05e-02 2.12e-02
t -5.51e-01 3.14e-02 5.45e-02
c 3.58e-01 2.05e-02 1.43e-02
h -2.74e-01 1.75e-02 2.30e-02
a 1.24e-01 9.23e-02 8.15e-02
r -7.09e-02 4.75e-02 5.09e-02
05 05 D SM aa 5 0.311 d -5.87e+00 1.63e-04 5.79e-02
p -3.80e+00 1.02e-03 4.56e-02
g -2.15e+00 8.64e-03 7.45e-02
c 9.38e-01 3.67e-02 1.44e-02
s -8.58e-01 2.48e-02 5.86e-02
i 8.39e-01 1.33e-01 5.74e-02
e -8.15e-01 3.02e-02 6.82e-02
f 7.73e-01 8.74e-02 4.04e-02
h -6.30e-01 1.23e-02 2.30e-02
m 6.21e-01 3.96e-02 2.13e-02
l 5.98e-01 1.68e-01 9.21e-02
v 5.59e-01 1.26e-01 7.19e-02
a -5.58e-01 4.68e-02 8.18e-02
t -5.09e-01 3.26e-02 5.42e-02
y 4.70e-01 5.59e-02 3.49e-02
n -2.35e-01 3.39e-02 4.29e-02
q -1.87e-01 3.07e-02 3.71e-02
k 1.56e-01 6.87e-02 5.88e-02
w 5.25e-02 1.46e-02 1.39e-02
r -2.35e-02 5.00e-02 5.11e-02
00 00 D SM aa 0 0.178 p -5.49e+00 1.90e-04 4.60e-02
g -2.25e+00 7.87e-03 7.44e-02
n -8.14e-01 1.90e-02 4.29e-02
s -6.36e-01 3.13e-02 5.92e-02
i 5.62e-01 1.01e-01 5.74e-02
f 5.41e-01 6.92e-02 4.03e-02
l 5.08e-01 1.52e-01 9.17e-02
w 4.80e-01 2.23e-02 1.38e-02
d -4.63e-01 3.67e-02 5.83e-02
r -4.09e-01 3.38e-02 5.10e-02
v 4.08e-01 1.08e-01 7.19e-02
t -4.03e-01 3.65e-02 5.46e-02
m 3.37e-01 2.97e-02 2.12e-02
y 3.36e-01 4.88e-02 3.49e-02
e 2.83e-01 9.03e-02 6.80e-02
k -1.50e-01 5.06e-02 5.87e-02
h -1.48e-01 1.98e-02 2.30e-02
q 1.08e-01 4.13e-02 3.70e-02
a 5.68e-02 8.62e-02 8.14e-02
c 5.54e-02 1.51e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.105
08 -0.105 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.075
10 -0.075 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.053
12 -0.053 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.068
14 -0.068 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.077
16 -0.077 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.161
18 -0.161 1.000
DATA_CLASS 40
CLASS 40 - weight 8710 normalized weight 0.006 relative strength 1.18e-01 *******
class cross entropy w.r.t. global class 1.32e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 1.050 ( 2.63e+00 4.00e-01) 4.56e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.050 ( 3.87e+00 4.00e-01) 1.68e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.987 ( 2.48e+00 4.00e-01) 4.18e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.987 ( 4.19e+00 4.00e-01) 8.84e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.924 ( 2.39e+00 4.00e-01) 3.91e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.924 ( 4.21e+00 4.21e-01) 7.78e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.922 ( 2.34e+00 4.00e-01) 3.81e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.922 ( 4.26e+00 4.00e-01) 7.08e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.912 ( 2.32e+00 4.00e-01) 3.76e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.912 ( 4.24e+00 4.00e-01) 7.53e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.901 ( 2.28e+00 4.00e-01) 3.68e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.901 ( 4.30e+00 4.00e-01) 6.19e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.528 p -8.94e+00 5.96e-06 4.56e-02
i -7.63e+00 2.80e-05 5.74e-02
l -7.49e+00 5.15e-05 9.21e-02
v -3.37e+00 2.46e-03 7.19e-02
g -1.15e+00 2.35e-02 7.45e-02
t 1.13e+00 1.68e-01 5.42e-02
c 1.06e+00 4.13e-02 1.44e-02
s 1.01e+00 1.61e-01 5.86e-02
e -9.18e-01 2.73e-02 6.82e-02
y 7.44e-01 7.35e-02 3.49e-02
k -7.20e-01 2.86e-02 5.88e-02
h 7.04e-01 4.66e-02 2.30e-02
a 6.92e-01 1.63e-01 8.18e-02
q -6.12e-01 2.01e-02 3.71e-02
w 5.84e-01 2.49e-02 1.39e-02
f 3.66e-01 5.82e-02 4.04e-02
r -1.73e-01 4.30e-02 5.11e-02
n -1.55e-01 3.67e-02 4.29e-02
d 3.34e-02 5.99e-02 5.79e-02
m 2.21e-03 2.13e-02 2.13e-02
01 01 D SM aa 1 0.514 p -8.74e+00 7.36e-06 4.58e-02
g -2.60e+00 5.52e-03 7.44e-02
d -2.41e+00 5.20e-03 5.82e-02
s -1.69e+00 1.08e-02 5.88e-02
e -1.61e+00 1.36e-02 6.81e-02
n -1.27e+00 1.20e-02 4.28e-02
k -1.26e+00 1.67e-02 5.86e-02
v 1.22e+00 2.43e-01 7.21e-02
q -1.14e+00 1.19e-02 3.70e-02
i 1.08e+00 1.70e-01 5.75e-02
l 6.83e-01 1.82e-01 9.20e-02
r -6.61e-01 2.63e-02 5.09e-02
y 5.16e-01 5.85e-02 3.49e-02
f 4.81e-01 6.53e-02 4.04e-02
a -4.76e-01 5.07e-02 8.15e-02
c 3.89e-01 2.11e-02 1.43e-02
m 3.68e-01 3.06e-02 2.12e-02
t -2.87e-01 4.09e-02 5.45e-02
h -8.80e-02 2.10e-02 2.30e-02
w 7.71e-02 1.49e-02 1.38e-02
03 03 D SM aa 3 0.390 p -8.69e+00 7.62e-06 4.55e-02
d -2.20e+00 6.47e-03 5.81e-02
e -1.53e+00 1.48e-02 6.82e-02
k -1.26e+00 1.67e-02 5.86e-02
n -1.17e+00 1.33e-02 4.28e-02
g -1.13e+00 2.40e-02 7.45e-02
v 1.01e+00 1.98e-01 7.21e-02
i 9.93e-01 1.55e-01 5.75e-02
r -7.73e-01 2.35e-02 5.10e-02
s -7.58e-01 2.75e-02 5.87e-02
c 6.98e-01 2.88e-02 1.43e-02
q -6.85e-01 1.87e-02 3.71e-02
l 6.73e-01 1.81e-01 9.22e-02
f 6.47e-01 7.71e-02 4.04e-02
m 3.95e-01 3.15e-02 2.12e-02
y 3.62e-01 5.02e-02 3.50e-02
a -2.79e-01 6.18e-02 8.17e-02
w -2.73e-01 1.06e-02 1.39e-02
t -2.60e-01 4.19e-02 5.43e-02
h -2.05e-01 1.87e-02 2.30e-02
02 02 D SM aa 2 0.147 p -8.05e+00 1.46e-05 4.56e-02
g -9.99e-01 2.74e-02 7.45e-02
v 6.28e-01 1.35e-01 7.21e-02
d -5.79e-01 3.26e-02 5.82e-02
i 5.62e-01 1.01e-01 5.75e-02
y 5.38e-01 5.99e-02 3.49e-02
t 5.01e-01 8.98e-02 5.44e-02
a -4.38e-01 5.27e-02 8.16e-02
n -4.08e-01 2.85e-02 4.28e-02
k -3.68e-01 4.05e-02 5.86e-02
e -3.30e-01 4.89e-02 6.81e-02
l 2.87e-01 1.23e-01 9.21e-02
s -2.57e-01 4.54e-02 5.87e-02
h 2.28e-01 2.89e-02 2.30e-02
q -1.38e-01 3.23e-02 3.70e-02
m 1.35e-01 2.43e-02 2.12e-02
c 1.14e-01 1.60e-02 1.43e-02
r 1.08e-01 5.68e-02 5.10e-02
f 6.92e-02 4.33e-02 4.04e-02
w 6.64e-03 1.40e-02 1.39e-02
00 00 D SM aa 0 0.140 p -8.70e+00 7.63e-06 4.60e-02
g -1.52e+00 1.63e-02 7.44e-02
t 6.76e-01 1.07e-01 5.46e-02
d -5.51e-01 3.36e-02 5.83e-02
h 5.14e-01 3.84e-02 2.30e-02
r 4.58e-01 8.05e-02 5.10e-02
v 4.52e-01 1.13e-01 7.19e-02
k 4.02e-01 8.78e-02 5.87e-02
a -3.17e-01 5.93e-02 8.14e-02
n -2.91e-01 3.21e-02 4.29e-02
m -2.10e-01 1.72e-02 2.12e-02
w -1.83e-01 1.15e-02 1.38e-02
f -1.74e-01 3.39e-02 4.03e-02
i 1.57e-01 6.72e-02 5.74e-02
y 1.38e-01 4.00e-02 3.49e-02
l -7.58e-02 8.50e-02 9.17e-02
e -3.34e-02 6.58e-02 6.80e-02
c -2.25e-02 1.40e-02 1.43e-02
q 1.53e-02 3.76e-02 3.70e-02
s 5.68e-03 5.95e-02 5.92e-02
04 04 D SM aa 4 0.110 p -8.58e+00 8.59e-06 4.56e-02
d -6.72e-01 2.96e-02 5.80e-02
t 6.30e-01 1.02e-01 5.43e-02
c 5.82e-01 2.57e-02 1.43e-02
s 5.15e-01 9.79e-02 5.85e-02
y 4.28e-01 5.36e-02 3.49e-02
w 3.92e-01 2.06e-02 1.39e-02
f 3.84e-01 5.93e-02 4.04e-02
g -3.78e-01 5.11e-02 7.45e-02
h 3.42e-01 3.24e-02 2.30e-02
l -3.06e-01 6.79e-02 9.22e-02
e -2.46e-01 5.34e-02 6.82e-02
k -2.23e-01 4.70e-02 5.87e-02
n -1.99e-01 3.51e-02 4.28e-02
r -1.82e-01 4.26e-02 5.11e-02
v 1.71e-01 8.54e-02 7.20e-02
q -1.44e-01 3.21e-02 3.71e-02
m 5.74e-02 2.25e-02 2.13e-02
a 4.65e-02 8.56e-02 8.17e-02
i -1.82e-02 5.64e-02 5.74e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.276
08 -0.276 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.140
10 -0.140 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.111
12 -0.111 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.190
14 -0.190 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.316
16 -0.316 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.183
18 -0.183 1.000
DATA_CLASS 41
CLASS 41 - weight 8683 normalized weight 0.006 relative strength 7.00e-03 *******
class cross entropy w.r.t. global class 1.07e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.876 ( 2.40e+00 4.00e-01) 3.98e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.876 ( 4.44e+00 4.89e-01) 2.22e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.872 (-3.81e-01 4.00e-01) 2.99e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.872 ( 5.09e+00 4.00e-01) 1.37e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.859 ( 2.44e+00 4.00e-01) 4.07e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.859 ( 4.41e+00 5.28e-01) 2.59e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.789 ( 2.59e+00 4.43e-01) 4.02e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.789 ( 4.24e+00 8.81e-01) 3.49e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.741 (-4.58e-02 4.32e-01) 1.99e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.741 ( 4.58e+00 4.00e-01) 9.54e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.575 ( 2.46e+00 6.87e-01) 2.38e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.575 ( 4.38e+00 6.13e-01) 2.71e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.400 p 1.77e+00 2.70e-01 4.58e-02
g -1.22e+00 2.19e-02 7.44e-02
i -1.14e+00 1.84e-02 5.75e-02
f -1.11e+00 1.33e-02 4.04e-02
m -1.07e+00 7.31e-03 2.12e-02
v -1.03e+00 2.56e-02 7.21e-02
l -9.39e-01 3.59e-02 9.20e-02
y -9.10e-01 1.40e-02 3.49e-02
w -8.51e-01 5.91e-03 1.38e-02
c -5.86e-01 7.97e-03 1.43e-02
h -5.01e-01 1.39e-02 2.30e-02
e 4.24e-01 1.04e-01 6.81e-02
d 3.88e-01 8.57e-02 5.82e-02
k 3.52e-01 8.33e-02 5.86e-02
q -2.78e-01 2.81e-02 3.70e-02
t -2.62e-01 4.20e-02 5.45e-02
s 2.48e-01 7.54e-02 5.88e-02
r -2.06e-01 4.14e-02 5.09e-02
a -1.72e-01 6.86e-02 8.15e-02
n -1.40e-01 3.72e-02 4.28e-02
02 02 D SM aa 2 0.340 p -3.67e+00 1.16e-03 4.56e-02
i -1.80e+00 9.54e-03 5.75e-02
v -1.71e+00 1.30e-02 7.21e-02
n 1.23e+00 1.47e-01 4.28e-02
l -1.21e+00 2.73e-02 9.21e-02
d 1.11e+00 1.77e-01 5.82e-02
m -9.53e-01 8.18e-03 2.12e-02
c -9.42e-01 5.58e-03 1.43e-02
a -7.47e-01 3.86e-02 8.16e-02
h 5.81e-01 4.11e-02 2.30e-02
t 4.04e-01 8.15e-02 5.44e-02
s 3.77e-01 8.56e-02 5.87e-02
g -3.16e-01 5.43e-02 7.45e-02
f -2.86e-01 3.03e-02 4.04e-02
e 1.84e-01 8.19e-02 6.81e-02
w 1.05e-01 1.54e-02 1.39e-02
k 3.96e-02 6.09e-02 5.86e-02
r -3.60e-02 4.92e-02 5.10e-02
q 2.43e-02 3.79e-02 3.70e-02
y -1.66e-02 3.44e-02 3.49e-02
00 00 D SM aa 0 0.248 i -1.39e+00 1.43e-02 5.74e-02
v -1.19e+00 2.20e-02 7.19e-02
l -9.75e-01 3.46e-02 9.17e-02
n 9.55e-01 1.11e-01 4.29e-02
d 9.22e-01 1.46e-01 5.83e-02
m -8.33e-01 9.24e-03 2.12e-02
s 7.77e-01 1.29e-01 5.92e-02
e -7.15e-01 3.33e-02 6.80e-02
k -6.89e-01 2.95e-02 5.87e-02
q -6.15e-01 2.00e-02 3.70e-02
t 5.99e-01 9.94e-02 5.46e-02
h 5.54e-01 4.00e-02 2.30e-02
w -5.21e-01 8.20e-03 1.38e-02
a -4.45e-01 5.22e-02 8.14e-02
r -3.65e-01 3.54e-02 5.10e-02
p 2.83e-01 6.10e-02 4.60e-02
f -1.84e-01 3.35e-02 4.03e-02
c 1.30e-01 1.63e-02 1.43e-02
y -7.69e-02 3.23e-02 3.49e-02
g -2.68e-02 7.24e-02 7.44e-02
05 05 D SM aa 5 0.127 g -1.25e+00 2.14e-02 7.45e-02
d -6.91e-01 2.90e-02 5.79e-02
v 6.80e-01 1.42e-01 7.19e-02
e -6.76e-01 3.47e-02 6.82e-02
i 6.10e-01 1.06e-01 5.74e-02
n -5.11e-01 2.57e-02 4.29e-02
f 5.11e-01 6.72e-02 4.04e-02
c 4.93e-01 2.35e-02 1.44e-02
k -4.41e-01 3.78e-02 5.88e-02
q -4.03e-01 2.48e-02 3.71e-02
a -3.86e-01 5.56e-02 8.18e-02
p 3.64e-01 6.56e-02 4.56e-02
y 3.41e-01 4.91e-02 3.49e-02
l 2.69e-01 1.21e-01 9.21e-02
r -2.64e-01 3.93e-02 5.11e-02
w 2.16e-01 1.72e-02 1.39e-02
s -2.11e-01 4.74e-02 5.86e-02
t -7.16e-02 5.05e-02 5.42e-02
h -4.72e-02 2.20e-02 2.30e-02
m -2.10e-02 2.08e-02 2.13e-02
04 04 D SM aa 4 0.082 g -1.07e+00 2.56e-02 7.45e-02
p 7.31e-01 9.48e-02 4.56e-02
d -6.50e-01 3.03e-02 5.80e-02
a -4.20e-01 5.37e-02 8.17e-02
v 3.90e-01 1.06e-01 7.20e-02
n -3.77e-01 2.94e-02 4.28e-02
t 3.59e-01 7.77e-02 5.43e-02
k 3.43e-01 8.27e-02 5.87e-02
m -2.89e-01 1.59e-02 2.13e-02
i 2.44e-01 7.33e-02 5.74e-02
r 2.41e-01 6.50e-02 5.11e-02
e -2.10e-01 5.53e-02 6.82e-02
l -2.02e-01 7.53e-02 9.22e-02
s -1.45e-01 5.06e-02 5.85e-02
q 1.29e-01 4.22e-02 3.71e-02
w 1.16e-01 1.56e-02 1.39e-02
y -7.76e-02 3.23e-02 3.49e-02
h -7.05e-02 2.15e-02 2.30e-02
f -4.44e-02 3.86e-02 4.04e-02
c -2.10e-02 1.40e-02 1.43e-02
03 03 D SM aa 3 0.078 p -3.19e+00 1.87e-03 4.55e-02
g 6.32e-01 1.40e-01 7.45e-02
n -6.16e-01 2.31e-02 4.28e-02
w 4.23e-01 2.12e-02 1.39e-02
e -2.66e-01 5.23e-02 6.82e-02
d -2.34e-01 4.60e-02 5.81e-02
r -2.10e-01 4.13e-02 5.10e-02
l -1.80e-01 7.70e-02 9.22e-02
t 1.74e-01 6.47e-02 5.43e-02
v 1.60e-01 8.46e-02 7.21e-02
a 1.56e-01 9.55e-02 8.17e-02
f 1.44e-01 4.67e-02 4.04e-02
c -1.40e-01 1.24e-02 1.43e-02
y 1.40e-01 4.02e-02 3.50e-02
k -1.31e-01 5.14e-02 5.86e-02
h 8.62e-02 2.51e-02 2.30e-02
i -4.52e-02 5.50e-02 5.75e-02
s 4.03e-02 6.11e-02 5.87e-02
q 3.93e-02 3.86e-02 3.71e-02
m 3.19e-02 2.19e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.072
08 -0.072 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.364
10 -0.364 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.344
12 -0.344 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.513
14 -0.513 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.120
16 -0.120 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.083
18 -0.083 1.000
DATA_CLASS 42
CLASS 42 - weight 8635 normalized weight 0.006 relative strength 3.89e-01 *******
class cross entropy w.r.t. global class 1.38e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
00 00 D SM aa 0 0.947 i -6.94e+00 5.55e-05 5.74e-02
l -6.68e+00 1.15e-04 9.17e-02
v -6.55e+00 1.03e-04 7.19e-02
y -6.08e+00 7.97e-05 3.49e-02
t -5.93e+00 1.45e-04 5.46e-02
c -4.83e+00 1.14e-04 1.43e-02
f -4.46e+00 4.67e-04 4.03e-02
g -4.01e+00 1.35e-03 7.44e-02
m -3.43e+00 6.89e-04 2.12e-02
w -2.05e+00 1.77e-03 1.38e-02
p 1.96e+00 3.25e-01 4.60e-02
e 9.95e-01 1.84e-01 6.80e-02
d 9.52e-01 1.51e-01 5.83e-02
h -6.15e-01 1.24e-02 2.30e-02
n -4.68e-01 2.68e-02 4.29e-02
a 4.31e-01 1.25e-01 8.14e-02
r -3.19e-01 3.70e-02 5.10e-02
q -2.73e-01 2.82e-02 3.70e-02
k -1.27e-01 5.17e-02 5.87e-02
s -9.63e-02 5.37e-02 5.92e-02
06 08 R MNcn psi0 0.947 (-6.77e-01 4.00e-01) 3.75e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.947 ( 5.24e+00 4.00e-01) 1.75e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.945 (-7.28e-01 4.00e-01) 3.85e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.945 ( 5.18e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.937 (-7.01e-01 4.00e-01) 3.78e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.937 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.928 (-6.87e-01 4.00e-01) 3.75e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.928 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.926 (-6.73e-01 4.00e-01) 3.72e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.926 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.921 (-6.61e-01 4.00e-01) 3.67e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.921 ( 5.12e+00 4.00e-01) 1.45e+00 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.613 p -5.09e+00 2.82e-04 4.58e-02
i -4.80e+00 4.73e-04 5.75e-02
c -2.39e+00 1.31e-03 1.43e-02
e 1.71e+00 3.76e-01 6.81e-02
l -1.70e+00 1.69e-02 9.20e-02
m -1.65e+00 4.09e-03 2.12e-02
f -1.04e+00 1.43e-02 4.04e-02
t -9.45e-01 2.12e-02 5.45e-02
v -9.27e-01 2.85e-02 7.21e-02
r -9.13e-01 2.04e-02 5.09e-02
g -7.70e-01 3.45e-02 7.44e-02
w -7.53e-01 6.52e-03 1.38e-02
n -6.37e-01 2.26e-02 4.28e-02
q 5.73e-01 6.57e-02 3.70e-02
d 5.69e-01 1.03e-01 5.82e-02
y -5.09e-01 2.10e-02 3.49e-02
a 4.35e-01 1.26e-01 8.15e-02
h -3.86e-01 1.56e-02 2.30e-02
s 9.17e-02 6.45e-02 5.88e-02
k -1.76e-02 5.76e-02 5.86e-02
03 03 D SM aa 3 0.431 p -3.82e+00 9.96e-04 4.55e-02
d -2.32e+00 5.71e-03 5.81e-02
n -2.31e+00 4.26e-03 4.28e-02
s -2.06e+00 7.45e-03 5.87e-02
g -1.87e+00 1.14e-02 7.45e-02
e -1.57e+00 1.42e-02 6.82e-02
h -1.54e+00 4.93e-03 2.30e-02
i 1.11e+00 1.74e-01 5.75e-02
t -9.05e-01 2.20e-02 5.43e-02
v 8.95e-01 1.76e-01 7.21e-02
l 7.10e-01 1.87e-01 9.22e-02
c -6.31e-01 7.61e-03 1.43e-02
q -5.00e-01 2.25e-02 3.71e-02
f 4.74e-01 6.49e-02 4.04e-02
w 4.64e-01 2.21e-02 1.39e-02
r 3.53e-01 7.27e-02 5.10e-02
k -2.92e-01 4.37e-02 5.86e-02
a 2.21e-01 1.02e-01 8.17e-02
m 2.19e-01 2.64e-02 2.12e-02
y -1.76e-01 2.93e-02 3.50e-02
04 04 D SM aa 4 0.254 p -7.60e+00 2.28e-05 4.56e-02
c -2.93e+00 7.64e-04 1.43e-02
g -9.65e-01 2.84e-02 7.45e-02
m -8.95e-01 8.69e-03 2.13e-02
a 8.06e-01 1.83e-01 8.17e-02
e 7.33e-01 1.42e-01 6.82e-02
v -7.16e-01 3.52e-02 7.20e-02
r 7.05e-01 1.03e-01 5.11e-02
i -6.55e-01 2.98e-02 5.74e-02
t -6.53e-01 2.82e-02 5.43e-02
k 6.49e-01 1.12e-01 5.87e-02
q 5.91e-01 6.69e-02 3.71e-02
y -4.98e-01 2.12e-02 3.49e-02
f -4.35e-01 2.61e-02 4.04e-02
s -4.21e-01 3.84e-02 5.85e-02
l -4.20e-01 6.06e-02 9.22e-02
w -4.04e-01 9.28e-03 1.39e-02
n -3.69e-01 2.96e-02 4.28e-02
h -2.54e-01 1.79e-02 2.30e-02
d 2.72e-03 5.82e-02 5.80e-02
05 05 D SM aa 5 0.232 p -8.02e+00 1.50e-05 4.56e-02
c -1.29e+00 3.93e-03 1.44e-02
i -1.25e+00 1.64e-02 5.74e-02
v -1.00e+00 2.64e-02 7.19e-02
m -9.14e-01 8.53e-03 2.13e-02
r 8.79e-01 1.23e-01 5.11e-02
g -8.69e-01 3.12e-02 7.45e-02
k 7.31e-01 1.22e-01 5.88e-02
a 6.39e-01 1.55e-01 8.18e-02
q 6.26e-01 6.93e-02 3.71e-02
e 4.61e-01 1.08e-01 6.82e-02
t -4.22e-01 3.56e-02 5.42e-02
f -4.04e-01 2.69e-02 4.04e-02
y -3.20e-01 2.54e-02 3.49e-02
s -3.08e-01 4.31e-02 5.86e-02
d -1.99e-01 4.75e-02 5.79e-02
l -1.68e-01 7.79e-02 9.21e-02
w -6.01e-02 1.31e-02 1.39e-02
h 4.35e-02 2.41e-02 2.30e-02
n -1.50e-02 4.22e-02 4.29e-02
02 02 D SM aa 2 0.159 p -6.08e+00 1.04e-04 4.56e-02
c -2.55e+00 1.11e-03 1.43e-02
g -9.70e-01 2.82e-02 7.45e-02
e 8.22e-01 1.55e-01 6.81e-02
s -7.83e-01 2.68e-02 5.87e-02
q 7.14e-01 7.56e-02 3.70e-02
y -5.71e-01 1.97e-02 3.49e-02
d 4.66e-01 9.27e-02 5.82e-02
v 2.33e-01 9.10e-02 7.21e-02
h -1.96e-01 1.89e-02 2.30e-02
w -1.87e-01 1.15e-02 1.39e-02
l -1.61e-01 7.84e-02 9.21e-02
n -1.44e-01 3.71e-02 4.28e-02
r -1.15e-01 4.55e-02 5.10e-02
f 9.48e-02 4.44e-02 4.04e-02
k -8.81e-02 5.36e-02 5.86e-02
i -8.66e-02 5.28e-02 5.75e-02
m 7.54e-02 2.29e-02 2.12e-02
a 7.43e-02 8.79e-02 8.16e-02
t 4.31e-02 5.68e-02 5.44e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.078
08 -0.078 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.103
10 -0.103 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.164
12 -0.164 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.067
14 -0.067 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.060
16 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.169
18 -0.169 1.000
DATA_CLASS 43
CLASS 43 - weight 8575 normalized weight 0.006 relative strength 5.30e-03 *******
class cross entropy w.r.t. global class 9.82e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.944 (-4.76e-01 4.00e-01) 3.21e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.944 ( 5.03e+00 4.00e-01) 1.20e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.910 (-5.23e-01 4.00e-01) 3.33e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.910 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.866 (-3.32e-01 4.13e-01) 2.77e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.866 ( 4.72e+00 4.00e-01) 4.28e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.708 ( 2.46e+00 4.76e-01) 3.44e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.708 ( 4.42e+00 6.95e-01) 1.71e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.639 p -3.47e+00 1.42e-03 4.55e-02
v -1.88e+00 1.10e-02 7.21e-02
i -1.83e+00 9.24e-03 5.75e-02
l -1.82e+00 1.49e-02 9.22e-02
d 1.50e+00 2.61e-01 5.81e-02
n 1.31e+00 1.59e-01 4.28e-02
m -1.27e+00 5.97e-03 2.12e-02
s 1.15e+00 1.85e-01 5.87e-02
a -1.12e+00 2.67e-02 8.17e-02
f -1.11e+00 1.33e-02 4.04e-02
w -1.04e+00 4.93e-03 1.39e-02
k -8.06e-01 2.62e-02 5.86e-02
y -7.43e-01 1.66e-02 3.50e-02
q -6.96e-01 1.85e-02 3.71e-02
g -6.52e-01 3.88e-02 7.45e-02
t 6.10e-01 1.00e-01 5.43e-02
e -5.61e-01 3.89e-02 6.82e-02
r -5.31e-01 3.00e-02 5.10e-02
c -2.33e-01 1.13e-02 1.43e-02
h 1.81e-01 2.76e-02 2.30e-02
09 14 R MNcn psi3 0.605 ( 2.39e+00 6.12e-01) 2.57e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.605 ( 4.23e+00 6.13e-01) 5.18e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.284 ( 1.70e+00 1.17e+00) 7.51e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.284 ( 4.47e+00 4.88e-01) 1.48e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.190 p 1.49e+00 2.03e-01 4.56e-02
c -1.01e+00 5.24e-03 1.43e-02
g -8.78e-01 3.10e-02 7.45e-02
n -6.43e-01 2.25e-02 4.28e-02
h -4.54e-01 1.46e-02 2.30e-02
m -4.08e-01 1.41e-02 2.13e-02
v -3.22e-01 5.22e-02 7.20e-02
e 2.90e-01 9.12e-02 6.82e-02
i -2.77e-01 4.36e-02 5.74e-02
t -2.57e-01 4.20e-02 5.43e-02
f -2.37e-01 3.18e-02 4.04e-02
q -2.30e-01 2.94e-02 3.71e-02
r -1.81e-01 4.26e-02 5.11e-02
y -1.68e-01 2.95e-02 3.49e-02
w 1.45e-01 1.61e-02 1.39e-02
l -1.23e-01 8.15e-02 9.22e-02
s -1.10e-01 5.24e-02 5.85e-02
a -4.65e-02 7.80e-02 8.17e-02
k 3.81e-02 6.10e-02 5.87e-02
d -3.36e-03 5.78e-02 5.80e-02
05 05 D SM aa 5 0.163 p -1.19e+00 1.39e-02 4.56e-02
i -1.02e+00 2.07e-02 5.74e-02
e 8.77e-01 1.64e-01 6.82e-02
v -8.50e-01 3.07e-02 7.19e-02
l -8.36e-01 4.00e-02 9.21e-02
d 6.73e-01 1.14e-01 5.79e-02
c -6.15e-01 7.76e-03 1.44e-02
f -5.95e-01 2.22e-02 4.04e-02
g -5.90e-01 4.13e-02 7.45e-02
m -4.72e-01 1.33e-02 2.13e-02
s 4.15e-01 8.87e-02 5.86e-02
n 3.27e-01 5.94e-02 4.29e-02
q 2.37e-01 4.69e-02 3.71e-02
y -1.69e-01 2.95e-02 3.49e-02
t 1.30e-01 6.17e-02 5.42e-02
a 1.16e-01 9.18e-02 8.18e-02
h 1.05e-01 2.56e-02 2.30e-02
k 8.94e-02 6.43e-02 5.88e-02
w -6.44e-02 1.30e-02 1.39e-02
r 4.53e-03 5.14e-02 5.11e-02
01 01 D SM aa 1 0.096 k -1.10e+00 1.94e-02 5.86e-02
e -8.26e-01 2.98e-02 6.81e-02
c 8.22e-01 3.26e-02 1.43e-02
r -7.21e-01 2.48e-02 5.09e-02
p 5.98e-01 8.34e-02 4.58e-02
m -5.39e-01 1.24e-02 2.12e-02
q -5.35e-01 2.17e-02 3.70e-02
f 4.84e-01 6.55e-02 4.04e-02
s 3.91e-01 8.70e-02 5.88e-02
l -3.82e-01 6.28e-02 9.20e-02
t 3.14e-01 7.46e-02 5.45e-02
v 3.12e-01 9.84e-02 7.21e-02
n -2.92e-01 3.20e-02 4.28e-02
w -2.01e-01 1.13e-02 1.38e-02
i 1.78e-01 6.88e-02 5.75e-02
d -1.53e-01 4.99e-02 5.82e-02
h -1.37e-01 2.00e-02 2.30e-02
y 1.03e-01 3.87e-02 3.49e-02
a 7.14e-02 8.75e-02 8.15e-02
g 6.33e-02 7.93e-02 7.44e-02
02 02 D SM aa 2 0.075 g -7.61e-01 3.48e-02 7.45e-02
c -6.44e-01 7.51e-03 1.43e-02
p 6.22e-01 8.50e-02 4.56e-02
f -5.68e-01 2.29e-02 4.04e-02
t 5.61e-01 9.53e-02 5.44e-02
m -4.12e-01 1.40e-02 2.12e-02
l -4.05e-01 6.14e-02 9.21e-02
w -4.03e-01 9.27e-03 1.39e-02
y -4.01e-01 2.34e-02 3.49e-02
v -3.55e-01 5.05e-02 7.21e-02
k 3.55e-01 8.35e-02 5.86e-02
i -3.36e-01 4.11e-02 5.75e-02
s 2.86e-01 7.82e-02 5.87e-02
r 2.26e-01 6.39e-02 5.10e-02
h 2.04e-01 2.82e-02 2.30e-02
d 2.03e-01 7.13e-02 5.82e-02
n 1.75e-01 5.10e-02 4.28e-02
a -1.45e-01 7.06e-02 8.16e-02
e 4.26e-02 7.11e-02 6.81e-02
q -5.00e-03 3.69e-02 3.70e-02
00 00 D SM aa 0 0.024 g -5.02e-01 4.50e-02 7.44e-02
d -3.86e-01 3.96e-02 5.83e-02
t 3.58e-01 7.81e-02 5.46e-02
h 3.05e-01 3.12e-02 2.30e-02
y 2.95e-01 4.68e-02 3.49e-02
w 2.36e-01 1.75e-02 1.38e-02
v 1.99e-01 8.78e-02 7.19e-02
a -1.94e-01 6.71e-02 8.14e-02
f 1.81e-01 4.83e-02 4.03e-02
l -1.35e-01 8.01e-02 9.17e-02
s -1.19e-01 5.25e-02 5.92e-02
i 9.92e-02 6.34e-02 5.74e-02
q 8.81e-02 4.05e-02 3.70e-02
m -7.98e-02 1.96e-02 2.12e-02
e -7.67e-02 6.30e-02 6.80e-02
p 5.41e-02 4.85e-02 4.60e-02
r 5.19e-02 5.37e-02 5.10e-02
k 4.17e-02 6.12e-02 5.87e-02
n -3.51e-02 4.14e-02 4.29e-02
c 2.53e-02 1.47e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.257
08 -0.257 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.223
10 -0.223 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.530
12 -0.530 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.321
14 -0.321 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.326
16 -0.326 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.574
18 -0.574 1.000
DATA_CLASS 44
CLASS 44 - weight 8526 normalized weight 0.006 relative strength 1.76e-01 *******
class cross entropy w.r.t. global class 1.80e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.447 ( 1.54e+00 4.00e-01) 7.50e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.447 ( 1.70e-01 4.00e-01) 1.61e+00 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 2.524 p -8.96e+00 5.86e-06 4.56e-02
i -8.89e+00 7.91e-06 5.75e-02
e -7.73e+00 3.00e-05 6.81e-02
q -7.41e+00 2.25e-05 3.70e-02
v -7.16e+00 5.60e-05 7.21e-02
n -7.13e+00 3.45e-05 4.28e-02
k -7.00e+00 5.35e-05 5.86e-02
d -5.91e+00 1.57e-04 5.82e-02
h -5.87e+00 6.51e-05 2.30e-02
a -5.84e+00 2.38e-04 8.16e-02
f -5.56e+00 1.55e-04 4.04e-02
w -4.40e+00 1.71e-04 1.39e-02
s -4.37e+00 7.42e-04 5.87e-02
r -3.96e+00 9.73e-04 5.10e-02
l -3.93e+00 1.80e-03 9.21e-02
y -3.48e+00 1.07e-03 3.49e-02
t -3.39e+00 1.83e-03 5.44e-02
m -2.73e+00 1.38e-03 2.12e-02
g 2.59e+00 9.90e-01 7.45e-02
c -2.31e+00 1.42e-03 1.43e-02
09 14 R MNcn psi3 1.067 ( 2.51e+00 4.00e-01) 4.24e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.067 ( 4.75e+00 4.00e-01) 5.10e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.876 (-4.92e-01 4.00e-01) 3.28e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.876 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.851 ( 2.43e+00 4.00e-01) 4.06e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.851 ( 4.30e+00 5.40e-01) 4.50e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.758 (-6.55e-02 4.00e-01) 2.21e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.758 ( 4.71e+00 4.00e-01) 4.14e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.378 ( 1.83e+00 1.12e+00) 9.13e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.378 ( 4.60e+00 4.38e-01) 1.21e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.184 g -1.10e+00 2.48e-02 7.44e-02
f -1.09e+00 1.36e-02 4.03e-02
y -1.05e+00 1.23e-02 3.49e-02
c -8.83e-01 5.91e-03 1.43e-02
v -8.79e-01 2.99e-02 7.19e-02
i -8.60e-01 2.43e-02 5.74e-02
w -8.46e-01 5.92e-03 1.38e-02
e 8.25e-01 1.55e-01 6.80e-02
k 6.20e-01 1.09e-01 5.87e-02
h -5.97e-01 1.26e-02 2.30e-02
l -5.62e-01 5.23e-02 9.17e-02
a 5.41e-01 1.40e-01 8.14e-02
m -4.74e-01 1.32e-02 2.12e-02
t -4.57e-01 3.46e-02 5.46e-02
r 3.54e-01 7.26e-02 5.10e-02
s 3.12e-01 8.08e-02 5.92e-02
q 3.02e-01 5.01e-02 3.70e-02
d 1.66e-01 6.88e-02 5.83e-02
p 1.57e-01 5.38e-02 4.60e-02
n -6.55e-02 4.02e-02 4.29e-02
01 01 D SM aa 1 0.171 p -4.54e+00 4.88e-04 4.58e-02
g -1.46e+00 1.72e-02 7.44e-02
v -1.22e+00 2.13e-02 7.21e-02
i -9.39e-01 2.25e-02 5.75e-02
d 6.76e-01 1.14e-01 5.82e-02
n 5.29e-01 7.27e-02 4.28e-02
t 4.96e-01 8.95e-02 5.45e-02
w -4.57e-01 8.76e-03 1.38e-02
c 3.61e-01 2.06e-02 1.43e-02
f -3.59e-01 2.82e-02 4.04e-02
s 3.08e-01 8.01e-02 5.88e-02
a 3.00e-01 1.10e-01 8.15e-02
l 2.56e-01 1.19e-01 9.20e-02
m 1.82e-01 2.54e-02 2.12e-02
q 1.81e-01 4.44e-02 3.70e-02
h 1.55e-01 2.68e-02 2.30e-02
e -9.48e-02 6.19e-02 6.81e-02
y -9.28e-02 3.18e-02 3.49e-02
r -5.80e-02 4.81e-02 5.09e-02
k -2.72e-02 5.70e-02 5.86e-02
05 05 D SM aa 5 0.121 v 8.86e-01 1.74e-01 7.19e-02
d -7.51e-01 2.73e-02 5.79e-02
e -7.28e-01 3.30e-02 6.82e-02
n -6.78e-01 2.18e-02 4.29e-02
q -5.33e-01 2.17e-02 3.71e-02
g -5.20e-01 4.43e-02 7.45e-02
k -4.96e-01 3.58e-02 5.88e-02
y 4.91e-01 5.71e-02 3.49e-02
i 4.68e-01 9.15e-02 5.74e-02
s -3.95e-01 3.95e-02 5.86e-02
f 2.87e-01 5.38e-02 4.04e-02
r -2.78e-01 3.87e-02 5.11e-02
p 2.08e-01 5.61e-02 4.56e-02
c 2.02e-01 1.76e-02 1.44e-02
a -1.79e-01 6.84e-02 8.18e-02
w 1.47e-01 1.61e-02 1.39e-02
h 1.33e-01 2.63e-02 2.30e-02
l 7.98e-02 9.98e-02 9.21e-02
m -4.68e-02 2.03e-02 2.13e-02
t 4.18e-02 5.66e-02 5.42e-02
03 03 D SM aa 3 0.104 p -4.20e+00 6.82e-04 4.55e-02
d -8.10e-01 2.59e-02 5.81e-02
y 5.33e-01 5.95e-02 3.50e-02
i 5.11e-01 9.59e-02 5.75e-02
g -4.99e-01 4.52e-02 7.45e-02
f 4.19e-01 6.14e-02 4.04e-02
v 3.71e-01 1.04e-01 7.21e-02
a 3.38e-01 1.15e-01 8.17e-02
s -2.91e-01 4.38e-02 5.87e-02
e -2.74e-01 5.19e-02 6.82e-02
q -2.69e-01 2.83e-02 3.71e-02
k 2.31e-01 7.38e-02 5.86e-02
t -2.24e-01 4.34e-02 5.43e-02
n -1.76e-01 3.59e-02 4.28e-02
c 1.36e-01 1.64e-02 1.43e-02
w 1.19e-01 1.56e-02 1.39e-02
l -5.55e-02 8.72e-02 9.22e-02
m 4.90e-02 2.23e-02 2.12e-02
h 1.33e-02 2.33e-02 2.30e-02
r -1.23e-02 5.04e-02 5.10e-02
04 04 D SM aa 4 0.095 g -1.21e+00 2.22e-02 7.45e-02
p 6.76e-01 8.97e-02 4.56e-02
f -5.87e-01 2.25e-02 4.04e-02
k 5.81e-01 1.05e-01 5.87e-02
m -5.38e-01 1.24e-02 2.13e-02
a -5.04e-01 4.94e-02 8.17e-02
c -4.59e-01 9.07e-03 1.43e-02
r 4.07e-01 7.67e-02 5.11e-02
t 4.00e-01 8.09e-02 5.43e-02
l -3.96e-01 6.20e-02 9.22e-02
y -2.70e-01 2.67e-02 3.49e-02
e 2.29e-01 8.58e-02 6.82e-02
d 1.77e-01 6.92e-02 5.80e-02
s -1.47e-01 5.05e-02 5.85e-02
n -1.26e-01 3.78e-02 4.28e-02
i -1.23e-01 5.08e-02 5.74e-02
v 7.82e-02 7.78e-02 7.20e-02
h -5.64e-02 2.18e-02 2.30e-02
q -2.48e-02 3.61e-02 3.71e-02
w -1.82e-02 1.36e-02 1.39e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.101
08 -0.101 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.212
10 -0.212 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.297
12 -0.297 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.097
14 -0.097 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.063
16 -0.063 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.268
18 -0.268 1.000
DATA_CLASS 45
CLASS 45 - weight 8436 normalized weight 0.005 relative strength 8.16e-01 *******
class cross entropy w.r.t. global class 1.46e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
04 04 D SM aa 4 1.342 p -7.83e+00 1.82e-05 4.56e-02
e -6.54e+00 9.81e-05 6.82e-02
a -5.93e+00 2.18e-04 8.17e-02
d -5.56e+00 2.22e-04 5.80e-02
f -4.96e+00 2.84e-04 4.04e-02
g -4.68e+00 6.92e-04 7.45e-02
y -4.44e+00 4.10e-04 3.49e-02
w -4.28e+00 1.92e-04 1.39e-02
c -3.89e+00 2.93e-04 1.43e-02
k 1.95e+00 4.13e-01 5.87e-02
v -1.90e+00 1.08e-02 7.20e-02
r 1.90e+00 3.40e-01 5.11e-02
t -1.59e+00 1.10e-02 5.43e-02
i -1.04e+00 2.02e-02 5.74e-02
s -7.76e-01 2.69e-02 5.85e-02
l -5.97e-01 5.07e-02 9.22e-02
h -5.03e-01 1.39e-02 2.30e-02
n 4.87e-01 6.97e-02 4.28e-02
m -4.79e-01 1.32e-02 2.13e-02
q -2.84e-01 2.79e-02 3.71e-02
06 08 R MNcn psi0 0.951 (-7.19e-01 4.00e-01) 3.85e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.951 ( 5.20e+00 4.00e-01) 1.64e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.940 (-7.09e-01 4.00e-01) 3.81e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.940 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.939 (-7.14e-01 4.00e-01) 3.81e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.939 ( 5.17e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.938 (-7.17e-01 4.00e-01) 3.82e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.938 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.933 (-6.87e-01 4.00e-01) 3.74e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.933 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.921 v -6.69e+00 8.93e-05 7.21e-02
f -6.20e+00 8.19e-05 4.04e-02
i -6.10e+00 1.29e-04 5.75e-02
c -5.85e+00 4.12e-05 1.43e-02
l -3.67e+00 2.33e-03 9.20e-02
y -2.66e+00 2.43e-03 3.49e-02
e 1.87e+00 4.44e-01 6.81e-02
g -1.85e+00 1.17e-02 7.44e-02
m -1.68e+00 3.96e-03 2.12e-02
w -1.60e+00 2.80e-03 1.38e-02
p -1.40e+00 1.13e-02 4.58e-02
h -1.12e+00 7.49e-03 2.30e-02
t -1.07e+00 1.87e-02 5.45e-02
d 9.52e-01 1.51e-01 5.82e-02
n 6.47e-01 8.17e-02 4.28e-02
r -4.73e-01 3.17e-02 5.09e-02
k -2.92e-01 4.38e-02 5.86e-02
s -2.72e-01 4.48e-02 5.88e-02
a 2.55e-01 1.05e-01 8.15e-02
q -4.68e-03 3.69e-02 3.70e-02
11 18 R MNcn psi5 0.909 (-6.17e-01 4.00e-01) 3.57e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.909 ( 5.09e+00 4.00e-01) 1.37e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.348 p -7.12e+00 3.67e-05 4.55e-02
d -2.55e+00 4.55e-03 5.81e-02
h -2.13e+00 2.72e-03 2.30e-02
g -1.47e+00 1.72e-02 7.45e-02
l 9.52e-01 2.39e-01 9.22e-02
k -9.38e-01 2.29e-02 5.86e-02
n -9.21e-01 1.71e-02 4.28e-02
t -8.65e-01 2.29e-02 5.43e-02
s -8.35e-01 2.54e-02 5.87e-02
m 7.48e-01 4.49e-02 2.12e-02
a 6.91e-01 1.63e-01 8.17e-02
i 6.69e-01 1.12e-01 5.75e-02
e -6.36e-01 3.61e-02 6.82e-02
q -4.51e-01 2.36e-02 3.71e-02
c 4.03e-01 2.14e-02 1.43e-02
v 3.61e-01 1.03e-01 7.21e-02
r -3.55e-01 3.58e-02 5.10e-02
f 2.77e-01 5.33e-02 4.04e-02
w 1.33e-01 1.59e-02 1.39e-02
y 1.04e-01 3.88e-02 3.50e-02
05 05 D SM aa 5 0.343 p -7.85e+00 1.79e-05 4.56e-02
g -1.80e+00 1.24e-02 7.45e-02
c -1.75e+00 2.48e-03 1.44e-02
w -1.70e+00 2.53e-03 1.39e-02
k 1.12e+00 1.80e-01 5.88e-02
f -1.02e+00 1.46e-02 4.04e-02
v -8.80e-01 2.98e-02 7.19e-02
r 8.43e-01 1.19e-01 5.11e-02
y -7.62e-01 1.63e-02 3.49e-02
e 7.43e-01 1.43e-01 6.82e-02
m -7.39e-01 1.02e-02 2.13e-02
i -6.55e-01 2.98e-02 5.74e-02
l -6.50e-01 4.81e-02 9.21e-02
a 6.17e-01 1.52e-01 8.18e-02
q 5.29e-01 6.29e-02 3.71e-02
d -4.33e-01 3.76e-02 5.79e-02
s -3.87e-01 3.98e-02 5.86e-02
h -3.65e-01 1.60e-02 2.30e-02
t -2.66e-01 4.16e-02 5.42e-02
n -2.06e-02 4.20e-02 4.29e-02
00 00 D SM aa 0 0.296 d -2.04e+00 7.55e-03 5.83e-02
s -2.04e+00 7.67e-03 5.92e-02
p -1.93e+00 6.66e-03 4.60e-02
g -1.74e+00 1.31e-02 7.44e-02
h -1.38e+00 5.80e-03 2.30e-02
n -1.18e+00 1.31e-02 4.29e-02
e 8.02e-01 1.52e-01 6.80e-02
c -7.89e-01 6.49e-03 1.43e-02
t -7.74e-01 2.52e-02 5.46e-02
l 7.00e-01 1.85e-01 9.17e-02
v 6.74e-01 1.41e-01 7.19e-02
i 5.85e-01 1.03e-01 5.74e-02
q -3.83e-01 2.53e-02 3.70e-02
y 2.94e-01 4.68e-02 3.49e-02
m 2.82e-01 2.82e-02 2.12e-02
a -2.42e-01 6.39e-02 8.14e-02
r 2.19e-01 6.34e-02 5.10e-02
w -1.46e-01 1.19e-02 1.38e-02
f -1.29e-01 3.55e-02 4.03e-02
k 1.48e-03 5.88e-02 5.87e-02
02 02 D SM aa 2 0.119 p -2.64e+00 3.25e-03 4.56e-02
g -7.33e-01 3.58e-02 7.45e-02
a 6.29e-01 1.53e-01 8.16e-02
c -6.06e-01 7.80e-03 1.43e-02
e 6.05e-01 1.25e-01 6.81e-02
d -5.09e-01 3.50e-02 5.82e-02
v -4.70e-01 4.50e-02 7.21e-02
h -4.29e-01 1.50e-02 2.30e-02
r 3.66e-01 7.35e-02 5.10e-02
k 3.28e-01 8.13e-02 5.86e-02
m 2.30e-01 2.67e-02 2.12e-02
q 2.21e-01 4.62e-02 3.70e-02
s -2.20e-01 4.71e-02 5.87e-02
l -2.02e-01 7.52e-02 9.21e-02
f -1.91e-01 3.34e-02 4.04e-02
y -1.64e-01 2.97e-02 3.49e-02
i 1.01e-01 6.36e-02 5.75e-02
t -9.91e-02 4.93e-02 5.44e-02
w -7.52e-02 1.29e-02 1.39e-02
n -2.81e-02 4.16e-02 4.28e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.067
08 -0.067 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.053
10 -0.053 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.072
12 -0.072 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.076
14 -0.076 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.063
16 -0.063 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.224
18 -0.224 1.000
DATA_CLASS 46
CLASS 46 - weight 8366 normalized weight 0.005 relative strength 2.12e-02 *******
class cross entropy w.r.t. global class 1.78e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.832 ( 1.34e+00 4.00e-01) 8.01e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.832 ( 1.91e-01 4.89e-01) 1.28e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.188 p -4.56e+00 4.78e-04 4.58e-02
v -3.87e+00 1.50e-03 7.21e-02
i -3.64e+00 1.51e-03 5.75e-02
l -2.25e+00 9.73e-03 9.20e-02
t -2.10e+00 6.65e-03 5.45e-02
g 2.08e+00 5.94e-01 7.44e-02
a -1.70e+00 1.49e-02 8.15e-02
w -1.50e+00 3.09e-03 1.38e-02
c -1.45e+00 3.37e-03 1.43e-02
m -1.41e+00 5.19e-03 2.12e-02
f -1.22e+00 1.20e-02 4.04e-02
n 1.16e+00 1.37e-01 4.28e-02
e -1.04e+00 2.40e-02 6.81e-02
q -1.02e+00 1.33e-02 3.70e-02
s -9.87e-01 2.19e-02 5.88e-02
k -9.38e-01 2.29e-02 5.86e-02
r -9.36e-01 2.00e-02 5.09e-02
y -8.27e-01 1.53e-02 3.49e-02
d 2.43e-01 7.42e-02 5.82e-02
h -1.76e-01 1.93e-02 2.30e-02
06 08 R MNcn psi0 1.020 ( 2.41e+00 4.00e-01) 3.96e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 1.020 ( 5.00e+00 5.36e-01) 8.61e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.883 ( 2.42e+00 4.00e-01) 4.03e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.883 ( 4.31e+00 4.80e-01) 4.94e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.870 ( 2.40e+00 4.00e-01) 3.96e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.870 ( 4.36e+00 4.82e-01) 3.88e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.866 ( 2.41e+00 4.00e-01) 4.00e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.866 ( 4.38e+00 4.99e-01) 3.35e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.523 ( 2.30e+00 9.02e-01) 1.65e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.523 ( 4.58e+00 5.03e-01) 7.53e-02 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.219 p 1.37e+00 1.82e-01 4.60e-02
g -1.27e+00 2.10e-02 7.44e-02
c -1.10e+00 4.75e-03 1.43e-02
w -9.37e-01 5.40e-03 1.38e-02
l -9.30e-01 3.62e-02 9.17e-02
m -8.87e-01 8.75e-03 2.12e-02
f -7.86e-01 1.84e-02 4.03e-02
i -5.96e-01 3.17e-02 5.74e-02
y -5.58e-01 2.00e-02 3.49e-02
k 5.54e-01 1.02e-01 5.87e-02
e 4.05e-01 1.02e-01 6.80e-02
v -2.80e-01 5.44e-02 7.19e-02
d 1.72e-01 6.92e-02 5.83e-02
t -1.66e-01 4.62e-02 5.46e-02
h -1.57e-01 1.96e-02 2.30e-02
s 1.34e-01 6.77e-02 5.92e-02
n -8.98e-02 3.92e-02 4.29e-02
r 7.53e-02 5.49e-02 5.10e-02
a -1.64e-02 8.01e-02 8.14e-02
q -7.42e-03 3.68e-02 3.70e-02
04 04 D SM aa 4 0.214 d -1.48e+00 1.32e-02 5.80e-02
v 9.56e-01 1.87e-01 7.20e-02
n -9.41e-01 1.67e-02 4.28e-02
g -8.95e-01 3.04e-02 7.45e-02
e -8.67e-01 2.87e-02 6.82e-02
i 7.95e-01 1.27e-01 5.74e-02
k -7.59e-01 2.75e-02 5.87e-02
q -7.56e-01 1.74e-02 3.71e-02
s -6.43e-01 3.08e-02 5.85e-02
f 5.10e-01 6.72e-02 4.04e-02
r -4.56e-01 3.24e-02 5.11e-02
c 3.76e-01 2.09e-02 1.43e-02
l 3.65e-01 1.33e-01 9.22e-02
y 3.32e-01 4.87e-02 3.49e-02
t -2.58e-01 4.19e-02 5.43e-02
a -1.95e-01 6.72e-02 8.17e-02
h -1.87e-01 1.91e-02 2.30e-02
w 1.82e-01 1.67e-02 1.39e-02
m 1.29e-01 2.42e-02 2.13e-02
p 8.78e-02 4.98e-02 4.56e-02
03 03 D SM aa 3 0.074 g -9.91e-01 2.76e-02 7.45e-02
d -6.28e-01 3.10e-02 5.81e-02
t 5.60e-01 9.51e-02 5.43e-02
p 4.57e-01 7.19e-02 4.55e-02
l -4.25e-01 6.03e-02 9.22e-02
a -4.14e-01 5.40e-02 8.17e-02
v 3.60e-01 1.03e-01 7.21e-02
n -3.02e-01 3.17e-02 4.28e-02
w 2.95e-01 1.86e-02 1.39e-02
m -2.79e-01 1.61e-02 2.12e-02
r 2.77e-01 6.73e-02 5.10e-02
k 2.44e-01 7.47e-02 5.86e-02
c -2.05e-01 1.17e-02 1.43e-02
y 2.05e-01 4.29e-02 3.50e-02
i 1.80e-01 6.88e-02 5.75e-02
q -1.35e-01 3.24e-02 3.71e-02
s 9.56e-02 6.46e-02 5.87e-02
h -6.31e-02 2.16e-02 2.30e-02
e -4.17e-02 6.54e-02 6.82e-02
f 1.26e-02 4.09e-02 4.04e-02
02 02 D SM aa 2 0.044 p -8.45e-01 1.96e-02 4.56e-02
n -5.60e-01 2.45e-02 4.28e-02
q 4.70e-01 5.93e-02 3.70e-02
c 4.07e-01 2.15e-02 1.43e-02
l -4.06e-01 6.14e-02 9.21e-02
d 2.91e-01 7.78e-02 5.82e-02
k 2.65e-01 7.63e-02 5.86e-02
v 2.64e-01 9.38e-02 7.21e-02
t 2.49e-01 6.98e-02 5.44e-02
w -2.43e-01 1.09e-02 1.39e-02
s 2.21e-01 7.32e-02 5.87e-02
f -2.14e-01 3.26e-02 4.04e-02
i -2.08e-01 4.67e-02 5.75e-02
y -2.07e-01 2.84e-02 3.49e-02
g -1.81e-01 6.21e-02 7.45e-02
m 1.69e-01 2.51e-02 2.12e-02
h -1.65e-01 1.95e-02 2.30e-02
r -9.37e-02 4.64e-02 5.10e-02
e 7.92e-02 7.37e-02 6.81e-02
a -5.46e-02 7.73e-02 8.16e-02
05 05 D SM aa 5 0.038 g -5.43e-01 4.33e-02 7.45e-02
v 4.45e-01 1.12e-01 7.19e-02
t 4.30e-01 8.34e-02 5.42e-02
n -3.18e-01 3.12e-02 4.29e-02
i 3.01e-01 7.75e-02 5.74e-02
d -2.90e-01 4.34e-02 5.79e-02
k -2.53e-01 4.57e-02 5.88e-02
y 2.37e-01 4.43e-02 3.49e-02
e -2.27e-01 5.44e-02 6.82e-02
q -2.22e-01 2.97e-02 3.71e-02
a -2.18e-01 6.57e-02 8.18e-02
m 8.08e-02 2.31e-02 2.13e-02
l 8.05e-02 9.99e-02 9.21e-02
w 6.10e-02 1.48e-02 1.39e-02
r -6.05e-02 4.81e-02 5.11e-02
f 4.34e-02 4.21e-02 4.04e-02
c 3.21e-02 1.48e-02 1.44e-02
p -2.77e-02 4.44e-02 4.56e-02
h 2.35e-02 2.36e-02 2.30e-02
s 1.52e-03 5.87e-02 5.86e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.304
08 -0.304 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.679
10 -0.679 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.028
12 -0.028 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.146
14 -0.146 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.192
16 -0.192 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.076
18 -0.076 1.000
DATA_CLASS 47
CLASS 47 - weight 8218 normalized weight 0.005 relative strength 9.47e-02 *******
class cross entropy w.r.t. global class 1.36e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
01 01 D SM aa 1 1.563 i -7.86e+00 2.22e-05 5.75e-02
v -7.77e+00 3.04e-05 7.21e-02
c -3.94e+00 2.77e-04 1.43e-02
f -3.47e+00 1.26e-03 4.04e-02
p 2.68e+00 6.66e-01 4.58e-02
h -2.60e+00 1.71e-03 2.30e-02
y -2.57e+00 2.67e-03 3.49e-02
t -2.34e+00 5.25e-03 5.45e-02
l -2.30e+00 9.17e-03 9.20e-02
m -1.68e+00 3.96e-03 2.12e-02
q -1.04e+00 1.31e-02 3.70e-02
s -9.21e-01 2.34e-02 5.88e-02
g -7.84e-01 3.40e-02 7.44e-02
r -7.59e-01 2.38e-02 5.09e-02
a -7.20e-01 3.97e-02 8.15e-02
w -4.85e-01 8.52e-03 1.38e-02
e -4.74e-01 4.24e-02 6.81e-02
n -4.06e-01 2.85e-02 4.28e-02
k -3.53e-01 4.12e-02 5.86e-02
d -5.71e-02 5.50e-02 5.82e-02
07 10 R MNcn psi1 1.180 ( 2.49e+00 4.00e-01) 4.18e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.180 ( 5.06e+00 4.00e-01) 1.29e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.947 ( 2.37e+00 4.00e-01) 3.90e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.947 ( 4.26e+00 4.00e-01) 7.20e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.932 ( 2.35e+00 4.00e-01) 3.84e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.932 ( 4.29e+00 4.00e-01) 6.44e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.898 ( 2.35e+00 4.00e-01) 3.85e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.898 ( 4.32e+00 4.32e-01) 5.19e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.884 ( 2.44e+00 4.00e-01) 4.07e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.884 ( 4.22e+00 4.88e-01) 6.68e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.768 ( 2.35e+00 4.70e-01) 3.25e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.768 ( 4.47e+00 5.33e-01) 1.29e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.214 p -3.28e+00 1.71e-03 4.56e-02
d -1.31e+00 1.57e-02 5.80e-02
n -1.01e+00 1.56e-02 4.28e-02
v 8.37e-01 1.66e-01 7.20e-02
g -8.37e-01 3.23e-02 7.45e-02
i 7.83e-01 1.26e-01 5.74e-02
f 7.13e-01 8.23e-02 4.04e-02
k -5.58e-01 3.36e-02 5.87e-02
e -5.09e-01 4.10e-02 6.82e-02
q -4.87e-01 2.28e-02 3.71e-02
y 4.09e-01 5.26e-02 3.49e-02
s -3.57e-01 4.10e-02 5.85e-02
l 3.24e-01 1.27e-01 9.22e-02
c 3.16e-01 1.97e-02 1.43e-02
r -2.98e-01 3.79e-02 5.11e-02
m 2.79e-01 2.81e-02 2.13e-02
a -2.55e-01 6.33e-02 8.17e-02
w 1.53e-01 1.62e-02 1.39e-02
h -1.13e-01 2.06e-02 2.30e-02
t 3.41e-02 5.61e-02 5.43e-02
02 02 D SM aa 2 0.207 p -3.73e+00 1.10e-03 4.56e-02
d -1.46e+00 1.35e-02 5.82e-02
g -1.31e+00 2.02e-02 7.45e-02
v 9.76e-01 1.91e-01 7.21e-02
n -8.85e-01 1.77e-02 4.28e-02
e -6.73e-01 3.48e-02 6.81e-02
i 5.10e-01 9.58e-02 5.75e-02
f 4.20e-01 6.15e-02 4.04e-02
c 3.54e-01 2.04e-02 1.43e-02
t 3.14e-01 7.45e-02 5.44e-02
w -2.48e-01 1.08e-02 1.39e-02
m 2.39e-01 2.69e-02 2.12e-02
y 2.28e-01 4.39e-02 3.49e-02
s -2.12e-01 4.75e-02 5.87e-02
k -2.12e-01 4.74e-02 5.86e-02
h 1.85e-01 2.77e-02 2.30e-02
l 1.34e-01 1.05e-01 9.21e-02
a -1.33e-01 7.14e-02 8.16e-02
q -4.34e-02 3.55e-02 3.70e-02
r 3.84e-02 5.30e-02 5.10e-02
03 03 D SM aa 3 0.179 p -4.39e+00 5.66e-04 4.55e-02
g -1.30e+00 2.02e-02 7.45e-02
d -9.91e-01 2.16e-02 5.81e-02
v 7.42e-01 1.51e-01 7.21e-02
i 7.21e-01 1.18e-01 5.75e-02
n -5.72e-01 2.42e-02 4.28e-02
f 4.27e-01 6.19e-02 4.04e-02
y 4.26e-01 5.35e-02 3.50e-02
e -4.22e-01 4.47e-02 6.82e-02
a -3.65e-01 5.67e-02 8.17e-02
l 2.97e-01 1.24e-01 9.22e-02
t 2.80e-01 7.19e-02 5.43e-02
s -2.59e-01 4.53e-02 5.87e-02
q -2.43e-01 2.91e-02 3.71e-02
k -2.30e-01 4.66e-02 5.86e-02
m 2.20e-01 2.65e-02 2.12e-02
w 2.04e-01 1.70e-02 1.39e-02
c 1.18e-01 1.61e-02 1.43e-02
r -5.21e-02 4.84e-02 5.10e-02
h -4.04e-02 2.21e-02 2.30e-02
05 05 D SM aa 5 0.107 p -2.48e+00 3.83e-03 4.56e-02
g -8.42e-01 3.21e-02 7.45e-02
v 6.26e-01 1.34e-01 7.19e-02
n -4.66e-01 2.69e-02 4.29e-02
i 4.54e-01 9.03e-02 5.74e-02
y 4.30e-01 5.37e-02 3.49e-02
c 4.13e-01 2.17e-02 1.44e-02
f 3.97e-01 6.00e-02 4.04e-02
w 3.88e-01 2.05e-02 1.39e-02
d -3.31e-01 4.16e-02 5.79e-02
a -3.16e-01 5.96e-02 8.18e-02
e -2.96e-01 5.08e-02 6.82e-02
t 2.71e-01 7.12e-02 5.42e-02
r -2.11e-01 4.14e-02 5.11e-02
k -1.97e-01 4.83e-02 5.88e-02
q -1.86e-01 3.08e-02 3.71e-02
m 1.58e-01 2.49e-02 2.13e-02
h 1.49e-01 2.67e-02 2.30e-02
l 1.26e-01 1.04e-01 9.21e-02
s -3.05e-02 5.68e-02 5.86e-02
00 00 D SM aa 0 0.074 g -1.23e+00 2.17e-02 7.44e-02
w -1.02e+00 4.98e-03 1.38e-02
d -7.30e-01 2.81e-02 5.83e-02
k 5.35e-01 1.00e-01 5.87e-02
q 3.90e-01 5.47e-02 3.70e-02
i 3.51e-01 8.16e-02 5.74e-02
c -3.17e-01 1.04e-02 1.43e-02
r 3.10e-01 6.95e-02 5.10e-02
v 2.99e-01 9.70e-02 7.19e-02
t 2.18e-01 6.79e-02 5.46e-02
a -2.10e-01 6.60e-02 8.14e-02
f -2.02e-01 3.30e-02 4.03e-02
s -1.86e-01 4.91e-02 5.92e-02
p -1.79e-01 3.84e-02 4.60e-02
h 1.25e-01 2.60e-02 2.30e-02
n -9.90e-02 3.88e-02 4.29e-02
m 9.54e-02 2.34e-02 2.12e-02
y -9.42e-02 3.17e-02 3.49e-02
l -7.24e-02 8.53e-02 9.17e-02
e 5.77e-02 7.21e-02 6.80e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.193
08 0.193 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.038
10 -0.038 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.252
12 -0.252 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.237
14 -0.237 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.301
16 -0.301 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.179
18 -0.179 1.000
DATA_CLASS 48
CLASS 48 - weight 8182 normalized weight 0.005 relative strength 1.42e-02 *******
class cross entropy w.r.t. global class 1.76e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.854 ( 1.33e+00 4.00e-01) 8.02e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.854 ( 2.27e-01 5.03e-01) 1.16e+00 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 1.181 p -4.77e+00 3.86e-04 4.55e-02
i -4.61e+00 5.74e-04 5.75e-02
v -3.82e+00 1.58e-03 7.21e-02
t -2.28e+00 5.57e-03 5.43e-02
l -2.27e+00 9.48e-03 9.22e-02
g 2.06e+00 5.85e-01 7.45e-02
m -1.66e+00 4.03e-03 2.12e-02
a -1.65e+00 1.57e-02 8.17e-02
c -1.27e+00 4.01e-03 1.43e-02
n 1.22e+00 1.46e-01 4.28e-02
w -1.19e+00 4.23e-03 1.39e-02
f -1.14e+00 1.29e-02 4.04e-02
e -1.10e+00 2.27e-02 6.82e-02
q -1.03e+00 1.32e-02 3.71e-02
k -9.24e-01 2.32e-02 5.86e-02
s -8.89e-01 2.41e-02 5.87e-02
r -8.48e-01 2.18e-02 5.10e-02
y -8.45e-01 1.50e-02 3.50e-02
d 2.17e-01 7.22e-02 5.81e-02
h -2.03e-01 1.88e-02 2.30e-02
08 12 R MNcn psi2 0.991 ( 2.43e+00 4.00e-01) 4.05e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.991 ( 4.93e+00 5.53e-01) 7.04e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.942 ( 2.54e+00 4.00e-01) 4.33e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.942 ( 4.62e+00 5.26e-01) 1.46e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.905 ( 2.52e+00 4.00e-01) 4.25e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.905 ( 4.53e+00 5.30e-01) 2.62e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.847 ( 2.39e+00 4.00e-01) 3.91e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.847 ( 4.44e+00 5.13e-01) 2.05e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.350 ( 1.96e+00 1.11e+00) 1.04e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.350 ( 4.52e+00 5.09e-01) 5.58e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.204 p 1.41e+00 1.87e-01 4.56e-02
g -1.24e+00 2.15e-02 7.45e-02
c -8.14e-01 6.34e-03 1.43e-02
l -8.03e-01 4.13e-02 9.21e-02
m -5.80e-01 1.19e-02 2.12e-02
w -5.72e-01 7.83e-03 1.39e-02
f -5.38e-01 2.36e-02 4.04e-02
i -5.30e-01 3.39e-02 5.75e-02
e 4.44e-01 1.06e-01 6.81e-02
y -4.05e-01 2.33e-02 3.49e-02
k 3.75e-01 8.52e-02 5.86e-02
n -3.37e-01 3.06e-02 4.28e-02
v -1.88e-01 5.97e-02 7.21e-02
h -1.13e-01 2.05e-02 2.30e-02
a 9.61e-02 8.98e-02 8.16e-02
t -7.28e-02 5.06e-02 5.44e-02
d -5.57e-02 5.50e-02 5.82e-02
r -5.40e-02 4.83e-02 5.10e-02
s 5.33e-02 6.19e-02 5.87e-02
q -4.61e-02 3.54e-02 3.70e-02
00 00 D SM aa 0 0.159 d -1.37e+00 1.48e-02 5.83e-02
n -9.90e-01 1.59e-02 4.29e-02
g -9.14e-01 2.98e-02 7.44e-02
e -7.86e-01 3.10e-02 6.80e-02
i 7.15e-01 1.17e-01 5.74e-02
c 7.05e-01 2.89e-02 1.43e-02
v 6.60e-01 1.39e-01 7.19e-02
s -5.19e-01 3.52e-02 5.92e-02
l 5.09e-01 1.53e-01 9.17e-02
k -4.73e-01 3.66e-02 5.87e-02
r -3.82e-01 3.48e-02 5.10e-02
q -3.80e-01 2.53e-02 3.70e-02
f 3.52e-01 5.73e-02 4.03e-02
m 3.24e-01 2.94e-02 2.12e-02
a -2.69e-01 6.22e-02 8.14e-02
w 2.39e-01 1.75e-02 1.38e-02
p 1.87e-01 5.54e-02 4.60e-02
y 4.48e-02 3.65e-02 3.49e-02
h 4.28e-02 2.40e-02 2.30e-02
t 3.12e-02 5.63e-02 5.46e-02
01 01 D SM aa 1 0.108 d -1.07e+00 1.99e-02 5.82e-02
p 1.06e+00 1.32e-01 4.58e-02
n -6.59e-01 2.21e-02 4.28e-02
s -4.75e-01 3.66e-02 5.88e-02
w -4.58e-01 8.76e-03 1.38e-02
c -4.50e-01 9.13e-03 1.43e-02
k 4.33e-01 9.04e-02 5.86e-02
g -3.74e-01 5.12e-02 7.44e-02
t -3.25e-01 3.94e-02 5.45e-02
h -3.05e-01 1.69e-02 2.30e-02
v 2.89e-01 9.62e-02 7.21e-02
i 2.83e-01 7.64e-02 5.75e-02
y -2.51e-01 2.72e-02 3.49e-02
r 1.75e-01 6.07e-02 5.09e-02
m -1.46e-01 1.83e-02 2.12e-02
e -1.46e-01 5.89e-02 6.81e-02
l -1.24e-01 8.12e-02 9.20e-02
a -4.30e-02 7.81e-02 8.15e-02
f -2.05e-02 3.96e-02 4.04e-02
q -2.88e-03 3.69e-02 3.70e-02
05 05 D SM aa 5 0.093 g -1.06e+00 2.59e-02 7.45e-02
p 7.57e-01 9.73e-02 4.56e-02
c -6.78e-01 7.28e-03 1.44e-02
t 6.09e-01 9.97e-02 5.42e-02
l -6.01e-01 5.05e-02 9.21e-02
f -4.87e-01 2.48e-02 4.04e-02
a -4.48e-01 5.22e-02 8.18e-02
m -4.26e-01 1.39e-02 2.13e-02
s 3.51e-01 8.32e-02 5.86e-02
k 2.56e-01 7.59e-02 5.88e-02
w -2.05e-01 1.13e-02 1.39e-02
r 1.95e-01 6.22e-02 5.11e-02
i -1.69e-01 4.84e-02 5.74e-02
y -9.80e-02 3.17e-02 3.49e-02
v 9.53e-02 7.91e-02 7.19e-02
n 7.36e-02 4.61e-02 4.29e-02
q 5.20e-02 3.90e-02 3.71e-02
h -3.80e-02 2.22e-02 2.30e-02
d 3.17e-02 5.98e-02 5.79e-02
e 1.74e-02 6.94e-02 6.82e-02
04 04 D SM aa 4 0.062 r -6.68e-01 2.62e-02 5.11e-02
p -6.52e-01 2.38e-02 4.56e-02
c 5.88e-01 2.58e-02 1.43e-02
n -5.87e-01 2.38e-02 4.28e-02
d 4.73e-01 9.31e-02 5.80e-02
k -4.68e-01 3.67e-02 5.87e-02
s 3.84e-01 8.59e-02 5.85e-02
t 3.76e-01 7.90e-02 5.43e-02
q 3.46e-01 5.24e-02 3.71e-02
l -3.46e-01 6.52e-02 9.22e-02
v 2.71e-01 9.44e-02 7.20e-02
g -2.62e-01 5.73e-02 7.45e-02
m 2.40e-01 2.70e-02 2.13e-02
i -2.06e-01 4.68e-02 5.74e-02
h -1.75e-01 1.93e-02 2.30e-02
y -1.28e-01 3.07e-02 3.49e-02
e 1.25e-01 7.73e-02 6.82e-02
f -1.02e-01 3.65e-02 4.04e-02
w -5.74e-02 1.31e-02 1.39e-02
a 4.65e-02 8.56e-02 8.17e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.082
08 -0.082 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.037
10 0.037 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.275
12 -0.275 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.744
14 -0.744 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.125
16 -0.125 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.268
18 -0.268 1.000
DATA_CLASS 49
CLASS 49 - weight 8181 normalized weight 0.005 relative strength 5.77e-02 *******
class cross entropy w.r.t. global class 1.27e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 1.037 ( 2.93e+00 4.00e-01) 5.26e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 1.037 ( 4.02e+00 5.47e-01) 9.46e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.936 (-7.05e-01 4.00e-01) 3.78e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.936 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.933 (-6.31e-01 4.00e-01) 3.62e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.933 ( 5.21e+00 4.00e-01) 1.67e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.931 (-6.73e-01 4.00e-01) 3.72e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.931 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.925 (-6.63e-01 4.00e-01) 3.68e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.925 ( 5.14e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.919 (-6.57e-01 4.00e-01) 3.67e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.919 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.793 p -8.87e+00 6.47e-06 4.60e-02
i -2.71e+00 3.84e-03 5.74e-02
l -2.61e+00 6.74e-03 9.17e-02
v -2.58e+00 5.46e-03 7.19e-02
m -2.23e+00 2.29e-03 2.12e-02
w -2.12e+00 1.66e-03 1.38e-02
f -1.90e+00 6.06e-03 4.03e-02
a -1.76e+00 1.39e-02 8.14e-02
k -1.70e+00 1.08e-02 5.87e-02
r -1.50e+00 1.13e-02 5.10e-02
y -1.40e+00 8.62e-03 3.49e-02
e -1.35e+00 1.77e-02 6.80e-02
s 1.33e+00 2.24e-01 5.92e-02
t 1.31e+00 2.01e-01 5.46e-02
q -1.28e+00 1.03e-02 3.70e-02
n 1.13e+00 1.33e-01 4.29e-02
d 9.50e-01 1.51e-01 5.83e-02
g 6.75e-01 1.46e-01 7.44e-02
h 2.42e-01 2.93e-02 2.30e-02
c 1.50e-01 1.66e-02 1.43e-02
04 04 D SM aa 4 0.148 p -1.54e+00 9.76e-03 4.56e-02
g -1.05e+00 2.61e-02 7.45e-02
n -8.05e-01 1.92e-02 4.28e-02
l 6.71e-01 1.80e-01 9.22e-02
h -6.21e-01 1.24e-02 2.30e-02
e -6.07e-01 3.72e-02 6.82e-02
a 5.75e-01 1.45e-01 8.17e-02
d -5.43e-01 3.37e-02 5.80e-02
s -4.82e-01 3.62e-02 5.85e-02
f 4.46e-01 6.31e-02 4.04e-02
k -4.37e-01 3.79e-02 5.87e-02
m 4.32e-01 3.28e-02 2.13e-02
t -4.04e-01 3.62e-02 5.43e-02
c 3.45e-01 2.03e-02 1.43e-02
w 3.33e-01 1.94e-02 1.39e-02
v 2.72e-01 9.44e-02 7.20e-02
i 2.03e-01 7.04e-02 5.74e-02
y 1.28e-01 3.97e-02 3.49e-02
q -9.32e-02 3.38e-02 3.71e-02
r 2.23e-02 5.22e-02 5.11e-02
03 03 D SM aa 3 0.129 p -1.67e+00 8.61e-03 4.55e-02
r -7.98e-01 2.30e-02 5.10e-02
d 7.39e-01 1.22e-01 5.81e-02
k -6.95e-01 2.92e-02 5.86e-02
i -6.68e-01 2.95e-02 5.75e-02
l -5.92e-01 5.10e-02 9.22e-02
e 5.47e-01 1.18e-01 6.82e-02
v -4.81e-01 4.45e-02 7.21e-02
h 4.72e-01 3.69e-02 2.30e-02
f -3.51e-01 2.84e-02 4.04e-02
t 3.51e-01 7.72e-02 5.43e-02
y -3.16e-01 2.55e-02 3.50e-02
s 3.11e-01 8.01e-02 5.87e-02
q 3.08e-01 5.04e-02 3.71e-02
c -2.43e-01 1.12e-02 1.43e-02
g 2.23e-01 9.30e-02 7.45e-02
m 1.98e-01 2.59e-02 2.12e-02
w -1.87e-01 1.15e-02 1.39e-02
a 1.56e-01 9.54e-02 8.17e-02
n -9.41e-02 3.90e-02 4.28e-02
02 02 D SM aa 2 0.103 p -9.06e-01 1.84e-02 4.56e-02
e 8.98e-01 1.67e-01 6.81e-02
c -8.85e-01 5.90e-03 1.43e-02
i -5.15e-01 3.44e-02 5.75e-02
v -4.52e-01 4.59e-02 7.21e-02
l -4.41e-01 5.93e-02 9.21e-02
d 4.17e-01 8.83e-02 5.82e-02
g -3.61e-01 5.19e-02 7.45e-02
f -3.35e-01 2.89e-02 4.04e-02
a 2.88e-01 1.09e-01 8.16e-02
m -2.65e-01 1.63e-02 2.12e-02
q 2.55e-01 4.78e-02 3.70e-02
s 1.74e-01 6.99e-02 5.87e-02
t -1.38e-01 4.74e-02 5.44e-02
r -1.27e-01 4.49e-02 5.10e-02
n -1.22e-01 3.79e-02 4.28e-02
w 7.59e-02 1.50e-02 1.39e-02
y -5.58e-02 3.31e-02 3.49e-02
h -3.92e-02 2.21e-02 2.30e-02
k -3.02e-02 5.68e-02 5.86e-02
01 01 D SM aa 1 0.062 p 9.28e-01 1.16e-01 4.58e-02
c -4.49e-01 9.14e-03 1.43e-02
n -4.07e-01 2.85e-02 4.28e-02
e 3.81e-01 9.96e-02 6.81e-02
g -3.59e-01 5.20e-02 7.44e-02
q -2.94e-01 2.76e-02 3.70e-02
t -2.70e-01 4.16e-02 5.45e-02
w 2.55e-01 1.79e-02 1.38e-02
v -2.32e-01 5.72e-02 7.21e-02
i -1.95e-01 4.73e-02 5.75e-02
a 1.93e-01 9.88e-02 8.15e-02
h -1.85e-01 1.91e-02 2.30e-02
m -1.61e-01 1.80e-02 2.12e-02
l -1.42e-01 7.98e-02 9.20e-02
s -1.37e-01 5.13e-02 5.88e-02
k -1.12e-01 5.24e-02 5.86e-02
d 1.06e-01 6.47e-02 5.82e-02
y -9.88e-02 3.16e-02 3.49e-02
f -5.89e-02 3.81e-02 4.04e-02
r -3.09e-02 4.94e-02 5.09e-02
05 05 D SM aa 5 0.056 p -1.04e+00 1.61e-02 4.56e-02
g -9.01e-01 3.03e-02 7.45e-02
r 3.52e-01 7.27e-02 5.11e-02
e 3.22e-01 9.42e-02 6.82e-02
k 3.07e-01 7.99e-02 5.88e-02
a 2.85e-01 1.09e-01 8.18e-02
t -2.49e-01 4.23e-02 5.42e-02
l 2.47e-01 1.18e-01 9.21e-02
m 2.43e-01 2.71e-02 2.13e-02
d -2.31e-01 4.60e-02 5.79e-02
s -2.14e-01 4.73e-02 5.86e-02
q 1.92e-01 4.49e-02 3.71e-02
c -1.61e-01 1.22e-02 1.44e-02
v -1.56e-01 6.15e-02 7.19e-02
n -1.27e-01 3.78e-02 4.29e-02
h -1.20e-01 2.04e-02 2.30e-02
i -6.57e-02 5.37e-02 5.74e-02
f -5.51e-02 3.82e-02 4.04e-02
w 5.33e-02 1.47e-02 1.39e-02
y -2.70e-02 3.40e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.166
08 0.166 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.210
10 -0.210 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.157
12 -0.157 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.165
14 -0.165 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.112
16 -0.112 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.178
18 -0.178 1.000
DATA_CLASS 50
CLASS 50 - weight 7934 normalized weight 0.005 relative strength 3.14e-02 *******
class cross entropy w.r.t. global class 1.24e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 1.038 ( 2.83e+00 4.00e-01) 5.04e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.038 ( 4.51e+00 5.33e-01) 6.96e-02 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.934 (-6.39e-01 4.00e-01) 3.62e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.934 ( 5.24e+00 4.00e-01) 1.73e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.916 (-6.29e-01 4.00e-01) 3.60e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.916 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.908 (-5.78e-01 4.00e-01) 3.47e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.908 ( 5.04e+00 4.00e-01) 1.24e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.825 ( 2.38e+00 4.25e-01) 3.66e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.825 ( 4.55e+00 5.27e-01) 6.49e-03 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.776 ( 2.47e+00 4.81e-01) 3.44e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.776 ( 4.51e+00 5.90e-01) 6.24e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.770 p -3.86e+00 9.57e-04 4.56e-02
w -2.46e+00 1.18e-03 1.39e-02
i -2.29e+00 5.80e-03 5.75e-02
v -2.23e+00 7.78e-03 7.21e-02
f -1.91e+00 6.01e-03 4.04e-02
l -1.74e+00 1.62e-02 9.21e-02
t 1.70e+00 2.97e-01 5.44e-02
s 1.49e+00 2.60e-01 5.87e-02
m -1.42e+00 5.11e-03 2.12e-02
a -1.39e+00 2.02e-02 8.16e-02
y -1.11e+00 1.16e-02 3.49e-02
e -1.04e+00 2.41e-02 6.81e-02
r -8.57e-01 2.16e-02 5.10e-02
q -8.50e-01 1.58e-02 3.70e-02
k -7.11e-01 2.88e-02 5.86e-02
n 5.24e-01 7.23e-02 4.28e-02
d 4.55e-01 9.17e-02 5.82e-02
c -1.22e-01 1.27e-02 1.43e-02
g 4.37e-02 7.78e-02 7.45e-02
h 1.35e-02 2.33e-02 2.30e-02
05 05 D SM aa 5 0.264 p -1.79e+00 7.65e-03 4.56e-02
e 1.07e+00 1.99e-01 6.82e-02
d 1.02e+00 1.60e-01 5.79e-02
i -9.32e-01 2.26e-02 5.74e-02
k -9.11e-01 2.36e-02 5.88e-02
r -8.25e-01 2.24e-02 5.11e-02
q 8.11e-01 8.34e-02 3.71e-02
l -7.23e-01 4.47e-02 9.21e-02
g -5.80e-01 4.17e-02 7.45e-02
v -4.97e-01 4.37e-02 7.19e-02
y -4.89e-01 2.14e-02 3.49e-02
f -3.96e-01 2.72e-02 4.04e-02
w -2.95e-01 1.03e-02 1.39e-02
t 1.51e-01 6.31e-02 5.42e-02
m 1.32e-01 2.43e-02 2.13e-02
c -1.17e-01 1.28e-02 1.44e-02
s -1.13e-01 5.23e-02 5.86e-02
a -9.38e-02 7.45e-02 8.18e-02
h 8.51e-02 2.51e-02 2.30e-02
n -7.24e-02 3.99e-02 4.29e-02
01 01 D SM aa 1 0.242 e -1.26e+00 1.93e-02 6.81e-02
n -1.24e+00 1.23e-02 4.28e-02
d -1.18e+00 1.79e-02 5.82e-02
p 1.04e+00 1.30e-01 4.58e-02
q -8.40e-01 1.60e-02 3.70e-02
h -8.35e-01 9.96e-03 2.30e-02
m 8.06e-01 4.75e-02 2.12e-02
k -7.97e-01 2.64e-02 5.86e-02
s -7.47e-01 2.79e-02 5.88e-02
r -6.87e-01 2.56e-02 5.09e-02
g -6.66e-01 3.82e-02 7.44e-02
l 6.44e-01 1.75e-01 9.20e-02
i 6.04e-01 1.05e-01 5.75e-02
v 4.85e-01 1.17e-01 7.21e-02
w 3.81e-01 2.02e-02 1.38e-02
a -3.54e-01 5.72e-02 8.15e-02
f 3.41e-01 5.68e-02 4.04e-02
t -2.75e-01 4.14e-02 5.45e-02
c 2.48e-01 1.84e-02 1.43e-02
y 6.69e-02 3.73e-02 3.49e-02
04 04 D SM aa 4 0.211 i -1.29e+00 1.59e-02 5.74e-02
e 1.15e+00 2.15e-01 6.82e-02
v -1.03e+00 2.57e-02 7.20e-02
c -9.22e-01 5.70e-03 1.43e-02
l -8.82e-01 3.82e-02 9.22e-02
p -8.27e-01 1.99e-02 4.56e-02
d 5.78e-01 1.03e-01 5.80e-02
f -5.33e-01 2.37e-02 4.04e-02
m -5.16e-01 1.27e-02 2.13e-02
g -3.35e-01 5.33e-02 7.45e-02
q 3.20e-01 5.10e-02 3.71e-02
a 2.92e-01 1.09e-01 8.17e-02
y -2.80e-01 2.64e-02 3.49e-02
t -2.64e-01 4.17e-02 5.43e-02
w -2.09e-01 1.13e-02 1.39e-02
k 2.00e-01 7.17e-02 5.87e-02
s 2.00e-01 7.15e-02 5.85e-02
h -1.45e-01 1.99e-02 2.30e-02
r -1.35e-01 4.46e-02 5.11e-02
n -9.08e-02 3.91e-02 4.28e-02
03 03 D SM aa 3 0.092 p 1.02e+00 1.26e-01 4.55e-02
g -8.35e-01 3.23e-02 7.45e-02
c -5.26e-01 8.46e-03 1.43e-02
n -4.86e-01 2.63e-02 4.28e-02
i -4.20e-01 3.78e-02 5.75e-02
e 3.89e-01 1.01e-01 6.82e-02
d 2.98e-01 7.82e-02 5.81e-02
t -2.84e-01 4.09e-02 5.43e-02
w 2.76e-01 1.83e-02 1.39e-02
v -2.70e-01 5.50e-02 7.21e-02
m -2.64e-01 1.63e-02 2.12e-02
h -2.57e-01 1.78e-02 2.30e-02
a 1.86e-01 9.83e-02 8.17e-02
s -1.83e-01 4.89e-02 5.87e-02
q -1.45e-01 3.21e-02 3.71e-02
y -1.25e-01 3.09e-02 3.50e-02
l -1.23e-01 8.15e-02 9.22e-02
r 6.44e-02 5.44e-02 5.10e-02
f -6.38e-02 3.79e-02 4.04e-02
k -1.90e-02 5.75e-02 5.86e-02
00 00 D SM aa 0 0.059 p 8.07e-01 1.03e-01 4.60e-02
g -7.39e-01 3.55e-02 7.44e-02
d -5.03e-01 3.52e-02 5.83e-02
c -3.58e-01 9.98e-03 1.43e-02
l -3.27e-01 6.61e-02 9.17e-02
r 2.73e-01 6.70e-02 5.10e-02
n -2.43e-01 3.36e-02 4.29e-02
t 2.32e-01 6.88e-02 5.46e-02
w -2.14e-01 1.11e-02 1.38e-02
k 1.98e-01 7.16e-02 5.87e-02
m -1.72e-01 1.79e-02 2.12e-02
s -1.66e-01 5.01e-02 5.92e-02
a -1.44e-01 7.05e-02 8.14e-02
e 1.31e-01 7.75e-02 6.80e-02
v 1.29e-01 8.18e-02 7.19e-02
q 9.29e-02 4.07e-02 3.70e-02
i 8.35e-02 6.24e-02 5.74e-02
f -4.54e-02 3.85e-02 4.03e-02
y 1.86e-02 3.55e-02 3.49e-02
h -1.63e-03 2.29e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.023
08 -0.023 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.293
10 -0.293 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.033
12 -0.033 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.164
14 -0.164 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.160
16 -0.160 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.343
18 -0.343 1.000
DATA_CLASS 51
CLASS 51 - weight 7843 normalized weight 0.005 relative strength 6.36e-03 *******
class cross entropy w.r.t. global class 1.11e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.945 ( 2.42e+00 4.00e-01) 4.03e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.945 ( 4.71e+00 4.91e-01) 3.41e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.911 ( 2.44e+00 4.00e-01) 4.08e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.911 ( 4.68e+00 5.27e-01) 2.49e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.897 ( 2.42e+00 4.00e-01) 4.02e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.897 ( 4.65e+00 5.34e-01) 1.92e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.883 ( 2.43e+00 4.00e-01) 4.04e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.883 ( 4.58e+00 5.30e-01) 6.36e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.769 (-2.19e-01 4.55e-01) 2.29e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.769 ( 4.68e+00 4.00e-01) 3.43e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.684 ( 2.41e+00 5.40e-01) 2.96e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.684 ( 4.44e+00 5.82e-01) 1.76e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.241 p 1.59e+00 2.24e-01 4.56e-02
g -1.15e+00 2.36e-02 7.45e-02
y -5.06e-01 2.11e-02 3.49e-02
l -5.02e-01 5.57e-02 9.21e-02
n -4.37e-01 2.77e-02 4.28e-02
a -4.12e-01 5.41e-02 8.16e-02
d -4.11e-01 3.86e-02 5.82e-02
f -3.79e-01 2.77e-02 4.04e-02
k 3.66e-01 8.45e-02 5.86e-02
s -3.49e-01 4.14e-02 5.87e-02
m -3.33e-01 1.52e-02 2.12e-02
h -2.71e-01 1.75e-02 2.30e-02
q 2.29e-01 4.66e-02 3.70e-02
i -2.12e-01 4.65e-02 5.75e-02
r 2.05e-01 6.26e-02 5.10e-02
c -1.20e-01 1.27e-02 1.43e-02
w -1.06e-01 1.25e-02 1.39e-02
v -6.90e-02 6.73e-02 7.21e-02
e -4.32e-02 6.52e-02 6.81e-02
t 2.33e-02 5.57e-02 5.44e-02
03 03 D SM aa 3 0.230 p 1.55e+00 2.14e-01 4.55e-02
g -1.35e+00 1.92e-02 7.45e-02
n -9.41e-01 1.67e-02 4.28e-02
d -7.11e-01 2.85e-02 5.81e-02
h -4.46e-01 1.47e-02 2.30e-02
e -4.29e-01 4.44e-02 6.82e-02
s -3.25e-01 4.24e-02 5.87e-02
a -2.91e-01 6.11e-02 8.17e-02
t -2.40e-01 4.27e-02 5.43e-02
i 2.01e-01 7.03e-02 5.75e-02
q -1.94e-01 3.05e-02 3.71e-02
w 1.80e-01 1.66e-02 1.39e-02
c -1.75e-01 1.20e-02 1.43e-02
r -1.67e-01 4.32e-02 5.10e-02
f 1.62e-01 4.75e-02 4.04e-02
v 1.51e-01 8.38e-02 7.21e-02
l 1.03e-01 1.02e-01 9.22e-02
m -9.03e-02 1.94e-02 2.12e-02
y -6.69e-02 3.27e-02 3.50e-02
k -1.55e-02 5.77e-02 5.86e-02
04 04 D SM aa 4 0.153 p 1.27e+00 1.62e-01 4.56e-02
g -1.20e+00 2.24e-02 7.45e-02
d -8.77e-01 2.42e-02 5.80e-02
n -8.06e-01 1.91e-02 4.28e-02
v 3.84e-01 1.06e-01 7.20e-02
w -3.68e-01 9.62e-03 1.39e-02
s -3.35e-01 4.19e-02 5.85e-02
h -3.20e-01 1.67e-02 2.30e-02
i 2.48e-01 7.36e-02 5.74e-02
y -2.29e-01 2.78e-02 3.49e-02
a -2.08e-01 6.64e-02 8.17e-02
f -1.76e-01 3.39e-02 4.04e-02
e -1.72e-01 5.74e-02 6.82e-02
t -1.28e-01 4.78e-02 5.43e-02
k 1.20e-01 6.61e-02 5.87e-02
q 1.08e-01 4.13e-02 3.71e-02
m 7.66e-02 2.30e-02 2.13e-02
l 5.98e-02 9.79e-02 9.22e-02
c -3.92e-02 1.38e-02 1.43e-02
r -2.83e-02 4.96e-02 5.11e-02
05 05 D SM aa 5 0.146 p 1.36e+00 1.78e-01 4.56e-02
g -1.09e+00 2.51e-02 7.45e-02
n -4.09e-01 2.85e-02 4.29e-02
a -3.14e-01 5.97e-02 8.18e-02
h -3.14e-01 1.68e-02 2.30e-02
k -2.58e-01 4.54e-02 5.88e-02
w -2.30e-01 1.10e-02 1.39e-02
m -2.22e-01 1.70e-02 2.13e-02
l -1.94e-01 7.59e-02 9.21e-02
e -1.69e-01 5.76e-02 6.82e-02
q -1.52e-01 3.18e-02 3.71e-02
v 1.49e-01 8.35e-02 7.19e-02
f -1.49e-01 3.48e-02 4.04e-02
t 1.34e-01 6.21e-02 5.42e-02
c 1.30e-01 1.63e-02 1.44e-02
y -1.14e-01 3.12e-02 3.49e-02
d -8.58e-02 5.32e-02 5.79e-02
s 7.23e-02 6.30e-02 5.86e-02
i 1.66e-02 5.83e-02 5.74e-02
r -1.78e-03 5.10e-02 5.11e-02
00 00 D SM aa 0 0.071 g -8.10e-01 3.31e-02 7.44e-02
i -6.70e-01 2.94e-02 5.74e-02
v -6.16e-01 3.88e-02 7.19e-02
n 5.24e-01 7.24e-02 4.29e-02
c -5.14e-01 8.55e-03 1.43e-02
d 4.62e-01 9.25e-02 5.83e-02
t 4.13e-01 8.25e-02 5.46e-02
s 3.91e-01 8.75e-02 5.92e-02
l -2.66e-01 7.03e-02 9.17e-02
k 2.38e-01 7.45e-02 5.87e-02
q 2.21e-01 4.62e-02 3.70e-02
f -2.20e-01 3.23e-02 4.03e-02
m -2.11e-01 1.72e-02 2.12e-02
w -1.95e-01 1.13e-02 1.38e-02
a -1.63e-01 6.92e-02 8.14e-02
h 1.35e-01 2.63e-02 2.30e-02
e 1.21e-01 7.68e-02 6.80e-02
y -7.85e-02 3.22e-02 3.49e-02
p 3.57e-02 4.77e-02 4.60e-02
r 5.11e-03 5.12e-02 5.10e-02
01 01 D SM aa 1 0.053 p -2.57e+00 3.50e-03 4.58e-02
d -4.62e-01 3.67e-02 5.82e-02
f 4.43e-01 6.29e-02 4.04e-02
y 2.83e-01 4.63e-02 3.49e-02
t 2.81e-01 7.22e-02 5.45e-02
g -2.75e-01 5.66e-02 7.44e-02
h 1.64e-01 2.71e-02 2.30e-02
a -1.30e-01 7.16e-02 8.15e-02
m 1.28e-01 2.41e-02 2.12e-02
s 1.18e-01 6.62e-02 5.88e-02
v 1.16e-01 8.09e-02 7.21e-02
r 1.03e-01 5.65e-02 5.09e-02
w 9.70e-02 1.52e-02 1.38e-02
q 9.03e-02 4.05e-02 3.70e-02
i 7.30e-02 6.19e-02 5.75e-02
c -6.99e-02 1.34e-02 1.43e-02
e -6.68e-02 6.37e-02 6.81e-02
n 4.24e-02 4.47e-02 4.28e-02
k 3.65e-02 6.08e-02 5.86e-02
l 3.60e-02 9.53e-02 9.20e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.430
08 -0.430 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.020
10 -0.020 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.108
12 0.108 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.094
14 0.094 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.061
16 0.061 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.044
18 -0.044 1.000
DATA_CLASS 52
CLASS 52 - weight 7834 normalized weight 0.005 relative strength 1.81e-02 *******
class cross entropy w.r.t. global class 1.10e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.926 ( 2.53e+00 4.00e-01) 4.29e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.926 ( 4.60e+00 5.46e-01) 9.32e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.923 (-5.98e-01 4.00e-01) 3.55e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.923 ( 5.09e+00 4.00e-01) 1.38e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.891 (-5.06e-01 4.00e-01) 3.31e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.891 ( 5.13e+00 4.00e-01) 1.46e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.837 (-3.78e-01 4.00e-01) 2.98e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.837 ( 4.98e+00 4.00e-01) 1.09e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.790 (-1.40e-01 4.00e-01) 2.38e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.790 ( 4.58e+00 4.00e-01) 8.15e-02 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.738 ( 2.36e+00 5.16e-01) 3.00e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.738 ( 4.50e+00 5.14e-01) 7.88e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.165 p -2.68e+00 3.13e-03 4.56e-02
d -1.92e+00 8.49e-03 5.80e-02
n -9.12e-01 1.72e-02 4.28e-02
m 7.68e-01 4.59e-02 2.13e-02
e -7.30e-01 3.29e-02 6.82e-02
f 6.34e-01 7.61e-02 4.04e-02
y 5.66e-01 6.15e-02 3.49e-02
k -5.40e-01 3.42e-02 5.87e-02
l 4.99e-01 1.52e-01 9.22e-02
i 4.97e-01 9.44e-02 5.74e-02
g -3.92e-01 5.04e-02 7.45e-02
v 3.05e-01 9.76e-02 7.20e-02
s -2.79e-01 4.43e-02 5.85e-02
w 2.50e-01 1.78e-02 1.39e-02
q -2.37e-01 2.92e-02 3.71e-02
c 1.90e-01 1.73e-02 1.43e-02
h 1.47e-01 2.67e-02 2.30e-02
a 3.22e-02 8.44e-02 8.17e-02
t 2.74e-02 5.58e-02 5.43e-02
r -4.86e-03 5.08e-02 5.11e-02
05 05 D SM aa 5 0.161 g -1.17e+00 2.31e-02 7.45e-02
l -1.06e+00 3.20e-02 9.21e-02
a -7.81e-01 3.75e-02 8.18e-02
d 7.11e-01 1.18e-01 5.79e-02
m -6.51e-01 1.11e-02 2.13e-02
t 6.09e-01 9.97e-02 5.42e-02
f -6.03e-01 2.21e-02 4.04e-02
n 5.96e-01 7.78e-02 4.29e-02
k 5.13e-01 9.82e-02 5.88e-02
i -4.97e-01 3.49e-02 5.74e-02
y -4.94e-01 2.13e-02 3.49e-02
w -4.70e-01 8.69e-03 1.39e-02
r 4.04e-01 7.66e-02 5.11e-02
p -3.99e-01 3.06e-02 4.56e-02
s 3.09e-01 7.98e-02 5.86e-02
q 2.87e-01 4.94e-02 3.71e-02
h 2.69e-01 3.02e-02 2.30e-02
c -2.65e-01 1.10e-02 1.44e-02
v -1.83e-01 5.99e-02 7.19e-02
e 1.38e-01 7.83e-02 6.82e-02
02 02 D SM aa 2 0.125 i -1.26e+00 1.64e-02 5.75e-02
v -1.12e+00 2.35e-02 7.21e-02
w -7.62e-01 6.47e-03 1.39e-02
p -7.05e-01 2.25e-02 4.56e-02
k 6.79e-01 1.15e-01 5.86e-02
g -6.43e-01 3.91e-02 7.45e-02
q 5.39e-01 6.35e-02 3.70e-02
f -5.37e-01 2.36e-02 4.04e-02
y -4.67e-01 2.19e-02 3.49e-02
s 4.55e-01 9.26e-02 5.87e-02
r 3.95e-01 7.56e-02 5.10e-02
c -3.41e-01 1.02e-02 1.43e-02
d 3.05e-01 7.90e-02 5.82e-02
n 2.83e-01 5.68e-02 4.28e-02
e 2.56e-01 8.80e-02 6.81e-02
h 2.55e-01 2.97e-02 2.30e-02
l -2.03e-01 7.52e-02 9.21e-02
t -1.64e-01 4.62e-02 5.44e-02
a 1.55e-01 9.53e-02 8.16e-02
m -1.11e-01 1.90e-02 2.12e-02
03 03 D SM aa 3 0.109 p -2.98e+00 2.30e-03 4.55e-02
n 7.48e-01 9.05e-02 4.28e-02
h 6.42e-01 4.37e-02 2.30e-02
i -6.28e-01 3.07e-02 5.75e-02
g -5.12e-01 4.46e-02 7.45e-02
v -4.64e-01 4.53e-02 7.21e-02
y 4.60e-01 5.54e-02 3.50e-02
q 3.68e-01 5.36e-02 3.71e-02
f 3.31e-01 5.63e-02 4.04e-02
c 3.29e-01 1.99e-02 1.43e-02
a -3.24e-01 5.90e-02 8.17e-02
k 2.89e-01 7.82e-02 5.86e-02
r 2.79e-01 6.75e-02 5.10e-02
d -2.51e-01 4.52e-02 5.81e-02
s 1.94e-01 7.12e-02 5.87e-02
e -1.52e-01 5.86e-02 6.82e-02
w -1.41e-01 1.21e-02 1.39e-02
t 5.83e-02 5.76e-02 5.43e-02
l -5.08e-02 8.76e-02 9.22e-02
m -2.30e-02 2.08e-02 2.12e-02
00 00 D SM aa 0 0.108 g -1.32e+00 1.99e-02 7.44e-02
w 7.06e-01 2.79e-02 1.38e-02
s -6.94e-01 2.95e-02 5.92e-02
t -6.68e-01 2.80e-02 5.46e-02
l 5.34e-01 1.57e-01 9.17e-02
n -4.93e-01 2.62e-02 4.29e-02
i 4.67e-01 9.16e-02 5.74e-02
d -4.60e-01 3.68e-02 5.83e-02
f 4.17e-01 6.12e-02 4.03e-02
k -4.12e-01 3.89e-02 5.87e-02
c 3.47e-01 2.02e-02 1.43e-02
a 3.09e-01 1.11e-01 8.14e-02
y 3.07e-01 4.74e-02 3.49e-02
m 2.91e-01 2.84e-02 2.12e-02
p -2.90e-01 3.44e-02 4.60e-02
r -1.92e-01 4.21e-02 5.10e-02
v 1.59e-01 8.43e-02 7.19e-02
e -1.11e-01 6.09e-02 6.80e-02
q -1.01e-01 3.35e-02 3.70e-02
h -6.70e-02 2.15e-02 2.30e-02
01 01 D SM aa 1 0.085 p -1.86e+00 7.15e-03 4.58e-02
g -7.42e-01 3.55e-02 7.44e-02
l 5.88e-01 1.66e-01 9.20e-02
w 5.21e-01 2.33e-02 1.38e-02
m 4.34e-01 3.27e-02 2.12e-02
t -3.74e-01 3.75e-02 5.45e-02
d -3.68e-01 4.03e-02 5.82e-02
a 3.14e-01 1.12e-01 8.15e-02
v -3.02e-01 5.33e-02 7.21e-02
n -2.82e-01 3.23e-02 4.28e-02
h -2.27e-01 1.83e-02 2.30e-02
f 2.10e-01 4.98e-02 4.04e-02
r 1.61e-01 5.99e-02 5.09e-02
s 1.07e-01 6.55e-02 5.88e-02
q -9.13e-02 3.38e-02 3.70e-02
e -4.54e-02 6.51e-02 6.81e-02
i 3.93e-02 5.98e-02 5.75e-02
y 3.11e-02 3.60e-02 3.49e-02
c 1.07e-02 1.45e-02 1.43e-02
k -8.40e-03 5.81e-02 5.86e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.336
08 -0.336 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.262
10 -0.262 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.234
12 -0.234 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.302
14 -0.302 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.257
16 -0.257 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.131
18 -0.131 1.000
DATA_CLASS 53
CLASS 53 - weight 7654 normalized weight 0.005 relative strength 1.08e-01 *******
class cross entropy w.r.t. global class 1.25e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 1.078 ( 2.45e+00 4.00e-01) 4.09e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.078 ( 4.85e+00 4.00e-01) 7.77e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.933 (-6.69e-01 4.00e-01) 3.73e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.933 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.920 (-6.60e-01 4.00e-01) 3.69e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.920 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.908 (-5.83e-01 4.00e-01) 3.49e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.908 ( 5.09e+00 4.00e-01) 1.37e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.858 (-4.33e-01 4.00e-01) 3.11e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.858 ( 5.10e+00 4.00e-01) 1.39e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.792 (-1.30e-01 4.00e-01) 2.35e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.792 ( 4.70e+00 4.00e-01) 3.94e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.587 p -7.60e+00 2.28e-05 4.56e-02
d -2.89e+00 3.22e-03 5.82e-02
g -2.27e+00 7.69e-03 7.45e-02
n -2.02e+00 5.67e-03 4.28e-02
e -1.95e+00 9.68e-03 6.81e-02
k -1.87e+00 8.99e-03 5.86e-02
s -1.86e+00 9.13e-03 5.87e-02
q -1.56e+00 7.78e-03 3.70e-02
l 1.21e+00 3.10e-01 9.21e-02
r -1.16e+00 1.59e-02 5.10e-02
t -9.96e-01 2.01e-02 5.44e-02
i 9.28e-01 1.46e-01 5.75e-02
h -8.84e-01 9.50e-03 2.30e-02
m 8.32e-01 4.87e-02 2.12e-02
f 8.29e-01 9.26e-02 4.04e-02
w 8.20e-01 3.15e-02 1.39e-02
v 4.18e-01 1.09e-01 7.21e-02
c 2.43e-01 1.82e-02 1.43e-02
a 2.40e-01 1.04e-01 8.16e-02
y 2.07e-01 4.30e-02 3.49e-02
04 04 D SM aa 4 0.307 i -2.78e+00 3.55e-03 5.74e-02
p -2.05e+00 5.88e-03 4.56e-02
v -2.01e+00 9.60e-03 7.20e-02
f -1.82e+00 6.52e-03 4.04e-02
w -1.68e+00 2.59e-03 1.39e-02
c -1.22e+00 4.23e-03 1.43e-02
l -1.06e+00 3.18e-02 9.22e-02
n 1.01e+00 1.17e-01 4.28e-02
y -9.57e-01 1.34e-02 3.49e-02
k 7.52e-01 1.24e-01 5.87e-02
s 6.80e-01 1.15e-01 5.85e-02
q 6.49e-01 7.09e-02 3.71e-02
m -5.51e-01 1.23e-02 2.13e-02
r 3.60e-01 7.32e-02 5.11e-02
e 3.38e-01 9.56e-02 6.82e-02
g -3.03e-01 5.50e-02 7.45e-02
h 2.07e-01 2.83e-02 2.30e-02
a 2.00e-01 9.98e-02 8.17e-02
d 1.94e-01 7.05e-02 5.80e-02
t 9.29e-02 5.95e-02 5.43e-02
00 00 D SM aa 0 0.279 i -1.84e+00 9.15e-03 5.74e-02
c -1.68e+00 2.66e-03 1.43e-02
f -1.67e+00 7.57e-03 4.03e-02
v -1.67e+00 1.36e-02 7.19e-02
l -1.17e+00 2.84e-02 9.17e-02
w -1.13e+00 4.46e-03 1.38e-02
e 1.01e+00 1.86e-01 6.80e-02
y -8.64e-01 1.47e-02 3.49e-02
g -8.22e-01 3.27e-02 7.44e-02
m -8.09e-01 9.46e-03 2.12e-02
d 6.21e-01 1.08e-01 5.83e-02
k 6.08e-01 1.08e-01 5.87e-02
q 5.96e-01 6.72e-02 3.70e-02
r 3.57e-01 7.28e-02 5.10e-02
s 2.68e-01 7.73e-02 5.92e-02
n 2.28e-01 5.38e-02 4.29e-02
h -2.09e-01 1.86e-02 2.30e-02
a 2.02e-01 9.96e-02 8.14e-02
t -1.81e-01 4.56e-02 5.46e-02
p -1.41e-01 3.99e-02 4.60e-02
05 05 D SM aa 5 0.150 p -3.59e+00 1.26e-03 4.56e-02
g -1.24e+00 2.15e-02 7.45e-02
e -8.82e-01 2.82e-02 6.82e-02
k -7.22e-01 2.85e-02 5.88e-02
l 7.01e-01 1.86e-01 9.21e-02
m 6.95e-01 4.26e-02 2.13e-02
s 4.10e-01 8.82e-02 5.86e-02
c 3.43e-01 2.02e-02 1.44e-02
i 2.82e-01 7.61e-02 5.74e-02
h 2.49e-01 2.96e-02 2.30e-02
n -1.87e-01 3.55e-02 4.29e-02
a 1.72e-01 9.71e-02 8.18e-02
v -1.44e-01 6.22e-02 7.19e-02
d -1.22e-01 5.13e-02 5.79e-02
y -9.22e-02 3.19e-02 3.49e-02
r -7.61e-02 4.74e-02 5.11e-02
q 6.97e-02 3.97e-02 3.71e-02
t 5.89e-02 5.75e-02 5.42e-02
f 2.60e-02 4.14e-02 4.04e-02
w 9.14e-03 1.40e-02 1.39e-02
03 03 D SM aa 3 0.144 p -1.21e+00 1.36e-02 4.55e-02
g -9.19e-01 2.97e-02 7.45e-02
v -9.09e-01 2.90e-02 7.21e-02
i -8.70e-01 2.41e-02 5.75e-02
k 7.72e-01 1.27e-01 5.86e-02
f -6.58e-01 2.09e-02 4.04e-02
y -6.35e-01 1.85e-02 3.50e-02
w -5.65e-01 7.89e-03 1.39e-02
h -5.41e-01 1.34e-02 2.30e-02
a 4.82e-01 1.32e-01 8.17e-02
r 4.78e-01 8.23e-02 5.10e-02
t -4.69e-01 3.40e-02 5.43e-02
s 3.06e-01 7.97e-02 5.87e-02
q 2.68e-01 4.84e-02 3.71e-02
e 2.56e-01 8.81e-02 6.82e-02
l 2.45e-01 1.18e-01 9.22e-02
d -2.10e-01 4.71e-02 5.81e-02
m 1.62e-01 2.50e-02 2.12e-02
n 1.13e-01 4.80e-02 4.28e-02
c -5.32e-02 1.36e-02 1.43e-02
01 01 D SM aa 1 0.083 p -1.45e+00 1.08e-02 4.58e-02
g -1.17e+00 2.31e-02 7.44e-02
w 5.74e-01 2.46e-02 1.38e-02
a 5.29e-01 1.38e-01 8.15e-02
e 4.19e-01 1.04e-01 6.81e-02
n -4.14e-01 2.83e-02 4.28e-02
s -3.49e-01 4.15e-02 5.88e-02
c -2.54e-01 1.11e-02 1.43e-02
q 2.18e-01 4.61e-02 3.70e-02
v -2.04e-01 5.88e-02 7.21e-02
t -1.53e-01 4.68e-02 5.45e-02
k 1.48e-01 6.79e-02 5.86e-02
i 1.37e-01 6.60e-02 5.75e-02
f 1.25e-01 4.58e-02 4.04e-02
y 1.23e-01 3.95e-02 3.49e-02
r 1.13e-01 5.71e-02 5.09e-02
m 7.34e-02 2.28e-02 2.12e-02
l -4.33e-02 8.81e-02 9.20e-02
d -2.53e-02 5.67e-02 5.82e-02
h 1.58e-02 2.33e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.088
08 -0.088 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.142
10 -0.142 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.285
12 -0.285 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.157
14 -0.157 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.371
16 -0.371 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.103
18 -0.103 1.000
DATA_CLASS 54
CLASS 54 - weight 7621 normalized weight 0.005 relative strength 1.07e-02 *******
class cross entropy w.r.t. global class 1.18e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 1.087 ( 2.42e+00 4.00e-01) 4.03e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.087 ( 4.90e+00 4.00e-01) 8.81e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.915 (-4.88e-01 4.00e-01) 3.24e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.915 ( 5.07e+00 4.00e-01) 1.32e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.862 ( 2.41e+00 4.00e-01) 3.98e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.862 ( 4.53e+00 5.29e-01) 1.92e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.857 ( 2.38e+00 4.04e-01) 3.87e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.857 ( 4.56e+00 5.34e-01) 3.15e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.853 ( 2.40e+00 4.00e-01) 3.94e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.853 ( 4.51e+00 5.30e-01) 5.45e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.786 ( 2.54e+00 5.10e-01) 3.40e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.786 ( 4.58e+00 5.85e-01) 6.21e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.319 p 1.70e+00 2.50e-01 4.55e-02
g -1.69e+00 1.37e-02 7.45e-02
n -8.41e-01 1.85e-02 4.28e-02
s -7.74e-01 2.70e-02 5.87e-02
t -7.37e-01 2.60e-02 5.43e-02
h -6.87e-01 1.16e-02 2.30e-02
d -6.37e-01 3.07e-02 5.81e-02
l 4.16e-01 1.40e-01 9.22e-02
e -4.15e-01 4.50e-02 6.82e-02
q -3.00e-01 2.75e-02 3.71e-02
v -2.37e-01 5.68e-02 7.21e-02
k -1.92e-01 4.83e-02 5.86e-02
w 1.87e-01 1.67e-02 1.39e-02
a -1.54e-01 7.00e-02 8.17e-02
r -1.41e-01 4.43e-02 5.10e-02
c -1.08e-01 1.28e-02 1.43e-02
f 9.62e-02 4.45e-02 4.04e-02
m 4.98e-02 2.23e-02 2.12e-02
y 4.90e-02 3.67e-02 3.50e-02
i 1.04e-02 5.81e-02 5.75e-02
04 04 D SM aa 4 0.206 e -8.56e-01 2.90e-02 6.82e-02
s 8.44e-01 1.36e-01 5.85e-02
p 7.98e-01 1.01e-01 4.56e-02
t 7.91e-01 1.20e-01 5.43e-02
f -7.74e-01 1.86e-02 4.04e-02
i -7.59e-01 2.69e-02 5.74e-02
l -6.70e-01 4.72e-02 9.22e-02
k -6.68e-01 3.01e-02 5.87e-02
d 6.55e-01 1.12e-01 5.80e-02
y -6.43e-01 1.84e-02 3.49e-02
n 6.00e-01 7.81e-02 4.28e-02
a -5.26e-01 4.83e-02 8.17e-02
w -5.11e-01 8.34e-03 1.39e-02
v -5.03e-01 4.35e-02 7.20e-02
q -3.42e-01 2.63e-02 3.71e-02
r -3.40e-01 3.63e-02 5.11e-02
m -3.10e-01 1.56e-02 2.13e-02
g -2.91e-01 5.57e-02 7.45e-02
c 2.76e-01 1.89e-02 1.43e-02
h 2.59e-01 2.98e-02 2.30e-02
05 05 D SM aa 5 0.175 p 1.32e+00 1.71e-01 4.56e-02
g -1.11e+00 2.45e-02 7.45e-02
c -8.89e-01 5.90e-03 1.44e-02
i -7.32e-01 2.76e-02 5.74e-02
v -5.75e-01 4.05e-02 7.19e-02
n -5.03e-01 2.59e-02 4.29e-02
m -4.98e-01 1.29e-02 2.13e-02
y -4.73e-01 2.18e-02 3.49e-02
e 4.15e-01 1.03e-01 6.82e-02
f -4.06e-01 2.69e-02 4.04e-02
h -3.36e-01 1.65e-02 2.30e-02
l -3.31e-01 6.62e-02 9.21e-02
d 3.07e-01 7.87e-02 5.79e-02
s 2.25e-01 7.34e-02 5.86e-02
k 1.83e-01 7.06e-02 5.88e-02
w -1.63e-01 1.18e-02 1.39e-02
r -9.44e-02 4.65e-02 5.11e-02
q -7.73e-02 3.43e-02 3.71e-02
a 6.40e-02 8.72e-02 8.18e-02
t 2.84e-03 5.44e-02 5.42e-02
01 01 D SM aa 1 0.141 g -1.36e+00 1.90e-02 7.44e-02
p 1.07e+00 1.34e-01 4.58e-02
n -8.78e-01 1.78e-02 4.28e-02
d -8.35e-01 2.53e-02 5.82e-02
w 6.28e-01 2.59e-02 1.38e-02
s -4.59e-01 3.72e-02 5.88e-02
v 4.08e-01 1.08e-01 7.21e-02
e -3.78e-01 4.67e-02 6.81e-02
h -3.53e-01 1.61e-02 2.30e-02
i 3.26e-01 7.97e-02 5.75e-02
f 2.84e-01 5.37e-02 4.04e-02
a -2.59e-01 6.29e-02 8.15e-02
c 2.51e-01 1.84e-02 1.43e-02
q -2.46e-01 2.90e-02 3.70e-02
k -2.10e-01 4.75e-02 5.86e-02
r 1.89e-01 6.15e-02 5.09e-02
m 1.67e-01 2.51e-02 2.12e-02
y 1.22e-01 3.95e-02 3.49e-02
l 9.94e-02 1.02e-01 9.20e-02
t -6.46e-02 5.11e-02 5.45e-02
02 02 D SM aa 2 0.138 g -1.32e+00 1.99e-02 7.45e-02
p 1.17e+00 1.47e-01 4.56e-02
d -7.81e-01 2.66e-02 5.82e-02
n -6.20e-01 2.30e-02 4.28e-02
w -5.54e-01 7.97e-03 1.39e-02
c -4.42e-01 9.20e-03 1.43e-02
s -4.09e-01 3.90e-02 5.87e-02
v 3.64e-01 1.04e-01 7.21e-02
a -2.78e-01 6.18e-02 8.16e-02
f -2.37e-01 3.19e-02 4.04e-02
q 2.34e-01 4.68e-02 3.70e-02
r 2.29e-01 6.41e-02 5.10e-02
y -2.00e-01 2.86e-02 3.49e-02
k 1.86e-01 7.05e-02 5.86e-02
i 1.80e-01 6.89e-02 5.75e-02
h -1.52e-01 1.98e-02 2.30e-02
l -1.08e-01 8.26e-02 9.21e-02
e 5.79e-02 7.22e-02 6.81e-02
m 5.30e-02 2.24e-02 2.12e-02
t -9.56e-03 5.39e-02 5.44e-02
00 00 D SM aa 0 0.069 g -1.05e+00 2.61e-02 7.44e-02
p 8.17e-01 1.04e-01 4.60e-02
d -4.49e-01 3.72e-02 5.83e-02
n -4.45e-01 2.75e-02 4.29e-02
a -3.63e-01 5.66e-02 8.14e-02
v 2.67e-01 9.39e-02 7.19e-02
i 2.38e-01 7.29e-02 5.74e-02
s -2.19e-01 4.75e-02 5.92e-02
c 1.90e-01 1.73e-02 1.43e-02
r 1.69e-01 6.03e-02 5.10e-02
t 1.66e-01 6.44e-02 5.46e-02
y -1.30e-01 3.06e-02 3.49e-02
f 1.09e-01 4.50e-02 4.03e-02
w 9.08e-02 1.51e-02 1.38e-02
h -7.60e-02 2.13e-02 2.30e-02
e 4.88e-02 7.14e-02 6.80e-02
m -3.96e-02 2.04e-02 2.12e-02
k 1.56e-02 5.97e-02 5.87e-02
q 5.05e-03 3.72e-02 3.70e-02
l -2.69e-03 9.15e-02 9.17e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.001
08 0.001 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.018
10 -0.018 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.134
12 0.134 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.085
14 0.085 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.057
16 -0.057 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.462
18 -0.462 1.000
DATA_CLASS 55
CLASS 55 - weight 7459 normalized weight 0.005 relative strength 1.79e-02 *******
class cross entropy w.r.t. global class 1.22e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 1.106 ( 2.46e+00 4.00e-01) 4.10e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.106 ( 4.92e+00 4.00e-01) 9.49e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.922 (-5.66e-01 4.00e-01) 3.44e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.922 ( 5.22e+00 4.00e-01) 1.68e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.898 (-4.84e-01 4.00e-01) 3.23e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.898 ( 5.05e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.853 ( 2.43e+00 4.42e-01) 3.66e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.853 ( 4.64e+00 5.26e-01) 1.89e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.844 ( 2.54e+00 4.89e-01) 3.54e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.844 ( 4.67e+00 5.53e-01) 2.30e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.778 ( 2.45e+00 4.52e-01) 3.60e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.778 ( 4.48e+00 5.85e-01) 1.04e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.446 i -1.69e+00 1.06e-02 5.75e-02
v -1.65e+00 1.38e-02 7.21e-02
f -1.45e+00 9.48e-03 4.04e-02
l -1.30e+00 2.52e-02 9.22e-02
y -1.09e+00 1.18e-02 3.50e-02
w -1.05e+00 4.85e-03 1.39e-02
d 1.04e+00 1.65e-01 5.81e-02
s 1.04e+00 1.66e-01 5.87e-02
p 1.03e+00 1.28e-01 4.55e-02
m -1.00e-00 7.82e-03 2.12e-02
t 9.96e-01 1.47e-01 5.43e-02
a -9.85e-01 3.05e-02 8.17e-02
q -7.77e-01 1.70e-02 3.71e-02
g -6.96e-01 3.71e-02 7.45e-02
n 6.87e-01 8.52e-02 4.28e-02
e -6.32e-01 3.63e-02 6.82e-02
k -6.17e-01 3.16e-02 5.86e-02
r -4.75e-01 3.17e-02 5.10e-02
h 1.72e-01 2.73e-02 2.30e-02
c -1.80e-02 1.41e-02 1.43e-02
01 01 D SM aa 1 0.315 p 1.76e+00 2.66e-01 4.58e-02
g -8.41e-01 3.21e-02 7.44e-02
c -6.32e-01 7.61e-03 1.43e-02
f -6.21e-01 2.17e-02 4.04e-02
i -5.58e-01 3.29e-02 5.75e-02
s -5.53e-01 3.39e-02 5.88e-02
y -5.46e-01 2.02e-02 3.49e-02
n -5.26e-01 2.53e-02 4.28e-02
w -4.99e-01 8.41e-03 1.38e-02
v -4.91e-01 4.41e-02 7.21e-02
h -4.55e-01 1.46e-02 2.30e-02
t -3.24e-01 3.94e-02 5.45e-02
k 3.14e-01 8.02e-02 5.86e-02
l -2.92e-01 6.87e-02 9.20e-02
d -2.34e-01 4.61e-02 5.82e-02
e 2.33e-01 8.59e-02 6.81e-02
m -2.19e-01 1.70e-02 2.12e-02
a -1.97e-01 6.69e-02 8.15e-02
q -7.11e-02 3.45e-02 3.70e-02
r 6.10e-02 5.42e-02 5.09e-02
02 02 D SM aa 2 0.256 g -1.42e+00 1.79e-02 7.45e-02
d -1.19e+00 1.76e-02 5.82e-02
e -1.18e+00 2.10e-02 6.81e-02
p 1.16e+00 1.45e-01 4.56e-02
s -1.02e+00 2.11e-02 5.87e-02
n -9.94e-01 1.59e-02 4.28e-02
l 6.27e-01 1.72e-01 9.21e-02
k -5.61e-01 3.34e-02 5.86e-02
v 5.54e-01 1.25e-01 7.21e-02
m 5.52e-01 3.68e-02 2.12e-02
i 5.47e-01 9.95e-02 5.75e-02
t -5.23e-01 3.23e-02 5.44e-02
h -4.58e-01 1.45e-02 2.30e-02
q -4.05e-01 2.47e-02 3.70e-02
a -3.89e-01 5.53e-02 8.16e-02
c 3.30e-01 1.99e-02 1.43e-02
f 3.16e-01 5.54e-02 4.04e-02
r -2.64e-01 3.92e-02 5.10e-02
y 1.29e-01 3.98e-02 3.49e-02
w -1.11e-01 1.24e-02 1.39e-02
05 05 D SM aa 5 0.198 i -1.19e+00 1.75e-02 5.74e-02
p -1.14e+00 1.46e-02 4.56e-02
e 1.03e+00 1.90e-01 6.82e-02
v -1.01e+00 2.63e-02 7.19e-02
c -9.84e-01 5.37e-03 1.44e-02
l -9.17e-01 3.68e-02 9.21e-02
m -6.97e-01 1.06e-02 2.13e-02
d 6.43e-01 1.10e-01 5.79e-02
s 5.07e-01 9.72e-02 5.86e-02
g -4.63e-01 4.69e-02 7.45e-02
f -4.46e-01 2.58e-02 4.04e-02
y -3.71e-01 2.41e-02 3.49e-02
w 3.24e-01 1.92e-02 1.39e-02
n 2.58e-01 5.54e-02 4.29e-02
r -1.33e-01 4.48e-02 5.11e-02
q 1.24e-01 4.20e-02 3.71e-02
k 1.14e-01 6.59e-02 5.88e-02
a 1.02e-01 9.06e-02 8.18e-02
t -1.65e-02 5.34e-02 5.42e-02
h -1.17e-04 2.30e-02 2.30e-02
04 04 D SM aa 4 0.160 g -1.41e+00 1.81e-02 7.45e-02
p 1.31e+00 1.69e-01 4.56e-02
n -8.02e-01 1.92e-02 4.28e-02
c -7.92e-01 6.50e-03 1.43e-02
y -4.40e-01 2.25e-02 3.49e-02
w 3.73e-01 2.02e-02 1.39e-02
e 3.68e-01 9.86e-02 6.82e-02
i -3.57e-01 4.02e-02 5.74e-02
t -3.55e-01 3.80e-02 5.43e-02
v -2.76e-01 5.46e-02 7.20e-02
m -2.29e-01 1.69e-02 2.13e-02
h -1.91e-01 1.90e-02 2.30e-02
f -1.75e-01 3.39e-02 4.04e-02
s -1.32e-01 5.13e-02 5.85e-02
q -1.24e-01 3.27e-02 3.71e-02
d 1.22e-01 6.56e-02 5.80e-02
a 1.03e-01 9.06e-02 8.17e-02
r -7.25e-02 4.75e-02 5.11e-02
k 4.92e-02 6.16e-02 5.87e-02
l 2.02e-02 9.41e-02 9.22e-02
00 00 D SM aa 0 0.058 p 7.68e-01 9.91e-02 4.60e-02
d -5.15e-01 3.48e-02 5.83e-02
g -4.89e-01 4.56e-02 7.44e-02
r 4.62e-01 8.09e-02 5.10e-02
n -3.98e-01 2.88e-02 4.29e-02
q 3.29e-01 5.15e-02 3.70e-02
a -2.70e-01 6.22e-02 8.14e-02
k 2.42e-01 7.48e-02 5.87e-02
l -2.36e-01 7.25e-02 9.17e-02
y -1.99e-01 2.86e-02 3.49e-02
w -1.88e-01 1.14e-02 1.38e-02
s -1.77e-01 4.95e-02 5.92e-02
v 1.71e-01 8.53e-02 7.19e-02
f -1.65e-01 3.42e-02 4.03e-02
h -7.51e-02 2.13e-02 2.30e-02
m 5.89e-02 2.25e-02 2.12e-02
e 4.26e-02 7.10e-02 6.80e-02
c -1.78e-02 1.40e-02 1.43e-02
t -7.30e-03 5.42e-02 5.46e-02
i 5.35e-03 5.77e-02 5.74e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.008
08 -0.008 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.056
10 0.056 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.075
12 -0.075 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.070
14 -0.070 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.270
16 -0.270 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.413
18 -0.413 1.000
DATA_CLASS 56
CLASS 56 - weight 7457 normalized weight 0.005 relative strength 1.92e-03 *******
class cross entropy w.r.t. global class 9.83e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.972 ( 2.42e+00 4.00e-01) 4.04e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.972 ( 4.79e+00 4.85e-01) 5.11e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.874 ( 2.47e+00 4.00e-01) 4.13e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.874 ( 4.59e+00 5.80e-01) 8.92e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.848 ( 2.38e+00 4.00e-01) 3.89e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.848 ( 4.49e+00 5.20e-01) 1.02e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.840 ( 2.51e+00 4.00e-01) 4.24e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.840 ( 4.28e+00 5.88e-01) 4.50e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.802 (-3.14e-01 4.57e-01) 2.47e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.802 ( 4.74e+00 4.00e-01) 4.96e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.228 p 1.56e+00 2.17e-01 4.56e-02
g -1.37e+00 1.88e-02 7.45e-02
m -5.08e-01 1.28e-02 2.13e-02
i -4.77e-01 3.56e-02 5.74e-02
l -4.35e-01 5.97e-02 9.22e-02
v -3.66e-01 4.99e-02 7.20e-02
d 3.65e-01 8.36e-02 5.80e-02
f -3.26e-01 2.92e-02 4.04e-02
y -3.24e-01 2.53e-02 3.49e-02
r -2.58e-01 3.94e-02 5.11e-02
a -2.45e-01 6.40e-02 8.17e-02
e -2.14e-01 5.51e-02 6.82e-02
h -1.57e-01 1.97e-02 2.30e-02
w -1.53e-01 1.19e-02 1.39e-02
q -1.28e-01 3.26e-02 3.71e-02
n 1.11e-01 4.79e-02 4.28e-02
t 7.87e-02 5.87e-02 5.43e-02
k 6.16e-02 6.24e-02 5.87e-02
c 5.32e-02 1.51e-02 1.43e-02
s 5.16e-02 6.16e-02 5.85e-02
11 18 R MNcn psi5 0.216 ( 1.68e+00 1.37e+00) 6.34e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.216 ( 4.62e+00 5.95e-01) 1.26e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.146 p 1.08e+00 1.35e-01 4.58e-02
e -9.47e-01 2.64e-02 6.81e-02
k -8.54e-01 2.49e-02 5.86e-02
g -7.51e-01 3.51e-02 7.44e-02
s 7.31e-01 1.22e-01 5.88e-02
t 4.79e-01 8.80e-02 5.45e-02
q -4.36e-01 2.39e-02 3.70e-02
r -4.33e-01 3.30e-02 5.09e-02
y -3.14e-01 2.55e-02 3.49e-02
c 3.04e-01 1.94e-02 1.43e-02
a -2.54e-01 6.32e-02 8.15e-02
n -1.96e-01 3.52e-02 4.28e-02
i -1.92e-01 4.75e-02 5.75e-02
f 1.54e-01 4.71e-02 4.04e-02
h -1.46e-01 1.99e-02 2.30e-02
w -1.00e-01 1.25e-02 1.38e-02
d -9.26e-02 5.30e-02 5.82e-02
m -8.96e-02 1.94e-02 2.12e-02
v 6.53e-02 7.69e-02 7.21e-02
l 1.97e-03 9.21e-02 9.20e-02
03 03 D SM aa 3 0.099 p -2.50e+00 3.75e-03 4.55e-02
g -1.38e+00 1.87e-02 7.45e-02
t 4.72e-01 8.71e-02 5.43e-02
h 3.92e-01 3.40e-02 2.30e-02
l -3.57e-01 6.45e-02 9.22e-02
r 3.44e-01 7.20e-02 5.10e-02
k 3.14e-01 8.02e-02 5.86e-02
y 3.07e-01 4.75e-02 3.50e-02
m -2.96e-01 1.58e-02 2.12e-02
e 2.65e-01 8.89e-02 6.82e-02
f 2.57e-01 5.22e-02 4.04e-02
d -2.56e-01 4.50e-02 5.81e-02
q 1.97e-01 4.51e-02 3.71e-02
s 1.87e-01 7.07e-02 5.87e-02
a -1.63e-01 6.94e-02 8.17e-02
v 1.60e-01 8.46e-02 7.21e-02
i -1.43e-01 4.99e-02 5.75e-02
c -1.16e-01 1.27e-02 1.43e-02
n 3.08e-02 4.42e-02 4.28e-02
w -1.20e-02 1.37e-02 1.39e-02
05 05 D SM aa 5 0.096 p 1.15e+00 1.44e-01 4.56e-02
g -5.26e-01 4.40e-02 7.45e-02
e -4.98e-01 4.15e-02 6.82e-02
k -4.10e-01 3.90e-02 5.88e-02
a -3.13e-01 5.98e-02 8.18e-02
n -2.64e-01 3.29e-02 4.29e-02
i 2.33e-01 7.24e-02 5.74e-02
w -2.33e-01 1.10e-02 1.39e-02
v 2.09e-01 8.86e-02 7.19e-02
d -1.99e-01 4.75e-02 5.79e-02
q -1.92e-01 3.06e-02 3.71e-02
r -1.32e-01 4.48e-02 5.11e-02
c -8.86e-02 1.31e-02 1.44e-02
s -8.03e-02 5.41e-02 5.86e-02
m -7.35e-02 1.98e-02 2.13e-02
t 6.49e-02 5.79e-02 5.42e-02
f 6.18e-02 4.29e-02 4.04e-02
l 5.39e-02 9.72e-02 9.21e-02
h 2.96e-02 2.37e-02 2.30e-02
y -7.79e-03 3.47e-02 3.49e-02
02 02 D SM aa 2 0.081 p 8.07e-01 1.02e-01 4.56e-02
g -7.83e-01 3.40e-02 7.45e-02
f -5.12e-01 2.42e-02 4.04e-02
t 5.05e-01 9.02e-02 5.44e-02
y -4.95e-01 2.13e-02 3.49e-02
w -4.64e-01 8.72e-03 1.39e-02
i -4.37e-01 3.72e-02 5.75e-02
d 4.18e-01 8.83e-02 5.82e-02
m -3.97e-01 1.43e-02 2.12e-02
c -3.14e-01 1.05e-02 1.43e-02
n 3.01e-01 5.79e-02 4.28e-02
v -2.85e-01 5.42e-02 7.21e-02
s 2.21e-01 7.33e-02 5.87e-02
a -2.19e-01 6.56e-02 8.16e-02
k 1.89e-01 7.07e-02 5.86e-02
q -1.81e-01 3.09e-02 3.70e-02
r -1.74e-01 4.29e-02 5.10e-02
l -1.03e-01 8.31e-02 9.21e-02
h -3.15e-02 2.23e-02 2.30e-02
e 9.42e-04 6.82e-02 6.81e-02
00 00 D SM aa 0 0.073 g -1.33e+00 1.96e-02 7.44e-02
d -7.15e-01 2.85e-02 5.83e-02
n -5.72e-01 2.42e-02 4.29e-02
p 5.39e-01 7.88e-02 4.60e-02
v 3.52e-01 1.02e-01 7.19e-02
a -3.10e-01 5.97e-02 8.14e-02
r 2.93e-01 6.83e-02 5.10e-02
i 2.90e-01 7.67e-02 5.74e-02
k 2.62e-01 7.64e-02 5.87e-02
y 2.03e-01 4.27e-02 3.49e-02
m -1.91e-01 1.75e-02 2.12e-02
w 1.90e-01 1.67e-02 1.38e-02
s -1.70e-01 4.99e-02 5.92e-02
t 1.61e-01 6.41e-02 5.46e-02
c 1.42e-01 1.65e-02 1.43e-02
f 1.19e-01 4.54e-02 4.03e-02
l -1.06e-01 8.25e-02 9.17e-02
q 6.21e-02 3.94e-02 3.70e-02
h -1.90e-02 2.25e-02 2.30e-02
e 1.23e-03 6.81e-02 6.80e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.005
08 -0.005 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.210
10 -0.210 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.493
12 -0.493 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.171
14 -0.171 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.047
16 0.047 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.381
18 -0.381 1.000
DATA_CLASS 57
CLASS 57 - weight 7451 normalized weight 0.005 relative strength 1.56e-02 *******
class cross entropy w.r.t. global class 1.12e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.955 ( 2.35e+00 4.00e-01) 3.83e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.955 ( 4.21e+00 4.00e-01) 8.30e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.936 ( 2.36e+00 4.00e-01) 3.84e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.936 ( 4.19e+00 4.00e-01) 8.80e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.936 ( 2.35e+00 4.00e-01) 3.84e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.936 ( 4.24e+00 4.00e-01) 7.70e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.851 (-2.63e-01 4.51e-01) 2.38e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.851 ( 4.74e+00 4.00e-01) 4.77e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.783 ( 2.49e+00 4.69e-01) 3.58e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.783 ( 4.25e+00 5.83e-01) 5.01e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.635 ( 2.49e+00 6.14e-01) 2.75e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.635 ( 4.36e+00 6.19e-01) 2.92e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.262 p -2.63e+00 3.32e-03 4.58e-02
d -1.25e+00 1.66e-02 5.82e-02
q -1.07e+00 1.27e-02 3.70e-02
n -1.01e+00 1.56e-02 4.28e-02
e -9.54e-01 2.62e-02 6.81e-02
v 9.46e-01 1.86e-01 7.21e-02
k -8.80e-01 2.43e-02 5.86e-02
i 8.74e-01 1.38e-01 5.75e-02
r -7.36e-01 2.44e-02 5.09e-02
f 6.53e-01 7.77e-02 4.04e-02
g -5.61e-01 4.25e-02 7.44e-02
c 4.91e-01 2.34e-02 1.43e-02
s -4.82e-01 3.63e-02 5.88e-02
y 4.73e-01 5.60e-02 3.49e-02
l 3.83e-01 1.35e-01 9.20e-02
w 2.42e-01 1.76e-02 1.38e-02
t -1.40e-01 4.74e-02 5.45e-02
a -9.46e-02 7.42e-02 8.15e-02
h -8.01e-02 2.12e-02 2.30e-02
m 4.66e-02 2.22e-02 2.12e-02
00 00 D SM aa 0 0.188 p -2.37e+00 4.28e-03 4.60e-02
d -1.05e+00 2.04e-02 5.83e-02
v 8.64e-01 1.71e-01 7.19e-02
i 8.07e-01 1.29e-01 5.74e-02
g -7.96e-01 3.36e-02 7.44e-02
n -7.94e-01 1.94e-02 4.29e-02
e -6.93e-01 3.40e-02 6.80e-02
k -5.31e-01 3.45e-02 5.87e-02
w 4.08e-01 2.08e-02 1.38e-02
y 3.95e-01 5.17e-02 3.49e-02
f 3.94e-01 5.98e-02 4.03e-02
s -3.90e-01 4.00e-02 5.92e-02
q -2.87e-01 2.78e-02 3.70e-02
t 2.64e-01 7.11e-02 5.46e-02
r -2.17e-01 4.10e-02 5.10e-02
l 2.10e-01 1.13e-01 9.17e-02
h -1.86e-01 1.91e-02 2.30e-02
a -1.05e-01 7.33e-02 8.14e-02
c 8.80e-02 1.56e-02 1.43e-02
m -6.95e-03 2.11e-02 2.12e-02
03 03 D SM aa 3 0.180 k -1.23e+00 1.71e-02 5.86e-02
c 1.01e+00 3.94e-02 1.43e-02
r -9.28e-01 2.02e-02 5.10e-02
l -8.35e-01 4.00e-02 9.22e-02
p -8.24e-01 2.00e-02 4.55e-02
s 7.99e-01 1.30e-01 5.87e-02
q -7.32e-01 1.78e-02 3.71e-02
t 7.16e-01 1.11e-01 5.43e-02
i -6.97e-01 2.87e-02 5.75e-02
e -6.15e-01 3.69e-02 6.82e-02
d 5.51e-01 1.01e-01 5.81e-02
n 4.98e-01 7.05e-02 4.28e-02
w -4.77e-01 8.61e-03 1.39e-02
m -3.64e-01 1.48e-02 2.12e-02
h 2.95e-01 3.09e-02 2.30e-02
f 2.88e-01 5.39e-02 4.04e-02
v -1.06e-01 6.48e-02 7.21e-02
a 1.90e-02 8.32e-02 8.17e-02
y 1.59e-02 3.55e-02 3.50e-02
g 1.49e-02 7.56e-02 7.45e-02
05 05 D SM aa 5 0.176 p -2.47e+00 3.85e-03 4.56e-02
l -9.40e-01 3.60e-02 9.21e-02
i -9.18e-01 2.29e-02 5.74e-02
d 8.51e-01 1.36e-01 5.79e-02
n 7.17e-01 8.78e-02 4.29e-02
s 6.78e-01 1.15e-01 5.86e-02
v -6.21e-01 3.86e-02 7.19e-02
m -4.98e-01 1.29e-02 2.13e-02
t 4.95e-01 8.90e-02 5.42e-02
f -4.76e-01 2.51e-02 4.04e-02
w -4.53e-01 8.83e-03 1.39e-02
h 3.41e-01 3.24e-02 2.30e-02
k -2.27e-01 4.69e-02 5.88e-02
a -2.12e-01 6.61e-02 8.18e-02
y -1.57e-01 2.98e-02 3.49e-02
g 1.35e-01 8.53e-02 7.45e-02
e -1.14e-01 6.09e-02 6.82e-02
q -8.83e-02 3.39e-02 3.71e-02
r 7.50e-02 5.51e-02 5.11e-02
c -6.16e-02 1.35e-02 1.44e-02
02 02 D SM aa 2 0.160 p -7.62e+00 2.25e-05 4.56e-02
d -9.74e-01 2.20e-02 5.82e-02
n -6.93e-01 2.14e-02 4.28e-02
v 6.75e-01 1.42e-01 7.21e-02
i 6.44e-01 1.10e-01 5.75e-02
g -6.16e-01 4.02e-02 7.45e-02
k -6.04e-01 3.20e-02 5.86e-02
f 5.28e-01 6.85e-02 4.04e-02
w 5.04e-01 2.30e-02 1.39e-02
y 4.91e-01 5.71e-02 3.49e-02
e -4.17e-01 4.49e-02 6.81e-02
t 4.05e-01 8.16e-02 5.44e-02
c 3.50e-01 2.03e-02 1.43e-02
q -2.19e-01 2.98e-02 3.70e-02
a -2.08e-01 6.63e-02 8.16e-02
r -2.01e-01 4.17e-02 5.10e-02
m 1.12e-01 2.37e-02 2.12e-02
h 9.09e-02 2.52e-02 2.30e-02
s -7.87e-02 5.43e-02 5.87e-02
l 5.22e-02 9.70e-02 9.21e-02
04 04 D SM aa 4 0.078 p 6.58e-01 8.80e-02 4.56e-02
t 5.69e-01 9.59e-02 5.43e-02
g -4.82e-01 4.60e-02 7.45e-02
v -4.80e-01 4.45e-02 7.20e-02
n 4.74e-01 6.88e-02 4.28e-02
y -4.72e-01 2.18e-02 3.49e-02
f -4.63e-01 2.54e-02 4.04e-02
d 4.57e-01 9.16e-02 5.80e-02
i -4.57e-01 3.64e-02 5.74e-02
l -3.75e-01 6.33e-02 9.22e-02
s 2.67e-01 7.64e-02 5.85e-02
e -2.25e-01 5.45e-02 6.82e-02
q -2.05e-01 3.02e-02 3.71e-02
a -1.65e-01 6.93e-02 8.17e-02
m -1.43e-01 1.84e-02 2.13e-02
h 1.42e-01 2.65e-02 2.30e-02
r 1.19e-01 5.75e-02 5.11e-02
w 6.50e-02 1.48e-02 1.39e-02
k -3.81e-02 5.65e-02 5.87e-02
c -3.17e-02 1.39e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.289
08 -0.289 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.283
10 -0.283 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.403
12 -0.403 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.359
14 -0.359 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.635
16 -0.635 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.131
18 -0.131 1.000
DATA_CLASS 58
CLASS 58 - weight 7412 normalized weight 0.005 relative strength 2.91e-02 *******
class cross entropy w.r.t. global class 1.11e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.934 (-5.13e-01 4.00e-01) 3.31e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.934 ( 4.96e+00 4.00e-01) 1.03e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.926 (-5.82e-01 4.00e-01) 3.48e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.926 ( 5.23e+00 4.00e-01) 1.72e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.894 (-5.17e-01 4.00e-01) 3.32e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.894 ( 5.10e+00 4.00e-01) 1.39e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.855 (-4.24e-01 4.00e-01) 3.12e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.855 ( 5.07e+00 4.00e-01) 1.32e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.812 (-2.19e-01 4.00e-01) 2.59e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.812 ( 4.75e+00 4.00e-01) 5.29e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.484 p 2.02e+00 3.42e-01 4.55e-02
c -1.30e+00 3.90e-03 1.43e-02
n -1.13e+00 1.39e-02 4.28e-02
g -9.78e-01 2.80e-02 7.45e-02
f -7.26e-01 1.96e-02 4.04e-02
v -6.90e-01 3.61e-02 7.21e-02
i -6.57e-01 2.98e-02 5.75e-02
m -5.90e-01 1.18e-02 2.12e-02
l -5.79e-01 5.17e-02 9.22e-02
d -5.31e-01 3.42e-02 5.81e-02
h -4.75e-01 1.43e-02 2.30e-02
t -3.84e-01 3.70e-02 5.43e-02
y -2.78e-01 2.65e-02 3.50e-02
a -2.36e-01 6.45e-02 8.17e-02
s -1.41e-01 5.09e-02 5.87e-02
k 9.81e-02 6.46e-02 5.86e-02
q -9.22e-02 3.38e-02 3.71e-02
e 5.42e-02 7.20e-02 6.82e-02
w 3.71e-02 1.44e-02 1.39e-02
r 5.97e-03 5.13e-02 5.10e-02
08 12 R MNcn psi2 0.455 ( 1.62e+00 8.53e-01) 9.45e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.455 ( 4.47e+00 5.32e-01) 1.46e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.429 p -4.73e+00 4.05e-04 4.56e-02
g -1.43e+00 1.78e-02 7.45e-02
n 1.29e+00 1.55e-01 4.28e-02
d 1.28e+00 2.10e-01 5.82e-02
v -1.20e+00 2.16e-02 7.21e-02
h 1.09e+00 6.85e-02 2.30e-02
i -1.01e+00 2.10e-02 5.75e-02
l -8.07e-01 4.11e-02 9.21e-02
a -7.91e-01 3.70e-02 8.16e-02
c 7.15e-01 2.93e-02 1.43e-02
t -6.16e-01 2.94e-02 5.44e-02
k -5.73e-01 3.30e-02 5.86e-02
e -5.66e-01 3.87e-02 6.81e-02
s 5.43e-01 1.01e-01 5.87e-02
m -3.76e-01 1.46e-02 2.12e-02
y 3.61e-01 5.02e-02 3.49e-02
r -2.92e-01 3.81e-02 5.10e-02
w -1.97e-01 1.14e-02 1.39e-02
f 1.91e-01 4.89e-02 4.04e-02
q -1.17e-01 3.30e-02 3.70e-02
01 01 D SM aa 1 0.147 p -2.01e+00 6.16e-03 4.58e-02
i -1.22e+00 1.70e-02 5.75e-02
v -1.16e+00 2.26e-02 7.21e-02
g -7.91e-01 3.37e-02 7.44e-02
n 6.26e-01 8.00e-02 4.28e-02
q 4.98e-01 6.09e-02 3.70e-02
d 4.58e-01 9.20e-02 5.82e-02
l -4.43e-01 5.91e-02 9.20e-02
k 4.00e-01 8.74e-02 5.86e-02
h 3.99e-01 3.42e-02 2.30e-02
s 3.81e-01 8.61e-02 5.88e-02
w -3.76e-01 9.50e-03 1.38e-02
t 3.34e-01 7.62e-02 5.45e-02
r 3.24e-01 7.05e-02 5.09e-02
e 3.02e-01 9.21e-02 6.81e-02
c -2.72e-01 1.09e-02 1.43e-02
f -2.41e-01 3.18e-02 4.04e-02
y -2.07e-01 2.84e-02 3.49e-02
m -1.18e-01 1.88e-02 2.12e-02
a 1.30e-02 8.26e-02 8.15e-02
04 04 D SM aa 4 0.128 c -8.66e-01 6.03e-03 1.43e-02
e 8.60e-01 1.61e-01 6.82e-02
p -8.55e-01 1.94e-02 4.56e-02
i -8.12e-01 2.55e-02 5.74e-02
d 6.95e-01 1.16e-01 5.80e-02
l -6.30e-01 4.91e-02 9.22e-02
v -5.84e-01 4.01e-02 7.20e-02
m -5.15e-01 1.27e-02 2.13e-02
g -4.23e-01 4.88e-02 7.45e-02
w 3.96e-01 2.07e-02 1.39e-02
h 3.94e-01 3.41e-02 2.30e-02
q 2.48e-01 4.75e-02 3.71e-02
t -1.95e-01 4.46e-02 5.43e-02
s 1.54e-01 6.83e-02 5.85e-02
f -1.53e-01 3.46e-02 4.04e-02
k -9.74e-02 5.32e-02 5.87e-02
a 8.16e-02 8.87e-02 8.17e-02
r 5.83e-02 5.41e-02 5.11e-02
n -4.64e-02 4.09e-02 4.28e-02
y -2.52e-02 3.41e-02 3.49e-02
05 05 D SM aa 5 0.096 p -1.75e+00 7.95e-03 4.56e-02
g -9.47e-01 2.89e-02 7.45e-02
f 7.35e-01 8.42e-02 4.04e-02
d -7.18e-01 2.82e-02 5.79e-02
w 5.52e-01 2.41e-02 1.39e-02
y 4.56e-01 5.51e-02 3.49e-02
l 4.47e-01 1.44e-01 9.21e-02
e -2.89e-01 5.11e-02 6.82e-02
s -2.19e-01 4.71e-02 5.86e-02
c 2.07e-01 1.77e-02 1.44e-02
a 1.84e-01 9.83e-02 8.18e-02
q -1.20e-01 3.29e-02 3.71e-02
m 1.01e-01 2.35e-02 2.13e-02
t -8.85e-02 4.97e-02 5.42e-02
n 8.81e-02 4.68e-02 4.29e-02
r -4.03e-02 4.91e-02 5.11e-02
v 3.50e-02 7.45e-02 7.19e-02
h -2.46e-02 2.25e-02 2.30e-02
k -1.62e-02 5.78e-02 5.88e-02
i -1.37e-02 5.66e-02 5.74e-02
00 00 D SM aa 0 0.050 g -9.13e-01 2.98e-02 7.44e-02
w 5.13e-01 2.31e-02 1.38e-02
p 4.85e-01 7.47e-02 4.60e-02
v -4.74e-01 4.48e-02 7.19e-02
m 3.06e-01 2.88e-02 2.12e-02
d -2.96e-01 4.33e-02 5.83e-02
l 2.67e-01 1.20e-01 9.17e-02
c -2.60e-01 1.10e-02 1.43e-02
e 2.58e-01 8.81e-02 6.80e-02
t -2.53e-01 4.24e-02 5.46e-02
i -2.30e-01 4.57e-02 5.74e-02
k 2.22e-01 7.34e-02 5.87e-02
n -1.66e-01 3.63e-02 4.29e-02
y -1.11e-01 3.12e-02 3.49e-02
r 9.66e-02 5.61e-02 5.10e-02
a 8.60e-02 8.87e-02 8.14e-02
s 5.16e-02 6.23e-02 5.92e-02
q -3.62e-02 3.57e-02 3.70e-02
h 2.40e-02 2.35e-02 2.30e-02
f 2.38e-02 4.13e-02 4.03e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.152
08 -0.152 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.371
10 -0.371 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.582
12 0.582 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.244
14 -0.244 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.309
16 -0.309 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.539
18 -0.539 1.000
DATA_CLASS 59
CLASS 59 - weight 7327 normalized weight 0.005 relative strength 4.52e-03 *******
class cross entropy w.r.t. global class 1.62e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.748 ( 1.24e+00 4.00e-01) 8.27e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.748 ( 3.60e-01 6.05e-01) 7.64e-01 ( 8.22e-01 1.53e+00)
09 14 R MNcn psi3 0.897 ( 2.45e+00 4.00e-01) 4.09e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.897 ( 4.26e+00 4.66e-01) 6.11e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.894 ( 2.39e+00 4.00e-01) 3.96e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.894 ( 4.29e+00 4.51e-01) 5.68e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.881 ( 2.40e+00 4.00e-01) 3.98e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.881 ( 4.31e+00 4.72e-01) 5.03e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.862 ( 2.49e+00 4.00e-01) 4.20e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.862 ( 4.26e+00 5.58e-01) 5.13e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.785 p -4.51e+00 5.07e-04 4.60e-02
i -2.38e+00 5.32e-03 5.74e-02
v -2.23e+00 7.71e-03 7.19e-02
g 1.83e+00 4.64e-01 7.44e-02
t -1.59e+00 1.11e-02 5.46e-02
l -1.53e+00 1.99e-02 9.17e-02
a -1.46e+00 1.88e-02 8.14e-02
y -1.10e+00 1.16e-02 3.49e-02
n 1.03e+00 1.21e-01 4.29e-02
w -9.60e-01 5.29e-03 1.38e-02
f -9.40e-01 1.57e-02 4.03e-02
m -8.32e-01 9.24e-03 2.12e-02
c -7.45e-01 6.78e-03 1.43e-02
e -6.24e-01 3.64e-02 6.80e-02
s -4.71e-01 3.70e-02 5.92e-02
q -1.88e-01 3.07e-02 3.70e-02
d 1.86e-01 7.02e-02 5.83e-02
r -6.41e-02 4.78e-02 5.10e-02
h 6.30e-02 2.45e-02 2.30e-02
k -3.77e-02 5.66e-02 5.87e-02
07 10 R MNcn psi1 0.219 ( 1.62e+00 1.44e+00) 5.59e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.219 ( 4.30e+00 5.37e-01) 4.55e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.138 d -1.36e+00 1.49e-02 5.80e-02
n -1.03e+00 1.53e-02 4.28e-02
g -8.51e-01 3.18e-02 7.45e-02
v 7.34e-01 1.50e-01 7.20e-02
c 6.70e-01 2.80e-02 1.43e-02
e -6.21e-01 3.67e-02 6.82e-02
i 5.97e-01 1.04e-01 5.74e-02
k -4.40e-01 3.78e-02 5.87e-02
f 4.33e-01 6.22e-02 4.04e-02
y 4.00e-01 5.21e-02 3.49e-02
w 3.50e-01 1.97e-02 1.39e-02
q -3.24e-01 2.68e-02 3.71e-02
l 3.06e-01 1.25e-01 9.22e-02
p -2.98e-01 3.38e-02 4.56e-02
s -2.78e-01 4.43e-02 5.85e-02
h -2.70e-01 1.76e-02 2.30e-02
m 2.28e-01 2.67e-02 2.13e-02
a -1.07e-01 7.34e-02 8.17e-02
t -7.42e-02 5.04e-02 5.43e-02
r -4.43e-02 4.89e-02 5.11e-02
01 01 D SM aa 1 0.099 p -1.68e+00 8.53e-03 4.58e-02
k 6.58e-01 1.13e-01 5.86e-02
r 6.06e-01 9.34e-02 5.09e-02
a -5.88e-01 4.53e-02 8.15e-02
t 5.37e-01 9.33e-02 5.45e-02
l -4.36e-01 5.95e-02 9.20e-02
q 4.11e-01 5.59e-02 3.70e-02
w -3.74e-01 9.52e-03 1.38e-02
d -3.47e-01 4.11e-02 5.82e-02
f -2.73e-01 3.07e-02 4.04e-02
i -2.15e-01 4.64e-02 5.75e-02
y -2.08e-01 2.84e-02 3.49e-02
s 1.90e-01 7.11e-02 5.88e-02
v -1.63e-01 6.12e-02 7.21e-02
m -1.62e-01 1.80e-02 2.12e-02
e 1.22e-01 7.70e-02 6.81e-02
g -9.52e-02 6.77e-02 7.44e-02
c -8.88e-02 1.31e-02 1.43e-02
h 8.30e-02 2.50e-02 2.30e-02
n -2.45e-02 4.18e-02 4.28e-02
02 02 D SM aa 2 0.079 d -9.08e-01 2.35e-02 5.82e-02
y 6.39e-01 6.62e-02 3.49e-02
w 5.96e-01 2.52e-02 1.39e-02
n -5.77e-01 2.41e-02 4.28e-02
e -5.76e-01 3.83e-02 6.81e-02
c 4.93e-01 2.34e-02 1.43e-02
i 4.73e-01 9.23e-02 5.75e-02
v 4.58e-01 1.14e-01 7.21e-02
g -4.25e-01 4.87e-02 7.45e-02
f 4.17e-01 6.13e-02 4.04e-02
k -3.47e-01 4.14e-02 5.86e-02
q -2.37e-01 2.92e-02 3.70e-02
r -2.27e-01 4.06e-02 5.10e-02
h -1.99e-01 1.88e-02 2.30e-02
m -1.82e-01 1.77e-02 2.12e-02
t 1.63e-01 6.40e-02 5.44e-02
p -8.59e-02 4.19e-02 4.56e-02
s -6.12e-02 5.52e-02 5.87e-02
a -5.25e-02 7.74e-02 8.16e-02
l 4.97e-02 9.68e-02 9.21e-02
05 05 D SM aa 5 0.076 g -7.89e-01 3.38e-02 7.45e-02
v 5.32e-01 1.22e-01 7.19e-02
f 4.96e-01 6.62e-02 4.04e-02
n -4.86e-01 2.64e-02 4.29e-02
w 4.85e-01 2.26e-02 1.39e-02
y 4.76e-01 5.62e-02 3.49e-02
d -4.49e-01 3.70e-02 5.79e-02
i 4.48e-01 8.98e-02 5.74e-02
k -3.78e-01 4.03e-02 5.88e-02
e -3.74e-01 4.69e-02 6.82e-02
c 3.51e-01 2.04e-02 1.44e-02
a -3.00e-01 6.06e-02 8.18e-02
q -2.94e-01 2.76e-02 3.71e-02
p -2.76e-01 3.46e-02 4.56e-02
t 2.20e-01 6.76e-02 5.42e-02
r -1.53e-01 4.39e-02 5.11e-02
h -1.18e-01 2.05e-02 2.30e-02
m 1.17e-01 2.39e-02 2.13e-02
s 6.63e-02 6.26e-02 5.86e-02
l 4.94e-02 9.68e-02 9.21e-02
03 03 D SM aa 3 0.066 d -8.25e-01 2.55e-02 5.81e-02
w 7.70e-01 3.00e-02 1.39e-02
n -7.01e-01 2.13e-02 4.28e-02
g -6.87e-01 3.75e-02 7.45e-02
f 4.56e-01 6.37e-02 4.04e-02
y 4.49e-01 5.47e-02 3.50e-02
v 4.18e-01 1.09e-01 7.21e-02
i 3.33e-01 8.03e-02 5.75e-02
e -3.06e-01 5.02e-02 6.82e-02
a -2.36e-01 6.45e-02 8.17e-02
c 1.76e-01 1.71e-02 1.43e-02
t 1.74e-01 6.46e-02 5.43e-02
s -1.28e-01 5.16e-02 5.87e-02
p 9.76e-02 5.02e-02 4.55e-02
k -7.89e-02 5.41e-02 5.86e-02
h -7.74e-02 2.13e-02 2.30e-02
r 3.42e-02 5.28e-02 5.10e-02
m 2.68e-02 2.18e-02 2.12e-02
q 3.49e-03 3.72e-02 3.71e-02
l -1.85e-04 9.22e-02 9.22e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.469
08 -0.469 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.380
10 -0.380 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.296
12 -0.296 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.165
14 -0.165 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.176
16 -0.176 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.171
18 -0.171 1.000
DATA_CLASS 60
CLASS 60 - weight 7241 normalized weight 0.005 relative strength 8.00e-05 *******
class cross entropy w.r.t. global class 6.74e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.881 ( 2.36e+00 4.00e-01) 3.85e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.881 ( 4.28e+00 4.49e-01) 5.79e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.870 ( 2.29e+00 4.00e-01) 3.69e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.870 ( 4.33e+00 4.36e-01) 4.88e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.793 ( 2.28e+00 4.53e-01) 3.23e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.793 ( 4.53e+00 4.81e-01) 2.78e-02 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.217 ( 1.35e+00 1.50e+00) 3.61e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.217 ( 4.61e+00 4.88e-01) 1.33e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.181 g -1.37e+00 1.88e-02 7.44e-02
d -1.02e+00 2.10e-02 5.83e-02
n -9.10e-01 1.73e-02 4.29e-02
v 8.93e-01 1.76e-01 7.19e-02
p -8.41e-01 1.98e-02 4.60e-02
i 7.60e-01 1.23e-01 5.74e-02
c 5.19e-01 2.40e-02 1.43e-02
e -4.72e-01 4.24e-02 6.80e-02
s -4.69e-01 3.70e-02 5.92e-02
k -4.26e-01 3.84e-02 5.87e-02
f 4.20e-01 6.14e-02 4.03e-02
y 3.86e-01 5.13e-02 3.49e-02
a -3.27e-01 5.87e-02 8.14e-02
w 3.16e-01 1.89e-02 1.38e-02
q -3.04e-01 2.73e-02 3.70e-02
l 2.19e-01 1.14e-01 9.17e-02
t 1.52e-01 6.35e-02 5.46e-02
h -1.26e-01 2.02e-02 2.30e-02
r -1.06e-01 4.58e-02 5.10e-02
m 3.07e-03 2.13e-02 2.12e-02
01 01 D SM aa 1 0.175 g -1.90e+00 1.11e-02 7.44e-02
d -9.79e-01 2.19e-02 5.82e-02
n -8.42e-01 1.84e-02 4.28e-02
v 8.30e-01 1.65e-01 7.21e-02
i 7.79e-01 1.25e-01 5.75e-02
p -5.14e-01 2.74e-02 4.58e-02
a -4.90e-01 4.99e-02 8.15e-02
s -4.82e-01 3.63e-02 5.88e-02
f 4.34e-01 6.23e-02 4.04e-02
w 4.25e-01 2.12e-02 1.38e-02
y 3.81e-01 5.11e-02 3.49e-02
c 3.60e-01 2.05e-02 1.43e-02
e -3.59e-01 4.76e-02 6.81e-02
k -2.83e-01 4.42e-02 5.86e-02
l 1.59e-01 1.08e-01 9.20e-02
m 1.41e-01 2.44e-02 2.12e-02
h -1.33e-01 2.01e-02 2.30e-02
t 1.17e-01 6.13e-02 5.45e-02
q -1.03e-01 3.34e-02 3.70e-02
r -8.62e-03 5.05e-02 5.09e-02
10 16 R MNcn psi4 0.141 ( 1.38e+00 1.67e+00) 3.43e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.141 ( 4.45e+00 6.41e-01) 1.39e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.135 l -8.62e-01 3.89e-02 9.21e-02
p -8.30e-01 1.99e-02 4.56e-02
v -7.46e-01 3.41e-02 7.19e-02
n 7.33e-01 8.92e-02 4.29e-02
i -6.91e-01 2.87e-02 5.74e-02
g 6.67e-01 1.45e-01 7.45e-02
m -5.99e-01 1.17e-02 2.13e-02
c 5.64e-01 2.52e-02 1.44e-02
f -5.40e-01 2.35e-02 4.04e-02
s 4.94e-01 9.60e-02 5.86e-02
d 4.81e-01 9.37e-02 5.79e-02
h 4.26e-01 3.53e-02 2.30e-02
w -4.22e-01 9.11e-03 1.39e-02
e -2.54e-01 5.29e-02 6.82e-02
t 2.45e-01 6.93e-02 5.42e-02
k -1.93e-01 4.85e-02 5.88e-02
a -1.69e-01 6.91e-02 8.18e-02
r -1.25e-01 4.51e-02 5.11e-02
y -1.19e-01 3.10e-02 3.49e-02
q -9.96e-02 3.35e-02 3.71e-02
11 18 R MNcn psi5 0.110 ( 1.43e+00 1.57e+00) 3.92e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.110 ( 4.28e+00 7.29e-01) 3.57e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.102 i -7.75e-01 2.65e-02 5.74e-02
v -7.19e-01 3.51e-02 7.20e-02
l -6.87e-01 4.64e-02 9.22e-02
n 6.27e-01 8.02e-02 4.28e-02
d 6.10e-01 1.07e-01 5.80e-02
g 4.97e-01 1.23e-01 7.45e-02
m -4.93e-01 1.30e-02 2.13e-02
k -4.74e-01 3.65e-02 5.87e-02
s 4.37e-01 9.06e-02 5.85e-02
h 3.11e-01 3.14e-02 2.30e-02
w -2.94e-01 1.04e-02 1.39e-02
t 2.90e-01 7.25e-02 5.43e-02
q -2.69e-01 2.83e-02 3.71e-02
p -2.36e-01 3.60e-02 4.56e-02
f -2.08e-01 3.28e-02 4.04e-02
r -1.86e-01 4.24e-02 5.11e-02
e -1.48e-01 5.89e-02 6.82e-02
y -1.24e-01 3.09e-02 3.49e-02
c 8.41e-02 1.56e-02 1.43e-02
a 1.96e-02 8.33e-02 8.17e-02
02 02 D SM aa 2 0.078 g -1.52e+00 1.64e-02 7.45e-02
c 7.92e-01 3.16e-02 1.43e-02
a -5.00e-01 4.95e-02 8.16e-02
p 4.41e-01 7.10e-02 4.56e-02
n 3.71e-01 6.21e-02 4.28e-02
k -3.67e-01 4.06e-02 5.86e-02
e -3.56e-01 4.77e-02 6.81e-02
v 3.53e-01 1.03e-01 7.21e-02
i 2.97e-01 7.74e-02 5.75e-02
h 2.33e-01 2.90e-02 2.30e-02
d 2.28e-01 7.31e-02 5.82e-02
m -2.14e-01 1.71e-02 2.12e-02
f 1.69e-01 4.78e-02 4.04e-02
r -1.68e-01 4.31e-02 5.10e-02
q -1.27e-01 3.26e-02 3.70e-02
y 8.18e-02 3.79e-02 3.49e-02
w 4.86e-02 1.46e-02 1.39e-02
l 2.93e-02 9.48e-02 9.21e-02
t -1.98e-02 5.33e-02 5.44e-02
s -1.56e-02 5.78e-02 5.87e-02
03 03 D SM aa 3 0.045 p 7.68e-01 9.81e-02 4.55e-02
c 4.76e-01 2.30e-02 1.43e-02
e -3.93e-01 4.60e-02 6.82e-02
n 3.87e-01 6.31e-02 4.28e-02
k -3.53e-01 4.12e-02 5.86e-02
q -2.58e-01 2.86e-02 3.71e-02
t 2.46e-01 6.95e-02 5.43e-02
r -2.20e-01 4.09e-02 5.10e-02
a -2.07e-01 6.64e-02 8.17e-02
d 1.83e-01 6.98e-02 5.81e-02
v -1.58e-01 6.15e-02 7.21e-02
f -1.49e-01 3.48e-02 4.04e-02
y -9.30e-02 3.18e-02 3.50e-02
l -7.72e-02 8.53e-02 9.22e-02
i -6.49e-02 5.39e-02 5.75e-02
g -5.42e-02 7.05e-02 7.45e-02
s -4.21e-02 5.62e-02 5.87e-02
h 3.74e-02 2.39e-02 2.30e-02
m 1.13e-02 2.15e-02 2.12e-02
w -3.31e-03 1.38e-02 1.39e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.173
08 -0.173 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.131
10 -0.131 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.003
12 -0.003 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.030
14 -0.030 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.030
16 0.030 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.008
18 0.008 1.000
DATA_CLASS 61
CLASS 61 - weight 7180 normalized weight 0.005 relative strength 7.63e-02 *******
class cross entropy w.r.t. global class 1.30e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.945 (-7.31e-01 4.00e-01) 3.87e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.945 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.945 (-7.30e-01 4.00e-01) 3.86e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.945 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.940 (-6.99e-01 4.00e-01) 3.80e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.940 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.939 (-7.16e-01 4.00e-01) 3.82e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.939 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.936 (-7.06e-01 4.00e-01) 3.79e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.936 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.927 (-6.88e-01 4.00e-01) 3.74e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.927 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.505 p -7.09e+00 3.80e-05 4.55e-02
e -7.05e+00 5.91e-05 6.82e-02
d -6.73e+00 6.95e-05 5.81e-02
n -5.59e+00 1.61e-04 4.28e-02
k -5.28e+00 2.97e-04 5.86e-02
r -2.70e+00 3.43e-03 5.10e-02
q -1.57e+00 7.74e-03 3.71e-02
m 9.55e-01 5.52e-02 2.12e-02
f 8.78e-01 9.72e-02 4.04e-02
l 7.81e-01 2.01e-01 9.22e-02
i 7.60e-01 1.23e-01 5.75e-02
s -7.33e-01 2.82e-02 5.87e-02
w 6.34e-01 2.62e-02 1.39e-02
a 6.02e-01 1.49e-01 8.17e-02
g -5.33e-01 4.37e-02 7.45e-02
c 5.19e-01 2.40e-02 1.43e-02
y 3.70e-01 5.06e-02 3.50e-02
v 3.67e-01 1.04e-01 7.21e-02
h 2.26e-01 2.89e-02 2.30e-02
t 4.81e-02 5.70e-02 5.43e-02
04 04 D SM aa 4 0.479 p -7.46e+00 2.62e-05 4.56e-02
k -5.86e+00 1.67e-04 5.87e-02
i -4.31e+00 7.75e-04 5.74e-02
e -1.59e+00 1.40e-02 6.82e-02
v -1.55e+00 1.53e-02 7.20e-02
r -1.25e+00 1.46e-02 5.11e-02
g 1.23e+00 2.56e-01 7.45e-02
w 1.01e+00 3.81e-02 1.39e-02
l -8.45e-01 3.96e-02 9.22e-02
c 8.34e-01 3.30e-02 1.43e-02
s 8.02e-01 1.31e-01 5.85e-02
h 7.26e-01 4.76e-02 2.30e-02
q -5.17e-01 2.21e-02 3.71e-02
f 4.73e-01 6.48e-02 4.04e-02
t 4.22e-01 8.27e-02 5.43e-02
d -3.04e-01 4.28e-02 5.80e-02
m 2.87e-01 2.84e-02 2.13e-02
n 9.63e-02 4.72e-02 4.28e-02
y 6.09e-02 3.71e-02 3.49e-02
a 4.17e-02 8.52e-02 8.17e-02
05 05 D SM aa 5 0.279 p -7.19e+00 3.42e-05 4.56e-02
d -2.86e+00 3.32e-03 5.79e-02
k -1.82e+00 9.50e-03 5.88e-02
e -1.11e+00 2.26e-02 6.82e-02
m 8.92e-01 5.19e-02 2.13e-02
n -8.16e-01 1.89e-02 4.29e-02
q -7.71e-01 1.71e-02 3.71e-02
c 7.24e-01 2.96e-02 1.44e-02
f 7.04e-01 8.16e-02 4.04e-02
w 6.64e-01 2.70e-02 1.39e-02
i 6.55e-01 1.10e-01 5.74e-02
l 5.80e-01 1.65e-01 9.21e-02
v 5.69e-01 1.27e-01 7.19e-02
h 4.90e-01 3.76e-02 2.30e-02
s -4.41e-01 3.77e-02 5.86e-02
r -4.12e-01 3.39e-02 5.11e-02
g -3.68e-01 5.16e-02 7.45e-02
y 3.00e-01 4.72e-02 3.49e-02
a -1.27e-01 7.20e-02 8.18e-02
t 3.94e-02 5.64e-02 5.42e-02
01 01 D SM aa 1 0.219 e -5.03e+00 4.44e-04 6.81e-02
p -2.17e+00 5.21e-03 4.58e-02
w 1.25e+00 4.85e-02 1.38e-02
d -1.17e+00 1.81e-02 5.82e-02
k -1.10e+00 1.96e-02 5.86e-02
q -8.58e-01 1.57e-02 3.70e-02
m 8.17e-01 4.80e-02 2.12e-02
h 7.63e-01 4.93e-02 2.30e-02
f 5.68e-01 7.13e-02 4.04e-02
i 3.65e-01 8.29e-02 5.75e-02
c 3.54e-01 2.04e-02 1.43e-02
r -3.38e-01 3.63e-02 5.09e-02
v 3.26e-01 9.98e-02 7.21e-02
a 2.42e-01 1.04e-01 8.15e-02
n -2.37e-01 3.38e-02 4.28e-02
y 2.02e-01 4.27e-02 3.49e-02
t 1.92e-01 6.60e-02 5.45e-02
l 1.53e-01 1.07e-01 9.20e-02
s -9.18e-02 5.37e-02 5.88e-02
g 3.97e-02 7.74e-02 7.44e-02
02 02 D SM aa 2 0.159 r -1.40e+00 1.26e-02 5.10e-02
q -1.28e+00 1.03e-02 3.70e-02
p -1.20e+00 1.37e-02 4.56e-02
k -1.19e+00 1.79e-02 5.86e-02
d -9.59e-01 2.23e-02 5.82e-02
m 8.00e-01 4.72e-02 2.12e-02
e -7.85e-01 3.11e-02 6.81e-02
a 6.25e-01 1.53e-01 8.16e-02
f 5.60e-01 7.08e-02 4.04e-02
w 4.26e-01 2.12e-02 1.39e-02
l 3.35e-01 1.29e-01 9.21e-02
i 3.17e-01 7.90e-02 5.75e-02
y -2.87e-01 2.62e-02 3.49e-02
v 2.64e-01 9.39e-02 7.21e-02
c 2.17e-01 1.78e-02 1.43e-02
s 8.70e-02 6.41e-02 5.87e-02
n -7.72e-02 3.97e-02 4.28e-02
t 7.58e-02 5.87e-02 5.44e-02
g -7.24e-02 6.93e-02 7.45e-02
h -1.19e-03 2.30e-02 2.30e-02
00 00 D SM aa 0 0.113 e -1.49e+00 1.53e-02 6.80e-02
k -1.27e+00 1.66e-02 5.87e-02
c 8.35e-01 3.29e-02 1.43e-02
m 6.93e-01 4.25e-02 2.12e-02
w 6.08e-01 2.53e-02 1.38e-02
y -5.61e-01 1.99e-02 3.49e-02
v -4.35e-01 4.65e-02 7.19e-02
g 4.35e-01 1.15e-01 7.44e-02
h 4.20e-01 3.49e-02 2.30e-02
a 3.48e-01 1.15e-01 8.14e-02
f 3.17e-01 5.54e-02 4.03e-02
q -3.07e-01 2.72e-02 3.70e-02
r -2.82e-01 3.84e-02 5.10e-02
p -2.70e-01 3.51e-02 4.60e-02
l 2.55e-01 1.18e-01 9.17e-02
d -2.43e-01 4.57e-02 5.83e-02
i -2.13e-01 4.64e-02 5.74e-02
s 1.66e-01 6.99e-02 5.92e-02
t 2.38e-02 5.59e-02 5.46e-02
n 1.19e-02 4.34e-02 4.29e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.085
08 -0.085 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.080
10 -0.080 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.077
12 -0.077 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.060
14 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.089
16 -0.089 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.140
18 -0.140 1.000
DATA_CLASS 62
CLASS 62 - weight 7049 normalized weight 0.005 relative strength 3.62e-01 *******
class cross entropy w.r.t. global class 1.39e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
03 03 D SM aa 3 0.986 p -7.77e+00 1.93e-05 4.55e-02
d -7.13e+00 4.64e-05 5.81e-02
g -6.96e+00 7.07e-05 7.45e-02
e -6.92e+00 6.76e-05 6.82e-02
n -6.33e+00 7.61e-05 4.28e-02
s -6.28e+00 1.10e-04 5.87e-02
k -5.51e+00 2.37e-04 5.86e-02
t -4.18e+00 8.33e-04 5.43e-02
q -2.69e+00 2.51e-03 3.71e-02
a -2.40e+00 7.40e-03 8.17e-02
l 1.39e+00 3.71e-01 9.22e-02
i 1.26e+00 2.04e-01 5.75e-02
m 1.14e+00 6.67e-02 2.12e-02
h -9.94e-01 8.52e-03 2.30e-02
v 8.91e-01 1.76e-01 7.21e-02
w 6.05e-01 2.54e-02 1.39e-02
f 4.14e-01 6.11e-02 4.04e-02
r -3.34e-01 3.65e-02 5.10e-02
c -2.57e-01 1.11e-02 1.43e-02
y -1.67e-01 2.96e-02 3.50e-02
06 08 R MNcn psi0 0.948 (-7.12e-01 4.00e-01) 3.83e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.948 ( 5.20e+00 4.00e-01) 1.63e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.943 (-7.27e-01 4.00e-01) 3.85e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.943 ( 5.17e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.941 (-7.26e-01 4.00e-01) 3.84e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.941 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.939 (-7.10e-01 4.00e-01) 3.82e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.939 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.938 (-7.01e-01 4.00e-01) 3.78e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.938 ( 5.18e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.918 (-6.48e-01 4.00e-01) 3.64e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.918 ( 5.12e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.745 i -6.88e+00 5.90e-05 5.75e-02
l -6.49e+00 1.39e-04 9.21e-02
y -5.58e+00 1.32e-04 3.49e-02
w -5.26e+00 7.20e-05 1.39e-02
f -5.08e+00 2.51e-04 4.04e-02
v -4.63e+00 7.06e-04 7.21e-02
k -2.82e+00 3.50e-03 5.86e-02
p -2.18e+00 5.19e-03 4.56e-02
a 1.59e+00 4.00e-01 8.16e-02
r 7.90e-01 1.12e-01 5.10e-02
n -5.04e-01 2.59e-02 4.28e-02
d -4.62e-01 3.67e-02 5.82e-02
g 4.10e-01 1.12e-01 7.45e-02
q 3.55e-01 5.28e-02 3.70e-02
c 3.22e-01 1.97e-02 1.43e-02
m -1.79e-01 1.77e-02 2.12e-02
s 1.69e-01 6.95e-02 5.87e-02
e -1.63e-01 5.79e-02 6.81e-02
t 1.52e-01 6.33e-02 5.44e-02
h -3.79e-02 2.21e-02 2.30e-02
04 04 D SM aa 4 0.351 p -7.73e+00 2.01e-05 4.56e-02
i -5.19e+00 3.19e-04 5.74e-02
f -4.22e+00 5.91e-04 4.04e-02
a 1.23e+00 2.79e-01 8.17e-02
c -1.09e+00 4.81e-03 1.43e-02
w -1.03e+00 4.98e-03 1.39e-02
r 7.58e-01 1.09e-01 5.11e-02
g -6.53e-01 3.88e-02 7.45e-02
v -4.84e-01 4.43e-02 7.20e-02
y -4.66e-01 2.19e-02 3.49e-02
l -4.06e-01 6.14e-02 9.22e-02
e 3.41e-01 9.59e-02 6.82e-02
q 2.25e-01 4.64e-02 3.71e-02
h -1.98e-01 1.89e-02 2.30e-02
d -1.97e-01 4.77e-02 5.80e-02
n -1.66e-01 3.63e-02 4.28e-02
t -1.39e-01 4.72e-02 5.43e-02
m 1.29e-01 2.42e-02 2.13e-02
k 1.22e-01 6.63e-02 5.87e-02
s -1.18e-01 5.20e-02 5.85e-02
05 05 D SM aa 5 0.210 p -8.14e+00 1.33e-05 4.56e-02
a 1.01e+00 2.25e-01 8.18e-02
d -8.66e-01 2.44e-02 5.79e-02
g -7.99e-01 3.35e-02 7.45e-02
m 7.83e-01 4.65e-02 2.13e-02
n -6.96e-01 2.14e-02 4.29e-02
k -5.72e-01 3.32e-02 5.88e-02
r 4.61e-01 8.11e-02 5.11e-02
s -4.52e-01 3.73e-02 5.86e-02
f -4.12e-01 2.67e-02 4.04e-02
h 3.99e-01 3.43e-02 2.30e-02
l 3.47e-01 1.30e-01 9.21e-02
i -2.98e-01 4.26e-02 5.74e-02
c -2.12e-01 1.16e-02 1.44e-02
e -1.80e-01 5.70e-02 6.82e-02
t -1.39e-01 4.72e-02 5.42e-02
v -1.31e-01 6.31e-02 7.19e-02
w -2.46e-02 1.36e-02 1.39e-02
q -2.36e-02 3.62e-02 3.71e-02
y -4.43e-03 3.48e-02 3.49e-02
01 01 D SM aa 1 0.197 p -4.82e+00 3.70e-04 4.58e-02
w -4.23e+00 2.02e-04 1.38e-02
a 9.53e-01 2.11e-01 8.15e-02
g -9.18e-01 2.97e-02 7.44e-02
f -9.16e-01 1.62e-02 4.04e-02
n -8.28e-01 1.87e-02 4.28e-02
y -7.14e-01 1.71e-02 3.49e-02
r 5.29e-01 8.65e-02 5.09e-02
q 4.69e-01 5.92e-02 3.70e-02
c -3.19e-01 1.04e-02 1.43e-02
i -3.08e-01 4.23e-02 5.75e-02
e 3.08e-01 9.26e-02 6.81e-02
d -3.06e-01 4.29e-02 5.82e-02
m 2.76e-01 2.79e-02 2.12e-02
s -2.65e-01 4.52e-02 5.88e-02
h 1.50e-01 2.67e-02 2.30e-02
v -8.39e-02 6.63e-02 7.21e-02
l 3.45e-02 9.52e-02 9.20e-02
t -2.26e-02 5.33e-02 5.45e-02
k -1.22e-02 5.79e-02 5.86e-02
00 00 D SM aa 0 0.128 w -1.64e+00 2.68e-03 1.38e-02
y -1.22e+00 1.03e-02 3.49e-02
f -1.11e+00 1.33e-02 4.03e-02
p -8.01e-01 2.06e-02 4.60e-02
a 7.26e-01 1.68e-01 8.14e-02
k -7.09e-01 2.89e-02 5.87e-02
i -6.65e-01 2.95e-02 5.74e-02
r 5.22e-01 8.59e-02 5.10e-02
e 4.84e-01 1.10e-01 6.80e-02
c -4.41e-01 9.19e-03 1.43e-02
q 4.20e-01 5.64e-02 3.70e-02
v -4.05e-01 4.80e-02 7.19e-02
g -3.02e-01 5.50e-02 7.44e-02
h 2.12e-01 2.84e-02 2.30e-02
s 1.46e-01 6.84e-02 5.92e-02
d -6.52e-02 5.46e-02 5.83e-02
n 5.61e-02 4.54e-02 4.29e-02
t -4.53e-02 5.22e-02 5.46e-02
m -3.81e-02 2.05e-02 2.12e-02
l 5.07e-03 9.22e-02 9.17e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.073
08 -0.073 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.060
10 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.063
12 -0.063 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.060
14 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.057
16 -0.057 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.186
18 -0.186 1.000
DATA_CLASS 63
CLASS 63 - weight 7024 normalized weight 0.005 relative strength 9.73e-03 *******
class cross entropy w.r.t. global class 1.70e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 4.028 ( 1.09e+00 4.00e-01) 8.63e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 4.028 ( 5.80e-01 4.95e-01) 4.64e-01 ( 8.09e-01 1.53e+00)
08 12 R MNcn psi2 0.944 ( 2.38e+00 4.00e-01) 3.91e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.944 ( 4.23e+00 4.07e-01) 7.80e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.917 ( 2.39e+00 4.00e-01) 3.93e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.917 ( 4.24e+00 4.23e-01) 7.06e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.891 ( 2.28e+00 4.00e-01) 3.67e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.891 ( 4.37e+00 4.14e-01) 4.16e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.841 ( 2.45e+00 4.00e-01) 4.07e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.841 ( 4.21e+00 5.61e-01) 5.86e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.646 p -8.60e+00 8.40e-06 4.56e-02
i -3.22e+00 2.30e-03 5.74e-02
v -2.82e+00 4.29e-03 7.19e-02
t -2.10e+00 6.66e-03 5.42e-02
l -1.69e+00 1.70e-02 9.21e-02
n 1.52e+00 1.96e-01 4.29e-02
w -1.40e+00 3.44e-03 1.39e-02
g 1.35e+00 2.86e-01 7.45e-02
d 9.48e-01 1.50e-01 5.79e-02
m -9.29e-01 8.40e-03 2.13e-02
f -9.14e-01 1.62e-02 4.04e-02
a -6.66e-01 4.20e-02 8.18e-02
c -5.46e-01 8.31e-03 1.44e-02
y -5.38e-01 2.04e-02 3.49e-02
q -3.65e-01 2.57e-02 3.71e-02
h 3.64e-01 3.31e-02 2.30e-02
s -3.55e-01 4.11e-02 5.86e-02
r -3.39e-01 3.64e-02 5.11e-02
k -2.43e-01 4.61e-02 5.88e-02
e -1.91e-01 5.64e-02 6.82e-02
10 16 R MNcn psi4 0.312 ( 1.93e+00 1.05e+00) 1.07e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.312 ( 4.35e+00 5.49e-01) 3.61e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.148 d -1.27e+00 1.64e-02 5.82e-02
g -8.06e-01 3.32e-02 7.44e-02
v 8.01e-01 1.61e-01 7.21e-02
n -7.73e-01 1.98e-02 4.28e-02
i 7.41e-01 1.21e-01 5.75e-02
c 5.33e-01 2.44e-02 1.43e-02
p -5.05e-01 2.77e-02 4.58e-02
e -4.98e-01 4.14e-02 6.81e-02
k -4.61e-01 3.70e-02 5.86e-02
s -4.12e-01 3.90e-02 5.88e-02
f 3.75e-01 5.88e-02 4.04e-02
r -3.58e-01 3.56e-02 5.09e-02
q -3.40e-01 2.64e-02 3.70e-02
y 3.19e-01 4.80e-02 3.49e-02
l 2.44e-01 1.17e-01 9.20e-02
w 2.40e-01 1.76e-02 1.38e-02
t 2.03e-01 6.68e-02 5.45e-02
a -1.95e-01 6.71e-02 8.15e-02
h -1.45e-01 1.99e-02 2.30e-02
m 5.86e-02 2.25e-02 2.12e-02
02 02 D SM aa 2 0.142 p -1.19e+00 1.39e-02 4.56e-02
d -1.10e+00 1.94e-02 5.82e-02
n -8.83e-01 1.77e-02 4.28e-02
v 8.23e-01 1.64e-01 7.21e-02
i 6.22e-01 1.07e-01 5.75e-02
g -5.33e-01 4.37e-02 7.45e-02
w 4.82e-01 2.25e-02 1.39e-02
s -4.53e-01 3.73e-02 5.87e-02
f 4.31e-01 6.22e-02 4.04e-02
q -4.11e-01 2.46e-02 3.70e-02
e -3.96e-01 4.59e-02 6.81e-02
y 3.58e-01 5.00e-02 3.49e-02
a -3.43e-01 5.79e-02 8.16e-02
k -3.02e-01 4.33e-02 5.86e-02
l 2.81e-01 1.22e-01 9.21e-02
t 1.30e-01 6.20e-02 5.44e-02
r -9.53e-02 4.64e-02 5.10e-02
c 7.00e-02 1.53e-02 1.43e-02
h 2.96e-02 2.37e-02 2.30e-02
m -5.31e-03 2.11e-02 2.12e-02
03 03 D SM aa 3 0.094 g -1.01e+00 2.71e-02 7.45e-02
i 6.59e-01 1.11e-01 5.75e-02
q -6.05e-01 2.03e-02 3.71e-02
k -5.94e-01 3.24e-02 5.86e-02
p -5.54e-01 2.61e-02 4.55e-02
v 5.28e-01 1.22e-01 7.21e-02
c 4.80e-01 2.31e-02 1.43e-02
r -4.22e-01 3.35e-02 5.10e-02
a -4.14e-01 5.40e-02 8.17e-02
f 4.12e-01 6.10e-02 4.04e-02
y 3.50e-01 4.96e-02 3.50e-02
w 2.64e-01 1.81e-02 1.39e-02
e -2.13e-01 5.51e-02 6.82e-02
t 1.79e-01 6.50e-02 5.43e-02
n -1.65e-01 3.63e-02 4.28e-02
l 1.59e-01 1.08e-01 9.22e-02
s -1.41e-01 5.10e-02 5.87e-02
m 7.13e-02 2.28e-02 2.12e-02
d 5.41e-02 6.13e-02 5.81e-02
h -4.39e-02 2.20e-02 2.30e-02
00 00 D SM aa 0 0.063 d -8.54e-01 2.48e-02 5.83e-02
v 6.67e-01 1.40e-01 7.19e-02
n -4.98e-01 2.61e-02 4.29e-02
i 4.25e-01 8.78e-02 5.74e-02
q -3.82e-01 2.53e-02 3.70e-02
y 3.66e-01 5.03e-02 3.49e-02
e -3.14e-01 4.97e-02 6.80e-02
p -2.90e-01 3.44e-02 4.60e-02
w 2.65e-01 1.80e-02 1.38e-02
k -2.35e-01 4.64e-02 5.87e-02
h -2.01e-01 1.88e-02 2.30e-02
t 1.97e-01 6.65e-02 5.46e-02
s -1.32e-01 5.18e-02 5.92e-02
f 1.31e-01 4.60e-02 4.03e-02
a -1.30e-01 7.15e-02 8.14e-02
r -8.39e-02 4.69e-02 5.10e-02
c 6.77e-02 1.53e-02 1.43e-02
m -6.08e-02 2.00e-02 2.12e-02
g -4.54e-02 7.11e-02 7.44e-02
l -2.69e-02 8.93e-02 9.17e-02
04 04 D SM aa 4 0.047 g -7.88e-01 3.39e-02 7.45e-02
a -4.77e-01 5.07e-02 8.17e-02
h 4.48e-01 3.61e-02 2.30e-02
p -4.01e-01 3.05e-02 4.56e-02
d 3.96e-01 8.62e-02 5.80e-02
y 3.70e-01 5.06e-02 3.49e-02
t 3.16e-01 7.44e-02 5.43e-02
m -2.24e-01 1.70e-02 2.13e-02
q -2.04e-01 3.02e-02 3.71e-02
l -2.00e-01 7.55e-02 9.22e-02
v 1.94e-01 8.74e-02 7.20e-02
e -1.75e-01 5.73e-02 6.82e-02
i 1.67e-01 6.79e-02 5.74e-02
s 1.52e-01 6.82e-02 5.85e-02
k 1.25e-01 6.65e-02 5.87e-02
f 1.07e-01 4.50e-02 4.04e-02
r -8.00e-02 4.71e-02 5.11e-02
n 7.85e-02 4.63e-02 4.28e-02
w 3.62e-02 1.44e-02 1.39e-02
c 2.81e-02 1.48e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.304
08 -0.304 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.221
10 -0.221 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.326
12 -0.326 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.115
14 -0.115 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.252
16 -0.252 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.544
18 -0.544 1.000
DATA_CLASS 64
CLASS 64 - weight 7021 normalized weight 0.005 relative strength 2.73e-01 *******
class cross entropy w.r.t. global class 1.35e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.952 (-7.36e-01 4.00e-01) 3.89e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.952 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.946 (-7.23e-01 4.00e-01) 3.85e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.946 ( 5.18e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.944 (-7.29e-01 4.00e-01) 3.85e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.944 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.944 (-7.32e-01 4.00e-01) 3.86e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.944 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.939 (-7.19e-01 4.00e-01) 3.82e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.939 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.931 (-6.88e-01 4.00e-01) 3.74e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.931 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.462 p -5.62e+00 1.66e-04 4.56e-02
r -4.44e+00 6.01e-04 5.11e-02
d -2.88e+00 3.25e-03 5.80e-02
k -2.60e+00 4.35e-03 5.87e-02
h -2.32e+00 2.26e-03 2.30e-02
q -2.25e+00 3.90e-03 3.71e-02
e -2.07e+00 8.63e-03 6.82e-02
w -1.14e+00 4.46e-03 1.39e-02
n -9.19e-01 1.71e-02 4.28e-02
a 8.71e-01 1.95e-01 8.17e-02
i 8.22e-01 1.31e-01 5.74e-02
l 7.94e-01 2.04e-01 9.22e-02
m 7.05e-01 4.30e-02 2.13e-02
v 6.45e-01 1.37e-01 7.20e-02
y -6.12e-01 1.90e-02 3.49e-02
c 4.61e-01 2.28e-02 1.43e-02
g -3.44e-01 5.28e-02 7.45e-02
s -2.75e-01 4.45e-02 5.85e-02
f 1.93e-01 4.90e-02 4.04e-02
t 5.40e-02 5.73e-02 5.43e-02
05 05 D SM aa 5 0.462 p -7.15e+00 3.58e-05 4.56e-02
r -4.17e+00 7.94e-04 5.11e-02
q -3.90e+00 7.49e-04 3.71e-02
e -3.60e+00 1.86e-03 6.82e-02
d -2.96e+00 2.99e-03 5.79e-02
k -2.46e+00 5.00e-03 5.88e-02
h -1.19e+00 7.01e-03 2.30e-02
a 1.14e+00 2.56e-01 8.18e-02
n -9.53e-01 1.65e-02 4.29e-02
c 6.64e-01 2.79e-02 1.44e-02
l 6.10e-01 1.70e-01 9.21e-02
g 4.53e-01 1.17e-01 7.45e-02
m 4.23e-01 3.25e-02 2.13e-02
w -3.42e-01 9.87e-03 1.39e-02
i 3.30e-01 7.97e-02 5.74e-02
f 2.65e-01 5.26e-02 4.04e-02
t -2.46e-01 4.24e-02 5.42e-02
v 1.80e-01 8.60e-02 7.19e-02
y -4.76e-02 3.33e-02 3.49e-02
s -7.28e-03 5.82e-02 5.86e-02
01 01 D SM aa 1 0.418 e -6.77e+00 7.78e-05 6.81e-02
d -6.13e+00 1.26e-04 5.82e-02
w -4.89e+00 1.04e-04 1.38e-02
q -3.34e+00 1.31e-03 3.70e-02
r -2.49e+00 4.22e-03 5.09e-02
k -2.38e+00 5.40e-03 5.86e-02
y -1.81e+00 5.73e-03 3.49e-02
h -1.38e+00 5.79e-03 2.30e-02
n -1.14e+00 1.37e-02 4.28e-02
g 1.00e+00 2.03e-01 7.44e-02
a 7.32e-01 1.69e-01 8.15e-02
m 4.28e-01 3.25e-02 2.12e-02
c 3.93e-01 2.12e-02 1.43e-02
t 3.93e-01 8.07e-02 5.45e-02
s 2.60e-01 7.63e-02 5.88e-02
f 2.33e-01 5.10e-02 4.04e-02
p 2.33e-01 5.79e-02 4.58e-02
v 2.10e-01 8.89e-02 7.21e-02
l 2.03e-01 1.13e-01 9.20e-02
i 2.01e-01 7.03e-02 5.75e-02
00 00 D SM aa 0 0.335 e -6.40e+00 1.13e-04 6.80e-02
r -4.29e+00 6.98e-04 5.10e-02
d -3.26e+00 2.24e-03 5.83e-02
h -2.26e+00 2.39e-03 2.30e-02
k -1.28e+00 1.64e-02 5.87e-02
n -1.24e+00 1.25e-02 4.29e-02
q -9.56e-01 1.42e-02 3.70e-02
y -8.23e-01 1.53e-02 3.49e-02
i 7.62e-01 1.23e-01 5.74e-02
g 6.28e-01 1.39e-01 7.44e-02
t 5.53e-01 9.49e-02 5.46e-02
p -5.17e-01 2.74e-02 4.60e-02
v 4.99e-01 1.18e-01 7.19e-02
a 4.72e-01 1.31e-01 8.14e-02
m 4.33e-01 3.28e-02 2.12e-02
c -3.48e-01 1.01e-02 1.43e-02
f 3.36e-01 5.64e-02 4.03e-02
l 3.07e-01 1.25e-01 9.17e-02
w 2.12e-01 1.71e-02 1.38e-02
s 3.80e-02 6.14e-02 5.92e-02
02 02 D SM aa 2 0.306 p -6.32e+00 8.20e-05 4.56e-02
d -5.80e+00 1.75e-04 5.82e-02
w -2.49e+00 1.15e-03 1.39e-02
e -1.63e+00 1.34e-02 6.81e-02
k -1.25e+00 1.68e-02 5.86e-02
q -1.21e+00 1.11e-02 3.70e-02
r -1.15e+00 1.61e-02 5.10e-02
n -9.69e-01 1.63e-02 4.28e-02
c 8.73e-01 3.43e-02 1.43e-02
a 7.37e-01 1.70e-01 8.16e-02
m 7.18e-01 4.35e-02 2.12e-02
h -5.69e-01 1.30e-02 2.30e-02
l 5.28e-01 1.56e-01 9.21e-02
g 4.90e-01 1.22e-01 7.45e-02
f 4.03e-01 6.05e-02 4.04e-02
t 3.44e-01 7.67e-02 5.44e-02
i 2.24e-01 7.20e-02 5.75e-02
v 1.83e-01 8.66e-02 7.21e-02
y -8.34e-02 3.22e-02 3.49e-02
s -9.43e-03 5.82e-02 5.87e-02
03 03 D SM aa 3 0.201 p -2.16e+00 5.25e-03 4.55e-02
d -1.95e+00 8.26e-03 5.81e-02
q -1.87e+00 5.72e-03 3.71e-02
h -9.41e-01 8.98e-03 2.30e-02
w -8.11e-01 6.17e-03 1.39e-02
k -7.46e-01 2.78e-02 5.86e-02
a 7.23e-01 1.68e-01 8.17e-02
r -6.89e-01 2.56e-02 5.10e-02
m 6.73e-01 4.16e-02 2.12e-02
e -6.69e-01 3.50e-02 6.82e-02
y -5.83e-01 1.95e-02 3.50e-02
l 4.92e-01 1.51e-01 9.22e-02
i 4.39e-01 8.92e-02 5.75e-02
n -4.15e-01 2.83e-02 4.28e-02
v 3.69e-01 1.04e-01 7.21e-02
f 2.04e-01 4.95e-02 4.04e-02
s 1.62e-01 6.90e-02 5.87e-02
c 9.73e-02 1.58e-02 1.43e-02
t 9.52e-02 5.98e-02 5.43e-02
g 8.68e-02 8.12e-02 7.45e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.071
08 -0.071 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.061
10 -0.061 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.059
12 -0.059 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.054
14 -0.054 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.070
16 -0.070 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.139
18 -0.139 1.000
DATA_CLASS 65
CLASS 65 - weight 6940 normalized weight 0.004 relative strength 1.02e-03 *******
class cross entropy w.r.t. global class 1.43e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.844 ( 1.31e+00 4.00e-01) 8.07e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.844 ( 2.96e-01 4.64e-01) 1.12e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.092 p -4.75e+00 3.97e-04 4.58e-02
i -3.48e+00 1.78e-03 5.75e-02
v -3.39e+00 2.42e-03 7.21e-02
t -2.49e+00 4.53e-03 5.45e-02
g 2.08e+00 5.95e-01 7.44e-02
l -1.62e+00 1.82e-02 9.20e-02
m -1.49e+00 4.77e-03 2.12e-02
a -1.43e+00 1.96e-02 8.15e-02
w -1.24e+00 3.99e-03 1.38e-02
s -9.96e-01 2.17e-02 5.88e-02
y -9.45e-01 1.36e-02 3.49e-02
f -9.42e-01 1.57e-02 4.04e-02
e -8.97e-01 2.78e-02 6.81e-02
n 8.02e-01 9.55e-02 4.28e-02
c -6.05e-01 7.82e-03 1.43e-02
k -5.44e-01 3.40e-02 5.86e-02
r -5.08e-01 3.07e-02 5.09e-02
q -4.72e-01 2.31e-02 3.70e-02
d -3.41e-02 5.62e-02 5.82e-02
h -8.00e-03 2.28e-02 2.30e-02
11 18 R MNcn psi5 0.905 (-4.84e-01 4.00e-01) 3.23e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.905 ( 4.98e+00 4.00e-01) 1.09e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.790 ( 2.42e+00 4.62e-01) 3.49e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.790 ( 4.53e+00 5.49e-01) 3.34e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.323 ( 1.85e+00 1.25e+00) 8.27e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.323 ( 4.60e+00 4.83e-01) 1.07e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.292 ( 1.35e+00 1.49e+00) 3.61e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.292 ( 4.87e+00 4.94e-01) 6.51e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.268 ( 1.22e+00 1.31e+00) 3.02e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.268 ( 4.80e+00 4.65e-01) 5.58e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.115 p 1.14e+00 1.42e-01 4.56e-02
g -8.14e-01 3.30e-02 7.45e-02
q -5.41e-01 2.16e-02 3.71e-02
e -4.86e-01 4.20e-02 6.82e-02
m -3.86e-01 1.45e-02 2.13e-02
r -3.72e-01 3.52e-02 5.11e-02
s 3.53e-01 8.33e-02 5.85e-02
d 3.42e-01 8.17e-02 5.80e-02
k -3.39e-01 4.18e-02 5.87e-02
t 3.22e-01 7.49e-02 5.43e-02
y -2.95e-01 2.60e-02 3.49e-02
l -2.83e-01 6.95e-02 9.22e-02
a -1.87e-01 6.78e-02 8.17e-02
h -1.00e-01 2.08e-02 2.30e-02
f -8.18e-02 3.72e-02 4.04e-02
v 7.74e-02 7.78e-02 7.20e-02
n 5.89e-02 4.54e-02 4.28e-02
w -5.23e-02 1.32e-02 1.39e-02
c -5.08e-02 1.36e-02 1.43e-02
i 1.28e-02 5.82e-02 5.74e-02
00 00 D SM aa 0 0.074 g -1.20e+00 2.24e-02 7.44e-02
i -6.45e-01 3.01e-02 5.74e-02
p 6.21e-01 8.56e-02 4.60e-02
v -6.20e-01 3.87e-02 7.19e-02
d 3.68e-01 8.42e-02 5.83e-02
f -3.10e-01 2.96e-02 4.03e-02
c 2.89e-01 1.91e-02 1.43e-02
h 2.56e-01 2.97e-02 2.30e-02
n 2.56e-01 5.54e-02 4.29e-02
t 2.40e-01 6.94e-02 5.46e-02
m -2.38e-01 1.67e-02 2.12e-02
s 2.17e-01 7.35e-02 5.92e-02
w -2.07e-01 1.12e-02 1.38e-02
e 1.96e-01 8.27e-02 6.80e-02
l -1.75e-01 7.70e-02 9.17e-02
k 1.73e-01 6.98e-02 5.87e-02
y -1.22e-01 3.08e-02 3.49e-02
q 1.03e-01 4.11e-02 3.70e-02
r 9.17e-02 5.59e-02 5.10e-02
a -5.30e-02 7.72e-02 8.14e-02
03 03 D SM aa 3 0.069 g -8.82e-01 3.08e-02 7.45e-02
a -7.21e-01 3.97e-02 8.17e-02
p 6.56e-01 8.77e-02 4.55e-02
t 4.86e-01 8.84e-02 5.43e-02
s 3.43e-01 8.26e-02 5.87e-02
m -3.00e-01 1.57e-02 2.12e-02
e -2.77e-01 5.17e-02 6.82e-02
d 2.70e-01 7.61e-02 5.81e-02
q -2.39e-01 2.92e-02 3.71e-02
i 2.32e-01 7.25e-02 5.75e-02
n 1.71e-01 5.08e-02 4.28e-02
w -1.69e-01 1.17e-02 1.39e-02
l -1.50e-01 7.93e-02 9.22e-02
r -1.13e-01 4.56e-02 5.10e-02
f -7.20e-02 3.76e-02 4.04e-02
h -5.69e-02 2.17e-02 2.30e-02
c 5.47e-02 1.51e-02 1.43e-02
k -2.17e-02 5.73e-02 5.86e-02
y 1.86e-02 3.56e-02 3.50e-02
v -1.85e-02 7.07e-02 7.21e-02
05 05 D SM aa 5 0.059 g -8.33e-01 3.24e-02 7.45e-02
p 5.74e-01 8.10e-02 4.56e-02
c -5.24e-01 8.50e-03 1.44e-02
m -5.00e-01 1.29e-02 2.13e-02
i -4.76e-01 3.56e-02 5.74e-02
e 4.64e-01 1.09e-01 6.82e-02
w 4.04e-01 2.08e-02 1.39e-02
d 3.82e-01 8.49e-02 5.79e-02
v -2.65e-01 5.51e-02 7.19e-02
f -2.24e-01 3.23e-02 4.04e-02
t 1.97e-01 6.60e-02 5.42e-02
s 1.84e-01 7.04e-02 5.86e-02
q -1.70e-01 3.13e-02 3.71e-02
l -1.60e-01 7.85e-02 9.21e-02
y -9.21e-02 3.19e-02 3.49e-02
r -8.06e-02 4.72e-02 5.11e-02
n -5.39e-02 4.06e-02 4.29e-02
a -2.95e-02 7.94e-02 8.18e-02
k 2.17e-02 6.01e-02 5.88e-02
h -2.06e-02 2.26e-02 2.30e-02
02 02 D SM aa 2 0.053 g -8.95e-01 3.04e-02 7.45e-02
p -8.44e-01 1.96e-02 4.56e-02
n -5.00e-01 2.60e-02 4.28e-02
d -4.21e-01 3.82e-02 5.82e-02
m 3.28e-01 2.95e-02 2.12e-02
v 3.19e-01 9.92e-02 7.21e-02
f 2.83e-01 5.37e-02 4.04e-02
y 2.69e-01 4.58e-02 3.49e-02
k 2.37e-01 7.42e-02 5.86e-02
w 2.15e-01 1.72e-02 1.39e-02
c 2.13e-01 1.77e-02 1.43e-02
q 2.05e-01 4.54e-02 3.70e-02
l 2.04e-01 1.13e-01 9.21e-02
i 1.98e-01 7.01e-02 5.75e-02
s -1.55e-01 5.03e-02 5.87e-02
t 1.47e-01 6.30e-02 5.44e-02
a -1.02e-01 7.37e-02 8.16e-02
e -9.83e-02 6.17e-02 6.81e-02
h -3.90e-02 2.21e-02 2.30e-02
r -3.61e-02 4.92e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.149
08 0.149 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.673
10 -0.673 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.124
12 -0.124 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.070
14 -0.070 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.519
16 -0.519 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.466
18 -0.466 1.000
DATA_CLASS 66
CLASS 66 - weight 6927 normalized weight 0.004 relative strength 9.86e-03 *******
class cross entropy w.r.t. global class 1.09e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.914 (-4.54e-01 4.00e-01) 3.16e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.914 ( 5.07e+00 4.00e-01) 1.32e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.881 (-3.30e-01 4.05e-01) 2.81e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.881 ( 4.73e+00 4.00e-01) 4.56e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.861 ( 2.40e+00 4.00e-01) 3.94e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.861 ( 4.33e+00 4.90e-01) 4.22e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.843 ( 2.35e+00 4.00e-01) 3.83e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.843 ( 4.40e+00 4.99e-01) 2.88e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.780 ( 2.45e+00 4.52e-01) 3.63e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.780 ( 4.41e+00 5.90e-01) 2.21e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.672 ( 2.50e+00 5.70e-01) 2.96e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.672 ( 4.18e+00 6.24e-01) 5.90e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.494 p -3.60e+00 1.24e-03 4.56e-02
l -1.59e+00 1.87e-02 9.22e-02
i -1.55e+00 1.22e-02 5.74e-02
v -1.49e+00 1.62e-02 7.20e-02
d 1.28e+00 2.08e-01 5.80e-02
n 1.18e+00 1.40e-01 4.28e-02
s 1.17e+00 1.88e-01 5.85e-02
m -1.05e+00 7.44e-03 2.13e-02
w -1.05e+00 4.88e-03 1.39e-02
f -8.97e-01 1.65e-02 4.04e-02
a -7.50e-01 3.86e-02 8.17e-02
k -7.15e-01 2.87e-02 5.87e-02
y -6.72e-01 1.78e-02 3.49e-02
t 6.18e-01 1.01e-01 5.43e-02
q -4.66e-01 2.32e-02 3.71e-02
e -4.53e-01 4.34e-02 6.82e-02
r -3.97e-01 3.43e-02 5.11e-02
h 3.07e-01 3.13e-02 2.30e-02
g -2.81e-01 5.62e-02 7.45e-02
c -1.06e-01 1.29e-02 1.43e-02
05 05 D SM aa 5 0.167 p 1.41e+00 1.86e-01 4.56e-02
c -1.03e+00 5.13e-03 1.44e-02
g -7.17e-01 3.64e-02 7.45e-02
h -5.98e-01 1.27e-02 2.30e-02
i -4.37e-01 3.71e-02 5.74e-02
v -4.29e-01 4.68e-02 7.19e-02
y -3.93e-01 2.36e-02 3.49e-02
m -3.72e-01 1.47e-02 2.13e-02
n -3.71e-01 2.96e-02 4.29e-02
e 3.36e-01 9.55e-02 6.82e-02
f -2.92e-01 3.01e-02 4.04e-02
l -2.52e-01 7.16e-02 9.21e-02
w -2.22e-01 1.11e-02 1.39e-02
q -1.86e-01 3.08e-02 3.71e-02
d 1.68e-01 6.85e-02 5.79e-02
r -1.66e-01 4.33e-02 5.11e-02
k 1.21e-01 6.63e-02 5.88e-02
a -7.90e-02 7.56e-02 8.18e-02
s 6.57e-02 6.26e-02 5.86e-02
t -2.85e-02 5.27e-02 5.42e-02
00 00 D SM aa 0 0.117 d -1.10e+00 1.93e-02 5.83e-02
n -8.12e-01 1.90e-02 4.29e-02
v 6.98e-01 1.45e-01 7.19e-02
i 6.30e-01 1.08e-01 5.74e-02
f 5.92e-01 7.29e-02 4.03e-02
e -5.46e-01 3.94e-02 6.80e-02
g -5.18e-01 4.43e-02 7.44e-02
q -4.83e-01 2.29e-02 3.70e-02
w 4.22e-01 2.10e-02 1.38e-02
s -3.75e-01 4.06e-02 5.92e-02
y 3.73e-01 5.06e-02 3.49e-02
k -3.25e-01 4.24e-02 5.87e-02
r -2.81e-01 3.85e-02 5.10e-02
l 2.42e-01 1.17e-01 9.17e-02
c 2.05e-01 1.75e-02 1.43e-02
h -1.83e-01 1.91e-02 2.30e-02
t -1.39e-01 4.75e-02 5.46e-02
m -1.09e-01 1.91e-02 2.12e-02
a -9.79e-02 7.38e-02 8.14e-02
p -7.55e-02 4.26e-02 4.60e-02
02 02 D SM aa 2 0.101 e -8.54e-01 2.90e-02 6.81e-02
k -8.46e-01 2.51e-02 5.86e-02
c 8.25e-01 3.26e-02 1.43e-02
p 7.47e-01 9.63e-02 4.56e-02
r -6.36e-01 2.70e-02 5.10e-02
m -5.02e-01 1.28e-02 2.12e-02
q -4.57e-01 2.35e-02 3.70e-02
t 4.40e-01 8.45e-02 5.44e-02
f 4.22e-01 6.16e-02 4.04e-02
s 3.72e-01 8.52e-02 5.87e-02
l -3.54e-01 6.47e-02 9.21e-02
g -3.53e-01 5.23e-02 7.45e-02
v 3.42e-01 1.02e-01 7.21e-02
h -3.19e-01 1.67e-02 2.30e-02
d -2.29e-01 4.63e-02 5.82e-02
y 1.10e-01 3.90e-02 3.49e-02
i 6.49e-02 6.14e-02 5.75e-02
w 2.35e-02 1.42e-02 1.39e-02
a 2.01e-02 8.33e-02 8.16e-02
n 2.62e-03 4.29e-02 4.28e-02
03 03 D SM aa 3 0.060 g -6.84e-01 3.76e-02 7.45e-02
t 5.94e-01 9.84e-02 5.43e-02
p 5.67e-01 8.03e-02 4.55e-02
f -5.58e-01 2.31e-02 4.04e-02
y -4.48e-01 2.23e-02 3.50e-02
m -4.04e-01 1.42e-02 2.12e-02
c -3.93e-01 9.66e-03 1.43e-02
v -3.26e-01 5.20e-02 7.21e-02
n 2.52e-01 5.51e-02 4.28e-02
s 2.46e-01 7.50e-02 5.87e-02
l -2.38e-01 7.26e-02 9.22e-02
w -2.38e-01 1.09e-02 1.39e-02
d 2.26e-01 7.29e-02 5.81e-02
i -2.11e-01 4.66e-02 5.75e-02
r 1.68e-01 6.04e-02 5.10e-02
k 1.38e-01 6.73e-02 5.86e-02
a -1.21e-01 7.24e-02 8.17e-02
q -1.17e-01 3.30e-02 3.71e-02
h 1.03e-01 2.55e-02 2.30e-02
e 3.64e-02 7.07e-02 6.82e-02
01 01 D SM aa 1 0.050 d -7.81e-01 2.67e-02 5.82e-02
g -7.31e-01 3.58e-02 7.44e-02
n -4.17e-01 2.82e-02 4.28e-02
v 3.80e-01 1.05e-01 7.21e-02
t 3.41e-01 7.67e-02 5.45e-02
p 3.32e-01 6.39e-02 4.58e-02
y 3.31e-01 4.86e-02 3.49e-02
i 2.58e-01 7.45e-02 5.75e-02
h 2.26e-01 2.88e-02 2.30e-02
a -2.21e-01 6.53e-02 8.15e-02
f 2.11e-01 4.99e-02 4.04e-02
l -1.66e-01 7.79e-02 9.20e-02
w 1.45e-01 1.60e-02 1.38e-02
s -1.26e-01 5.19e-02 5.88e-02
r 7.87e-02 5.51e-02 5.09e-02
e -7.31e-02 6.33e-02 6.81e-02
m 6.10e-02 2.25e-02 2.12e-02
c 3.13e-02 1.48e-02 1.43e-02
q -3.00e-02 3.59e-02 3.70e-02
k 3.41e-03 5.88e-02 5.86e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.141
08 -0.141 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.112
10 -0.112 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.252
12 -0.252 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.552
14 -0.552 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.334
16 -0.334 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.487
18 -0.487 1.000
DATA_CLASS 67
CLASS 67 - weight 6738 normalized weight 0.004 relative strength 4.60e-03 *******
class cross entropy w.r.t. global class 1.10e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 1.121 ( 2.47e+00 4.00e-01) 4.16e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.121 ( 4.94e+00 4.00e-01) 9.86e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.863 ( 2.40e+00 4.04e-01) 3.93e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.863 ( 4.51e+00 5.13e-01) 6.54e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.827 ( 2.48e+00 4.00e-01) 4.17e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.827 ( 4.39e+00 6.25e-01) 2.41e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.793 ( 2.48e+00 4.73e-01) 3.51e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.793 ( 4.58e+00 5.85e-01) 6.42e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.743 (-2.47e-01 5.00e-01) 2.13e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.743 ( 4.74e+00 4.00e-01) 4.88e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.725 ( 2.53e+00 5.22e-01) 3.29e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.725 ( 4.31e+00 5.92e-01) 3.87e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.357 p 1.85e+00 2.89e-01 4.55e-02
g -9.33e-01 2.93e-02 7.45e-02
f -7.58e-01 1.89e-02 4.04e-02
h -7.39e-01 1.10e-02 2.30e-02
m -7.06e-01 1.05e-02 2.12e-02
i -6.15e-01 3.11e-02 5.75e-02
v -4.74e-01 4.49e-02 7.21e-02
l -4.67e-01 5.78e-02 9.22e-02
n -3.64e-01 2.98e-02 4.28e-02
s -3.30e-01 4.22e-02 5.87e-02
a -3.16e-01 5.95e-02 8.17e-02
y -3.08e-01 2.57e-02 3.50e-02
k 1.72e-01 6.96e-02 5.86e-02
q -1.69e-01 3.13e-02 3.71e-02
r -1.67e-01 4.32e-02 5.10e-02
t -1.42e-01 4.71e-02 5.43e-02
c -1.17e-01 1.27e-02 1.43e-02
d 1.01e-01 6.43e-02 5.81e-02
w 8.26e-02 1.51e-02 1.39e-02
e -2.33e-02 6.66e-02 6.82e-02
04 04 D SM aa 4 0.156 d -1.44e+00 1.38e-02 5.80e-02
n -1.13e+00 1.38e-02 4.28e-02
p 9.53e-01 1.18e-01 4.56e-02
e -8.44e-01 2.93e-02 6.82e-02
v 6.98e-01 1.45e-01 7.20e-02
s -6.84e-01 2.95e-02 5.85e-02
i 5.11e-01 9.57e-02 5.74e-02
k -3.95e-01 3.96e-02 5.87e-02
a -3.50e-01 5.76e-02 8.17e-02
g -3.00e-01 5.52e-02 7.45e-02
l 2.41e-01 1.17e-01 9.22e-02
q -2.00e-01 3.03e-02 3.71e-02
m 1.95e-01 2.58e-02 2.13e-02
f 1.43e-01 4.66e-02 4.04e-02
w -1.41e-01 1.21e-02 1.39e-02
r -1.29e-01 4.49e-02 5.11e-02
h -1.20e-01 2.04e-02 2.30e-02
y 9.66e-02 3.85e-02 3.49e-02
t -4.16e-02 5.20e-02 5.43e-02
c 1.13e-02 1.45e-02 1.43e-02
01 01 D SM aa 1 0.152 p 9.81e-01 1.22e-01 4.58e-02
y -8.63e-01 1.47e-02 3.49e-02
i -8.48e-01 2.47e-02 5.75e-02
f -8.36e-01 1.75e-02 4.04e-02
v -7.52e-01 3.40e-02 7.21e-02
g -7.02e-01 3.69e-02 7.44e-02
w -6.39e-01 7.30e-03 1.38e-02
t 5.62e-01 9.57e-02 5.45e-02
c -5.58e-01 8.19e-03 1.43e-02
d 5.02e-01 9.61e-02 5.82e-02
m -4.95e-01 1.29e-02 2.12e-02
l -4.68e-01 5.76e-02 9.20e-02
n 4.40e-01 6.65e-02 4.28e-02
k 4.30e-01 9.00e-02 5.86e-02
s 3.55e-01 8.39e-02 5.88e-02
a -3.02e-01 6.03e-02 8.15e-02
h -1.79e-01 1.92e-02 2.30e-02
r -6.23e-02 4.79e-02 5.09e-02
q -4.87e-02 3.53e-02 3.70e-02
e 1.57e-02 6.92e-02 6.81e-02
00 00 D SM aa 0 0.091 k -8.48e-01 2.52e-02 5.87e-02
e -8.17e-01 3.00e-02 6.80e-02
s 7.53e-01 1.26e-01 5.92e-02
c 5.40e-01 2.45e-02 1.43e-02
r -4.97e-01 3.10e-02 5.10e-02
t 4.91e-01 8.92e-02 5.46e-02
p 4.72e-01 7.37e-02 4.60e-02
g -4.29e-01 4.84e-02 7.44e-02
q -3.94e-01 2.50e-02 3.70e-02
f 3.05e-01 5.47e-02 4.03e-02
n -2.76e-01 3.25e-02 4.29e-02
d -2.01e-01 4.77e-02 5.83e-02
i -1.45e-01 4.97e-02 5.74e-02
w 1.22e-01 1.56e-02 1.38e-02
l 1.00e-01 1.01e-01 9.17e-02
a -9.87e-02 7.38e-02 8.14e-02
y 9.07e-02 3.82e-02 3.49e-02
m -6.83e-02 1.98e-02 2.12e-02
v -8.91e-03 7.13e-02 7.19e-02
h -8.32e-03 2.28e-02 2.30e-02
02 02 D SM aa 2 0.079 p -2.18e+00 5.16e-03 4.56e-02
l -6.63e-01 4.75e-02 9.21e-02
h 4.82e-01 3.72e-02 2.30e-02
t 4.30e-01 8.36e-02 5.44e-02
e 3.75e-01 9.91e-02 6.81e-02
w -3.65e-01 9.63e-03 1.39e-02
k 3.60e-01 8.40e-02 5.86e-02
m -3.46e-01 1.50e-02 2.12e-02
r 3.36e-01 7.13e-02 5.10e-02
q 3.16e-01 5.08e-02 3.70e-02
d -3.15e-01 4.25e-02 5.82e-02
i -2.61e-01 4.43e-02 5.75e-02
a -2.40e-01 6.42e-02 8.16e-02
n 2.32e-01 5.40e-02 4.28e-02
c -1.43e-01 1.24e-02 1.43e-02
y 7.31e-02 3.76e-02 3.49e-02
v -4.21e-02 6.91e-02 7.21e-02
g -2.11e-02 7.29e-02 7.45e-02
s 6.85e-03 5.91e-02 5.87e-02
f 1.03e-03 4.04e-02 4.04e-02
05 05 D SM aa 5 0.063 g -1.04e+00 2.63e-02 7.45e-02
p 6.96e-01 9.14e-02 4.56e-02
t 4.64e-01 8.63e-02 5.42e-02
a -4.23e-01 5.36e-02 8.18e-02
v 2.85e-01 9.56e-02 7.19e-02
l -2.19e-01 7.40e-02 9.21e-02
s 2.15e-01 7.26e-02 5.86e-02
m -1.67e-01 1.80e-02 2.13e-02
r -1.66e-01 4.33e-02 5.11e-02
i 1.60e-01 6.73e-02 5.74e-02
w -1.60e-01 1.18e-02 1.39e-02
f -1.29e-01 3.55e-02 4.04e-02
e -1.20e-01 6.05e-02 6.82e-02
y 1.19e-01 3.93e-02 3.49e-02
n -1.11e-01 3.83e-02 4.29e-02
h 8.52e-02 2.51e-02 2.30e-02
q -7.79e-02 3.43e-02 3.71e-02
c 4.82e-02 1.51e-02 1.44e-02
k -4.70e-02 5.61e-02 5.88e-02
d -4.40e-02 5.54e-02 5.79e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.186
08 -0.186 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.482
10 -0.482 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.100
12 -0.100 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.032
14 -0.032 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.246
16 -0.246 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.053
18 -0.053 1.000
DATA_CLASS 68
CLASS 68 - weight 6684 normalized weight 0.004 relative strength 2.33e-02 *******
class cross entropy w.r.t. global class 1.15e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.921 (-5.84e-01 4.00e-01) 3.49e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.921 ( 5.19e+00 4.00e-01) 1.62e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.912 (-6.03e-01 4.00e-01) 3.53e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.912 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.909 (-5.39e-01 4.00e-01) 3.37e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.909 ( 5.02e+00 4.00e-01) 1.18e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.877 (-3.33e-01 4.00e-01) 2.87e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.877 ( 4.70e+00 4.08e-01) 3.91e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.777 ( 2.46e+00 4.48e-01) 3.66e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.777 ( 4.47e+00 6.10e-01) 1.22e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.679 p -3.21e+00 1.85e-03 4.56e-02
v -2.01e+00 9.70e-03 7.21e-02
l -1.95e+00 1.31e-02 9.21e-02
i -1.85e+00 9.06e-03 5.75e-02
d 1.52e+00 2.66e-01 5.82e-02
a -1.34e+00 2.13e-02 8.16e-02
n 1.31e+00 1.59e-01 4.28e-02
m -1.26e+00 6.01e-03 2.12e-02
f -1.18e+00 1.24e-02 4.04e-02
s 1.16e+00 1.88e-01 5.87e-02
g -1.07e+00 2.55e-02 7.45e-02
w -1.00e+00 5.10e-03 1.39e-02
y -9.01e-01 1.42e-02 3.49e-02
k -7.40e-01 2.80e-02 5.86e-02
t 7.09e-01 1.11e-01 5.44e-02
q -6.89e-01 1.86e-02 3.70e-02
r -4.94e-01 3.11e-02 5.10e-02
e -4.77e-01 4.23e-02 6.81e-02
c -2.17e-01 1.15e-02 1.43e-02
h 1.42e-01 2.65e-02 2.30e-02
08 12 R MNcn psi2 0.618 ( 2.34e+00 5.88e-01) 2.60e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.618 ( 4.24e+00 5.99e-01) 5.06e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.176 p -1.06e+00 1.59e-02 4.56e-02
e 1.04e+00 1.94e-01 6.82e-02
i -1.01e+00 2.10e-02 5.74e-02
l -8.11e-01 4.10e-02 9.22e-02
v -7.39e-01 3.44e-02 7.20e-02
c -7.07e-01 7.07e-03 1.43e-02
f -6.66e-01 2.07e-02 4.04e-02
d 5.75e-01 1.03e-01 5.80e-02
g -5.08e-01 4.48e-02 7.45e-02
m -4.02e-01 1.42e-02 2.13e-02
s 3.47e-01 8.28e-02 5.85e-02
q 2.83e-01 4.92e-02 3.71e-02
y -2.14e-01 2.82e-02 3.49e-02
a 2.08e-01 1.01e-01 8.17e-02
w -1.90e-01 1.15e-02 1.39e-02
h -1.03e-01 2.08e-02 2.30e-02
k 8.83e-02 6.41e-02 5.87e-02
t -8.75e-02 4.97e-02 5.43e-02
r 5.05e-02 5.37e-02 5.11e-02
n 1.17e-02 4.34e-02 4.28e-02
03 03 D SM aa 3 0.161 p 1.40e+00 1.84e-01 4.55e-02
c -8.84e-01 5.91e-03 1.43e-02
n -8.67e-01 1.80e-02 4.28e-02
g -8.41e-01 3.21e-02 7.45e-02
h -4.55e-01 1.46e-02 2.30e-02
t -3.03e-01 4.01e-02 5.43e-02
s -2.90e-01 4.39e-02 5.87e-02
q -2.84e-01 2.79e-02 3.71e-02
d -2.76e-01 4.41e-02 5.81e-02
m -2.57e-01 1.64e-02 2.12e-02
e 2.56e-01 8.81e-02 6.82e-02
w 2.52e-01 1.79e-02 1.39e-02
y -1.59e-01 2.98e-02 3.50e-02
v -1.30e-01 6.33e-02 7.21e-02
r -1.17e-01 4.54e-02 5.10e-02
f -1.09e-01 3.62e-02 4.04e-02
i -5.29e-02 5.46e-02 5.75e-02
l 4.79e-02 9.67e-02 9.22e-02
k -3.59e-02 5.65e-02 5.86e-02
a 3.22e-02 8.43e-02 8.17e-02
05 05 D SM aa 5 0.147 p -1.42e+00 1.10e-02 4.56e-02
e 8.71e-01 1.63e-01 6.82e-02
d 8.02e-01 1.29e-01 5.79e-02
i -6.41e-01 3.02e-02 5.74e-02
g -6.13e-01 4.04e-02 7.45e-02
f -5.87e-01 2.24e-02 4.04e-02
q 5.44e-01 6.38e-02 3.71e-02
y -5.04e-01 2.11e-02 3.49e-02
w -4.37e-01 8.97e-03 1.39e-02
r -3.95e-01 3.44e-02 5.11e-02
l -3.56e-01 6.45e-02 9.21e-02
c -2.71e-01 1.09e-02 1.44e-02
v -2.59e-01 5.55e-02 7.19e-02
n -2.25e-01 3.42e-02 4.29e-02
a 2.16e-01 1.02e-01 8.18e-02
h 2.09e-01 2.84e-02 2.30e-02
t -1.23e-01 4.80e-02 5.42e-02
s -9.84e-02 5.31e-02 5.86e-02
k -1.19e-02 5.81e-02 5.88e-02
m -1.12e-02 2.10e-02 2.13e-02
00 00 D SM aa 0 0.142 k -1.68e+00 1.09e-02 5.87e-02
r -1.23e+00 1.49e-02 5.10e-02
q -8.90e-01 1.52e-02 3.70e-02
c 8.61e-01 3.38e-02 1.43e-02
e -7.77e-01 3.13e-02 6.80e-02
f 5.98e-01 7.33e-02 4.03e-02
p 5.90e-01 8.29e-02 4.60e-02
n -5.19e-01 2.55e-02 4.29e-02
m -4.77e-01 1.32e-02 2.12e-02
w -4.55e-01 8.76e-03 1.38e-02
v 4.52e-01 1.13e-01 7.19e-02
i 4.01e-01 8.57e-02 5.74e-02
s 3.83e-01 8.68e-02 5.92e-02
t 3.37e-01 7.64e-02 5.46e-02
g -3.22e-01 5.39e-02 7.44e-02
l -3.17e-01 6.68e-02 9.17e-02
a 1.54e-01 9.50e-02 8.14e-02
y 1.46e-01 4.03e-02 3.49e-02
d -1.28e-01 5.13e-02 5.83e-02
h -9.52e-02 2.09e-02 2.30e-02
01 01 D SM aa 1 0.120 c -8.78e-01 5.95e-03 1.43e-02
g -7.60e-01 3.48e-02 7.44e-02
i -7.45e-01 2.73e-02 5.75e-02
l -7.03e-01 4.55e-02 9.20e-02
f -6.82e-01 2.04e-02 4.04e-02
w -6.57e-01 7.18e-03 1.38e-02
p 6.39e-01 8.69e-02 4.58e-02
t 6.21e-01 1.01e-01 5.45e-02
m -5.96e-01 1.17e-02 2.12e-02
v -5.79e-01 4.04e-02 7.21e-02
y -5.59e-01 2.00e-02 3.49e-02
k 4.69e-01 9.37e-02 5.86e-02
s 3.80e-01 8.61e-02 5.88e-02
r 3.65e-01 7.34e-02 5.09e-02
d 2.89e-01 7.77e-02 5.82e-02
h 2.33e-01 2.90e-02 2.30e-02
a -2.14e-01 6.58e-02 8.15e-02
n 1.90e-01 5.18e-02 4.28e-02
e 1.58e-01 7.98e-02 6.81e-02
q 1.08e-01 4.13e-02 3.70e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.213
08 -0.213 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.536
10 -0.536 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.347
12 -0.347 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.263
14 -0.263 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.178
16 -0.178 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.410
18 -0.410 1.000
DATA_CLASS 69
CLASS 69 - weight 6600 normalized weight 0.004 relative strength 3.74e-02 *******
class cross entropy w.r.t. global class 1.88e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.846 ( 1.34e+00 4.00e-01) 8.02e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.846 ( 2.14e-01 4.97e-01) 1.21e+00 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 1.204 p -4.98e+00 3.14e-04 4.56e-02
i -4.78e+00 4.82e-04 5.75e-02
v -4.52e+00 7.82e-04 7.21e-02
l -2.42e+00 8.17e-03 9.21e-02
t -2.19e+00 6.10e-03 5.44e-02
g 2.06e+00 5.83e-01 7.45e-02
c -1.97e+00 1.99e-03 1.43e-02
a -1.66e+00 1.55e-02 8.16e-02
m -1.52e+00 4.63e-03 2.12e-02
w -1.31e+00 3.76e-03 1.39e-02
f -1.28e+00 1.13e-02 4.04e-02
n 1.27e+00 1.52e-01 4.28e-02
e -1.17e+00 2.10e-02 6.81e-02
q -1.01e+00 1.35e-02 3.70e-02
r -9.78e-01 1.92e-02 5.10e-02
s -9.71e-01 2.22e-02 5.87e-02
k -9.04e-01 2.37e-02 5.86e-02
y -8.97e-01 1.43e-02 3.49e-02
d 3.00e-01 7.85e-02 5.82e-02
h -1.72e-01 1.94e-02 2.30e-02
07 10 R MNcn psi1 1.004 ( 2.44e+00 4.00e-01) 4.05e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.004 ( 4.96e+00 5.59e-01) 7.42e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.951 ( 2.56e+00 4.00e-01) 4.37e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.951 ( 4.60e+00 5.13e-01) 1.17e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.887 ( 2.56e+00 4.00e-01) 4.35e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.887 ( 4.48e+00 5.70e-01) 1.06e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.879 ( 2.42e+00 4.00e-01) 4.02e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.879 ( 4.38e+00 4.85e-01) 3.39e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.866 ( 2.41e+00 4.00e-01) 3.99e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.866 ( 4.35e+00 4.96e-01) 3.94e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.264 c -1.60e+00 2.88e-03 1.43e-02
p 1.49e+00 2.04e-01 4.58e-02
g -1.26e+00 2.11e-02 7.44e-02
l -1.10e+00 3.07e-02 9.20e-02
w -1.04e+00 4.91e-03 1.38e-02
m -9.64e-01 8.08e-03 2.12e-02
f -8.93e-01 1.65e-02 4.04e-02
i -6.49e-01 3.01e-02 5.75e-02
y -6.17e-01 1.88e-02 3.49e-02
k 5.07e-01 9.73e-02 5.86e-02
e 4.72e-01 1.09e-01 6.81e-02
v -2.90e-01 5.39e-02 7.21e-02
h -2.28e-01 1.83e-02 2.30e-02
n -2.05e-01 3.49e-02 4.28e-02
d 1.45e-01 6.72e-02 5.82e-02
s 8.80e-02 6.43e-02 5.88e-02
t -6.20e-02 5.12e-02 5.45e-02
r -5.77e-02 4.81e-02 5.09e-02
q -3.40e-02 3.58e-02 3.70e-02
a 1.20e-02 8.25e-02 8.15e-02
05 05 D SM aa 5 0.239 d -1.30e+00 1.58e-02 5.79e-02
e -1.03e+00 2.44e-02 6.82e-02
g -1.01e+00 2.71e-02 7.45e-02
v 9.89e-01 1.93e-01 7.19e-02
k -9.61e-01 2.25e-02 5.88e-02
q -9.08e-01 1.50e-02 3.71e-02
i 8.61e-01 1.36e-01 5.74e-02
n -7.70e-01 1.98e-02 4.29e-02
r -7.26e-01 2.47e-02 5.11e-02
s -5.60e-01 3.35e-02 5.86e-02
f 4.96e-01 6.63e-02 4.04e-02
c 4.28e-01 2.20e-02 1.44e-02
l 3.80e-01 1.35e-01 9.21e-02
y 3.79e-01 5.10e-02 3.49e-02
t -3.09e-01 3.98e-02 5.42e-02
a -2.22e-01 6.55e-02 8.18e-02
h -1.46e-01 1.99e-02 2.30e-02
p 1.29e-01 5.19e-02 4.56e-02
w 9.78e-02 1.53e-02 1.39e-02
m 1.99e-02 2.17e-02 2.13e-02
04 04 D SM aa 4 0.095 g -1.37e+00 1.90e-02 7.45e-02
d -7.52e-01 2.74e-02 5.80e-02
t 5.69e-01 9.59e-02 5.43e-02
p 4.68e-01 7.28e-02 4.56e-02
l -4.67e-01 5.78e-02 9.22e-02
a -4.55e-01 5.19e-02 8.17e-02
c -4.54e-01 9.11e-03 1.43e-02
n -3.91e-01 2.90e-02 4.28e-02
v 3.78e-01 1.05e-01 7.20e-02
w 3.58e-01 1.99e-02 1.39e-02
k 3.54e-01 8.36e-02 5.87e-02
r 3.14e-01 6.99e-02 5.11e-02
y 2.89e-01 4.66e-02 3.49e-02
m -1.76e-01 1.78e-02 2.13e-02
h -1.05e-01 2.07e-02 2.30e-02
s 1.01e-01 6.47e-02 5.85e-02
i 9.42e-02 6.31e-02 5.74e-02
f -9.14e-02 3.68e-02 4.04e-02
e 4.48e-02 7.14e-02 6.82e-02
q 1.26e-02 3.75e-02 3.71e-02
00 00 D SM aa 0 0.082 d -1.02e+00 2.11e-02 5.83e-02
p 8.86e-01 1.12e-01 4.60e-02
w -7.37e-01 6.60e-03 1.38e-02
n -5.54e-01 2.46e-02 4.29e-02
k 5.28e-01 9.96e-02 5.87e-02
c -3.41e-01 1.02e-02 1.43e-02
r 3.13e-01 6.97e-02 5.10e-02
y -3.01e-01 2.58e-02 3.49e-02
g -2.71e-01 5.67e-02 7.44e-02
s -2.67e-01 4.53e-02 5.92e-02
h -2.08e-01 1.87e-02 2.30e-02
f -2.05e-01 3.29e-02 4.03e-02
l -2.04e-01 7.48e-02 9.17e-02
q 1.77e-01 4.42e-02 3.70e-02
t -1.44e-01 4.73e-02 5.46e-02
m -1.34e-01 1.86e-02 2.12e-02
i 1.12e-01 6.43e-02 5.74e-02
v 8.22e-02 7.81e-02 7.19e-02
e 5.67e-02 7.20e-02 6.80e-02
a -4.09e-02 7.82e-02 8.14e-02
03 03 D SM aa 3 0.067 n -7.14e-01 2.10e-02 4.28e-02
p -6.98e-01 2.26e-02 4.55e-02
r -6.15e-01 2.76e-02 5.10e-02
d 5.08e-01 9.65e-02 5.81e-02
q 4.96e-01 6.09e-02 3.71e-02
c 4.64e-01 2.28e-02 1.43e-02
v 4.10e-01 1.09e-01 7.21e-02
l -3.78e-01 6.31e-02 9.22e-02
k -3.44e-01 4.15e-02 5.86e-02
g -3.26e-01 5.38e-02 7.45e-02
t 2.88e-01 7.24e-02 5.43e-02
s 2.27e-01 7.36e-02 5.87e-02
i -1.94e-01 4.74e-02 5.75e-02
h -1.93e-01 1.90e-02 2.30e-02
e 1.89e-01 8.24e-02 6.82e-02
m 1.88e-01 2.56e-02 2.12e-02
f -1.78e-01 3.38e-02 4.04e-02
y -1.58e-01 2.99e-02 3.50e-02
a 2.92e-02 8.41e-02 8.17e-02
w -2.71e-02 1.35e-02 1.39e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.042
08 -0.042 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.321
10 -0.321 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.721
12 -0.721 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.101
14 -0.101 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.093
16 -0.093 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.171
18 -0.171 1.000
DATA_CLASS 70
CLASS 70 - weight 6587 normalized weight 0.004 relative strength 1.03e-02 *******
class cross entropy w.r.t. global class 1.59e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.871 ( 1.27e+00 4.00e-01) 8.18e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.871 ( 4.36e-01 4.00e-01) 9.42e-01 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 1.128 p -5.81e+00 1.36e-04 4.56e-02
i -4.59e+00 5.84e-04 5.75e-02
v -3.28e+00 2.70e-03 7.21e-02
t -2.85e+00 3.15e-03 5.44e-02
g 2.09e+00 6.04e-01 7.45e-02
y -2.09e+00 4.33e-03 3.49e-02
w -2.08e+00 1.73e-03 1.39e-02
f -1.74e+00 7.07e-03 4.04e-02
l -1.69e+00 1.70e-02 9.21e-02
a -1.38e+00 2.06e-02 8.16e-02
m -1.14e+00 6.78e-03 2.12e-02
s -1.09e+00 1.97e-02 5.87e-02
e -8.42e-01 2.94e-02 6.81e-02
c -7.52e-01 6.74e-03 1.43e-02
n 6.93e-01 8.57e-02 4.28e-02
r -3.87e-01 3.46e-02 5.10e-02
d -2.46e-01 4.55e-02 5.82e-02
h -1.45e-01 1.99e-02 2.30e-02
q -1.13e-01 3.31e-02 3.70e-02
k -1.31e-02 5.78e-02 5.86e-02
11 18 R MNcn psi5 0.914 (-5.13e-01 4.00e-01) 3.31e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.914 ( 5.05e+00 4.00e-01) 1.27e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.884 (-5.39e-01 4.00e-01) 3.40e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.884 ( 5.09e+00 4.00e-01) 1.36e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.764 (-7.07e-02 4.00e-01) 2.22e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.764 ( 4.68e+00 4.00e-01) 3.54e-01 ( 4.54e+00 1.01e+00)
10 15 R MNcn phi4 0.356 ( 4.93e+00 4.10e-01) 9.43e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.356 ( 1.33e+00 1.49e+00) 3.48e-01 ( 8.09e-01 1.53e+00)
09 14 R MNcn psi3 0.324 ( 1.80e+00 1.19e+00) 8.31e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.324 ( 4.62e+00 4.87e-01) 1.65e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.151 p 1.03e+00 1.28e-01 4.56e-02
g -7.95e-01 3.37e-02 7.45e-02
m -7.27e-01 1.03e-02 2.13e-02
d 7.13e-01 1.18e-01 5.80e-02
s 6.45e-01 1.12e-01 5.85e-02
q -5.25e-01 2.19e-02 3.71e-02
a -5.05e-01 4.93e-02 8.17e-02
r -4.64e-01 3.21e-02 5.11e-02
t 4.59e-01 8.59e-02 5.43e-02
c -3.58e-01 1.00e-02 1.43e-02
i -3.57e-01 4.02e-02 5.74e-02
v -3.47e-01 5.09e-02 7.20e-02
e -3.41e-01 4.85e-02 6.82e-02
k -2.90e-01 4.39e-02 5.87e-02
l -2.72e-01 7.03e-02 9.22e-02
y -2.50e-01 2.72e-02 3.49e-02
f -2.28e-01 3.21e-02 4.04e-02
n 1.64e-01 5.05e-02 4.28e-02
h -8.33e-02 2.12e-02 2.30e-02
w 2.41e-02 1.42e-02 1.39e-02
01 01 D SM aa 1 0.144 p -3.12e+00 2.03e-03 4.58e-02
g -1.41e+00 1.82e-02 7.44e-02
v -1.02e+00 2.60e-02 7.21e-02
i -8.73e-01 2.40e-02 5.75e-02
t 6.03e-01 9.96e-02 5.45e-02
n 4.88e-01 6.97e-02 4.28e-02
l 4.34e-01 1.42e-01 9.20e-02
h 3.69e-01 3.32e-02 2.30e-02
m 3.57e-01 3.03e-02 2.12e-02
w -3.03e-01 1.02e-02 1.38e-02
s 2.72e-01 7.72e-02 5.88e-02
c 2.62e-01 1.86e-02 1.43e-02
f 1.55e-01 4.72e-02 4.04e-02
a 1.50e-01 9.47e-02 8.15e-02
e -1.39e-01 5.93e-02 6.81e-02
y 1.34e-01 3.99e-02 3.49e-02
d 1.08e-01 6.48e-02 5.82e-02
k -5.51e-02 5.55e-02 5.86e-02
r -3.65e-02 4.91e-02 5.09e-02
q 3.61e-02 3.84e-02 3.70e-02
00 00 D SM aa 0 0.101 g -1.08e+00 2.53e-02 7.44e-02
w -9.44e-01 5.37e-03 1.38e-02
f -7.12e-01 1.98e-02 4.03e-02
c -7.01e-01 7.09e-03 1.43e-02
k 5.85e-01 1.05e-01 5.87e-02
e 5.72e-01 1.21e-01 6.80e-02
i -4.74e-01 3.58e-02 5.74e-02
r 4.31e-01 7.84e-02 5.10e-02
v -4.04e-01 4.80e-02 7.19e-02
a 3.89e-01 1.20e-01 8.14e-02
t -3.84e-01 3.72e-02 5.46e-02
p -3.58e-01 3.22e-02 4.60e-02
q 3.35e-01 5.18e-02 3.70e-02
y -3.24e-01 2.52e-02 3.49e-02
l -1.73e-01 7.71e-02 9.17e-02
s 1.69e-01 7.00e-02 5.92e-02
m -1.11e-01 1.90e-02 2.12e-02
n -9.92e-02 3.88e-02 4.29e-02
d 4.13e-02 6.07e-02 5.83e-02
h -3.87e-02 2.21e-02 2.30e-02
03 03 D SM aa 3 0.075 p -1.65e+00 8.73e-03 4.55e-02
g -9.86e-01 2.78e-02 7.45e-02
l 3.95e-01 1.37e-01 9.22e-02
i 3.81e-01 8.42e-02 5.75e-02
a -3.50e-01 5.75e-02 8.17e-02
s -3.34e-01 4.20e-02 5.87e-02
v 3.28e-01 1.00e-01 7.21e-02
m 3.10e-01 2.89e-02 2.12e-02
k 2.72e-01 7.69e-02 5.86e-02
h -1.96e-01 1.89e-02 2.30e-02
c -1.61e-01 1.22e-02 1.43e-02
e -1.45e-01 5.90e-02 6.82e-02
t -1.44e-01 4.71e-02 5.43e-02
d 1.39e-01 6.68e-02 5.81e-02
q -1.35e-01 3.24e-02 3.71e-02
r 1.15e-01 5.73e-02 5.10e-02
n 9.61e-02 4.72e-02 4.28e-02
y 8.44e-02 3.80e-02 3.50e-02
f 7.69e-02 4.36e-02 4.04e-02
w 5.32e-02 1.46e-02 1.39e-02
05 05 D SM aa 5 0.063 g -1.03e+00 2.65e-02 7.45e-02
p 8.40e-01 1.06e-01 4.56e-02
c -4.75e-01 8.93e-03 1.44e-02
m -3.78e-01 1.46e-02 2.13e-02
y -2.89e-01 2.62e-02 3.49e-02
e 2.80e-01 9.03e-02 6.82e-02
n -2.70e-01 3.27e-02 4.29e-02
d 2.52e-01 7.45e-02 5.79e-02
f -2.17e-01 3.25e-02 4.04e-02
t -1.76e-01 4.55e-02 5.42e-02
k 1.43e-01 6.78e-02 5.88e-02
q -1.31e-01 3.25e-02 3.71e-02
s -1.08e-01 5.26e-02 5.86e-02
h 9.20e-02 2.53e-02 2.30e-02
a -7.76e-02 7.57e-02 8.18e-02
w 7.23e-02 1.49e-02 1.39e-02
l 7.03e-02 9.89e-02 9.21e-02
i -5.11e-02 5.45e-02 5.74e-02
v -4.42e-02 6.88e-02 7.19e-02
r 9.79e-03 5.16e-02 5.11e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.097
08 -0.097 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.254
10 -0.254 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.572
12 -0.572 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.258
14 -0.258 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.380
16 -0.380 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.444
18 -0.444 1.000
DATA_CLASS 71
CLASS 71 - weight 6570 normalized weight 0.004 relative strength 2.82e-02 *******
class cross entropy w.r.t. global class 1.23e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 1.137 ( 2.65e+00 4.00e-01) 4.59e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.137 ( 3.61e+00 4.00e-01) 2.33e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 1.007 ( 2.24e+00 4.00e-01) 3.55e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.007 ( 4.88e+00 4.00e-01) 8.54e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.955 ( 2.40e+00 4.00e-01) 3.99e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.955 ( 3.97e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.879 (-5.24e-01 4.00e-01) 3.34e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.879 ( 4.63e+00 4.00e-01) 2.07e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.856 ( 2.45e+00 4.12e-01) 3.99e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.856 ( 4.17e+00 5.20e-01) 7.12e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.831 ( 2.39e+00 4.00e-01) 3.91e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.831 ( 4.39e+00 5.33e-01) 2.88e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.444 g -2.29e+00 7.51e-03 7.44e-02
d -1.54e+00 1.25e-02 5.82e-02
n -1.40e+00 1.05e-02 4.28e-02
p 1.33e+00 1.73e-01 4.58e-02
s -1.19e+00 1.79e-02 5.88e-02
v 1.08e+00 2.13e-01 7.21e-02
i 1.02e+00 1.60e-01 5.75e-02
e -9.45e-01 2.65e-02 6.81e-02
r -8.87e-01 2.10e-02 5.09e-02
k -8.08e-01 2.61e-02 5.86e-02
q -7.16e-01 1.81e-02 3.70e-02
y -6.59e-01 1.81e-02 3.49e-02
a -6.03e-01 4.46e-02 8.15e-02
t -5.55e-01 3.13e-02 5.45e-02
h -5.30e-01 1.35e-02 2.30e-02
l 3.74e-01 1.34e-01 9.20e-02
w -3.68e-01 9.58e-03 1.38e-02
m -3.63e-01 1.47e-02 2.12e-02
f -1.21e-01 3.58e-02 4.04e-02
c -3.60e-02 1.38e-02 1.43e-02
04 04 D SM aa 4 0.174 p -8.52e+00 9.11e-06 4.56e-02
d -1.11e+00 1.92e-02 5.80e-02
g -8.81e-01 3.09e-02 7.45e-02
v 8.15e-01 1.63e-01 7.20e-02
n -7.71e-01 1.98e-02 4.28e-02
i 7.53e-01 1.22e-01 5.74e-02
k -4.82e-01 3.62e-02 5.87e-02
w 4.59e-01 2.20e-02 1.39e-02
m 3.80e-01 3.11e-02 2.13e-02
f 3.07e-01 5.49e-02 4.04e-02
h -2.79e-01 1.74e-02 2.30e-02
y 2.47e-01 4.47e-02 3.49e-02
t 2.42e-01 6.91e-02 5.43e-02
c 1.80e-01 1.72e-02 1.43e-02
e -1.67e-01 5.78e-02 6.82e-02
r -1.47e-01 4.41e-02 5.11e-02
q -8.24e-02 3.41e-02 3.71e-02
l -7.87e-02 8.52e-02 9.22e-02
a -7.42e-02 7.59e-02 8.17e-02
s -4.71e-02 5.58e-02 5.85e-02
03 03 D SM aa 3 0.137 p -8.59e+00 8.48e-06 4.55e-02
i -8.53e-01 2.45e-02 5.75e-02
l -8.01e-01 4.14e-02 9.22e-02
v -6.21e-01 3.87e-02 7.21e-02
s 5.53e-01 1.02e-01 5.87e-02
g 5.30e-01 1.26e-01 7.45e-02
w 4.84e-01 2.25e-02 1.39e-02
h 4.14e-01 3.48e-02 2.30e-02
t -4.10e-01 3.61e-02 5.43e-02
a 3.88e-01 1.20e-01 8.17e-02
c 3.59e-01 2.05e-02 1.43e-02
m -3.26e-01 1.53e-02 2.12e-02
y 3.23e-01 4.83e-02 3.50e-02
f 2.93e-01 5.41e-02 4.04e-02
n -2.48e-01 3.34e-02 4.28e-02
r 8.82e-02 5.57e-02 5.10e-02
q -8.76e-02 3.40e-02 3.71e-02
k 7.93e-02 6.34e-02 5.86e-02
e 2.99e-02 7.03e-02 6.82e-02
d -4.40e-04 5.81e-02 5.81e-02
00 00 D SM aa 0 0.121 g -1.17e+00 2.31e-02 7.44e-02
k 7.35e-01 1.23e-01 5.87e-02
l -6.78e-01 4.66e-02 9.17e-02
r 5.86e-01 9.15e-02 5.10e-02
a -5.65e-01 4.63e-02 8.14e-02
c -5.47e-01 8.27e-03 1.43e-02
q 5.18e-01 6.22e-02 3.70e-02
w -4.95e-01 8.41e-03 1.38e-02
d -4.95e-01 3.55e-02 5.83e-02
t 4.46e-01 8.52e-02 5.46e-02
e 4.04e-01 1.02e-01 6.80e-02
f -3.16e-01 2.94e-02 4.03e-02
m -2.29e-01 1.69e-02 2.12e-02
i -2.09e-01 4.66e-02 5.74e-02
n -1.69e-01 3.62e-02 4.29e-02
v 1.27e-01 8.17e-02 7.19e-02
y 1.06e-01 3.88e-02 3.49e-02
s -9.36e-02 5.39e-02 5.92e-02
p -6.09e-02 4.33e-02 4.60e-02
h -5.62e-02 2.17e-02 2.30e-02
02 02 D SM aa 2 0.115 g -1.34e+00 1.95e-02 7.45e-02
p -8.85e-01 1.88e-02 4.56e-02
v 6.29e-01 1.35e-01 7.21e-02
f -6.00e-01 2.22e-02 4.04e-02
i 5.99e-01 1.05e-01 5.75e-02
w -5.98e-01 7.62e-03 1.39e-02
y -5.52e-01 2.01e-02 3.49e-02
l 4.62e-01 1.46e-01 9.21e-02
c -4.27e-01 9.34e-03 1.43e-02
n -3.80e-01 2.93e-02 4.28e-02
t 3.71e-01 7.89e-02 5.44e-02
m -3.65e-01 1.47e-02 2.12e-02
a -3.01e-01 6.04e-02 8.16e-02
e -1.76e-01 5.71e-02 6.81e-02
d -1.36e-01 5.08e-02 5.82e-02
q -1.33e-01 3.24e-02 3.70e-02
h -1.27e-01 2.02e-02 2.30e-02
k 5.84e-02 6.21e-02 5.86e-02
s 3.89e-02 6.11e-02 5.87e-02
r -3.33e-02 4.93e-02 5.10e-02
05 05 D SM aa 5 0.026 p -9.02e-01 1.85e-02 4.56e-02
a -2.96e-01 6.09e-02 8.18e-02
f 2.82e-01 5.35e-02 4.04e-02
w 2.45e-01 1.77e-02 1.39e-02
i 2.23e-01 7.17e-02 5.74e-02
v 2.22e-01 8.97e-02 7.19e-02
m -2.11e-01 1.72e-02 2.13e-02
t 2.07e-01 6.67e-02 5.42e-02
y 1.90e-01 4.22e-02 3.49e-02
h 1.86e-01 2.77e-02 2.30e-02
d -1.68e-01 4.90e-02 5.79e-02
l -1.55e-01 7.89e-02 9.21e-02
n -1.44e-01 3.71e-02 4.29e-02
s 1.25e-01 6.64e-02 5.86e-02
k -1.10e-01 5.27e-02 5.88e-02
c 6.30e-02 1.53e-02 1.44e-02
r 5.94e-02 5.43e-02 5.11e-02
g 5.40e-02 7.87e-02 7.45e-02
e -3.62e-02 6.58e-02 6.82e-02
q -2.99e-02 3.60e-02 3.71e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.116
08 -0.116 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.131
10 0.131 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.228
12 -0.228 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.376
14 -0.376 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.126
16 -0.126 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.279
18 -0.279 1.000
DATA_CLASS 72
CLASS 72 - weight 6541 normalized weight 0.004 relative strength 4.28e-02 *******
class cross entropy w.r.t. global class 1.18e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.927 (-6.25e-01 4.00e-01) 3.60e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.927 ( 5.08e+00 4.00e-01) 1.34e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.924 (-6.60e-01 4.00e-01) 3.70e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.924 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.897 (-5.36e-01 4.00e-01) 3.37e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.897 ( 5.17e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.884 ( 2.48e+00 4.00e-01) 4.17e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.884 ( 4.51e+00 5.58e-01) 6.73e-02 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.826 (-3.63e-01 4.00e-01) 2.93e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.826 ( 4.95e+00 4.00e-01) 1.02e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.812 (-2.41e-01 4.00e-01) 2.62e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.812 ( 4.56e+00 4.00e-01) 3.02e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.404 p -4.14e+00 7.30e-04 4.58e-02
g -1.72e+00 1.33e-02 7.44e-02
d -1.71e+00 1.06e-02 5.82e-02
n -1.35e+00 1.11e-02 4.28e-02
k -1.30e+00 1.59e-02 5.86e-02
s -1.28e+00 1.64e-02 5.88e-02
e -1.26e+00 1.94e-02 6.81e-02
l 1.06e+00 2.66e-01 9.20e-02
t -8.06e-01 2.44e-02 5.45e-02
i 7.83e-01 1.26e-01 5.75e-02
r -7.21e-01 2.48e-02 5.09e-02
q -6.79e-01 1.88e-02 3.70e-02
w 6.52e-01 2.66e-02 1.38e-02
c 6.21e-01 2.67e-02 1.43e-02
f 5.84e-01 7.24e-02 4.04e-02
m 5.71e-01 3.75e-02 2.12e-02
y 5.44e-01 6.01e-02 3.49e-02
h -5.01e-01 1.39e-02 2.30e-02
v 4.52e-01 1.13e-01 7.21e-02
a 2.25e-01 1.02e-01 8.15e-02
03 03 D SM aa 3 0.257 i -2.90e+00 3.17e-03 5.75e-02
v -1.87e+00 1.11e-02 7.21e-02
w -1.85e+00 2.18e-03 1.39e-02
f -1.32e+00 1.08e-02 4.04e-02
l -1.13e+00 2.98e-02 9.22e-02
c -8.96e-01 5.84e-03 1.43e-02
m -8.92e-01 8.70e-03 2.12e-02
k 7.81e-01 1.28e-01 5.86e-02
y -7.62e-01 1.63e-02 3.50e-02
q 7.48e-01 7.83e-02 3.71e-02
s 5.71e-01 1.04e-01 5.87e-02
g -5.56e-01 4.27e-02 7.45e-02
r 5.20e-01 8.59e-02 5.10e-02
e 5.15e-01 1.14e-01 6.82e-02
h 4.55e-01 3.63e-02 2.30e-02
d 4.03e-01 8.69e-02 5.81e-02
n 3.58e-01 6.13e-02 4.28e-02
t -5.41e-02 5.15e-02 5.43e-02
p -5.30e-02 4.32e-02 4.55e-02
a -1.93e-02 8.01e-02 8.17e-02
05 05 D SM aa 5 0.254 p -5.54e+00 1.79e-04 4.56e-02
e -1.41e+00 1.67e-02 6.82e-02
d -1.37e+00 1.47e-02 5.79e-02
k -1.30e+00 1.60e-02 5.88e-02
c 9.85e-01 3.84e-02 1.44e-02
g -9.45e-01 2.90e-02 7.45e-02
f 8.68e-01 9.62e-02 4.04e-02
n -7.60e-01 2.00e-02 4.29e-02
q -7.40e-01 1.77e-02 3.71e-02
y 6.34e-01 6.58e-02 3.49e-02
r -5.66e-01 2.90e-02 5.11e-02
i 5.41e-01 9.85e-02 5.74e-02
v 4.92e-01 1.18e-01 7.19e-02
l 4.83e-01 1.49e-01 9.21e-02
m 4.11e-01 3.21e-02 2.13e-02
t 3.77e-01 7.91e-02 5.42e-02
h 1.57e-01 2.69e-02 2.30e-02
w 5.97e-02 1.48e-02 1.39e-02
s -3.78e-02 5.64e-02 5.86e-02
a -2.75e-03 8.16e-02 8.18e-02
04 04 D SM aa 4 0.166 p -5.01e+00 3.03e-04 4.56e-02
g -1.48e+00 1.69e-02 7.45e-02
d -9.65e-01 2.21e-02 5.80e-02
h 9.60e-01 6.01e-02 2.30e-02
y 8.52e-01 8.19e-02 3.49e-02
f 4.98e-01 6.64e-02 4.04e-02
a -4.13e-01 5.41e-02 8.17e-02
l 3.48e-01 1.31e-01 9.22e-02
e -3.26e-01 4.92e-02 6.82e-02
r 3.13e-01 6.98e-02 5.11e-02
s -2.83e-01 4.41e-02 5.85e-02
n 2.80e-01 5.67e-02 4.28e-02
m 2.73e-01 2.80e-02 2.13e-02
q 2.13e-01 4.59e-02 3.71e-02
c 1.85e-01 1.73e-02 1.43e-02
w -1.12e-01 1.24e-02 1.39e-02
t 4.87e-02 5.70e-02 5.43e-02
k 2.63e-02 6.02e-02 5.87e-02
v -2.25e-02 7.04e-02 7.20e-02
i -1.37e-02 5.67e-02 5.74e-02
02 02 D SM aa 2 0.146 i -1.58e+00 1.18e-02 5.75e-02
p -1.17e+00 1.42e-02 4.56e-02
v -9.77e-01 2.71e-02 7.21e-02
r 6.39e-01 9.66e-02 5.10e-02
k 6.25e-01 1.09e-01 5.86e-02
f -5.48e-01 2.34e-02 4.04e-02
d -5.40e-01 3.39e-02 5.82e-02
g -5.25e-01 4.41e-02 7.45e-02
a 4.91e-01 1.33e-01 8.16e-02
q 4.36e-01 5.73e-02 3.70e-02
s 4.02e-01 8.78e-02 5.87e-02
h -3.89e-01 1.56e-02 2.30e-02
w -3.86e-01 9.43e-03 1.39e-02
t -3.58e-01 3.80e-02 5.44e-02
m 2.96e-01 2.85e-02 2.12e-02
y -2.80e-01 2.64e-02 3.49e-02
l 2.23e-01 1.15e-01 9.21e-02
e 9.49e-02 7.49e-02 6.81e-02
c -8.58e-02 1.31e-02 1.43e-02
n -6.81e-02 4.00e-02 4.28e-02
00 00 D SM aa 0 0.072 g -1.29e+00 2.04e-02 7.44e-02
p -7.19e-01 2.24e-02 4.60e-02
w 6.11e-01 2.54e-02 1.38e-02
e 5.33e-01 1.16e-01 6.80e-02
y 3.82e-01 5.11e-02 3.49e-02
n -3.38e-01 3.06e-02 4.29e-02
a 3.05e-01 1.11e-01 8.14e-02
v -2.69e-01 5.50e-02 7.19e-02
s -2.48e-01 4.62e-02 5.92e-02
c -2.47e-01 1.12e-02 1.43e-02
d -2.20e-01 4.67e-02 5.83e-02
r 2.20e-01 6.35e-02 5.10e-02
f 2.12e-01 4.98e-02 4.03e-02
h 1.89e-01 2.77e-02 2.30e-02
t -1.72e-01 4.59e-02 5.46e-02
k 1.20e-01 6.62e-02 5.87e-02
q 8.98e-02 4.05e-02 3.70e-02
i -2.36e-02 5.61e-02 5.74e-02
l 1.81e-02 9.34e-02 9.17e-02
m 8.33e-03 2.14e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.157
08 -0.157 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.335
10 -0.335 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.171
12 -0.171 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.187
14 -0.187 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.273
16 -0.273 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.289
18 -0.289 1.000
DATA_CLASS 73
CLASS 73 - weight 6528 normalized weight 0.004 relative strength 3.52e-02 *******
class cross entropy w.r.t. global class 1.75e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 3.819 ( 1.34e+00 4.00e-01) 8.01e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.819 ( 2.90e-01 4.00e-01) 1.30e+00 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 1.136 p -8.69e+00 7.66e-06 4.56e-02
i -3.86e+00 1.21e-03 5.74e-02
v -3.57e+00 2.02e-03 7.19e-02
t -2.48e+00 4.55e-03 5.42e-02
g 2.12e+00 6.19e-01 7.45e-02
w -1.70e+00 2.55e-03 1.39e-02
a -1.60e+00 1.64e-02 8.18e-02
l -1.38e+00 2.31e-02 9.21e-02
y -1.38e+00 8.83e-03 3.49e-02
f -1.28e+00 1.13e-02 4.04e-02
e -1.16e+00 2.13e-02 6.82e-02
s -8.99e-01 2.38e-02 5.86e-02
c -7.56e-01 6.74e-03 1.44e-02
m -6.06e-01 1.16e-02 2.13e-02
n 5.87e-01 7.71e-02 4.29e-02
d -5.47e-01 3.35e-02 5.79e-02
q -3.11e-01 2.72e-02 3.71e-02
r -2.67e-01 3.92e-02 5.11e-02
h -1.76e-01 1.93e-02 2.30e-02
k -1.30e-01 5.16e-02 5.88e-02
06 08 R MNcn psi0 0.872 ( 2.44e+00 4.00e-01) 4.04e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.872 ( 4.27e+00 5.08e-01) 5.38e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.871 (-5.15e-01 4.00e-01) 3.31e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.871 ( 5.07e+00 4.00e-01) 1.32e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.866 ( 2.29e+00 4.00e-01) 3.68e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.866 ( 4.47e+00 4.59e-01) 1.53e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.757 (-4.04e-02 4.00e-01) 2.12e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.757 ( 4.64e+00 4.00e-01) 2.40e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.506 p -3.32e+00 1.64e-03 4.56e-02
i -2.29e+00 5.84e-03 5.74e-02
v -2.18e+00 8.10e-03 7.20e-02
d 1.38e+00 2.30e-01 5.80e-02
g -1.33e+00 1.98e-02 7.45e-02
c 1.09e+00 4.25e-02 1.43e-02
l -1.06e+00 3.18e-02 9.22e-02
t 1.05e+00 1.55e-01 5.43e-02
n 1.03e+00 1.20e-01 4.28e-02
m -9.76e-01 8.02e-03 2.13e-02
f -9.52e-01 1.56e-02 4.04e-02
w -8.17e-01 6.14e-03 1.39e-02
a -7.27e-01 3.95e-02 8.17e-02
y -6.49e-01 1.83e-02 3.49e-02
s 5.76e-01 1.04e-01 5.85e-02
r -5.04e-01 3.08e-02 5.11e-02
q -2.18e-01 2.98e-02 3.71e-02
h -1.65e-01 1.95e-02 2.30e-02
k -1.14e-01 5.24e-02 5.87e-02
e -1.09e-01 6.12e-02 6.82e-02
08 11 R MNcn phi2 0.423 ( 4.89e+00 4.00e-01) 8.65e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.423 ( 1.52e+00 1.68e+00) 4.17e-01 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 0.228 i -1.17e+00 1.78e-02 5.75e-02
d 1.11e+00 1.77e-01 5.82e-02
v -9.12e-01 2.89e-02 7.21e-02
n 8.06e-01 9.59e-02 4.28e-02
y -7.55e-01 1.64e-02 3.49e-02
q -7.22e-01 1.80e-02 3.70e-02
p 6.89e-01 9.09e-02 4.56e-02
t 6.06e-01 9.97e-02 5.44e-02
e -6.01e-01 3.73e-02 6.81e-02
g -5.94e-01 4.11e-02 7.45e-02
f -4.74e-01 2.52e-02 4.04e-02
s 4.70e-01 9.40e-02 5.87e-02
m -4.67e-01 1.33e-02 2.12e-02
w -4.23e-01 9.08e-03 1.39e-02
r -3.85e-01 3.47e-02 5.10e-02
k -3.69e-01 4.05e-02 5.86e-02
h -3.56e-01 1.61e-02 2.30e-02
a -3.10e-01 5.98e-02 8.16e-02
l -2.64e-01 7.07e-02 9.21e-02
c -6.56e-02 1.34e-02 1.43e-02
00 00 D SM aa 0 0.166 d -1.72e+00 1.04e-02 5.83e-02
n -1.13e+00 1.39e-02 4.29e-02
y 9.80e-01 9.28e-02 3.49e-02
w 8.27e-01 3.15e-02 1.38e-02
g -6.40e-01 3.92e-02 7.44e-02
v 6.30e-01 1.35e-01 7.19e-02
e -6.26e-01 3.64e-02 6.80e-02
f 5.94e-01 7.30e-02 4.03e-02
p -5.85e-01 2.56e-02 4.60e-02
s -5.46e-01 3.43e-02 5.92e-02
i 5.25e-01 9.71e-02 5.74e-02
c 3.18e-01 1.96e-02 1.43e-02
q -3.12e-01 2.71e-02 3.70e-02
a -2.46e-01 6.37e-02 8.14e-02
k -2.17e-01 4.73e-02 5.87e-02
l 1.35e-01 1.05e-01 9.17e-02
h -1.29e-01 2.02e-02 2.30e-02
m 4.07e-02 2.21e-02 2.12e-02
r 3.49e-02 5.28e-02 5.10e-02
t -3.15e-02 5.29e-02 5.46e-02
01 01 D SM aa 1 0.153 c 1.36e+00 5.58e-02 1.43e-02
g -1.30e+00 2.03e-02 7.44e-02
d 9.56e-01 1.51e-01 5.82e-02
a -8.29e-01 3.56e-02 8.15e-02
e -5.23e-01 4.04e-02 6.81e-02
n 4.71e-01 6.85e-02 4.28e-02
p -4.11e-01 3.04e-02 4.58e-02
w -3.31e-01 9.94e-03 1.38e-02
l -2.34e-01 7.28e-02 9.20e-02
h 2.28e-01 2.89e-02 2.30e-02
q -2.20e-01 2.97e-02 3.70e-02
v 1.67e-01 8.51e-02 7.21e-02
t 1.29e-01 6.20e-02 5.45e-02
y -1.24e-01 3.08e-02 3.49e-02
m -9.35e-02 1.93e-02 2.12e-02
k -8.50e-02 5.38e-02 5.86e-02
f -7.99e-02 3.73e-02 4.04e-02
s -6.62e-02 5.51e-02 5.88e-02
r 4.00e-02 5.30e-02 5.09e-02
i 4.00e-02 5.99e-02 5.75e-02
03 03 D SM aa 3 0.133 c -9.26e-01 5.67e-03 1.43e-02
m -8.46e-01 9.11e-03 2.12e-02
f -8.09e-01 1.80e-02 4.04e-02
i -7.97e-01 2.59e-02 5.75e-02
l -7.69e-01 4.27e-02 9.22e-02
g -7.22e-01 3.62e-02 7.45e-02
e 6.85e-01 1.35e-01 6.82e-02
p 6.64e-01 8.84e-02 4.55e-02
y -6.32e-01 1.86e-02 3.50e-02
w -6.25e-01 7.43e-03 1.39e-02
s 4.93e-01 9.60e-02 5.87e-02
v -4.81e-01 4.45e-02 7.21e-02
k 4.68e-01 9.36e-02 5.86e-02
d 2.86e-01 7.73e-02 5.81e-02
a 1.72e-01 9.70e-02 8.17e-02
h -1.36e-01 2.01e-02 2.30e-02
q 7.55e-02 4.00e-02 3.71e-02
t -4.25e-02 5.21e-02 5.43e-02
r -3.16e-02 4.94e-02 5.10e-02
n -5.81e-03 4.26e-02 4.28e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.294
08 -0.294 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.181
10 -0.181 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.498
12 -0.498 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.080
14 -0.080 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.243
16 -0.243 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.579
18 -0.579 1.000
DATA_CLASS 74
CLASS 74 - weight 6515 normalized weight 0.004 relative strength 7.82e-03 *******
class cross entropy w.r.t. global class 1.13e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 1.108 ( 2.45e+00 4.00e-01) 4.09e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.108 ( 4.93e+00 4.00e-01) 9.75e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.851 ( 2.41e+00 4.00e-01) 3.96e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.851 ( 4.34e+00 5.06e-01) 4.01e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.849 ( 2.37e+00 4.00e-01) 3.89e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.849 ( 4.46e+00 5.12e-01) 1.55e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.839 ( 2.43e+00 4.21e-01) 3.84e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.839 ( 4.57e+00 5.62e-01) 3.94e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.820 ( 2.54e+00 4.27e-01) 4.06e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.820 ( 4.27e+00 5.93e-01) 4.66e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.810 (-3.01e-01 4.54e-01) 2.45e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.810 ( 4.75e+00 4.00e-01) 5.09e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.312 p 1.71e+00 2.53e-01 4.56e-02
i -1.08e+00 1.94e-02 5.74e-02
g -9.74e-01 2.81e-02 7.45e-02
m -7.98e-01 9.57e-03 2.13e-02
w -7.27e-01 6.72e-03 1.39e-02
v -6.59e-01 3.72e-02 7.19e-02
y -6.41e-01 1.84e-02 3.49e-02
f -5.71e-01 2.28e-02 4.04e-02
d 4.83e-01 9.39e-02 5.79e-02
l -4.62e-01 5.80e-02 9.21e-02
h -3.90e-01 1.56e-02 2.30e-02
r -2.74e-01 3.89e-02 5.11e-02
a -2.46e-01 6.39e-02 8.18e-02
n 1.91e-01 5.19e-02 4.29e-02
c -1.80e-01 1.20e-02 1.44e-02
q -1.75e-01 3.11e-02 3.71e-02
e -1.15e-01 6.09e-02 6.82e-02
s 9.24e-02 6.42e-02 5.86e-02
k 4.89e-02 6.17e-02 5.88e-02
t -2.90e-02 5.27e-02 5.42e-02
02 02 D SM aa 2 0.131 g -1.14e+00 2.38e-02 7.45e-02
e -9.08e-01 2.75e-02 6.81e-02
k -8.81e-01 2.43e-02 5.86e-02
p 8.51e-01 1.07e-01 4.56e-02
c 7.92e-01 3.16e-02 1.43e-02
s 7.04e-01 1.19e-01 5.87e-02
r -4.76e-01 3.17e-02 5.10e-02
t 4.58e-01 8.60e-02 5.44e-02
f 2.97e-01 5.44e-02 4.04e-02
q -2.43e-01 2.91e-02 3.70e-02
n -2.03e-01 3.50e-02 4.28e-02
i -2.01e-01 4.71e-02 5.75e-02
d -1.28e-01 5.12e-02 5.82e-02
m -1.03e-01 1.91e-02 2.12e-02
y -7.30e-02 3.25e-02 3.49e-02
v -4.53e-02 6.89e-02 7.21e-02
l 2.93e-02 9.48e-02 9.21e-02
w 2.71e-02 1.42e-02 1.39e-02
a -1.25e-02 8.06e-02 8.16e-02
h -1.14e-02 2.27e-02 2.30e-02
03 03 D SM aa 3 0.094 p 8.12e-01 1.03e-01 4.55e-02
g -7.45e-01 3.54e-02 7.45e-02
f -6.24e-01 2.16e-02 4.04e-02
t 5.92e-01 9.82e-02 5.43e-02
y -5.82e-01 1.95e-02 3.50e-02
c -5.23e-01 8.48e-03 1.43e-02
d 5.17e-01 9.74e-02 5.81e-02
m -4.39e-01 1.37e-02 2.12e-02
w -4.33e-01 9.00e-03 1.39e-02
i -4.17e-01 3.79e-02 5.75e-02
v -3.42e-01 5.12e-02 7.21e-02
s 2.70e-01 7.68e-02 5.87e-02
n 2.61e-01 5.56e-02 4.28e-02
r -2.18e-01 4.10e-02 5.10e-02
a -1.87e-01 6.78e-02 8.17e-02
l -1.81e-01 7.69e-02 9.22e-02
k 1.40e-01 6.74e-02 5.86e-02
q -1.15e-01 3.30e-02 3.71e-02
h -9.65e-02 2.09e-02 2.30e-02
e -3.85e-02 6.56e-02 6.82e-02
00 00 D SM aa 0 0.088 d -9.45e-01 2.26e-02 5.83e-02
g -7.66e-01 3.46e-02 7.44e-02
n -6.60e-01 2.22e-02 4.29e-02
v 6.17e-01 1.33e-01 7.19e-02
f 5.21e-01 6.79e-02 4.03e-02
i 5.15e-01 9.62e-02 5.74e-02
y 4.62e-01 5.53e-02 3.49e-02
q -4.15e-01 2.45e-02 3.70e-02
s -2.81e-01 4.47e-02 5.92e-02
e -2.51e-01 5.29e-02 6.80e-02
c 2.38e-01 1.81e-02 1.43e-02
k -1.92e-01 4.85e-02 5.87e-02
r -1.52e-01 4.38e-02 5.10e-02
l 1.51e-01 1.07e-01 9.17e-02
h -1.49e-01 1.98e-02 2.30e-02
t -8.10e-02 5.03e-02 5.46e-02
w 7.73e-02 1.49e-02 1.38e-02
m 7.00e-02 2.28e-02 2.12e-02
a -5.68e-02 7.69e-02 8.14e-02
p -4.14e-02 4.41e-02 4.60e-02
04 04 D SM aa 4 0.073 p -2.51e+00 3.71e-03 4.56e-02
w -5.22e-01 8.24e-03 1.39e-02
t 4.63e-01 8.62e-02 5.43e-02
l -4.05e-01 6.15e-02 9.22e-02
g -3.89e-01 5.05e-02 7.45e-02
r 3.83e-01 7.49e-02 5.11e-02
h 3.75e-01 3.35e-02 2.30e-02
d -3.26e-01 4.19e-02 5.80e-02
q 2.96e-01 4.98e-02 3.71e-02
k 2.73e-01 7.71e-02 5.87e-02
e 2.71e-01 8.95e-02 6.82e-02
m -2.63e-01 1.64e-02 2.13e-02
i -1.98e-01 4.71e-02 5.74e-02
y 1.57e-01 4.09e-02 3.49e-02
c -1.43e-01 1.24e-02 1.43e-02
f 1.29e-01 4.59e-02 4.04e-02
s 1.17e-01 6.58e-02 5.85e-02
a -1.08e-01 7.34e-02 8.17e-02
v 8.66e-02 7.85e-02 7.20e-02
n 4.98e-04 4.29e-02 4.28e-02
01 01 D SM aa 1 0.071 g -1.14e+00 2.39e-02 7.44e-02
p 6.63e-01 8.90e-02 4.58e-02
d -6.12e-01 3.15e-02 5.82e-02
n -4.70e-01 2.68e-02 4.28e-02
m -4.65e-01 1.33e-02 2.12e-02
v 3.70e-01 1.04e-01 7.21e-02
a -3.61e-01 5.68e-02 8.15e-02
w 2.52e-01 1.78e-02 1.38e-02
i 2.49e-01 7.38e-02 5.75e-02
k 2.03e-01 7.18e-02 5.86e-02
y 1.97e-01 4.25e-02 3.49e-02
r 1.97e-01 6.20e-02 5.09e-02
t 1.92e-01 6.61e-02 5.45e-02
c 1.75e-01 1.71e-02 1.43e-02
s -1.53e-01 5.05e-02 5.88e-02
l -1.01e-01 8.32e-02 9.20e-02
f 8.40e-02 4.39e-02 4.04e-02
h -7.92e-02 2.12e-02 2.30e-02
q 4.02e-02 3.86e-02 3.70e-02
e -3.05e-02 6.60e-02 6.81e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.130
08 -0.130 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.053
10 -0.053 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.176
12 -0.176 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.522
14 -0.522 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.163
16 -0.163 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.011
18 -0.011 1.000
DATA_CLASS 75
CLASS 75 - weight 6400 normalized weight 0.004 relative strength 3.49e-09 *******
class cross entropy w.r.t. global class 1.06e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 1.169 ( 2.60e+00 1.59e+00) 1.22e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 1.169 ( 1.42e+00 1.55e+00) 3.92e-01 ( 8.17e-01 1.53e+00)
09 13 R MNcn phi3 1.025 ( 2.78e+00 1.62e+00) 1.09e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 1.025 ( 1.34e+00 1.56e+00) 3.37e-01 ( 8.11e-01 1.53e+00)
08 11 R MNcn phi2 0.938 ( 2.89e+00 1.66e+00) 9.96e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.938 ( 1.44e+00 1.56e+00) 4.03e-01 ( 8.13e-01 1.53e+00)
10 15 R MNcn phi4 0.686 ( 3.22e+00 1.65e+00) 8.01e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.686 ( 1.35e+00 1.56e+00) 3.47e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.609 ( 3.31e+00 1.63e+00) 7.60e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.609 ( 1.37e+00 1.53e+00) 3.68e-01 ( 8.09e-01 1.53e+00)
06 08 R MNcn psi0 0.360 ( 1.47e+00 1.55e+00) 4.18e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.360 ( 3.66e+00 1.52e+00) 5.82e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.271 g 1.38e+00 2.95e-01 7.44e-02
i -9.95e-01 2.13e-02 5.75e-02
p -9.39e-01 1.79e-02 4.58e-02
v -8.26e-01 3.16e-02 7.21e-02
l -8.13e-01 4.08e-02 9.20e-02
m -7.19e-01 1.03e-02 2.12e-02
f -5.14e-01 2.42e-02 4.04e-02
w -4.30e-01 9.00e-03 1.38e-02
t -4.17e-01 3.59e-02 5.45e-02
s 3.80e-01 8.60e-02 5.88e-02
n 3.00e-01 5.78e-02 4.28e-02
e -2.84e-01 5.13e-02 6.81e-02
q -2.52e-01 2.88e-02 3.70e-02
c 2.24e-01 1.79e-02 1.43e-02
y -2.19e-01 2.81e-02 3.49e-02
k -1.67e-01 4.96e-02 5.86e-02
a -1.62e-01 6.93e-02 8.15e-02
h 1.53e-01 2.68e-02 2.30e-02
r -1.30e-01 4.47e-02 5.09e-02
d -8.00e-02 5.37e-02 5.82e-02
03 03 D SM aa 3 0.243 g 1.33e+00 2.82e-01 7.45e-02
p -9.13e-01 1.83e-02 4.55e-02
l -8.51e-01 3.94e-02 9.22e-02
i -7.61e-01 2.69e-02 5.75e-02
v -7.20e-01 3.51e-02 7.21e-02
s 4.66e-01 9.35e-02 5.87e-02
f -4.61e-01 2.55e-02 4.04e-02
m -4.02e-01 1.42e-02 2.12e-02
t -3.01e-01 4.02e-02 5.43e-02
w -2.87e-01 1.04e-02 1.39e-02
y -2.57e-01 2.70e-02 3.50e-02
a -2.47e-01 6.38e-02 8.17e-02
d -2.39e-01 4.57e-02 5.81e-02
e -2.14e-01 5.50e-02 6.82e-02
n 1.49e-01 4.97e-02 4.28e-02
q -1.47e-01 3.20e-02 3.71e-02
r -9.81e-02 4.63e-02 5.10e-02
h 9.09e-02 2.52e-02 2.30e-02
k -7.92e-02 5.41e-02 5.86e-02
c 7.73e-02 1.55e-02 1.43e-02
02 02 D SM aa 2 0.206 g 1.24e+00 2.58e-01 7.45e-02
i -9.42e-01 2.24e-02 5.75e-02
l -7.64e-01 4.29e-02 9.21e-02
p -7.26e-01 2.21e-02 4.56e-02
v -6.71e-01 3.68e-02 7.21e-02
m -5.51e-01 1.22e-02 2.12e-02
f -4.81e-01 2.50e-02 4.04e-02
s 4.47e-01 9.18e-02 5.87e-02
w -3.82e-01 9.47e-03 1.39e-02
r -2.51e-01 3.97e-02 5.10e-02
q -2.08e-01 3.01e-02 3.70e-02
t -2.08e-01 4.42e-02 5.44e-02
a -1.58e-01 6.96e-02 8.16e-02
n 1.50e-01 4.98e-02 4.28e-02
c 1.45e-01 1.65e-02 1.43e-02
y -1.30e-01 3.07e-02 3.49e-02
h 1.20e-01 2.59e-02 2.30e-02
e -1.12e-01 6.09e-02 6.81e-02
k -6.50e-02 5.49e-02 5.86e-02
d -2.86e-02 5.65e-02 5.82e-02
04 04 D SM aa 4 0.139 g 1.10e+00 2.25e-01 7.45e-02
i -7.48e-01 2.72e-02 5.74e-02
l -5.80e-01 5.16e-02 9.22e-02
v -4.63e-01 4.53e-02 7.20e-02
m -3.96e-01 1.43e-02 2.13e-02
c 3.47e-01 2.03e-02 1.43e-02
w -3.46e-01 9.84e-03 1.39e-02
s 2.88e-01 7.81e-02 5.85e-02
e -2.67e-01 5.22e-02 6.82e-02
p -2.56e-01 3.53e-02 4.56e-02
f -2.50e-01 3.14e-02 4.04e-02
y -2.44e-01 2.74e-02 3.49e-02
a -2.10e-01 6.62e-02 8.17e-02
t -1.74e-01 4.56e-02 5.43e-02
d -1.60e-01 4.94e-02 5.80e-02
k 1.20e-01 6.62e-02 5.87e-02
h 1.90e-02 2.35e-02 2.30e-02
n 8.81e-03 4.32e-02 4.28e-02
q 7.57e-03 3.73e-02 3.71e-02
r -2.74e-03 5.09e-02 5.11e-02
05 05 D SM aa 5 0.124 g 1.09e+00 2.21e-01 7.45e-02
l -6.01e-01 5.05e-02 9.21e-02
i -5.27e-01 3.39e-02 5.74e-02
m -4.48e-01 1.36e-02 2.13e-02
f -4.47e-01 2.58e-02 4.04e-02
v -3.64e-01 5.00e-02 7.19e-02
w -3.14e-01 1.01e-02 1.39e-02
t -2.01e-01 4.44e-02 5.42e-02
p -1.98e-01 3.74e-02 4.56e-02
n 1.88e-01 5.17e-02 4.29e-02
y -1.82e-01 2.91e-02 3.49e-02
e -1.63e-01 5.80e-02 6.82e-02
h 1.61e-01 2.71e-02 2.30e-02
d -1.02e-01 5.23e-02 5.79e-02
c 9.75e-02 1.58e-02 1.44e-02
s 8.43e-02 6.37e-02 5.86e-02
q -8.02e-02 3.42e-02 3.71e-02
a -7.58e-02 7.58e-02 8.18e-02
r -4.98e-02 4.87e-02 5.11e-02
k -2.83e-02 5.72e-02 5.88e-02
00 00 D SM aa 0 0.068 g 7.97e-01 1.65e-01 7.44e-02
s 4.95e-01 9.70e-02 5.92e-02
m -4.06e-01 1.42e-02 2.12e-02
f -3.69e-01 2.79e-02 4.03e-02
i -3.34e-01 4.11e-02 5.74e-02
v -3.33e-01 5.15e-02 7.19e-02
l -3.17e-01 6.68e-02 9.17e-02
e -2.71e-01 5.19e-02 6.80e-02
t -1.74e-01 4.58e-02 5.46e-02
d -1.02e-01 5.26e-02 5.83e-02
r -9.67e-02 4.63e-02 5.10e-02
q -8.48e-02 3.40e-02 3.70e-02
a -8.32e-02 7.49e-02 8.14e-02
n 7.02e-02 4.60e-02 4.29e-02
y -6.40e-02 3.27e-02 3.49e-02
k -5.40e-02 5.56e-02 5.87e-02
h 4.35e-02 2.40e-02 2.30e-02
w -3.25e-02 1.34e-02 1.38e-02
p -2.96e-02 4.46e-02 4.60e-02
c 1.35e-02 1.45e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.069
08 -0.069 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.016
10 0.016 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.020
12 -0.020 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.030
14 0.030 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.000
16 -0.000 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.035
18 -0.035 1.000
DATA_CLASS 76
CLASS 76 - weight 6344 normalized weight 0.004 relative strength 2.42e-02 *******
class cross entropy w.r.t. global class 1.22e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 1.125 ( 2.63e+00 4.00e-01) 4.55e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.125 ( 3.63e+00 4.00e-01) 2.29e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.982 ( 2.27e+00 4.00e-01) 3.63e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.982 ( 4.80e+00 4.00e-01) 6.29e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.946 ( 2.38e+00 4.00e-01) 3.92e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.946 ( 3.99e+00 4.00e-01) 1.37e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.880 (-5.37e-01 4.00e-01) 3.37e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.880 ( 4.65e+00 4.00e-01) 2.66e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.825 ( 2.33e+00 4.00e-01) 3.79e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.825 ( 4.36e+00 5.13e-01) 3.53e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.824 ( 2.52e+00 4.17e-01) 4.08e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.824 ( 4.31e+00 6.14e-01) 3.72e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.439 g -2.39e+00 6.86e-03 7.45e-02
n -1.80e+00 7.05e-03 4.28e-02
d -1.60e+00 1.18e-02 5.82e-02
e -1.18e+00 2.10e-02 6.81e-02
s -1.16e+00 1.83e-02 5.87e-02
r -1.15e+00 1.61e-02 5.10e-02
v 1.15e+00 2.27e-01 7.21e-02
p 1.14e+00 1.42e-01 4.56e-02
k -1.07e+00 2.00e-02 5.86e-02
i 1.02e+00 1.59e-01 5.75e-02
q -9.69e-01 1.41e-02 3.70e-02
t -6.14e-01 2.94e-02 5.44e-02
h -5.96e-01 1.27e-02 2.30e-02
w -3.24e-01 1.00e-02 1.39e-02
l 3.23e-01 1.27e-01 9.21e-02
a -2.86e-01 6.13e-02 8.16e-02
f 2.54e-01 5.21e-02 4.04e-02
m -2.06e-01 1.73e-02 2.12e-02
y -9.84e-02 3.17e-02 3.49e-02
c 8.02e-03 1.44e-02 1.43e-02
05 05 D SM aa 5 0.208 p -8.61e+00 8.28e-06 4.56e-02
g -1.01e+00 2.71e-02 7.45e-02
d -9.56e-01 2.23e-02 5.79e-02
v 9.19e-01 1.80e-01 7.19e-02
i 8.56e-01 1.35e-01 5.74e-02
k -6.14e-01 3.18e-02 5.88e-02
n -5.54e-01 2.46e-02 4.29e-02
w 4.96e-01 2.28e-02 1.39e-02
f 4.10e-01 6.08e-02 4.04e-02
q -3.84e-01 2.52e-02 3.71e-02
r -3.71e-01 3.53e-02 5.11e-02
e -3.58e-01 4.77e-02 6.82e-02
h -2.99e-01 1.71e-02 2.30e-02
y 2.87e-01 4.66e-02 3.49e-02
m 2.48e-01 2.72e-02 2.13e-02
c 2.40e-01 1.83e-02 1.44e-02
a -1.64e-01 6.94e-02 8.18e-02
s -1.26e-01 5.16e-02 5.86e-02
t 1.06e-01 6.03e-02 5.42e-02
l 4.77e-02 9.66e-02 9.21e-02
04 04 D SM aa 4 0.127 p -8.64e+00 8.08e-06 4.56e-02
l -9.09e-01 3.71e-02 9.22e-02
i -7.85e-01 2.62e-02 5.74e-02
s 6.21e-01 1.09e-01 5.85e-02
m -5.28e-01 1.25e-02 2.13e-02
v -4.31e-01 4.68e-02 7.20e-02
t -3.97e-01 3.65e-02 5.43e-02
g 3.95e-01 1.11e-01 7.45e-02
h 3.90e-01 3.40e-02 2.30e-02
y 3.45e-01 4.93e-02 3.49e-02
w 3.34e-01 1.94e-02 1.39e-02
e 2.22e-01 8.52e-02 6.82e-02
a 2.21e-01 1.02e-01 8.17e-02
n -2.19e-01 3.44e-02 4.28e-02
r 2.07e-01 6.28e-02 5.11e-02
k 1.96e-01 7.14e-02 5.87e-02
f 1.36e-01 4.63e-02 4.04e-02
d 8.16e-02 6.30e-02 5.80e-02
q 5.72e-02 3.92e-02 3.71e-02
c -3.42e-03 1.43e-02 1.43e-02
03 03 D SM aa 3 0.097 g -1.32e+00 2.00e-02 7.45e-02
p -8.21e-01 2.00e-02 4.55e-02
w -7.41e-01 6.61e-03 1.39e-02
f -7.21e-01 1.97e-02 4.04e-02
y -5.24e-01 2.07e-02 3.50e-02
v 4.95e-01 1.18e-01 7.21e-02
m -4.94e-01 1.30e-02 2.12e-02
d 4.60e-01 9.20e-02 5.81e-02
c -4.44e-01 9.18e-03 1.43e-02
t 4.21e-01 8.27e-02 5.43e-02
n -3.83e-01 2.92e-02 4.28e-02
a -3.68e-01 5.65e-02 8.17e-02
i 3.41e-01 8.09e-02 5.75e-02
l 3.00e-01 1.24e-01 9.22e-02
s 1.37e-01 6.73e-02 5.87e-02
q -1.34e-01 3.24e-02 3.71e-02
k 1.25e-01 6.64e-02 5.86e-02
h 3.92e-02 2.39e-02 2.30e-02
r -3.41e-02 4.93e-02 5.10e-02
e -1.02e-02 6.75e-02 6.82e-02
01 01 D SM aa 1 0.097 g -9.43e-01 2.90e-02 7.44e-02
c -7.24e-01 6.94e-03 1.43e-02
l -7.13e-01 4.51e-02 9.20e-02
a -6.69e-01 4.18e-02 8.15e-02
k 6.01e-01 1.07e-01 5.86e-02
r 5.26e-01 8.62e-02 5.09e-02
t 4.49e-01 8.54e-02 5.45e-02
d -4.46e-01 3.72e-02 5.82e-02
q 3.61e-01 5.31e-02 3.70e-02
e 3.04e-01 9.22e-02 6.81e-02
f -2.58e-01 3.12e-02 4.04e-02
p 2.26e-01 5.75e-02 4.58e-02
w -2.23e-01 1.11e-02 1.38e-02
y 1.97e-01 4.25e-02 3.49e-02
v 1.28e-01 8.19e-02 7.21e-02
m -1.26e-01 1.87e-02 2.12e-02
s -1.10e-01 5.27e-02 5.88e-02
i -6.10e-02 5.41e-02 5.75e-02
h 5.09e-02 2.42e-02 2.30e-02
n -1.61e-02 4.21e-02 4.28e-02
00 00 D SM aa 0 0.078 n -8.29e-01 1.87e-02 4.29e-02
w 7.79e-01 3.01e-02 1.38e-02
d -6.82e-01 2.94e-02 5.83e-02
k -6.64e-01 3.02e-02 5.87e-02
f 5.57e-01 7.04e-02 4.03e-02
e -5.02e-01 4.12e-02 6.80e-02
r -4.42e-01 3.28e-02 5.10e-02
v 4.03e-01 1.08e-01 7.19e-02
q -3.90e-01 2.51e-02 3.70e-02
y 3.77e-01 5.08e-02 3.49e-02
s -3.77e-01 4.06e-02 5.92e-02
c 3.03e-01 1.93e-02 1.43e-02
i 2.92e-01 7.69e-02 5.74e-02
t -2.64e-01 4.19e-02 5.46e-02
g 2.44e-01 9.49e-02 7.44e-02
m 1.69e-01 2.52e-02 2.12e-02
l 1.61e-01 1.08e-01 9.17e-02
a 6.03e-02 8.65e-02 8.14e-02
p 4.60e-02 4.82e-02 4.60e-02
h -2.14e-02 2.25e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.300
08 -0.300 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.152
10 -0.152 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.051
12 -0.051 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.231
14 -0.231 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.370
16 -0.370 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.169
18 -0.169 1.000
DATA_CLASS 77
CLASS 77 - weight 6330 normalized weight 0.004 relative strength 5.40e-03 *******
class cross entropy w.r.t. global class 1.06e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.918 (-4.62e-01 4.00e-01) 3.18e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.918 ( 5.01e+00 4.00e-01) 1.17e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.841 ( 2.41e+00 4.00e-01) 4.01e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.841 ( 4.45e+00 5.53e-01) 1.68e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.834 ( 2.41e+00 4.00e-01) 3.99e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.834 ( 4.47e+00 5.61e-01) 1.24e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.820 ( 2.48e+00 4.00e-01) 4.17e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.820 ( 4.31e+00 6.17e-01) 3.77e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.791 ( 2.44e+00 5.12e-01) 3.19e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.791 ( 4.63e+00 5.26e-01) 1.70e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.751 (-2.35e-01 4.71e-01) 2.25e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.751 ( 4.66e+00 4.00e-01) 2.90e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.213 d 8.95e-01 1.42e-01 5.80e-02
p 8.14e-01 1.03e-01 4.56e-02
k -7.93e-01 2.66e-02 5.87e-02
m -7.90e-01 9.65e-03 2.13e-02
e -7.88e-01 3.10e-02 6.82e-02
s 7.20e-01 1.20e-01 5.85e-02
t 6.66e-01 1.06e-01 5.43e-02
n 6.47e-01 8.19e-02 4.28e-02
q -6.28e-01 1.98e-02 3.71e-02
a -5.82e-01 4.56e-02 8.17e-02
w -5.63e-01 7.92e-03 1.39e-02
r -5.56e-01 2.93e-02 5.11e-02
g -5.55e-01 4.28e-02 7.45e-02
l -5.23e-01 5.46e-02 9.22e-02
f -5.00e-01 2.45e-02 4.04e-02
i -4.75e-01 3.57e-02 5.74e-02
v -4.56e-01 4.56e-02 7.20e-02
c 4.41e-01 2.23e-02 1.43e-02
y -4.24e-01 2.29e-02 3.49e-02
h 2.28e-01 2.89e-02 2.30e-02
03 03 D SM aa 3 0.147 d -1.26e+00 1.64e-02 5.81e-02
s -8.31e-01 2.55e-02 5.87e-02
n -8.31e-01 1.87e-02 4.28e-02
g -8.27e-01 3.26e-02 7.45e-02
p 6.91e-01 9.08e-02 4.55e-02
i 6.12e-01 1.06e-01 5.75e-02
e -5.99e-01 3.75e-02 6.82e-02
a -5.74e-01 4.60e-02 8.17e-02
v 5.67e-01 1.27e-01 7.21e-02
f 4.88e-01 6.58e-02 4.04e-02
y 4.73e-01 5.61e-02 3.50e-02
w 3.63e-01 2.00e-02 1.39e-02
l 2.89e-01 1.23e-01 9.22e-02
m 2.57e-01 2.74e-02 2.12e-02
q -2.54e-01 2.88e-02 3.71e-02
t -2.45e-01 4.25e-02 5.43e-02
k -2.00e-01 4.80e-02 5.86e-02
h -8.65e-02 2.11e-02 2.30e-02
c 2.22e-02 1.46e-02 1.43e-02
r 2.06e-02 5.21e-02 5.10e-02
02 02 D SM aa 2 0.093 p 1.01e+00 1.26e-01 4.56e-02
g -7.93e-01 3.37e-02 7.45e-02
n -5.97e-01 2.36e-02 4.28e-02
d -4.95e-01 3.55e-02 5.82e-02
v 3.75e-01 1.05e-01 7.21e-02
s -3.51e-01 4.13e-02 5.87e-02
l -3.27e-01 6.64e-02 9.21e-02
m -2.74e-01 1.61e-02 2.12e-02
a -2.42e-01 6.41e-02 8.16e-02
h -2.06e-01 1.87e-02 2.30e-02
k 2.03e-01 7.17e-02 5.86e-02
y 1.97e-01 4.26e-02 3.49e-02
i 1.90e-01 6.96e-02 5.75e-02
w 1.57e-01 1.62e-02 1.39e-02
r 1.48e-01 5.91e-02 5.10e-02
f -1.27e-01 3.56e-02 4.04e-02
c 9.72e-02 1.58e-02 1.43e-02
e -7.30e-02 6.33e-02 6.81e-02
t 6.21e-02 5.79e-02 5.44e-02
q 3.33e-02 3.83e-02 3.70e-02
05 05 D SM aa 5 0.085 g -1.06e+00 2.58e-02 7.45e-02
p 1.02e+00 1.26e-01 4.56e-02
c -8.34e-01 6.24e-03 1.44e-02
n -3.96e-01 2.89e-02 4.29e-02
w 3.54e-01 1.98e-02 1.39e-02
y -3.28e-01 2.52e-02 3.49e-02
m -2.90e-01 1.59e-02 2.13e-02
e 2.36e-01 8.64e-02 6.82e-02
f -2.15e-01 3.26e-02 4.04e-02
r -1.88e-01 4.24e-02 5.11e-02
d 1.52e-01 6.75e-02 5.79e-02
q -1.38e-01 3.23e-02 3.71e-02
i -1.35e-01 5.01e-02 5.74e-02
t 1.19e-01 6.11e-02 5.42e-02
a -7.85e-02 7.56e-02 8.18e-02
k -7.28e-02 5.47e-02 5.88e-02
s 6.90e-02 6.28e-02 5.86e-02
v -4.35e-02 6.88e-02 7.19e-02
h -4.20e-02 2.21e-02 2.30e-02
l 3.54e-02 9.55e-02 9.21e-02
00 00 D SM aa 0 0.073 n 6.61e-01 8.31e-02 4.29e-02
d 6.05e-01 1.07e-01 5.83e-02
m -6.01e-01 1.16e-02 2.12e-02
i -5.56e-01 3.29e-02 5.74e-02
g -5.37e-01 4.35e-02 7.44e-02
c -4.49e-01 9.12e-03 1.43e-02
v -3.92e-01 4.86e-02 7.19e-02
t 3.84e-01 8.01e-02 5.46e-02
y -3.64e-01 2.42e-02 3.49e-02
s 3.44e-01 8.35e-02 5.92e-02
a -3.44e-01 5.77e-02 8.14e-02
f -2.73e-01 3.07e-02 4.03e-02
w -2.06e-01 1.12e-02 1.38e-02
p -2.03e-01 3.75e-02 4.60e-02
h 1.95e-01 2.79e-02 2.30e-02
l -1.74e-01 7.71e-02 9.17e-02
k 1.33e-01 6.71e-02 5.87e-02
r 1.33e-01 5.82e-02 5.10e-02
q 9.33e-02 4.07e-02 3.70e-02
e 8.56e-03 6.86e-02 6.80e-02
01 01 D SM aa 1 0.072 p -2.72e+00 3.03e-03 4.58e-02
g -8.29e-01 3.25e-02 7.44e-02
f 4.64e-01 6.42e-02 4.04e-02
d -3.97e-01 3.91e-02 5.82e-02
y 3.37e-01 4.89e-02 3.49e-02
i 3.23e-01 7.95e-02 5.75e-02
h 3.19e-01 3.16e-02 2.30e-02
w 2.83e-01 1.84e-02 1.38e-02
n -2.70e-01 3.27e-02 4.28e-02
r 2.15e-01 6.32e-02 5.09e-02
v 1.61e-01 8.46e-02 7.21e-02
m 1.26e-01 2.40e-02 2.12e-02
q 1.14e-01 4.15e-02 3.70e-02
a 6.77e-02 8.72e-02 8.15e-02
k -6.56e-02 5.49e-02 5.86e-02
e 4.08e-02 7.09e-02 6.81e-02
s 2.82e-02 6.05e-02 5.88e-02
c 1.91e-02 1.46e-02 1.43e-02
t 1.75e-02 5.55e-02 5.45e-02
l 1.22e-02 9.31e-02 9.20e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.398
08 -0.398 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.227
10 -0.227 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.041
12 -0.041 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.152
14 -0.152 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.063
16 -0.063 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.516
18 -0.516 1.000
DATA_CLASS 78
CLASS 78 - weight 6314 normalized weight 0.004 relative strength 1.91e-04 *******
class cross entropy w.r.t. global class 1.02e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.938 (-6.34e-01 4.00e-01) 3.62e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.938 ( 5.20e+00 4.00e-01) 1.64e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.927 (-6.38e-01 4.00e-01) 3.62e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.927 ( 5.10e+00 4.00e-01) 1.38e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.923 (-6.41e-01 4.00e-01) 3.63e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.923 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.915 (-6.49e-01 4.00e-01) 3.64e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.915 ( 5.10e+00 4.00e-01) 1.39e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.516 ( 1.86e+00 1.58e+00) 6.59e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.516 ( 3.45e+00 1.50e+00) 7.26e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.487 ( 1.71e+00 1.62e+00) 5.51e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.487 ( 3.56e+00 1.45e+00) 6.81e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.356 v -1.57e+00 1.50e-02 7.21e-02
i -1.53e+00 1.25e-02 5.75e-02
m -1.35e+00 5.48e-03 2.12e-02
g 1.23e+00 2.54e-01 7.44e-02
w -1.11e+00 4.54e-03 1.38e-02
l -9.85e-01 3.44e-02 9.20e-02
n 8.73e-01 1.02e-01 4.28e-02
p -8.38e-01 1.98e-02 4.58e-02
d 7.04e-01 1.18e-01 5.82e-02
f -6.94e-01 2.02e-02 4.04e-02
r -6.82e-01 2.58e-02 5.09e-02
k -6.70e-01 3.00e-02 5.86e-02
a -6.43e-01 4.29e-02 8.15e-02
s 6.39e-01 1.11e-01 5.88e-02
q -4.91e-01 2.27e-02 3.70e-02
c 4.79e-01 2.31e-02 1.43e-02
e -3.77e-01 4.67e-02 6.81e-02
y -3.69e-01 2.41e-02 3.49e-02
h 3.35e-01 3.21e-02 2.30e-02
t 4.50e-03 5.48e-02 5.45e-02
00 00 D SM aa 0 0.302 g 1.47e+00 3.25e-01 7.44e-02
i -9.06e-01 2.32e-02 5.74e-02
l -8.11e-01 4.08e-02 9.17e-02
v -7.71e-01 3.33e-02 7.19e-02
k -5.89e-01 3.26e-02 5.87e-02
w -5.45e-01 8.00e-03 1.38e-02
q -5.05e-01 2.24e-02 3.70e-02
m -4.07e-01 1.41e-02 2.12e-02
e -3.95e-01 4.58e-02 6.80e-02
f -3.50e-01 2.84e-02 4.03e-02
p -3.48e-01 3.25e-02 4.60e-02
r -3.43e-01 3.61e-02 5.10e-02
a -3.30e-01 5.86e-02 8.14e-02
n 1.85e-01 5.16e-02 4.29e-02
t -1.76e-01 4.58e-02 5.46e-02
s 1.40e-01 6.81e-02 5.92e-02
y -8.64e-02 3.20e-02 3.49e-02
d 7.90e-02 6.30e-02 5.83e-02
h 7.66e-02 2.48e-02 2.30e-02
c -5.50e-03 1.42e-02 1.43e-02
05 05 D SM aa 5 0.064 p -1.74e+00 8.02e-03 4.56e-02
g -8.27e-01 3.26e-02 7.45e-02
m 3.48e-01 3.01e-02 2.13e-02
w 3.22e-01 1.92e-02 1.39e-02
l 3.11e-01 1.26e-01 9.21e-02
e -2.99e-01 5.06e-02 6.82e-02
f 2.85e-01 5.37e-02 4.04e-02
i 2.76e-01 7.56e-02 5.74e-02
r 2.56e-01 6.61e-02 5.11e-02
q 2.49e-01 4.75e-02 3.71e-02
a 2.41e-01 1.04e-01 8.18e-02
s -2.34e-01 4.64e-02 5.86e-02
n -2.02e-01 3.50e-02 4.29e-02
d -1.80e-01 4.84e-02 5.79e-02
h 1.33e-01 2.63e-02 2.30e-02
t -1.03e-01 4.89e-02 5.42e-02
y 9.95e-02 3.86e-02 3.49e-02
k -8.23e-02 5.41e-02 5.88e-02
c -6.87e-02 1.34e-02 1.44e-02
v 5.09e-02 7.57e-02 7.19e-02
02 02 D SM aa 2 0.055 p 9.01e-01 1.12e-01 4.56e-02
w 6.45e-01 2.64e-02 1.39e-02
n -4.56e-01 2.71e-02 4.28e-02
g -4.43e-01 4.78e-02 7.45e-02
d -3.54e-01 4.08e-02 5.82e-02
k -2.10e-01 4.75e-02 5.86e-02
r -1.88e-01 4.23e-02 5.10e-02
h -1.72e-01 1.94e-02 2.30e-02
v -1.55e-01 6.17e-02 7.21e-02
q -1.16e-01 3.30e-02 3.70e-02
a 1.06e-01 9.07e-02 8.16e-02
e 1.02e-01 7.54e-02 6.81e-02
i 5.37e-02 6.07e-02 5.75e-02
y 4.04e-02 3.64e-02 3.49e-02
c 3.84e-02 1.49e-02 1.43e-02
f -3.07e-02 3.92e-02 4.04e-02
t -2.57e-02 5.30e-02 5.44e-02
s 1.87e-02 5.98e-02 5.87e-02
l -1.73e-02 9.05e-02 9.21e-02
m -1.09e-02 2.10e-02 2.12e-02
03 03 D SM aa 3 0.031 e 5.45e-01 1.18e-01 6.82e-02
p -4.89e-01 2.79e-02 4.55e-02
w 3.30e-01 1.93e-02 1.39e-02
y -3.16e-01 2.55e-02 3.50e-02
n -2.71e-01 3.27e-02 4.28e-02
a 2.63e-01 1.06e-01 8.17e-02
f -2.35e-01 3.19e-02 4.04e-02
i -1.73e-01 4.84e-02 5.75e-02
h 1.66e-01 2.72e-02 2.30e-02
v -1.55e-01 6.17e-02 7.21e-02
c -1.33e-01 1.25e-02 1.43e-02
t -1.25e-01 4.80e-02 5.43e-02
l -1.22e-01 8.16e-02 9.22e-02
m -9.97e-02 1.92e-02 2.12e-02
q 8.52e-02 4.04e-02 3.71e-02
s 8.22e-02 6.37e-02 5.87e-02
g -8.19e-02 6.86e-02 7.45e-02
d 6.83e-02 6.22e-02 5.81e-02
r -5.01e-02 4.85e-02 5.10e-02
k -2.92e-02 5.69e-02 5.86e-02
04 04 D SM aa 4 0.025 p -7.11e-01 2.24e-02 4.56e-02
h -3.30e-01 1.65e-02 2.30e-02
a 3.28e-01 1.13e-01 8.17e-02
e 3.14e-01 9.34e-02 6.82e-02
q 2.43e-01 4.72e-02 3.71e-02
i -2.19e-01 4.62e-02 5.74e-02
v -1.92e-01 5.94e-02 7.20e-02
n -1.83e-01 3.57e-02 4.28e-02
f -1.74e-01 3.39e-02 4.04e-02
w -1.72e-01 1.17e-02 1.39e-02
s 1.46e-01 6.77e-02 5.85e-02
y -1.32e-01 3.06e-02 3.49e-02
k -1.23e-01 5.19e-02 5.87e-02
d 7.52e-02 6.26e-02 5.80e-02
g -5.85e-02 7.03e-02 7.45e-02
m 5.24e-02 2.24e-02 2.13e-02
c 4.81e-02 1.51e-02 1.43e-02
r 3.65e-02 5.30e-02 5.11e-02
t -2.72e-02 5.28e-02 5.43e-02
l 1.73e-02 9.38e-02 9.22e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.060
08 0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.220
10 0.220 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.277
12 -0.277 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.206
14 -0.206 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.177
16 -0.177 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.313
18 -0.313 1.000
DATA_CLASS 79
CLASS 79 - weight 6281 normalized weight 0.004 relative strength 3.06e-03 *******
class cross entropy w.r.t. global class 9.95e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.876 (-4.00e-01 4.00e-01) 3.03e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.876 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.868 ( 2.49e+00 4.00e-01) 4.18e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.868 ( 4.55e+00 5.85e-01) 5.04e-03 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.828 ( 2.45e+00 4.78e-01) 3.42e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.828 ( 4.72e+00 5.55e-01) 3.15e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.798 (-6.62e-02 4.00e-01) 2.19e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.798 ( 4.71e+00 4.00e-01) 4.22e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.730 ( 2.29e+00 5.26e-01) 2.81e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.730 ( 4.65e+00 5.47e-01) 1.97e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.347 i -1.82e+00 9.29e-03 5.75e-02
p 1.31e+00 1.70e-01 4.56e-02
v -1.27e+00 2.02e-02 7.21e-02
f -1.23e+00 1.18e-02 4.04e-02
l -1.17e+00 2.85e-02 9.21e-02
m -1.13e+00 6.86e-03 2.12e-02
d 1.06e+00 1.69e-01 5.82e-02
w -8.82e-01 5.74e-03 1.39e-02
y -8.69e-01 1.47e-02 3.49e-02
n 7.49e-01 9.06e-02 4.28e-02
e -6.25e-01 3.65e-02 6.81e-02
h 5.68e-01 4.06e-02 2.30e-02
s 5.33e-01 1.00e-01 5.87e-02
q -5.03e-01 2.24e-02 3.70e-02
a -3.89e-01 5.53e-02 8.16e-02
k -3.65e-01 4.07e-02 5.86e-02
r -2.26e-01 4.07e-02 5.10e-02
g -1.90e-01 6.16e-02 7.45e-02
t 1.15e-01 6.10e-02 5.44e-02
c 8.09e-02 1.55e-02 1.43e-02
04 04 D SM aa 4 0.310 p -2.27e+00 4.73e-03 4.56e-02
v -1.90e+00 1.08e-02 7.20e-02
i -1.60e+00 1.16e-02 5.74e-02
l -1.20e+00 2.79e-02 9.22e-02
d 1.16e+00 1.85e-01 5.80e-02
n 1.06e+00 1.23e-01 4.28e-02
m -8.19e-01 9.38e-03 2.13e-02
c -8.10e-01 6.38e-03 1.43e-02
a -5.39e-01 4.77e-02 8.17e-02
s 5.19e-01 9.83e-02 5.85e-02
t 4.39e-01 8.42e-02 5.43e-02
r -3.60e-01 3.56e-02 5.11e-02
f -3.43e-01 2.87e-02 4.04e-02
h 3.09e-01 3.13e-02 2.30e-02
w 2.78e-01 1.83e-02 1.39e-02
e 2.28e-01 8.57e-02 6.82e-02
k -1.20e-01 5.20e-02 5.87e-02
y -1.11e-01 3.13e-02 3.49e-02
q -7.88e-02 3.42e-02 3.71e-02
g -1.82e-02 7.32e-02 7.45e-02
03 03 D SM aa 3 0.286 p 1.65e+00 2.36e-01 4.55e-02
g -1.12e+00 2.42e-02 7.45e-02
i -8.48e-01 2.46e-02 5.75e-02
y -7.22e-01 1.70e-02 3.50e-02
m -6.82e-01 1.07e-02 2.12e-02
v -6.79e-01 3.66e-02 7.21e-02
f -6.12e-01 2.19e-02 4.04e-02
n -5.72e-01 2.42e-02 4.28e-02
l -4.47e-01 5.90e-02 9.22e-02
c -4.25e-01 9.36e-03 1.43e-02
h -4.20e-01 1.51e-02 2.30e-02
e 3.75e-01 9.92e-02 6.82e-02
q -3.17e-01 2.70e-02 3.71e-02
t -2.66e-01 4.16e-02 5.43e-02
s 1.92e-01 7.11e-02 5.87e-02
r -1.81e-01 4.26e-02 5.10e-02
d 1.54e-01 6.78e-02 5.81e-02
w 1.45e-01 1.60e-02 1.39e-02
k 1.45e-01 6.77e-02 5.86e-02
a 7.49e-02 8.80e-02 8.17e-02
06 08 R MNcn psi0 0.252 ( 1.51e+00 1.28e+00) 5.42e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.252 ( 4.49e+00 4.73e-01) 1.20e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.163 e -1.15e+00 2.16e-02 6.81e-02
n -1.10e+00 1.43e-02 4.28e-02
d -1.07e+00 2.00e-02 5.82e-02
c 6.84e-01 2.84e-02 1.43e-02
g -6.63e-01 3.84e-02 7.44e-02
k -6.50e-01 3.06e-02 5.86e-02
f 6.50e-01 7.74e-02 4.04e-02
q -6.44e-01 1.94e-02 3.70e-02
s -6.06e-01 3.21e-02 5.88e-02
i 5.39e-01 9.87e-02 5.75e-02
v 5.37e-01 1.23e-01 7.21e-02
p 5.25e-01 7.75e-02 4.58e-02
l 4.97e-01 1.51e-01 9.20e-02
w 3.80e-01 2.02e-02 1.38e-02
y 3.76e-01 5.08e-02 3.49e-02
t -3.25e-01 3.94e-02 5.45e-02
h -3.06e-01 1.69e-02 2.30e-02
m 2.65e-01 2.76e-02 2.12e-02
r -1.69e-01 4.30e-02 5.09e-02
a -1.63e-01 6.93e-02 8.15e-02
05 05 D SM aa 5 0.121 p -2.61e+00 3.34e-03 4.56e-02
g -1.06e+00 2.58e-02 7.45e-02
d 7.17e-01 1.19e-01 5.79e-02
c 5.42e-01 2.47e-02 1.44e-02
r -5.22e-01 3.03e-02 5.11e-02
s 5.08e-01 9.74e-02 5.86e-02
n 3.71e-01 6.21e-02 4.29e-02
l -3.64e-01 6.40e-02 9.21e-02
h 3.49e-01 3.27e-02 2.30e-02
i -3.42e-01 4.07e-02 5.74e-02
t 3.18e-01 7.45e-02 5.42e-02
k -2.86e-01 4.42e-02 5.88e-02
y 2.43e-01 4.45e-02 3.49e-02
w 2.14e-01 1.72e-02 1.39e-02
a 1.74e-01 9.73e-02 8.18e-02
e -1.44e-01 5.91e-02 6.82e-02
q -1.30e-01 3.26e-02 3.71e-02
m 9.14e-02 2.33e-02 2.13e-02
v -8.58e-02 6.60e-02 7.19e-02
f 2.94e-02 4.16e-02 4.04e-02
00 00 D SM aa 0 0.023 g -7.67e-01 3.45e-02 7.44e-02
t 2.63e-01 7.10e-02 5.46e-02
h 2.54e-01 2.96e-02 2.30e-02
y 2.46e-01 4.46e-02 3.49e-02
c 2.41e-01 1.82e-02 1.43e-02
a -2.11e-01 6.60e-02 8.14e-02
w 1.61e-01 1.62e-02 1.38e-02
d -1.36e-01 5.08e-02 5.83e-02
k 1.19e-01 6.62e-02 5.87e-02
v 1.15e-01 8.07e-02 7.19e-02
s -1.14e-01 5.28e-02 5.92e-02
i 1.07e-01 6.39e-02 5.74e-02
q 8.82e-02 4.05e-02 3.70e-02
p 8.22e-02 4.99e-02 4.60e-02
l -7.98e-02 8.47e-02 9.17e-02
f 5.70e-02 4.27e-02 4.03e-02
r 5.34e-02 5.38e-02 5.10e-02
n 3.71e-02 4.45e-02 4.29e-02
m -2.59e-02 2.07e-02 2.12e-02
e 1.21e-02 6.89e-02 6.80e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.289
08 -0.289 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.188
10 -0.188 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.033
12 -0.033 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.320
14 -0.320 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.453
16 -0.453 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.209
18 0.209 1.000
DATA_CLASS 80
CLASS 80 - weight 6275 normalized weight 0.004 relative strength 1.49e-02 *******
class cross entropy w.r.t. global class 1.75e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.852 ( 1.33e+00 4.00e-01) 8.04e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.852 ( 2.71e-01 4.14e-01) 1.33e+00 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 1.261 p -5.35e+00 2.19e-04 4.60e-02
i -4.63e+00 5.61e-04 5.74e-02
v -3.60e+00 1.97e-03 7.19e-02
t -2.59e+00 4.11e-03 5.46e-02
g 2.16e+00 6.46e-01 7.44e-02
l -2.02e+00 1.22e-02 9.17e-02
w -1.99e+00 1.90e-03 1.38e-02
a -1.77e+00 1.39e-02 8.14e-02
c -1.42e+00 3.44e-03 1.43e-02
y -1.40e+00 8.64e-03 3.49e-02
f -1.38e+00 1.01e-02 4.03e-02
e -1.20e+00 2.05e-02 6.80e-02
m -1.18e+00 6.53e-03 2.12e-02
s -1.10e+00 1.98e-02 5.92e-02
n 8.31e-01 9.84e-02 4.29e-02
q -7.64e-01 1.73e-02 3.70e-02
r -5.68e-01 2.89e-02 5.10e-02
k -5.07e-01 3.54e-02 5.87e-02
h -2.83e-01 1.73e-02 2.30e-02
d -8.88e-02 5.33e-02 5.83e-02
07 10 R MNcn psi1 0.936 ( 2.53e+00 4.00e-01) 4.29e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.936 ( 4.52e+00 4.93e-01) 4.90e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.918 ( 2.38e+00 4.00e-01) 3.91e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.918 ( 4.63e+00 4.69e-01) 1.88e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.908 ( 2.42e+00 4.44e-01) 3.63e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.908 ( 4.70e+00 4.71e-01) 3.21e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.870 ( 2.42e+00 4.00e-01) 4.01e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.870 ( 4.47e+00 5.10e-01) 1.37e-01 ( 4.54e+00 1.01e+00)
11 17 R MNcn phi5 0.302 ( 4.93e+00 4.09e-01) 9.52e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.302 ( 9.96e-01 1.49e+00) 1.26e-01 ( 8.09e-01 1.53e+00)
03 03 D SM aa 3 0.240 d -1.70e+00 1.07e-02 5.81e-02
g -1.51e+00 1.65e-02 7.45e-02
n -1.24e+00 1.23e-02 4.28e-02
e -9.64e-01 2.60e-02 6.82e-02
s -8.91e-01 2.41e-02 5.87e-02
i 7.67e-01 1.24e-01 5.75e-02
v 7.40e-01 1.51e-01 7.21e-02
p 7.35e-01 9.49e-02 4.55e-02
a -5.78e-01 4.58e-02 8.17e-02
y 5.58e-01 6.11e-02 3.50e-02
k -5.25e-01 3.47e-02 5.86e-02
l 4.99e-01 1.52e-01 9.22e-02
q -4.28e-01 2.42e-02 3.71e-02
m 3.36e-01 2.97e-02 2.12e-02
f 3.07e-01 5.49e-02 4.04e-02
r -2.99e-01 3.78e-02 5.10e-02
c 2.94e-01 1.92e-02 1.43e-02
w 2.50e-01 1.78e-02 1.39e-02
t -2.38e-01 4.28e-02 5.43e-02
h -1.03e-01 2.08e-02 2.30e-02
02 02 D SM aa 2 0.138 g -1.66e+00 1.42e-02 7.45e-02
p 1.11e+00 1.38e-01 4.56e-02
w 7.91e-01 3.06e-02 1.39e-02
d -6.09e-01 3.16e-02 5.82e-02
n -5.58e-01 2.45e-02 4.28e-02
a -3.78e-01 5.59e-02 8.16e-02
q -3.02e-01 2.74e-02 3.70e-02
f -2.90e-01 3.02e-02 4.04e-02
t 2.85e-01 7.24e-02 5.44e-02
k 2.76e-01 7.72e-02 5.86e-02
l -2.50e-01 7.17e-02 9.21e-02
v 2.26e-01 9.03e-02 7.21e-02
s -1.88e-01 4.87e-02 5.87e-02
r 1.80e-01 6.10e-02 5.10e-02
h -1.78e-01 1.92e-02 2.30e-02
e 1.55e-01 7.95e-02 6.81e-02
y -1.13e-01 3.12e-02 3.49e-02
c 1.01e-01 1.58e-02 1.43e-02
i 2.97e-02 5.93e-02 5.75e-02
m -2.55e-02 2.07e-02 2.12e-02
05 05 D SM aa 5 0.133 p 1.30e+00 1.67e-01 4.56e-02
g -1.01e+00 2.73e-02 7.45e-02
y -5.07e-01 2.10e-02 3.49e-02
f -4.47e-01 2.58e-02 4.04e-02
h -4.23e-01 1.51e-02 2.30e-02
w -4.15e-01 9.18e-03 1.39e-02
q -3.10e-01 2.72e-02 3.71e-02
c -2.66e-01 1.10e-02 1.44e-02
d 2.18e-01 7.21e-02 5.79e-02
k -2.06e-01 4.78e-02 5.88e-02
l 1.95e-01 1.12e-01 9.21e-02
r -1.82e-01 4.26e-02 5.11e-02
m -1.77e-01 1.78e-02 2.13e-02
n -1.31e-01 3.76e-02 4.29e-02
s -1.06e-01 5.27e-02 5.86e-02
a -1.04e-01 7.37e-02 8.18e-02
i -8.95e-02 5.24e-02 5.74e-02
v -4.71e-02 6.86e-02 7.19e-02
t -3.22e-02 5.25e-02 5.42e-02
e -3.08e-02 6.62e-02 6.82e-02
04 04 D SM aa 4 0.109 p 1.11e+00 1.38e-01 4.56e-02
g -6.76e-01 3.79e-02 7.45e-02
a -5.18e-01 4.87e-02 8.17e-02
c 4.55e-01 2.26e-02 1.43e-02
t 3.97e-01 8.07e-02 5.43e-02
k -3.60e-01 4.09e-02 5.87e-02
y -3.57e-01 2.45e-02 3.49e-02
d 3.40e-01 8.15e-02 5.80e-02
f -3.32e-01 2.90e-02 4.04e-02
s 3.05e-01 7.94e-02 5.85e-02
e -3.02e-01 5.05e-02 6.82e-02
m -2.58e-01 1.64e-02 2.13e-02
q -2.48e-01 2.89e-02 3.71e-02
w -2.33e-01 1.10e-02 1.39e-02
l -2.24e-01 7.37e-02 9.22e-02
r -1.90e-01 4.22e-02 5.11e-02
i -1.32e-01 5.03e-02 5.74e-02
n 9.85e-02 4.73e-02 4.28e-02
h 7.40e-02 2.48e-02 2.30e-02
v -4.42e-03 7.17e-02 7.20e-02
01 01 D SM aa 1 0.093 p -1.63e+00 8.97e-03 4.58e-02
d -9.50e-01 2.25e-02 5.82e-02
g -6.23e-01 3.99e-02 7.44e-02
k 6.01e-01 1.07e-01 5.86e-02
q 5.24e-01 6.25e-02 3.70e-02
v 4.50e-01 1.13e-01 7.21e-02
n -4.27e-01 2.79e-02 4.28e-02
r 3.57e-01 7.28e-02 5.09e-02
s -2.69e-01 4.50e-02 5.88e-02
i 2.14e-01 7.13e-02 5.75e-02
a -2.08e-01 6.62e-02 8.15e-02
c 1.60e-01 1.68e-02 1.43e-02
e 1.41e-01 7.84e-02 6.81e-02
f -1.25e-01 3.57e-02 4.04e-02
h 1.09e-01 2.56e-02 2.30e-02
l -1.08e-01 8.26e-02 9.20e-02
w -1.03e-01 1.25e-02 1.38e-02
m 4.92e-02 2.23e-02 2.12e-02
y 1.66e-02 3.55e-02 3.49e-02
t -1.30e-02 5.38e-02 5.45e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.624
08 -0.624 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.144
10 -0.144 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.026
12 0.026 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.036
14 -0.036 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.103
16 0.103 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.265
18 -0.265 1.000
DATA_CLASS 81
CLASS 81 - weight 6259 normalized weight 0.004 relative strength 1.78e-05 *******
class cross entropy w.r.t. global class 1.21e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.896 ( 1.29e+00 4.00e-01) 8.14e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.896 ( 2.62e-01 5.08e-01) 1.08e+00 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 0.926 p -4.13e+00 7.33e-04 4.55e-02
i -3.29e+00 2.13e-03 5.75e-02
v -2.82e+00 4.28e-03 7.21e-02
g 1.98e+00 5.40e-01 7.45e-02
t -1.82e+00 8.81e-03 5.43e-02
l -1.43e+00 2.20e-02 9.22e-02
a -1.16e+00 2.56e-02 8.17e-02
m -1.13e+00 6.85e-03 2.12e-02
s -8.47e-01 2.52e-02 5.87e-02
e -8.09e-01 3.04e-02 6.82e-02
n 8.02e-01 9.55e-02 4.28e-02
w -6.30e-01 7.39e-03 1.39e-02
k -6.26e-01 3.13e-02 5.86e-02
q -6.05e-01 2.02e-02 3.71e-02
y -5.56e-01 2.00e-02 3.50e-02
c -5.44e-01 8.31e-03 1.43e-02
f -4.36e-01 2.61e-02 4.04e-02
r -3.27e-01 3.68e-02 5.10e-02
h 1.99e-01 2.81e-02 2.30e-02
d 3.34e-02 6.01e-02 5.81e-02
08 11 R MNcn phi2 0.469 ( 4.97e+00 4.05e-01) 1.05e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.469 ( 1.49e+00 1.26e+00) 5.38e-01 ( 8.13e-01 1.53e+00)
11 18 R MNcn psi5 0.437 ( 1.61e+00 1.39e+00) 5.80e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.437 ( 3.59e+00 1.52e+00) 6.28e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.224 ( 1.70e+00 1.26e+00) 6.96e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.224 ( 4.52e+00 5.73e-01) 4.64e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.193 ( 1.49e+00 1.36e+00) 4.94e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.193 ( 4.59e+00 5.45e-01) 7.99e-02 ( 4.54e+00 1.01e+00)
10 15 R MNcn phi4 0.170 ( 4.53e+00 4.96e-01) 3.27e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.170 ( 7.15e-01 1.43e+00) 6.62e-02 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 0.150 g 1.16e+00 2.37e-01 7.45e-02
p -7.14e-01 2.23e-02 4.56e-02
k -5.00e-01 3.57e-02 5.88e-02
a -4.70e-01 5.11e-02 8.18e-02
l -3.89e-01 6.25e-02 9.21e-02
q -3.03e-01 2.74e-02 3.71e-02
v -2.93e-01 5.36e-02 7.19e-02
e -2.93e-01 5.09e-02 6.82e-02
c 2.91e-01 1.92e-02 1.44e-02
n 2.85e-01 5.70e-02 4.29e-02
w -2.73e-01 1.06e-02 1.39e-02
i -2.60e-01 4.42e-02 5.74e-02
r -2.51e-01 3.98e-02 5.11e-02
m -2.37e-01 1.68e-02 2.13e-02
f 1.47e-01 4.67e-02 4.04e-02
h 4.39e-02 2.41e-02 2.30e-02
s -3.19e-02 5.67e-02 5.86e-02
t -2.79e-02 5.28e-02 5.42e-02
d -1.82e-02 5.69e-02 5.79e-02
y 1.94e-03 3.50e-02 3.49e-02
02 02 D SM aa 2 0.137 g -1.22e+00 2.20e-02 7.45e-02
p 1.02e+00 1.26e-01 4.56e-02
d 7.07e-01 1.18e-01 5.82e-02
v -5.94e-01 3.98e-02 7.21e-02
l -5.38e-01 5.38e-02 9.21e-02
i -4.41e-01 3.70e-02 5.75e-02
f -4.34e-01 2.62e-02 4.04e-02
n 4.09e-01 6.45e-02 4.28e-02
w -3.96e-01 9.33e-03 1.39e-02
y -3.88e-01 2.37e-02 3.49e-02
m -3.60e-01 1.48e-02 2.12e-02
t 2.67e-01 7.11e-02 5.44e-02
a -2.62e-01 6.28e-02 8.16e-02
h 2.41e-01 2.93e-02 2.30e-02
k 9.94e-02 6.47e-02 5.86e-02
s 8.98e-02 6.42e-02 5.87e-02
r 8.67e-02 5.56e-02 5.10e-02
q -4.92e-02 3.53e-02 3.70e-02
c -1.70e-02 1.41e-02 1.43e-02
e -1.06e-02 6.74e-02 6.81e-02
04 04 D SM aa 4 0.082 p -1.33e+00 1.20e-02 4.56e-02
g -7.99e-01 3.35e-02 7.45e-02
c 7.66e-01 3.09e-02 1.43e-02
n 4.85e-01 6.96e-02 4.28e-02
i -4.82e-01 3.55e-02 5.74e-02
s 4.72e-01 9.38e-02 5.85e-02
t 3.86e-01 7.98e-02 5.43e-02
k 3.17e-01 8.06e-02 5.87e-02
a -2.80e-01 6.17e-02 8.17e-02
q 2.74e-01 4.87e-02 3.71e-02
d 2.65e-01 7.56e-02 5.80e-02
e -2.61e-01 5.26e-02 6.82e-02
l -2.43e-01 7.23e-02 9.22e-02
w -1.92e-01 1.15e-02 1.39e-02
h 1.68e-01 2.72e-02 2.30e-02
v -1.43e-01 6.24e-02 7.20e-02
f -1.31e-01 3.54e-02 4.04e-02
r 1.17e-01 5.74e-02 5.11e-02
y 7.72e-02 3.77e-02 3.49e-02
m 2.15e-02 2.17e-02 2.13e-02
01 01 D SM aa 1 0.041 p 6.74e-01 8.99e-02 4.58e-02
c 6.48e-01 2.74e-02 1.43e-02
e -4.60e-01 4.30e-02 6.81e-02
g -4.38e-01 4.80e-02 7.44e-02
w 3.54e-01 1.97e-02 1.38e-02
q -2.80e-01 2.80e-02 3.70e-02
y 2.39e-01 4.43e-02 3.49e-02
a -2.27e-01 6.50e-02 8.15e-02
k -2.05e-01 4.77e-02 5.86e-02
f 1.57e-01 4.73e-02 4.04e-02
r -1.55e-01 4.37e-02 5.09e-02
l 1.51e-01 1.07e-01 9.20e-02
t 1.45e-01 6.30e-02 5.45e-02
n -8.44e-02 3.93e-02 4.28e-02
h -6.35e-02 2.16e-02 2.30e-02
d 5.10e-02 6.12e-02 5.82e-02
m -4.66e-02 2.02e-02 2.12e-02
v -3.63e-02 6.95e-02 7.21e-02
s -2.04e-02 5.77e-02 5.88e-02
i -1.79e-02 5.65e-02 5.75e-02
00 00 D SM aa 0 0.030 d 5.85e-01 1.05e-01 5.83e-02
c 3.47e-01 2.02e-02 1.43e-02
g -3.37e-01 5.31e-02 7.44e-02
e -2.90e-01 5.09e-02 6.80e-02
s 2.36e-01 7.49e-02 5.92e-02
k -2.18e-01 4.72e-02 5.87e-02
w 2.04e-01 1.69e-02 1.38e-02
n 1.98e-01 5.23e-02 4.29e-02
q -1.83e-01 3.09e-02 3.70e-02
r -1.66e-01 4.32e-02 5.10e-02
a -1.63e-01 6.92e-02 8.14e-02
p 1.21e-01 5.19e-02 4.60e-02
l -1.18e-01 8.16e-02 9.17e-02
m -1.08e-01 1.91e-02 2.12e-02
t 8.54e-02 5.95e-02 5.46e-02
i -8.19e-02 5.29e-02 5.74e-02
h 7.25e-02 2.47e-02 2.30e-02
y 7.04e-02 3.74e-02 3.49e-02
v -4.87e-02 6.85e-02 7.19e-02
f 2.08e-02 4.12e-02 4.03e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.354
08 -0.354 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.121
10 -0.121 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.401
12 0.401 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.713
14 -0.713 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.078
16 -0.078 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.078
18 0.078 1.000
DATA_CLASS 82
CLASS 82 - weight 6236 normalized weight 0.004 relative strength 8.63e-01 *******
class cross entropy w.r.t. global class 1.51e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
05 05 D SM aa 5 1.729 p -7.91e+00 1.68e-05 4.56e-02
k -6.84e+00 6.30e-05 5.88e-02
r -6.79e+00 5.76e-05 5.11e-02
v -6.78e+00 8.19e-05 7.19e-02
f -6.11e+00 8.98e-05 4.04e-02
t -6.06e+00 1.27e-04 5.42e-02
g -5.99e+00 1.87e-04 7.45e-02
h -5.84e+00 6.71e-05 2.30e-02
s -5.55e+00 2.29e-04 5.86e-02
w -5.18e+00 7.80e-05 1.39e-02
c -4.57e+00 1.48e-04 1.44e-02
l -4.53e+00 9.93e-04 9.21e-02
y -3.80e+00 7.83e-04 3.49e-02
i -3.50e+00 1.73e-03 5.74e-02
e 2.12e+00 5.67e-01 6.82e-02
n -1.89e+00 6.48e-03 4.29e-02
d 1.76e+00 3.36e-01 5.79e-02
m -1.07e+00 7.32e-03 2.13e-02
a -8.72e-01 3.42e-02 8.18e-02
q 1.83e-01 4.45e-02 3.71e-02
01 01 D SM aa 1 1.211 y -6.60e+00 4.77e-05 3.49e-02
e -6.35e+00 1.18e-04 6.81e-02
d -6.26e+00 1.12e-04 5.82e-02
f -3.82e+00 8.84e-04 4.04e-02
g -3.07e+00 3.44e-03 7.44e-02
c -2.63e+00 1.03e-03 1.43e-02
v -2.51e+00 5.83e-03 7.21e-02
s -2.24e+00 6.25e-03 5.88e-02
p -2.20e+00 5.08e-03 4.58e-02
k 1.88e+00 3.83e-01 5.86e-02
i -1.85e+00 9.08e-03 5.75e-02
t -1.84e+00 8.63e-03 5.45e-02
w -1.74e+00 2.43e-03 1.38e-02
q 1.63e+00 1.89e-01 3.70e-02
r 1.52e+00 2.32e-01 5.09e-02
n -1.51e+00 9.45e-03 4.28e-02
h -7.16e-01 1.12e-02 2.30e-02
l -5.44e-01 5.34e-02 9.20e-02
m -4.61e-01 1.34e-02 2.12e-02
a -2.11e-01 6.60e-02 8.15e-02
07 10 R MNcn psi1 0.951 (-7.37e-01 4.00e-01) 3.88e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.951 ( 5.19e+00 4.00e-01) 1.61e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.947 (-7.15e-01 4.00e-01) 3.84e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.947 ( 5.18e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.943 (-7.31e-01 4.00e-01) 3.85e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.943 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.942 (-7.20e-01 4.00e-01) 3.83e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.942 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.937 (-7.09e-01 4.00e-01) 3.79e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.937 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.912 (-6.31e-01 4.00e-01) 3.60e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.912 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.336 p -4.98e+00 3.12e-04 4.55e-02
g -1.74e+00 1.31e-02 7.45e-02
d -1.70e+00 1.06e-02 5.81e-02
n -1.42e+00 1.04e-02 4.28e-02
s -1.04e+00 2.07e-02 5.87e-02
m 9.33e-01 5.40e-02 2.12e-02
l 9.12e-01 2.29e-01 9.22e-02
t -7.88e-01 2.47e-02 5.43e-02
k -7.79e-01 2.69e-02 5.86e-02
a 6.73e-01 1.60e-01 8.17e-02
e -6.37e-01 3.61e-02 6.82e-02
r -6.30e-01 2.72e-02 5.10e-02
h -6.18e-01 1.24e-02 2.30e-02
f 5.34e-01 6.89e-02 4.04e-02
i 4.93e-01 9.42e-02 5.75e-02
v 4.64e-01 1.15e-01 7.21e-02
q -3.77e-01 2.54e-02 3.71e-02
c 3.37e-01 2.00e-02 1.43e-02
y 7.24e-02 3.76e-02 3.50e-02
w -3.92e-02 1.33e-02 1.39e-02
02 02 D SM aa 2 0.249 n -2.29e+00 4.33e-03 4.28e-02
p -1.49e+00 1.03e-02 4.56e-02
g -1.33e+00 1.97e-02 7.45e-02
d -1.23e+00 1.70e-02 5.82e-02
t -1.01e+00 1.98e-02 5.44e-02
s -1.01e+00 2.15e-02 5.87e-02
k 8.52e-01 1.37e-01 5.86e-02
c -7.55e-01 6.73e-03 1.43e-02
r 7.23e-01 1.05e-01 5.10e-02
a 7.16e-01 1.67e-01 8.16e-02
h -6.99e-01 1.14e-02 2.30e-02
q 3.98e-01 5.52e-02 3.70e-02
e 3.96e-01 1.01e-01 6.81e-02
w 3.87e-01 2.04e-02 1.39e-02
v -2.85e-01 5.42e-02 7.21e-02
y -2.72e-01 2.66e-02 3.49e-02
m 2.71e-01 2.78e-02 2.12e-02
f -2.50e-01 3.15e-02 4.04e-02
l 2.09e-01 1.13e-01 9.21e-02
i -1.49e-01 4.96e-02 5.75e-02
04 04 D SM aa 4 0.160 p -6.02e+00 1.10e-04 4.56e-02
g -1.12e+00 2.43e-02 7.45e-02
d -1.07e+00 1.98e-02 5.80e-02
r 6.60e-01 9.88e-02 5.11e-02
t -6.33e-01 2.88e-02 5.43e-02
s -5.92e-01 3.24e-02 5.85e-02
f -5.64e-01 2.30e-02 4.04e-02
k 5.50e-01 1.02e-01 5.87e-02
m 5.41e-01 3.65e-02 2.13e-02
l 4.44e-01 1.44e-01 9.22e-02
a 2.87e-01 1.09e-01 8.17e-02
q 2.53e-01 4.77e-02 3.71e-02
n -2.43e-01 3.36e-02 4.28e-02
w -2.34e-01 1.10e-02 1.39e-02
i 2.10e-01 7.09e-02 5.74e-02
v 1.09e-01 8.03e-02 7.20e-02
e -6.44e-02 6.40e-02 6.82e-02
y 4.92e-02 3.67e-02 3.49e-02
c 3.81e-02 1.49e-02 1.43e-02
h -5.05e-03 2.29e-02 2.30e-02
00 00 D SM aa 0 0.127 p -1.43e+00 1.10e-02 4.60e-02
d -9.51e-01 2.25e-02 5.83e-02
g -9.40e-01 2.90e-02 7.44e-02
h -9.01e-01 9.32e-03 2.30e-02
s -6.47e-01 3.10e-02 5.92e-02
n -6.47e-01 2.25e-02 4.29e-02
a 6.27e-01 1.52e-01 8.14e-02
m 6.21e-01 3.95e-02 2.12e-02
l 4.75e-01 1.47e-01 9.17e-02
v 2.96e-01 9.67e-02 7.19e-02
y -2.39e-01 2.74e-02 3.49e-02
q 2.28e-01 4.65e-02 3.70e-02
t -2.04e-01 4.45e-02 5.46e-02
k -1.81e-01 4.90e-02 5.87e-02
e 1.77e-01 8.12e-02 6.80e-02
r 1.69e-01 6.03e-02 5.10e-02
i 1.43e-01 6.63e-02 5.74e-02
f -1.22e-01 3.57e-02 4.03e-02
w -1.16e-01 1.23e-02 1.38e-02
c 7.08e-02 1.53e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.078
08 -0.078 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.040
10 -0.040 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.065
12 -0.065 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.063
14 -0.063 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.060
16 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.167
18 -0.167 1.000
DATA_CLASS 83
CLASS 83 - weight 6174 normalized weight 0.004 relative strength 1.76e-06 *******
class cross entropy w.r.t. global class 8.71e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.141 ( 1.23e+00 4.00e-01) 8.28e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.141 ( 1.22e+00 1.55e+00) 2.60e-01 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 0.565 p -4.85e+00 3.58e-04 4.56e-02
g 1.75e+00 4.27e-01 7.45e-02
v -1.28e+00 2.01e-02 7.21e-02
i -1.22e+00 1.71e-02 5.75e-02
l -9.13e-01 3.70e-02 9.21e-02
t -7.86e-01 2.48e-02 5.44e-02
a -7.80e-01 3.74e-02 8.16e-02
m -7.39e-01 1.01e-02 2.12e-02
w -5.71e-01 7.84e-03 1.39e-02
n 5.68e-01 7.56e-02 4.28e-02
y -5.18e-01 2.08e-02 3.49e-02
q -4.98e-01 2.25e-02 3.70e-02
f -4.75e-01 2.51e-02 4.04e-02
e -4.18e-01 4.48e-02 6.81e-02
k -3.13e-01 4.28e-02 5.86e-02
c -2.87e-01 1.07e-02 1.43e-02
r -2.17e-01 4.10e-02 5.10e-02
s -2.09e-01 4.76e-02 5.87e-02
h 8.37e-02 2.50e-02 2.30e-02
d 6.54e-02 6.21e-02 5.82e-02
06 08 R MNcn psi0 0.223 ( 1.78e+00 1.30e+00) 7.38e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.223 ( 4.50e+00 5.80e-01) 6.51e-02 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.209 ( 1.79e+00 1.33e+00) 7.42e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.209 ( 4.49e+00 6.21e-01) 7.99e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.203 ( 1.72e+00 1.32e+00) 6.91e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.203 ( 4.50e+00 5.93e-01) 7.53e-02 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.124 ( 1.47e+00 1.45e+00) 4.55e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.124 ( 4.46e+00 6.48e-01) 1.22e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.088 ( 1.12e+00 1.52e+00) 2.00e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.088 ( 4.43e+00 6.46e-01) 1.74e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.044 h 5.69e-01 4.06e-02 2.30e-02
i -5.47e-01 3.33e-02 5.75e-02
d 4.19e-01 8.85e-02 5.82e-02
n 4.13e-01 6.47e-02 4.28e-02
v -3.91e-01 4.87e-02 7.21e-02
s 3.71e-01 8.53e-02 5.88e-02
t 2.82e-01 7.23e-02 5.45e-02
p 2.28e-01 5.76e-02 4.58e-02
l -2.20e-01 7.38e-02 9.20e-02
e -2.16e-01 5.49e-02 6.81e-02
g -2.09e-01 6.04e-02 7.44e-02
c 1.96e-01 1.74e-02 1.43e-02
a -1.83e-01 6.79e-02 8.15e-02
f -1.47e-01 3.49e-02 4.04e-02
q -1.45e-01 3.20e-02 3.70e-02
w 1.38e-01 1.59e-02 1.38e-02
r -1.34e-01 4.46e-02 5.09e-02
k -7.93e-02 5.41e-02 5.86e-02
m -6.42e-02 1.99e-02 2.12e-02
y -4.94e-02 3.32e-02 3.49e-02
00 00 D SM aa 0 0.038 w 4.48e-01 2.16e-02 1.38e-02
c 4.19e-01 2.17e-02 1.43e-02
d 3.86e-01 8.57e-02 5.83e-02
e -3.67e-01 4.71e-02 6.80e-02
s 3.34e-01 8.26e-02 5.92e-02
f 3.05e-01 5.47e-02 4.03e-02
a -2.93e-01 6.07e-02 8.14e-02
k -2.84e-01 4.42e-02 5.87e-02
n 2.81e-01 5.68e-02 4.29e-02
g -2.75e-01 5.65e-02 7.44e-02
l -2.61e-01 7.07e-02 9.17e-02
h 2.36e-01 2.91e-02 2.30e-02
y 2.26e-01 4.37e-02 3.49e-02
p 1.95e-01 5.59e-02 4.60e-02
q -1.90e-01 3.06e-02 3.70e-02
i -1.79e-01 4.80e-02 5.74e-02
r -1.74e-01 4.28e-02 5.10e-02
t 1.67e-01 6.45e-02 5.46e-02
v -1.47e-01 6.21e-02 7.19e-02
m -1.28e-02 2.10e-02 2.12e-02
03 03 D SM aa 3 0.033 p 4.42e-01 7.08e-02 4.55e-02
a -4.29e-01 5.32e-02 8.17e-02
l -3.98e-01 6.19e-02 9.22e-02
m -3.74e-01 1.46e-02 2.12e-02
n 3.05e-01 5.81e-02 4.28e-02
h 2.98e-01 3.10e-02 2.30e-02
d 2.96e-01 7.81e-02 5.81e-02
s 2.84e-01 7.79e-02 5.87e-02
c 2.49e-01 1.84e-02 1.43e-02
i -2.41e-01 4.52e-02 5.75e-02
y -2.19e-01 2.81e-02 3.50e-02
t 1.75e-01 6.48e-02 5.43e-02
v -1.54e-01 6.18e-02 7.21e-02
w -1.49e-01 1.20e-02 1.39e-02
f -1.13e-01 3.61e-02 4.04e-02
k -9.06e-02 5.35e-02 5.86e-02
q 6.28e-02 3.95e-02 3.71e-02
r 4.45e-02 5.33e-02 5.10e-02
e -1.37e-02 6.73e-02 6.82e-02
g 6.88e-04 7.45e-02 7.45e-02
04 04 D SM aa 4 0.031 g -5.76e-01 4.19e-02 7.45e-02
t 3.56e-01 7.75e-02 5.43e-02
c 3.53e-01 2.04e-02 1.43e-02
p 3.50e-01 6.47e-02 4.56e-02
s 3.50e-01 8.30e-02 5.85e-02
l -2.59e-01 7.12e-02 9.22e-02
n 2.48e-01 5.49e-02 4.28e-02
m -2.19e-01 1.71e-02 2.13e-02
a -2.05e-01 6.66e-02 8.17e-02
h 1.82e-01 2.76e-02 2.30e-02
v -1.53e-01 6.17e-02 7.20e-02
i -1.52e-01 4.93e-02 5.74e-02
d 1.31e-01 6.61e-02 5.80e-02
w 1.24e-01 1.57e-02 1.39e-02
e -9.28e-02 6.22e-02 6.82e-02
y -7.37e-02 3.25e-02 3.49e-02
r 5.16e-02 5.38e-02 5.11e-02
q -3.49e-02 3.58e-02 3.71e-02
k -3.47e-02 5.67e-02 5.87e-02
f 2.18e-02 4.13e-02 4.04e-02
05 05 D SM aa 5 0.023 p 5.27e-01 7.73e-02 4.56e-02
w 3.30e-01 1.93e-02 1.39e-02
g -2.56e-01 5.77e-02 7.45e-02
a -2.35e-01 6.46e-02 8.18e-02
e -2.35e-01 5.39e-02 6.82e-02
l -2.30e-01 7.32e-02 9.21e-02
f 2.18e-01 5.02e-02 4.04e-02
m -2.11e-01 1.72e-02 2.13e-02
s 2.04e-01 7.19e-02 5.86e-02
q -1.88e-01 3.07e-02 3.71e-02
h 1.60e-01 2.70e-02 2.30e-02
d 1.12e-01 6.48e-02 5.79e-02
i 8.83e-02 6.26e-02 5.74e-02
t 8.64e-02 5.91e-02 5.42e-02
y 7.15e-02 3.75e-02 3.49e-02
c -4.57e-02 1.37e-02 1.44e-02
k -4.30e-02 5.63e-02 5.88e-02
n -3.88e-02 4.12e-02 4.29e-02
v -3.46e-02 6.95e-02 7.19e-02
r 1.84e-02 5.21e-02 5.11e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.174
08 -0.174 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.285
10 -0.285 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.076
12 -0.076 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.141
14 -0.141 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.188
16 -0.188 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.321
18 -0.321 1.000
DATA_CLASS 84
CLASS 84 - weight 6172 normalized weight 0.004 relative strength 1.92e-02 *******
class cross entropy w.r.t. global class 1.14e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.930 (-4.63e-01 4.00e-01) 3.19e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.930 ( 5.19e+00 4.00e-01) 1.62e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.843 ( 2.45e+00 4.02e-01) 4.06e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.843 ( 4.46e+00 5.72e-01) 1.40e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.830 (-3.24e-01 4.00e-01) 2.84e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.830 ( 5.06e+00 4.00e-01) 1.29e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.797 ( 2.35e+00 4.92e-01) 3.11e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.797 ( 4.71e+00 5.11e-01) 3.19e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.786 (-8.76e-02 4.00e-01) 2.24e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.786 ( 4.60e+00 4.00e-01) 1.39e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.759 ( 2.30e+00 4.97e-01) 3.00e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.759 ( 4.60e+00 5.11e-01) 1.13e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.432 i -1.83e+00 9.21e-03 5.75e-02
v -1.56e+00 1.51e-02 7.21e-02
p 1.30e+00 1.69e-01 4.58e-02
d 1.30e+00 2.14e-01 5.82e-02
l -1.27e+00 2.58e-02 9.20e-02
m -1.20e+00 6.41e-03 2.12e-02
f -1.18e+00 1.24e-02 4.04e-02
w -1.18e+00 4.25e-03 1.38e-02
g -9.27e-01 2.95e-02 7.44e-02
y -8.40e-01 1.51e-02 3.49e-02
n 8.36e-01 9.87e-02 4.28e-02
a -7.17e-01 3.98e-02 8.15e-02
e -5.76e-01 3.83e-02 6.81e-02
s 5.09e-01 9.79e-02 5.88e-02
q -4.77e-01 2.30e-02 3.70e-02
c -3.23e-01 1.04e-02 1.43e-02
h 2.03e-01 2.81e-02 2.30e-02
r -1.82e-01 4.25e-02 5.09e-02
t 1.80e-01 6.52e-02 5.45e-02
k -4.50e-02 5.60e-02 5.86e-02
03 03 D SM aa 3 0.275 i -1.95e+00 8.17e-03 5.75e-02
p -1.61e+00 9.12e-03 4.55e-02
v -1.50e+00 1.61e-02 7.21e-02
l -1.12e+00 2.99e-02 9.22e-02
m -1.04e+00 7.47e-03 2.12e-02
f -9.84e-01 1.51e-02 4.04e-02
e 9.12e-01 1.70e-01 6.82e-02
s 8.81e-01 1.42e-01 5.87e-02
d 7.36e-01 1.21e-01 5.81e-02
y -5.80e-01 1.96e-02 3.50e-02
c -5.73e-01 8.07e-03 1.43e-02
g -5.17e-01 4.44e-02 7.45e-02
n 4.26e-01 6.56e-02 4.28e-02
h 2.52e-01 2.96e-02 2.30e-02
k 2.33e-01 7.39e-02 5.86e-02
w -2.31e-01 1.10e-02 1.39e-02
r 1.74e-01 6.07e-02 5.10e-02
q -1.34e-01 3.24e-02 3.71e-02
t -1.75e-02 5.34e-02 5.43e-02
a 1.34e-02 8.28e-02 8.17e-02
00 00 D SM aa 0 0.225 d -1.46e+00 1.36e-02 5.83e-02
n -1.40e+00 1.06e-02 4.29e-02
e -1.02e+00 2.44e-02 6.80e-02
s -9.63e-01 2.26e-02 5.92e-02
g -9.43e-01 2.90e-02 7.44e-02
i 8.59e-01 1.36e-01 5.74e-02
v 7.95e-01 1.59e-01 7.19e-02
f 6.30e-01 7.57e-02 4.03e-02
q -6.19e-01 2.00e-02 3.70e-02
y 5.00e-01 5.74e-02 3.49e-02
l 4.47e-01 1.43e-01 9.17e-02
w 4.18e-01 2.10e-02 1.38e-02
k -4.11e-01 3.89e-02 5.87e-02
r -4.02e-01 3.41e-02 5.10e-02
c 3.95e-01 2.12e-02 1.43e-02
h -3.65e-01 1.59e-02 2.30e-02
t -3.32e-01 3.92e-02 5.46e-02
a -3.03e-01 6.01e-02 8.14e-02
p 2.14e-01 5.69e-02 4.60e-02
m -1.28e-02 2.10e-02 2.12e-02
05 05 D SM aa 5 0.224 p -2.91e+00 2.49e-03 4.56e-02
g -1.94e+00 1.07e-02 7.45e-02
e -1.09e+00 2.30e-02 6.82e-02
k -8.84e-01 2.43e-02 5.88e-02
i 8.01e-01 1.28e-01 5.74e-02
c 7.07e-01 2.91e-02 1.44e-02
f 6.57e-01 7.78e-02 4.04e-02
m 6.14e-01 3.93e-02 2.13e-02
v 5.62e-01 1.26e-01 7.19e-02
w 5.38e-01 2.38e-02 1.39e-02
l 5.32e-01 1.57e-01 9.21e-02
d -4.25e-01 3.79e-02 5.79e-02
n -3.54e-01 3.01e-02 4.29e-02
a -3.24e-01 5.91e-02 8.18e-02
q -3.04e-01 2.73e-02 3.71e-02
r -2.98e-01 3.80e-02 5.11e-02
y 2.82e-01 4.63e-02 3.49e-02
t -2.08e-01 4.40e-02 5.42e-02
s -1.08e-01 5.26e-02 5.86e-02
h 2.31e-02 2.36e-02 2.30e-02
04 04 D SM aa 4 0.188 p -2.50e+00 3.75e-03 4.56e-02
i -1.16e+00 1.80e-02 5.74e-02
g -1.11e+00 2.46e-02 7.45e-02
v -9.49e-01 2.79e-02 7.20e-02
d 9.19e-01 1.46e-01 5.80e-02
n 7.11e-01 8.73e-02 4.28e-02
q 5.32e-01 6.31e-02 3.71e-02
e 4.29e-01 1.05e-01 6.82e-02
a -3.68e-01 5.66e-02 8.17e-02
l -3.54e-01 6.47e-02 9.22e-02
h 3.40e-01 3.23e-02 2.30e-02
f -3.30e-01 2.90e-02 4.04e-02
k 2.95e-01 7.88e-02 5.87e-02
w -1.12e-01 1.24e-02 1.39e-02
c 1.12e-01 1.60e-02 1.43e-02
y 1.03e-01 3.87e-02 3.49e-02
m -9.76e-02 1.93e-02 2.13e-02
s 8.14e-02 6.35e-02 5.85e-02
t 7.88e-02 5.87e-02 5.43e-02
r 7.46e-02 5.50e-02 5.11e-02
02 02 D SM aa 2 0.170 p 1.40e+00 1.85e-01 4.56e-02
g -1.11e+00 2.44e-02 7.45e-02
n -9.25e-01 1.70e-02 4.28e-02
d -4.38e-01 3.75e-02 5.82e-02
y -4.05e-01 2.33e-02 3.49e-02
w 3.86e-01 2.04e-02 1.39e-02
h -3.61e-01 1.60e-02 2.30e-02
t -3.35e-01 3.89e-02 5.44e-02
q -3.26e-01 2.67e-02 3.70e-02
c -2.25e-01 1.14e-02 1.43e-02
a 1.57e-01 9.55e-02 8.16e-02
i -1.48e-01 4.96e-02 5.75e-02
l 1.45e-01 1.06e-01 9.21e-02
r -1.41e-01 4.43e-02 5.10e-02
v -1.16e-01 6.42e-02 7.21e-02
k -8.61e-02 5.37e-02 5.86e-02
m 4.87e-02 2.23e-02 2.12e-02
e -4.60e-02 6.51e-02 6.81e-02
s -1.30e-02 5.80e-02 5.87e-02
f -7.44e-03 4.01e-02 4.04e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.194
08 -0.194 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.071
10 -0.071 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.462
12 -0.462 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.197
14 -0.197 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.360
16 -0.360 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.105
18 0.105 1.000
DATA_CLASS 85
CLASS 85 - weight 6147 normalized weight 0.004 relative strength 7.07e-03 *******
class cross entropy w.r.t. global class 1.69e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 4.102 ( 1.05e+00 4.00e-01) 8.72e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 4.102 ( 6.59e-01 4.00e-01) 3.85e-01 ( 8.13e-01 1.53e+00)
09 14 R MNcn psi3 0.909 ( 2.55e+00 4.00e-01) 4.35e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.909 ( 4.39e+00 5.24e-01) 2.85e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.889 (-5.72e-01 4.00e-01) 3.48e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.889 ( 5.06e+00 4.00e-01) 1.31e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.845 ( 2.44e+00 4.00e-01) 4.08e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.845 ( 4.31e+00 5.48e-01) 4.26e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.756 (-2.09e-02 4.00e-01) 2.09e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.756 ( 4.62e+00 4.00e-01) 1.89e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.570 p -8.63e+00 8.14e-06 4.56e-02
i -3.89e+00 1.18e-03 5.75e-02
v -3.06e+00 3.38e-03 7.21e-02
t -2.70e+00 3.65e-03 5.44e-02
w -1.65e+00 2.65e-03 1.39e-02
n 1.51e+00 1.94e-01 4.28e-02
l -1.37e+00 2.34e-02 9.21e-02
y -1.26e+00 9.90e-03 3.49e-02
f -1.17e+00 1.26e-02 4.04e-02
a -1.11e+00 2.70e-02 8.16e-02
g 8.90e-01 1.81e-01 7.45e-02
k 8.17e-01 1.33e-01 5.86e-02
m -7.25e-01 1.03e-02 2.12e-02
c -7.11e-01 7.02e-03 1.43e-02
h 7.04e-01 4.65e-02 2.30e-02
q 5.85e-01 6.65e-02 3.70e-02
r 5.60e-01 8.92e-02 5.10e-02
d 4.61e-01 9.22e-02 5.82e-02
s -2.78e-01 4.45e-02 5.87e-02
e -2.70e-01 5.20e-02 6.81e-02
10 16 R MNcn psi4 0.362 ( 1.94e+00 1.10e+00) 1.03e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.362 ( 4.59e+00 4.94e-01) 9.67e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.177 p -4.13e+00 7.40e-04 4.58e-02
g -1.37e+00 1.90e-02 7.44e-02
v -1.11e+00 2.37e-02 7.21e-02
i -9.45e-01 2.24e-02 5.75e-02
n 7.96e-01 9.49e-02 4.28e-02
h 7.45e-01 4.84e-02 2.30e-02
c 6.88e-01 2.85e-02 1.43e-02
y 5.23e-01 5.89e-02 3.49e-02
t 4.57e-01 8.61e-02 5.45e-02
l 3.60e-01 1.32e-01 9.20e-02
f 3.35e-01 5.65e-02 4.04e-02
a -2.99e-01 6.05e-02 8.15e-02
e -1.56e-01 5.82e-02 6.81e-02
w -1.46e-01 1.20e-02 1.38e-02
d 1.29e-01 6.62e-02 5.82e-02
k 8.66e-02 6.39e-02 5.86e-02
q 1.86e-02 3.77e-02 3.70e-02
s -1.33e-02 5.81e-02 5.88e-02
r 8.32e-03 5.14e-02 5.09e-02
m -1.50e-03 2.12e-02 2.12e-02
00 00 D SM aa 0 0.119 c -1.12e+00 4.68e-03 1.43e-02
g -1.00e+00 2.73e-02 7.44e-02
k 7.33e-01 1.22e-01 5.87e-02
e 7.18e-01 1.40e-01 6.80e-02
w -6.45e-01 7.24e-03 1.38e-02
i -5.94e-01 3.17e-02 5.74e-02
f -5.48e-01 2.33e-02 4.03e-02
q 5.36e-01 6.33e-02 3.70e-02
v -5.19e-01 4.28e-02 7.19e-02
l -3.23e-01 6.64e-02 9.17e-02
m -3.19e-01 1.54e-02 2.12e-02
p -2.95e-01 3.42e-02 4.60e-02
r 2.62e-01 6.62e-02 5.10e-02
y -2.61e-01 2.69e-02 3.49e-02
n -2.15e-01 3.46e-02 4.29e-02
t -1.86e-01 4.53e-02 5.46e-02
s 1.42e-01 6.82e-02 5.92e-02
a 1.29e-01 9.26e-02 8.14e-02
d 1.11e-01 6.51e-02 5.83e-02
h -5.32e-03 2.28e-02 2.30e-02
05 05 D SM aa 5 0.111 g -7.57e-01 3.49e-02 7.45e-02
v 7.23e-01 1.48e-01 7.19e-02
e -6.61e-01 3.52e-02 6.82e-02
y 6.51e-01 6.70e-02 3.49e-02
n -6.46e-01 2.25e-02 4.29e-02
d -6.19e-01 3.12e-02 5.79e-02
k -5.02e-01 3.56e-02 5.88e-02
i 4.77e-01 9.24e-02 5.74e-02
f 4.33e-01 6.22e-02 4.04e-02
a -3.41e-01 5.82e-02 8.18e-02
p 3.33e-01 6.36e-02 4.56e-02
q -3.33e-01 2.66e-02 3.71e-02
r -2.53e-01 3.97e-02 5.11e-02
s -1.99e-01 4.80e-02 5.86e-02
c 1.85e-01 1.73e-02 1.44e-02
h -1.82e-01 1.92e-02 2.30e-02
l 1.49e-01 1.07e-01 9.21e-02
t 3.77e-02 5.63e-02 5.42e-02
m -2.53e-02 2.07e-02 2.13e-02
w 1.67e-02 1.41e-02 1.39e-02
04 04 D SM aa 4 0.099 p 1.10e+00 1.37e-01 4.56e-02
g -9.67e-01 2.83e-02 7.45e-02
a -4.91e-01 5.00e-02 8.17e-02
m -3.30e-01 1.53e-02 2.13e-02
w 3.03e-01 1.88e-02 1.39e-02
h -2.95e-01 1.71e-02 2.30e-02
k 2.91e-01 7.85e-02 5.87e-02
l -2.67e-01 7.05e-02 9.22e-02
s -2.61e-01 4.51e-02 5.85e-02
q -2.57e-01 2.87e-02 3.71e-02
n -2.31e-01 3.40e-02 4.28e-02
y 2.23e-01 4.37e-02 3.49e-02
c 1.48e-01 1.66e-02 1.43e-02
t 1.25e-01 6.15e-02 5.43e-02
d 8.74e-02 6.33e-02 5.80e-02
i 5.02e-02 6.04e-02 5.74e-02
f -3.90e-02 3.88e-02 4.04e-02
r 1.27e-02 5.17e-02 5.11e-02
v 6.69e-03 7.25e-02 7.20e-02
e -4.41e-03 6.79e-02 6.82e-02
03 03 D SM aa 3 0.091 d -1.23e+00 1.70e-02 5.81e-02
g -8.27e-01 3.26e-02 7.45e-02
y -5.75e-01 1.97e-02 3.50e-02
i 5.72e-01 1.02e-01 5.75e-02
n -5.71e-01 2.42e-02 4.28e-02
c 4.51e-01 2.25e-02 1.43e-02
h -4.20e-01 1.51e-02 2.30e-02
v 3.93e-01 1.07e-01 7.21e-02
k 3.73e-01 8.51e-02 5.86e-02
r 3.63e-01 7.33e-02 5.10e-02
q 3.08e-01 5.04e-02 3.71e-02
w -3.05e-01 1.02e-02 1.39e-02
f -2.98e-01 3.00e-02 4.04e-02
t 2.97e-01 7.31e-02 5.43e-02
a -2.65e-01 6.26e-02 8.17e-02
s -2.20e-01 4.71e-02 5.87e-02
e -1.43e-01 5.91e-02 6.82e-02
l 1.32e-01 1.05e-01 9.22e-02
p -1.20e-01 4.04e-02 4.55e-02
m 1.14e-01 2.38e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.060
08 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.248
10 -0.248 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.253
12 -0.253 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.209
14 -0.209 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.159
16 -0.159 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.219
18 -0.219 1.000
DATA_CLASS 86
CLASS 86 - weight 6111 normalized weight 0.004 relative strength 2.79e-02 *******
class cross entropy w.r.t. global class 1.44e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
00 00 D SM aa 0 2.149 c -6.42e+00 2.33e-05 1.43e-02
i -5.31e+00 2.83e-04 5.74e-02
p -5.27e+00 2.36e-04 4.60e-02
m -4.01e+00 3.86e-04 2.12e-02
f -3.80e+00 9.00e-04 4.03e-02
v -3.59e+00 1.99e-03 7.19e-02
l -3.32e+00 3.32e-03 9.17e-02
w -2.62e+00 1.00e-03 1.38e-02
q -2.55e+00 2.90e-03 3.70e-02
g 2.52e+00 9.22e-01 7.44e-02
y -2.49e+00 2.89e-03 3.49e-02
t -2.40e+00 4.94e-03 5.46e-02
e -2.32e+00 6.71e-03 6.80e-02
h -2.27e+00 2.38e-03 2.30e-02
r -2.16e+00 5.90e-03 5.10e-02
k -2.13e+00 6.97e-03 5.87e-02
a -1.96e+00 1.14e-02 8.14e-02
n -1.95e+00 6.07e-03 4.29e-02
d -1.95e+00 8.29e-03 5.83e-02
s -1.66e+00 1.12e-02 5.92e-02
06 08 R MNcn psi0 1.492 ( 3.29e+00 4.96e-01) 4.97e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 1.492 ( 2.70e+00 1.08e+00) 1.71e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.915 ( 2.37e+00 4.00e-01) 3.91e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.915 ( 4.31e+00 4.24e-01) 5.59e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.901 ( 2.38e+00 4.00e-01) 3.92e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.901 ( 4.31e+00 4.35e-01) 5.45e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.883 ( 2.44e+00 4.00e-01) 4.06e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.883 ( 4.26e+00 4.80e-01) 5.97e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.857 ( 2.41e+00 4.00e-01) 4.00e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.857 ( 4.32e+00 5.09e-01) 4.30e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.847 ( 2.49e+00 4.00e-01) 4.19e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.847 ( 4.34e+00 5.77e-01) 3.50e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.150 d -1.12e+00 1.90e-02 5.80e-02
g -8.53e-01 3.17e-02 7.45e-02
n -7.95e-01 1.93e-02 4.28e-02
v 7.60e-01 1.54e-01 7.20e-02
c 6.63e-01 2.79e-02 1.43e-02
i 6.56e-01 1.11e-01 5.74e-02
e -6.39e-01 3.60e-02 6.82e-02
p -5.91e-01 2.53e-02 4.56e-02
f 5.54e-01 7.02e-02 4.04e-02
q -4.69e-01 2.32e-02 3.71e-02
k -4.55e-01 3.72e-02 5.87e-02
s -3.76e-01 4.02e-02 5.85e-02
y 3.49e-01 4.95e-02 3.49e-02
l 3.18e-01 1.27e-01 9.22e-02
r -3.11e-01 3.74e-02 5.11e-02
m 3.03e-01 2.88e-02 2.13e-02
w 2.70e-01 1.82e-02 1.39e-02
a -2.28e-01 6.50e-02 8.17e-02
h -2.21e-01 1.85e-02 2.30e-02
t 1.21e-01 6.12e-02 5.43e-02
02 02 D SM aa 2 0.114 d -1.18e+00 1.79e-02 5.82e-02
g -7.46e-01 3.53e-02 7.45e-02
v 6.77e-01 1.42e-01 7.21e-02
y 6.67e-01 6.81e-02 3.49e-02
e -6.56e-01 3.54e-02 6.81e-02
i 5.60e-01 1.01e-01 5.75e-02
n -5.51e-01 2.47e-02 4.28e-02
k -4.42e-01 3.76e-02 5.86e-02
w 4.01e-01 2.07e-02 1.39e-02
f 3.33e-01 5.64e-02 4.04e-02
s -3.08e-01 4.32e-02 5.87e-02
c 2.85e-01 1.90e-02 1.43e-02
r -2.14e-01 4.11e-02 5.10e-02
q -1.89e-01 3.07e-02 3.70e-02
l 1.73e-01 1.09e-01 9.21e-02
h 1.47e-01 2.66e-02 2.30e-02
a -1.29e-01 7.17e-02 8.16e-02
m 8.32e-02 2.30e-02 2.12e-02
p -4.87e-02 4.35e-02 4.56e-02
t -2.69e-02 5.30e-02 5.44e-02
03 03 D SM aa 3 0.086 g -9.78e-01 2.80e-02 7.45e-02
d -9.71e-01 2.20e-02 5.81e-02
n -6.18e-01 2.31e-02 4.28e-02
v 5.90e-01 1.30e-01 7.21e-02
y 4.17e-01 5.30e-02 3.50e-02
i 4.09e-01 8.66e-02 5.75e-02
w 3.99e-01 2.07e-02 1.39e-02
e -3.33e-01 4.89e-02 6.82e-02
t 3.23e-01 7.50e-02 5.43e-02
f 3.17e-01 5.55e-02 4.04e-02
s -2.68e-01 4.49e-02 5.87e-02
c 2.34e-01 1.81e-02 1.43e-02
l 1.86e-01 1.11e-01 9.22e-02
q -1.77e-01 3.10e-02 3.71e-02
k -1.75e-01 4.92e-02 5.86e-02
a -1.72e-01 6.88e-02 8.17e-02
h -1.58e-01 1.96e-02 2.30e-02
p -1.16e-01 4.05e-02 4.55e-02
m 8.17e-02 2.30e-02 2.12e-02
r 6.86e-06 5.10e-02 5.10e-02
01 01 D SM aa 1 0.052 g -8.50e-01 3.18e-02 7.44e-02
t 5.37e-01 9.33e-02 5.45e-02
w 5.28e-01 2.35e-02 1.38e-02
y 4.16e-01 5.29e-02 3.49e-02
a -3.95e-01 5.49e-02 8.15e-02
l -3.94e-01 6.20e-02 9.20e-02
p 3.16e-01 6.29e-02 4.58e-02
d -2.22e-01 4.66e-02 5.82e-02
v 2.15e-01 8.94e-02 7.21e-02
q -1.41e-01 3.22e-02 3.70e-02
c -1.26e-01 1.26e-02 1.43e-02
f 1.20e-01 4.56e-02 4.04e-02
h -1.18e-01 2.04e-02 2.30e-02
i 1.02e-01 6.37e-02 5.75e-02
n 6.56e-02 4.57e-02 4.28e-02
s 5.82e-02 6.24e-02 5.88e-02
r 5.75e-02 5.40e-02 5.09e-02
m -4.83e-02 2.02e-02 2.12e-02
e -2.21e-02 6.66e-02 6.81e-02
k 1.38e-02 5.94e-02 5.86e-02
05 05 D SM aa 5 0.041 g -6.38e-01 3.94e-02 7.45e-02
v 4.61e-01 1.14e-01 7.19e-02
y 3.62e-01 5.02e-02 3.49e-02
i 3.54e-01 8.17e-02 5.74e-02
k -3.53e-01 4.13e-02 5.88e-02
t 3.20e-01 7.47e-02 5.42e-02
c 3.02e-01 1.94e-02 1.44e-02
n -2.47e-01 3.35e-02 4.29e-02
e -2.44e-01 5.34e-02 6.82e-02
q -2.06e-01 3.02e-02 3.71e-02
a -1.89e-01 6.77e-02 8.18e-02
d -1.28e-01 5.10e-02 5.79e-02
w 1.23e-01 1.57e-02 1.39e-02
f 9.25e-02 4.43e-02 4.04e-02
r -6.63e-02 4.79e-02 5.11e-02
p -6.01e-02 4.30e-02 4.56e-02
l -5.21e-02 8.75e-02 9.21e-02
m 3.27e-02 2.20e-02 2.13e-02
s 3.15e-02 6.05e-02 5.86e-02
h -4.00e-03 2.29e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.167
08 0.167 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.234
10 -0.234 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.168
12 -0.168 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.140
14 -0.140 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.203
16 -0.203 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.172
18 -0.172 1.000
DATA_CLASS 87
CLASS 87 - weight 6108 normalized weight 0.004 relative strength 3.42e-02 *******
class cross entropy w.r.t. global class 1.20e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.942 ( 2.53e+00 4.68e-01) 3.68e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.942 ( 4.80e+00 4.90e-01) 5.17e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.942 ( 2.44e+00 4.18e-01) 3.90e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.942 ( 4.69e+00 4.65e-01) 3.21e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.934 (-5.23e-01 4.00e-01) 3.33e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.934 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.908 (-5.01e-01 4.00e-01) 3.31e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.908 ( 5.13e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.840 (-3.78e-01 4.00e-01) 2.99e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.840 ( 5.03e+00 4.00e-01) 1.23e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.788 (-1.52e-01 4.00e-01) 2.41e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.788 ( 4.62e+00 4.00e-01) 1.92e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.547 w -1.95e+00 1.98e-03 1.39e-02
i -1.95e+00 8.21e-03 5.74e-02
m -1.94e+00 3.06e-03 2.13e-02
f -1.82e+00 6.57e-03 4.04e-02
y -1.76e+00 5.99e-03 3.49e-02
v -1.71e+00 1.30e-02 7.20e-02
l -1.70e+00 1.69e-02 9.22e-02
p 1.56e+00 2.17e-01 4.56e-02
d 1.03e+00 1.62e-01 5.80e-02
s 8.99e-01 1.44e-01 5.85e-02
g -8.03e-01 3.34e-02 7.45e-02
a -7.80e-01 3.74e-02 8.17e-02
t 7.45e-01 1.14e-01 5.43e-02
c -7.22e-01 6.97e-03 1.43e-02
e -7.15e-01 3.34e-02 6.82e-02
n 6.94e-01 8.58e-02 4.28e-02
q -5.09e-01 2.23e-02 3.71e-02
r -4.93e-01 3.12e-02 5.11e-02
k -3.87e-01 3.99e-02 5.87e-02
h -2.94e-01 1.72e-02 2.30e-02
03 03 D SM aa 3 0.288 p -3.21e+00 1.83e-03 4.55e-02
d -1.80e+00 9.59e-03 5.81e-02
g -1.29e+00 2.06e-02 7.45e-02
e -1.28e+00 1.90e-02 6.82e-02
n -1.07e+00 1.46e-02 4.28e-02
l 9.33e-01 2.34e-01 9.22e-02
m 9.02e-01 5.23e-02 2.12e-02
s -7.07e-01 2.89e-02 5.87e-02
f 6.39e-01 7.65e-02 4.04e-02
k -6.18e-01 3.16e-02 5.86e-02
i 5.93e-01 1.04e-01 5.75e-02
w 4.52e-01 2.18e-02 1.39e-02
y 4.39e-01 5.42e-02 3.50e-02
v 3.74e-01 1.05e-01 7.21e-02
c 2.47e-01 1.83e-02 1.43e-02
a -2.18e-01 6.57e-02 8.17e-02
t -2.06e-01 4.42e-02 5.43e-02
q -2.05e-01 3.02e-02 3.71e-02
r -1.20e-01 4.53e-02 5.10e-02
h -3.13e-02 2.23e-02 2.30e-02
05 05 D SM aa 5 0.187 p 1.42e+00 1.89e-01 4.56e-02
g -1.18e+00 2.29e-02 7.45e-02
c -9.36e-01 5.63e-03 1.44e-02
y -5.42e-01 2.03e-02 3.49e-02
n -5.10e-01 2.57e-02 4.29e-02
i -4.55e-01 3.64e-02 5.74e-02
e 4.27e-01 1.05e-01 6.82e-02
w 3.97e-01 2.07e-02 1.39e-02
v -3.53e-01 5.05e-02 7.19e-02
h -3.51e-01 1.62e-02 2.30e-02
m -2.97e-01 1.58e-02 2.13e-02
t -2.85e-01 4.08e-02 5.42e-02
f -2.49e-01 3.15e-02 4.04e-02
l -1.97e-01 7.57e-02 9.21e-02
q -1.64e-01 3.15e-02 3.71e-02
r -1.32e-01 4.48e-02 5.11e-02
k 1.24e-01 6.65e-02 5.88e-02
d 1.10e-01 6.47e-02 5.79e-02
s -7.41e-02 5.44e-02 5.86e-02
a 3.95e-03 8.21e-02 8.18e-02
01 01 D SM aa 1 0.129 i -1.18e+00 1.76e-02 5.75e-02
v -1.11e+00 2.37e-02 7.21e-02
p -9.20e-01 1.83e-02 4.58e-02
f -7.00e-01 2.01e-02 4.04e-02
g -6.90e-01 3.73e-02 7.44e-02
s 5.29e-01 9.99e-02 5.88e-02
e 4.92e-01 1.11e-01 6.81e-02
k 4.66e-01 9.34e-02 5.86e-02
y -4.28e-01 2.28e-02 3.49e-02
r 3.98e-01 7.59e-02 5.09e-02
d 3.72e-01 8.44e-02 5.82e-02
q 3.52e-01 5.27e-02 3.70e-02
l -3.02e-01 6.80e-02 9.20e-02
h 2.76e-01 3.03e-02 2.30e-02
a 2.64e-01 1.06e-01 8.15e-02
t -2.62e-01 4.19e-02 5.45e-02
c -2.39e-01 1.13e-02 1.43e-02
n 2.37e-01 5.43e-02 4.28e-02
w -1.78e-01 1.16e-02 1.38e-02
m -1.03e-01 1.91e-02 2.12e-02
02 02 D SM aa 2 0.090 p -2.57e+00 3.51e-03 4.56e-02
g -7.85e-01 3.40e-02 7.45e-02
i -6.81e-01 2.91e-02 5.75e-02
n 5.45e-01 7.39e-02 4.28e-02
h 5.45e-01 3.96e-02 2.30e-02
v -4.99e-01 4.38e-02 7.21e-02
k 3.33e-01 8.17e-02 5.86e-02
y 3.17e-01 4.80e-02 3.49e-02
q 3.13e-01 5.06e-02 3.70e-02
s 2.40e-01 7.46e-02 5.87e-02
d 1.66e-01 6.86e-02 5.82e-02
a -1.42e-01 7.08e-02 8.16e-02
e 1.41e-01 7.84e-02 6.81e-02
c 1.07e-01 1.59e-02 1.43e-02
t 7.76e-02 5.88e-02 5.44e-02
f 7.37e-02 4.35e-02 4.04e-02
w -7.24e-02 1.29e-02 1.39e-02
r 6.83e-02 5.46e-02 5.10e-02
l 5.13e-02 9.69e-02 9.21e-02
m -2.41e-02 2.07e-02 2.12e-02
00 00 D SM aa 0 0.077 g -1.07e+00 2.56e-02 7.44e-02
w 7.38e-01 2.89e-02 1.38e-02
n -6.18e-01 2.31e-02 4.29e-02
l 5.53e-01 1.59e-01 9.17e-02
d -4.85e-01 3.59e-02 5.83e-02
f 4.09e-01 6.07e-02 4.03e-02
p 3.48e-01 6.51e-02 4.60e-02
h -2.95e-01 1.71e-02 2.30e-02
t -2.70e-01 4.17e-02 5.46e-02
q -2.69e-01 2.83e-02 3.70e-02
c -2.45e-01 1.12e-02 1.43e-02
m 2.40e-01 2.70e-02 2.12e-02
s -2.28e-01 4.71e-02 5.92e-02
a 1.89e-01 9.84e-02 8.14e-02
k -1.76e-01 4.93e-02 5.87e-02
i 1.59e-01 6.73e-02 5.74e-02
e -1.36e-01 5.94e-02 6.80e-02
v -1.13e-01 6.42e-02 7.19e-02
y 8.18e-02 3.78e-02 3.49e-02
r 2.97e-02 5.25e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.360
08 -0.360 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.188
10 -0.188 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.290
12 -0.290 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.015
14 -0.015 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.047
16 -0.047 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.450
18 -0.450 1.000
DATA_CLASS 88
CLASS 88 - weight 6008 normalized weight 0.004 relative strength 2.67e-02 *******
class cross entropy w.r.t. global class 1.33e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 1.222 ( 2.63e+00 4.00e-01) 4.55e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.222 ( 4.99e+00 4.00e-01) 1.12e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 1.217 ( 2.52e+00 4.00e-01) 4.28e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.217 ( 5.09e+00 4.00e-01) 1.35e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.960 ( 2.39e+00 4.00e-01) 3.93e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.960 ( 4.18e+00 4.00e-01) 9.08e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.886 ( 2.37e+00 4.00e-01) 3.89e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.886 ( 4.37e+00 4.59e-01) 3.68e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.877 ( 2.41e+00 4.00e-01) 3.96e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.877 ( 4.30e+00 4.75e-01) 5.05e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.869 ( 2.49e+00 4.00e-01) 4.19e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.869 ( 4.38e+00 5.35e-01) 3.06e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.471 i -3.80e+00 1.28e-03 5.74e-02
p 1.88e+00 3.00e-01 4.56e-02
v -1.88e+00 1.10e-02 7.20e-02
f -1.86e+00 6.28e-03 4.04e-02
w -1.51e+00 3.06e-03 1.39e-02
y -1.39e+00 8.67e-03 3.49e-02
m -5.70e-01 1.20e-02 2.13e-02
n -5.11e-01 2.57e-02 4.28e-02
l -4.52e-01 5.87e-02 9.22e-02
h -4.08e-01 1.53e-02 2.30e-02
k 3.39e-01 8.23e-02 5.87e-02
d -2.78e-01 4.40e-02 5.80e-02
g -2.58e-01 5.76e-02 7.45e-02
c -2.30e-01 1.14e-02 1.43e-02
t -1.68e-01 4.59e-02 5.43e-02
a 1.01e-01 9.04e-02 8.17e-02
r 9.29e-02 5.60e-02 5.11e-02
e 7.77e-02 7.37e-02 6.82e-02
q 7.10e-02 3.98e-02 3.71e-02
s -3.21e-02 5.67e-02 5.85e-02
05 05 D SM aa 5 0.337 p 1.73e+00 2.58e-01 4.56e-02
i -1.42e+00 1.38e-02 5.74e-02
v -1.30e+00 1.95e-02 7.19e-02
f -8.98e-01 1.64e-02 4.04e-02
m -8.76e-01 8.85e-03 2.13e-02
y -6.68e-01 1.79e-02 3.49e-02
w -6.43e-01 7.30e-03 1.39e-02
l -6.33e-01 4.89e-02 9.21e-02
q -3.73e-01 2.55e-02 3.71e-02
g -3.54e-01 5.23e-02 7.45e-02
h -2.99e-01 1.71e-02 2.30e-02
s 2.95e-01 7.87e-02 5.86e-02
a 2.76e-01 1.08e-01 8.18e-02
t -2.75e-01 4.12e-02 5.42e-02
r -1.88e-01 4.24e-02 5.11e-02
k 1.79e-01 7.03e-02 5.88e-02
d -1.48e-01 4.99e-02 5.79e-02
n -1.30e-01 3.76e-02 4.29e-02
c -1.09e-01 1.29e-02 1.44e-02
e 7.06e-02 7.32e-02 6.82e-02
01 01 D SM aa 1 0.210 p -5.49e+00 1.90e-04 4.58e-02
g -1.22e+00 2.20e-02 7.44e-02
d -1.21e+00 1.73e-02 5.82e-02
n -1.02e+00 1.55e-02 4.28e-02
i 7.73e-01 1.25e-01 5.75e-02
v 7.52e-01 1.53e-01 7.21e-02
f 6.68e-01 7.88e-02 4.04e-02
c 5.65e-01 2.52e-02 1.43e-02
a -4.87e-01 5.01e-02 8.15e-02
e -4.55e-01 4.32e-02 6.81e-02
y 4.07e-01 5.24e-02 3.49e-02
k -3.95e-01 3.95e-02 5.86e-02
w 3.08e-01 1.88e-02 1.38e-02
s -2.80e-01 4.45e-02 5.88e-02
m 2.54e-01 2.73e-02 2.12e-02
l 2.39e-01 1.17e-01 9.20e-02
h -2.10e-01 1.86e-02 2.30e-02
t 1.65e-01 6.43e-02 5.45e-02
q 4.43e-03 3.72e-02 3.70e-02
r -2.16e-03 5.08e-02 5.09e-02
00 00 D SM aa 0 0.097 g -8.67e-01 3.13e-02 7.44e-02
d -7.95e-01 2.63e-02 5.83e-02
v 6.20e-01 1.34e-01 7.19e-02
p -5.95e-01 2.54e-02 4.60e-02
n -5.94e-01 2.37e-02 4.29e-02
w 5.36e-01 2.36e-02 1.38e-02
i 5.08e-01 9.55e-02 5.74e-02
f 4.56e-01 6.36e-02 4.03e-02
y 3.82e-01 5.11e-02 3.49e-02
e -3.71e-01 4.70e-02 6.80e-02
t 3.32e-01 7.60e-02 5.46e-02
a -2.84e-01 6.13e-02 8.14e-02
k -2.83e-01 4.43e-02 5.87e-02
c 2.32e-01 1.80e-02 1.43e-02
q -2.17e-01 2.98e-02 3.70e-02
r -1.73e-01 4.29e-02 5.10e-02
l 1.67e-01 1.08e-01 9.17e-02
h -1.23e-01 2.03e-02 2.30e-02
s -5.63e-02 5.59e-02 5.92e-02
m 3.55e-02 2.20e-02 2.12e-02
03 03 D SM aa 3 0.085 n -9.97e-01 1.58e-02 4.28e-02
d -9.29e-01 2.30e-02 5.81e-02
c 8.49e-01 3.35e-02 1.43e-02
g -7.31e-01 3.58e-02 7.45e-02
e -5.49e-01 3.94e-02 6.82e-02
v 4.79e-01 1.16e-01 7.21e-02
l 3.31e-01 1.28e-01 9.22e-02
y -3.27e-01 2.52e-02 3.50e-02
t 3.18e-01 7.47e-02 5.43e-02
p -2.99e-01 3.38e-02 4.55e-02
r 2.34e-01 6.45e-02 5.10e-02
m 2.33e-01 2.68e-02 2.12e-02
w -2.32e-01 1.10e-02 1.39e-02
f 2.20e-01 5.03e-02 4.04e-02
i 1.94e-01 6.99e-02 5.75e-02
k -1.83e-01 4.88e-02 5.86e-02
s 8.56e-02 6.39e-02 5.87e-02
a -5.68e-02 7.72e-02 8.17e-02
q 3.66e-02 3.84e-02 3.71e-02
h 2.07e-02 2.35e-02 2.30e-02
02 02 D SM aa 2 0.084 g -1.44e+00 1.76e-02 7.45e-02
w 6.61e-01 2.69e-02 1.39e-02
d -6.36e-01 3.08e-02 5.82e-02
f 5.33e-01 6.89e-02 4.04e-02
p -5.02e-01 2.76e-02 4.56e-02
n -4.91e-01 2.62e-02 4.28e-02
c 4.88e-01 2.33e-02 1.43e-02
t 4.20e-01 8.28e-02 5.44e-02
v 3.50e-01 1.02e-01 7.21e-02
i 3.03e-01 7.79e-02 5.75e-02
y 2.96e-01 4.70e-02 3.49e-02
a -2.61e-01 6.28e-02 8.16e-02
h -1.96e-01 1.89e-02 2.30e-02
r 1.38e-01 5.85e-02 5.10e-02
m 1.35e-01 2.43e-02 2.12e-02
e -1.20e-01 6.04e-02 6.81e-02
q -9.95e-02 3.35e-02 3.70e-02
s 3.46e-02 6.08e-02 5.87e-02
k -2.43e-02 5.72e-02 5.86e-02
l 1.73e-03 9.22e-02 9.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.200
08 -0.200 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.358
10 -0.358 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.190
12 -0.190 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.100
14 -0.100 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.132
16 -0.132 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.178
18 -0.178 1.000
DATA_CLASS 89
CLASS 89 - weight 5983 normalized weight 0.004 relative strength 5.21e-02 *******
class cross entropy w.r.t. global class 1.20e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 1.068 ( 2.38e+00 4.00e-01) 3.92e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.068 ( 4.91e+00 4.00e-01) 9.08e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.918 (-6.30e-01 4.00e-01) 3.63e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.918 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.905 (-5.77e-01 4.00e-01) 3.48e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.905 ( 5.11e+00 4.00e-01) 1.40e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.894 (-4.55e-01 4.00e-01) 3.16e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.894 ( 4.99e+00 4.00e-01) 1.11e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.849 (-4.09e-01 4.00e-01) 3.05e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.849 ( 5.06e+00 4.00e-01) 1.29e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.784 (-1.37e-01 4.00e-01) 2.37e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.784 ( 4.66e+00 4.00e-01) 2.88e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.470 w -1.84e+00 2.20e-03 1.39e-02
p 1.76e+00 2.66e-01 4.56e-02
f -1.68e+00 7.50e-03 4.04e-02
c -1.52e+00 3.15e-03 1.44e-02
y -1.45e+00 8.20e-03 3.49e-02
l -1.31e+00 2.48e-02 9.21e-02
i -1.30e+00 1.57e-02 5.74e-02
m -1.24e+00 6.17e-03 2.13e-02
g -1.22e+00 2.20e-02 7.45e-02
v -1.13e+00 2.32e-02 7.19e-02
d 7.23e-01 1.19e-01 5.79e-02
k 5.64e-01 1.03e-01 5.88e-02
a -5.48e-01 4.73e-02 8.18e-02
h -4.88e-01 1.41e-02 2.30e-02
e 4.34e-01 1.05e-01 6.82e-02
n -4.26e-01 2.80e-02 4.29e-02
q 8.07e-02 4.02e-02 3.71e-02
r -5.64e-02 4.83e-02 5.11e-02
t 5.58e-02 5.74e-02 5.42e-02
s -8.81e-03 5.81e-02 5.86e-02
04 04 D SM aa 4 0.238 p -2.46e+00 3.89e-03 4.56e-02
g -1.13e+00 2.39e-02 7.45e-02
s 1.08e+00 1.72e-01 5.85e-02
d 8.72e-01 1.39e-01 5.80e-02
c 8.31e-01 3.29e-02 1.43e-02
k -7.27e-01 2.84e-02 5.87e-02
e -7.08e-01 3.36e-02 6.82e-02
y -6.84e-01 1.76e-02 3.49e-02
h 5.97e-01 4.18e-02 2.30e-02
v -5.86e-01 4.01e-02 7.20e-02
n 4.67e-01 6.83e-02 4.28e-02
f -4.35e-01 2.61e-02 4.04e-02
i -4.29e-01 3.74e-02 5.74e-02
r -3.35e-01 3.65e-02 5.11e-02
w -3.30e-01 9.99e-03 1.39e-02
a 2.66e-01 1.07e-01 8.17e-02
m -2.02e-01 1.74e-02 2.13e-02
t -1.25e-01 4.79e-02 5.43e-02
l -1.16e-01 8.21e-02 9.22e-02
q -7.02e-02 3.45e-02 3.71e-02
01 01 D SM aa 1 0.164 p -1.67e+00 8.62e-03 4.58e-02
g -1.23e+00 2.18e-02 7.44e-02
l 8.14e-01 2.08e-01 9.20e-02
m 6.74e-01 4.16e-02 2.12e-02
d -6.40e-01 3.07e-02 5.82e-02
n -6.31e-01 2.28e-02 4.28e-02
t -5.74e-01 3.07e-02 5.45e-02
f 4.97e-01 6.64e-02 4.04e-02
w 4.95e-01 2.27e-02 1.38e-02
i 4.83e-01 9.33e-02 5.75e-02
s -4.11e-01 3.90e-02 5.88e-02
e -3.22e-01 4.93e-02 6.81e-02
k -3.07e-01 4.31e-02 5.86e-02
r -2.88e-01 3.82e-02 5.09e-02
a 2.71e-01 1.07e-01 8.15e-02
q -2.65e-01 2.84e-02 3.70e-02
h -2.36e-01 1.81e-02 2.30e-02
y 1.44e-01 4.03e-02 3.49e-02
c 1.25e-01 1.62e-02 1.43e-02
v 3.11e-02 7.43e-02 7.21e-02
03 03 D SM aa 3 0.116 p -3.29e+00 1.69e-03 4.55e-02
i -8.84e-01 2.38e-02 5.75e-02
v -8.44e-01 3.10e-02 7.21e-02
n 6.86e-01 8.51e-02 4.28e-02
g -5.81e-01 4.17e-02 7.45e-02
q 4.92e-01 6.06e-02 3.71e-02
c -4.78e-01 8.87e-03 1.43e-02
k 4.42e-01 9.11e-02 5.86e-02
s 3.24e-01 8.11e-02 5.87e-02
r 2.54e-01 6.58e-02 5.10e-02
h 2.54e-01 2.97e-02 2.30e-02
d -1.79e-01 4.86e-02 5.81e-02
t 1.73e-01 6.46e-02 5.43e-02
f 1.33e-01 4.62e-02 4.04e-02
a 1.16e-01 9.17e-02 8.17e-02
m 9.98e-02 2.35e-02 2.12e-02
w -6.14e-02 1.31e-02 1.39e-02
l -5.83e-02 8.70e-02 9.22e-02
e 2.68e-02 7.01e-02 6.82e-02
y 3.20e-03 3.51e-02 3.50e-02
02 02 D SM aa 2 0.098 g -1.00e+00 2.73e-02 7.45e-02
p -7.93e-01 2.06e-02 4.56e-02
l 6.41e-01 1.75e-01 9.21e-02
m 5.98e-01 3.86e-02 2.12e-02
v -5.56e-01 4.14e-02 7.21e-02
t -4.59e-01 3.44e-02 5.44e-02
k 4.31e-01 9.01e-02 5.86e-02
d -4.29e-01 3.79e-02 5.82e-02
h -3.32e-01 1.65e-02 2.30e-02
a 3.32e-01 1.14e-01 8.16e-02
i -3.24e-01 4.16e-02 5.75e-02
w -3.20e-01 1.01e-02 1.39e-02
c 2.08e-01 1.76e-02 1.43e-02
y -1.92e-01 2.88e-02 3.49e-02
n -1.74e-01 3.60e-02 4.28e-02
r 8.82e-02 5.57e-02 5.10e-02
q 8.27e-02 4.02e-02 3.70e-02
e 7.44e-02 7.34e-02 6.81e-02
f 4.36e-02 4.22e-02 4.04e-02
s 6.69e-03 5.91e-02 5.87e-02
00 00 D SM aa 0 0.042 g -6.72e-01 3.80e-02 7.44e-02
p -5.11e-01 2.76e-02 4.60e-02
a 4.45e-01 1.27e-01 8.14e-02
v -3.66e-01 4.99e-02 7.19e-02
e 3.62e-01 9.77e-02 6.80e-02
t -2.24e-01 4.36e-02 5.46e-02
h -2.16e-01 1.85e-02 2.30e-02
n -1.98e-01 3.52e-02 4.29e-02
w 1.90e-01 1.67e-02 1.38e-02
m 1.88e-01 2.56e-02 2.12e-02
r 1.83e-01 6.12e-02 5.10e-02
f -1.74e-01 3.39e-02 4.03e-02
l 1.42e-01 1.06e-01 9.17e-02
s -1.29e-01 5.20e-02 5.92e-02
k 9.43e-02 6.45e-02 5.87e-02
c 8.85e-02 1.56e-02 1.43e-02
q 8.36e-02 4.03e-02 3.70e-02
d -5.20e-02 5.53e-02 5.83e-02
y -3.80e-02 3.36e-02 3.49e-02
i 9.86e-03 5.80e-02 5.74e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.194
08 -0.194 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.250
10 -0.250 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.182
12 -0.182 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.309
14 -0.309 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.020
16 0.020 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.449
18 -0.449 1.000
DATA_CLASS 90
CLASS 90 - weight 5976 normalized weight 0.004 relative strength 3.47e-05 *******
class cross entropy w.r.t. global class 9.10e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.930 (-5.94e-01 4.00e-01) 3.51e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.930 ( 5.18e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.919 (-5.59e-01 4.00e-01) 3.42e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.919 ( 5.01e+00 4.00e-01) 1.18e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.910 (-5.91e-01 4.00e-01) 3.50e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.910 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
08 11 R MNcn phi2 0.729 ( 3.25e+00 1.55e+00) 8.34e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.729 ( 1.64e+00 1.54e+00) 5.40e-01 ( 8.13e-01 1.53e+00)
07 10 R MNcn psi1 0.498 ( 1.73e+00 1.60e+00) 5.68e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.498 ( 3.38e+00 1.51e+00) 7.73e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.365 v -1.65e+00 1.39e-02 7.21e-02
i -1.54e+00 1.23e-02 5.75e-02
w -1.32e+00 3.72e-03 1.39e-02
g 1.29e+00 2.72e-01 7.45e-02
m -1.11e+00 6.96e-03 2.12e-02
l -9.38e-01 3.61e-02 9.21e-02
n 8.27e-01 9.79e-02 4.28e-02
d 7.62e-01 1.25e-01 5.82e-02
p -7.11e-01 2.24e-02 4.56e-02
k -6.88e-01 2.94e-02 5.86e-02
f -6.34e-01 2.14e-02 4.04e-02
r -6.00e-01 2.80e-02 5.10e-02
a -5.71e-01 4.61e-02 8.16e-02
s 5.30e-01 9.97e-02 5.87e-02
y -4.85e-01 2.15e-02 3.49e-02
q -4.79e-01 2.30e-02 3.70e-02
e -3.95e-01 4.59e-02 6.81e-02
c 3.45e-01 2.02e-02 1.43e-02
h 1.90e-01 2.78e-02 2.30e-02
t -1.35e-01 4.75e-02 5.44e-02
01 01 D SM aa 1 0.341 g 1.53e+00 3.42e-01 7.44e-02
i -8.91e-01 2.36e-02 5.75e-02
v -8.10e-01 3.20e-02 7.21e-02
l -8.03e-01 4.12e-02 9.20e-02
k -7.69e-01 2.72e-02 5.86e-02
a -5.66e-01 4.63e-02 8.15e-02
q -5.37e-01 2.16e-02 3.70e-02
e -4.94e-01 4.15e-02 6.81e-02
r -4.93e-01 3.11e-02 5.09e-02
m -3.91e-01 1.43e-02 2.12e-02
f -3.70e-01 2.79e-02 4.04e-02
w -3.58e-01 9.68e-03 1.38e-02
y -2.54e-01 2.71e-02 3.49e-02
p -2.53e-01 3.56e-02 4.58e-02
n 1.73e-01 5.09e-02 4.28e-02
d 1.57e-01 6.81e-02 5.82e-02
s 1.36e-01 6.74e-02 5.88e-02
h 8.44e-02 2.50e-02 2.30e-02
c -2.51e-02 1.40e-02 1.43e-02
t -2.19e-02 5.33e-02 5.45e-02
06 08 R MNcn psi0 0.134 ( 1.38e+00 1.50e+00) 3.71e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.134 ( 4.50e+00 5.99e-01) 6.61e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.063 p 9.26e-01 1.15e-01 4.55e-02
w 6.95e-01 2.78e-02 1.39e-02
n -5.43e-01 2.49e-02 4.28e-02
d -4.77e-01 3.61e-02 5.81e-02
g -4.41e-01 4.79e-02 7.45e-02
v -2.51e-01 5.61e-02 7.21e-02
h -2.48e-01 1.80e-02 2.30e-02
k -2.25e-01 4.68e-02 5.86e-02
r -1.35e-01 4.46e-02 5.10e-02
q -1.33e-01 3.25e-02 3.71e-02
s 1.15e-01 6.58e-02 5.87e-02
a 1.06e-01 9.08e-02 8.17e-02
e 1.03e-01 7.56e-02 6.82e-02
y 8.49e-02 3.80e-02 3.50e-02
l 7.61e-02 9.95e-02 9.22e-02
f -6.66e-02 3.78e-02 4.04e-02
i -3.62e-02 5.55e-02 5.75e-02
m -3.47e-02 2.05e-02 2.12e-02
t -3.32e-02 5.26e-02 5.43e-02
c 2.17e-02 1.46e-02 1.43e-02
04 04 D SM aa 4 0.044 e 5.72e-01 1.21e-01 6.82e-02
p -5.44e-01 2.65e-02 4.56e-02
v -4.48e-01 4.60e-02 7.20e-02
i -4.27e-01 3.75e-02 5.74e-02
w 3.39e-01 1.95e-02 1.39e-02
n -2.71e-01 3.27e-02 4.28e-02
f -2.51e-01 3.14e-02 4.04e-02
d 2.50e-01 7.45e-02 5.80e-02
s 2.49e-01 7.51e-02 5.85e-02
y -2.48e-01 2.73e-02 3.49e-02
h 2.07e-01 2.83e-02 2.30e-02
l -2.06e-01 7.50e-02 9.22e-02
a 1.80e-01 9.78e-02 8.17e-02
m -1.77e-01 1.78e-02 2.13e-02
q 9.67e-02 4.08e-02 3.71e-02
t -5.78e-02 5.12e-02 5.43e-02
k -3.46e-02 5.67e-02 5.87e-02
c -3.33e-02 1.39e-02 1.43e-02
g 2.45e-02 7.64e-02 7.45e-02
r -6.09e-03 5.08e-02 5.11e-02
05 05 D SM aa 5 0.031 p -7.87e-01 2.08e-02 4.56e-02
g -5.27e-01 4.40e-02 7.45e-02
q 2.95e-01 4.98e-02 3.71e-02
e 2.92e-01 9.14e-02 6.82e-02
a 2.74e-01 1.08e-01 8.18e-02
v -2.33e-01 5.70e-02 7.19e-02
i -1.91e-01 4.74e-02 5.74e-02
h -1.78e-01 1.93e-02 2.30e-02
f -1.60e-01 3.44e-02 4.04e-02
l 1.32e-01 1.05e-01 9.21e-02
t 1.26e-01 6.15e-02 5.42e-02
s 9.74e-02 6.46e-02 5.86e-02
c -9.42e-02 1.31e-02 1.44e-02
k -9.10e-02 5.37e-02 5.88e-02
d 7.55e-02 6.25e-02 5.79e-02
m 6.33e-02 2.27e-02 2.13e-02
w -3.89e-02 1.34e-02 1.39e-02
r 3.42e-02 5.29e-02 5.11e-02
n 1.70e-02 4.36e-02 4.29e-02
y 1.38e-02 3.54e-02 3.49e-02
00 00 D SM aa 0 0.011 c 3.37e-01 2.00e-02 1.43e-02
w -3.13e-01 1.01e-02 1.38e-02
s 2.66e-01 7.72e-02 5.92e-02
k -2.32e-01 4.66e-02 5.87e-02
r -2.05e-01 4.15e-02 5.10e-02
h 1.98e-01 2.80e-02 2.30e-02
n 1.66e-01 5.06e-02 4.29e-02
m 1.54e-01 2.48e-02 2.12e-02
a -1.50e-01 7.01e-02 8.14e-02
p 1.15e-01 5.16e-02 4.60e-02
t 1.10e-01 6.09e-02 5.46e-02
e -1.09e-01 6.10e-02 6.80e-02
l -1.07e-01 8.25e-02 9.17e-02
i -1.03e-01 5.18e-02 5.74e-02
f 1.03e-01 4.47e-02 4.03e-02
d 9.35e-02 6.40e-02 5.83e-02
q -7.96e-02 3.42e-02 3.70e-02
v -7.38e-02 6.68e-02 7.19e-02
y 6.77e-02 3.73e-02 3.49e-02
g 2.55e-02 7.63e-02 7.44e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.229
08 -0.229 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.125
10 -0.125 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.305
12 0.305 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.324
14 -0.324 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.229
16 -0.229 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.433
18 -0.433 1.000
DATA_CLASS 91
CLASS 91 - weight 5976 normalized weight 0.004 relative strength 1.04e-03 *******
class cross entropy w.r.t. global class 1.40e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.898 ( 1.33e+00 4.02e-01) 7.99e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.898 ( 3.71e-01 4.38e-01) 1.02e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.105 p -8.13e+00 1.35e-05 4.58e-02
i -4.81e+00 4.70e-04 5.75e-02
v -3.94e+00 1.40e-03 7.21e-02
t -2.47e+00 4.61e-03 5.45e-02
g 2.07e+00 5.93e-01 7.44e-02
l -1.73e+00 1.63e-02 9.20e-02
a -1.60e+00 1.65e-02 8.15e-02
w -1.38e+00 3.48e-03 1.38e-02
c -1.35e+00 3.71e-03 1.43e-02
m -1.22e+00 6.25e-03 2.12e-02
y -1.13e+00 1.12e-02 3.49e-02
s -1.02e+00 2.13e-02 5.88e-02
e -9.41e-01 2.66e-02 6.81e-02
f -9.08e-01 1.63e-02 4.04e-02
n 8.16e-01 9.68e-02 4.28e-02
r -4.71e-01 3.18e-02 5.09e-02
q -4.28e-01 2.41e-02 3.70e-02
k -1.49e-01 5.05e-02 5.86e-02
d -9.37e-02 5.30e-02 5.82e-02
h 5.99e-03 2.31e-02 2.30e-02
09 14 R MNcn psi3 0.860 (-3.04e-01 4.00e-01) 2.79e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.860 ( 4.68e+00 4.00e-01) 3.38e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.438 ( 1.99e+00 1.14e+00) 1.03e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.438 ( 4.77e+00 4.56e-01) 5.06e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.417 ( 2.24e+00 9.06e-01) 1.58e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.417 ( 4.17e+00 6.15e-01) 6.16e-01 ( 4.54e+00 1.01e+00)
06 07 R MNcn phi0 0.292 ( 4.80e+00 4.10e-01) 6.21e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.292 ( 8.92e-01 1.26e+00) 5.57e-02 ( 8.22e-01 1.53e+00)
11 18 R MNcn psi5 0.288 ( 1.87e+00 1.17e+00) 9.04e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.288 ( 4.48e+00 5.75e-01) 1.13e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.190 i -1.11e+00 1.89e-02 5.75e-02
d 1.02e+00 1.61e-01 5.81e-02
l -8.99e-01 3.75e-02 9.22e-02
w -8.80e-01 5.76e-03 1.39e-02
v -8.73e-01 3.01e-02 7.21e-02
g -8.35e-01 3.23e-02 7.45e-02
f -7.30e-01 1.95e-02 4.04e-02
c -7.21e-01 6.96e-03 1.43e-02
y -6.01e-01 1.92e-02 3.50e-02
t 5.57e-01 9.49e-02 5.43e-02
k 4.77e-01 9.43e-02 5.86e-02
a -4.64e-01 5.14e-02 8.17e-02
m -4.51e-01 1.35e-02 2.12e-02
n 4.08e-01 6.44e-02 4.28e-02
p 3.74e-01 6.61e-02 4.55e-02
e 2.20e-01 8.50e-02 6.82e-02
h 2.09e-01 2.84e-02 2.30e-02
s 1.82e-01 7.04e-02 5.87e-02
r 1.72e-01 6.06e-02 5.10e-02
q 7.72e-02 4.00e-02 3.71e-02
05 05 D SM aa 5 0.155 g -9.60e-01 2.85e-02 7.45e-02
v 8.32e-01 1.65e-01 7.19e-02
e -8.12e-01 3.03e-02 6.82e-02
i 7.78e-01 1.25e-01 5.74e-02
n -7.03e-01 2.12e-02 4.29e-02
h -6.56e-01 1.20e-02 2.30e-02
q -6.15e-01 2.00e-02 3.71e-02
p 6.14e-01 8.43e-02 4.56e-02
k -5.33e-01 3.45e-02 5.88e-02
d -4.52e-01 3.69e-02 5.79e-02
r -4.13e-01 3.38e-02 5.11e-02
s -4.04e-01 3.91e-02 5.86e-02
f 2.30e-01 5.08e-02 4.04e-02
l 1.76e-01 1.10e-01 9.21e-02
a -1.54e-01 7.01e-02 8.18e-02
c 1.53e-01 1.67e-02 1.44e-02
y -6.46e-02 3.27e-02 3.49e-02
w 2.13e-02 1.42e-02 1.39e-02
t -1.30e-02 5.35e-02 5.42e-02
m 3.56e-03 2.13e-02 2.13e-02
02 02 D SM aa 2 0.086 e -7.40e-01 3.25e-02 6.81e-02
g -7.35e-01 3.57e-02 7.45e-02
c 7.20e-01 2.94e-02 1.43e-02
a 5.59e-01 1.43e-01 8.16e-02
k -5.56e-01 3.36e-02 5.86e-02
r -4.88e-01 3.13e-02 5.10e-02
d -4.62e-01 3.66e-02 5.82e-02
v 4.23e-01 1.10e-01 7.21e-02
i 3.63e-01 8.27e-02 5.75e-02
h -3.04e-01 1.70e-02 2.30e-02
q -2.93e-01 2.76e-02 3.70e-02
m -2.80e-01 1.60e-02 2.12e-02
n -2.10e-01 3.47e-02 4.28e-02
s 1.91e-01 7.11e-02 5.87e-02
t 1.84e-01 6.54e-02 5.44e-02
p 1.72e-01 5.42e-02 4.56e-02
f 1.37e-01 4.64e-02 4.04e-02
y 1.32e-01 3.99e-02 3.49e-02
l -1.30e-01 8.09e-02 9.21e-02
w -1.24e-01 1.22e-02 1.39e-02
04 04 D SM aa 4 0.070 p -3.78e+00 1.04e-03 4.56e-02
l -4.59e-01 5.83e-02 9.22e-02
y 4.38e-01 5.41e-02 3.49e-02
n 4.01e-01 6.40e-02 4.28e-02
s 3.19e-01 8.05e-02 5.85e-02
h 3.14e-01 3.15e-02 2.30e-02
d 2.50e-01 7.45e-02 5.80e-02
q -2.31e-01 2.94e-02 3.71e-02
m -2.07e-01 1.73e-02 2.13e-02
g 2.02e-01 9.12e-02 7.45e-02
i -1.69e-01 4.85e-02 5.74e-02
t 1.55e-01 6.33e-02 5.43e-02
k -1.33e-01 5.14e-02 5.87e-02
w 1.11e-01 1.55e-02 1.39e-02
f 8.72e-02 4.41e-02 4.04e-02
v -7.18e-02 6.70e-02 7.20e-02
e -7.08e-02 6.36e-02 6.82e-02
a -6.39e-02 7.67e-02 8.17e-02
r 4.62e-02 5.35e-02 5.11e-02
c 1.96e-02 1.46e-02 1.43e-02
00 00 D SM aa 0 0.052 g -1.04e+00 2.63e-02 7.44e-02
v -5.47e-01 4.16e-02 7.19e-02
i -5.36e-01 3.36e-02 5.74e-02
h 3.56e-01 3.28e-02 2.30e-02
p 3.25e-01 6.36e-02 4.60e-02
y 3.24e-01 4.82e-02 3.49e-02
l 3.05e-01 1.24e-01 9.17e-02
a 2.16e-01 1.01e-01 8.14e-02
n 2.16e-01 5.32e-02 4.29e-02
c 2.06e-01 1.76e-02 1.43e-02
r -1.69e-01 4.30e-02 5.10e-02
d -1.20e-01 5.17e-02 5.83e-02
m 1.13e-01 2.38e-02 2.12e-02
w -9.91e-02 1.25e-02 1.38e-02
t 8.58e-02 5.95e-02 5.46e-02
f 6.93e-02 4.32e-02 4.03e-02
k 4.81e-02 6.16e-02 5.87e-02
e -3.18e-02 6.59e-02 6.80e-02
q 2.54e-02 3.80e-02 3.70e-02
s -1.26e-02 5.84e-02 5.92e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.164
08 0.164 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.792
10 -0.792 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.096
12 -0.096 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.484
14 -0.484 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.383
16 -0.383 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.445
18 -0.445 1.000
DATA_CLASS 92
CLASS 92 - weight 5950 normalized weight 0.004 relative strength 1.41e-02 *******
class cross entropy w.r.t. global class 1.10e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.953 ( 2.24e+00 4.00e-01) 3.58e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.953 ( 4.68e+00 4.00e-01) 3.31e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.944 ( 2.39e+00 4.00e-01) 3.93e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.944 ( 4.19e+00 4.00e-01) 8.85e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.907 ( 2.29e+00 4.00e-01) 3.68e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.907 ( 4.28e+00 4.00e-01) 6.51e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.902 ( 2.28e+00 4.00e-01) 3.66e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.902 ( 4.33e+00 4.00e-01) 5.27e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.873 ( 2.18e+00 4.00e-01) 3.42e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.873 ( 4.33e+00 4.00e-01) 5.23e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.386 p -2.71e+00 3.05e-03 4.56e-02
d -1.95e+00 8.28e-03 5.82e-02
s -1.37e+00 1.49e-02 5.87e-02
n -1.21e+00 1.27e-02 4.28e-02
g -1.14e+00 2.37e-02 7.45e-02
i 1.08e+00 1.69e-01 5.75e-02
v 9.58e-01 1.88e-01 7.21e-02
k -9.54e-01 2.26e-02 5.86e-02
q -9.37e-01 1.45e-02 3.70e-02
e -8.12e-01 3.02e-02 6.81e-02
r -7.68e-01 2.37e-02 5.10e-02
f 6.98e-01 8.12e-02 4.04e-02
l 6.97e-01 1.85e-01 9.21e-02
t -5.80e-01 3.04e-02 5.44e-02
w 4.99e-01 2.28e-02 1.39e-02
y 4.61e-01 5.54e-02 3.49e-02
c 4.40e-01 2.22e-02 1.43e-02
a -4.32e-01 5.30e-02 8.16e-02
h -4.06e-01 1.53e-02 2.30e-02
m 1.20e-01 2.39e-02 2.12e-02
11 18 R MNcn psi5 0.321 ( 1.65e+00 1.29e+00) 6.55e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.321 ( 4.46e+00 4.42e-01) 2.01e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.230 p -3.64e+00 1.20e-03 4.60e-02
g -1.27e+00 2.09e-02 7.44e-02
d -1.15e+00 1.85e-02 5.83e-02
v 9.27e-01 1.82e-01 7.19e-02
e -9.14e-01 2.73e-02 6.80e-02
i 7.46e-01 1.21e-01 5.74e-02
f 5.71e-01 7.13e-02 4.03e-02
k -5.38e-01 3.43e-02 5.87e-02
s -5.17e-01 3.53e-02 5.92e-02
y 4.58e-01 5.51e-02 3.49e-02
c 4.50e-01 2.24e-02 1.43e-02
q -4.26e-01 2.42e-02 3.70e-02
n -3.66e-01 2.97e-02 4.29e-02
r -3.28e-01 3.67e-02 5.10e-02
l 3.19e-01 1.26e-01 9.17e-02
m 2.16e-01 2.64e-02 2.12e-02
h 1.68e-01 2.72e-02 2.30e-02
w 1.38e-01 1.58e-02 1.38e-02
a -9.04e-02 7.44e-02 8.14e-02
t -8.56e-02 5.01e-02 5.46e-02
05 05 D SM aa 5 0.203 i -1.32e+00 1.53e-02 5.74e-02
d 1.14e+00 1.81e-01 5.79e-02
n 9.77e-01 1.14e-01 4.29e-02
v -7.50e-01 3.40e-02 7.19e-02
f -5.65e-01 2.29e-02 4.04e-02
k -5.30e-01 3.46e-02 5.88e-02
y -5.03e-01 2.11e-02 3.49e-02
l -4.52e-01 5.86e-02 9.21e-02
w -4.40e-01 8.95e-03 1.39e-02
e -4.31e-01 4.44e-02 6.82e-02
p -4.28e-01 2.97e-02 4.56e-02
h 3.80e-01 3.37e-02 2.30e-02
t 3.50e-01 7.70e-02 5.42e-02
c 3.40e-01 2.02e-02 1.44e-02
r -3.10e-01 3.75e-02 5.11e-02
g 2.51e-01 9.58e-02 7.45e-02
a -2.16e-01 6.59e-02 8.18e-02
s -2.14e-01 4.73e-02 5.86e-02
m 1.49e-01 2.47e-02 2.13e-02
q -1.07e-01 3.33e-02 3.71e-02
01 01 D SM aa 1 0.156 p -5.21e+00 2.50e-04 4.58e-02
g -7.85e-01 3.40e-02 7.44e-02
v 7.51e-01 1.53e-01 7.21e-02
i 7.31e-01 1.19e-01 5.75e-02
d -5.71e-01 3.29e-02 5.82e-02
q -4.78e-01 2.30e-02 3.70e-02
n -4.31e-01 2.78e-02 4.28e-02
w -4.12e-01 9.17e-03 1.38e-02
h 3.64e-01 3.30e-02 2.30e-02
e -3.61e-01 4.74e-02 6.81e-02
a -3.61e-01 5.68e-02 8.15e-02
t 3.49e-01 7.73e-02 5.45e-02
l 3.40e-01 1.29e-01 9.20e-02
s -2.88e-01 4.41e-02 5.88e-02
k -2.30e-01 4.66e-02 5.86e-02
f 1.80e-01 4.83e-02 4.04e-02
c 1.54e-01 1.67e-02 1.43e-02
r -1.40e-01 4.43e-02 5.09e-02
y 5.78e-02 3.70e-02 3.49e-02
m -5.33e-02 2.01e-02 2.12e-02
03 03 D SM aa 3 0.152 p -3.35e+00 1.59e-03 4.55e-02
g -1.70e+00 1.36e-02 7.45e-02
i 7.65e-01 1.24e-01 5.75e-02
v 6.88e-01 1.43e-01 7.21e-02
s -5.28e-01 3.46e-02 5.87e-02
a -3.76e-01 5.61e-02 8.17e-02
f 3.55e-01 5.76e-02 4.04e-02
h 3.15e-01 3.15e-02 2.30e-02
y 2.27e-01 4.39e-02 3.50e-02
n -2.15e-01 3.45e-02 4.28e-02
d -2.04e-01 4.74e-02 5.81e-02
m 1.19e-01 2.39e-02 2.12e-02
c 1.17e-01 1.61e-02 1.43e-02
r -1.14e-01 4.55e-02 5.10e-02
l 1.07e-01 1.03e-01 9.22e-02
k -9.66e-02 5.32e-02 5.86e-02
q -5.96e-02 3.49e-02 3.71e-02
w 3.73e-02 1.44e-02 1.39e-02
t -3.65e-02 5.24e-02 5.43e-02
e 1.52e-02 6.92e-02 6.82e-02
04 04 D SM aa 4 0.110 g -1.24e+00 2.16e-02 7.45e-02
t -1.03e+00 1.95e-02 5.43e-02
s -8.01e-01 2.63e-02 5.85e-02
e -5.27e-01 4.03e-02 6.82e-02
f 4.83e-01 6.55e-02 4.04e-02
l 4.51e-01 1.45e-01 9.22e-02
r -4.37e-01 3.30e-02 5.11e-02
w 4.23e-01 2.12e-02 1.39e-02
p 3.98e-01 6.79e-02 4.56e-02
i 3.96e-01 8.53e-02 5.74e-02
y 3.19e-01 4.81e-02 3.49e-02
d 3.18e-01 7.98e-02 5.80e-02
k -3.04e-01 4.33e-02 5.87e-02
a -2.94e-01 6.09e-02 8.17e-02
v 2.22e-01 8.98e-02 7.20e-02
n 2.18e-01 5.33e-02 4.28e-02
q -1.83e-01 3.09e-02 3.71e-02
m 1.72e-01 2.53e-02 2.13e-02
c 1.67e-01 1.70e-02 1.43e-02
h 1.44e-01 2.66e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.256
08 -0.256 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.206
10 -0.206 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.151
12 -0.151 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.163
14 -0.163 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.188
16 0.188 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.174
18 0.174 1.000
DATA_CLASS 93
CLASS 93 - weight 5909 normalized weight 0.004 relative strength 1.24e-01 *******
class cross entropy w.r.t. global class 1.29e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
00 00 D SM aa 0 1.433 t -3.86e+00 1.15e-03 5.46e-02
g -3.67e+00 1.90e-03 7.44e-02
p -3.00e+00 2.28e-03 4.60e-02
i -2.88e+00 3.22e-03 5.74e-02
v -2.42e+00 6.36e-03 7.19e-02
l -2.40e+00 8.33e-03 9.17e-02
a -2.33e+00 7.93e-03 8.14e-02
d 2.24e+00 5.46e-01 5.83e-02
m -2.06e+00 2.70e-03 2.12e-02
f -2.02e+00 5.36e-03 4.03e-02
y -1.83e+00 5.58e-03 3.49e-02
n 1.73e+00 2.42e-01 4.29e-02
k -1.31e+00 1.58e-02 5.87e-02
q -1.02e+00 1.34e-02 3.70e-02
w -9.95e-01 5.10e-03 1.38e-02
r -8.35e-01 2.21e-02 5.10e-02
h -6.28e-01 1.23e-02 2.30e-02
e -5.86e-01 3.79e-02 6.80e-02
c -2.55e-01 1.11e-02 1.43e-02
s -1.72e-01 4.98e-02 5.92e-02
07 10 R MNcn psi1 0.964 (-5.44e-01 4.00e-01) 3.40e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.964 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.939 (-6.97e-01 4.00e-01) 3.77e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.939 ( 5.19e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.937 (-7.07e-01 4.00e-01) 3.79e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.937 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.926 (-6.69e-01 4.00e-01) 3.69e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.926 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.918 (-6.62e-01 4.00e-01) 3.68e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.918 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.739 ( 1.85e+00 4.00e-01) 2.56e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.739 ( 4.56e+00 4.87e-01) 4.71e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.238 p -1.66e+00 8.69e-03 4.56e-02
g -1.29e+00 2.05e-02 7.45e-02
k -1.16e+00 1.84e-02 5.87e-02
s -9.01e-01 2.38e-02 5.85e-02
l 7.77e-01 2.01e-01 9.22e-02
n -7.31e-01 2.06e-02 4.28e-02
d -7.23e-01 2.82e-02 5.80e-02
r -7.03e-01 2.53e-02 5.11e-02
i 6.63e-01 1.11e-01 5.74e-02
h -6.52e-01 1.20e-02 2.30e-02
f 6.36e-01 7.62e-02 4.04e-02
e -5.96e-01 3.76e-02 6.82e-02
m 5.91e-01 3.84e-02 2.13e-02
w 5.66e-01 2.45e-02 1.39e-02
a 5.54e-01 1.42e-01 8.17e-02
t -5.18e-01 3.23e-02 5.43e-02
q -3.92e-01 2.50e-02 3.71e-02
v 3.29e-01 1.00e-01 7.20e-02
y 1.67e-01 4.13e-02 3.49e-02
c -1.08e-01 1.29e-02 1.43e-02
02 02 D SM aa 2 0.136 i -1.17e+00 1.79e-02 5.75e-02
c -1.11e+00 4.72e-03 1.43e-02
l -8.79e-01 3.82e-02 9.21e-02
w -7.45e-01 6.58e-03 1.39e-02
e 7.25e-01 1.41e-01 6.81e-02
y -6.31e-01 1.86e-02 3.49e-02
f -5.93e-01 2.23e-02 4.04e-02
m -5.89e-01 1.18e-02 2.12e-02
d 5.62e-01 1.02e-01 5.82e-02
v -5.61e-01 4.11e-02 7.21e-02
h -4.54e-01 1.46e-02 2.30e-02
p -4.26e-01 2.98e-02 4.56e-02
g -4.14e-01 4.92e-02 7.45e-02
s 3.77e-01 8.56e-02 5.87e-02
k 3.52e-01 8.33e-02 5.86e-02
r 3.16e-01 6.99e-02 5.10e-02
t 2.45e-01 6.95e-02 5.44e-02
q 2.40e-01 4.71e-02 3.70e-02
a 1.85e-01 9.82e-02 8.16e-02
n 1.31e-01 4.88e-02 4.28e-02
01 01 D SM aa 1 0.120 g -1.25e+00 2.12e-02 7.44e-02
d -1.11e+00 1.92e-02 5.82e-02
c -9.94e-01 5.30e-03 1.43e-02
n -9.20e-01 1.71e-02 4.28e-02
w 8.96e-01 3.39e-02 1.38e-02
s -6.88e-01 2.96e-02 5.88e-02
l 4.88e-01 1.50e-01 9.20e-02
p 4.34e-01 7.08e-02 4.58e-02
m 4.27e-01 3.25e-02 2.12e-02
i 4.10e-01 8.67e-02 5.75e-02
f 3.74e-01 5.87e-02 4.04e-02
v 3.06e-01 9.78e-02 7.21e-02
q -2.73e-01 2.82e-02 3.70e-02
y 2.44e-01 4.46e-02 3.49e-02
h -2.20e-01 1.84e-02 2.30e-02
k -1.82e-01 4.89e-02 5.86e-02
r -1.69e-01 4.30e-02 5.09e-02
a -7.73e-02 7.54e-02 8.15e-02
t -5.58e-02 5.16e-02 5.45e-02
e -1.20e-02 6.73e-02 6.81e-02
05 05 D SM aa 5 0.089 p -1.71e+00 8.28e-03 4.56e-02
g -1.05e+00 2.61e-02 7.45e-02
d -5.33e-01 3.40e-02 5.79e-02
m 4.98e-01 3.50e-02 2.13e-02
h -4.91e-01 1.41e-02 2.30e-02
l 4.33e-01 1.42e-01 9.21e-02
s -4.07e-01 3.90e-02 5.86e-02
k 4.02e-01 8.79e-02 5.88e-02
a 3.03e-01 1.11e-01 8.18e-02
r 2.73e-01 6.72e-02 5.11e-02
t -2.41e-01 4.26e-02 5.42e-02
f 1.81e-01 4.83e-02 4.04e-02
n -1.76e-01 3.59e-02 4.29e-02
y -1.72e-01 2.94e-02 3.49e-02
i 1.58e-01 6.72e-02 5.74e-02
q 1.10e-01 4.14e-02 3.71e-02
w -8.26e-02 1.28e-02 1.39e-02
c -7.74e-02 1.33e-02 1.44e-02
e 3.98e-02 7.10e-02 6.82e-02
v 2.43e-02 7.37e-02 7.19e-02
03 03 D SM aa 3 0.078 i -8.65e-01 2.42e-02 5.75e-02
c -7.49e-01 6.76e-03 1.43e-02
k 6.00e-01 1.07e-01 5.86e-02
a 5.47e-01 1.41e-01 8.17e-02
f -5.25e-01 2.39e-02 4.04e-02
m -4.26e-01 1.39e-02 2.12e-02
g -4.25e-01 4.87e-02 7.45e-02
v -3.82e-01 4.92e-02 7.21e-02
r 3.53e-01 7.26e-02 5.10e-02
y -3.49e-01 2.47e-02 3.50e-02
e 3.19e-01 9.38e-02 6.82e-02
h -3.00e-01 1.71e-02 2.30e-02
w -2.82e-01 1.05e-02 1.39e-02
p -2.80e-01 3.44e-02 4.55e-02
n -2.32e-01 3.40e-02 4.28e-02
d -1.59e-01 4.96e-02 5.81e-02
q 1.45e-01 4.29e-02 3.71e-02
s 6.65e-02 6.27e-02 5.87e-02
l -3.45e-02 8.90e-02 9.22e-02
t 9.53e-04 5.44e-02 5.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.236
08 0.236 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.530
10 -0.530 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.108
12 -0.108 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.122
14 -0.122 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.143
16 -0.143 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.163
18 -0.163 1.000
DATA_CLASS 94
CLASS 94 - weight 5735 normalized weight 0.004 relative strength 7.18e-03 *******
class cross entropy w.r.t. global class 1.70e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 3.744 ( 1.46e+00 4.00e-01) 7.70e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.744 ( 6.29e-03 4.00e-01) 2.01e+00 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 1.538 i -8.21e+00 1.55e-05 5.74e-02
p -4.99e+00 3.09e-04 4.56e-02
v -4.76e+00 6.14e-04 7.19e-02
l -2.61e+00 6.78e-03 9.21e-02
t -2.33e+00 5.25e-03 5.42e-02
g 2.30e+00 7.45e-01 7.45e-02
a -1.94e+00 1.18e-02 8.18e-02
c -1.82e+00 2.33e-03 1.44e-02
m -1.63e+00 4.15e-03 2.13e-02
e -1.56e+00 1.43e-02 6.82e-02
s -1.55e+00 1.25e-02 5.86e-02
r -1.39e+00 1.28e-02 5.11e-02
f -1.29e+00 1.11e-02 4.04e-02
q -1.27e+00 1.04e-02 3.71e-02
k -1.23e+00 1.73e-02 5.88e-02
w -1.03e+00 4.95e-03 1.39e-02
y -9.83e-01 1.31e-02 3.49e-02
n 5.30e-01 7.28e-02 4.29e-02
d -3.98e-01 3.89e-02 5.79e-02
h -3.82e-01 1.57e-02 2.30e-02
10 16 R MNcn psi4 1.227 ( 2.37e+00 4.00e-01) 3.91e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.227 ( 5.24e+00 4.00e-01) 1.74e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 1.005 ( 2.62e+00 4.00e-01) 4.52e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.005 ( 4.71e+00 5.15e-01) 3.17e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.827 ( 2.47e+00 4.00e-01) 4.13e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.827 ( 4.44e+00 6.20e-01) 1.69e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.397 p 1.78e+00 2.69e-01 4.56e-02
g -1.45e+00 1.75e-02 7.45e-02
l -1.11e+00 3.02e-02 9.22e-02
w -1.05e+00 4.86e-03 1.39e-02
c -9.37e-01 5.62e-03 1.43e-02
y -9.21e-01 1.39e-02 3.49e-02
f -8.82e-01 1.67e-02 4.04e-02
m -8.49e-01 9.10e-03 2.13e-02
i -7.58e-01 2.69e-02 5.74e-02
h -6.43e-01 1.21e-02 2.30e-02
n -6.07e-01 2.33e-02 4.28e-02
e 5.54e-01 1.19e-01 6.82e-02
t -5.37e-01 3.17e-02 5.43e-02
k 3.29e-01 8.15e-02 5.87e-02
v -3.16e-01 5.25e-02 7.20e-02
a 3.08e-01 1.11e-01 8.17e-02
d -2.19e-01 4.66e-02 5.80e-02
r -1.68e-01 4.32e-02 5.11e-02
s -1.64e-01 4.97e-02 5.85e-02
q -4.43e-02 3.55e-02 3.71e-02
07 10 R MNcn psi1 0.268 ( 1.69e+00 1.20e+00) 7.32e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.268 ( 4.46e+00 5.04e-01) 1.60e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.234 p 1.50e+00 2.03e-01 4.55e-02
d -8.62e-01 2.45e-02 5.81e-02
w -8.30e-01 6.05e-03 1.39e-02
f -7.78e-01 1.85e-02 4.04e-02
k 6.87e-01 1.17e-01 5.86e-02
c -6.66e-01 7.35e-03 1.43e-02
i -5.38e-01 3.36e-02 5.75e-02
g -5.01e-01 4.51e-02 7.45e-02
n -4.80e-01 2.65e-02 4.28e-02
l -4.75e-01 5.73e-02 9.22e-02
y -4.58e-01 2.21e-02 3.50e-02
m -4.19e-01 1.40e-02 2.12e-02
s -3.86e-01 3.99e-02 5.87e-02
t -3.50e-01 3.83e-02 5.43e-02
r 2.91e-01 6.82e-02 5.10e-02
h -2.70e-01 1.76e-02 2.30e-02
q 2.42e-01 4.72e-02 3.71e-02
v -2.07e-01 5.86e-02 7.21e-02
e 1.28e-01 7.75e-02 6.82e-02
a -4.51e-02 7.81e-02 8.17e-02
06 08 R MNcn psi0 0.227 ( 1.60e+00 1.32e+00) 5.85e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.227 ( 4.52e+00 5.53e-01) 4.79e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.180 d -1.41e+00 1.42e-02 5.82e-02
n -1.33e+00 1.14e-02 4.28e-02
e -1.25e+00 1.96e-02 6.81e-02
c 8.77e-01 3.44e-02 1.43e-02
k -7.82e-01 2.68e-02 5.86e-02
s -6.73e-01 3.00e-02 5.87e-02
i 6.35e-01 1.09e-01 5.75e-02
v 6.21e-01 1.34e-01 7.21e-02
q -6.19e-01 1.99e-02 3.70e-02
l 5.77e-01 1.64e-01 9.21e-02
f 4.77e-01 6.51e-02 4.04e-02
r -4.60e-01 3.22e-02 5.10e-02
p 3.54e-01 6.51e-02 4.56e-02
m 3.46e-01 3.00e-02 2.12e-02
t -2.84e-01 4.10e-02 5.44e-02
h -2.70e-01 1.75e-02 2.30e-02
g -1.80e-01 6.22e-02 7.45e-02
a -8.81e-02 7.47e-02 8.16e-02
w 8.13e-02 1.50e-02 1.39e-02
y -2.01e-02 3.43e-02 3.49e-02
00 00 D SM aa 0 0.030 c 5.94e-01 2.59e-02 1.43e-02
g -5.76e-01 4.18e-02 7.44e-02
d -3.79e-01 3.99e-02 5.83e-02
v 3.31e-01 1.00e-01 7.19e-02
i 3.28e-01 7.97e-02 5.74e-02
h -2.49e-01 1.79e-02 2.30e-02
e -1.96e-01 5.59e-02 6.80e-02
f 1.75e-01 4.80e-02 4.03e-02
k -1.74e-01 4.94e-02 5.87e-02
n -1.73e-01 3.61e-02 4.29e-02
p 1.60e-01 5.40e-02 4.60e-02
y -1.05e-01 3.14e-02 3.49e-02
l 9.90e-02 1.01e-01 9.17e-02
t 6.53e-02 5.83e-02 5.46e-02
r -4.71e-02 4.86e-02 5.10e-02
q -3.33e-02 3.58e-02 3.70e-02
m 3.08e-02 2.19e-02 2.12e-02
s 1.93e-02 6.03e-02 5.92e-02
a -1.72e-02 8.00e-02 8.14e-02
w -1.07e-02 1.37e-02 1.38e-02
01 01 D SM aa 1 0.028 g -7.90e-01 3.38e-02 7.44e-02
t 4.22e-01 8.31e-02 5.45e-02
c -2.90e-01 1.07e-02 1.43e-02
a -2.32e-01 6.46e-02 8.15e-02
w -2.23e-01 1.11e-02 1.38e-02
p 2.17e-01 5.70e-02 4.58e-02
k 1.75e-01 6.98e-02 5.86e-02
i -1.61e-01 4.90e-02 5.75e-02
h 1.24e-01 2.60e-02 2.30e-02
q 1.20e-01 4.17e-02 3.70e-02
s 1.18e-01 6.62e-02 5.88e-02
v 1.10e-01 8.05e-02 7.21e-02
l -9.81e-02 8.34e-02 9.20e-02
e 6.27e-02 7.25e-02 6.81e-02
d -5.69e-02 5.50e-02 5.82e-02
r 5.55e-02 5.39e-02 5.09e-02
m -4.93e-02 2.02e-02 2.12e-02
y 4.62e-02 3.66e-02 3.49e-02
f 4.51e-02 4.23e-02 4.04e-02
n -4.27e-04 4.28e-02 4.28e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.460
08 -0.460 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.274
10 -0.274 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.224
12 -0.224 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.034
14 -0.034 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.108
16 -0.108 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.583
18 -0.583 1.000
DATA_CLASS 95
CLASS 95 - weight 5611 normalized weight 0.004 relative strength 4.53e-07 *******
class cross entropy w.r.t. global class 1.07e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 2.971 ( 1.28e+00 4.09e-01) 7.99e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 2.971 ( 1.55e+00 1.67e+00) 4.46e-01 ( 8.09e-01 1.53e+00)
08 11 R MNcn phi2 0.911 ( 2.89e+00 1.64e+00) 1.00e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.911 ( 1.59e+00 1.54e+00) 5.07e-01 ( 8.13e-01 1.53e+00)
04 04 D SM aa 4 0.859 p -4.46e+00 5.26e-04 4.56e-02
g 2.01e+00 5.57e-01 7.45e-02
v -1.54e+00 1.54e-02 7.20e-02
i -1.42e+00 1.39e-02 5.74e-02
l -1.27e+00 2.60e-02 9.22e-02
t -1.02e+00 1.95e-02 5.43e-02
y -9.37e-01 1.37e-02 3.49e-02
m -9.34e-01 8.36e-03 2.13e-02
w -8.26e-01 6.09e-03 1.39e-02
e -7.50e-01 3.22e-02 6.82e-02
a -7.21e-01 3.97e-02 8.17e-02
q -6.79e-01 1.88e-02 3.71e-02
f -6.59e-01 2.09e-02 4.04e-02
r -5.80e-01 2.86e-02 5.11e-02
k -5.79e-01 3.29e-02 5.87e-02
c -5.20e-01 8.53e-03 1.43e-02
s -4.67e-01 3.67e-02 5.85e-02
n 2.06e-01 5.26e-02 4.28e-02
d -1.86e-01 4.82e-02 5.80e-02
h -1.20e-01 2.04e-02 2.30e-02
02 02 D SM aa 2 0.328 g 1.50e+00 3.34e-01 7.45e-02
v -1.03e+00 2.58e-02 7.21e-02
i -9.70e-01 2.18e-02 5.75e-02
l -8.74e-01 3.84e-02 9.21e-02
m -7.68e-01 9.84e-03 2.12e-02
w -6.33e-01 7.36e-03 1.39e-02
t -5.04e-01 3.29e-02 5.44e-02
a -4.99e-01 4.96e-02 8.16e-02
p -3.87e-01 3.10e-02 4.56e-02
n 3.41e-01 6.02e-02 4.28e-02
f -3.29e-01 2.91e-02 4.04e-02
e -2.87e-01 5.11e-02 6.81e-02
k -2.52e-01 4.55e-02 5.86e-02
q -2.16e-01 2.98e-02 3.70e-02
r -1.99e-01 4.18e-02 5.10e-02
c -1.97e-01 1.17e-02 1.43e-02
h 1.34e-01 2.63e-02 2.30e-02
d 7.91e-02 6.30e-02 5.82e-02
y -5.05e-02 3.32e-02 3.49e-02
s -1.73e-02 5.77e-02 5.87e-02
09 13 R MNcn phi3 0.310 ( 3.83e+00 1.48e+00) 4.82e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.310 ( 1.30e+00 1.45e+00) 3.38e-01 ( 8.11e-01 1.53e+00)
11 18 R MNcn psi5 0.198 ( 1.18e+00 1.49e+00) 2.47e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.198 ( 4.74e+00 5.10e-01) 3.80e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.165 ( 1.29e+00 1.50e+00) 3.13e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.165 ( 4.60e+00 5.44e-01) 1.08e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.137 ( 1.42e+00 1.49e+00) 4.04e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.137 ( 4.55e+00 6.09e-01) 5.49e-03 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.068 c 6.95e-01 2.87e-02 1.43e-02
i -6.40e-01 3.03e-02 5.75e-02
g 5.46e-01 1.29e-01 7.45e-02
l -5.45e-01 5.34e-02 9.22e-02
v -4.87e-01 4.43e-02 7.21e-02
m -4.37e-01 1.37e-02 2.12e-02
n 3.85e-01 6.30e-02 4.28e-02
s 3.79e-01 8.57e-02 5.87e-02
a -3.03e-01 6.03e-02 8.17e-02
d 2.93e-01 7.79e-02 5.81e-02
p 2.74e-01 5.99e-02 4.55e-02
f -2.69e-01 3.09e-02 4.04e-02
q -2.09e-01 3.01e-02 3.71e-02
y -1.69e-01 2.95e-02 3.50e-02
t -1.67e-01 4.60e-02 5.43e-02
h 1.27e-01 2.61e-02 2.30e-02
w 6.92e-02 1.49e-02 1.39e-02
e 6.89e-02 7.31e-02 6.82e-02
r -6.14e-02 4.80e-02 5.10e-02
k -4.89e-02 5.58e-02 5.86e-02
05 05 D SM aa 5 0.032 g -7.71e-01 3.45e-02 7.45e-02
c 5.61e-01 2.52e-02 1.44e-02
p 5.05e-01 7.56e-02 4.56e-02
t 2.33e-01 6.85e-02 5.42e-02
l -2.21e-01 7.38e-02 9.21e-02
s 1.85e-01 7.05e-02 5.86e-02
m -1.79e-01 1.78e-02 2.13e-02
e -1.44e-01 5.91e-02 6.82e-02
f -1.03e-01 3.64e-02 4.04e-02
r 8.70e-02 5.58e-02 5.11e-02
q 8.52e-02 4.04e-02 3.71e-02
a -7.68e-02 7.57e-02 8.18e-02
d 7.56e-02 6.25e-02 5.79e-02
i 5.70e-02 6.07e-02 5.74e-02
y -5.64e-02 3.30e-02 3.49e-02
n 5.44e-02 4.53e-02 4.29e-02
w -3.14e-02 1.35e-02 1.39e-02
h -2.05e-02 2.26e-02 2.30e-02
v -1.07e-02 7.11e-02 7.19e-02
k -1.06e-02 5.82e-02 5.88e-02
00 00 D SM aa 0 0.018 c 5.19e-01 2.40e-02 1.43e-02
p 3.08e-01 6.26e-02 4.60e-02
g -2.98e-01 5.52e-02 7.44e-02
h 2.71e-01 3.01e-02 2.30e-02
s 2.61e-01 7.68e-02 5.92e-02
q -2.42e-01 2.91e-02 3.70e-02
a -2.11e-01 6.59e-02 8.14e-02
e -1.94e-01 5.61e-02 6.80e-02
d 1.90e-01 7.04e-02 5.83e-02
v -1.28e-01 6.33e-02 7.19e-02
t 1.09e-01 6.09e-02 5.46e-02
w -9.04e-02 1.26e-02 1.38e-02
k 7.37e-02 6.32e-02 5.87e-02
f -6.69e-02 3.77e-02 4.03e-02
m 6.38e-02 2.26e-02 2.12e-02
r -6.05e-02 4.80e-02 5.10e-02
n -4.87e-02 4.08e-02 4.29e-02
i -4.00e-02 5.52e-02 5.74e-02
l -2.03e-02 8.99e-02 9.17e-02
y 1.95e-02 3.55e-02 3.49e-02
01 01 D SM aa 1 0.014 c 3.16e-01 1.96e-02 1.43e-02
m -2.59e-01 1.64e-02 2.12e-02
s 2.30e-01 7.41e-02 5.88e-02
n 2.20e-01 5.34e-02 4.28e-02
t 2.15e-01 6.76e-02 5.45e-02
w 1.92e-01 1.68e-02 1.38e-02
p 1.88e-01 5.53e-02 4.58e-02
y 1.88e-01 4.21e-02 3.49e-02
f 1.86e-01 4.87e-02 4.04e-02
h 1.82e-01 2.76e-02 2.30e-02
e -1.66e-01 5.77e-02 6.81e-02
l -1.55e-01 7.87e-02 9.20e-02
g -1.44e-01 6.44e-02 7.44e-02
v -1.40e-01 6.27e-02 7.21e-02
k -1.40e-01 5.10e-02 5.86e-02
r -1.31e-01 4.47e-02 5.09e-02
q -1.14e-01 3.30e-02 3.70e-02
d -6.75e-02 5.44e-02 5.82e-02
a -5.58e-02 7.71e-02 8.15e-02
i -4.70e-02 5.49e-02 5.75e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.275
08 -0.275 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.174
10 -0.174 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.044
12 -0.044 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.068
14 0.068 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.084
16 -0.084 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.337
18 -0.337 1.000
DATA_CLASS 96
CLASS 96 - weight 5608 normalized weight 0.004 relative strength 1.71e-02 *******
class cross entropy w.r.t. global class 1.14e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.919 (-4.69e-01 4.00e-01) 3.21e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.919 ( 5.20e+00 4.00e-01) 1.65e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.894 ( 2.40e+00 4.00e-01) 3.96e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.894 ( 4.59e+00 4.98e-01) 9.60e-02 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.839 ( 2.45e+00 4.31e-01) 3.81e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.839 ( 4.53e+00 5.43e-01) 2.08e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.827 (-3.05e-01 4.00e-01) 2.79e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.827 ( 5.04e+00 4.00e-01) 1.25e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.788 (-6.64e-02 4.00e-01) 2.19e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.788 ( 4.58e+00 4.00e-01) 9.64e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.663 ( 2.25e+00 5.69e-01) 2.51e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.663 ( 4.63e+00 5.43e-01) 1.58e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.407 v -1.68e+00 1.34e-02 7.19e-02
i -1.61e+00 1.14e-02 5.74e-02
d 1.34e+00 2.23e-01 5.83e-02
l -1.28e+00 2.55e-02 9.17e-02
w -1.26e+00 3.92e-03 1.38e-02
m -1.17e+00 6.57e-03 2.12e-02
g -1.13e+00 2.41e-02 7.44e-02
f -1.09e+00 1.36e-02 4.03e-02
p 1.05e+00 1.32e-01 4.60e-02
n 9.26e-01 1.08e-01 4.29e-02
a -6.12e-01 4.41e-02 8.14e-02
s 6.12e-01 1.09e-01 5.92e-02
y -5.42e-01 2.03e-02 3.49e-02
e -4.65e-01 4.27e-02 6.80e-02
c -4.17e-01 9.41e-03 1.43e-02
q -3.39e-01 2.64e-02 3.70e-02
h 2.08e-01 2.83e-02 2.30e-02
r -1.70e-01 4.30e-02 5.10e-02
t 9.99e-02 6.03e-02 5.46e-02
k -6.68e-02 5.49e-02 5.87e-02
02 02 D SM aa 2 0.296 i -1.99e+00 7.90e-03 5.75e-02
p -1.73e+00 8.10e-03 4.56e-02
v -1.64e+00 1.39e-02 7.21e-02
l -1.30e+00 2.50e-02 9.21e-02
m -9.90e-01 7.88e-03 2.12e-02
f -9.86e-01 1.51e-02 4.04e-02
e 9.24e-01 1.72e-01 6.81e-02
s 8.58e-01 1.38e-01 5.87e-02
d 8.28e-01 1.33e-01 5.82e-02
y -7.35e-01 1.68e-02 3.49e-02
n 5.22e-01 7.22e-02 4.28e-02
c -4.56e-01 9.07e-03 1.43e-02
g -4.38e-01 4.80e-02 7.45e-02
w -3.43e-01 9.84e-03 1.39e-02
h 2.20e-01 2.87e-02 2.30e-02
r 1.53e-01 5.94e-02 5.10e-02
k 1.53e-01 6.82e-02 5.86e-02
q -4.61e-02 3.54e-02 3.70e-02
t -4.40e-02 5.21e-02 5.44e-02
a -2.78e-02 7.94e-02 8.16e-02
04 04 D SM aa 4 0.282 p -3.36e+00 1.59e-03 4.56e-02
g -1.44e+00 1.76e-02 7.45e-02
e -1.42e+00 1.66e-02 6.82e-02
d -1.29e+00 1.60e-02 5.80e-02
n -1.00e+00 1.57e-02 4.28e-02
i 8.52e-01 1.35e-01 5.74e-02
k -8.16e-01 2.60e-02 5.87e-02
f 7.50e-01 8.55e-02 4.04e-02
m 6.97e-01 4.27e-02 2.13e-02
l 6.73e-01 1.81e-01 9.22e-02
v 6.15e-01 1.33e-01 7.20e-02
w 5.83e-01 2.49e-02 1.39e-02
s -4.58e-01 3.70e-02 5.85e-02
c 4.48e-01 2.24e-02 1.43e-02
a -3.90e-01 5.53e-02 8.17e-02
y 3.72e-01 5.07e-02 3.49e-02
q -1.89e-01 3.07e-02 3.71e-02
h -1.84e-01 1.91e-02 2.30e-02
t -1.76e-01 4.55e-02 5.43e-02
r -1.47e-01 4.41e-02 5.11e-02
01 01 D SM aa 1 0.223 p 1.55e+00 2.16e-01 4.58e-02
g -1.26e+00 2.11e-02 7.44e-02
n -9.83e-01 1.60e-02 4.28e-02
c -7.16e-01 7.00e-03 1.43e-02
h -4.43e-01 1.47e-02 2.30e-02
y -4.38e-01 2.25e-02 3.49e-02
d -4.36e-01 3.76e-02 5.82e-02
w 4.21e-01 2.11e-02 1.38e-02
q -3.22e-01 2.68e-02 3.70e-02
t -3.07e-01 4.01e-02 5.45e-02
v -1.86e-01 5.98e-02 7.21e-02
k -1.60e-01 4.99e-02 5.86e-02
i -1.40e-01 5.00e-02 5.75e-02
a 1.35e-01 9.33e-02 8.15e-02
m -1.27e-01 1.87e-02 2.12e-02
l 1.02e-01 1.02e-01 9.20e-02
r -1.00e-01 4.61e-02 5.09e-02
e -7.85e-02 6.30e-02 6.81e-02
s -5.26e-02 5.58e-02 5.88e-02
f -5.26e-02 3.83e-02 4.04e-02
03 03 D SM aa 3 0.182 p -2.58e+00 3.46e-03 4.55e-02
i -1.08e+00 1.95e-02 5.75e-02
g -1.08e+00 2.53e-02 7.45e-02
v -9.86e-01 2.69e-02 7.21e-02
d 8.24e-01 1.33e-01 5.81e-02
n 7.88e-01 9.42e-02 4.28e-02
q 6.09e-01 6.81e-02 3.71e-02
f -4.00e-01 2.71e-02 4.04e-02
e 3.90e-01 1.01e-01 6.82e-02
k 3.61e-01 8.40e-02 5.86e-02
h 3.09e-01 3.13e-02 2.30e-02
l -3.02e-01 6.81e-02 9.22e-02
a -2.88e-01 6.12e-02 8.17e-02
m -1.77e-01 1.78e-02 2.12e-02
s 1.34e-01 6.71e-02 5.87e-02
r 1.11e-01 5.70e-02 5.10e-02
c -8.16e-02 1.32e-02 1.43e-02
w -4.57e-02 1.33e-02 1.39e-02
y 1.63e-02 3.55e-02 3.50e-02
t -1.42e-02 5.36e-02 5.43e-02
05 05 D SM aa 5 0.141 g -1.22e+00 2.19e-02 7.45e-02
p 1.20e+00 1.51e-01 4.56e-02
c -8.29e-01 6.26e-03 1.44e-02
a -5.85e-01 4.56e-02 8.18e-02
m -5.62e-01 1.21e-02 2.13e-02
l -4.60e-01 5.82e-02 9.21e-02
t 4.16e-01 8.22e-02 5.42e-02
s 3.53e-01 8.33e-02 5.86e-02
y -2.83e-01 2.63e-02 3.49e-02
i -2.78e-01 4.35e-02 5.74e-02
k 2.18e-01 7.31e-02 5.88e-02
w -1.99e-01 1.14e-02 1.39e-02
e -1.78e-01 5.71e-02 6.82e-02
d 1.63e-01 6.82e-02 5.79e-02
f -1.40e-01 3.51e-02 4.04e-02
r 1.17e-01 5.75e-02 5.11e-02
v -8.75e-02 6.59e-02 7.19e-02
h 7.06e-02 2.47e-02 2.30e-02
q -5.40e-02 3.51e-02 3.71e-02
n -2.48e-02 4.18e-02 4.29e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.102
08 0.102 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.398
10 -0.398 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.221
12 -0.221 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.382
14 -0.382 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.059
16 -0.059 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.039
18 -0.039 1.000
DATA_CLASS 97
CLASS 97 - weight 5596 normalized weight 0.004 relative strength 3.77e-07 *******
class cross entropy w.r.t. global class 1.10e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.072 ( 1.21e+00 4.00e-01) 8.32e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.072 ( 1.62e+00 1.63e+00) 4.88e-01 ( 8.22e-01 1.53e+00)
07 09 R MNcn phi1 0.659 ( 3.23e+00 1.63e+00) 8.09e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.659 ( 1.22e+00 1.51e+00) 2.65e-01 ( 8.17e-01 1.53e+00)
08 11 R MNcn phi2 0.654 ( 3.31e+00 1.64e+00) 7.55e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.654 ( 1.57e+00 1.44e+00) 5.26e-01 ( 8.13e-01 1.53e+00)
00 00 D SM aa 0 0.651 p -3.81e+00 1.02e-03 4.60e-02
g 1.83e+00 4.64e-01 7.44e-02
i -1.60e+00 1.16e-02 5.74e-02
v -1.50e+00 1.61e-02 7.19e-02
l -1.17e+00 2.84e-02 9.17e-02
m -1.04e+00 7.52e-03 2.12e-02
t -9.40e-01 2.13e-02 5.46e-02
f -9.00e-01 1.64e-02 4.03e-02
w -8.97e-01 5.63e-03 1.38e-02
y -5.89e-01 1.93e-02 3.49e-02
a -5.87e-01 4.53e-02 8.14e-02
r -4.17e-01 3.36e-02 5.10e-02
n 4.10e-01 6.46e-02 4.29e-02
e -3.79e-01 4.66e-02 6.80e-02
q -3.46e-01 2.62e-02 3.70e-02
c -3.31e-01 1.03e-02 1.43e-02
k -2.52e-01 4.57e-02 5.87e-02
h -9.71e-02 2.08e-02 2.30e-02
s -3.24e-02 5.73e-02 5.92e-02
d 1.05e-03 5.83e-02 5.83e-02
11 18 R MNcn psi5 0.220 ( 1.79e+00 1.30e+00) 7.56e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.220 ( 4.51e+00 6.14e-01) 5.23e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.190 g 1.20e+00 2.47e-01 7.44e-02
i -8.07e-01 2.57e-02 5.75e-02
v -8.04e-01 3.22e-02 7.21e-02
l -5.61e-01 5.25e-02 9.20e-02
p -5.23e-01 2.72e-02 4.58e-02
m -4.82e-01 1.31e-02 2.12e-02
n 4.78e-01 6.90e-02 4.28e-02
a -4.16e-01 5.38e-02 8.15e-02
w -4.11e-01 9.18e-03 1.38e-02
y -3.55e-01 2.45e-02 3.49e-02
f -3.29e-01 2.91e-02 4.04e-02
t -3.21e-01 3.95e-02 5.45e-02
d 2.58e-01 7.53e-02 5.82e-02
r -2.47e-01 3.98e-02 5.09e-02
h 2.08e-01 2.83e-02 2.30e-02
s 1.89e-01 7.11e-02 5.88e-02
e -1.77e-01 5.71e-02 6.81e-02
q -1.15e-01 3.30e-02 3.70e-02
c 6.72e-02 1.53e-02 1.43e-02
k -1.41e-02 5.78e-02 5.86e-02
10 16 R MNcn psi4 0.175 ( 1.51e+00 1.40e+00) 5.04e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.175 ( 4.50e+00 5.75e-01) 8.45e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.164 g 1.16e+00 2.38e-01 7.45e-02
l -6.65e-01 4.74e-02 9.21e-02
p -6.09e-01 2.48e-02 4.56e-02
i -6.00e-01 3.16e-02 5.75e-02
v -5.55e-01 4.14e-02 7.21e-02
a -3.44e-01 5.79e-02 8.16e-02
c 3.25e-01 1.98e-02 1.43e-02
n 3.24e-01 5.93e-02 4.28e-02
f -3.18e-01 2.94e-02 4.04e-02
e -3.09e-01 5.00e-02 6.81e-02
m -2.89e-01 1.59e-02 2.12e-02
w -2.31e-01 1.10e-02 1.39e-02
y -2.26e-01 2.79e-02 3.49e-02
s 2.06e-01 7.22e-02 5.87e-02
t -1.70e-01 4.59e-02 5.44e-02
k -8.53e-02 5.38e-02 5.86e-02
r 8.07e-02 5.53e-02 5.10e-02
h -6.88e-02 2.15e-02 2.30e-02
d 5.44e-02 6.14e-02 5.82e-02
q -4.76e-02 3.53e-02 3.70e-02
09 14 R MNcn psi3 0.156 ( 1.41e+00 1.43e+00) 4.20e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.156 ( 4.60e+00 5.85e-01) 9.24e-02 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.033 g -6.99e-01 3.70e-02 7.45e-02
c 6.70e-01 2.80e-02 1.44e-02
p 4.57e-01 7.20e-02 4.56e-02
k -2.50e-01 4.58e-02 5.88e-02
t 2.45e-01 6.93e-02 5.42e-02
e -2.41e-01 5.36e-02 6.82e-02
w 2.33e-01 1.75e-02 1.39e-02
v 1.95e-01 8.74e-02 7.19e-02
q -1.72e-01 3.12e-02 3.71e-02
s 1.50e-01 6.81e-02 5.86e-02
l -1.21e-01 8.16e-02 9.21e-02
a -1.20e-01 7.25e-02 8.18e-02
i 1.00e-01 6.34e-02 5.74e-02
f 6.26e-02 4.30e-02 4.04e-02
y 6.11e-02 3.71e-02 3.49e-02
d -5.19e-02 5.50e-02 5.79e-02
h -3.64e-02 2.22e-02 2.30e-02
r 3.49e-02 5.30e-02 5.11e-02
m -3.20e-02 2.06e-02 2.13e-02
n -2.99e-02 4.16e-02 4.29e-02
04 04 D SM aa 4 0.023 g -5.40e-01 4.34e-02 7.45e-02
w 3.29e-01 1.93e-02 1.39e-02
t 2.86e-01 7.23e-02 5.43e-02
e -2.55e-01 5.29e-02 6.82e-02
m -2.43e-01 1.67e-02 2.13e-02
s 2.43e-01 7.46e-02 5.85e-02
c 2.18e-01 1.78e-02 1.43e-02
a -2.15e-01 6.59e-02 8.17e-02
p 1.91e-01 5.52e-02 4.56e-02
v 1.82e-01 8.64e-02 7.20e-02
l -1.56e-01 7.88e-02 9.22e-02
d 1.42e-01 6.69e-02 5.80e-02
q -1.40e-01 3.22e-02 3.71e-02
n 1.33e-01 4.89e-02 4.28e-02
k -9.85e-02 5.32e-02 5.87e-02
h 8.55e-02 2.51e-02 2.30e-02
i 7.64e-02 6.20e-02 5.74e-02
r 6.67e-02 5.46e-02 5.11e-02
f -6.47e-02 3.78e-02 4.04e-02
y 2.73e-02 3.59e-02 3.49e-02
03 03 D SM aa 3 0.021 p 5.07e-01 7.56e-02 4.55e-02
c 2.71e-01 1.88e-02 1.43e-02
g -2.60e-01 5.74e-02 7.45e-02
m -2.29e-01 1.69e-02 2.12e-02
a -2.11e-01 6.61e-02 8.17e-02
e -2.03e-01 5.56e-02 6.82e-02
t 2.03e-01 6.66e-02 5.43e-02
r 1.90e-01 6.17e-02 5.10e-02
l -1.88e-01 7.63e-02 9.22e-02
h 1.85e-01 2.77e-02 2.30e-02
v -1.56e-01 6.16e-02 7.21e-02
s 1.36e-01 6.72e-02 5.87e-02
y -1.10e-01 3.13e-02 3.50e-02
d 1.05e-01 6.45e-02 5.81e-02
k 9.49e-02 6.44e-02 5.86e-02
n 9.04e-02 4.69e-02 4.28e-02
i -8.98e-02 5.26e-02 5.75e-02
f -7.60e-02 3.74e-02 4.04e-02
w -5.32e-02 1.32e-02 1.39e-02
q 2.74e-02 3.81e-02 3.71e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.014
08 -0.014 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.066
10 -0.066 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.086
12 0.086 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.247
14 -0.247 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.312
16 -0.312 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.350
18 -0.350 1.000
DATA_CLASS 98
CLASS 98 - weight 5524 normalized weight 0.004 relative strength 7.39e-07 *******
class cross entropy w.r.t. global class 9.74e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 3.290 ( 1.19e+00 4.00e-01) 8.39e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.290 ( 9.87e-01 1.40e+00) 1.27e-01 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 0.513 p -3.88e+00 9.39e-04 4.56e-02
g 1.67e+00 3.96e-01 7.45e-02
v -1.30e+00 1.96e-02 7.19e-02
i -1.25e+00 1.64e-02 5.74e-02
l -8.97e-01 3.76e-02 9.21e-02
n 7.26e-01 8.85e-02 4.29e-02
t -6.48e-01 2.84e-02 5.42e-02
m -5.98e-01 1.17e-02 2.13e-02
a -5.66e-01 4.65e-02 8.18e-02
e -5.41e-01 3.97e-02 6.82e-02
w -5.12e-01 8.32e-03 1.39e-02
f -5.10e-01 2.42e-02 4.04e-02
y -4.62e-01 2.20e-02 3.49e-02
r -3.66e-01 3.55e-02 5.11e-02
q -3.60e-01 2.59e-02 3.71e-02
k -3.39e-01 4.19e-02 5.88e-02
s -3.19e-01 4.26e-02 5.86e-02
h 2.70e-01 3.02e-02 2.30e-02
d 1.59e-01 6.79e-02 5.79e-02
c 1.32e-01 1.64e-02 1.44e-02
08 11 R MNcn phi2 0.487 ( 3.44e+00 1.54e+00) 7.14e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.487 ( 1.56e+00 1.50e+00) 4.96e-01 ( 8.13e-01 1.53e+00)
06 08 R MNcn psi0 0.262 ( 1.82e+00 1.22e+00) 8.22e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.262 ( 4.55e+00 5.55e-01) 2.23e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.184 g 1.19e+00 2.46e-01 7.45e-02
i -9.54e-01 2.22e-02 5.75e-02
l -7.62e-01 4.30e-02 9.21e-02
v -6.57e-01 3.74e-02 7.21e-02
m -6.08e-01 1.15e-02 2.12e-02
n 3.68e-01 6.19e-02 4.28e-02
f -3.61e-01 2.82e-02 4.04e-02
y -3.54e-01 2.45e-02 3.49e-02
a -3.54e-01 5.73e-02 8.16e-02
s 2.24e-01 7.35e-02 5.87e-02
r -2.24e-01 4.08e-02 5.10e-02
e -1.85e-01 5.66e-02 6.81e-02
q -1.79e-01 3.10e-02 3.70e-02
d 1.75e-01 6.93e-02 5.82e-02
c -1.61e-01 1.22e-02 1.43e-02
w 1.31e-01 1.58e-02 1.39e-02
k -1.27e-01 5.16e-02 5.86e-02
p -1.13e-01 4.08e-02 4.56e-02
h 7.88e-02 2.49e-02 2.30e-02
t -4.80e-02 5.19e-02 5.44e-02
07 10 R MNcn psi1 0.153 ( 1.39e+00 1.49e+00) 3.82e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.153 ( 4.60e+00 5.81e-01) 9.77e-02 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.140 ( 1.51e+00 1.49e+00) 4.68e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.140 ( 4.54e+00 6.32e-01) 1.15e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.112 ( 1.21e+00 1.48e+00) 2.73e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.112 ( 4.58e+00 6.20e-01) 6.27e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.065 i -6.54e-01 2.99e-02 5.74e-02
p 5.81e-01 8.15e-02 4.56e-02
g -5.54e-01 4.28e-02 7.45e-02
s 4.65e-01 9.32e-02 5.85e-02
l -4.11e-01 6.11e-02 9.22e-02
c 3.87e-01 2.11e-02 1.43e-02
d 3.74e-01 8.44e-02 5.80e-02
v -3.35e-01 5.15e-02 7.20e-02
t 3.27e-01 7.53e-02 5.43e-02
m -3.27e-01 1.53e-02 2.13e-02
h 3.24e-01 3.18e-02 2.30e-02
a -3.17e-01 5.95e-02 8.17e-02
n 3.12e-01 5.86e-02 4.28e-02
f -1.68e-01 3.41e-02 4.04e-02
w 1.45e-01 1.61e-02 1.39e-02
q -1.23e-01 3.28e-02 3.71e-02
y -9.71e-02 3.17e-02 3.49e-02
r -5.59e-02 4.83e-02 5.11e-02
k 3.70e-02 6.09e-02 5.87e-02
e 2.78e-02 7.02e-02 6.82e-02
01 01 D SM aa 1 0.039 p 6.82e-01 9.07e-02 4.58e-02
g -5.36e-01 4.35e-02 7.44e-02
t 3.53e-01 7.76e-02 5.45e-02
c 2.94e-01 1.92e-02 1.43e-02
s 2.82e-01 7.80e-02 5.88e-02
a -2.35e-01 6.45e-02 8.15e-02
l -1.99e-01 7.54e-02 9.20e-02
f -1.75e-01 3.39e-02 4.04e-02
e -1.43e-01 5.90e-02 6.81e-02
m -1.33e-01 1.86e-02 2.12e-02
k -1.14e-01 5.23e-02 5.86e-02
h -1.04e-01 2.07e-02 2.30e-02
q -1.03e-01 3.34e-02 3.70e-02
y 1.00e-01 3.86e-02 3.49e-02
d 9.19e-02 6.38e-02 5.82e-02
i -8.31e-02 5.29e-02 5.75e-02
n -5.21e-02 4.06e-02 4.28e-02
w -2.10e-02 1.36e-02 1.38e-02
r 1.09e-02 5.15e-02 5.09e-02
v 2.16e-03 7.22e-02 7.21e-02
03 03 D SM aa 3 0.029 c 4.72e-01 2.29e-02 1.43e-02
p 4.47e-01 7.12e-02 4.55e-02
i -3.53e-01 4.04e-02 5.75e-02
s 3.51e-01 8.34e-02 5.87e-02
l -3.18e-01 6.71e-02 9.22e-02
v -2.73e-01 5.48e-02 7.21e-02
d 2.71e-01 7.62e-02 5.81e-02
t 1.87e-01 6.55e-02 5.43e-02
a -1.63e-01 6.94e-02 8.17e-02
e -1.62e-01 5.80e-02 6.82e-02
n 1.59e-01 5.02e-02 4.28e-02
k -1.18e-01 5.20e-02 5.86e-02
y 1.12e-01 3.91e-02 3.50e-02
h 1.11e-01 2.57e-02 2.30e-02
r -9.14e-02 4.66e-02 5.10e-02
g -8.24e-02 6.86e-02 7.45e-02
q -7.36e-02 3.44e-02 3.71e-02
m -4.92e-02 2.02e-02 2.12e-02
w 2.68e-02 1.43e-02 1.39e-02
f -1.06e-02 4.00e-02 4.04e-02
00 00 D SM aa 0 0.027 g -6.28e-01 3.97e-02 7.44e-02
c 5.60e-01 2.50e-02 1.43e-02
p 3.66e-01 6.63e-02 4.60e-02
e -2.86e-01 5.11e-02 6.80e-02
r -2.03e-01 4.16e-02 5.10e-02
v 2.02e-01 8.80e-02 7.19e-02
s 1.97e-01 7.20e-02 5.92e-02
i 1.94e-01 6.98e-02 5.74e-02
t 1.66e-01 6.44e-02 5.46e-02
a -1.38e-01 7.09e-02 8.14e-02
w 1.16e-01 1.55e-02 1.38e-02
k -1.14e-01 5.24e-02 5.87e-02
h -9.62e-02 2.09e-02 2.30e-02
n -9.58e-02 3.90e-02 4.29e-02
f 8.70e-02 4.40e-02 4.03e-02
m -8.20e-02 1.96e-02 2.12e-02
q -7.50e-02 3.44e-02 3.70e-02
y -2.11e-02 3.41e-02 3.49e-02
l 9.29e-03 9.26e-02 9.17e-02
d 8.07e-03 5.87e-02 5.83e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.140
08 -0.140 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.148
10 -0.148 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.029
12 -0.029 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.182
14 -0.182 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.133
16 -0.133 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.097
18 -0.097 1.000
DATA_CLASS 99
CLASS 99 - weight 5521 normalized weight 0.004 relative strength 1.14e-07 *******
class cross entropy w.r.t. global class 1.01e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.111 ( 1.22e+00 4.00e-01) 8.32e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.111 ( 1.45e+00 1.65e+00) 3.90e-01 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 0.665 p -3.65e+00 1.18e-03 4.55e-02
g 1.86e+00 4.76e-01 7.45e-02
v -1.39e+00 1.80e-02 7.21e-02
i -1.38e+00 1.45e-02 5.75e-02
w -1.13e+00 4.48e-03 1.39e-02
l -1.00e+00 3.38e-02 9.22e-02
m -9.99e-01 7.82e-03 2.12e-02
t -9.20e-01 2.16e-02 5.43e-02
a -6.34e-01 4.33e-02 8.17e-02
f -6.13e-01 2.19e-02 4.04e-02
y -6.11e-01 1.90e-02 3.50e-02
q -5.85e-01 2.07e-02 3.71e-02
k -4.86e-01 3.60e-02 5.86e-02
e -4.65e-01 4.28e-02 6.82e-02
r -4.02e-01 3.41e-02 5.10e-02
s -3.26e-01 4.23e-02 5.87e-02
n 3.22e-01 5.91e-02 4.28e-02
d 1.14e-01 6.51e-02 5.81e-02
c 5.18e-02 1.51e-02 1.43e-02
h -4.25e-03 2.29e-02 2.30e-02
08 11 R MNcn phi2 0.596 ( 3.38e+00 1.61e+00) 7.20e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.596 ( 1.47e+00 1.47e+00) 4.48e-01 ( 8.13e-01 1.53e+00)
06 08 R MNcn psi0 0.344 ( 1.76e+00 1.46e+00) 6.41e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.344 ( 3.65e+00 1.45e+00) 6.17e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.230 ( 1.38e+00 1.49e+00) 3.82e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.230 ( 3.89e+00 1.41e+00) 4.62e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.161 ( 1.53e+00 1.43e+00) 5.03e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.161 ( 4.58e+00 6.07e-01) 5.66e-02 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.136 g 1.15e+00 2.34e-01 7.44e-02
e -4.63e-01 4.28e-02 6.80e-02
l -4.17e-01 6.04e-02 9.17e-02
a -3.38e-01 5.81e-02 8.14e-02
i -3.36e-01 4.11e-02 5.74e-02
v -3.25e-01 5.19e-02 7.19e-02
m -3.12e-01 1.56e-02 2.12e-02
k -2.70e-01 4.48e-02 5.87e-02
w -2.62e-01 1.06e-02 1.38e-02
f -2.39e-01 3.17e-02 4.03e-02
y -1.83e-01 2.90e-02 3.49e-02
c 1.81e-01 1.71e-02 1.43e-02
p -1.61e-01 3.92e-02 4.60e-02
q -1.57e-01 3.17e-02 3.70e-02
h 1.22e-01 2.59e-02 2.30e-02
r -1.14e-01 4.55e-02 5.10e-02
s 1.02e-01 6.55e-02 5.92e-02
t -2.37e-02 5.33e-02 5.46e-02
n 1.64e-02 4.36e-02 4.29e-02
d -1.06e-02 5.76e-02 5.83e-02
10 16 R MNcn psi4 0.109 ( 1.06e+00 1.50e+00) 1.66e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.109 ( 4.58e+00 6.05e-01) 5.35e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.101 g 8.28e-01 1.70e-01 7.45e-02
i -7.50e-01 2.72e-02 5.75e-02
l -6.77e-01 4.68e-02 9.21e-02
n 5.53e-01 7.45e-02 4.28e-02
v -5.09e-01 4.33e-02 7.21e-02
h 4.32e-01 3.54e-02 2.30e-02
a -3.31e-01 5.86e-02 8.16e-02
s 3.30e-01 8.17e-02 5.87e-02
m -3.30e-01 1.52e-02 2.12e-02
c 2.73e-01 1.88e-02 1.43e-02
f -2.50e-01 3.15e-02 4.04e-02
t -2.38e-01 4.29e-02 5.44e-02
d 1.59e-01 6.82e-02 5.82e-02
e -1.24e-01 6.02e-02 6.81e-02
r -1.06e-01 4.59e-02 5.10e-02
y -1.02e-01 3.15e-02 3.49e-02
k -7.06e-02 5.46e-02 5.86e-02
p -6.59e-02 4.27e-02 4.56e-02
w -1.23e-02 1.37e-02 1.39e-02
q -3.96e-03 3.69e-02 3.70e-02
05 05 D SM aa 5 0.049 g 6.78e-01 1.47e-01 7.45e-02
i -4.85e-01 3.53e-02 5.74e-02
l -4.02e-01 6.17e-02 9.21e-02
v -3.89e-01 4.87e-02 7.19e-02
h 2.28e-01 2.89e-02 2.30e-02
n 2.13e-01 5.30e-02 4.29e-02
s 2.02e-01 7.17e-02 5.86e-02
e -2.01e-01 5.58e-02 6.82e-02
a -1.82e-01 6.82e-02 8.18e-02
w 1.73e-01 1.65e-02 1.39e-02
m -1.36e-01 1.86e-02 2.13e-02
c -1.08e-01 1.29e-02 1.44e-02
y 9.33e-02 3.83e-02 3.49e-02
k -7.99e-02 5.43e-02 5.88e-02
t 7.90e-02 5.87e-02 5.42e-02
r 5.76e-02 5.42e-02 5.11e-02
p -4.77e-02 4.35e-02 4.56e-02
f -2.72e-02 3.93e-02 4.04e-02
d -1.74e-02 5.69e-02 5.79e-02
q -9.99e-03 3.67e-02 3.71e-02
04 04 D SM aa 4 0.043 n 5.30e-01 7.28e-02 4.28e-02
l -4.63e-01 5.80e-02 9.22e-02
s 3.97e-01 8.71e-02 5.85e-02
w -3.62e-01 9.68e-03 1.39e-02
i -3.40e-01 4.09e-02 5.74e-02
d 3.30e-01 8.07e-02 5.80e-02
t 3.14e-01 7.43e-02 5.43e-02
p 3.03e-01 6.17e-02 4.56e-02
f -2.71e-01 3.08e-02 4.04e-02
v -2.63e-01 5.53e-02 7.20e-02
a -2.26e-01 6.52e-02 8.17e-02
y -1.85e-01 2.90e-02 3.49e-02
g -1.44e-01 6.45e-02 7.45e-02
e -1.37e-01 5.95e-02 6.82e-02
h 9.85e-02 2.54e-02 2.30e-02
m -8.39e-02 1.96e-02 2.13e-02
r 6.51e-02 5.45e-02 5.11e-02
c 6.20e-02 1.53e-02 1.43e-02
q 5.06e-02 3.90e-02 3.71e-02
k -3.29e-02 5.68e-02 5.87e-02
01 01 D SM aa 1 0.025 p 5.26e-01 7.76e-02 4.58e-02
g -4.76e-01 4.62e-02 7.44e-02
c 3.24e-01 1.98e-02 1.43e-02
y 2.87e-01 4.65e-02 3.49e-02
s 2.42e-01 7.50e-02 5.88e-02
l -2.40e-01 7.23e-02 9.20e-02
h 1.76e-01 2.74e-02 2.30e-02
e -1.46e-01 5.88e-02 6.81e-02
a -1.35e-01 7.12e-02 8.15e-02
f 1.27e-01 4.59e-02 4.04e-02
w -1.16e-01 1.23e-02 1.38e-02
r -1.12e-01 4.55e-02 5.09e-02
i -1.08e-01 5.17e-02 5.75e-02
t 8.85e-02 5.96e-02 5.45e-02
q -5.68e-02 3.50e-02 3.70e-02
d 3.49e-02 6.03e-02 5.82e-02
m 1.80e-02 2.16e-02 2.12e-02
k -1.51e-02 5.77e-02 5.86e-02
v 1.36e-02 7.30e-02 7.21e-02
n -5.20e-03 4.26e-02 4.28e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.138
08 -0.138 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.183
10 -0.183 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.109
12 0.109 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.021
14 -0.021 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.082
16 -0.082 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.041
18 -0.041 1.000
DATA_CLASS 100
CLASS 100 - weight 5482 normalized weight 0.004 relative strength 1.21e-02 *******
class cross entropy w.r.t. global class 1.09e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.857 ( 2.41e+00 4.28e-01) 3.74e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.857 ( 4.65e+00 5.35e-01) 1.93e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.848 (-3.84e-01 4.00e-01) 3.01e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.848 ( 5.05e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.838 ( 2.51e+00 4.05e-01) 4.20e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.838 ( 4.10e+00 5.81e-01) 7.57e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.825 ( 2.38e+00 4.00e-01) 3.93e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.825 ( 4.42e+00 5.49e-01) 2.34e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.818 (-3.68e-01 4.30e-01) 2.74e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.818 ( 4.72e+00 4.00e-01) 4.30e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.791 (-1.68e-01 4.00e-01) 2.46e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.791 ( 4.66e+00 4.00e-01) 2.88e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.258 f -1.48e+00 9.23e-03 4.04e-02
c -1.35e+00 3.72e-03 1.43e-02
y -1.21e+00 1.04e-02 3.50e-02
w -1.15e+00 4.41e-03 1.39e-02
l -1.12e+00 3.01e-02 9.22e-02
d 1.08e+00 1.71e-01 5.81e-02
m -1.06e+00 7.36e-03 2.12e-02
i -9.82e-01 2.16e-02 5.75e-02
p 9.06e-01 1.13e-01 4.55e-02
v -8.36e-01 3.12e-02 7.21e-02
g -6.92e-01 3.73e-02 7.45e-02
k 6.59e-01 1.13e-01 5.86e-02
a -5.43e-01 4.75e-02 8.17e-02
t 3.15e-01 7.45e-02 5.43e-02
q 1.95e-01 4.50e-02 3.71e-02
s 1.74e-01 6.98e-02 5.87e-02
n 1.67e-01 5.06e-02 4.28e-02
r 1.59e-01 5.98e-02 5.10e-02
e 1.51e-01 7.93e-02 6.82e-02
h -8.97e-02 2.10e-02 2.30e-02
02 02 D SM aa 2 0.195 p -3.47e+00 1.42e-03 4.56e-02
e -1.19e+00 2.06e-02 6.81e-02
c 1.10e+00 4.29e-02 1.43e-02
k -9.69e-01 2.22e-02 5.86e-02
r -9.12e-01 2.05e-02 5.10e-02
g -8.51e-01 3.18e-02 7.45e-02
d -7.51e-01 2.75e-02 5.82e-02
q -6.02e-01 2.03e-02 3.70e-02
s 5.78e-01 1.05e-01 5.87e-02
f 4.79e-01 6.52e-02 4.04e-02
a 4.60e-01 1.29e-01 8.16e-02
v 4.24e-01 1.10e-01 7.21e-02
i 3.87e-01 8.47e-02 5.75e-02
n -3.23e-01 3.10e-02 4.28e-02
l 3.03e-01 1.25e-01 9.21e-02
t 2.87e-01 7.25e-02 5.44e-02
w -2.35e-01 1.10e-02 1.39e-02
y 1.17e-01 3.93e-02 3.49e-02
m -9.72e-02 1.92e-02 2.12e-02
h -8.80e-02 2.11e-02 2.30e-02
05 05 D SM aa 5 0.176 g -1.39e+00 1.86e-02 7.45e-02
p 1.03e+00 1.28e-01 4.56e-02
e -8.60e-01 2.89e-02 6.82e-02
v 7.28e-01 1.49e-01 7.19e-02
i 6.70e-01 1.12e-01 5.74e-02
n -6.69e-01 2.19e-02 4.29e-02
d -5.43e-01 3.37e-02 5.79e-02
q -5.28e-01 2.19e-02 3.71e-02
h -4.79e-01 1.43e-02 2.30e-02
r -3.99e-01 3.43e-02 5.11e-02
s -3.22e-01 4.25e-02 5.86e-02
k -3.08e-01 4.32e-02 5.88e-02
w 2.68e-01 1.82e-02 1.39e-02
a -2.60e-01 6.31e-02 8.18e-02
c 1.58e-01 1.68e-02 1.44e-02
l 1.48e-01 1.07e-01 9.21e-02
f 1.03e-01 4.47e-02 4.04e-02
m -9.58e-02 1.93e-02 2.13e-02
y -7.13e-02 3.25e-02 3.49e-02
t -6.65e-02 5.08e-02 5.42e-02
00 00 D SM aa 0 0.175 i -1.32e+00 1.53e-02 5.74e-02
v -1.18e+00 2.20e-02 7.19e-02
c -1.15e+00 4.51e-03 1.43e-02
p 8.91e-01 1.12e-01 4.60e-02
y -8.57e-01 1.48e-02 3.49e-02
f -8.50e-01 1.72e-02 4.03e-02
g -7.55e-01 3.50e-02 7.44e-02
w -7.40e-01 6.58e-03 1.38e-02
k 5.87e-01 1.06e-01 5.87e-02
e 5.81e-01 1.22e-01 6.80e-02
m -5.60e-01 1.21e-02 2.12e-02
l -5.45e-01 5.32e-02 9.17e-02
s 4.20e-01 9.00e-02 5.92e-02
d 3.53e-01 8.29e-02 5.83e-02
q 2.53e-01 4.77e-02 3.70e-02
h -2.44e-01 1.80e-02 2.30e-02
r 2.40e-01 6.48e-02 5.10e-02
t -9.86e-02 4.95e-02 5.46e-02
a 5.64e-02 8.61e-02 8.14e-02
n -4.78e-02 4.09e-02 4.29e-02
01 01 D SM aa 1 0.121 p -3.01e+00 2.25e-03 4.58e-02
i -8.65e-01 2.42e-02 5.75e-02
n 7.44e-01 9.01e-02 4.28e-02
v -7.31e-01 3.47e-02 7.21e-02
c -5.61e-01 8.17e-03 1.43e-02
g -4.97e-01 4.53e-02 7.44e-02
d 4.81e-01 9.42e-02 5.82e-02
h 3.95e-01 3.41e-02 2.30e-02
k 3.65e-01 8.44e-02 5.86e-02
q 3.18e-01 5.09e-02 3.70e-02
l -2.85e-01 6.91e-02 9.20e-02
s 2.65e-01 7.67e-02 5.88e-02
e 2.49e-01 8.73e-02 6.81e-02
r 2.35e-01 6.44e-02 5.09e-02
y 2.19e-01 4.35e-02 3.49e-02
m -2.16e-01 1.71e-02 2.12e-02
a -1.93e-01 6.72e-02 8.15e-02
f -1.10e-01 3.62e-02 4.04e-02
w -1.02e-01 1.25e-02 1.38e-02
t 5.85e-02 5.78e-02 5.45e-02
04 04 D SM aa 4 0.067 p -3.33e+00 1.63e-03 4.56e-02
h 5.31e-01 3.92e-02 2.30e-02
y 4.98e-01 5.75e-02 3.49e-02
d -4.97e-01 3.53e-02 5.80e-02
f 3.93e-01 5.98e-02 4.04e-02
g -2.38e-01 5.87e-02 7.45e-02
l -2.29e-01 7.33e-02 9.22e-02
v 2.00e-01 8.79e-02 7.20e-02
e 1.95e-01 8.29e-02 6.82e-02
m -1.71e-01 1.79e-02 2.13e-02
r 1.27e-01 5.80e-02 5.11e-02
c 1.06e-01 1.60e-02 1.43e-02
k 7.96e-02 6.35e-02 5.87e-02
n -6.11e-02 4.03e-02 4.28e-02
t 4.65e-02 5.68e-02 5.43e-02
w 4.58e-02 1.45e-02 1.39e-02
q 2.73e-02 3.81e-02 3.71e-02
a 1.25e-02 8.27e-02 8.17e-02
i -3.30e-03 5.73e-02 5.74e-02
s 1.10e-03 5.86e-02 5.85e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.221
08 -0.221 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.297
10 -0.297 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.138
12 -0.138 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.396
14 -0.396 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.172
16 -0.172 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.009
18 0.009 1.000
DATA_CLASS 101
CLASS 101 - weight 5402 normalized weight 0.004 relative strength 2.44e-02 *******
class cross entropy w.r.t. global class 1.23e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 1.137 ( 2.66e+00 4.00e-01) 4.63e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.137 ( 3.64e+00 4.00e-01) 2.25e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.977 ( 2.22e+00 4.00e-01) 3.52e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.977 ( 4.82e+00 4.00e-01) 6.98e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.917 ( 2.31e+00 4.00e-01) 3.74e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.917 ( 4.21e+00 4.05e-01) 8.26e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.877 ( 2.49e+00 4.00e-01) 4.18e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.877 ( 4.21e+00 5.64e-01) 5.95e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.869 (-4.90e-01 4.00e-01) 3.25e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.869 ( 4.65e+00 4.00e-01) 2.61e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.838 ( 2.44e+00 4.00e-01) 4.04e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.838 ( 4.34e+00 5.58e-01) 3.64e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.361 g -2.46e+00 6.37e-03 7.45e-02
d -2.11e+00 7.01e-03 5.81e-02
n -1.94e+00 6.17e-03 4.28e-02
e -1.20e+00 2.06e-02 6.82e-02
s -1.19e+00 1.79e-02 5.87e-02
v 1.06e+00 2.09e-01 7.21e-02
i 9.21e-01 1.44e-01 5.75e-02
p 8.10e-01 1.02e-01 4.55e-02
t -7.64e-01 2.53e-02 5.43e-02
h -6.28e-01 1.23e-02 2.30e-02
k -6.28e-01 3.13e-02 5.86e-02
r -5.06e-01 3.08e-02 5.10e-02
l 4.84e-01 1.50e-01 9.22e-02
f 3.66e-01 5.83e-02 4.04e-02
q -3.35e-01 2.65e-02 3.71e-02
m -3.15e-01 1.55e-02 2.12e-02
w 2.45e-01 1.77e-02 1.39e-02
y -1.64e-01 2.97e-02 3.50e-02
a -1.08e-01 7.33e-02 8.17e-02
c 1.08e-01 1.59e-02 1.43e-02
01 01 D SM aa 1 0.195 d -1.59e+00 1.19e-02 5.82e-02
e -1.21e+00 2.04e-02 6.81e-02
n -1.19e+00 1.30e-02 4.28e-02
q -1.16e+00 1.16e-02 3.70e-02
w 1.01e+00 3.78e-02 1.38e-02
k -9.48e-01 2.27e-02 5.86e-02
f 7.05e-01 8.17e-02 4.04e-02
v 6.81e-01 1.42e-01 7.21e-02
s -6.31e-01 3.13e-02 5.88e-02
c 5.90e-01 2.58e-02 1.43e-02
h -5.66e-01 1.31e-02 2.30e-02
r -5.59e-01 2.91e-02 5.09e-02
y 5.44e-01 6.01e-02 3.49e-02
i 4.86e-01 9.36e-02 5.75e-02
t -3.90e-01 3.69e-02 5.45e-02
l 2.44e-01 1.17e-01 9.20e-02
m 2.41e-01 2.70e-02 2.12e-02
g 2.35e-01 9.42e-02 7.44e-02
p -1.08e-01 4.12e-02 4.58e-02
a 8.60e-02 8.88e-02 8.15e-02
05 05 D SM aa 5 0.191 p -8.40e+00 1.02e-05 4.56e-02
l -1.43e+00 2.22e-02 9.21e-02
i -1.17e+00 1.78e-02 5.74e-02
v -9.47e-01 2.79e-02 7.19e-02
s 8.83e-01 1.42e-01 5.86e-02
m -7.23e-01 1.03e-02 2.13e-02
h 4.34e-01 3.55e-02 2.30e-02
d 4.00e-01 8.64e-02 5.79e-02
c -3.42e-01 1.02e-02 1.44e-02
g 3.15e-01 1.02e-01 7.45e-02
e 3.00e-01 9.21e-02 6.82e-02
n 2.79e-01 5.66e-02 4.29e-02
r 2.58e-01 6.62e-02 5.11e-02
k 2.47e-01 7.53e-02 5.88e-02
f -2.22e-01 3.23e-02 4.04e-02
w -1.32e-01 1.22e-02 1.39e-02
y 7.32e-02 3.76e-02 3.49e-02
q 6.78e-02 3.97e-02 3.71e-02
a -3.05e-02 7.93e-02 8.18e-02
t 6.54e-03 5.46e-02 5.42e-02
02 02 D SM aa 2 0.170 p -3.89e+00 9.32e-04 4.56e-02
g -1.20e+00 2.24e-02 7.45e-02
a -8.16e-01 3.61e-02 8.16e-02
l -7.41e-01 4.39e-02 9.21e-02
d -6.28e-01 3.10e-02 5.82e-02
r 6.10e-01 9.38e-02 5.10e-02
t 6.06e-01 9.98e-02 5.44e-02
k 5.43e-01 1.01e-01 5.86e-02
y 4.54e-01 5.50e-02 3.49e-02
c -4.20e-01 9.40e-03 1.43e-02
v 4.14e-01 1.09e-01 7.21e-02
e 3.38e-01 9.55e-02 6.81e-02
q 2.55e-01 4.78e-02 3.70e-02
w -2.48e-01 1.08e-02 1.39e-02
i 1.52e-01 6.70e-02 5.75e-02
n -1.27e-01 3.77e-02 4.28e-02
h 1.09e-01 2.56e-02 2.30e-02
s -1.04e-01 5.29e-02 5.87e-02
m -8.79e-02 1.94e-02 2.12e-02
f 1.35e-02 4.10e-02 4.04e-02
04 04 D SM aa 4 0.115 g -1.24e+00 2.15e-02 7.45e-02
c -7.80e-01 6.58e-03 1.43e-02
p -7.54e-01 2.15e-02 4.56e-02
f -6.07e-01 2.20e-02 4.04e-02
v 5.67e-01 1.27e-01 7.20e-02
i 5.60e-01 1.01e-01 5.74e-02
l 5.18e-01 1.55e-01 9.22e-02
t 5.15e-01 9.09e-02 5.43e-02
w -4.76e-01 8.64e-03 1.39e-02
y -3.87e-01 2.37e-02 3.49e-02
a -3.83e-01 5.57e-02 8.17e-02
n -3.44e-01 3.04e-02 4.28e-02
m -3.18e-01 1.55e-02 2.13e-02
r -2.51e-01 3.97e-02 5.11e-02
d -2.02e-01 4.74e-02 5.80e-02
q -1.74e-01 3.11e-02 3.71e-02
s -1.13e-01 5.23e-02 5.85e-02
k 1.03e-01 6.51e-02 5.87e-02
e -9.21e-02 6.22e-02 6.82e-02
h 2.91e-02 2.37e-02 2.30e-02
00 00 D SM aa 0 0.030 n -4.22e-01 2.81e-02 4.29e-02
k 3.50e-01 8.33e-02 5.87e-02
t 3.45e-01 7.70e-02 5.46e-02
l -3.33e-01 6.57e-02 9.17e-02
a -3.18e-01 5.92e-02 8.14e-02
w -2.62e-01 1.06e-02 1.38e-02
s 2.60e-01 7.67e-02 5.92e-02
r 2.55e-01 6.58e-02 5.10e-02
p 2.38e-01 5.83e-02 4.60e-02
g -2.27e-01 5.93e-02 7.44e-02
m -2.26e-01 1.69e-02 2.12e-02
i -1.98e-01 4.71e-02 5.74e-02
e 1.66e-01 8.03e-02 6.80e-02
d -1.28e-01 5.13e-02 5.83e-02
y -9.47e-02 3.17e-02 3.49e-02
f -8.92e-02 3.69e-02 4.03e-02
q 8.05e-02 4.02e-02 3.70e-02
c -5.82e-02 1.35e-02 1.43e-02
v 4.36e-02 7.51e-02 7.19e-02
h -3.97e-03 2.29e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.244
08 -0.244 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.430
10 -0.430 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.274
12 -0.274 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.074
14 0.074 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.258
16 -0.258 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.392
18 -0.392 1.000
DATA_CLASS 102
CLASS 102 - weight 5398 normalized weight 0.003 relative strength 1.45e-02 *******
class cross entropy w.r.t. global class 1.67e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.784 ( 1.29e+00 4.00e-01) 8.14e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.784 ( 2.97e-01 5.26e-01) 9.99e-01 ( 8.22e-01 1.53e+00)
08 12 R MNcn psi2 0.930 (-6.46e-01 4.00e-01) 3.65e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.930 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.928 (-6.62e-01 4.00e-01) 3.68e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.928 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.926 (-6.68e-01 4.00e-01) 3.70e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.926 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.921 (-6.61e-01 4.00e-01) 3.68e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.921 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.872 p -7.43e+00 2.74e-05 4.60e-02
i -2.76e+00 3.64e-03 5.74e-02
v -2.56e+00 5.57e-03 7.19e-02
g 1.95e+00 5.23e-01 7.44e-02
t -1.81e+00 8.95e-03 5.46e-02
l -1.32e+00 2.45e-02 9.17e-02
m -9.00e-01 8.64e-03 2.12e-02
a -8.82e-01 3.37e-02 8.14e-02
n 8.42e-01 9.96e-02 4.29e-02
w -7.84e-01 6.30e-03 1.38e-02
y -7.49e-01 1.65e-02 3.49e-02
e -6.99e-01 3.38e-02 6.80e-02
s -6.95e-01 2.95e-02 5.92e-02
f -6.76e-01 2.05e-02 4.03e-02
c -4.59e-01 9.03e-03 1.43e-02
k -4.44e-01 3.77e-02 5.87e-02
r -4.16e-01 3.36e-02 5.10e-02
q -3.62e-01 2.58e-02 3.70e-02
d -3.18e-02 5.64e-02 5.83e-02
h 1.43e-02 2.33e-02 2.30e-02
07 09 R MNcn phi1 0.288 ( 4.89e+00 4.62e-01) 7.57e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.288 ( 3.32e-01 1.32e+00) 3.66e-01 ( 8.17e-01 1.53e+00)
05 05 D SM aa 5 0.111 p -1.44e+00 1.08e-02 4.56e-02
g -8.87e-01 3.07e-02 7.45e-02
l 5.71e-01 1.63e-01 9.21e-02
a 5.26e-01 1.38e-01 8.18e-02
d -5.25e-01 3.43e-02 5.79e-02
n -5.06e-01 2.58e-02 4.29e-02
m 4.80e-01 3.44e-02 2.13e-02
s -4.68e-01 3.67e-02 5.86e-02
e -3.78e-01 4.68e-02 6.82e-02
f 3.67e-01 5.82e-02 4.04e-02
c 3.08e-01 1.95e-02 1.44e-02
k -2.98e-01 4.36e-02 5.88e-02
i 2.94e-01 7.69e-02 5.74e-02
t -2.52e-01 4.21e-02 5.42e-02
h -2.51e-01 1.79e-02 2.30e-02
v 2.45e-01 9.19e-02 7.19e-02
q -1.23e-01 3.28e-02 3.71e-02
r -1.19e-01 4.54e-02 5.11e-02
w 1.01e-01 1.54e-02 1.39e-02
y 9.70e-03 3.53e-02 3.49e-02
03 03 D SM aa 3 0.079 e 7.72e-01 1.48e-01 6.82e-02
g -6.59e-01 3.85e-02 7.45e-02
c -5.70e-01 8.09e-03 1.43e-02
p -5.43e-01 2.65e-02 4.55e-02
f -4.92e-01 2.47e-02 4.04e-02
m -4.56e-01 1.35e-02 2.12e-02
v -4.30e-01 4.69e-02 7.21e-02
y -4.00e-01 2.34e-02 3.50e-02
i -3.47e-01 4.07e-02 5.75e-02
d 3.20e-01 8.00e-02 5.81e-02
q 2.80e-01 4.90e-02 3.71e-02
t 2.49e-01 6.97e-02 5.43e-02
a 2.38e-01 1.04e-01 8.17e-02
n -2.08e-01 3.48e-02 4.28e-02
r 1.31e-01 5.82e-02 5.10e-02
l -1.22e-01 8.16e-02 9.22e-02
h 9.42e-02 2.53e-02 2.30e-02
w -7.12e-02 1.29e-02 1.39e-02
k -3.23e-02 5.67e-02 5.86e-02
s -4.28e-03 5.84e-02 5.87e-02
01 01 D SM aa 1 0.051 p -6.31e-01 2.44e-02 4.58e-02
d 5.78e-01 1.04e-01 5.82e-02
g -4.52e-01 4.74e-02 7.44e-02
n 3.88e-01 6.31e-02 4.28e-02
k 3.62e-01 8.42e-02 5.86e-02
s 3.36e-01 8.23e-02 5.88e-02
i -3.34e-01 4.12e-02 5.75e-02
c -3.01e-01 1.06e-02 1.43e-02
v -3.01e-01 5.33e-02 7.21e-02
h 2.95e-01 3.09e-02 2.30e-02
r -1.94e-01 4.19e-02 5.09e-02
e -1.94e-01 5.61e-02 6.81e-02
t 1.59e-01 6.39e-02 5.45e-02
m -1.40e-01 1.84e-02 2.12e-02
l -1.31e-01 8.07e-02 9.20e-02
w 1.16e-01 1.55e-02 1.38e-02
a -1.14e-01 7.27e-02 8.15e-02
f -8.63e-02 3.71e-02 4.04e-02
y 7.27e-02 3.75e-02 3.49e-02
q -5.40e-02 3.51e-02 3.70e-02
04 04 D SM aa 4 0.044 p -8.87e-01 1.88e-02 4.56e-02
g -7.30e-01 3.59e-02 7.45e-02
d -3.60e-01 4.05e-02 5.80e-02
a 3.38e-01 1.15e-01 8.17e-02
l 3.37e-01 1.29e-01 9.22e-02
n -2.28e-01 3.41e-02 4.28e-02
w 2.24e-01 1.74e-02 1.39e-02
m 2.03e-01 2.60e-02 2.13e-02
c -1.90e-01 1.19e-02 1.43e-02
k 1.88e-01 7.08e-02 5.87e-02
s -1.73e-01 4.92e-02 5.85e-02
r 1.67e-01 6.04e-02 5.11e-02
y 1.41e-01 4.02e-02 3.49e-02
t -1.09e-01 4.87e-02 5.43e-02
i 9.36e-02 6.31e-02 5.74e-02
v -8.20e-02 6.63e-02 7.20e-02
f 7.97e-02 4.37e-02 4.04e-02
q 3.69e-02 3.85e-02 3.71e-02
h -3.12e-02 2.23e-02 2.30e-02
e 4.34e-03 6.85e-02 6.82e-02
02 02 D SM aa 2 0.031 w 5.01e-01 2.29e-02 1.39e-02
p 4.63e-01 7.26e-02 4.56e-02
n -4.57e-01 2.71e-02 4.28e-02
i -3.73e-01 3.96e-02 5.75e-02
e 3.59e-01 9.75e-02 6.81e-02
k -3.29e-01 4.22e-02 5.86e-02
v -3.19e-01 5.24e-02 7.21e-02
c 2.31e-01 1.80e-02 1.43e-02
r -2.28e-01 4.06e-02 5.10e-02
t 2.07e-01 6.69e-02 5.44e-02
g -1.54e-01 6.39e-02 7.45e-02
s 1.25e-01 6.65e-02 5.87e-02
f 7.94e-02 4.37e-02 4.04e-02
q -6.93e-02 3.46e-02 3.70e-02
y 6.49e-02 3.73e-02 3.49e-02
a -6.32e-02 7.66e-02 8.16e-02
d 2.93e-02 5.99e-02 5.82e-02
h 2.14e-02 2.35e-02 2.30e-02
m -1.79e-02 2.08e-02 2.12e-02
l 1.36e-02 9.33e-02 9.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.578
08 -0.578 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.531
10 -0.531 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.236
12 -0.236 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.147
14 -0.147 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.193
16 -0.193 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.249
18 -0.249 1.000
DATA_CLASS 103
CLASS 103 - weight 5390 normalized weight 0.003 relative strength 1.00e+00 *******
class cross entropy w.r.t. global class 1.51e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
00 00 D SM aa 0 1.878 v -6.15e+00 1.54e-04 7.19e-02
i -6.06e+00 1.34e-04 5.74e-02
k -5.85e+00 1.68e-04 5.87e-02
p -5.64e+00 1.63e-04 4.60e-02
h -5.21e+00 1.26e-04 2.30e-02
l -5.08e+00 5.72e-04 9.17e-02
c -5.07e+00 8.96e-05 1.43e-02
g -4.98e+00 5.12e-04 7.44e-02
s -4.81e+00 4.80e-04 5.92e-02
f -4.64e+00 3.91e-04 4.03e-02
w -4.43e+00 1.65e-04 1.38e-02
r -4.29e+00 6.97e-04 5.10e-02
m -4.16e+00 3.31e-04 2.12e-02
y -3.87e+00 7.26e-04 3.49e-02
t -3.72e+00 1.32e-03 5.46e-02
e 2.38e+00 7.35e-01 6.80e-02
a -1.36e+00 2.09e-02 8.14e-02
d 1.11e+00 1.76e-01 5.83e-02
q -7.61e-01 1.73e-02 3.70e-02
n 2.49e-02 4.40e-02 4.29e-02
09 14 R MNcn psi3 0.946 (-7.28e-01 4.00e-01) 3.85e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.946 ( 5.19e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.944 (-7.22e-01 4.00e-01) 3.84e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.944 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.943 (-7.25e-01 4.00e-01) 3.85e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.943 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.937 (-7.00e-01 4.00e-01) 3.80e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.937 ( 5.15e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.935 (-7.12e-01 4.00e-01) 3.80e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.935 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.922 (-6.56e-01 4.00e-01) 3.66e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.922 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.865 p -6.39e+00 7.67e-05 4.55e-02
g -5.89e+00 2.07e-04 7.45e-02
y -3.21e+00 1.41e-03 3.50e-02
w -2.99e+00 6.95e-04 1.39e-02
i -2.24e+00 6.13e-03 5.75e-02
l -2.20e+00 1.02e-02 9.22e-02
h -1.86e+00 3.59e-03 2.30e-02
v -1.79e+00 1.20e-02 7.21e-02
m -1.69e+00 3.94e-03 2.12e-02
r 1.65e+00 2.67e-01 5.10e-02
k 1.52e+00 2.67e-01 5.86e-02
t -1.51e+00 1.20e-02 5.43e-02
s -1.42e+00 1.41e-02 5.87e-02
f -1.32e+00 1.08e-02 4.04e-02
c -1.04e+00 5.06e-03 1.43e-02
a 6.44e-01 1.55e-01 8.17e-02
e 6.21e-01 1.27e-01 6.82e-02
n -5.70e-01 2.42e-02 4.28e-02
d -4.96e-01 3.54e-02 5.81e-02
q 1.64e-01 4.37e-02 3.71e-02
04 04 D SM aa 4 0.436 p -7.85e+00 1.78e-05 4.56e-02
s -5.61e+00 2.14e-04 5.85e-02
d -3.06e+00 2.72e-03 5.80e-02
g -2.85e+00 4.30e-03 7.45e-02
c -2.04e+00 1.87e-03 1.43e-02
k 1.16e+00 1.86e-01 5.87e-02
r 1.13e+00 1.58e-01 5.11e-02
t -9.27e-01 2.15e-02 5.43e-02
n -7.94e-01 1.94e-02 4.28e-02
h -6.44e-01 1.21e-02 2.30e-02
l 5.14e-01 1.54e-01 9.22e-02
e -4.41e-01 4.39e-02 6.82e-02
i 3.64e-01 8.26e-02 5.74e-02
m -3.43e-01 1.51e-02 2.13e-02
a 2.97e-01 1.10e-01 8.17e-02
q 2.42e-01 4.72e-02 3.71e-02
v -2.36e-01 5.68e-02 7.20e-02
y -1.87e-01 2.90e-02 3.49e-02
w -1.57e-01 1.19e-02 1.39e-02
f 5.85e-02 4.28e-02 4.04e-02
05 05 D SM aa 5 0.276 p -7.73e+00 2.00e-05 4.56e-02
d -1.35e+00 1.50e-02 5.79e-02
g -1.33e+00 1.97e-02 7.45e-02
n -1.13e+00 1.38e-02 4.29e-02
s -1.09e+00 1.98e-02 5.86e-02
l 8.69e-01 2.20e-01 9.21e-02
q -8.52e-01 1.58e-02 3.71e-02
k -8.48e-01 2.52e-02 5.88e-02
t -7.14e-01 2.66e-02 5.42e-02
a 6.47e-01 1.56e-01 8.18e-02
h -5.64e-01 1.31e-02 2.30e-02
m 5.03e-01 3.52e-02 2.13e-02
i 5.01e-01 9.47e-02 5.74e-02
v 3.66e-01 1.04e-01 7.19e-02
f 3.49e-01 5.72e-02 4.04e-02
y 3.23e-01 4.82e-02 3.49e-02
c 2.34e-01 1.81e-02 1.44e-02
r -1.85e-01 4.25e-02 5.11e-02
e -9.95e-02 6.18e-02 6.82e-02
w -6.15e-03 1.38e-02 1.39e-02
02 02 D SM aa 2 0.203 p -5.15e+00 2.65e-04 4.56e-02
h -3.22e+00 9.23e-04 2.30e-02
w -1.28e+00 3.86e-03 1.39e-02
n -1.11e+00 1.41e-02 4.28e-02
d -1.08e+00 1.97e-02 5.82e-02
g -1.06e+00 2.59e-02 7.45e-02
s -7.82e-01 2.69e-02 5.87e-02
a 6.66e-01 1.59e-01 8.16e-02
v 5.89e-01 1.30e-01 7.21e-02
y -3.77e-01 2.40e-02 3.49e-02
r 3.71e-01 7.39e-02 5.10e-02
t -3.63e-01 3.78e-02 5.44e-02
l 3.38e-01 1.29e-01 9.21e-02
k 3.27e-01 8.12e-02 5.86e-02
c -2.96e-01 1.06e-02 1.43e-02
i 2.52e-01 7.40e-02 5.75e-02
e 2.21e-01 8.49e-02 6.81e-02
q 1.34e-01 4.24e-02 3.70e-02
m 1.26e-01 2.41e-02 2.12e-02
f -6.87e-02 3.77e-02 4.04e-02
01 01 D SM aa 1 0.163 p -2.84e+00 2.69e-03 4.58e-02
h -1.62e+00 4.56e-03 2.30e-02
c -1.02e+00 5.18e-03 1.43e-02
s -8.97e-01 2.40e-02 5.88e-02
g -8.87e-01 3.07e-02 7.44e-02
y -8.58e-01 1.48e-02 3.49e-02
a 7.96e-01 1.81e-01 8.15e-02
d -7.38e-01 2.78e-02 5.82e-02
m 3.94e-01 3.14e-02 2.12e-02
i 3.78e-01 8.40e-02 5.75e-02
e 3.23e-01 9.41e-02 6.81e-02
l 3.07e-01 1.25e-01 9.20e-02
n -2.68e-01 3.28e-02 4.28e-02
w -2.60e-01 1.07e-02 1.38e-02
v 1.34e-01 8.24e-02 7.21e-02
r 1.30e-01 5.80e-02 5.09e-02
f -7.27e-02 3.76e-02 4.04e-02
k 5.89e-02 6.22e-02 5.86e-02
q 3.46e-02 3.83e-02 3.70e-02
t -2.36e-02 5.32e-02 5.45e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.076
08 -0.076 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.066
10 -0.066 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.058
12 -0.058 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.043
14 -0.043 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.068
16 -0.068 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.208
18 -0.208 1.000
DATA_CLASS 104
CLASS 104 - weight 5249 normalized weight 0.003 relative strength 2.79e-02 *******
class cross entropy w.r.t. global class 1.32e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
02 02 D SM aa 2 1.994 v -8.09e+00 2.20e-05 7.21e-02
i -7.63e+00 2.78e-05 5.75e-02
c -3.35e+00 5.01e-04 1.43e-02
y -3.16e+00 1.48e-03 3.49e-02
m -3.13e+00 9.30e-04 2.12e-02
l -3.02e+00 4.51e-03 9.21e-02
p 2.84e+00 7.85e-01 4.56e-02
f -2.68e+00 2.77e-03 4.04e-02
t -2.42e+00 4.85e-03 5.44e-02
h -2.01e+00 3.09e-03 2.30e-02
r -1.77e+00 8.72e-03 5.10e-02
q -1.71e+00 6.67e-03 3.70e-02
w -1.55e+00 2.95e-03 1.39e-02
s -1.02e+00 2.12e-02 5.87e-02
e -9.98e-01 2.51e-02 6.81e-02
a -9.83e-01 3.05e-02 8.16e-02
g -9.80e-01 2.79e-02 7.45e-02
k -9.71e-01 2.22e-02 5.86e-02
n -8.93e-01 1.75e-02 4.28e-02
d -5.38e-01 3.40e-02 5.82e-02
08 12 R MNcn psi2 1.207 ( 2.54e+00 4.00e-01) 4.33e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.207 ( 5.06e+00 4.00e-01) 1.29e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.890 ( 2.38e+00 4.00e-01) 3.93e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.890 ( 4.34e+00 4.59e-01) 4.42e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.862 ( 2.43e+00 4.00e-01) 4.02e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.862 ( 4.50e+00 5.31e-01) 7.68e-02 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.849 ( 2.39e+00 4.00e-01) 3.96e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.849 ( 4.39e+00 5.19e-01) 3.06e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.836 ( 2.42e+00 4.00e-01) 4.03e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.836 ( 4.33e+00 5.51e-01) 3.95e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.729 ( 2.27e+00 4.81e-01) 3.01e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.729 ( 4.39e+00 5.21e-01) 3.01e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.150 g -1.40e+00 1.83e-02 7.45e-02
d -1.37e+00 1.47e-02 5.80e-02
p -1.20e+00 1.37e-02 4.56e-02
v 7.03e-01 1.45e-01 7.20e-02
i 6.14e-01 1.06e-01 5.74e-02
n -5.32e-01 2.52e-02 4.28e-02
y 4.75e-01 5.62e-02 3.49e-02
a -4.28e-01 5.33e-02 8.17e-02
f 4.17e-01 6.12e-02 4.04e-02
e -4.16e-01 4.50e-02 6.82e-02
m 3.70e-01 3.08e-02 2.13e-02
s -3.43e-01 4.15e-02 5.85e-02
c 3.18e-01 1.97e-02 1.43e-02
t 2.69e-01 7.10e-02 5.43e-02
l 2.05e-01 1.13e-01 9.22e-02
q 1.31e-01 4.23e-02 3.71e-02
k -1.24e-01 5.18e-02 5.87e-02
w 5.43e-02 1.47e-02 1.39e-02
h 5.41e-02 2.43e-02 2.30e-02
r 7.68e-03 5.15e-02 5.11e-02
03 03 D SM aa 3 0.111 d -1.09e+00 1.95e-02 5.81e-02
g -1.01e+00 2.71e-02 7.45e-02
v 7.54e-01 1.53e-01 7.21e-02
n -6.79e-01 2.17e-02 4.28e-02
p -5.32e-01 2.67e-02 4.55e-02
f 4.79e-01 6.52e-02 4.04e-02
i 4.57e-01 9.09e-02 5.75e-02
e -4.15e-01 4.50e-02 6.82e-02
m 3.55e-01 3.03e-02 2.12e-02
y 3.46e-01 4.94e-02 3.50e-02
k -3.22e-01 4.24e-02 5.86e-02
c 2.48e-01 1.83e-02 1.43e-02
s -2.08e-01 4.76e-02 5.87e-02
t 1.44e-01 6.27e-02 5.43e-02
w -1.19e-01 1.23e-02 1.39e-02
h 1.18e-01 2.59e-02 2.30e-02
a -7.85e-02 7.55e-02 8.17e-02
r 7.24e-02 5.49e-02 5.10e-02
q 3.37e-02 3.83e-02 3.71e-02
l 8.05e-03 9.29e-02 9.22e-02
01 01 D SM aa 1 0.090 g -1.60e+00 1.50e-02 7.44e-02
d -8.71e-01 2.44e-02 5.82e-02
p -6.34e-01 2.43e-02 4.58e-02
w -6.23e-01 7.43e-03 1.38e-02
v 4.80e-01 1.16e-01 7.21e-02
i 3.49e-01 8.16e-02 5.75e-02
m 3.17e-01 2.91e-02 2.12e-02
t 3.11e-01 7.44e-02 5.45e-02
k 3.04e-01 7.94e-02 5.86e-02
s -2.96e-01 4.38e-02 5.88e-02
n -2.85e-01 3.22e-02 4.28e-02
r 2.79e-01 6.73e-02 5.09e-02
q 2.41e-01 4.71e-02 3.70e-02
a -2.36e-01 6.44e-02 8.15e-02
h 1.58e-01 2.69e-02 2.30e-02
l 1.07e-01 1.02e-01 9.20e-02
f 1.04e-01 4.48e-02 4.04e-02
y 3.77e-02 3.63e-02 3.49e-02
c 3.34e-02 1.48e-02 1.43e-02
e -6.84e-05 6.81e-02 6.81e-02
05 05 D SM aa 5 0.068 g -1.02e+00 2.68e-02 7.45e-02
i 5.54e-01 9.98e-02 5.74e-02
v 5.19e-01 1.21e-01 7.19e-02
f 3.94e-01 5.98e-02 4.04e-02
c 3.58e-01 2.05e-02 1.44e-02
d -3.56e-01 4.06e-02 5.79e-02
a -3.51e-01 5.76e-02 8.18e-02
q -3.31e-01 2.66e-02 3.71e-02
e -3.23e-01 4.94e-02 6.82e-02
n -2.60e-01 3.31e-02 4.29e-02
t 1.84e-01 6.52e-02 5.42e-02
w 1.64e-01 1.64e-02 1.39e-02
k -1.56e-01 5.03e-02 5.88e-02
r -1.31e-01 4.48e-02 5.11e-02
y 1.26e-01 3.96e-02 3.49e-02
p -1.23e-01 4.03e-02 4.56e-02
s 1.04e-01 6.50e-02 5.86e-02
l 6.96e-02 9.88e-02 9.21e-02
h 2.40e-02 2.36e-02 2.30e-02
m -1.88e-02 2.09e-02 2.13e-02
00 00 D SM aa 0 0.055 g -1.15e+00 2.36e-02 7.44e-02
d -5.50e-01 3.36e-02 5.83e-02
p 4.74e-01 7.39e-02 4.60e-02
y 3.20e-01 4.80e-02 3.49e-02
s 3.12e-01 8.08e-02 5.92e-02
v 3.00e-01 9.71e-02 7.19e-02
n -2.99e-01 3.18e-02 4.29e-02
w 2.45e-01 1.76e-02 1.38e-02
i 2.13e-01 7.11e-02 5.74e-02
f 2.05e-01 4.95e-02 4.03e-02
h 1.94e-01 2.79e-02 2.30e-02
l -1.88e-01 7.60e-02 9.17e-02
a -1.87e-01 6.76e-02 8.14e-02
c 1.05e-01 1.59e-02 1.43e-02
r -8.35e-02 4.69e-02 5.10e-02
e -6.71e-02 6.36e-02 6.80e-02
t 6.65e-02 5.83e-02 5.46e-02
m -2.36e-02 2.07e-02 2.12e-02
q 1.13e-02 3.75e-02 3.70e-02
k -1.11e-03 5.87e-02 5.87e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.091
08 -0.091 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.198
10 0.198 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.064
12 -0.064 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.210
14 -0.210 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.224
16 -0.224 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.170
18 -0.170 1.000
DATA_CLASS 105
CLASS 105 - weight 5244 normalized weight 0.003 relative strength 4.01e-03 *******
class cross entropy w.r.t. global class 1.05e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.921 (-5.20e-01 4.00e-01) 3.32e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.921 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.901 (-4.05e-01 4.22e-01) 2.88e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.901 ( 4.97e+00 4.00e-01) 1.07e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.796 ( 2.41e+00 4.30e-01) 3.71e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.796 ( 4.51e+00 5.82e-01) 5.50e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.785 (-2.54e-01 4.56e-01) 2.36e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.785 ( 4.69e+00 4.00e-01) 3.60e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.763 ( 2.52e+00 5.56e-01) 3.07e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.763 ( 4.61e+00 5.53e-01) 1.24e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.594 ( 2.44e+00 5.47e-01) 2.98e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.594 ( 4.15e+00 8.56e-01) 4.54e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.369 i -1.55e+00 1.23e-02 5.75e-02
v -1.49e+00 1.62e-02 7.21e-02
d 1.13e+00 1.80e-01 5.81e-02
l -1.12e+00 3.01e-02 9.22e-02
m -1.04e+00 7.52e-03 2.12e-02
n 9.21e-01 1.08e-01 4.28e-02
f -8.93e-01 1.65e-02 4.04e-02
k -8.82e-01 2.43e-02 5.86e-02
s 8.77e-01 1.41e-01 5.87e-02
a -8.21e-01 3.59e-02 8.17e-02
p 7.66e-01 9.79e-02 4.55e-02
q -7.57e-01 1.74e-02 3.71e-02
t 7.27e-01 1.12e-01 5.43e-02
y -6.83e-01 1.77e-02 3.50e-02
e -6.68e-01 3.50e-02 6.82e-02
w -6.04e-01 7.59e-03 1.39e-02
r -5.26e-01 3.02e-02 5.10e-02
h 4.03e-01 3.44e-02 2.30e-02
c 3.76e-01 2.08e-02 1.43e-02
g -3.02e-01 5.50e-02 7.45e-02
02 02 D SM aa 2 0.188 g -1.64e+00 1.44e-02 7.45e-02
p 1.22e+00 1.54e-01 4.56e-02
d -8.18e-01 2.57e-02 5.82e-02
s -7.70e-01 2.72e-02 5.87e-02
n -5.64e-01 2.44e-02 4.28e-02
i 5.18e-01 9.66e-02 5.75e-02
e -4.96e-01 4.15e-02 6.81e-02
v 4.60e-01 1.14e-01 7.21e-02
q -4.51e-01 2.36e-02 3.70e-02
a -4.18e-01 5.37e-02 8.16e-02
f 3.97e-01 6.01e-02 4.04e-02
h -3.58e-01 1.61e-02 2.30e-02
w 2.48e-01 1.78e-02 1.39e-02
m 2.41e-01 2.70e-02 2.12e-02
t -1.75e-01 4.57e-02 5.44e-02
l 1.63e-01 1.08e-01 9.21e-02
c 1.57e-01 1.67e-02 1.43e-02
r -1.51e-01 4.38e-02 5.10e-02
k -1.35e-01 5.12e-02 5.86e-02
y 8.33e-02 3.80e-02 3.49e-02
04 04 D SM aa 4 0.179 p 1.46e+00 1.96e-01 4.56e-02
g -1.08e+00 2.52e-02 7.45e-02
h -6.73e-01 1.17e-02 2.30e-02
i -5.58e-01 3.29e-02 5.74e-02
n -4.41e-01 2.76e-02 4.28e-02
q -3.08e-01 2.72e-02 3.71e-02
v -3.00e-01 5.33e-02 7.20e-02
c -2.99e-01 1.06e-02 1.43e-02
e 2.33e-01 8.61e-02 6.82e-02
m -2.26e-01 1.70e-02 2.13e-02
y -1.94e-01 2.88e-02 3.49e-02
f -1.64e-01 3.43e-02 4.04e-02
t -1.31e-01 4.76e-02 5.43e-02
l -7.96e-02 8.51e-02 9.22e-02
w 7.40e-02 1.50e-02 1.39e-02
r -6.39e-02 4.79e-02 5.11e-02
d -3.07e-02 5.63e-02 5.80e-02
k -2.94e-02 5.70e-02 5.87e-02
s 5.32e-03 5.88e-02 5.85e-02
a 7.96e-04 8.18e-02 8.17e-02
05 05 D SM aa 5 0.146 i -1.08e+00 1.95e-02 5.74e-02
v -1.02e+00 2.59e-02 7.19e-02
p -9.92e-01 1.69e-02 4.56e-02
d 7.93e-01 1.28e-01 5.79e-02
l -7.55e-01 4.33e-02 9.21e-02
e 7.23e-01 1.41e-01 6.82e-02
m -6.14e-01 1.15e-02 2.13e-02
n 4.21e-01 6.53e-02 4.29e-02
s 4.21e-01 8.92e-02 5.86e-02
g -3.77e-01 5.11e-02 7.45e-02
c -3.10e-01 1.05e-02 1.44e-02
h 1.80e-01 2.76e-02 2.30e-02
f -1.34e-01 3.53e-02 4.04e-02
q 1.20e-01 4.18e-02 3.71e-02
t 1.04e-01 6.02e-02 5.42e-02
a -7.60e-02 7.58e-02 8.18e-02
w 4.95e-02 1.46e-02 1.39e-02
y -2.38e-02 3.41e-02 3.49e-02
r -2.22e-02 5.00e-02 5.11e-02
k -2.84e-03 5.86e-02 5.88e-02
01 01 D SM aa 1 0.062 p -2.75e+00 2.94e-03 4.58e-02
h 3.90e-01 3.39e-02 2.30e-02
g 3.88e-01 1.10e-01 7.44e-02
l -3.84e-01 6.27e-02 9.20e-02
y 3.39e-01 4.90e-02 3.49e-02
m -2.83e-01 1.60e-02 2.12e-02
d -2.72e-01 4.43e-02 5.82e-02
f 2.24e-01 5.06e-02 4.04e-02
s 2.24e-01 7.36e-02 5.88e-02
i -2.13e-01 4.65e-02 5.75e-02
r 2.10e-01 6.29e-02 5.09e-02
v -1.93e-01 5.94e-02 7.21e-02
n 1.19e-01 4.82e-02 4.28e-02
w 1.12e-01 1.55e-02 1.38e-02
e 8.06e-02 7.38e-02 6.81e-02
t 5.51e-02 5.76e-02 5.45e-02
q 5.22e-02 3.90e-02 3.70e-02
c -3.86e-02 1.38e-02 1.43e-02
a 1.73e-02 8.29e-02 8.15e-02
k -1.44e-02 5.78e-02 5.86e-02
00 00 D SM aa 0 0.045 g -6.05e-01 4.06e-02 7.44e-02
n 5.47e-01 7.41e-02 4.29e-02
d 4.01e-01 8.70e-02 5.83e-02
a -3.91e-01 5.51e-02 8.14e-02
t 3.59e-01 7.82e-02 5.46e-02
v -2.98e-01 5.34e-02 7.19e-02
i -2.97e-01 4.27e-02 5.74e-02
c -2.83e-01 1.08e-02 1.43e-02
m -2.46e-01 1.66e-02 2.12e-02
s 2.23e-01 7.39e-02 5.92e-02
f -2.05e-01 3.28e-02 4.03e-02
k 1.70e-01 6.96e-02 5.87e-02
l -1.44e-01 7.94e-02 9.17e-02
y -1.32e-01 3.06e-02 3.49e-02
w -1.21e-01 1.22e-02 1.38e-02
e 1.14e-01 7.62e-02 6.80e-02
p 9.13e-02 5.04e-02 4.60e-02
r 8.41e-02 5.54e-02 5.10e-02
q 3.73e-02 3.85e-02 3.70e-02
h -2.04e-02 2.25e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.465
08 -0.465 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.289
10 -0.289 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.084
12 -0.084 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.017
14 -0.017 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.386
16 -0.386 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.584
18 -0.584 1.000
DATA_CLASS 106
CLASS 106 - weight 5242 normalized weight 0.003 relative strength 5.68e-08 *******
class cross entropy w.r.t. global class 8.32e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 1.329 ( 2.36e+00 1.43e+00) 1.53e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 1.329 ( 1.64e+00 1.60e+00) 5.21e-01 ( 8.09e-01 1.53e+00)
07 09 R MNcn phi1 0.916 ( 2.83e+00 1.59e+00) 1.08e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.916 ( 1.64e+00 1.59e+00) 5.20e-01 ( 8.17e-01 1.53e+00)
05 05 D SM aa 5 0.607 p -2.29e+00 4.62e-03 4.56e-02
g 1.82e+00 4.59e-01 7.45e-02
i -1.52e+00 1.25e-02 5.74e-02
v -1.16e+00 2.24e-02 7.19e-02
l -1.03e+00 3.27e-02 9.21e-02
w -7.28e-01 6.71e-03 1.39e-02
a -7.07e-01 4.03e-02 8.18e-02
m -6.89e-01 1.07e-02 2.13e-02
t -5.99e-01 2.98e-02 5.42e-02
y -5.12e-01 2.09e-02 3.49e-02
e -5.11e-01 4.09e-02 6.82e-02
r -4.93e-01 3.12e-02 5.11e-02
k -4.40e-01 3.79e-02 5.88e-02
q -4.09e-01 2.46e-02 3.71e-02
f -4.02e-01 2.70e-02 4.04e-02
c -3.76e-01 9.86e-03 1.44e-02
n 2.69e-01 5.61e-02 4.29e-02
h -1.14e-01 2.06e-02 2.30e-02
d -7.69e-02 5.37e-02 5.79e-02
s -9.96e-03 5.80e-02 5.86e-02
06 07 R MNcn phi0 0.488 ( 3.38e+00 1.55e+00) 7.46e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.488 ( 1.69e+00 1.61e+00) 5.39e-01 ( 8.22e-01 1.53e+00)
01 01 D SM aa 1 0.467 g 1.69e+00 4.04e-01 7.44e-02
i -1.08e+00 1.96e-02 5.75e-02
l -1.02e+00 3.30e-02 9.20e-02
v -9.70e-01 2.73e-02 7.21e-02
y -6.73e-01 1.78e-02 3.49e-02
p -6.54e-01 2.38e-02 4.58e-02
a -6.27e-01 4.35e-02 8.15e-02
m -6.02e-01 1.16e-02 2.12e-02
w -5.77e-01 7.77e-03 1.38e-02
q -5.71e-01 2.09e-02 3.70e-02
f -5.41e-01 2.35e-02 4.04e-02
e -5.25e-01 4.03e-02 6.81e-02
r -5.13e-01 3.05e-02 5.09e-02
t -4.75e-01 3.39e-02 5.45e-02
n 2.42e-01 5.45e-02 4.28e-02
h -1.84e-01 1.91e-02 2.30e-02
d 7.43e-02 6.27e-02 5.82e-02
k -6.39e-02 5.50e-02 5.86e-02
s -5.63e-02 5.56e-02 5.88e-02
c 5.50e-02 1.51e-02 1.43e-02
10 15 R MNcn phi4 0.323 ( 3.74e+00 1.49e+00) 5.40e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.323 ( 1.50e+00 1.52e+00) 4.58e-01 ( 8.09e-01 1.53e+00)
00 00 D SM aa 0 0.252 g 1.39e+00 2.98e-01 7.44e-02
v -9.07e-01 2.90e-02 7.19e-02
i -8.15e-01 2.54e-02 5.74e-02
l -6.88e-01 4.61e-02 9.17e-02
p -4.35e-01 2.98e-02 4.60e-02
m -4.26e-01 1.39e-02 2.12e-02
a -3.52e-01 5.73e-02 8.14e-02
e -3.32e-01 4.88e-02 6.80e-02
f -2.92e-01 3.01e-02 4.03e-02
k -2.50e-01 4.57e-02 5.87e-02
y -2.19e-01 2.80e-02 3.49e-02
c 1.99e-01 1.74e-02 1.43e-02
w -1.98e-01 1.13e-02 1.38e-02
d -1.82e-01 4.85e-02 5.83e-02
q -1.79e-01 3.10e-02 3.70e-02
n 1.74e-01 5.10e-02 4.29e-02
s 1.71e-01 7.02e-02 5.92e-02
r -1.19e-01 4.53e-02 5.10e-02
t -6.50e-02 5.11e-02 5.46e-02
h -5.82e-02 2.17e-02 2.30e-02
08 11 R MNcn phi2 0.215 ( 4.73e+00 5.13e-01) 3.73e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.215 ( 1.32e+00 1.47e+00) 3.48e-01 ( 8.13e-01 1.53e+00)
09 14 R MNcn psi3 0.161 ( 1.21e+00 1.49e+00) 2.69e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.161 ( 4.64e+00 5.42e-01) 1.84e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.059 g 7.69e-01 1.61e-01 7.45e-02
i -5.06e-01 3.46e-02 5.74e-02
l -4.52e-01 5.86e-02 9.22e-02
v -3.21e-01 5.22e-02 7.20e-02
c 2.81e-01 1.90e-02 1.43e-02
f -2.42e-01 3.17e-02 4.04e-02
m -2.41e-01 1.67e-02 2.13e-02
s 2.08e-01 7.21e-02 5.85e-02
h 1.51e-01 2.68e-02 2.30e-02
n 1.37e-01 4.91e-02 4.28e-02
a -1.32e-01 7.16e-02 8.17e-02
w 1.22e-01 1.57e-02 1.39e-02
y -1.17e-01 3.11e-02 3.49e-02
e -8.25e-02 6.28e-02 6.82e-02
t -6.19e-02 5.10e-02 5.43e-02
q -5.86e-02 3.49e-02 3.71e-02
d -5.25e-02 5.51e-02 5.80e-02
r 4.57e-02 5.35e-02 5.11e-02
p -3.59e-02 4.40e-02 4.56e-02
k -1.44e-03 5.86e-02 5.87e-02
02 02 D SM aa 2 0.047 p 8.48e-01 1.07e-01 4.56e-02
g -6.69e-01 3.81e-02 7.45e-02
c 3.92e-01 2.12e-02 1.43e-02
f -2.28e-01 3.22e-02 4.04e-02
m -2.24e-01 1.70e-02 2.12e-02
l -2.15e-01 7.43e-02 9.21e-02
w -1.61e-01 1.18e-02 1.39e-02
s 1.53e-01 6.84e-02 5.87e-02
q -1.39e-01 3.22e-02 3.70e-02
h 1.15e-01 2.58e-02 2.30e-02
a -8.64e-02 7.48e-02 8.16e-02
e -5.54e-02 6.45e-02 6.81e-02
v -5.53e-02 6.82e-02 7.21e-02
t 5.27e-02 5.73e-02 5.44e-02
r 5.22e-02 5.37e-02 5.10e-02
i 5.04e-02 6.05e-02 5.75e-02
k -3.52e-02 5.65e-02 5.86e-02
n 2.16e-02 4.38e-02 4.28e-02
y 1.01e-02 3.53e-02 3.49e-02
d -7.42e-03 5.77e-02 5.82e-02
03 03 D SM aa 3 0.027 g -6.48e-01 3.89e-02 7.45e-02
p 5.37e-01 7.78e-02 4.55e-02
y 3.35e-01 4.89e-02 3.50e-02
w 2.33e-01 1.75e-02 1.39e-02
e -2.00e-01 5.58e-02 6.82e-02
c 1.93e-01 1.74e-02 1.43e-02
s 1.64e-01 6.91e-02 5.87e-02
i -1.42e-01 4.99e-02 5.75e-02
d -1.05e-01 5.23e-02 5.81e-02
n 1.05e-01 4.76e-02 4.28e-02
q -1.04e-01 3.34e-02 3.71e-02
h 9.66e-02 2.53e-02 2.30e-02
t 8.88e-02 5.94e-02 5.43e-02
l -8.04e-02 8.51e-02 9.22e-02
m -7.76e-02 1.96e-02 2.12e-02
f 7.70e-02 4.36e-02 4.04e-02
k -5.61e-02 5.54e-02 5.86e-02
r -5.20e-02 4.84e-02 5.10e-02
v 3.11e-02 7.43e-02 7.21e-02
a -1.94e-02 8.01e-02 8.17e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.226
08 -0.226 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.121
10 -0.121 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.346
12 -0.346 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.260
14 -0.260 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.041
16 -0.041 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.040
18 0.040 1.000
DATA_CLASS 107
CLASS 107 - weight 5236 normalized weight 0.003 relative strength 1.15e-01 *******
class cross entropy w.r.t. global class 1.33e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
01 01 D SM aa 1 1.391 i -4.34e+00 7.50e-04 5.75e-02
l -2.92e+00 4.96e-03 9.20e-02
m -2.83e+00 1.25e-03 2.12e-02
p 2.62e+00 6.27e-01 4.58e-02
f -2.24e+00 4.32e-03 4.04e-02
c -2.16e+00 1.66e-03 1.43e-02
w -2.03e+00 1.81e-03 1.38e-02
v -1.97e+00 1.01e-02 7.21e-02
y -1.45e+00 8.17e-03 3.49e-02
n -1.25e+00 1.23e-02 4.28e-02
g -1.20e+00 2.24e-02 7.44e-02
a -7.98e-01 3.67e-02 8.15e-02
h -7.75e-01 1.06e-02 2.30e-02
t -7.57e-01 2.56e-02 5.45e-02
q -5.49e-01 2.14e-02 3.70e-02
d -5.34e-01 3.41e-02 5.82e-02
r -5.28e-01 3.00e-02 5.09e-02
s -3.51e-01 4.14e-02 5.88e-02
e -2.03e-01 5.56e-02 6.81e-02
k -1.56e-01 5.01e-02 5.86e-02
07 10 R MNcn psi1 0.937 (-5.96e-01 4.00e-01) 3.53e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.937 ( 5.28e+00 4.00e-01) 1.83e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.931 (-6.75e-01 4.00e-01) 3.71e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.931 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.917 (-6.18e-01 4.00e-01) 3.57e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.917 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.914 (-6.19e-01 4.00e-01) 3.57e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.914 ( 5.06e+00 4.00e-01) 1.29e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.906 (-5.60e-01 4.00e-01) 3.43e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.906 ( 5.11e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.860 ( 1.91e+00 4.78e-01) 2.27e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.860 ( 4.54e+00 5.39e-01) 2.39e-03 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.482 p -7.82e+00 1.84e-05 4.60e-02
g -3.01e+00 3.68e-03 7.44e-02
d 1.39e+00 2.34e-01 5.83e-02
n 1.33e+00 1.62e-01 4.29e-02
h 1.25e+00 8.05e-02 2.30e-02
t -9.23e-01 2.17e-02 5.46e-02
k -8.78e-01 2.44e-02 5.87e-02
c 7.49e-01 3.02e-02 1.43e-02
v -7.43e-01 3.42e-02 7.19e-02
l -7.08e-01 4.52e-02 9.17e-02
a -6.21e-01 4.38e-02 8.14e-02
e -5.53e-01 3.91e-02 6.80e-02
i -4.52e-01 3.65e-02 5.74e-02
w -4.41e-01 8.88e-03 1.38e-02
y 3.16e-01 4.78e-02 3.49e-02
r -2.56e-01 3.94e-02 5.10e-02
m -2.55e-01 1.65e-02 2.12e-02
q -1.97e-01 3.04e-02 3.70e-02
f 4.23e-02 4.21e-02 4.03e-02
s 1.34e-02 6.00e-02 5.92e-02
03 03 D SM aa 3 0.154 p -2.32e+00 4.49e-03 4.55e-02
g -1.14e+00 2.37e-02 7.45e-02
f 7.06e-01 8.18e-02 4.04e-02
l 6.42e-01 1.75e-01 9.22e-02
s -5.96e-01 3.23e-02 5.87e-02
d -5.80e-01 3.25e-02 5.81e-02
e -4.68e-01 4.27e-02 6.82e-02
y 4.43e-01 5.45e-02 3.50e-02
n -4.22e-01 2.81e-02 4.28e-02
w 4.12e-01 2.10e-02 1.39e-02
m 4.08e-01 3.19e-02 2.12e-02
v 4.07e-01 1.08e-01 7.21e-02
k -3.99e-01 3.93e-02 5.86e-02
i 3.51e-01 8.17e-02 5.75e-02
q -3.44e-01 2.63e-02 3.71e-02
r -3.39e-01 3.63e-02 5.10e-02
c 3.27e-01 1.98e-02 1.43e-02
t -2.26e-01 4.33e-02 5.43e-02
a 1.47e-01 9.45e-02 8.17e-02
h -3.89e-02 2.21e-02 2.30e-02
02 02 D SM aa 2 0.120 p -1.26e+00 1.29e-02 4.56e-02
e 9.72e-01 1.80e-01 6.81e-02
c -7.22e-01 6.95e-03 1.43e-02
i -5.58e-01 3.29e-02 5.75e-02
g -5.26e-01 4.40e-02 7.45e-02
t -4.93e-01 3.32e-02 5.44e-02
d 3.82e-01 8.52e-02 5.82e-02
q 3.80e-01 5.42e-02 3.70e-02
v -3.33e-01 5.17e-02 7.21e-02
n -2.51e-01 3.33e-02 4.28e-02
f -2.48e-01 3.15e-02 4.04e-02
w 2.09e-01 1.71e-02 1.39e-02
l -2.07e-01 7.49e-02 9.21e-02
a 1.90e-01 9.87e-02 8.16e-02
h 1.86e-01 2.77e-02 2.30e-02
m -1.64e-01 1.80e-02 2.12e-02
s -1.30e-01 5.16e-02 5.87e-02
k -8.71e-02 5.37e-02 5.86e-02
r 7.38e-02 5.49e-02 5.10e-02
y 6.99e-02 3.75e-02 3.49e-02
05 05 D SM aa 5 0.103 v -1.01e+00 2.62e-02 7.19e-02
c -7.46e-01 6.80e-03 1.44e-02
e 6.27e-01 1.28e-01 6.82e-02
p -6.24e-01 2.44e-02 4.56e-02
g -6.24e-01 3.99e-02 7.45e-02
i -5.23e-01 3.40e-02 5.74e-02
a 5.10e-01 1.36e-01 8.18e-02
q 4.40e-01 5.75e-02 3.71e-02
m -4.37e-01 1.37e-02 2.13e-02
k 4.03e-01 8.80e-02 5.88e-02
r 3.52e-01 7.27e-02 5.11e-02
f -3.16e-01 2.94e-02 4.04e-02
l -2.65e-01 7.07e-02 9.21e-02
t -2.64e-01 4.17e-02 5.42e-02
w -2.35e-01 1.10e-02 1.39e-02
y -1.98e-01 2.87e-02 3.49e-02
h 1.27e-01 2.62e-02 2.30e-02
d 9.57e-02 6.38e-02 5.79e-02
n 4.86e-02 4.50e-02 4.29e-02
s -3.81e-02 5.64e-02 5.86e-02
04 04 D SM aa 4 0.090 p -1.26e+00 1.29e-02 4.56e-02
g -1.20e+00 2.24e-02 7.45e-02
q 5.30e-01 6.30e-02 3.71e-02
n -5.17e-01 2.55e-02 4.28e-02
a 4.75e-01 1.31e-01 8.17e-02
r 4.57e-01 8.06e-02 5.11e-02
c -3.83e-01 9.79e-03 1.43e-02
d -3.68e-01 4.02e-02 5.80e-02
h -2.97e-01 1.71e-02 2.30e-02
v 2.95e-01 9.67e-02 7.20e-02
s -2.80e-01 4.42e-02 5.85e-02
t -2.69e-01 4.15e-02 5.43e-02
e -2.04e-01 5.56e-02 6.82e-02
k 1.98e-01 7.16e-02 5.87e-02
l 1.60e-01 1.08e-01 9.22e-02
m 1.31e-01 2.42e-02 2.13e-02
w 1.24e-01 1.57e-02 1.39e-02
y 1.13e-01 3.91e-02 3.49e-02
i 3.03e-02 5.92e-02 5.74e-02
f 1.32e-02 4.09e-02 4.04e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.767
08 0.767 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.201
10 -0.201 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.294
12 -0.294 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.296
14 -0.296 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.152
16 -0.152 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.272
18 -0.272 1.000
DATA_CLASS 108
CLASS 108 - weight 5156 normalized weight 0.003 relative strength 1.72e-02 *******
class cross entropy w.r.t. global class 1.28e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
03 03 D SM aa 3 1.777 v -8.14e+00 2.10e-05 7.21e-02
i -7.65e+00 2.75e-05 5.75e-02
c -4.67e+00 1.34e-04 1.43e-02
y -4.38e+00 4.37e-04 3.50e-02
m -3.38e+00 7.25e-04 2.12e-02
l -3.18e+00 3.82e-03 9.22e-02
f -2.96e+00 2.08e-03 4.04e-02
p 2.76e+00 7.22e-01 4.55e-02
t -2.06e+00 6.96e-03 5.43e-02
h -1.65e+00 4.43e-03 2.30e-02
r -1.29e+00 1.41e-02 5.10e-02
g -1.23e+00 2.17e-02 7.45e-02
q -1.16e+00 1.17e-02 3.71e-02
a -1.10e+00 2.72e-02 8.17e-02
w -1.03e+00 4.93e-03 1.39e-02
s -9.51e-01 2.27e-02 5.87e-02
n -5.47e-01 2.48e-02 4.28e-02
k -4.70e-01 3.66e-02 5.86e-02
e -3.36e-01 4.88e-02 6.82e-02
d -2.08e-01 4.72e-02 5.81e-02
09 14 R MNcn psi3 1.207 ( 2.54e+00 4.00e-01) 4.31e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.207 ( 5.06e+00 4.00e-01) 1.29e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.857 ( 2.34e+00 4.00e-01) 3.80e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.857 ( 4.46e+00 4.85e-01) 1.68e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.845 ( 2.41e+00 4.00e-01) 3.97e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.845 ( 4.35e+00 5.21e-01) 3.73e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.829 ( 2.41e+00 4.20e-01) 3.82e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.829 ( 4.40e+00 5.31e-01) 2.70e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.782 ( 2.44e+00 4.40e-01) 3.70e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.782 ( 4.41e+00 5.95e-01) 2.33e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.739 ( 2.28e+00 4.85e-01) 3.03e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.739 ( 4.27e+00 4.88e-01) 5.52e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.153 p -5.14e+00 2.66e-04 4.56e-02
g -1.67e+00 1.40e-02 7.45e-02
d -1.03e+00 2.08e-02 5.82e-02
v 6.04e-01 1.32e-01 7.21e-02
i 5.91e-01 1.04e-01 5.75e-02
n -5.32e-01 2.52e-02 4.28e-02
m 5.01e-01 3.50e-02 2.12e-02
w -3.64e-01 9.64e-03 1.39e-02
t 3.21e-01 7.50e-02 5.44e-02
a -2.58e-01 6.30e-02 8.16e-02
l 2.17e-01 1.14e-01 9.21e-02
r 1.96e-01 6.20e-02 5.10e-02
f 1.69e-01 4.79e-02 4.04e-02
y 1.61e-01 4.11e-02 3.49e-02
s -1.40e-01 5.11e-02 5.87e-02
c 1.30e-01 1.63e-02 1.43e-02
e -1.25e-01 6.01e-02 6.81e-02
k 8.51e-02 6.38e-02 5.86e-02
h 8.05e-02 2.49e-02 2.30e-02
q 6.94e-02 3.97e-02 3.70e-02
04 04 D SM aa 4 0.083 d -9.31e-01 2.29e-02 5.80e-02
v 6.47e-01 1.37e-01 7.20e-02
e -5.53e-01 3.92e-02 6.82e-02
f 5.50e-01 7.00e-02 4.04e-02
g -5.21e-01 4.42e-02 7.45e-02
n -5.01e-01 2.60e-02 4.28e-02
i 3.99e-01 8.56e-02 5.74e-02
m 3.90e-01 3.14e-02 2.13e-02
y 3.64e-01 5.03e-02 3.49e-02
k -3.54e-01 4.12e-02 5.87e-02
c 3.23e-01 1.98e-02 1.43e-02
s -2.73e-01 4.46e-02 5.85e-02
q -1.64e-01 3.15e-02 3.71e-02
p -1.44e-01 3.95e-02 4.56e-02
r -1.23e-01 4.51e-02 5.11e-02
h 7.29e-02 2.48e-02 2.30e-02
w 6.94e-02 1.49e-02 1.39e-02
t 6.30e-02 5.78e-02 5.43e-02
a -4.57e-02 7.81e-02 8.17e-02
l 3.86e-02 9.58e-02 9.22e-02
01 01 D SM aa 1 0.081 g -1.53e+00 1.61e-02 7.44e-02
d -5.39e-01 3.39e-02 5.82e-02
v 5.10e-01 1.20e-01 7.21e-02
w 5.05e-01 2.29e-02 1.38e-02
c 4.34e-01 2.21e-02 1.43e-02
i 4.33e-01 8.87e-02 5.75e-02
a -4.24e-01 5.33e-02 8.15e-02
y 3.48e-01 4.95e-02 3.49e-02
f 3.27e-01 5.60e-02 4.04e-02
n -2.74e-01 3.25e-02 4.28e-02
p 2.52e-01 5.90e-02 4.58e-02
e -1.35e-01 5.95e-02 6.81e-02
t 1.24e-01 6.17e-02 5.45e-02
l -1.17e-01 8.18e-02 9.20e-02
s 8.34e-02 6.40e-02 5.88e-02
k -8.12e-02 5.40e-02 5.86e-02
r -7.67e-02 4.72e-02 5.09e-02
m -4.70e-02 2.02e-02 2.12e-02
q -4.56e-02 3.54e-02 3.70e-02
h -3.58e-02 2.22e-02 2.30e-02
05 05 D SM aa 5 0.078 p -1.29e+00 1.25e-02 4.56e-02
g -9.86e-01 2.78e-02 7.45e-02
a -4.53e-01 5.20e-02 8.18e-02
t 4.48e-01 8.49e-02 5.42e-02
i 4.37e-01 8.88e-02 5.74e-02
v 4.14e-01 1.09e-01 7.19e-02
e -3.74e-01 4.70e-02 6.82e-02
y 3.49e-01 4.95e-02 3.49e-02
m 2.91e-01 2.85e-02 2.13e-02
f 2.03e-01 4.94e-02 4.04e-02
d -1.98e-01 4.75e-02 5.79e-02
s 1.91e-01 7.09e-02 5.86e-02
q 1.50e-01 4.31e-02 3.71e-02
l -1.24e-01 8.14e-02 9.21e-02
w 1.23e-01 1.57e-02 1.39e-02
c 8.53e-02 1.56e-02 1.44e-02
k -7.83e-02 5.44e-02 5.88e-02
r 7.75e-02 5.53e-02 5.11e-02
h 4.32e-02 2.41e-02 2.30e-02
n 5.22e-04 4.29e-02 4.29e-02
00 00 D SM aa 0 0.071 g -1.36e+00 1.91e-02 7.44e-02
d -6.61e-01 3.01e-02 5.83e-02
v 5.29e-01 1.22e-01 7.19e-02
i 4.27e-01 8.80e-02 5.74e-02
n -3.67e-01 2.97e-02 4.29e-02
f 3.14e-01 5.52e-02 4.03e-02
a -2.92e-01 6.08e-02 8.14e-02
p -2.17e-01 3.70e-02 4.60e-02
s -2.13e-01 4.78e-02 5.92e-02
k 1.57e-01 6.87e-02 5.87e-02
y 1.34e-01 3.99e-02 3.49e-02
t 1.11e-01 6.10e-02 5.46e-02
e 1.03e-01 7.55e-02 6.80e-02
r 8.84e-02 5.57e-02 5.10e-02
q 8.11e-02 4.02e-02 3.70e-02
w 6.71e-02 1.48e-02 1.38e-02
l 4.11e-02 9.56e-02 9.17e-02
c 1.65e-02 1.45e-02 1.43e-02
h 1.32e-02 2.33e-02 2.30e-02
m -7.66e-04 2.12e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.176
08 -0.176 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.114
10 -0.114 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.096
12 0.096 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.049
14 -0.049 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.235
16 -0.235 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.202
18 -0.202 1.000
DATA_CLASS 109
CLASS 109 - weight 5151 normalized weight 0.003 relative strength 1.20e-02 *******
class cross entropy w.r.t. global class 1.08e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.902 (-5.37e-01 4.00e-01) 3.40e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.902 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.868 ( 2.43e+00 4.35e-01) 3.71e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.868 ( 4.65e+00 5.16e-01) 2.10e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.844 (-3.99e-01 4.00e-01) 3.04e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.844 ( 5.04e+00 4.00e-01) 1.25e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.840 (-3.88e-01 4.22e-01) 2.84e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.840 ( 4.75e+00 4.00e-01) 5.22e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.794 (-1.72e-01 4.00e-01) 2.46e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.794 ( 4.63e+00 4.00e-01) 2.09e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.717 ( 2.45e+00 4.86e-01) 3.37e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.717 ( 4.20e+00 6.18e-01) 5.49e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.275 w -1.45e+00 3.25e-03 1.39e-02
f -1.42e+00 9.72e-03 4.04e-02
m -1.40e+00 5.23e-03 2.13e-02
y -1.26e+00 9.88e-03 3.49e-02
i -1.16e+00 1.80e-02 5.74e-02
c -1.13e+00 4.64e-03 1.43e-02
l -1.12e+00 3.01e-02 9.22e-02
d 1.05e+00 1.66e-01 5.80e-02
p 1.03e+00 1.27e-01 4.56e-02
v -8.47e-01 3.09e-02 7.20e-02
k 7.05e-01 1.19e-01 5.87e-02
g -6.79e-01 3.78e-02 7.45e-02
a -5.43e-01 4.75e-02 8.17e-02
t 2.85e-01 7.21e-02 5.43e-02
n 2.00e-01 5.24e-02 4.28e-02
s 1.85e-01 7.04e-02 5.85e-02
h -1.71e-01 1.94e-02 2.30e-02
q 1.61e-01 4.35e-02 3.71e-02
r 1.13e-01 5.72e-02 5.11e-02
e 1.11e-01 7.62e-02 6.82e-02
03 03 D SM aa 3 0.209 p -3.99e+00 8.40e-04 4.55e-02
e -1.21e+00 2.04e-02 6.82e-02
k -1.19e+00 1.78e-02 5.86e-02
g -1.14e+00 2.39e-02 7.45e-02
c 1.00e+00 3.90e-02 1.43e-02
d -7.96e-01 2.62e-02 5.81e-02
r -7.77e-01 2.35e-02 5.10e-02
s 6.59e-01 1.13e-01 5.87e-02
f 6.50e-01 7.74e-02 4.04e-02
a 5.02e-01 1.35e-01 8.17e-02
q -4.04e-01 2.48e-02 3.71e-02
i 3.89e-01 8.49e-02 5.75e-02
n -2.97e-01 3.18e-02 4.28e-02
v 2.78e-01 9.52e-02 7.21e-02
y 2.74e-01 4.60e-02 3.50e-02
t 2.72e-01 7.13e-02 5.43e-02
w -2.07e-01 1.13e-02 1.39e-02
l 1.56e-01 1.08e-01 9.22e-02
h 1.33e-01 2.63e-02 2.30e-02
m 1.04e-01 2.36e-02 2.12e-02
01 01 D SM aa 1 0.131 i -1.16e+00 1.80e-02 5.75e-02
v -1.11e+00 2.37e-02 7.21e-02
g -7.89e-01 3.38e-02 7.44e-02
w -7.73e-01 6.39e-03 1.38e-02
y -6.56e-01 1.81e-02 3.49e-02
e 6.32e-01 1.28e-01 6.81e-02
k 6.24e-01 1.09e-01 5.86e-02
f -6.19e-01 2.17e-02 4.04e-02
d 3.98e-01 8.67e-02 5.82e-02
s 3.89e-01 8.68e-02 5.88e-02
p -3.80e-01 3.14e-02 4.58e-02
q 3.47e-01 5.24e-02 3.70e-02
t -3.36e-01 3.89e-02 5.45e-02
r 2.90e-01 6.81e-02 5.09e-02
a 2.02e-01 9.97e-02 8.15e-02
c -1.76e-01 1.20e-02 1.43e-02
h -1.70e-01 1.94e-02 2.30e-02
l -1.26e-01 8.11e-02 9.20e-02
m -1.12e-01 1.89e-02 2.12e-02
n 5.62e-02 4.53e-02 4.28e-02
02 02 D SM aa 2 0.103 p -3.06e+00 2.15e-03 4.56e-02
g -9.26e-01 2.95e-02 7.45e-02
n 5.75e-01 7.61e-02 4.28e-02
i -5.72e-01 3.25e-02 5.75e-02
v -5.12e-01 4.32e-02 7.21e-02
k 4.77e-01 9.44e-02 5.86e-02
h 4.32e-01 3.54e-02 2.30e-02
q 4.27e-01 5.68e-02 3.70e-02
c -4.09e-01 9.50e-03 1.43e-02
y 2.95e-01 4.69e-02 3.49e-02
r 2.80e-01 6.75e-02 5.10e-02
e 1.76e-01 8.12e-02 6.81e-02
d 1.58e-01 6.82e-02 5.82e-02
w -1.09e-01 1.24e-02 1.39e-02
a -9.16e-02 7.45e-02 8.16e-02
s 4.51e-02 6.14e-02 5.87e-02
m 2.37e-02 2.17e-02 2.12e-02
l -2.11e-02 9.02e-02 9.21e-02
f 1.89e-02 4.12e-02 4.04e-02
t 1.70e-02 5.53e-02 5.44e-02
00 00 D SM aa 0 0.089 g -8.14e-01 3.30e-02 7.44e-02
n -7.62e-01 2.00e-02 4.29e-02
d -7.12e-01 2.86e-02 5.83e-02
l 6.31e-01 1.72e-01 9.17e-02
t -5.91e-01 3.02e-02 5.46e-02
h -5.25e-01 1.36e-02 2.30e-02
m 4.86e-01 3.45e-02 2.12e-02
e -3.90e-01 4.61e-02 6.80e-02
f 3.75e-01 5.87e-02 4.03e-02
a 3.38e-01 1.14e-01 8.14e-02
c 2.61e-01 1.86e-02 1.43e-02
q -2.00e-01 3.03e-02 3.70e-02
p 1.93e-01 5.58e-02 4.60e-02
y -1.56e-01 2.98e-02 3.49e-02
w 1.50e-01 1.60e-02 1.38e-02
i 1.31e-01 6.55e-02 5.74e-02
v -1.28e-01 6.33e-02 7.19e-02
r 3.84e-02 5.29e-02 5.10e-02
s -3.14e-02 5.73e-02 5.92e-02
k 7.37e-03 5.92e-02 5.87e-02
05 05 D SM aa 5 0.072 p -2.46e+00 3.91e-03 4.56e-02
d 5.42e-01 9.97e-02 5.79e-02
h 4.87e-01 3.75e-02 2.30e-02
n 4.67e-01 6.84e-02 4.29e-02
l -4.14e-01 6.09e-02 9.21e-02
m -3.89e-01 1.44e-02 2.13e-02
y 3.39e-01 4.90e-02 3.49e-02
g -2.78e-01 5.64e-02 7.45e-02
s 2.48e-01 7.51e-02 5.86e-02
w -2.16e-01 1.12e-02 1.39e-02
f 1.88e-01 4.87e-02 4.04e-02
a -1.59e-01 6.98e-02 8.18e-02
i -1.14e-01 5.11e-02 5.74e-02
q -9.80e-02 3.36e-02 3.71e-02
t 9.63e-02 5.97e-02 5.42e-02
k -5.68e-02 5.55e-02 5.88e-02
v -4.07e-02 6.90e-02 7.19e-02
e 2.43e-02 6.99e-02 6.82e-02
c 1.99e-02 1.46e-02 1.44e-02
r 6.10e-03 5.15e-02 5.11e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.224
08 -0.224 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.154
10 -0.154 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.306
12 -0.306 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.053
14 -0.053 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.437
16 -0.437 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.236
18 -0.236 1.000
DATA_CLASS 110
CLASS 110 - weight 5145 normalized weight 0.003 relative strength 3.00e-01 *******
class cross entropy w.r.t. global class 1.45e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
04 04 D SM aa 4 1.602 p -7.93e+00 1.64e-05 4.56e-02
v -6.81e+00 7.92e-05 7.20e-02
r -6.18e+00 1.06e-04 5.11e-02
k -5.99e+00 1.47e-04 5.87e-02
l -5.80e+00 2.79e-04 9.22e-02
a -5.69e+00 2.77e-04 8.17e-02
y -5.65e+00 1.23e-04 3.49e-02
i -5.62e+00 2.07e-04 5.74e-02
g -5.42e+00 3.31e-04 7.45e-02
c -5.02e+00 9.51e-05 1.43e-02
m -5.01e+00 1.42e-04 2.13e-02
h -3.95e+00 4.41e-04 2.30e-02
w -3.11e+00 6.22e-04 1.39e-02
f -2.97e+00 2.07e-03 4.04e-02
d 2.26e+00 5.56e-01 5.80e-02
n 1.25e+00 1.50e-01 4.28e-02
s -1.25e+00 1.68e-02 5.85e-02
e 1.00e+00 1.86e-01 6.82e-02
t -8.21e-01 2.39e-02 5.43e-02
q 5.23e-01 6.25e-02 3.71e-02
09 14 R MNcn psi3 0.947 (-7.32e-01 4.00e-01) 3.86e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.947 ( 5.19e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.947 (-7.07e-01 4.00e-01) 3.82e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.947 ( 5.20e+00 4.00e-01) 1.64e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.943 (-7.35e-01 4.00e-01) 3.87e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.943 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.940 (-7.06e-01 4.00e-01) 3.81e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.940 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.927 (-6.75e-01 4.00e-01) 3.71e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.927 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.914 (-6.40e-01 4.00e-01) 3.62e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.914 ( 5.07e+00 4.00e-01) 1.33e+00 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.848 v -5.56e+00 2.76e-04 7.19e-02
y -5.12e+00 2.08e-04 3.49e-02
a -4.44e+00 9.60e-04 8.14e-02
f -1.98e+00 5.55e-03 4.03e-02
q 1.96e+00 2.64e-01 3.70e-02
i -1.80e+00 9.48e-03 5.74e-02
w -1.70e+00 2.51e-03 1.38e-02
k 1.55e+00 2.76e-01 5.87e-02
g -1.24e+00 2.16e-02 7.44e-02
l -9.08e-01 3.70e-02 9.17e-02
p -8.98e-01 1.87e-02 4.60e-02
s -8.20e-01 2.60e-02 5.92e-02
r 7.06e-01 1.03e-01 5.10e-02
m -5.97e-01 1.17e-02 2.12e-02
c -4.53e-01 9.08e-03 1.43e-02
t -4.40e-01 3.51e-02 5.46e-02
e -4.13e-01 4.50e-02 6.80e-02
n 2.92e-01 5.74e-02 4.29e-02
h -2.33e-01 1.82e-02 2.30e-02
d -6.27e-03 5.79e-02 5.83e-02
03 03 D SM aa 3 0.327 p -6.95e+00 4.38e-05 4.55e-02
d -2.60e+00 4.32e-03 5.81e-02
g -2.42e+00 6.61e-03 7.45e-02
s -1.28e+00 1.63e-02 5.87e-02
i 1.10e+00 1.73e-01 5.75e-02
e -9.19e-01 2.72e-02 6.82e-02
l 6.33e-01 1.74e-01 9.22e-02
y 5.95e-01 6.34e-02 3.50e-02
m 5.63e-01 3.73e-02 2.12e-02
n -5.14e-01 2.56e-02 4.28e-02
t -4.99e-01 3.30e-02 5.43e-02
v 4.79e-01 1.16e-01 7.21e-02
f 4.15e-01 6.12e-02 4.04e-02
a -3.41e-01 5.81e-02 8.17e-02
w 3.39e-01 1.95e-02 1.39e-02
h -2.31e-01 1.83e-02 2.30e-02
r 2.28e-01 6.41e-02 5.10e-02
k -1.56e-01 5.01e-02 5.86e-02
c 5.60e-02 1.51e-02 1.43e-02
q -4.88e-03 3.69e-02 3.71e-02
02 02 D SM aa 2 0.283 p -4.36e+00 5.83e-04 4.56e-02
g -1.42e+00 1.81e-02 7.45e-02
d -1.15e+00 1.84e-02 5.82e-02
r -1.15e+00 1.61e-02 5.10e-02
n -1.02e+00 1.54e-02 4.28e-02
m 8.23e-01 4.83e-02 2.12e-02
i 7.99e-01 1.28e-01 5.75e-02
k -7.80e-01 2.69e-02 5.86e-02
f 7.22e-01 8.32e-02 4.04e-02
h -7.13e-01 1.13e-02 2.30e-02
l 6.96e-01 1.85e-01 9.21e-02
t -6.46e-01 2.85e-02 5.44e-02
e -6.10e-01 3.70e-02 6.81e-02
v 5.92e-01 1.30e-01 7.21e-02
s -5.72e-01 3.31e-02 5.87e-02
a 3.58e-01 1.17e-01 8.16e-02
q -3.29e-01 2.67e-02 3.70e-02
c 2.94e-01 1.92e-02 1.43e-02
y 2.01e-01 4.27e-02 3.49e-02
w 7.53e-02 1.50e-02 1.39e-02
01 01 D SM aa 1 0.146 c -1.74e+00 2.52e-03 1.43e-02
p -8.90e-01 1.88e-02 4.58e-02
v -8.03e-01 3.23e-02 7.21e-02
i -7.93e-01 2.60e-02 5.75e-02
g -7.07e-01 3.67e-02 7.44e-02
q 6.92e-01 7.39e-02 3.70e-02
k 6.84e-01 1.16e-01 5.86e-02
l -5.73e-01 5.18e-02 9.20e-02
e 5.56e-01 1.19e-01 6.81e-02
a 5.51e-01 1.41e-01 8.15e-02
f -5.10e-01 2.43e-02 4.04e-02
h 3.50e-01 3.26e-02 2.30e-02
r 2.86e-01 6.78e-02 5.09e-02
t -2.75e-01 4.14e-02 5.45e-02
n -2.07e-01 3.48e-02 4.28e-02
y -1.73e-01 2.94e-02 3.49e-02
d 1.03e-01 6.45e-02 5.82e-02
m -9.83e-02 1.92e-02 2.12e-02
w -8.21e-02 1.27e-02 1.38e-02
s -6.91e-02 5.49e-02 5.88e-02
05 05 D SM aa 5 0.106 p -6.93e+00 4.45e-05 4.56e-02
g -1.20e+00 2.24e-02 7.45e-02
y 5.05e-01 5.79e-02 3.49e-02
d -4.67e-01 3.63e-02 5.79e-02
a 4.58e-01 1.29e-01 8.18e-02
f 3.56e-01 5.76e-02 4.04e-02
n -3.13e-01 3.13e-02 4.29e-02
h 2.88e-01 3.07e-02 2.30e-02
i 2.80e-01 7.59e-02 5.74e-02
m 2.51e-01 2.73e-02 2.13e-02
w 2.51e-01 1.79e-02 1.39e-02
e 1.74e-01 8.12e-02 6.82e-02
v -1.41e-01 6.24e-02 7.19e-02
t 1.35e-01 6.21e-02 5.42e-02
r -1.13e-01 4.57e-02 5.11e-02
c 6.87e-02 1.54e-02 1.44e-02
s -4.17e-02 5.62e-02 5.86e-02
l 3.31e-02 9.52e-02 9.21e-02
k -1.67e-02 5.78e-02 5.88e-02
q 7.02e-03 3.73e-02 3.71e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.060
08 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.080
10 -0.080 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.093
12 -0.093 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.049
14 -0.049 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.076
16 -0.076 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.230
18 -0.230 1.000
DATA_CLASS 111
CLASS 111 - weight 5023 normalized weight 0.003 relative strength 2.69e-02 *******
class cross entropy w.r.t. global class 1.87e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.734 ( 1.47e+00 4.00e-01) 7.69e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.734 ( 8.23e-03 4.00e-01) 2.00e+00 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 1.560 i -6.42e+00 9.35e-05 5.74e-02
v -5.72e+00 2.36e-04 7.20e-02
p -4.72e+00 4.06e-04 4.56e-02
t -2.48e+00 4.56e-03 5.43e-02
l -2.36e+00 8.67e-03 9.22e-02
a -2.34e+00 7.91e-03 8.17e-02
g 2.30e+00 7.46e-01 7.45e-02
c -2.27e+00 1.48e-03 1.43e-02
m -2.01e+00 2.84e-03 2.13e-02
s -1.65e+00 1.13e-02 5.85e-02
e -1.52e+00 1.49e-02 6.82e-02
r -1.33e+00 1.35e-02 5.11e-02
q -1.32e+00 9.91e-03 3.71e-02
f -1.30e+00 1.10e-02 4.04e-02
k -1.28e+00 1.63e-02 5.87e-02
w -1.15e+00 4.39e-03 1.39e-02
y -9.22e-01 1.39e-02 3.49e-02
h -7.51e-01 1.09e-02 2.30e-02
n 6.54e-01 8.24e-02 4.28e-02
d -3.79e-01 3.97e-02 5.80e-02
09 14 R MNcn psi3 1.226 ( 2.38e+00 4.00e-01) 3.91e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.226 ( 5.24e+00 4.00e-01) 1.73e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 1.001 ( 2.56e+00 4.00e-01) 4.38e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.001 ( 4.68e+00 4.77e-01) 2.83e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.971 ( 2.62e+00 4.00e-01) 4.51e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.971 ( 4.65e+00 5.40e-01) 1.93e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.833 ( 2.42e+00 4.19e-01) 3.82e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.833 ( 4.49e+00 5.36e-01) 9.19e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.395 p 1.77e+00 2.66e-01 4.55e-02
g -1.60e+00 1.50e-02 7.45e-02
c -1.03e+00 5.09e-03 1.43e-02
l -1.01e+00 3.37e-02 9.22e-02
y -9.71e-01 1.32e-02 3.50e-02
w -9.55e-01 5.34e-03 1.39e-02
f -9.28e-01 1.60e-02 4.04e-02
m -8.11e-01 9.44e-03 2.12e-02
i -7.53e-01 2.71e-02 5.75e-02
h -7.41e-01 1.10e-02 2.30e-02
n -5.83e-01 2.39e-02 4.28e-02
e 5.58e-01 1.19e-01 6.82e-02
t -5.30e-01 3.20e-02 5.43e-02
k 3.80e-01 8.57e-02 5.86e-02
s -3.18e-01 4.27e-02 5.87e-02
a 3.12e-01 1.12e-01 8.17e-02
d -2.06e-01 4.73e-02 5.81e-02
v -1.86e-01 5.98e-02 7.21e-02
r -1.67e-01 4.32e-02 5.10e-02
q -1.23e-01 3.28e-02 3.71e-02
06 08 R MNcn psi0 0.272 ( 1.69e+00 1.19e+00) 7.32e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.272 ( 4.49e+00 4.98e-01) 9.55e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.237 e -1.51e+00 1.50e-02 6.81e-02
d -1.31e+00 1.57e-02 5.82e-02
n -1.20e+00 1.29e-02 4.28e-02
c 9.61e-01 3.74e-02 1.43e-02
s -8.72e-01 2.46e-02 5.88e-02
g -8.65e-01 3.13e-02 7.44e-02
i 7.60e-01 1.23e-01 5.75e-02
k -7.29e-01 2.83e-02 5.86e-02
v 6.81e-01 1.42e-01 7.21e-02
q -6.78e-01 1.88e-02 3.70e-02
l 6.70e-01 1.80e-01 9.20e-02
r -5.57e-01 2.92e-02 5.09e-02
f 4.74e-01 6.49e-02 4.04e-02
t -4.59e-01 3.44e-02 5.45e-02
m 4.37e-01 3.28e-02 2.12e-02
p 4.27e-01 7.03e-02 4.58e-02
h -1.81e-01 1.92e-02 2.30e-02
a -1.62e-01 6.93e-02 8.15e-02
w 1.55e-01 1.62e-02 1.38e-02
y -6.75e-03 3.47e-02 3.49e-02
02 02 D SM aa 2 0.217 p 1.37e+00 1.80e-01 4.56e-02
c -1.26e+00 4.05e-03 1.43e-02
d -9.73e-01 2.20e-02 5.82e-02
f -8.96e-01 1.65e-02 4.04e-02
w -8.36e-01 6.01e-03 1.39e-02
k 7.34e-01 1.22e-01 5.86e-02
l -6.83e-01 4.65e-02 9.21e-02
y -5.11e-01 2.10e-02 3.49e-02
i -4.64e-01 3.62e-02 5.75e-02
r 4.32e-01 7.85e-02 5.10e-02
n -4.04e-01 2.86e-02 4.28e-02
s -3.94e-01 3.96e-02 5.87e-02
m -3.42e-01 1.51e-02 2.12e-02
g -3.13e-01 5.45e-02 7.45e-02
q 2.91e-01 4.95e-02 3.70e-02
v -2.77e-01 5.47e-02 7.21e-02
t -2.43e-01 4.27e-02 5.44e-02
e 1.95e-01 8.28e-02 6.81e-02
h -1.88e-01 1.90e-02 2.30e-02
a -1.28e-02 8.06e-02 8.16e-02
05 05 D SM aa 5 0.166 p -2.42e+00 4.06e-03 4.56e-02
l -1.00e+00 3.38e-02 9.21e-02
i -8.73e-01 2.40e-02 5.74e-02
n -8.13e-01 1.90e-02 4.29e-02
d 7.95e-01 1.28e-01 5.79e-02
q 6.11e-01 6.83e-02 3.71e-02
s 5.28e-01 9.93e-02 5.86e-02
r -5.28e-01 3.02e-02 5.11e-02
e 5.11e-01 1.14e-01 6.82e-02
t 4.92e-01 8.87e-02 5.42e-02
m 3.52e-01 3.02e-02 2.13e-02
g -3.07e-01 5.48e-02 7.45e-02
f -2.96e-01 3.00e-02 4.04e-02
k -2.75e-01 4.47e-02 5.88e-02
h -1.52e-01 1.98e-02 2.30e-02
w -1.14e-01 1.24e-02 1.39e-02
c 9.56e-02 1.58e-02 1.44e-02
y -9.06e-02 3.19e-02 3.49e-02
v -3.97e-02 6.91e-02 7.19e-02
a 3.64e-04 8.18e-02 8.18e-02
00 00 D SM aa 0 0.036 g -9.01e-01 3.02e-02 7.44e-02
t 3.93e-01 8.09e-02 5.46e-02
p 3.46e-01 6.50e-02 4.60e-02
c -3.14e-01 1.04e-02 1.43e-02
k 2.70e-01 7.69e-02 5.87e-02
a -2.65e-01 6.25e-02 8.14e-02
i -2.07e-01 4.67e-02 5.74e-02
w -1.52e-01 1.19e-02 1.38e-02
q 1.50e-01 4.31e-02 3.70e-02
l -1.42e-01 7.96e-02 9.17e-02
r 1.30e-01 5.80e-02 5.10e-02
d -8.64e-02 5.34e-02 5.83e-02
m -8.20e-02 1.96e-02 2.12e-02
y 7.94e-02 3.77e-02 3.49e-02
v 7.93e-02 7.79e-02 7.19e-02
s 7.90e-02 6.40e-02 5.92e-02
f 6.98e-02 4.32e-02 4.03e-02
e 6.33e-02 7.25e-02 6.80e-02
h 4.55e-02 2.40e-02 2.30e-02
n -1.04e-02 4.24e-02 4.29e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.226
08 -0.226 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.125
10 -0.125 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.041
12 -0.041 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.119
14 -0.119 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.570
16 -0.570 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.082
18 -0.082 1.000
DATA_CLASS 112
CLASS 112 - weight 4991 normalized weight 0.003 relative strength 1.01e-02 *******
class cross entropy w.r.t. global class 1.16e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.888 ( 2.47e+00 4.21e-01) 3.94e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.888 ( 4.65e+00 5.33e-01) 1.95e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.885 (-3.67e-01 4.00e-01) 2.95e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.885 ( 5.10e+00 4.00e-01) 1.39e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.880 ( 2.45e+00 4.00e-01) 4.06e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.880 ( 4.55e+00 5.29e-01) 7.48e-03 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.844 ( 2.41e+00 4.52e-01) 3.53e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.844 ( 4.72e+00 5.53e-01) 3.19e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.837 ( 2.40e+00 4.52e-01) 3.51e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.837 ( 4.65e+00 5.29e-01) 2.05e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.737 (-1.81e-02 4.49e-01) 1.85e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.737 ( 4.68e+00 4.00e-01) 3.41e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.349 p -2.55e+00 3.56e-03 4.55e-02
v -1.69e+00 1.33e-02 7.21e-02
i -1.62e+00 1.14e-02 5.75e-02
l -1.41e+00 2.26e-02 9.22e-02
d 1.20e+00 1.93e-01 5.81e-02
n 1.18e+00 1.39e-01 4.28e-02
m -8.78e-01 8.83e-03 2.12e-02
c -7.13e-01 7.01e-03 1.43e-02
a -6.23e-01 4.38e-02 8.17e-02
s 5.44e-01 1.01e-01 5.87e-02
t 5.03e-01 8.99e-02 5.43e-02
f -3.88e-01 2.74e-02 4.04e-02
r -3.11e-01 3.74e-02 5.10e-02
y -2.62e-01 2.69e-02 3.50e-02
h 2.56e-01 2.97e-02 2.30e-02
k -2.49e-01 4.57e-02 5.86e-02
e 1.76e-01 8.13e-02 6.82e-02
w 1.73e-01 1.65e-02 1.39e-02
q -1.51e-01 3.19e-02 3.71e-02
g -6.85e-02 6.95e-02 7.45e-02
01 01 D SM aa 1 0.329 p 1.31e+00 1.70e-01 4.58e-02
i -1.27e+00 1.61e-02 5.75e-02
l -1.11e+00 3.05e-02 9.20e-02
m -1.04e+00 7.48e-03 2.12e-02
d 1.04e+00 1.64e-01 5.82e-02
v -1.01e+00 2.62e-02 7.21e-02
f -8.48e-01 1.73e-02 4.04e-02
h 7.50e-01 4.86e-02 2.30e-02
n 7.33e-01 8.91e-02 4.28e-02
q -6.78e-01 1.88e-02 3.70e-02
y -6.38e-01 1.84e-02 3.49e-02
s 6.24e-01 1.10e-01 5.88e-02
w -5.64e-01 7.88e-03 1.38e-02
e -5.56e-01 3.91e-02 6.81e-02
g -5.12e-01 4.46e-02 7.44e-02
k -3.75e-01 4.03e-02 5.86e-02
a -3.64e-01 5.67e-02 8.15e-02
t -3.14e-01 3.98e-02 5.45e-02
r -1.68e-01 4.31e-02 5.09e-02
c -1.53e-01 1.23e-02 1.43e-02
02 02 D SM aa 2 0.296 p 1.68e+00 2.44e-01 4.56e-02
g -1.18e+00 2.29e-02 7.45e-02
i -9.60e-01 2.20e-02 5.75e-02
m -8.35e-01 9.20e-03 2.12e-02
h -6.95e-01 1.15e-02 2.30e-02
y -6.82e-01 1.77e-02 3.49e-02
v -6.51e-01 3.76e-02 7.21e-02
f -5.87e-01 2.25e-02 4.04e-02
q -4.05e-01 2.47e-02 3.70e-02
l -3.80e-01 6.30e-02 9.21e-02
e 2.91e-01 9.11e-02 6.81e-02
w -2.62e-01 1.07e-02 1.39e-02
n -2.62e-01 3.30e-02 4.28e-02
d 2.37e-01 7.37e-02 5.82e-02
r -2.32e-01 4.04e-02 5.10e-02
t -2.15e-01 4.39e-02 5.44e-02
s 1.98e-01 7.16e-02 5.87e-02
c -1.80e-01 1.19e-02 1.43e-02
k 1.05e-01 6.50e-02 5.86e-02
a 2.51e-02 8.37e-02 8.16e-02
05 05 D SM aa 5 0.214 p 1.40e+00 1.84e-01 4.56e-02
f -9.51e-01 1.56e-02 4.04e-02
g -8.97e-01 3.04e-02 7.45e-02
l -8.22e-01 4.05e-02 9.21e-02
m -7.10e-01 1.05e-02 2.13e-02
c -6.57e-01 7.44e-03 1.44e-02
a -6.27e-01 4.37e-02 8.18e-02
w -5.94e-01 7.67e-03 1.39e-02
y -5.59e-01 2.00e-02 3.49e-02
t 5.30e-01 9.22e-02 5.42e-02
i -4.79e-01 3.55e-02 5.74e-02
s 3.30e-01 8.15e-02 5.86e-02
k 3.10e-01 8.02e-02 5.88e-02
e -2.58e-01 5.27e-02 6.82e-02
d 2.50e-01 7.44e-02 5.79e-02
v -1.84e-01 5.98e-02 7.19e-02
h -1.20e-01 2.04e-02 2.30e-02
r 9.96e-02 5.65e-02 5.11e-02
n 8.73e-02 4.68e-02 4.29e-02
q 7.96e-02 4.01e-02 3.71e-02
00 00 D SM aa 0 0.157 g -1.19e+00 2.25e-02 7.44e-02
n -1.13e+00 1.38e-02 4.29e-02
d -9.54e-01 2.24e-02 5.83e-02
e -8.49e-01 2.91e-02 6.80e-02
q -7.19e-01 1.80e-02 3.70e-02
f 6.01e-01 7.36e-02 4.03e-02
s -5.80e-01 3.31e-02 5.92e-02
i 5.68e-01 1.01e-01 5.74e-02
k -5.39e-01 3.43e-02 5.87e-02
c 5.37e-01 2.44e-02 1.43e-02
l 5.26e-01 1.55e-01 9.17e-02
v 5.17e-01 1.21e-01 7.19e-02
w 5.00e-01 2.27e-02 1.38e-02
p 3.95e-01 6.82e-02 4.60e-02
h -3.56e-01 1.61e-02 2.30e-02
y 3.00e-01 4.70e-02 3.49e-02
m 1.60e-01 2.49e-02 2.12e-02
r -1.52e-01 4.38e-02 5.10e-02
t -1.46e-01 4.72e-02 5.46e-02
a 1.48e-03 8.15e-02 8.14e-02
04 04 D SM aa 4 0.066 p -1.67e+00 8.62e-03 4.56e-02
g -1.14e+00 2.38e-02 7.45e-02
w 4.06e-01 2.09e-02 1.39e-02
a 3.69e-01 1.18e-01 8.17e-02
n -3.24e-01 3.10e-02 4.28e-02
t 3.13e-01 7.42e-02 5.43e-02
f 2.33e-01 5.10e-02 4.04e-02
m 2.29e-01 2.67e-02 2.13e-02
v 2.09e-01 8.87e-02 7.20e-02
r -2.02e-01 4.17e-02 5.11e-02
d 1.82e-01 6.96e-02 5.80e-02
y 1.24e-01 3.96e-02 3.49e-02
c 8.83e-02 1.57e-02 1.43e-02
l -6.53e-02 8.64e-02 9.22e-02
k -6.18e-02 5.52e-02 5.87e-02
i 5.70e-02 6.08e-02 5.74e-02
q 1.26e-02 3.75e-02 3.71e-02
e 6.75e-03 6.87e-02 6.82e-02
s 4.35e-03 5.88e-02 5.85e-02
h -1.78e-04 2.30e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.134
08 -0.134 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.102
10 0.102 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.436
12 -0.436 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.456
14 -0.456 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.110
16 0.110 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.083
18 -0.083 1.000
DATA_CLASS 113
CLASS 113 - weight 4969 normalized weight 0.003 relative strength 1.76e-02 *******
class cross entropy w.r.t. global class 1.15e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 1.073 ( 2.55e+00 4.00e-01) 4.34e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.073 ( 3.76e+00 4.00e-01) 1.97e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.934 ( 2.34e+00 4.00e-01) 3.83e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.934 ( 4.04e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.906 ( 2.28e+00 4.00e-01) 3.68e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.906 ( 4.27e+00 4.00e-01) 6.88e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.875 (-5.04e-01 4.00e-01) 3.29e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.875 ( 4.69e+00 4.00e-01) 3.60e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.874 ( 2.46e+00 4.00e-01) 4.11e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.874 ( 4.51e+00 5.72e-01) 5.59e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.516 p -7.85e+00 1.78e-05 4.56e-02
d -2.77e+00 3.63e-03 5.80e-02
n -1.82e+00 6.95e-03 4.28e-02
k -1.78e+00 9.88e-03 5.87e-02
e -1.58e+00 1.40e-02 6.82e-02
r -1.52e+00 1.11e-02 5.11e-02
q -1.46e+00 8.64e-03 3.71e-02
v 1.23e+00 2.46e-01 7.20e-02
i 1.15e+00 1.82e-01 5.74e-02
g -1.14e+00 2.37e-02 7.45e-02
s -1.09e+00 1.96e-02 5.85e-02
h -8.57e-01 9.77e-03 2.30e-02
f 7.26e-01 8.35e-02 4.04e-02
l 4.85e-01 1.50e-01 9.22e-02
t -4.62e-01 3.42e-02 5.43e-02
y 3.94e-01 5.18e-02 3.49e-02
w 3.64e-01 2.00e-02 1.39e-02
c 1.99e-01 1.75e-02 1.43e-02
m 1.00e-01 2.35e-02 2.13e-02
a 3.72e-02 8.48e-02 8.17e-02
02 02 D SM aa 2 0.389 d 1.59e+00 2.86e-01 5.82e-02
f -1.46e+00 9.38e-03 4.04e-02
w -1.36e+00 3.55e-03 1.39e-02
l -1.36e+00 2.37e-02 9.21e-02
c -1.24e+00 4.15e-03 1.43e-02
y -1.21e+00 1.04e-02 3.49e-02
m -1.16e+00 6.64e-03 2.12e-02
i -1.04e+00 2.04e-02 5.75e-02
v -9.11e-01 2.90e-02 7.21e-02
g -8.01e-01 3.34e-02 7.45e-02
k 5.93e-01 1.06e-01 5.86e-02
p -5.03e-01 2.76e-02 4.56e-02
a -4.91e-01 4.99e-02 8.16e-02
h 2.50e-01 2.95e-02 2.30e-02
r 2.44e-01 6.51e-02 5.10e-02
q 1.72e-01 4.40e-02 3.70e-02
e 1.33e-01 7.78e-02 6.81e-02
s 1.28e-01 6.67e-02 5.87e-02
t 1.26e-01 6.17e-02 5.44e-02
n 4.42e-02 4.48e-02 4.28e-02
01 01 D SM aa 1 0.315 d -2.06e+00 7.38e-03 5.82e-02
e -1.73e+00 1.20e-02 6.81e-02
n -1.32e+00 1.14e-02 4.28e-02
r -1.28e+00 1.42e-02 5.09e-02
k -1.18e+00 1.80e-02 5.86e-02
q -1.15e+00 1.17e-02 3.70e-02
c 1.00e+00 3.90e-02 1.43e-02
g -9.39e-01 2.91e-02 7.44e-02
p -8.21e-01 2.02e-02 4.58e-02
v 7.97e-01 1.60e-01 7.21e-02
a 7.83e-01 1.78e-01 8.15e-02
f 7.34e-01 8.41e-02 4.04e-02
i 7.32e-01 1.20e-01 5.75e-02
m -5.85e-01 1.18e-02 2.12e-02
w -5.40e-01 8.07e-03 1.38e-02
y 4.64e-01 5.55e-02 3.49e-02
h -1.66e-01 1.95e-02 2.30e-02
s -1.52e-01 5.06e-02 5.88e-02
t -1.51e-01 4.68e-02 5.45e-02
l 1.10e-01 1.03e-01 9.20e-02
06 08 R MNcn psi0 0.291 ( 5.32e-01 1.19e+00) 2.44e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.291 ( 4.60e+00 4.00e-01) 1.52e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.160 p -1.60e+00 9.23e-03 4.56e-02
i 9.13e-01 1.43e-01 5.74e-02
g -8.37e-01 3.23e-02 7.45e-02
v 7.92e-01 1.59e-01 7.19e-02
k -6.41e-01 3.10e-02 5.88e-02
q -5.59e-01 2.12e-02 3.71e-02
d -3.98e-01 3.89e-02 5.79e-02
y 3.80e-01 5.11e-02 3.49e-02
e -3.62e-01 4.75e-02 6.82e-02
n -3.61e-01 2.99e-02 4.29e-02
a -3.55e-01 5.73e-02 8.18e-02
f 3.49e-01 5.72e-02 4.04e-02
c -3.27e-01 1.04e-02 1.44e-02
s -3.10e-01 4.29e-02 5.86e-02
r -2.59e-01 3.95e-02 5.11e-02
l 1.99e-01 1.12e-01 9.21e-02
h -1.75e-01 1.94e-02 2.30e-02
m 1.71e-01 2.52e-02 2.13e-02
t 8.55e-02 5.91e-02 5.42e-02
w 6.79e-03 1.40e-02 1.39e-02
00 00 D SM aa 0 0.091 i -7.62e-01 2.68e-02 5.74e-02
n 6.96e-01 8.60e-02 4.29e-02
g -6.94e-01 3.72e-02 7.44e-02
v -6.54e-01 3.74e-02 7.19e-02
w -5.66e-01 7.84e-03 1.38e-02
k 4.94e-01 9.63e-02 5.87e-02
d 4.75e-01 9.36e-02 5.83e-02
f -4.27e-01 2.63e-02 4.03e-02
h 4.07e-01 3.45e-02 2.30e-02
q 4.03e-01 5.54e-02 3.70e-02
c -3.67e-01 9.89e-03 1.43e-02
l -3.54e-01 6.44e-02 9.17e-02
m -2.76e-01 1.61e-02 2.12e-02
a -2.36e-01 6.43e-02 8.14e-02
r 2.32e-01 6.43e-02 5.10e-02
e 1.85e-01 8.19e-02 6.80e-02
t -1.84e-01 4.54e-02 5.46e-02
s 1.34e-01 6.77e-02 5.92e-02
y 1.33e-01 3.98e-02 3.49e-02
p -2.47e-02 4.49e-02 4.60e-02
03 03 D SM aa 3 0.089 p -8.24e+00 1.20e-05 4.55e-02
d -7.33e-01 2.79e-02 5.81e-02
h 6.03e-01 4.20e-02 2.30e-02
y 5.98e-01 6.36e-02 3.50e-02
n -4.83e-01 2.64e-02 4.28e-02
f 3.22e-01 5.57e-02 4.04e-02
q -3.16e-01 2.70e-02 3.71e-02
l -2.65e-01 7.07e-02 9.22e-02
v 2.64e-01 9.38e-02 7.21e-02
c 2.48e-01 1.83e-02 1.43e-02
s 1.83e-01 7.04e-02 5.87e-02
r 1.66e-01 6.02e-02 5.10e-02
a 1.48e-01 9.47e-02 8.17e-02
w -1.25e-01 1.22e-02 1.39e-02
e 9.34e-02 7.49e-02 6.82e-02
t -8.89e-02 4.97e-02 5.43e-02
i -8.55e-02 5.28e-02 5.75e-02
k 3.49e-02 6.07e-02 5.86e-02
g 3.23e-02 7.69e-02 7.45e-02
m 2.64e-02 2.18e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.318
08 -0.318 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.334
10 -0.334 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.289
12 -0.289 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.403
14 -0.403 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.209
16 -0.209 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.200
18 -0.200 1.000
DATA_CLASS 114
CLASS 114 - weight 4944 normalized weight 0.003 relative strength 1.46e-03 *******
class cross entropy w.r.t. global class 1.56e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.946 ( 1.16e+00 4.00e-01) 8.45e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.946 ( 5.22e-01 5.11e-01) 5.63e-01 ( 8.09e-01 1.53e+00)
06 08 R MNcn psi0 0.853 ( 2.40e+00 4.00e-01) 3.93e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.853 ( 4.28e+00 4.97e-01) 5.28e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.851 ( 2.51e+00 4.31e-01) 3.95e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.851 ( 4.52e+00 5.68e-01) 4.82e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.845 ( 2.31e+00 4.00e-01) 3.74e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.845 ( 4.36e+00 4.75e-01) 3.80e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.748 p -5.13e+00 2.70e-04 4.56e-02
i -2.94e+00 3.02e-03 5.74e-02
v -2.72e+00 4.75e-03 7.20e-02
t -1.93e+00 7.91e-03 5.43e-02
l -1.65e+00 1.77e-02 9.22e-02
g 1.59e+00 3.66e-01 7.45e-02
n 1.52e+00 1.97e-01 4.28e-02
w -1.36e+00 3.58e-03 1.39e-02
a -1.13e+00 2.64e-02 8.17e-02
m -1.00e-00 7.83e-03 2.13e-02
f -6.98e-01 2.01e-02 4.04e-02
d 6.52e-01 1.11e-01 5.80e-02
e -6.40e-01 3.60e-02 6.82e-02
c -5.68e-01 8.13e-03 1.43e-02
y -5.46e-01 2.02e-02 3.49e-02
q -5.12e-01 2.22e-02 3.71e-02
k -4.75e-01 3.65e-02 5.87e-02
r -3.81e-01 3.49e-02 5.11e-02
h 3.30e-01 3.20e-02 2.30e-02
s -2.66e-01 4.48e-02 5.85e-02
08 12 R MNcn psi2 0.400 ( 1.95e+00 1.01e+00) 1.12e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.400 ( 4.40e+00 4.48e-01) 3.12e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.297 ( 1.96e+00 1.15e+00) 1.00e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.297 ( 4.50e+00 5.68e-01) 7.65e-02 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.136 d -1.04e+00 2.07e-02 5.83e-02
i 7.37e-01 1.20e-01 5.74e-02
v 7.09e-01 1.46e-01 7.19e-02
k -6.52e-01 3.06e-02 5.87e-02
c 6.27e-01 2.67e-02 1.43e-02
e -5.89e-01 3.77e-02 6.80e-02
g -5.54e-01 4.27e-02 7.44e-02
s -5.12e-01 3.54e-02 5.92e-02
f 4.82e-01 6.53e-02 4.03e-02
p -4.75e-01 2.86e-02 4.60e-02
q -4.36e-01 2.39e-02 3.70e-02
n -4.25e-01 2.80e-02 4.29e-02
r -4.04e-01 3.40e-02 5.10e-02
l 4.03e-01 1.37e-01 9.17e-02
a -1.54e-01 6.98e-02 8.14e-02
y 1.49e-01 4.04e-02 3.49e-02
m 5.62e-02 2.25e-02 2.12e-02
w -1.84e-02 1.35e-02 1.38e-02
t -1.79e-02 5.36e-02 5.46e-02
h -7.91e-03 2.28e-02 2.30e-02
02 02 D SM aa 2 0.131 e -1.22e+00 2.02e-02 6.81e-02
k -9.86e-01 2.19e-02 5.86e-02
q -8.90e-01 1.52e-02 3.70e-02
i 6.80e-01 1.14e-01 5.75e-02
v 5.95e-01 1.31e-01 7.21e-02
r -5.76e-01 2.86e-02 5.10e-02
f 5.50e-01 7.00e-02 4.04e-02
n -4.64e-01 2.69e-02 4.28e-02
l 4.35e-01 1.42e-01 9.21e-02
d -4.11e-01 3.86e-02 5.82e-02
g -3.75e-01 5.12e-02 7.45e-02
c 3.54e-01 2.04e-02 1.43e-02
s -2.86e-01 4.41e-02 5.87e-02
y 2.72e-01 4.59e-02 3.49e-02
w 2.13e-01 1.72e-02 1.39e-02
a -1.51e-01 7.02e-02 8.16e-02
p -3.91e-02 4.39e-02 4.56e-02
m 3.47e-02 2.20e-02 2.12e-02
h -1.20e-02 2.27e-02 2.30e-02
t 3.80e-03 5.46e-02 5.44e-02
05 05 D SM aa 5 0.066 d -1.01e+00 2.11e-02 5.79e-02
c 9.23e-01 3.61e-02 1.44e-02
e -6.26e-01 3.65e-02 6.82e-02
v 4.46e-01 1.12e-01 7.19e-02
r -4.11e-01 3.39e-02 5.11e-02
n 3.79e-01 6.26e-02 4.29e-02
k -3.69e-01 4.06e-02 5.88e-02
g -3.43e-01 5.29e-02 7.45e-02
i 2.85e-01 7.63e-02 5.74e-02
f 1.98e-01 4.92e-02 4.04e-02
w -1.98e-01 1.14e-02 1.39e-02
l 1.57e-01 1.08e-01 9.21e-02
a -9.91e-02 7.41e-02 8.18e-02
s 9.70e-02 6.45e-02 5.86e-02
t 8.00e-02 5.88e-02 5.42e-02
m -5.89e-02 2.00e-02 2.13e-02
p 3.36e-02 4.72e-02 4.56e-02
q -3.24e-02 3.59e-02 3.71e-02
h 2.79e-02 2.37e-02 2.30e-02
y 3.00e-03 3.50e-02 3.49e-02
03 03 D SM aa 3 0.060 g -6.06e-01 4.06e-02 7.45e-02
s 5.68e-01 1.04e-01 5.87e-02
t 5.46e-01 9.38e-02 5.43e-02
l -4.48e-01 5.89e-02 9.22e-02
a -3.84e-01 5.56e-02 8.17e-02
h 3.75e-01 3.35e-02 2.30e-02
d 3.20e-01 8.00e-02 5.81e-02
i -3.00e-01 4.26e-02 5.75e-02
v -2.88e-01 5.40e-02 7.21e-02
n 1.86e-01 5.16e-02 4.28e-02
c -1.74e-01 1.20e-02 1.43e-02
w -1.43e-01 1.20e-02 1.39e-02
k 1.37e-01 6.72e-02 5.86e-02
f -1.37e-01 3.52e-02 4.04e-02
m -1.24e-01 1.88e-02 2.12e-02
p -1.10e-01 4.08e-02 4.55e-02
r 5.62e-02 5.40e-02 5.10e-02
y 5.40e-02 3.69e-02 3.50e-02
e 3.67e-02 7.08e-02 6.82e-02
q 3.17e-02 3.83e-02 3.71e-02
01 01 D SM aa 1 0.050 g -6.91e-01 3.73e-02 7.44e-02
a -5.24e-01 4.83e-02 8.15e-02
v 5.13e-01 1.20e-01 7.21e-02
i 3.83e-01 8.44e-02 5.75e-02
t 3.45e-01 7.70e-02 5.45e-02
e -2.23e-01 5.45e-02 6.81e-02
p 2.08e-01 5.64e-02 4.58e-02
h 1.96e-01 2.80e-02 2.30e-02
w 1.92e-01 1.68e-02 1.38e-02
d -1.87e-01 4.83e-02 5.82e-02
n -1.76e-01 3.59e-02 4.28e-02
y 1.74e-01 4.15e-02 3.49e-02
m -1.50e-01 1.82e-02 2.12e-02
k -1.44e-01 5.08e-02 5.86e-02
l -1.41e-01 7.98e-02 9.20e-02
s 1.24e-01 6.66e-02 5.88e-02
r -1.03e-01 4.60e-02 5.09e-02
q -9.85e-02 3.36e-02 3.70e-02
c -8.02e-02 1.32e-02 1.43e-02
f 6.66e-02 4.32e-02 4.04e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.169
08 -0.169 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.112
10 -0.112 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.143
12 -0.143 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.212
14 -0.212 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.632
16 -0.632 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.211
18 -0.211 1.000
DATA_CLASS 115
CLASS 115 - weight 4875 normalized weight 0.003 relative strength 6.43e-02 *******
class cross entropy w.r.t. global class 1.31e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 1.253 ( 2.67e+00 4.00e-01) 4.65e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.253 ( 4.99e+00 4.00e-01) 1.13e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.979 ( 2.46e+00 4.00e-01) 4.12e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.979 ( 4.72e+00 4.64e-01) 3.70e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.937 (-6.22e-01 4.00e-01) 3.58e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.937 ( 5.27e+00 4.00e-01) 1.81e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.905 (-5.10e-01 4.00e-01) 3.30e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.905 ( 5.09e+00 4.00e-01) 1.36e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.846 (-3.66e-01 4.00e-01) 2.97e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.846 ( 5.05e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.780 (-1.28e-01 4.00e-01) 2.36e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.780 ( 4.65e+00 4.00e-01) 2.73e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.681 v -2.65e+00 5.07e-03 7.21e-02
f -2.61e+00 2.97e-03 4.04e-02
i -2.46e+00 4.94e-03 5.75e-02
w -2.36e+00 1.31e-03 1.39e-02
l -2.11e+00 1.12e-02 9.22e-02
m -1.99e+00 2.91e-03 2.12e-02
y -1.89e+00 5.27e-03 3.50e-02
p 1.74e+00 2.60e-01 4.55e-02
s 1.20e+00 1.96e-01 5.87e-02
t 1.02e+00 1.51e-01 5.43e-02
q -7.88e-01 1.69e-02 3.71e-02
r -7.42e-01 2.43e-02 5.10e-02
g -6.90e-01 3.73e-02 7.45e-02
a -6.50e-01 4.26e-02 8.17e-02
e -5.84e-01 3.81e-02 6.82e-02
d 5.24e-01 9.81e-02 5.81e-02
c -4.65e-01 8.99e-03 1.43e-02
k -3.74e-01 4.03e-02 5.86e-02
h -3.49e-01 1.62e-02 2.30e-02
n -1.48e-01 3.69e-02 4.28e-02
02 02 D SM aa 2 0.317 p -2.99e+00 2.29e-03 4.56e-02
g -1.58e+00 1.53e-02 7.45e-02
d -1.47e+00 1.34e-02 5.82e-02
n -1.43e+00 1.03e-02 4.28e-02
e -1.35e+00 1.77e-02 6.81e-02
m 1.12e+00 6.51e-02 2.12e-02
l 1.04e+00 2.61e-01 9.21e-02
s -7.63e-01 2.74e-02 5.87e-02
i 5.41e-01 9.89e-02 5.75e-02
k -4.29e-01 3.81e-02 5.86e-02
h -4.26e-01 1.50e-02 2.30e-02
v 4.17e-01 1.09e-01 7.21e-02
c 4.15e-01 2.17e-02 1.43e-02
q -3.06e-01 2.73e-02 3.70e-02
f 2.88e-01 5.39e-02 4.04e-02
r -2.87e-01 3.83e-02 5.10e-02
y -1.39e-01 3.04e-02 3.49e-02
w 1.37e-01 1.59e-02 1.39e-02
a 5.73e-02 8.64e-02 8.16e-02
t -3.96e-02 5.23e-02 5.44e-02
05 05 D SM aa 5 0.281 c -1.53e+00 3.10e-03 1.44e-02
l -1.29e+00 2.53e-02 9.21e-02
i -1.27e+00 1.61e-02 5.74e-02
e 1.22e+00 2.30e-01 6.82e-02
v -1.11e+00 2.37e-02 7.19e-02
d 8.77e-01 1.39e-01 5.79e-02
p -8.49e-01 1.95e-02 4.56e-02
m -7.82e-01 9.73e-03 2.13e-02
y -6.91e-01 1.75e-02 3.49e-02
f -6.46e-01 2.12e-02 4.04e-02
g -4.15e-01 4.92e-02 7.45e-02
t -3.79e-01 3.71e-02 5.42e-02
s 2.73e-01 7.70e-02 5.86e-02
r -2.58e-01 3.95e-02 5.11e-02
q 2.12e-01 4.58e-02 3.71e-02
n 1.50e-01 4.98e-02 4.29e-02
a 1.26e-01 9.27e-02 8.18e-02
k 8.13e-02 6.38e-02 5.88e-02
h 8.01e-02 2.50e-02 2.30e-02
w 5.12e-02 1.46e-02 1.39e-02
04 04 D SM aa 4 0.200 p 1.38e+00 1.80e-01 4.56e-02
g -1.22e+00 2.20e-02 7.45e-02
y -9.76e-01 1.32e-02 3.49e-02
c -9.03e-01 5.81e-03 1.43e-02
t -7.69e-01 2.52e-02 5.43e-02
n -5.81e-01 2.40e-02 4.28e-02
m -5.54e-01 1.22e-02 2.13e-02
e 5.49e-01 1.18e-01 6.82e-02
w -5.06e-01 8.38e-03 1.39e-02
f -4.64e-01 2.54e-02 4.04e-02
h -4.24e-01 1.51e-02 2.30e-02
i -3.70e-01 3.97e-02 5.74e-02
d 2.58e-01 7.51e-02 5.80e-02
v -2.47e-01 5.62e-02 7.20e-02
s -2.08e-01 4.75e-02 5.85e-02
a 1.86e-01 9.84e-02 8.17e-02
k 1.27e-01 6.66e-02 5.87e-02
l -1.21e-01 8.17e-02 9.22e-02
r -7.12e-02 4.76e-02 5.11e-02
q 8.21e-03 3.74e-02 3.71e-02
00 00 D SM aa 0 0.116 i -1.39e+00 1.44e-02 5.74e-02
v -9.63e-01 2.75e-02 7.19e-02
f -8.66e-01 1.70e-02 4.03e-02
p 6.46e-01 8.77e-02 4.60e-02
g -6.32e-01 3.95e-02 7.44e-02
y -5.57e-01 2.00e-02 3.49e-02
s 4.48e-01 9.26e-02 5.92e-02
e 3.94e-01 1.01e-01 6.80e-02
l -3.84e-01 6.25e-02 9.17e-02
d 3.65e-01 8.39e-02 5.83e-02
k 3.30e-01 8.17e-02 5.87e-02
r 2.87e-01 6.79e-02 5.10e-02
q 2.53e-01 4.77e-02 3.70e-02
t -2.53e-01 4.24e-02 5.46e-02
a 1.91e-01 9.85e-02 8.14e-02
c -1.77e-01 1.20e-02 1.43e-02
w -1.73e-01 1.16e-02 1.38e-02
n 1.26e-01 4.86e-02 4.29e-02
m -1.13e-01 1.90e-02 2.12e-02
h 7.55e-02 2.48e-02 2.30e-02
01 01 D SM aa 1 0.111 p -2.01e+00 6.16e-03 4.58e-02
i -8.52e-01 2.45e-02 5.75e-02
v -8.19e-01 3.18e-02 7.21e-02
n 6.77e-01 8.42e-02 4.28e-02
h 6.59e-01 4.44e-02 2.30e-02
g -5.14e-01 4.45e-02 7.44e-02
d 5.07e-01 9.66e-02 5.82e-02
c -3.64e-01 9.95e-03 1.43e-02
s 3.56e-01 8.40e-02 5.88e-02
q 2.96e-01 4.98e-02 3.70e-02
m -2.48e-01 1.65e-02 2.12e-02
t 2.46e-01 6.97e-02 5.45e-02
e 2.22e-01 8.50e-02 6.81e-02
l -2.11e-01 7.45e-02 9.20e-02
k 1.91e-01 7.10e-02 5.86e-02
f -1.75e-01 3.39e-02 4.04e-02
a -1.58e-01 6.96e-02 8.15e-02
y 1.45e-01 4.04e-02 3.49e-02
w -9.50e-02 1.26e-02 1.38e-02
r 7.49e-04 5.10e-02 5.09e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.240
08 -0.240 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.279
10 -0.279 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.029
12 0.029 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.261
14 -0.261 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.176
16 -0.176 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.392
18 -0.392 1.000
DATA_CLASS 116
CLASS 116 - weight 4873 normalized weight 0.003 relative strength 1.29e-05 *******
class cross entropy w.r.t. global class 1.12e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 2.674 ( 1.44e+00 5.10e-01) 6.09e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 2.674 ( 1.36e+00 1.51e+00) 3.62e-01 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 1.049 p -4.52e+00 4.98e-04 4.55e-02
g 2.11e+00 6.14e-01 7.45e-02
i -1.75e+00 1.00e-02 5.75e-02
v -1.71e+00 1.30e-02 7.21e-02
l -1.47e+00 2.13e-02 9.22e-02
f -1.31e+00 1.09e-02 4.04e-02
c -1.31e+00 3.86e-03 1.43e-02
t -1.22e+00 1.60e-02 5.43e-02
e -1.14e+00 2.17e-02 6.82e-02
w -1.14e+00 4.45e-03 1.39e-02
a -1.13e+00 2.63e-02 8.17e-02
m -1.05e+00 7.42e-03 2.12e-02
y -9.30e-01 1.38e-02 3.50e-02
r -8.88e-01 2.10e-02 5.10e-02
q -8.24e-01 1.63e-02 3.71e-02
k -5.76e-01 3.29e-02 5.86e-02
s -5.45e-01 3.40e-02 5.87e-02
n 3.92e-01 6.34e-02 4.28e-02
h -3.84e-01 1.57e-02 2.30e-02
d -9.14e-02 5.30e-02 5.81e-02
11 18 R MNcn psi5 0.860 ( 2.45e+00 4.00e-01) 4.10e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.860 ( 4.50e+00 5.54e-01) 7.15e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.844 ( 2.55e+00 4.00e-01) 4.36e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.844 ( 4.40e+00 6.55e-01) 2.17e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.254 ( 1.30e+00 1.48e+00) 3.27e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.254 ( 3.74e+00 1.41e+00) 5.70e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.194 ( 1.53e+00 1.38e+00) 5.14e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.194 ( 4.58e+00 5.54e-01) 6.38e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.122 ( 1.27e+00 1.50e+00) 3.05e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.122 ( 4.56e+00 6.05e-01) 2.06e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.118 g 8.88e-01 1.81e-01 7.45e-02
i -8.38e-01 2.49e-02 5.75e-02
v -8.35e-01 3.13e-02 7.21e-02
l -5.54e-01 5.29e-02 9.21e-02
s 4.83e-01 9.51e-02 5.87e-02
f -3.84e-01 2.75e-02 4.04e-02
p -3.67e-01 3.16e-02 4.56e-02
a -3.08e-01 6.00e-02 8.16e-02
n 3.00e-01 5.78e-02 4.28e-02
q -2.99e-01 2.75e-02 3.70e-02
m -2.97e-01 1.58e-02 2.12e-02
t 2.87e-01 7.25e-02 5.44e-02
d 2.18e-01 7.24e-02 5.82e-02
w -1.86e-01 1.15e-02 1.39e-02
y -1.47e-01 3.02e-02 3.49e-02
r -1.13e-01 4.55e-02 5.10e-02
c 7.23e-02 1.54e-02 1.43e-02
h -6.28e-02 2.16e-02 2.30e-02
e -1.94e-02 6.68e-02 6.81e-02
k 3.25e-03 5.88e-02 5.86e-02
05 05 D SM aa 5 0.102 g -1.33e+00 1.96e-02 7.45e-02
p 9.61e-01 1.19e-01 4.56e-02
e -4.44e-01 4.38e-02 6.82e-02
w 4.32e-01 2.14e-02 1.39e-02
t 4.02e-01 8.11e-02 5.42e-02
n -3.39e-01 3.05e-02 4.29e-02
m -3.21e-01 1.54e-02 2.13e-02
s 2.91e-01 7.84e-02 5.86e-02
v 2.83e-01 9.54e-02 7.19e-02
i 2.70e-01 7.51e-02 5.74e-02
c 2.61e-01 1.86e-02 1.44e-02
l -2.39e-01 7.25e-02 9.21e-02
a -2.36e-01 6.46e-02 8.18e-02
d -1.91e-01 4.79e-02 5.79e-02
q -1.72e-01 3.12e-02 3.71e-02
k -1.32e-01 5.15e-02 5.88e-02
r -1.28e-01 4.50e-02 5.11e-02
f -1.24e-01 3.56e-02 4.04e-02
h -1.18e-01 2.05e-02 2.30e-02
y -7.24e-02 3.25e-02 3.49e-02
01 01 D SM aa 1 0.033 h 3.65e-01 3.31e-02 2.30e-02
i -3.61e-01 4.01e-02 5.75e-02
p 3.58e-01 6.56e-02 4.58e-02
t 3.53e-01 7.76e-02 5.45e-02
n 3.37e-01 6.00e-02 4.28e-02
s 3.12e-01 8.04e-02 5.88e-02
v -3.03e-01 5.32e-02 7.21e-02
l -2.99e-01 6.82e-02 9.20e-02
m -2.81e-01 1.60e-02 2.12e-02
k -2.27e-01 4.67e-02 5.86e-02
a -2.24e-01 6.51e-02 8.15e-02
d 1.88e-01 7.02e-02 5.82e-02
y 1.76e-01 4.16e-02 3.49e-02
q -1.75e-01 3.11e-02 3.70e-02
e -1.30e-01 5.98e-02 6.81e-02
f 9.63e-02 4.45e-02 4.04e-02
c -7.80e-02 1.32e-02 1.43e-02
r -7.53e-02 4.73e-02 5.09e-02
g -2.52e-02 7.26e-02 7.44e-02
w -1.18e-02 1.37e-02 1.38e-02
04 04 D SM aa 4 0.029 d -6.35e-01 3.08e-02 5.80e-02
n -6.17e-01 2.31e-02 4.28e-02
i 3.11e-01 7.84e-02 5.74e-02
a -3.03e-01 6.03e-02 8.17e-02
p 2.37e-01 5.78e-02 4.56e-02
g -2.33e-01 5.90e-02 7.45e-02
q 2.31e-01 4.67e-02 3.71e-02
y 2.27e-01 4.38e-02 3.49e-02
w 2.08e-01 1.71e-02 1.39e-02
t 1.47e-01 6.29e-02 5.43e-02
v 1.45e-01 8.32e-02 7.20e-02
f 1.41e-01 4.65e-02 4.04e-02
r 1.25e-01 5.78e-02 5.11e-02
m 1.14e-01 2.38e-02 2.13e-02
h -1.06e-01 2.07e-02 2.30e-02
l -1.04e-01 8.31e-02 9.22e-02
k 6.94e-02 6.29e-02 5.87e-02
c -2.72e-02 1.40e-02 1.43e-02
s 1.01e-02 5.91e-02 5.85e-02
e 1.00e-02 6.89e-02 6.82e-02
00 00 D SM aa 0 0.023 p 5.01e-01 7.59e-02 4.60e-02
g -3.57e-01 5.20e-02 7.44e-02
s 2.80e-01 7.83e-02 5.92e-02
a -2.69e-01 6.22e-02 8.14e-02
y 2.14e-01 4.32e-02 3.49e-02
m -2.13e-01 1.72e-02 2.12e-02
c 1.98e-01 1.74e-02 1.43e-02
e -1.81e-01 5.68e-02 6.80e-02
l -1.76e-01 7.69e-02 9.17e-02
n 1.66e-01 5.06e-02 4.29e-02
f -1.53e-01 3.46e-02 4.03e-02
t 9.91e-02 6.03e-02 5.46e-02
i -9.57e-02 5.22e-02 5.74e-02
h 9.29e-02 2.52e-02 2.30e-02
v 9.08e-02 7.88e-02 7.19e-02
r -7.66e-02 4.72e-02 5.10e-02
w -4.41e-02 1.32e-02 1.38e-02
k 3.37e-02 6.07e-02 5.87e-02
d 2.74e-02 5.99e-02 5.83e-02
q 1.23e-02 3.75e-02 3.70e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.287
08 -0.287 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.190
10 -0.190 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.167
12 -0.167 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.127
14 0.127 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.238
16 -0.238 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.091
18 -0.091 1.000
DATA_CLASS 117
CLASS 117 - weight 4862 normalized weight 0.003 relative strength 3.09e-03 *******
class cross entropy w.r.t. global class 9.66e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.883 (-4.04e-01 4.00e-01) 3.03e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.883 ( 4.94e+00 4.17e-01) 9.46e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.862 (-3.56e-01 4.00e-01) 2.92e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.862 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.796 (-1.11e-01 4.00e-01) 2.30e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.796 ( 4.74e+00 4.00e-01) 4.81e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.727 ( 2.10e+00 5.40e-01) 2.39e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.727 ( 4.68e+00 5.17e-01) 2.70e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.596 ( 2.24e+00 5.67e-01) 2.51e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.596 ( 4.53e+00 6.27e-01) 1.63e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.368 i -1.51e+00 1.27e-02 5.75e-02
d 1.36e+00 2.28e-01 5.82e-02
v -1.32e+00 1.93e-02 7.21e-02
n 1.04e+00 1.21e-01 4.28e-02
m -9.41e-01 8.27e-03 2.12e-02
l -8.68e-01 3.86e-02 9.20e-02
k -8.29e-01 2.56e-02 5.86e-02
e -7.87e-01 3.10e-02 6.81e-02
h 7.80e-01 5.01e-02 2.30e-02
a -7.33e-01 3.92e-02 8.15e-02
s 7.19e-01 1.21e-01 5.88e-02
f -6.62e-01 2.08e-02 4.04e-02
q -5.82e-01 2.07e-02 3.70e-02
w -5.28e-01 8.16e-03 1.38e-02
r -4.52e-01 3.24e-02 5.09e-02
p 4.27e-01 7.02e-02 4.58e-02
g -3.81e-01 5.09e-02 7.44e-02
c 2.95e-01 1.92e-02 1.43e-02
y -2.42e-01 2.74e-02 3.49e-02
t 2.79e-02 5.61e-02 5.45e-02
02 02 D SM aa 2 0.326 p 1.78e+00 2.70e-01 4.56e-02
g -1.02e+00 2.67e-02 7.45e-02
c -8.79e-01 5.94e-03 1.43e-02
n -7.14e-01 2.10e-02 4.28e-02
i -6.68e-01 2.95e-02 5.75e-02
y -6.38e-01 1.85e-02 3.49e-02
f -5.84e-01 2.25e-02 4.04e-02
v -5.10e-01 4.33e-02 7.21e-02
l -4.60e-01 5.81e-02 9.21e-02
h -3.91e-01 1.56e-02 2.30e-02
m -3.42e-01 1.51e-02 2.12e-02
w 2.75e-01 1.83e-02 1.39e-02
r -2.70e-01 3.89e-02 5.10e-02
q -2.69e-01 2.83e-02 3.70e-02
s 1.93e-01 7.12e-02 5.87e-02
a -1.25e-01 7.20e-02 8.16e-02
k 1.16e-01 6.58e-02 5.86e-02
e 1.03e-01 7.55e-02 6.81e-02
d -9.56e-02 5.29e-02 5.82e-02
t -6.12e-02 5.12e-02 5.44e-02
04 04 D SM aa 4 0.279 p -3.49e+00 1.39e-03 4.56e-02
c 1.14e+00 4.47e-02 1.43e-02
d 1.11e+00 1.75e-01 5.80e-02
g -9.96e-01 2.75e-02 7.45e-02
n 8.92e-01 1.05e-01 4.28e-02
s 8.51e-01 1.37e-01 5.85e-02
r -7.63e-01 2.38e-02 5.11e-02
m -6.92e-01 1.06e-02 2.13e-02
k -6.52e-01 3.06e-02 5.87e-02
i -5.88e-01 3.19e-02 5.74e-02
e -5.80e-01 3.82e-02 6.82e-02
h 5.04e-01 3.81e-02 2.30e-02
q -4.65e-01 2.33e-02 3.71e-02
l -3.83e-01 6.28e-02 9.22e-02
w -3.33e-01 9.96e-03 1.39e-02
a -2.88e-01 6.13e-02 8.17e-02
v -2.46e-01 5.63e-02 7.20e-02
f -2.26e-01 3.22e-02 4.04e-02
y 8.97e-02 3.82e-02 3.49e-02
t -3.89e-02 5.22e-02 5.43e-02
05 05 D SM aa 5 0.273 p 1.62e+00 2.30e-01 4.56e-02
c -1.42e+00 3.47e-03 1.44e-02
g -9.67e-01 2.83e-02 7.45e-02
f -7.87e-01 1.84e-02 4.04e-02
i -7.40e-01 2.74e-02 5.74e-02
l -7.19e-01 4.49e-02 9.21e-02
m -6.46e-01 1.11e-02 2.13e-02
v -4.81e-01 4.45e-02 7.19e-02
k 4.03e-01 8.80e-02 5.88e-02
a -3.57e-01 5.72e-02 8.18e-02
n -3.52e-01 3.01e-02 4.29e-02
y -3.45e-01 2.47e-02 3.49e-02
t 2.87e-01 7.23e-02 5.42e-02
h -2.40e-01 1.81e-02 2.30e-02
r 1.66e-01 6.03e-02 5.11e-02
q 9.76e-02 4.09e-02 3.71e-02
w -9.28e-02 1.27e-02 1.39e-02
e 6.47e-02 7.28e-02 6.82e-02
d -1.66e-02 5.70e-02 5.79e-02
s -1.51e-02 5.77e-02 5.86e-02
03 03 D SM aa 3 0.245 p -2.55e+00 3.55e-03 4.55e-02
i -1.81e+00 9.38e-03 5.75e-02
v -1.77e+00 1.23e-02 7.21e-02
d 9.20e-01 1.46e-01 5.81e-02
c -9.13e-01 5.74e-03 1.43e-02
n 8.83e-01 1.04e-01 4.28e-02
l -8.67e-01 3.87e-02 9.22e-02
s 6.22e-01 1.09e-01 5.87e-02
m -5.95e-01 1.17e-02 2.12e-02
t 4.72e-01 8.71e-02 5.43e-02
f -4.26e-01 2.64e-02 4.04e-02
w 4.07e-01 2.09e-02 1.39e-02
g -3.26e-01 5.37e-02 7.45e-02
h 2.79e-01 3.04e-02 2.30e-02
a -2.45e-01 6.39e-02 8.17e-02
e 2.44e-01 8.70e-02 6.82e-02
q 1.41e-01 4.27e-02 3.71e-02
y -1.06e-01 3.14e-02 3.50e-02
k 8.08e-02 6.35e-02 5.86e-02
r 3.37e-02 5.28e-02 5.10e-02
06 08 R MNcn psi0 0.199 ( 1.53e+00 1.38e+00) 5.16e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.199 ( 4.54e+00 5.45e-01) 6.23e-03 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.041 g -5.39e-01 4.34e-02 7.44e-02
e -5.05e-01 4.11e-02 6.80e-02
d -4.61e-01 3.67e-02 5.83e-02
c 4.34e-01 2.20e-02 1.43e-02
y 4.04e-01 5.22e-02 3.49e-02
f 3.86e-01 5.93e-02 4.03e-02
w 3.44e-01 1.95e-02 1.38e-02
s -2.77e-01 4.48e-02 5.92e-02
q -2.76e-01 2.81e-02 3.70e-02
l 2.36e-01 1.16e-01 9.17e-02
v 2.15e-01 8.91e-02 7.19e-02
p 2.06e-01 5.65e-02 4.60e-02
a -1.75e-01 6.83e-02 8.14e-02
n -1.72e-01 3.61e-02 4.29e-02
i 1.71e-01 6.82e-02 5.74e-02
m 1.12e-01 2.38e-02 2.12e-02
h 1.07e-01 2.56e-02 2.30e-02
r 9.49e-02 5.60e-02 5.10e-02
k -6.17e-02 5.52e-02 5.87e-02
t 5.72e-02 5.78e-02 5.46e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.320
08 -0.320 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.039
10 0.039 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.314
12 -0.314 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.412
14 -0.412 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.427
16 0.427 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.527
18 -0.527 1.000
DATA_CLASS 118
CLASS 118 - weight 4858 normalized weight 0.003 relative strength 1.64e-05 *******
class cross entropy w.r.t. global class 7.42e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 0.987 ( 2.77e+00 1.53e+00) 1.16e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.987 ( 1.92e+00 1.56e+00) 7.13e-01 ( 8.09e-01 1.53e+00)
06 08 R MNcn psi0 0.881 (-4.99e-01 4.00e-01) 3.30e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.881 ( 5.10e+00 4.00e-01) 1.40e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.852 (-3.20e-01 4.00e-01) 2.84e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.852 ( 4.88e+00 4.00e-01) 8.40e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.558 p -2.24e+00 4.87e-03 4.56e-02
v -1.81e+00 1.18e-02 7.19e-02
g 1.72e+00 4.17e-01 7.45e-02
i -1.30e+00 1.56e-02 5.74e-02
l -1.03e+00 3.30e-02 9.21e-02
m -9.85e-01 7.94e-03 2.13e-02
t -8.65e-01 2.28e-02 5.42e-02
a -6.81e-01 4.14e-02 8.18e-02
r -6.30e-01 2.72e-02 5.11e-02
n 6.16e-01 7.93e-02 4.29e-02
e -4.79e-01 4.23e-02 6.82e-02
q -4.77e-01 2.30e-02 3.71e-02
k -3.99e-01 3.94e-02 5.88e-02
y -3.27e-01 2.52e-02 3.49e-02
d 2.90e-01 7.74e-02 5.79e-02
w -2.55e-01 1.08e-02 1.39e-02
f -1.87e-01 3.35e-02 4.04e-02
c -1.86e-01 1.19e-02 1.44e-02
s -1.53e-01 5.03e-02 5.86e-02
h 8.97e-02 2.52e-02 2.30e-02
08 11 R MNcn phi2 0.214 ( 4.66e+00 4.58e-01) 2.62e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.214 ( 9.79e-01 1.39e+00) 1.20e-01 ( 8.13e-01 1.53e+00)
09 14 R MNcn psi3 0.190 ( 1.55e+00 1.42e+00) 5.23e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.190 ( 4.59e+00 5.68e-01) 8.17e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.146 ( 1.35e+00 1.47e+00) 3.66e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.146 ( 4.55e+00 5.77e-01) 1.03e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.081 p -2.83e+00 2.70e-03 4.56e-02
c 6.72e-01 2.80e-02 1.43e-02
g -5.85e-01 4.15e-02 7.45e-02
y 5.57e-01 6.10e-02 3.49e-02
h 5.54e-01 4.00e-02 2.30e-02
f 4.24e-01 6.18e-02 4.04e-02
v -3.85e-01 4.90e-02 7.21e-02
n 3.45e-01 6.05e-02 4.28e-02
s 2.59e-01 7.61e-02 5.87e-02
m 2.52e-01 2.73e-02 2.12e-02
i -2.34e-01 4.55e-02 5.75e-02
e -1.57e-01 5.82e-02 6.81e-02
q 1.41e-01 4.27e-02 3.70e-02
d -1.30e-01 5.11e-02 5.82e-02
l 8.46e-02 1.00e-01 9.21e-02
w -3.98e-02 1.33e-02 1.39e-02
k -3.92e-02 5.63e-02 5.86e-02
t 3.24e-02 5.62e-02 5.44e-02
r -3.22e-02 4.94e-02 5.10e-02
a -3.00e-02 7.92e-02 8.16e-02
01 01 D SM aa 1 0.079 p -2.22e+00 4.98e-03 4.58e-02
v -9.47e-01 2.80e-02 7.21e-02
i -5.53e-01 3.31e-02 5.75e-02
g -5.25e-01 4.40e-02 7.44e-02
w 4.30e-01 2.13e-02 1.38e-02
q 3.10e-01 5.05e-02 3.70e-02
h 2.93e-01 3.08e-02 2.30e-02
d 2.92e-01 7.80e-02 5.82e-02
k 2.89e-01 7.82e-02 5.86e-02
s 2.44e-01 7.51e-02 5.88e-02
m 2.38e-01 2.69e-02 2.12e-02
n 2.22e-01 5.34e-02 4.28e-02
r 1.97e-01 6.20e-02 5.09e-02
f 1.73e-01 4.80e-02 4.04e-02
e 1.42e-01 7.85e-02 6.81e-02
y 9.76e-02 3.85e-02 3.49e-02
l 7.16e-02 9.88e-02 9.20e-02
c 2.57e-02 1.47e-02 1.43e-02
t -1.14e-02 5.39e-02 5.45e-02
a -2.24e-03 8.13e-02 8.15e-02
04 04 D SM aa 4 0.064 p 6.70e-01 8.91e-02 4.56e-02
g -5.92e-01 4.12e-02 7.45e-02
l -5.73e-01 5.20e-02 9.22e-02
v -5.38e-01 4.20e-02 7.20e-02
a -3.45e-01 5.79e-02 8.17e-02
n 3.40e-01 6.02e-02 4.28e-02
m -3.01e-01 1.57e-02 2.13e-02
w 3.00e-01 1.88e-02 1.39e-02
d 2.97e-01 7.81e-02 5.80e-02
s 2.89e-01 7.81e-02 5.85e-02
t 2.58e-01 7.02e-02 5.43e-02
c -2.37e-01 1.13e-02 1.43e-02
i -1.95e-01 4.73e-02 5.74e-02
f -1.92e-01 3.33e-02 4.04e-02
r 1.49e-01 5.93e-02 5.11e-02
k 1.46e-01 6.79e-02 5.87e-02
q 1.06e-01 4.12e-02 3.71e-02
e 9.14e-02 7.48e-02 6.82e-02
h 7.68e-02 2.49e-02 2.30e-02
y 4.94e-02 3.67e-02 3.49e-02
03 03 D SM aa 3 0.051 p 6.54e-01 8.76e-02 4.55e-02
c 6.14e-01 2.64e-02 1.43e-02
i -5.14e-01 3.44e-02 5.75e-02
g -4.69e-01 4.66e-02 7.45e-02
e -3.68e-01 4.72e-02 6.82e-02
n 3.20e-01 5.90e-02 4.28e-02
a -3.11e-01 5.98e-02 8.17e-02
v -2.84e-01 5.42e-02 7.21e-02
h 2.36e-01 2.91e-02 2.30e-02
r 2.31e-01 6.43e-02 5.10e-02
q 2.14e-01 4.59e-02 3.71e-02
l -2.08e-01 7.49e-02 9.22e-02
s 2.03e-01 7.19e-02 5.87e-02
f 2.02e-01 4.95e-02 4.04e-02
t 8.77e-02 5.93e-02 5.43e-02
k 5.87e-02 6.21e-02 5.86e-02
y -5.75e-02 3.30e-02 3.50e-02
m -5.25e-02 2.02e-02 2.12e-02
w 4.15e-02 1.45e-02 1.39e-02
d 3.43e-02 6.01e-02 5.81e-02
00 00 D SM aa 0 0.046 g -9.49e-01 2.88e-02 7.44e-02
p 4.84e-01 7.46e-02 4.60e-02
v -4.39e-01 4.64e-02 7.19e-02
t -3.46e-01 3.86e-02 5.46e-02
i -2.64e-01 4.41e-02 5.74e-02
a 2.62e-01 1.06e-01 8.14e-02
m 2.40e-01 2.70e-02 2.12e-02
s 2.03e-01 7.24e-02 5.92e-02
n -1.89e-01 3.55e-02 4.29e-02
w 1.75e-01 1.64e-02 1.38e-02
f -1.75e-01 3.39e-02 4.03e-02
l 1.69e-01 1.09e-01 9.17e-02
q 1.64e-01 4.37e-02 3.70e-02
y -1.35e-01 3.05e-02 3.49e-02
e 1.30e-01 7.75e-02 6.80e-02
r 1.10e-01 5.69e-02 5.10e-02
k 1.08e-01 6.54e-02 5.87e-02
c -5.63e-02 1.35e-02 1.43e-02
h -5.01e-02 2.18e-02 2.30e-02
d 3.96e-03 5.85e-02 5.83e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.196
08 -0.196 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.436
10 -0.436 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.009
12 0.009 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.113
14 -0.113 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.186
16 -0.186 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.046
18 0.046 1.000
DATA_CLASS 119
CLASS 119 - weight 4858 normalized weight 0.003 relative strength 8.23e-04 *******
class cross entropy w.r.t. global class 1.48e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.870 ( 1.34e+00 4.00e-01) 8.02e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.870 ( 1.85e-01 4.69e-01) 1.34e+00 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 1.200 v -4.13e+00 1.16e-03 7.21e-02
p -4.04e+00 8.02e-04 4.56e-02
i -3.85e+00 1.23e-03 5.75e-02
t -2.19e+00 6.11e-03 5.44e-02
g 2.11e+00 6.16e-01 7.45e-02
l -1.89e+00 1.39e-02 9.21e-02
a -1.81e+00 1.33e-02 8.16e-02
m -1.27e+00 5.96e-03 2.12e-02
w -1.17e+00 4.29e-03 1.39e-02
r -1.12e+00 1.66e-02 5.10e-02
q -1.11e+00 1.22e-02 3.70e-02
k -1.09e+00 1.97e-02 5.86e-02
s -1.06e+00 2.03e-02 5.87e-02
e -1.06e+00 2.36e-02 6.81e-02
c -1.06e+00 4.98e-03 1.43e-02
n 9.39e-01 1.10e-01 4.28e-02
y -8.00e-01 1.57e-02 3.49e-02
f -7.74e-01 1.86e-02 4.04e-02
d 2.37e-01 7.37e-02 5.82e-02
h -4.40e-02 2.20e-02 2.30e-02
07 10 R MNcn psi1 1.167 ( 2.38e+00 4.00e-01) 3.92e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.167 ( 5.10e+00 4.00e-01) 1.39e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.839 ( 2.50e+00 4.00e-01) 4.22e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.839 ( 4.36e+00 6.11e-01) 2.93e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.262 ( 1.60e+00 1.45e+00) 5.47e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.262 ( 4.62e+00 4.82e-01) 1.64e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.241 ( 1.24e+00 1.26e+00) 3.29e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.241 ( 4.55e+00 4.46e-01) 1.32e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.224 ( 1.33e+00 1.37e+00) 3.84e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.224 ( 4.52e+00 4.68e-01) 5.98e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.148 g -1.34e+00 1.95e-02 7.44e-02
p 1.17e+00 1.48e-01 4.58e-02
m -7.67e-01 9.85e-03 2.12e-02
w -7.10e-01 6.81e-03 1.38e-02
l -5.59e-01 5.26e-02 9.20e-02
c -5.29e-01 8.44e-03 1.43e-02
i -5.11e-01 3.45e-02 5.75e-02
k 4.94e-01 9.60e-02 5.86e-02
f -4.83e-01 2.49e-02 4.04e-02
e 3.57e-01 9.74e-02 6.81e-02
v -3.38e-01 5.14e-02 7.21e-02
y -3.25e-01 2.52e-02 3.49e-02
r 1.33e-01 5.82e-02 5.09e-02
s 1.01e-01 6.51e-02 5.88e-02
d 7.53e-02 6.27e-02 5.82e-02
q 6.85e-02 3.97e-02 3.70e-02
t 4.86e-02 5.72e-02 5.45e-02
a -4.60e-02 7.79e-02 8.15e-02
h -3.82e-02 2.21e-02 2.30e-02
n -3.49e-03 4.27e-02 4.28e-02
00 00 D SM aa 0 0.100 g -1.03e+00 2.65e-02 7.44e-02
f 6.02e-01 7.36e-02 4.03e-02
d -5.99e-01 3.20e-02 5.83e-02
l 5.98e-01 1.67e-01 9.17e-02
e -5.52e-01 3.92e-02 6.80e-02
s -5.41e-01 3.44e-02 5.92e-02
n -5.07e-01 2.58e-02 4.29e-02
i 3.86e-01 8.45e-02 5.74e-02
y 3.23e-01 4.82e-02 3.49e-02
r -2.91e-01 3.81e-02 5.10e-02
m 2.78e-01 2.80e-02 2.12e-02
k -2.55e-01 4.55e-02 5.87e-02
v 2.47e-01 9.21e-02 7.19e-02
q -2.26e-01 2.95e-02 3.70e-02
a -2.18e-01 6.55e-02 8.14e-02
p 2.12e-01 5.69e-02 4.60e-02
h 2.06e-01 2.82e-02 2.30e-02
w 1.59e-01 1.62e-02 1.38e-02
c -2.52e-02 1.39e-02 1.43e-02
t 1.01e-02 5.51e-02 5.46e-02
03 03 D SM aa 3 0.054 d -8.38e-01 2.51e-02 5.81e-02
p -6.94e-01 2.27e-02 4.55e-02
k 5.77e-01 1.04e-01 5.86e-02
c 4.21e-01 2.18e-02 1.43e-02
w -3.47e-01 9.81e-03 1.39e-02
t 3.19e-01 7.48e-02 5.43e-02
e -3.09e-01 5.01e-02 6.82e-02
g -2.97e-01 5.53e-02 7.45e-02
f -2.74e-01 3.07e-02 4.04e-02
s 2.44e-01 7.49e-02 5.87e-02
q 2.26e-01 4.65e-02 3.71e-02
r 2.15e-01 6.33e-02 5.10e-02
v 1.66e-01 8.51e-02 7.21e-02
l -1.38e-01 8.03e-02 9.22e-02
h -1.36e-01 2.01e-02 2.30e-02
y -1.35e-01 3.05e-02 3.50e-02
i -1.31e-01 5.04e-02 5.75e-02
a 1.14e-01 9.15e-02 8.17e-02
m -2.09e-02 2.08e-02 2.12e-02
n -1.92e-02 4.20e-02 4.28e-02
04 04 D SM aa 4 0.044 g -7.64e-01 3.47e-02 7.45e-02
c -5.12e-01 8.59e-03 1.43e-02
t 4.63e-01 8.62e-02 5.43e-02
m -4.14e-01 1.41e-02 2.13e-02
p 3.81e-01 6.68e-02 4.56e-02
a -3.52e-01 5.75e-02 8.17e-02
w -3.38e-01 9.91e-03 1.39e-02
d 2.85e-01 7.72e-02 5.80e-02
l -2.84e-01 6.94e-02 9.22e-02
k 2.54e-01 7.57e-02 5.87e-02
y -2.50e-01 2.72e-02 3.49e-02
h 2.25e-01 2.88e-02 2.30e-02
n 1.45e-01 4.95e-02 4.28e-02
v 6.48e-02 7.68e-02 7.20e-02
r 5.27e-02 5.38e-02 5.11e-02
s 3.90e-02 6.09e-02 5.85e-02
i -3.16e-02 5.57e-02 5.74e-02
f 3.04e-02 4.16e-02 4.04e-02
q 1.88e-02 3.78e-02 3.71e-02
e -4.52e-03 6.79e-02 6.82e-02
05 05 D SM aa 5 0.029 k -4.41e-01 3.78e-02 5.88e-02
v 4.28e-01 1.10e-01 7.19e-02
e -3.17e-01 4.97e-02 6.82e-02
q -2.77e-01 2.81e-02 3.71e-02
d -2.71e-01 4.42e-02 5.79e-02
c 2.65e-01 1.87e-02 1.44e-02
f 2.59e-01 5.23e-02 4.04e-02
i 2.51e-01 7.37e-02 5.74e-02
t 2.06e-01 6.66e-02 5.42e-02
g -1.79e-01 6.23e-02 7.45e-02
r -1.78e-01 4.28e-02 5.11e-02
s 1.77e-01 6.99e-02 5.86e-02
m -1.26e-01 1.88e-02 2.13e-02
a -1.06e-01 7.35e-02 8.18e-02
y 1.02e-01 3.87e-02 3.49e-02
n -9.38e-02 3.90e-02 4.29e-02
w 9.34e-02 1.53e-02 1.39e-02
p 5.56e-02 4.82e-02 4.56e-02
h -5.46e-02 2.18e-02 2.30e-02
l -4.27e-02 8.83e-02 9.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.038
08 -0.038 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.285
10 -0.285 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.697
12 -0.697 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.120
14 -0.120 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.250
16 -0.250 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.253
18 -0.253 1.000
DATA_CLASS 120
CLASS 120 - weight 4853 normalized weight 0.003 relative strength 5.51e-01 *******
class cross entropy w.r.t. global class 1.45e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
01 01 D SM aa 1 1.302 e -6.68e+00 8.58e-05 6.81e-02
y -6.08e+00 7.98e-05 3.49e-02
f -5.65e+00 1.42e-04 4.04e-02
i -5.63e+00 2.06e-04 5.75e-02
w -5.44e+00 5.98e-05 1.38e-02
t -5.13e+00 3.22e-04 5.45e-02
h -5.10e+00 1.41e-04 2.30e-02
v -4.13e+00 1.16e-03 7.21e-02
k -2.21e+00 6.42e-03 5.86e-02
d -2.21e+00 6.39e-03 5.82e-02
a 2.06e+00 6.42e-01 8.15e-02
q -2.03e+00 4.85e-03 3.70e-02
l -1.35e+00 2.38e-02 9.20e-02
n -1.32e+00 1.15e-02 4.28e-02
g 6.97e-01 1.49e-01 7.44e-02
c -5.84e-01 7.99e-03 1.43e-02
p -3.53e-01 3.22e-02 4.58e-02
r -3.07e-01 3.75e-02 5.09e-02
s -1.34e-01 5.15e-02 5.88e-02
m 1.29e-01 2.41e-02 2.12e-02
05 05 D SM aa 5 0.976 n -6.98e+00 3.98e-05 4.29e-02
k -6.88e+00 6.05e-05 5.88e-02
e -6.70e+00 8.39e-05 6.82e-02
p -6.36e+00 7.85e-05 4.56e-02
d -6.12e+00 1.27e-04 5.79e-02
q -5.27e+00 1.91e-04 3.71e-02
t -4.96e+00 3.81e-04 5.42e-02
c -3.56e+00 4.06e-04 1.44e-02
h -3.48e+00 7.11e-04 2.30e-02
r -3.36e+00 1.78e-03 5.11e-02
a 1.84e+00 5.14e-01 8.18e-02
s -1.03e+00 2.10e-02 5.86e-02
l 4.48e-01 1.44e-01 9.21e-02
w 2.27e-01 1.74e-02 1.39e-02
f 1.74e-01 4.80e-02 4.04e-02
m -1.34e-01 1.86e-02 2.13e-02
y 9.80e-02 3.85e-02 3.49e-02
g -9.67e-02 6.77e-02 7.45e-02
v -2.63e-02 7.00e-02 7.19e-02
i -6.43e-03 5.70e-02 5.74e-02
07 10 R MNcn psi1 0.946 (-7.24e-01 4.00e-01) 3.85e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.946 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.945 (-7.27e-01 4.00e-01) 3.84e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.945 ( 5.18e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.945 (-7.14e-01 4.00e-01) 3.84e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.945 ( 5.17e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.943 (-7.31e-01 4.00e-01) 3.86e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.943 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.934 (-7.06e-01 4.00e-01) 3.79e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.934 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.928 (-6.79e-01 4.00e-01) 3.72e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.928 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.397 p -3.46e+00 1.43e-03 4.56e-02
h -2.58e+00 1.75e-03 2.30e-02
d -2.10e+00 7.09e-03 5.82e-02
n -2.01e+00 5.71e-03 4.28e-02
g -1.86e+00 1.16e-02 7.45e-02
k -9.97e-01 2.16e-02 5.86e-02
e -9.67e-01 2.59e-02 6.81e-02
m 8.89e-01 5.16e-02 2.12e-02
v 8.66e-01 1.71e-01 7.21e-02
t -8.44e-01 2.34e-02 5.44e-02
i 8.34e-01 1.32e-01 5.75e-02
l 8.04e-01 2.06e-01 9.21e-02
s -7.89e-01 2.67e-02 5.87e-02
q -6.78e-01 1.88e-02 3.70e-02
w 6.07e-01 2.54e-02 1.39e-02
f 5.95e-01 7.33e-02 4.04e-02
r -4.92e-01 3.12e-02 5.10e-02
a 3.30e-01 1.13e-01 8.16e-02
c 3.10e-01 1.95e-02 1.43e-02
y -8.95e-02 3.20e-02 3.49e-02
03 03 D SM aa 3 0.231 p -6.52e+00 6.71e-05 4.55e-02
m -1.67e+00 4.02e-03 2.12e-02
f -1.62e+00 7.97e-03 4.04e-02
i -1.61e+00 1.15e-02 5.75e-02
r 9.50e-01 1.32e-01 5.10e-02
w -7.90e-01 6.30e-03 1.39e-02
c -7.06e-01 7.06e-03 1.43e-02
a 6.86e-01 1.62e-01 8.17e-02
k 6.64e-01 1.14e-01 5.86e-02
l -5.82e-01 5.15e-02 9.22e-02
q 4.81e-01 6.00e-02 3.71e-02
g -3.96e-01 5.01e-02 7.45e-02
e 2.35e-01 8.63e-02 6.82e-02
d -2.34e-01 4.60e-02 5.81e-02
s -2.24e-01 4.69e-02 5.87e-02
y -2.02e-01 2.86e-02 3.50e-02
n 1.50e-01 4.98e-02 4.28e-02
t -1.40e-01 4.72e-02 5.43e-02
v -7.48e-02 6.69e-02 7.21e-02
h -4.84e-02 2.19e-02 2.30e-02
00 00 D SM aa 0 0.149 f -2.92e+00 2.17e-03 4.03e-02
c -2.31e+00 1.42e-03 1.43e-02
w -9.77e-01 5.19e-03 1.38e-02
a 8.38e-01 1.88e-01 8.14e-02
g -7.87e-01 3.39e-02 7.44e-02
p -6.38e-01 2.43e-02 4.60e-02
q 5.44e-01 6.38e-02 3.70e-02
s -4.58e-01 3.74e-02 5.92e-02
y -4.54e-01 2.21e-02 3.49e-02
e 4.46e-01 1.06e-01 6.80e-02
m 2.88e-01 2.83e-02 2.12e-02
k 2.46e-01 7.51e-02 5.87e-02
d -2.32e-01 4.62e-02 5.83e-02
h -2.30e-01 1.82e-02 2.30e-02
r 2.05e-01 6.25e-02 5.10e-02
v -1.90e-01 5.95e-02 7.19e-02
l -1.58e-01 7.83e-02 9.17e-02
i -1.41e-01 4.99e-02 5.74e-02
t -3.44e-02 5.27e-02 5.46e-02
n 2.92e-02 4.42e-02 4.29e-02
04 04 D SM aa 4 0.139 p -7.67e+00 2.13e-05 4.56e-02
g -1.09e+00 2.50e-02 7.45e-02
a 7.46e-01 1.72e-01 8.17e-02
s -6.15e-01 3.16e-02 5.85e-02
m 5.23e-01 3.59e-02 2.13e-02
e 4.79e-01 1.10e-01 6.82e-02
h -3.87e-01 1.56e-02 2.30e-02
v -3.17e-01 5.24e-02 7.20e-02
c -3.00e-01 1.06e-02 1.43e-02
f -2.93e-01 3.01e-02 4.04e-02
w 2.63e-01 1.81e-02 1.39e-02
q 2.09e-01 4.57e-02 3.71e-02
i 1.95e-01 6.98e-02 5.74e-02
r 1.83e-01 6.13e-02 5.11e-02
y -1.22e-01 3.09e-02 3.49e-02
d -1.15e-01 5.17e-02 5.80e-02
k -7.93e-02 5.42e-02 5.87e-02
n -5.80e-02 4.04e-02 4.28e-02
l -5.29e-02 8.74e-02 9.22e-02
t 4.14e-02 5.66e-02 5.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.073
08 -0.073 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.056
10 -0.056 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.053
12 -0.053 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.048
14 -0.048 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.073
16 -0.073 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.145
18 -0.145 1.000
DATA_CLASS 121
CLASS 121 - weight 4853 normalized weight 0.003 relative strength 4.96e-02 *******
class cross entropy w.r.t. global class 1.26e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 1.064 ( 2.29e+00 4.42e-01) 3.34e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.064 ( 4.96e+00 4.00e-01) 1.05e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.943 (-5.70e-01 4.00e-01) 3.45e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.943 ( 5.24e+00 4.00e-01) 1.74e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.937 (-4.64e-01 4.00e-01) 3.18e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.937 ( 4.90e+00 4.00e-01) 8.97e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.893 ( 2.47e+00 4.00e-01) 4.12e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.893 ( 4.60e+00 5.37e-01) 1.01e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.889 (-5.28e-01 4.00e-01) 3.34e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.889 ( 5.13e+00 4.00e-01) 1.47e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.845 g -5.16e+00 4.29e-04 7.45e-02
t -2.62e+00 3.95e-03 5.44e-02
v -2.34e+00 6.94e-03 7.21e-02
i -1.91e+00 8.53e-03 5.75e-02
p 1.89e+00 3.03e-01 4.56e-02
m -1.74e+00 3.73e-03 2.12e-02
l -1.71e+00 1.67e-02 9.21e-02
f -1.70e+00 7.37e-03 4.04e-02
w -1.55e+00 2.94e-03 1.39e-02
d 1.45e+00 2.49e-01 5.82e-02
y -1.37e+00 8.91e-03 3.49e-02
n 8.83e-01 1.04e-01 4.28e-02
r -7.23e-01 2.47e-02 5.10e-02
q -7.15e-01 1.81e-02 3.70e-02
k -5.83e-01 3.27e-02 5.86e-02
a -4.92e-01 4.99e-02 8.16e-02
c 4.00e-01 2.13e-02 1.43e-02
e -3.53e-01 4.79e-02 6.81e-02
h 2.37e-01 2.91e-02 2.30e-02
s 3.49e-02 6.08e-02 5.87e-02
06 08 R MNcn psi0 0.756 (-1.28e-01 4.40e-01) 2.16e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.756 ( 4.65e+00 4.00e-01) 2.64e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.224 g -1.53e+00 1.61e-02 7.45e-02
p 1.51e+00 2.07e-01 4.55e-02
n -1.25e+00 1.22e-02 4.28e-02
w 7.53e-01 2.95e-02 1.39e-02
t -5.26e-01 3.21e-02 5.43e-02
c -5.22e-01 8.49e-03 1.43e-02
d -4.23e-01 3.80e-02 5.81e-02
h -3.90e-01 1.56e-02 2.30e-02
s -2.41e-01 4.61e-02 5.87e-02
y -2.38e-01 2.75e-02 3.50e-02
r -2.12e-01 4.13e-02 5.10e-02
q -1.41e-01 3.22e-02 3.71e-02
l 1.11e-01 1.03e-01 9.22e-02
m -9.86e-02 1.92e-02 2.12e-02
v -8.95e-02 6.59e-02 7.21e-02
f -7.48e-02 3.75e-02 4.04e-02
e 5.79e-02 7.23e-02 6.82e-02
i -4.74e-02 5.49e-02 5.75e-02
a 1.65e-02 8.30e-02 8.17e-02
k -3.70e-03 5.84e-02 5.86e-02
01 01 D SM aa 1 0.221 p -2.33e+00 4.47e-03 4.58e-02
g -1.44e+00 1.76e-02 7.44e-02
d -1.03e+00 2.08e-02 5.82e-02
n -9.75e-01 1.61e-02 4.28e-02
k -8.21e-01 2.58e-02 5.86e-02
s -7.42e-01 2.80e-02 5.88e-02
e -7.40e-01 3.25e-02 6.81e-02
i 7.17e-01 1.18e-01 5.75e-02
f 6.18e-01 7.50e-02 4.04e-02
l 6.15e-01 1.70e-01 9.20e-02
v 6.02e-01 1.32e-01 7.21e-02
m 6.00e-01 3.86e-02 2.12e-02
y 4.98e-01 5.74e-02 3.49e-02
c 3.17e-01 1.97e-02 1.43e-02
h -3.04e-01 1.69e-02 2.30e-02
r -2.22e-01 4.08e-02 5.09e-02
q -2.02e-01 3.03e-02 3.70e-02
t 1.54e-01 6.36e-02 5.45e-02
w 9.38e-02 1.52e-02 1.38e-02
a -4.82e-02 7.77e-02 8.15e-02
04 04 D SM aa 4 0.200 e 1.06e+00 1.98e-01 6.82e-02
i -1.05e+00 2.00e-02 5.74e-02
l -9.87e-01 3.44e-02 9.22e-02
v -9.30e-01 2.84e-02 7.20e-02
c -7.84e-01 6.55e-03 1.43e-02
p -7.46e-01 2.16e-02 4.56e-02
s 6.32e-01 1.10e-01 5.85e-02
d 5.83e-01 1.04e-01 5.80e-02
m -5.80e-01 1.19e-02 2.13e-02
g -5.30e-01 4.38e-02 7.45e-02
y -5.09e-01 2.10e-02 3.49e-02
f -5.07e-01 2.43e-02 4.04e-02
t -1.73e-01 4.56e-02 5.43e-02
k 1.55e-01 6.85e-02 5.87e-02
h 1.25e-01 2.61e-02 2.30e-02
w 8.41e-02 1.51e-02 1.39e-02
a 7.91e-02 8.84e-02 8.17e-02
q 6.27e-02 3.95e-02 3.71e-02
r -5.02e-02 4.86e-02 5.11e-02
n 3.85e-02 4.45e-02 4.28e-02
00 00 D SM aa 0 0.079 g -7.86e-01 3.39e-02 7.44e-02
p -6.91e-01 2.30e-02 4.60e-02
n 6.55e-01 8.26e-02 4.29e-02
h 5.31e-01 3.91e-02 2.30e-02
c -5.24e-01 8.45e-03 1.43e-02
i -5.20e-01 3.42e-02 5.74e-02
d 5.10e-01 9.70e-02 5.83e-02
v -4.97e-01 4.38e-02 7.19e-02
m -3.75e-01 1.46e-02 2.12e-02
s 2.94e-01 7.94e-02 5.92e-02
t 2.66e-01 7.12e-02 5.46e-02
a -2.54e-01 6.31e-02 8.14e-02
f -2.53e-01 3.13e-02 4.03e-02
k 2.27e-01 7.37e-02 5.87e-02
e 1.91e-01 8.23e-02 6.80e-02
l -1.87e-01 7.61e-02 9.17e-02
w -1.81e-01 1.15e-02 1.38e-02
q 1.16e-01 4.16e-02 3.70e-02
r 8.57e-02 5.55e-02 5.10e-02
y 7.95e-02 3.77e-02 3.49e-02
05 05 D SM aa 5 0.077 p -1.40e+00 1.12e-02 4.56e-02
g -1.34e+00 1.95e-02 7.45e-02
e 4.42e-01 1.06e-01 6.82e-02
d 4.14e-01 8.76e-02 5.79e-02
m -3.99e-01 1.43e-02 2.13e-02
q 3.75e-01 5.39e-02 3.71e-02
k 3.08e-01 8.00e-02 5.88e-02
t 2.54e-01 6.99e-02 5.42e-02
i -2.40e-01 4.51e-02 5.74e-02
n -1.75e-01 3.60e-02 4.29e-02
h -1.73e-01 1.94e-02 2.30e-02
s -1.43e-01 5.08e-02 5.86e-02
c 1.41e-01 1.65e-02 1.44e-02
f -9.86e-02 3.66e-02 4.04e-02
w 8.95e-02 1.52e-02 1.39e-02
r -7.39e-02 4.75e-02 5.11e-02
a 4.75e-02 8.58e-02 8.18e-02
l 3.59e-02 9.55e-02 9.21e-02
v 2.92e-02 7.40e-02 7.19e-02
y 1.38e-03 3.50e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.389
08 -0.389 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.060
10 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.419
12 0.419 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.365
14 -0.365 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.203
16 -0.203 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.588
18 -0.588 1.000
DATA_CLASS 122
CLASS 122 - weight 4686 normalized weight 0.003 relative strength 1.07e-03 *******
class cross entropy w.r.t. global class 9.07e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.863 (-3.55e-01 4.00e-01) 2.91e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.863 ( 5.10e+00 4.00e-01) 1.38e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.813 ( 2.41e+00 4.15e-01) 3.83e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.813 ( 4.44e+00 5.69e-01) 1.72e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.806 (-1.50e-01 4.00e-01) 2.40e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.806 ( 4.63e+00 4.00e-01) 2.14e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.648 ( 2.49e+00 6.28e-01) 2.67e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.648 ( 4.21e+00 5.72e-01) 5.90e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.613 ( 2.37e+00 5.82e-01) 2.68e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.613 ( 4.37e+00 6.15e-01) 2.85e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.530 p -2.33e+00 4.45e-03 4.56e-02
i -1.43e+00 1.37e-02 5.75e-02
d 1.38e+00 2.31e-01 5.82e-02
l -1.29e+00 2.54e-02 9.21e-02
v -1.25e+00 2.06e-02 7.21e-02
n 1.23e+00 1.47e-01 4.28e-02
s 1.10e+00 1.76e-01 5.87e-02
m -1.06e+00 7.36e-03 2.12e-02
k -1.05e+00 2.04e-02 5.86e-02
g -9.92e-01 2.76e-02 7.45e-02
q -9.69e-01 1.41e-02 3.70e-02
a -8.44e-01 3.51e-02 8.16e-02
w -7.99e-01 6.24e-03 1.39e-02
e -7.20e-01 3.32e-02 6.81e-02
h 6.66e-01 4.48e-02 2.30e-02
t 6.20e-01 1.01e-01 5.44e-02
r -6.15e-01 2.76e-02 5.10e-02
f -4.59e-01 2.55e-02 4.04e-02
y -2.78e-01 2.65e-02 3.49e-02
c -1.13e-01 1.28e-02 1.43e-02
03 03 D SM aa 3 0.269 p 1.61e+00 2.28e-01 4.55e-02
g -1.01e+00 2.70e-02 7.45e-02
c -8.09e-01 6.37e-03 1.43e-02
i -7.37e-01 2.75e-02 5.75e-02
v -7.10e-01 3.54e-02 7.21e-02
y -6.00e-01 1.92e-02 3.50e-02
l -5.73e-01 5.20e-02 9.22e-02
m -5.59e-01 1.21e-02 2.12e-02
f -5.57e-01 2.31e-02 4.04e-02
h -3.88e-01 1.56e-02 2.30e-02
d 3.85e-01 8.54e-02 5.81e-02
w -3.51e-01 9.77e-03 1.39e-02
s 3.15e-01 8.04e-02 5.87e-02
r -2.66e-01 3.91e-02 5.10e-02
q -2.57e-01 2.87e-02 3.71e-02
e 2.29e-01 8.58e-02 6.82e-02
a -1.85e-01 6.78e-02 8.17e-02
k 1.36e-01 6.71e-02 5.86e-02
n -1.15e-01 3.82e-02 4.28e-02
t -6.00e-02 5.12e-02 5.43e-02
04 04 D SM aa 4 0.245 p -3.44e+00 1.46e-03 4.56e-02
i -1.61e+00 1.14e-02 5.74e-02
v -1.50e+00 1.60e-02 7.20e-02
n 9.68e-01 1.13e-01 4.28e-02
l -9.03e-01 3.74e-02 9.22e-02
c -7.96e-01 6.47e-03 1.43e-02
m -7.94e-01 9.61e-03 2.13e-02
d 7.76e-01 1.26e-01 5.80e-02
t 6.00e-01 9.89e-02 5.43e-02
s 5.99e-01 1.07e-01 5.85e-02
g -5.42e-01 4.33e-02 7.45e-02
h 4.21e-01 3.51e-02 2.30e-02
a -3.32e-01 5.87e-02 8.17e-02
f -3.12e-01 2.95e-02 4.04e-02
w 2.74e-01 1.83e-02 1.39e-02
q 1.75e-01 4.42e-02 3.71e-02
k 1.64e-01 6.91e-02 5.87e-02
r 1.53e-01 5.95e-02 5.11e-02
y 1.24e-01 3.96e-02 3.49e-02
e 1.08e-01 7.60e-02 6.82e-02
07 10 R MNcn psi1 0.191 ( 1.20e+00 1.47e+00) 2.63e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.191 ( 4.42e+00 5.59e-01) 2.21e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.091 p -3.92e+00 9.02e-04 4.56e-02
d 6.07e-01 1.06e-01 5.79e-02
c 5.28e-01 2.43e-02 1.44e-02
h 4.72e-01 3.70e-02 2.30e-02
s 4.66e-01 9.34e-02 5.86e-02
g -4.62e-01 4.69e-02 7.45e-02
w 4.27e-01 2.13e-02 1.39e-02
l -3.57e-01 6.45e-02 9.21e-02
n 2.87e-01 5.71e-02 4.29e-02
i -2.15e-01 4.62e-02 5.74e-02
a -1.63e-01 6.95e-02 8.18e-02
v -1.43e-01 6.23e-02 7.19e-02
t 1.43e-01 6.26e-02 5.42e-02
m -1.29e-01 1.87e-02 2.13e-02
e -9.84e-02 6.18e-02 6.82e-02
k -9.11e-02 5.37e-02 5.88e-02
q 8.03e-02 4.02e-02 3.71e-02
f 7.66e-02 4.36e-02 4.04e-02
y 5.97e-02 3.71e-02 3.49e-02
r 2.96e-02 5.27e-02 5.11e-02
00 00 D SM aa 0 0.042 c 5.09e-01 2.38e-02 1.43e-02
d -4.67e-01 3.65e-02 5.83e-02
g -4.55e-01 4.72e-02 7.44e-02
e -4.55e-01 4.32e-02 6.80e-02
p 3.84e-01 6.75e-02 4.60e-02
f 3.57e-01 5.76e-02 4.03e-02
v 3.43e-01 1.01e-01 7.19e-02
n -3.19e-01 3.12e-02 4.29e-02
m -2.62e-01 1.64e-02 2.12e-02
y 2.56e-01 4.50e-02 3.49e-02
i 2.47e-01 7.35e-02 5.74e-02
k -2.25e-01 4.69e-02 5.87e-02
h 2.04e-01 2.82e-02 2.30e-02
s 1.78e-01 7.07e-02 5.92e-02
a -1.55e-01 6.97e-02 8.14e-02
t 1.38e-01 6.26e-02 5.46e-02
q -1.13e-01 3.31e-02 3.70e-02
l -9.05e-02 8.38e-02 9.17e-02
r -8.37e-02 4.69e-02 5.10e-02
w 8.01e-02 1.49e-02 1.38e-02
01 01 D SM aa 1 0.025 w 4.17e-01 2.10e-02 1.38e-02
g -4.14e-01 4.92e-02 7.44e-02
t 3.78e-01 7.96e-02 5.45e-02
q -3.30e-01 2.66e-02 3.70e-02
d -2.88e-01 4.36e-02 5.82e-02
h 2.83e-01 3.05e-02 2.30e-02
i 2.37e-01 7.30e-02 5.75e-02
y 2.35e-01 4.42e-02 3.49e-02
a -2.17e-01 6.56e-02 8.15e-02
c 2.05e-01 1.76e-02 1.43e-02
e -1.85e-01 5.66e-02 6.81e-02
v 1.85e-01 8.67e-02 7.21e-02
m -1.65e-01 1.80e-02 2.12e-02
f 1.29e-01 4.60e-02 4.04e-02
l -1.01e-01 8.31e-02 9.20e-02
n -7.57e-02 3.97e-02 4.28e-02
p 7.47e-02 4.94e-02 4.58e-02
s 3.64e-02 6.10e-02 5.88e-02
r -2.69e-02 4.96e-02 5.09e-02
k 9.88e-03 5.92e-02 5.86e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.210
08 -0.210 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.574
10 -0.574 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.292
12 -0.292 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.353
14 -0.353 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.402
16 -0.402 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.067
18 -0.067 1.000
DATA_CLASS 123
CLASS 123 - weight 4680 normalized weight 0.003 relative strength 8.26e-01 *******
class cross entropy w.r.t. global class 1.52e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
05 05 D SM aa 5 1.818 p -7.39e+00 2.81e-05 4.56e-02
e -5.98e+00 1.73e-04 6.82e-02
d -5.88e+00 1.62e-04 5.79e-02
g -5.76e+00 2.36e-04 7.45e-02
a -5.56e+00 3.13e-04 8.18e-02
f -5.28e+00 2.05e-04 4.04e-02
v -5.15e+00 4.19e-04 7.19e-02
i -4.92e+00 4.19e-04 5.74e-02
t -4.89e+00 4.06e-04 5.42e-02
m -4.45e+00 2.49e-04 2.13e-02
w -4.18e+00 2.12e-04 1.39e-02
y -4.12e+00 5.67e-04 3.49e-02
c -3.21e+00 5.81e-04 1.44e-02
q -3.21e+00 1.50e-03 3.71e-02
r 2.16e+00 4.45e-01 5.11e-02
k 2.05e+00 4.58e-01 5.88e-02
s -1.85e+00 9.24e-03 5.86e-02
l -1.08e+00 3.12e-02 9.21e-02
n -5.90e-01 2.38e-02 4.29e-02
h 1.89e-01 2.78e-02 2.30e-02
02 02 D SM aa 2 1.265 p -7.10e+00 3.75e-05 4.56e-02
f -6.02e+00 9.81e-05 4.04e-02
v -5.94e+00 1.90e-04 7.21e-02
i -5.68e+00 1.97e-04 5.75e-02
k -5.54e+00 2.30e-04 5.86e-02
c -5.50e+00 5.86e-05 1.43e-02
l -5.04e+00 5.98e-04 9.21e-02
w -4.67e+00 1.30e-04 1.39e-02
h -3.46e+00 7.21e-04 2.30e-02
g -3.29e+00 2.77e-03 7.45e-02
m -2.74e+00 1.37e-03 2.12e-02
e 2.07e+00 5.39e-01 6.81e-02
t -1.70e+00 9.94e-03 5.44e-02
y -1.32e+00 9.32e-03 3.49e-02
r -1.01e+00 1.85e-02 5.10e-02
d 9.63e-01 1.52e-01 5.82e-02
n 8.14e-01 9.66e-02 4.28e-02
s -4.60e-01 3.71e-02 5.87e-02
a 1.89e-01 9.86e-02 8.16e-02
q -1.41e-01 3.22e-02 3.70e-02
07 10 R MNcn psi1 0.948 (-7.27e-01 4.00e-01) 3.86e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.948 ( 5.19e+00 4.00e-01) 1.61e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.947 (-7.24e-01 4.00e-01) 3.86e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.947 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.940 (-7.22e-01 4.00e-01) 3.83e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.940 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.935 (-7.04e-01 4.00e-01) 3.79e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.935 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.929 (-6.84e-01 4.00e-01) 3.73e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.929 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.927 (-6.70e-01 4.00e-01) 3.70e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.927 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.290 p -7.63e+00 2.22e-05 4.56e-02
d -2.13e+00 6.89e-03 5.80e-02
h -1.27e+00 6.46e-03 2.30e-02
k -1.14e+00 1.88e-02 5.87e-02
g -1.02e+00 2.68e-02 7.45e-02
a 9.05e-01 2.02e-01 8.17e-02
l 7.57e-01 1.97e-01 9.22e-02
n -5.66e-01 2.43e-02 4.28e-02
e -5.61e-01 3.89e-02 6.82e-02
m 5.61e-01 3.73e-02 2.13e-02
q -5.35e-01 2.17e-02 3.71e-02
c 5.12e-01 2.39e-02 1.43e-02
s -5.07e-01 3.52e-02 5.85e-02
v 4.54e-01 1.13e-01 7.20e-02
t -4.50e-01 3.46e-02 5.43e-02
r -4.34e-01 3.31e-02 5.11e-02
i 4.06e-01 8.62e-02 5.74e-02
y 2.30e-01 4.40e-02 3.49e-02
f -1.11e-01 3.62e-02 4.04e-02
w -2.91e-02 1.35e-02 1.39e-02
01 01 D SM aa 1 0.243 p -2.13e+00 5.46e-03 4.58e-02
q -1.40e+00 9.10e-03 3.70e-02
s -1.40e+00 1.45e-02 5.88e-02
n -1.15e+00 1.36e-02 4.28e-02
g -1.11e+00 2.44e-02 7.44e-02
h -1.05e+00 8.06e-03 2.30e-02
c -8.23e-01 6.29e-03 1.43e-02
t -7.69e-01 2.53e-02 5.45e-02
e 6.97e-01 1.37e-01 6.81e-02
v 6.48e-01 1.38e-01 7.21e-02
d -6.26e-01 3.11e-02 5.82e-02
i 6.16e-01 1.07e-01 5.75e-02
l 5.86e-01 1.65e-01 9.20e-02
k -5.60e-01 3.35e-02 5.86e-02
r 4.49e-01 7.98e-02 5.09e-02
y 4.39e-01 5.42e-02 3.49e-02
f -3.70e-01 2.79e-02 4.04e-02
w -3.69e-01 9.57e-03 1.38e-02
m 2.09e-01 2.61e-02 2.12e-02
a 3.89e-02 8.47e-02 8.15e-02
00 00 D SM aa 0 0.181 p -1.29e+00 1.27e-02 4.60e-02
d -1.21e+00 1.73e-02 5.83e-02
s -9.89e-01 2.20e-02 5.92e-02
k -9.25e-01 2.33e-02 5.87e-02
n -8.40e-01 1.85e-02 4.29e-02
g -7.63e-01 3.47e-02 7.44e-02
a 6.54e-01 1.57e-01 8.14e-02
m 6.03e-01 3.88e-02 2.12e-02
l 5.59e-01 1.60e-01 9.17e-02
v 5.56e-01 1.25e-01 7.19e-02
h -5.16e-01 1.37e-02 2.30e-02
i 4.81e-01 9.29e-02 5.74e-02
f 4.37e-01 6.24e-02 4.03e-02
r -3.71e-01 3.52e-02 5.10e-02
e -2.34e-01 5.38e-02 6.80e-02
c -2.11e-01 1.16e-02 1.43e-02
y -1.82e-01 2.91e-02 3.49e-02
q -1.79e-01 3.10e-02 3.70e-02
t -1.43e-01 4.73e-02 5.46e-02
w -3.15e-02 1.34e-02 1.38e-02
03 03 D SM aa 3 0.154 p -2.63e+00 3.28e-03 4.55e-02
d -1.78e+00 9.80e-03 5.81e-02
g -9.47e-01 2.89e-02 7.45e-02
a 7.68e-01 1.76e-01 8.17e-02
m 7.24e-01 4.38e-02 2.12e-02
n -4.28e-01 2.79e-02 4.28e-02
s -4.15e-01 3.87e-02 5.87e-02
i 2.85e-01 7.65e-02 5.75e-02
h -2.82e-01 1.74e-02 2.30e-02
q -2.72e-01 2.82e-02 3.71e-02
r 2.66e-01 6.66e-02 5.10e-02
y 2.40e-01 4.44e-02 3.50e-02
f 2.33e-01 5.10e-02 4.04e-02
c -2.28e-01 1.14e-02 1.43e-02
t -1.93e-01 4.48e-02 5.43e-02
l 1.92e-01 1.12e-01 9.22e-02
k 1.69e-01 6.94e-02 5.86e-02
w 1.32e-01 1.58e-02 1.39e-02
v -1.28e-01 6.34e-02 7.21e-02
e 3.90e-02 7.09e-02 6.82e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.079
08 -0.079 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.052
10 -0.052 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.052
12 -0.052 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.055
14 -0.055 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.119
16 -0.119 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.117
18 -0.117 1.000
DATA_CLASS 124
CLASS 124 - weight 4672 normalized weight 0.003 relative strength 5.96e-03 *******
class cross entropy w.r.t. global class 1.58e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.873 ( 1.28e+00 4.00e-01) 8.16e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.873 ( 3.37e-01 4.50e-01) 1.07e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 0.937 p -8.26e+00 1.18e-05 4.58e-02
i -3.31e+00 2.09e-03 5.75e-02
v -2.83e+00 4.25e-03 7.21e-02
t -2.08e+00 6.84e-03 5.45e-02
g 1.99e+00 5.42e-01 7.44e-02
l -1.50e+00 2.05e-02 9.20e-02
w -1.26e+00 3.94e-03 1.38e-02
f -9.81e-01 1.51e-02 4.04e-02
a -9.26e-01 3.23e-02 8.15e-02
y -8.63e-01 1.47e-02 3.49e-02
s -8.49e-01 2.52e-02 5.88e-02
n 8.08e-01 9.60e-02 4.28e-02
m -7.86e-01 9.66e-03 2.12e-02
c -7.78e-01 6.58e-03 1.43e-02
e -7.52e-01 3.21e-02 6.81e-02
q -3.38e-01 2.64e-02 3.70e-02
r -3.14e-01 3.72e-02 5.09e-02
k -3.08e-01 4.31e-02 5.86e-02
d 8.95e-03 5.87e-02 5.82e-02
h -3.66e-03 2.29e-02 2.30e-02
09 14 R MNcn psi3 0.929 (-6.16e-01 4.00e-01) 3.57e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.929 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.925 (-5.79e-01 4.00e-01) 3.47e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.925 ( 5.04e+00 4.00e-01) 1.24e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.914 (-6.26e-01 4.00e-01) 3.59e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.914 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
06 07 R MNcn phi0 0.345 ( 4.85e+00 4.00e-01) 7.75e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.345 ( 8.24e-01 1.25e+00) 1.56e-03 ( 8.22e-01 1.53e+00)
08 12 R MNcn psi2 0.297 ( 2.08e-01 1.17e+00) 5.17e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.297 ( 4.83e+00 4.97e-01) 5.70e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.095 c -9.11e-01 5.77e-03 1.43e-02
e 7.61e-01 1.46e-01 6.82e-02
m -6.17e-01 1.15e-02 2.13e-02
g -6.16e-01 4.02e-02 7.45e-02
v -5.65e-01 4.09e-02 7.20e-02
p -5.49e-01 2.64e-02 4.56e-02
y -5.45e-01 2.03e-02 3.49e-02
f -5.34e-01 2.37e-02 4.04e-02
d 5.14e-01 9.70e-02 5.80e-02
i -4.86e-01 3.53e-02 5.74e-02
l -2.84e-01 6.94e-02 9.22e-02
h 2.81e-01 3.05e-02 2.30e-02
q 2.67e-01 4.84e-02 3.71e-02
t 2.58e-01 7.02e-02 5.43e-02
s 1.38e-01 6.72e-02 5.85e-02
a 1.24e-01 9.25e-02 8.17e-02
k 1.23e-01 6.64e-02 5.87e-02
r 1.09e-01 5.69e-02 5.11e-02
w -1.08e-01 1.25e-02 1.39e-02
n -9.64e-02 3.89e-02 4.28e-02
00 00 D SM aa 0 0.071 g -1.01e+00 2.70e-02 7.44e-02
i -6.74e-01 2.93e-02 5.74e-02
v -5.96e-01 3.96e-02 7.19e-02
p 5.51e-01 7.98e-02 4.60e-02
t 5.11e-01 9.10e-02 5.46e-02
s 3.75e-01 8.61e-02 5.92e-02
w -3.69e-01 9.54e-03 1.38e-02
c 3.19e-01 1.97e-02 1.43e-02
n 2.74e-01 5.64e-02 4.29e-02
f -2.37e-01 3.18e-02 4.03e-02
l -2.04e-01 7.48e-02 9.17e-02
y -1.98e-01 2.86e-02 3.49e-02
d 1.76e-01 6.94e-02 5.83e-02
h 1.26e-01 2.61e-02 2.30e-02
m -9.27e-02 1.94e-02 2.12e-02
e 8.50e-02 7.41e-02 6.80e-02
q 6.43e-02 3.95e-02 3.70e-02
a 4.21e-02 8.49e-02 8.14e-02
k 3.25e-02 6.07e-02 5.87e-02
r 2.68e-02 5.23e-02 5.10e-02
02 02 D SM aa 2 0.061 p -1.35e+00 1.18e-02 4.56e-02
g -6.57e-01 3.86e-02 7.45e-02
d 5.29e-01 9.88e-02 5.82e-02
n 4.26e-01 6.56e-02 4.28e-02
k 4.21e-01 8.92e-02 5.86e-02
i -2.62e-01 4.43e-02 5.75e-02
e -2.49e-01 5.31e-02 6.81e-02
v -2.41e-01 5.66e-02 7.21e-02
h 2.28e-01 2.89e-02 2.30e-02
w 2.15e-01 1.72e-02 1.39e-02
c -1.70e-01 1.21e-02 1.43e-02
r -1.34e-01 4.46e-02 5.10e-02
q -1.32e-01 3.25e-02 3.70e-02
y 1.25e-01 3.96e-02 3.49e-02
l 1.22e-01 1.04e-01 9.21e-02
m 1.20e-01 2.39e-02 2.12e-02
s 1.02e-01 6.50e-02 5.87e-02
a -7.17e-02 7.60e-02 8.16e-02
t 4.16e-02 5.67e-02 5.44e-02
f 2.55e-02 4.15e-02 4.04e-02
05 05 D SM aa 5 0.047 p -8.60e-01 1.93e-02 4.56e-02
g -7.13e-01 3.65e-02 7.45e-02
d -4.02e-01 3.88e-02 5.79e-02
w 3.58e-01 1.99e-02 1.39e-02
l 3.56e-01 1.32e-01 9.21e-02
y 3.27e-01 4.84e-02 3.49e-02
a 2.95e-01 1.10e-01 8.18e-02
v -2.51e-01 5.59e-02 7.19e-02
s -2.10e-01 4.75e-02 5.86e-02
r 1.99e-01 6.24e-02 5.11e-02
k 1.93e-01 7.13e-02 5.88e-02
m 1.38e-01 2.44e-02 2.13e-02
n -9.69e-02 3.89e-02 4.29e-02
q 7.17e-02 3.98e-02 3.71e-02
e -6.80e-02 6.37e-02 6.82e-02
c -5.76e-02 1.35e-02 1.44e-02
f 3.56e-02 4.18e-02 4.04e-02
h 1.90e-02 2.35e-02 2.30e-02
t 1.18e-02 5.49e-02 5.42e-02
i 9.90e-03 5.79e-02 5.74e-02
03 03 D SM aa 3 0.037 w 5.75e-01 2.47e-02 1.39e-02
e 4.12e-01 1.03e-01 6.82e-02
i -4.04e-01 3.84e-02 5.75e-02
n -3.93e-01 2.89e-02 4.28e-02
k -3.85e-01 3.99e-02 5.86e-02
v -3.77e-01 4.94e-02 7.21e-02
c 3.75e-01 2.08e-02 1.43e-02
t 2.89e-01 7.26e-02 5.43e-02
r -2.81e-01 3.85e-02 5.10e-02
p 2.38e-01 5.78e-02 4.55e-02
y 2.11e-01 4.32e-02 3.50e-02
g -1.88e-01 6.17e-02 7.45e-02
f 1.82e-01 4.85e-02 4.04e-02
m -1.47e-01 1.83e-02 2.12e-02
a -1.23e-01 7.22e-02 8.17e-02
d 1.19e-01 6.55e-02 5.81e-02
q -1.17e-01 3.30e-02 3.71e-02
s 1.09e-01 6.54e-02 5.87e-02
h 4.45e-02 2.41e-02 2.30e-02
l 2.18e-02 9.42e-02 9.22e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.348
08 0.348 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.620
10 -0.620 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.577
12 -0.577 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.312
14 -0.312 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.173
16 -0.173 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.421
18 -0.421 1.000
DATA_CLASS 125
CLASS 125 - weight 4652 normalized weight 0.003 relative strength 5.39e-02 *******
class cross entropy w.r.t. global class 1.21e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.977 ( 2.25e+00 4.18e-01) 3.45e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.977 ( 4.82e+00 4.00e-01) 6.89e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.909 (-4.97e-01 4.00e-01) 3.26e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.909 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.907 (-3.63e-01 4.10e-01) 2.86e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.907 ( 4.95e+00 4.00e-01) 1.01e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.903 (-5.51e-01 4.00e-01) 3.43e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.903 ( 5.09e+00 4.00e-01) 1.36e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.846 (-3.64e-01 4.00e-01) 2.95e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.846 ( 5.05e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.786 (-1.27e-01 4.00e-01) 2.35e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.786 ( 4.67e+00 4.00e-01) 3.13e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.509 p 1.98e+00 3.31e-01 4.56e-02
c -1.24e+00 4.14e-03 1.43e-02
f -1.17e+00 1.25e-02 4.04e-02
g -1.07e+00 2.56e-02 7.45e-02
y -1.02e+00 1.26e-02 3.49e-02
m -9.68e-01 8.08e-03 2.13e-02
l -9.58e-01 3.54e-02 9.22e-02
i -9.44e-01 2.23e-02 5.74e-02
v -9.41e-01 2.81e-02 7.20e-02
w -7.89e-01 6.31e-03 1.39e-02
n -6.76e-01 2.18e-02 4.28e-02
h -5.68e-01 1.30e-02 2.30e-02
a -4.26e-01 5.34e-02 8.17e-02
e 3.68e-01 9.85e-02 6.82e-02
k 3.22e-01 8.10e-02 5.87e-02
r -1.90e-01 4.22e-02 5.11e-02
t -1.57e-01 4.64e-02 5.43e-02
d 1.01e-01 6.42e-02 5.80e-02
q -5.06e-02 3.52e-02 3.71e-02
s -9.08e-03 5.80e-02 5.85e-02
03 03 D SM aa 3 0.438 p -2.96e+00 2.36e-03 4.55e-02
g -1.77e+00 1.26e-02 7.45e-02
d 1.34e+00 2.22e-01 5.81e-02
v -1.29e+00 1.99e-02 7.21e-02
s 1.08e+00 1.72e-01 5.87e-02
a -9.70e-01 3.09e-02 8.17e-02
n 9.54e-01 1.11e-01 4.28e-02
h 8.11e-01 5.18e-02 2.30e-02
i -7.91e-01 2.61e-02 5.75e-02
c 7.12e-01 2.92e-02 1.43e-02
y -6.85e-01 1.76e-02 3.50e-02
k -6.73e-01 2.99e-02 5.86e-02
f -6.33e-01 2.15e-02 4.04e-02
e -6.01e-01 3.74e-02 6.82e-02
m -5.63e-01 1.21e-02 2.12e-02
l -5.03e-01 5.58e-02 9.22e-02
r -2.90e-01 3.82e-02 5.10e-02
w -2.79e-01 1.05e-02 1.39e-02
t 1.67e-01 6.42e-02 5.43e-02
q -7.67e-02 3.43e-02 3.71e-02
02 02 D SM aa 2 0.122 p -3.05e+00 2.15e-03 4.56e-02
v -1.13e+00 2.32e-02 7.21e-02
i -1.05e+00 2.01e-02 5.75e-02
n 6.49e-01 8.20e-02 4.28e-02
q 5.59e-01 6.48e-02 3.70e-02
g -4.96e-01 4.54e-02 7.45e-02
s 3.73e-01 8.53e-02 5.87e-02
w -3.49e-01 9.78e-03 1.39e-02
k 3.26e-01 8.11e-02 5.86e-02
r 3.24e-01 7.05e-02 5.10e-02
t 2.46e-01 6.96e-02 5.44e-02
h 2.45e-01 2.94e-02 2.30e-02
m 1.59e-01 2.49e-02 2.12e-02
f 1.41e-01 4.65e-02 4.04e-02
a 1.03e-01 9.04e-02 8.16e-02
y -8.14e-02 3.22e-02 3.49e-02
l -7.90e-02 8.51e-02 9.21e-02
c -3.43e-02 1.38e-02 1.43e-02
e -2.83e-02 6.62e-02 6.81e-02
d -1.02e-02 5.76e-02 5.82e-02
05 05 D SM aa 5 0.122 p -1.38e+00 1.15e-02 4.56e-02
i -9.36e-01 2.25e-02 5.74e-02
g -7.38e-01 3.56e-02 7.45e-02
d 6.90e-01 1.15e-01 5.79e-02
c -6.62e-01 7.40e-03 1.44e-02
v -6.53e-01 3.74e-02 7.19e-02
e 6.49e-01 1.31e-01 6.82e-02
m -4.93e-01 1.30e-02 2.13e-02
n 4.71e-01 6.87e-02 4.29e-02
l -4.31e-01 5.99e-02 9.21e-02
s 2.70e-01 7.67e-02 5.86e-02
h 2.49e-01 2.95e-02 2.30e-02
w 2.33e-01 1.75e-02 1.39e-02
r 2.14e-01 6.33e-02 5.11e-02
k 6.08e-02 6.25e-02 5.88e-02
t 3.54e-02 5.62e-02 5.42e-02
y 3.18e-02 3.61e-02 3.49e-02
a -3.14e-02 7.93e-02 8.18e-02
q -2.08e-02 3.63e-02 3.71e-02
f 2.66e-03 4.05e-02 4.04e-02
00 00 D SM aa 0 0.118 g -1.16e+00 2.34e-02 7.44e-02
l 7.44e-01 1.93e-01 9.17e-02
w 6.77e-01 2.72e-02 1.38e-02
k -6.34e-01 3.12e-02 5.87e-02
d -5.91e-01 3.23e-02 5.83e-02
n -5.16e-01 2.56e-02 4.29e-02
m 4.85e-01 3.45e-02 2.12e-02
t -4.60e-01 3.45e-02 5.46e-02
i 4.52e-01 9.02e-02 5.74e-02
r -3.81e-01 3.48e-02 5.10e-02
f 3.13e-01 5.51e-02 4.03e-02
e -2.52e-01 5.29e-02 6.80e-02
s -2.38e-01 4.66e-02 5.92e-02
q -2.15e-01 2.99e-02 3.70e-02
a 1.83e-01 9.78e-02 8.14e-02
y 1.78e-01 4.16e-02 3.49e-02
c 1.28e-01 1.62e-02 1.43e-02
h -1.07e-01 2.06e-02 2.30e-02
p -9.88e-02 4.17e-02 4.60e-02
v -1.41e-02 7.09e-02 7.19e-02
01 01 D SM aa 1 0.096 p -1.64e+00 8.92e-03 4.58e-02
g -7.67e-01 3.46e-02 7.44e-02
l 6.80e-01 1.81e-01 9.20e-02
m 5.36e-01 3.62e-02 2.12e-02
v -4.99e-01 4.38e-02 7.21e-02
d -4.99e-01 3.53e-02 5.82e-02
t -3.11e-01 3.99e-02 5.45e-02
f 3.05e-01 5.48e-02 4.04e-02
a 2.83e-01 1.08e-01 8.15e-02
i -1.97e-01 4.72e-02 5.75e-02
c 1.48e-01 1.66e-02 1.43e-02
w 1.43e-01 1.60e-02 1.38e-02
s 1.16e-01 6.61e-02 5.88e-02
q -1.09e-01 3.32e-02 3.70e-02
k 8.45e-02 6.38e-02 5.86e-02
n -7.74e-02 3.96e-02 4.28e-02
y 5.67e-02 3.69e-02 3.49e-02
e -4.35e-02 6.52e-02 6.81e-02
r -2.88e-02 4.95e-02 5.09e-02
h -1.26e-02 2.27e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.294
08 -0.294 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.260
10 -0.260 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.334
12 -0.334 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.175
14 0.175 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.364
16 -0.364 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.598
18 -0.598 1.000
DATA_CLASS 126
CLASS 126 - weight 4647 normalized weight 0.003 relative strength 6.68e-01 *******
class cross entropy w.r.t. global class 1.57e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
00 00 D SM aa 0 1.575 p -7.63e+00 2.22e-05 4.60e-02
a -6.80e+00 9.08e-05 8.14e-02
c -6.56e+00 2.02e-05 1.43e-02
h -6.48e+00 3.51e-05 2.30e-02
i -6.29e+00 1.07e-04 5.74e-02
w -6.01e+00 3.40e-05 1.38e-02
l -4.38e+00 1.15e-03 9.17e-02
f -4.01e+00 7.29e-04 4.03e-02
v -3.60e+00 1.97e-03 7.19e-02
y -2.68e+00 2.39e-03 3.49e-02
g -2.33e+00 7.24e-03 7.44e-02
t 2.27e+00 5.26e-01 5.46e-02
m -2.24e+00 2.26e-03 2.12e-02
e -1.73e+00 1.21e-02 6.80e-02
s 1.64e+00 3.05e-01 5.92e-02
q -1.57e+00 7.73e-03 3.70e-02
r -1.18e+00 1.56e-02 5.10e-02
d -9.90e-01 2.17e-02 5.83e-02
k -4.53e-01 3.73e-02 5.87e-02
n 3.09e-01 5.84e-02 4.29e-02
06 08 R MNcn psi0 1.205 ( 2.82e+00 4.00e-01) 4.99e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 1.205 ( 4.75e+00 4.00e-01) 5.15e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.949 (-6.81e-01 4.00e-01) 3.74e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.949 ( 5.26e+00 4.00e-01) 1.79e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.945 (-7.32e-01 4.00e-01) 3.85e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.945 ( 5.18e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.943 (-7.21e-01 4.00e-01) 3.83e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.943 ( 5.18e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.934 (-6.89e-01 4.00e-01) 3.75e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.934 ( 5.18e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.929 (-6.96e-01 4.00e-01) 3.77e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.929 ( 5.13e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.858 p -7.24e+00 3.26e-05 4.55e-02
c -6.38e+00 2.44e-05 1.43e-02
l -2.42e+00 8.21e-03 9.22e-02
i -2.22e+00 6.27e-03 5.75e-02
y -1.73e+00 6.18e-03 3.50e-02
e 1.71e+00 3.78e-01 6.82e-02
q 1.61e+00 1.85e-01 3.71e-02
f -1.57e+00 8.36e-03 4.04e-02
v -1.47e+00 1.66e-02 7.21e-02
s -1.38e+00 1.47e-02 5.87e-02
w -1.24e+00 4.01e-03 1.39e-02
k -1.04e+00 2.08e-02 5.86e-02
d 9.58e-01 1.51e-01 5.81e-02
r -8.45e-01 2.19e-02 5.10e-02
t -8.39e-01 2.35e-02 5.43e-02
g -8.11e-01 3.31e-02 7.45e-02
n -7.50e-01 2.02e-02 4.28e-02
m -3.00e-01 1.57e-02 2.12e-02
h -1.97e-01 1.89e-02 2.30e-02
a -1.90e-01 6.75e-02 8.17e-02
02 02 D SM aa 2 0.604 w -3.51e+00 4.16e-04 1.39e-02
i -2.80e+00 3.49e-03 5.75e-02
c -2.33e+00 1.39e-03 1.43e-02
m -2.23e+00 2.27e-03 2.12e-02
e 1.67e+00 3.63e-01 6.81e-02
y -1.65e+00 6.70e-03 3.49e-02
v -1.64e+00 1.40e-02 7.21e-02
f -1.41e+00 9.82e-03 4.04e-02
p -1.36e+00 1.17e-02 4.56e-02
g -1.22e+00 2.19e-02 7.45e-02
l -1.11e+00 3.04e-02 9.21e-02
h -9.72e-01 8.70e-03 2.30e-02
n -8.53e-01 1.83e-02 4.28e-02
q 6.88e-01 7.37e-02 3.70e-02
t -6.17e-01 2.94e-02 5.44e-02
d 5.89e-01 1.05e-01 5.82e-02
a 4.94e-01 1.34e-01 8.16e-02
k 3.01e-01 7.91e-02 5.86e-02
r -2.99e-01 3.78e-02 5.10e-02
s -1.69e-01 4.96e-02 5.87e-02
04 04 D SM aa 4 0.415 p -7.98e+00 1.56e-05 4.56e-02
g -2.79e+00 4.58e-03 7.45e-02
d -2.76e+00 3.68e-03 5.80e-02
h -2.31e+00 2.27e-03 2.30e-02
n -2.29e+00 4.33e-03 4.28e-02
s -1.84e+00 9.25e-03 5.85e-02
e -1.28e+00 1.91e-02 6.82e-02
t -1.25e+00 1.56e-02 5.43e-02
i 9.89e-01 1.54e-01 5.74e-02
l 7.87e-01 2.02e-01 9.22e-02
m 7.41e-01 4.46e-02 2.13e-02
v 5.60e-01 1.26e-01 7.20e-02
r 4.01e-01 7.63e-02 5.11e-02
a 3.70e-01 1.18e-01 8.17e-02
w 3.55e-01 1.98e-02 1.39e-02
f 3.08e-01 5.49e-02 4.04e-02
k 1.25e-01 6.65e-02 5.87e-02
y -1.16e-01 3.11e-02 3.49e-02
q -1.14e-01 3.31e-02 3.71e-02
c -4.87e-02 1.37e-02 1.43e-02
05 05 D SM aa 5 0.224 p -5.38e+00 2.10e-04 4.56e-02
g -1.46e+00 1.73e-02 7.45e-02
q 8.93e-01 9.05e-02 3.71e-02
w -8.50e-01 5.94e-03 1.39e-02
f -8.35e-01 1.75e-02 4.04e-02
t -7.12e-01 2.66e-02 5.42e-02
k 6.91e-01 1.17e-01 5.88e-02
h -6.83e-01 1.16e-02 2.30e-02
r 6.70e-01 1.00e-01 5.11e-02
e 6.56e-01 1.32e-01 6.82e-02
c -6.05e-01 7.84e-03 1.44e-02
s -5.98e-01 3.22e-02 5.86e-02
a 4.93e-01 1.34e-01 8.18e-02
y -4.68e-01 2.19e-02 3.49e-02
v -3.78e-01 4.93e-02 7.19e-02
m -3.41e-01 1.51e-02 2.13e-02
i -2.33e-01 4.54e-02 5.74e-02
n -2.22e-01 3.43e-02 4.29e-02
l -7.52e-02 8.55e-02 9.21e-02
d -3.42e-02 5.60e-02 5.79e-02
01 01 D SM aa 1 0.208 c -2.00e+00 1.94e-03 1.43e-02
g -1.65e+00 1.43e-02 7.44e-02
p 1.15e+00 1.45e-01 4.58e-02
h -1.02e+00 8.30e-03 2.30e-02
e 8.12e-01 1.53e-01 6.81e-02
i -7.58e-01 2.70e-02 5.75e-02
s -6.15e-01 3.18e-02 5.88e-02
t -5.74e-01 3.07e-02 5.45e-02
f -5.53e-01 2.32e-02 4.04e-02
y -5.03e-01 2.11e-02 3.49e-02
d 4.54e-01 9.16e-02 5.82e-02
m -4.13e-01 1.40e-02 2.12e-02
n -3.67e-01 2.97e-02 4.28e-02
v -2.52e-01 5.60e-02 7.21e-02
l -2.27e-01 7.33e-02 9.20e-02
k 1.92e-01 7.10e-02 5.86e-02
r 1.91e-01 6.16e-02 5.09e-02
q 1.51e-01 4.31e-02 3.70e-02
a 8.71e-02 8.89e-02 8.15e-02
w 1.04e-02 1.40e-02 1.38e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.002
08 -0.002 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.069
10 -0.069 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.053
12 -0.053 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.083
14 -0.083 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.063
16 -0.063 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.088
18 -0.088 1.000
DATA_CLASS 127
CLASS 127 - weight 4625 normalized weight 0.003 relative strength 6.36e-01 *******
class cross entropy w.r.t. global class 1.49e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
04 04 D SM aa 4 1.300 p -7.70e+00 2.06e-05 4.56e-02
i -5.95e+00 1.50e-04 5.74e-02
l -5.74e+00 2.97e-04 9.22e-02
h -5.62e+00 8.34e-05 2.30e-02
r -5.03e+00 3.32e-04 5.11e-02
v -4.97e+00 5.01e-04 7.20e-02
c -4.25e+00 2.04e-04 1.43e-02
w -4.10e+00 2.31e-04 1.39e-02
f -2.60e+00 2.99e-03 4.04e-02
t -2.26e+00 5.67e-03 5.43e-02
e 2.17e+00 5.97e-01 6.82e-02
n -1.76e+00 7.34e-03 4.28e-02
g -1.47e+00 1.71e-02 7.45e-02
q 1.00e-00 1.01e-01 3.71e-02
y -8.98e-01 1.42e-02 3.49e-02
k -4.64e-01 3.69e-02 5.87e-02
m -2.95e-01 1.58e-02 2.13e-02
a -2.94e-01 6.09e-02 8.17e-02
d 2.62e-01 7.54e-02 5.80e-02
s 9.34e-02 6.43e-02 5.85e-02
01 01 D SM aa 1 1.073 d -6.24e+00 1.14e-04 5.82e-02
p -5.83e+00 1.35e-04 4.58e-02
g -5.28e+00 3.78e-04 7.44e-02
s -4.83e+00 4.72e-04 5.88e-02
a -4.10e+00 1.36e-03 8.15e-02
y -3.96e+00 6.64e-04 3.49e-02
n -3.11e+00 1.91e-03 4.28e-02
t -3.07e+00 2.52e-03 5.45e-02
w -2.58e+00 1.05e-03 1.38e-02
f -2.35e+00 3.85e-03 4.04e-02
k 1.83e+00 3.66e-01 5.86e-02
h -1.59e+00 4.68e-03 2.30e-02
r 1.51e+00 2.30e-01 5.09e-02
c -1.46e+00 3.33e-03 1.43e-02
v -1.45e+00 1.69e-02 7.21e-02
e 7.49e-01 1.44e-01 6.81e-02
q 5.23e-01 6.25e-02 3.70e-02
m -3.14e-01 1.55e-02 2.12e-02
l -6.45e-02 8.62e-02 9.20e-02
i 5.81e-03 5.79e-02 5.75e-02
06 08 R MNcn psi0 0.947 (-7.14e-01 4.00e-01) 3.84e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.947 ( 5.19e+00 4.00e-01) 1.61e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.943 (-7.25e-01 4.00e-01) 3.84e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.943 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.939 (-7.09e-01 4.00e-01) 3.80e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.939 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.934 (-6.98e-01 4.00e-01) 3.79e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.934 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.933 (-6.99e-01 4.00e-01) 3.77e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.933 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.916 (-6.46e-01 4.00e-01) 3.64e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.916 ( 5.09e+00 4.00e-01) 1.35e+00 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.468 w -4.84e+00 1.10e-04 1.38e-02
c -4.35e+00 1.85e-04 1.43e-02
f -2.89e+00 2.23e-03 4.03e-02
y -2.74e+00 2.25e-03 3.49e-02
g -1.90e+00 1.11e-02 7.44e-02
i -1.72e+00 1.02e-02 5.74e-02
e 1.23e+00 2.32e-01 6.80e-02
r 1.06e+00 1.48e-01 5.10e-02
k 1.04e+00 1.65e-01 5.87e-02
l -8.13e-01 4.07e-02 9.17e-02
v -7.71e-01 3.33e-02 7.19e-02
m -7.71e-01 9.83e-03 2.12e-02
t -6.95e-01 2.72e-02 5.46e-02
s -6.86e-01 2.98e-02 5.92e-02
h -6.78e-01 1.17e-02 2.30e-02
q 5.66e-01 6.52e-02 3.70e-02
n -2.62e-01 3.30e-02 4.29e-02
p -1.19e-01 4.08e-02 4.60e-02
a -1.18e-01 7.24e-02 8.14e-02
d 1.13e-01 6.52e-02 5.83e-02
05 05 D SM aa 5 0.324 p -6.84e+00 4.90e-05 4.56e-02
s -4.41e+00 7.13e-04 5.86e-02
g -1.72e+00 1.33e-02 7.45e-02
c -1.48e+00 3.27e-03 1.44e-02
q -1.10e+00 1.23e-02 3.71e-02
d -1.04e+00 2.05e-02 5.79e-02
t -1.01e+00 1.98e-02 5.42e-02
i 9.80e-01 1.53e-01 5.74e-02
h -9.41e-01 8.99e-03 2.30e-02
l 8.33e-01 2.12e-01 9.21e-02
n -5.85e-01 2.39e-02 4.29e-02
w 4.88e-01 2.26e-02 1.39e-02
e 4.00e-01 1.02e-01 6.82e-02
f 2.80e-01 5.34e-02 4.04e-02
v 2.24e-01 9.00e-02 7.19e-02
m 2.17e-01 2.64e-02 2.13e-02
k 1.95e-01 7.15e-02 5.88e-02
y 1.88e-01 4.21e-02 3.49e-02
r -9.93e-02 4.63e-02 5.11e-02
a -4.25e-02 7.84e-02 8.18e-02
02 02 D SM aa 2 0.302 p -7.23e+00 3.32e-05 4.56e-02
n -1.14e+00 1.37e-02 4.28e-02
s -1.10e+00 1.95e-02 5.87e-02
k -1.08e+00 1.98e-02 5.86e-02
g -1.08e+00 2.54e-02 7.45e-02
d -1.04e+00 2.05e-02 5.82e-02
m 1.01e+00 5.81e-02 2.12e-02
a 9.32e-01 2.07e-01 8.16e-02
q -7.85e-01 1.69e-02 3.70e-02
i 7.03e-01 1.16e-01 5.75e-02
h -6.26e-01 1.23e-02 2.30e-02
l 6.06e-01 1.69e-01 9.21e-02
r -5.92e-01 2.82e-02 5.10e-02
w -5.83e-01 7.75e-03 1.39e-02
t -4.82e-01 3.36e-02 5.44e-02
v 4.10e-01 1.09e-01 7.21e-02
e -2.33e-01 5.40e-02 6.81e-02
y -7.68e-02 3.24e-02 3.49e-02
f 6.81e-02 4.33e-02 4.04e-02
c -3.75e-02 1.38e-02 1.43e-02
03 03 D SM aa 3 0.163 p -2.96e+00 2.35e-03 4.55e-02
t -1.47e+00 1.25e-02 5.43e-02
w -1.16e+00 4.34e-03 1.39e-02
k 7.56e-01 1.25e-01 5.86e-02
g -7.40e-01 3.55e-02 7.45e-02
d -6.96e-01 2.90e-02 5.81e-02
r 5.93e-01 9.23e-02 5.10e-02
s -5.59e-01 3.35e-02 5.87e-02
h -5.33e-01 1.35e-02 2.30e-02
y -4.44e-01 2.24e-02 3.50e-02
a 4.19e-01 1.24e-01 8.17e-02
n -3.70e-01 2.96e-02 4.28e-02
l 3.18e-01 1.27e-01 9.22e-02
v 2.59e-01 9.34e-02 7.21e-02
f -2.20e-01 3.24e-02 4.04e-02
i 2.19e-01 7.16e-02 5.75e-02
m 1.95e-01 2.58e-02 2.12e-02
q -1.75e-01 3.11e-02 3.71e-02
e 1.55e-01 7.96e-02 6.82e-02
c 7.73e-02 1.55e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.057
08 -0.057 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.115
10 -0.115 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.078
12 -0.078 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.052
14 -0.052 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.066
16 -0.066 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.222
18 -0.222 1.000
DATA_CLASS 128
CLASS 128 - weight 4604 normalized weight 0.003 relative strength 6.70e-03 *******
class cross entropy w.r.t. global class 1.01e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.962 (-4.42e-01 4.00e-01) 3.13e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.962 ( 5.01e+00 4.00e-01) 1.16e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.922 (-6.22e-01 4.00e-01) 3.61e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.922 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.896 (-5.42e-01 4.00e-01) 3.40e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.896 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.856 (-4.51e-01 4.00e-01) 3.16e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.856 ( 5.01e+00 4.00e-01) 1.16e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.761 (-2.05e-01 4.39e-01) 2.31e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.761 ( 4.70e+00 4.00e-01) 3.98e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.288 ( 1.49e+00 1.35e+00) 5.06e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.288 ( 4.17e+00 4.41e-01) 8.57e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.270 p -8.17e+00 1.29e-05 4.56e-02
e -1.40e+00 1.68e-02 6.82e-02
h 9.96e-01 6.23e-02 2.30e-02
k -8.91e-01 2.41e-02 5.87e-02
r -8.73e-01 2.13e-02 5.11e-02
a -8.71e-01 3.42e-02 8.17e-02
f 8.45e-01 9.40e-02 4.04e-02
c 8.31e-01 3.29e-02 1.43e-02
n 8.29e-01 9.82e-02 4.28e-02
y 7.52e-01 7.41e-02 3.49e-02
q -7.17e-01 1.81e-02 3.71e-02
t 6.87e-01 1.08e-01 5.43e-02
w -5.42e-01 8.08e-03 1.39e-02
d 4.73e-01 9.32e-02 5.80e-02
m -4.67e-01 1.33e-02 2.13e-02
l -3.61e-01 6.43e-02 9.22e-02
s 3.60e-01 8.39e-02 5.85e-02
i -3.23e-01 4.16e-02 5.74e-02
v -2.81e-01 5.43e-02 7.20e-02
g -2.59e-01 5.75e-02 7.45e-02
00 00 D SM aa 0 0.121 g -1.06e+00 2.57e-02 7.44e-02
w 7.36e-01 2.88e-02 1.38e-02
d -7.20e-01 2.83e-02 5.83e-02
f 6.68e-01 7.86e-02 4.03e-02
p -6.44e-01 2.42e-02 4.60e-02
l 6.13e-01 1.69e-01 9.17e-02
n -5.71e-01 2.42e-02 4.29e-02
m 5.03e-01 3.51e-02 2.12e-02
s -4.40e-01 3.81e-02 5.92e-02
r -3.99e-01 3.42e-02 5.10e-02
c 3.73e-01 2.07e-02 1.43e-02
e -3.58e-01 4.76e-02 6.80e-02
k -3.52e-01 4.13e-02 5.87e-02
t -3.38e-01 3.89e-02 5.46e-02
i 3.32e-01 8.00e-02 5.74e-02
y 3.23e-01 4.82e-02 3.49e-02
q -3.08e-01 2.72e-02 3.70e-02
a 2.26e-01 1.02e-01 8.14e-02
v 1.61e-01 8.45e-02 7.19e-02
h -4.46e-03 2.29e-02 2.30e-02
02 02 D SM aa 2 0.100 v -9.60e-01 2.76e-02 7.21e-02
p -8.45e-01 1.96e-02 4.56e-02
i -7.82e-01 2.63e-02 5.75e-02
g -6.93e-01 3.72e-02 7.45e-02
k 5.89e-01 1.06e-01 5.86e-02
q 5.06e-01 6.14e-02 3.70e-02
f -4.99e-01 2.45e-02 4.04e-02
e 4.52e-01 1.07e-01 6.81e-02
r 3.80e-01 7.45e-02 5.10e-02
s 3.51e-01 8.34e-02 5.87e-02
c -3.28e-01 1.03e-02 1.43e-02
w -2.93e-01 1.03e-02 1.39e-02
y -2.69e-01 2.67e-02 3.49e-02
n 2.26e-01 5.37e-02 4.28e-02
d 1.81e-01 6.97e-02 5.82e-02
t -1.77e-01 4.56e-02 5.44e-02
l -8.64e-02 8.45e-02 9.21e-02
a 8.19e-02 8.86e-02 8.16e-02
m -5.43e-02 2.01e-02 2.12e-02
h 8.82e-03 2.32e-02 2.30e-02
01 01 D SM aa 1 0.089 p -1.29e+00 1.27e-02 4.58e-02
d -8.23e-01 2.55e-02 5.82e-02
g -6.89e-01 3.74e-02 7.44e-02
w 5.65e-01 2.43e-02 1.38e-02
h -5.58e-01 1.31e-02 2.30e-02
l 5.49e-01 1.59e-01 9.20e-02
t -5.13e-01 3.27e-02 5.45e-02
m 4.59e-01 3.36e-02 2.12e-02
e -3.42e-01 4.84e-02 6.81e-02
a 3.15e-01 1.12e-01 8.15e-02
y 2.87e-01 4.65e-02 3.49e-02
r 2.76e-01 6.71e-02 5.09e-02
f 2.12e-01 4.99e-02 4.04e-02
n -2.12e-01 3.46e-02 4.28e-02
v -1.55e-01 6.17e-02 7.21e-02
c 1.09e-01 1.60e-02 1.43e-02
q 7.23e-02 3.98e-02 3.70e-02
s 6.12e-02 6.26e-02 5.88e-02
k 5.84e-02 6.21e-02 5.86e-02
i 5.77e-02 6.10e-02 5.75e-02
03 03 D SM aa 3 0.086 p -1.64e+00 8.80e-03 4.55e-02
g -8.51e-01 3.18e-02 7.45e-02
h 5.63e-01 4.04e-02 2.30e-02
w -5.60e-01 7.93e-03 1.39e-02
v -5.15e-01 4.31e-02 7.21e-02
y 4.78e-01 5.64e-02 3.50e-02
n 4.57e-01 6.77e-02 4.28e-02
k 4.30e-01 9.00e-02 5.86e-02
r 3.98e-01 7.60e-02 5.10e-02
q 3.94e-01 5.50e-02 3.71e-02
i -2.93e-01 4.29e-02 5.75e-02
d -2.07e-01 4.72e-02 5.81e-02
f 1.95e-01 4.91e-02 4.04e-02
c 1.90e-01 1.73e-02 1.43e-02
a -1.56e-01 6.99e-02 8.17e-02
e 1.35e-01 7.81e-02 6.82e-02
t -1.17e-01 4.83e-02 5.43e-02
l -5.00e-02 8.77e-02 9.22e-02
m 3.95e-02 2.21e-02 2.12e-02
s 2.93e-02 6.04e-02 5.87e-02
05 05 D SM aa 5 0.069 v -7.56e-01 3.38e-02 7.19e-02
k 6.40e-01 1.12e-01 5.88e-02
f -5.28e-01 2.38e-02 4.04e-02
s 4.54e-01 9.23e-02 5.86e-02
m -4.46e-01 1.36e-02 2.13e-02
d 4.37e-01 8.97e-02 5.79e-02
i -3.69e-01 3.97e-02 5.74e-02
l -3.42e-01 6.54e-02 9.21e-02
t 2.77e-01 7.16e-02 5.42e-02
c -2.67e-01 1.10e-02 1.44e-02
y -2.60e-01 2.69e-02 3.49e-02
g -2.34e-01 5.90e-02 7.45e-02
p -1.99e-01 3.74e-02 4.56e-02
h -1.92e-01 1.90e-02 2.30e-02
r 1.87e-01 6.17e-02 5.11e-02
q 1.29e-01 4.22e-02 3.71e-02
e -1.28e-01 6.00e-02 6.82e-02
n 8.63e-02 4.67e-02 4.29e-02
w 6.95e-02 1.49e-02 1.39e-02
a -2.45e-02 7.98e-02 8.18e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.270
08 -0.270 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.245
10 -0.245 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.218
12 -0.218 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.352
14 -0.352 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.043
16 0.043 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.635
18 -0.635 1.000
DATA_CLASS 129
CLASS 129 - weight 4604 normalized weight 0.003 relative strength 5.35e-02 *******
class cross entropy w.r.t. global class 1.20e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.906 (-5.20e-01 4.00e-01) 3.32e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.906 ( 5.24e+00 4.00e-01) 1.74e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.902 (-5.53e-01 4.00e-01) 3.44e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.902 ( 5.13e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.893 (-2.80e-01 4.18e-01) 2.61e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.893 ( 4.93e+00 4.00e-01) 9.65e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.881 (-5.60e-01 4.00e-01) 3.44e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.881 ( 5.05e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.843 p 2.32e+00 4.62e-01 4.56e-02
c -2.10e+00 1.76e-03 1.43e-02
d -1.53e+00 1.25e-02 5.80e-02
v -1.38e+00 1.81e-02 7.20e-02
f -1.28e+00 1.12e-02 4.04e-02
n -1.27e+00 1.20e-02 4.28e-02
i -1.11e+00 1.89e-02 5.74e-02
m -9.34e-01 8.36e-03 2.13e-02
l -9.07e-01 3.72e-02 9.22e-02
g -8.80e-01 3.09e-02 7.45e-02
t -7.49e-01 2.56e-02 5.43e-02
e -7.03e-01 3.38e-02 6.82e-02
y -6.22e-01 1.88e-02 3.49e-02
h -5.88e-01 1.28e-02 2.30e-02
w -5.25e-01 8.22e-03 1.39e-02
k 2.82e-01 7.78e-02 5.87e-02
q -2.78e-01 2.81e-02 3.71e-02
a -2.18e-01 6.57e-02 8.17e-02
r 8.27e-02 5.55e-02 5.11e-02
s 3.15e-02 6.04e-02 5.85e-02
08 12 R MNcn psi2 0.840 (-4.27e-01 4.00e-01) 3.10e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.840 ( 4.84e+00 4.00e-01) 7.45e-01 ( 4.54e+00 1.01e+00)
09 13 R MNcn phi3 0.570 ( 4.04e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.570 ( 1.09e+00 6.00e-01) 4.68e-01 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 0.487 p -8.28e+00 1.15e-05 4.55e-02
g -2.63e+00 5.38e-03 7.45e-02
n 1.33e+00 1.63e-01 4.28e-02
h 1.33e+00 8.71e-02 2.30e-02
y 1.17e+00 1.12e-01 3.50e-02
f 1.07e+00 1.18e-01 4.04e-02
e -1.03e+00 2.43e-02 6.82e-02
k -8.95e-01 2.39e-02 5.86e-02
i -8.66e-01 2.42e-02 5.75e-02
v -8.29e-01 3.15e-02 7.21e-02
d 7.95e-01 1.29e-01 5.81e-02
t -7.93e-01 2.46e-02 5.43e-02
c 6.71e-01 2.80e-02 1.43e-02
a -5.71e-01 4.61e-02 8.17e-02
l -5.39e-01 5.38e-02 9.22e-02
s -4.51e-01 3.74e-02 5.87e-02
q -3.96e-01 2.50e-02 3.71e-02
r -3.60e-01 3.56e-02 5.10e-02
m -1.98e-01 1.74e-02 2.12e-02
w -3.19e-04 1.39e-02 1.39e-02
05 05 D SM aa 5 0.334 v -1.77e+00 1.23e-02 7.19e-02
i -1.65e+00 1.10e-02 5.74e-02
c -1.48e+00 3.28e-03 1.44e-02
l -1.47e+00 2.12e-02 9.21e-02
p -1.40e+00 1.13e-02 4.56e-02
d 1.22e+00 1.96e-01 5.79e-02
e 8.83e-01 1.65e-01 6.82e-02
m -8.26e-01 9.31e-03 2.13e-02
n 7.47e-01 9.05e-02 4.29e-02
f -7.23e-01 1.96e-02 4.04e-02
h 6.22e-01 4.29e-02 2.30e-02
y -4.76e-01 2.17e-02 3.49e-02
q 3.69e-01 5.36e-02 3.71e-02
a -3.46e-01 5.79e-02 8.18e-02
r -3.12e-01 3.74e-02 5.11e-02
t -2.97e-01 4.03e-02 5.42e-02
s 2.22e-01 7.32e-02 5.86e-02
g -1.76e-01 6.25e-02 7.45e-02
w -3.39e-02 1.34e-02 1.39e-02
k -1.54e-02 5.79e-02 5.88e-02
01 01 D SM aa 1 0.149 p -1.55e+00 9.75e-03 4.58e-02
g -1.25e+00 2.13e-02 7.44e-02
c -9.26e-01 5.67e-03 1.43e-02
f -7.81e-01 1.85e-02 4.04e-02
v -7.51e-01 3.40e-02 7.21e-02
e 6.90e-01 1.36e-01 6.81e-02
k 6.62e-01 1.14e-01 5.86e-02
q 6.46e-01 7.06e-02 3.70e-02
i -4.85e-01 3.54e-02 5.75e-02
r 4.60e-01 8.07e-02 5.09e-02
y -3.44e-01 2.47e-02 3.49e-02
l -2.42e-01 7.22e-02 9.20e-02
a 1.82e-01 9.78e-02 8.15e-02
s 1.75e-01 7.01e-02 5.88e-02
t -1.65e-01 4.62e-02 5.45e-02
d 7.37e-02 6.26e-02 5.82e-02
w -7.29e-02 1.29e-02 1.38e-02
n 3.88e-02 4.45e-02 4.28e-02
m -2.28e-02 2.07e-02 2.12e-02
h -1.32e-03 2.29e-02 2.30e-02
00 00 D SM aa 0 0.111 d -1.28e+00 1.61e-02 5.83e-02
g -1.19e+00 2.27e-02 7.44e-02
n -6.97e-01 2.14e-02 4.29e-02
t -5.87e-01 3.03e-02 5.46e-02
e -5.48e-01 3.93e-02 6.80e-02
l 5.43e-01 1.58e-01 9.17e-02
f 4.13e-01 6.09e-02 4.03e-02
k 4.05e-01 8.80e-02 5.87e-02
m 3.63e-01 3.06e-02 2.12e-02
w 3.47e-01 1.95e-02 1.38e-02
r 3.31e-01 7.09e-02 5.10e-02
h -3.24e-01 1.66e-02 2.30e-02
y 2.53e-01 4.49e-02 3.49e-02
s -2.44e-01 4.63e-02 5.92e-02
a 2.34e-01 1.03e-01 8.14e-02
p -1.72e-01 3.87e-02 4.60e-02
i 1.42e-01 6.62e-02 5.74e-02
q 1.27e-01 4.21e-02 3.70e-02
c 9.81e-02 1.58e-02 1.43e-02
v -4.52e-02 6.87e-02 7.19e-02
02 02 D SM aa 2 0.104 p -1.50e+00 1.01e-02 4.56e-02
g -1.42e+00 1.80e-02 7.45e-02
k 6.22e-01 1.09e-01 5.86e-02
w -6.13e-01 7.51e-03 1.39e-02
q 4.93e-01 6.06e-02 3.70e-02
r 4.60e-01 8.08e-02 5.10e-02
v -4.15e-01 4.76e-02 7.21e-02
h 3.88e-01 3.39e-02 2.30e-02
e 3.38e-01 9.56e-02 6.81e-02
c -3.16e-01 1.04e-02 1.43e-02
i -3.13e-01 4.21e-02 5.75e-02
f -2.94e-01 3.01e-02 4.04e-02
n 2.60e-01 5.56e-02 4.28e-02
a 1.84e-01 9.81e-02 8.16e-02
s -1.36e-01 5.13e-02 5.87e-02
m -1.23e-01 1.88e-02 2.12e-02
l -8.27e-02 8.48e-02 9.21e-02
y 7.10e-02 3.75e-02 3.49e-02
t -4.51e-02 5.20e-02 5.44e-02
d -3.56e-02 5.61e-02 5.82e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.220
08 -0.220 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.091
10 -0.091 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.226
12 -0.226 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.327
14 -0.327 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.171
16 -0.171 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.629
18 -0.629 1.000
DATA_CLASS 130
CLASS 130 - weight 4599 normalized weight 0.003 relative strength 8.75e-06 *******
class cross entropy w.r.t. global class 8.11e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 0.938 ( 2.79e+00 1.49e+00) 1.18e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.938 ( 1.89e+00 1.66e+00) 6.47e-01 ( 8.13e-01 1.53e+00)
10 16 R MNcn psi4 0.917 (-5.75e-01 4.00e-01) 3.46e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.917 ( 5.19e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.914 (-5.16e-01 4.00e-01) 3.31e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.914 ( 5.07e+00 4.00e-01) 1.31e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.691 g 1.90e+00 4.99e-01 7.45e-02
i -1.47e+00 1.33e-02 5.75e-02
v -1.33e+00 1.90e-02 7.21e-02
p -1.22e+00 1.34e-02 4.56e-02
l -1.04e+00 3.26e-02 9.21e-02
k -9.69e-01 2.22e-02 5.86e-02
e -8.46e-01 2.92e-02 6.81e-02
q -8.34e-01 1.61e-02 3.70e-02
a -6.79e-01 4.14e-02 8.16e-02
t -5.89e-01 3.02e-02 5.44e-02
w -5.86e-01 7.72e-03 1.39e-02
m -5.79e-01 1.19e-02 2.12e-02
f -4.78e-01 2.51e-02 4.04e-02
r -4.77e-01 3.16e-02 5.10e-02
y -4.48e-01 2.23e-02 3.49e-02
c -4.20e-01 9.40e-03 1.43e-02
h -3.89e-01 1.56e-02 2.30e-02
d -1.08e-01 5.22e-02 5.82e-02
n 9.30e-02 4.70e-02 4.28e-02
s 3.19e-02 6.06e-02 5.87e-02
03 03 D SM aa 3 0.389 i -1.84e+00 9.14e-03 5.75e-02
w -1.67e+00 2.61e-03 1.39e-02
v -1.66e+00 1.36e-02 7.21e-02
m -1.23e+00 6.20e-03 2.12e-02
g 1.13e+00 2.31e-01 7.45e-02
l -9.95e-01 3.41e-02 9.22e-02
n 8.84e-01 1.04e-01 4.28e-02
d 8.71e-01 1.39e-01 5.81e-02
s 8.58e-01 1.38e-01 5.87e-02
f -8.22e-01 1.78e-02 4.04e-02
e -7.53e-01 3.21e-02 6.82e-02
a -7.37e-01 3.91e-02 8.17e-02
k -7.26e-01 2.83e-02 5.86e-02
y -7.09e-01 1.72e-02 3.50e-02
q -6.66e-01 1.90e-02 3.71e-02
r -5.94e-01 2.82e-02 5.10e-02
p -5.19e-01 2.71e-02 4.55e-02
t 2.72e-01 7.13e-02 5.43e-02
c 2.61e-01 1.86e-02 1.43e-02
h 1.69e-02 2.34e-02 2.30e-02
09 14 R MNcn psi3 0.377 ( 2.01e+00 1.38e+00) 8.71e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.377 ( 3.72e+00 1.35e+00) 6.10e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.147 ( 1.41e+00 1.44e+00) 4.07e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.147 ( 4.56e+00 5.92e-01) 2.37e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.121 ( 1.26e+00 1.50e+00) 2.98e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.121 ( 4.48e+00 6.00e-01) 9.76e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.102 p 1.16e+00 1.45e-01 4.56e-02
g -7.32e-01 3.58e-02 7.45e-02
n -7.28e-01 2.07e-02 4.28e-02
w 7.09e-01 2.82e-02 1.39e-02
h -2.76e-01 1.75e-02 2.30e-02
r -2.48e-01 3.98e-02 5.11e-02
f -2.43e-01 3.17e-02 4.04e-02
d -2.11e-01 4.70e-02 5.80e-02
t -2.11e-01 4.39e-02 5.43e-02
v -2.01e-01 5.88e-02 7.20e-02
a 1.62e-01 9.61e-02 8.17e-02
k -1.45e-01 5.08e-02 5.87e-02
c -1.30e-01 1.26e-02 1.43e-02
q -6.68e-02 3.47e-02 3.71e-02
m 5.96e-02 2.26e-02 2.13e-02
i -4.69e-02 5.48e-02 5.74e-02
s 3.95e-02 6.09e-02 5.85e-02
e 3.77e-02 7.09e-02 6.82e-02
y 3.25e-02 3.61e-02 3.49e-02
l -2.25e-03 9.20e-02 9.22e-02
05 05 D SM aa 5 0.057 p -6.35e-01 2.42e-02 4.56e-02
i -5.93e-01 3.17e-02 5.74e-02
e 5.88e-01 1.23e-01 6.82e-02
v -5.41e-01 4.19e-02 7.19e-02
d 4.02e-01 8.66e-02 5.79e-02
m -3.82e-01 1.45e-02 2.13e-02
s 3.29e-01 8.14e-02 5.86e-02
l -2.79e-01 6.97e-02 9.21e-02
h 2.17e-01 2.86e-02 2.30e-02
y -2.17e-01 2.81e-02 3.49e-02
w 2.16e-01 1.73e-02 1.39e-02
g -1.83e-01 6.21e-02 7.45e-02
q 1.66e-01 4.38e-02 3.71e-02
f -1.23e-01 3.57e-02 4.04e-02
n 1.15e-01 4.81e-02 4.29e-02
a 8.81e-02 8.93e-02 8.18e-02
k -6.78e-02 5.49e-02 5.88e-02
c 4.65e-02 1.50e-02 1.44e-02
r -1.16e-02 5.06e-02 5.11e-02
t -1.06e-02 5.37e-02 5.42e-02
00 00 D SM aa 0 0.025 c 7.62e-01 3.06e-02 1.43e-02
y 4.02e-01 5.21e-02 3.49e-02
e -3.82e-01 4.64e-02 6.80e-02
f 2.92e-01 5.40e-02 4.03e-02
w 2.40e-01 1.75e-02 1.38e-02
h 2.33e-01 2.90e-02 2.30e-02
l -2.24e-01 7.33e-02 9.17e-02
p 2.00e-01 5.62e-02 4.60e-02
k -1.63e-01 4.99e-02 5.87e-02
s 1.59e-01 6.94e-02 5.92e-02
q -1.43e-01 3.21e-02 3.70e-02
d -1.34e-01 5.10e-02 5.83e-02
g -1.33e-01 6.51e-02 7.44e-02
r -1.28e-01 4.49e-02 5.10e-02
m -9.87e-02 1.92e-02 2.12e-02
a -8.36e-02 7.49e-02 8.14e-02
i 8.07e-02 6.23e-02 5.74e-02
v 4.96e-02 7.56e-02 7.19e-02
t -4.78e-02 5.20e-02 5.46e-02
n 3.71e-02 4.45e-02 4.29e-02
01 01 D SM aa 1 0.015 c 4.12e-01 2.16e-02 1.43e-02
h 3.42e-01 3.24e-02 2.30e-02
s 2.83e-01 7.81e-02 5.88e-02
m 2.51e-01 2.73e-02 2.12e-02
t 2.35e-01 6.90e-02 5.45e-02
r -2.27e-01 4.06e-02 5.09e-02
e -2.18e-01 5.47e-02 6.81e-02
a -1.73e-01 6.86e-02 8.15e-02
k -1.60e-01 5.00e-02 5.86e-02
q -1.52e-01 3.18e-02 3.70e-02
l -1.29e-01 8.08e-02 9.20e-02
f 1.19e-01 4.55e-02 4.04e-02
p 9.29e-02 5.03e-02 4.58e-02
i -8.76e-02 5.27e-02 5.75e-02
g -7.43e-02 6.91e-02 7.44e-02
d 7.09e-02 6.25e-02 5.82e-02
w -6.68e-02 1.29e-02 1.38e-02
n 6.66e-02 4.58e-02 4.28e-02
y 4.03e-02 3.63e-02 3.49e-02
v -2.73e-02 7.01e-02 7.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.267
08 -0.267 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.260
10 -0.260 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.002
12 -0.002 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.120
14 0.120 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.266
16 -0.266 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.431
18 -0.431 1.000
DATA_CLASS 131
CLASS 131 - weight 4595 normalized weight 0.003 relative strength 1.24e-04 *******
class cross entropy w.r.t. global class 1.24e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.126 ( 1.25e+00 4.00e-01) 8.24e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.126 ( 1.17e+00 1.53e+00) 2.32e-01 ( 8.11e-01 1.53e+00)
11 18 R MNcn psi5 0.929 (-4.78e-01 4.00e-01) 3.22e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.929 ( 5.05e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.915 (-5.00e-01 4.00e-01) 3.27e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.915 ( 5.09e+00 4.00e-01) 1.37e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.860 p -5.26e+00 2.37e-04 4.55e-02
i -2.67e+00 3.98e-03 5.75e-02
v -2.49e+00 6.00e-03 7.21e-02
g 1.96e+00 5.28e-01 7.45e-02
t -1.54e+00 1.17e-02 5.43e-02
l -1.23e+00 2.71e-02 9.22e-02
m -1.03e+00 7.59e-03 2.12e-02
r -8.45e-01 2.19e-02 5.10e-02
a -7.01e-01 4.05e-02 8.17e-02
f -6.92e-01 2.02e-02 4.04e-02
k -6.81e-01 2.96e-02 5.86e-02
s -6.80e-01 2.97e-02 5.87e-02
q -6.59e-01 1.92e-02 3.71e-02
n 6.35e-01 8.08e-02 4.28e-02
w -5.87e-01 7.72e-03 1.39e-02
e -5.05e-01 4.12e-02 6.82e-02
y -4.94e-01 2.13e-02 3.50e-02
c -4.70e-01 8.95e-03 1.43e-02
d 1.82e-01 6.97e-02 5.81e-02
h 6.39e-02 2.45e-02 2.30e-02
08 12 R MNcn psi2 0.283 ( 1.81e+00 1.29e+00) 7.71e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.283 ( 4.72e+00 5.53e-01) 3.23e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.204 ( 1.44e+00 1.34e+00) 4.64e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.204 ( 4.54e+00 5.27e-01) 3.18e-03 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.180 ( 1.60e+00 1.36e+00) 5.74e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.180 ( 4.55e+00 5.92e-01) 3.14e-03 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.094 p 9.68e-01 1.20e-01 4.56e-02
g -6.90e-01 3.73e-02 7.45e-02
l -5.83e-01 5.14e-02 9.21e-02
t 4.52e-01 8.55e-02 5.44e-02
i -4.24e-01 3.77e-02 5.75e-02
v -4.13e-01 4.77e-02 7.21e-02
m -4.04e-01 1.42e-02 2.12e-02
d 3.71e-01 8.43e-02 5.82e-02
a -3.22e-01 5.91e-02 8.16e-02
h 3.15e-01 3.15e-02 2.30e-02
s 2.05e-01 7.21e-02 5.87e-02
y 1.53e-01 4.07e-02 3.49e-02
w 1.50e-01 1.61e-02 1.39e-02
f -1.20e-01 3.58e-02 4.04e-02
e -9.42e-02 6.20e-02 6.81e-02
n 7.85e-02 4.63e-02 4.28e-02
c -5.65e-02 1.35e-02 1.43e-02
k -1.66e-02 5.76e-02 5.86e-02
q -1.37e-02 3.65e-02 3.70e-02
r -1.31e-02 5.03e-02 5.10e-02
05 05 D SM aa 5 0.077 v -8.69e-01 3.02e-02 7.19e-02
i -8.60e-01 2.43e-02 5.74e-02
p -7.62e-01 2.13e-02 4.56e-02
e 6.23e-01 1.27e-01 6.82e-02
d 5.36e-01 9.90e-02 5.79e-02
w 2.93e-01 1.86e-02 1.39e-02
k -2.93e-01 4.39e-02 5.88e-02
r -2.59e-01 3.95e-02 5.11e-02
h 2.53e-01 2.97e-02 2.30e-02
l -2.09e-01 7.48e-02 9.21e-02
m -1.56e-01 1.82e-02 2.13e-02
c -1.38e-01 1.25e-02 1.44e-02
n 1.24e-01 4.85e-02 4.29e-02
a 1.21e-01 9.23e-02 8.18e-02
g 1.07e-01 8.29e-02 7.45e-02
y 9.48e-02 3.84e-02 3.49e-02
q 8.89e-02 4.05e-02 3.71e-02
t 5.37e-02 5.72e-02 5.42e-02
f 3.80e-02 4.19e-02 4.04e-02
s 9.88e-03 5.92e-02 5.86e-02
04 04 D SM aa 4 0.031 p 5.09e-01 7.59e-02 4.56e-02
n -4.00e-01 2.87e-02 4.28e-02
d -3.89e-01 3.93e-02 5.80e-02
w 3.71e-01 2.01e-02 1.39e-02
g -3.67e-01 5.16e-02 7.45e-02
f 3.10e-01 5.50e-02 4.04e-02
a 2.95e-01 1.10e-01 8.17e-02
k -2.46e-01 4.59e-02 5.87e-02
v -2.19e-01 5.78e-02 7.20e-02
r -1.58e-01 4.36e-02 5.11e-02
i -1.17e-01 5.11e-02 5.74e-02
y 1.16e-01 3.93e-02 3.49e-02
e 1.16e-01 7.66e-02 6.82e-02
q -7.67e-02 3.43e-02 3.71e-02
m 6.68e-02 2.27e-02 2.13e-02
h 5.49e-02 2.43e-02 2.30e-02
s 4.71e-02 6.14e-02 5.85e-02
t 2.42e-02 5.56e-02 5.43e-02
c 2.38e-02 1.47e-02 1.43e-02
l 6.90e-04 9.22e-02 9.22e-02
01 01 D SM aa 1 0.022 p 4.45e-01 7.16e-02 4.58e-02
e -3.99e-01 4.57e-02 6.81e-02
k -3.55e-01 4.11e-02 5.86e-02
d -2.42e-01 4.57e-02 5.82e-02
f 2.15e-01 5.01e-02 4.04e-02
y 2.07e-01 4.29e-02 3.49e-02
i 1.88e-01 6.94e-02 5.75e-02
t 1.84e-01 6.55e-02 5.45e-02
h -1.77e-01 1.92e-02 2.30e-02
q -1.64e-01 3.14e-02 3.70e-02
r -1.52e-01 4.37e-02 5.09e-02
w -1.37e-01 1.21e-02 1.38e-02
v 1.18e-01 8.10e-02 7.21e-02
n -1.02e-01 3.87e-02 4.28e-02
a -9.89e-02 7.38e-02 8.15e-02
l 7.87e-02 9.95e-02 9.20e-02
s -6.44e-02 5.52e-02 5.88e-02
g 3.80e-02 7.73e-02 7.44e-02
m 1.58e-02 2.15e-02 2.12e-02
c 1.00e-02 1.45e-02 1.43e-02
00 00 D SM aa 0 0.014 e -3.49e-01 4.80e-02 6.80e-02
d 2.74e-01 7.66e-02 5.83e-02
g -2.71e-01 5.67e-02 7.44e-02
h 2.50e-01 2.95e-02 2.30e-02
k -1.97e-01 4.83e-02 5.87e-02
v 1.96e-01 8.75e-02 7.19e-02
q -1.55e-01 3.17e-02 3.70e-02
m -1.43e-01 1.84e-02 2.12e-02
n 1.41e-01 4.94e-02 4.29e-02
s 1.24e-01 6.70e-02 5.92e-02
p 1.22e-01 5.20e-02 4.60e-02
w -1.11e-01 1.24e-02 1.38e-02
a -9.56e-02 7.40e-02 8.14e-02
t 9.27e-02 5.99e-02 5.46e-02
f 6.45e-02 4.30e-02 4.03e-02
r -5.57e-02 4.82e-02 5.10e-02
i -1.82e-02 5.64e-02 5.74e-02
y 5.19e-03 3.50e-02 3.49e-02
c -3.35e-03 1.42e-02 1.43e-02
l 1.45e-03 9.19e-02 9.17e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.351
08 -0.351 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.227
10 -0.227 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.120
12 -0.120 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.196
14 -0.196 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.439
16 -0.439 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.525
18 -0.525 1.000
DATA_CLASS 132
CLASS 132 - weight 4585 normalized weight 0.003 relative strength 2.86e-02 *******
class cross entropy w.r.t. global class 1.19e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.938 (-6.85e-01 4.00e-01) 3.77e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.938 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.936 ( 2.33e+00 5.26e-01) 2.89e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.936 ( 4.94e+00 4.00e-01) 9.79e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.926 (-6.54e-01 4.00e-01) 3.68e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.926 ( 5.17e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.899 (-5.89e-01 4.00e-01) 3.51e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.899 ( 5.10e+00 4.00e-01) 1.39e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.855 (-4.61e-01 4.00e-01) 3.18e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.855 ( 5.01e+00 4.00e-01) 1.17e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.828 (-1.91e-01 4.00e-01) 2.50e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.828 ( 4.70e+00 4.00e-01) 3.84e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.334 p -3.23e+00 1.80e-03 4.55e-02
d -2.67e+00 4.01e-03 5.81e-02
g -1.45e+00 1.75e-02 7.45e-02
l 1.09e+00 2.75e-01 9.22e-02
e -1.04e+00 2.42e-02 6.82e-02
m 9.91e-01 5.72e-02 2.12e-02
n -9.66e-01 1.63e-02 4.28e-02
s -7.46e-01 2.78e-02 5.87e-02
t -7.18e-01 2.65e-02 5.43e-02
k -5.79e-01 3.28e-02 5.86e-02
f 5.50e-01 7.00e-02 4.04e-02
c 4.61e-01 2.27e-02 1.43e-02
a 3.67e-01 1.18e-01 8.17e-02
q -3.44e-01 2.63e-02 3.71e-02
w 3.41e-01 1.95e-02 1.39e-02
y 2.98e-01 4.71e-02 3.50e-02
i 2.88e-01 7.67e-02 5.75e-02
r -2.48e-01 3.98e-02 5.10e-02
h -1.25e-01 2.03e-02 2.30e-02
v 6.14e-02 7.66e-02 7.21e-02
05 05 D SM aa 5 0.232 p -1.93e+00 6.59e-03 4.56e-02
f -1.44e+00 9.58e-03 4.04e-02
c -1.22e+00 4.23e-03 1.44e-02
i -1.18e+00 1.77e-02 5.74e-02
v -1.14e+00 2.29e-02 7.19e-02
y -9.06e-01 1.41e-02 3.49e-02
d 8.86e-01 1.41e-01 5.79e-02
s 8.19e-01 1.33e-01 5.86e-02
l -8.05e-01 4.12e-02 9.21e-02
w -7.25e-01 6.73e-03 1.39e-02
n 5.81e-01 7.66e-02 4.29e-02
q 5.07e-01 6.15e-02 3.71e-02
k 4.72e-01 9.42e-02 5.88e-02
g -4.03e-01 4.98e-02 7.45e-02
m -3.98e-01 1.43e-02 2.13e-02
r 3.13e-01 6.99e-02 5.11e-02
t -1.86e-01 4.51e-02 5.42e-02
h 1.42e-01 2.66e-02 2.30e-02
a 1.07e-01 9.10e-02 8.18e-02
e 8.87e-02 7.46e-02 6.82e-02
00 00 D SM aa 0 0.199 d -1.44e+00 1.38e-02 5.83e-02
n -1.17e+00 1.32e-02 4.29e-02
g -1.00e+00 2.73e-02 7.44e-02
s -8.73e-01 2.47e-02 5.92e-02
l 7.70e-01 1.98e-01 9.17e-02
e -7.63e-01 3.17e-02 6.80e-02
i 6.53e-01 1.10e-01 5.74e-02
p -5.57e-01 2.63e-02 4.60e-02
t -5.52e-01 3.14e-02 5.46e-02
w 5.51e-01 2.39e-02 1.38e-02
h -5.47e-01 1.33e-02 2.30e-02
m 5.46e-01 3.67e-02 2.12e-02
f 5.13e-01 6.73e-02 4.03e-02
k -4.89e-01 3.60e-02 5.87e-02
v 4.23e-01 1.10e-01 7.19e-02
y 3.35e-01 4.87e-02 3.49e-02
q -3.13e-01 2.71e-02 3.70e-02
c 3.01e-01 1.93e-02 1.43e-02
r -2.67e-01 3.90e-02 5.10e-02
a 2.23e-01 1.02e-01 8.14e-02
04 04 D SM aa 4 0.166 p -4.00e+00 8.33e-04 4.56e-02
d -9.31e-01 2.29e-02 5.80e-02
f 9.00e-01 9.93e-02 4.04e-02
g -7.49e-01 3.52e-02 7.45e-02
l 7.03e-01 1.86e-01 9.22e-02
e -6.39e-01 3.60e-02 6.82e-02
c 5.75e-01 2.55e-02 1.43e-02
m 5.37e-01 3.64e-02 2.13e-02
v -3.95e-01 4.85e-02 7.20e-02
k -3.60e-01 4.09e-02 5.87e-02
w 2.93e-01 1.86e-02 1.39e-02
t 2.37e-01 6.88e-02 5.43e-02
y 2.06e-01 4.30e-02 3.49e-02
r -1.68e-01 4.31e-02 5.11e-02
i -1.63e-01 4.88e-02 5.74e-02
q 1.28e-01 4.21e-02 3.71e-02
s -7.76e-02 5.42e-02 5.85e-02
a 6.46e-02 8.72e-02 8.17e-02
n -5.88e-02 4.04e-02 4.28e-02
h -4.56e-02 2.20e-02 2.30e-02
01 01 D SM aa 1 0.090 p -9.92e-01 1.70e-02 4.58e-02
v -7.34e-01 3.46e-02 7.21e-02
e 6.09e-01 1.25e-01 6.81e-02
y -6.07e-01 1.90e-02 3.49e-02
g -5.51e-01 4.29e-02 7.44e-02
w -5.42e-01 8.05e-03 1.38e-02
i -5.16e-01 3.44e-02 5.75e-02
r 4.64e-01 8.10e-02 5.09e-02
t -3.67e-01 3.78e-02 5.45e-02
c -3.32e-01 1.03e-02 1.43e-02
k 3.22e-01 8.08e-02 5.86e-02
m 3.10e-01 2.89e-02 2.12e-02
a 2.87e-01 1.09e-01 8.15e-02
q 2.74e-01 4.87e-02 3.70e-02
n 2.45e-01 5.47e-02 4.28e-02
s 2.33e-01 7.43e-02 5.88e-02
l -2.17e-01 7.40e-02 9.20e-02
f -1.50e-01 3.48e-02 4.04e-02
h 7.37e-02 2.47e-02 2.30e-02
d 3.64e-02 6.03e-02 5.82e-02
02 02 D SM aa 2 0.071 g -8.57e-01 3.16e-02 7.45e-02
p -7.48e-01 2.16e-02 4.56e-02
v -6.18e-01 3.89e-02 7.21e-02
e 4.99e-01 1.12e-01 6.81e-02
q 4.86e-01 6.02e-02 3.70e-02
i -4.07e-01 3.83e-02 5.75e-02
c -3.60e-01 9.98e-03 1.43e-02
a 3.14e-01 1.12e-01 8.16e-02
m 3.05e-01 2.88e-02 2.12e-02
w 2.96e-01 1.86e-02 1.39e-02
k 2.91e-01 7.83e-02 5.86e-02
f -2.91e-01 3.02e-02 4.04e-02
r 2.11e-01 6.30e-02 5.10e-02
t -1.88e-01 4.51e-02 5.44e-02
l -1.47e-01 7.95e-02 9.21e-02
n 1.46e-01 4.96e-02 4.28e-02
d 1.10e-01 6.50e-02 5.82e-02
h 2.90e-02 2.37e-02 2.30e-02
s 6.85e-03 5.91e-02 5.87e-02
y -6.06e-03 3.47e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.147
08 -0.147 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.110
10 -0.110 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.168
12 -0.168 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.182
14 -0.182 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.468
16 -0.468 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.017
18 0.017 1.000
DATA_CLASS 133
CLASS 133 - weight 4554 normalized weight 0.003 relative strength 3.32e-03 *******
class cross entropy w.r.t. global class 1.05e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 1.157 ( 2.51e+00 4.00e-01) 4.26e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.157 ( 4.98e+00 4.00e-01) 1.09e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.923 p 2.41e+00 5.08e-01 4.55e-02
m -1.48e+00 4.85e-03 2.12e-02
f -1.29e+00 1.11e-02 4.04e-02
y -1.16e+00 1.10e-02 3.50e-02
c -1.05e+00 5.02e-03 1.43e-02
v -1.03e+00 2.57e-02 7.21e-02
h -9.77e-01 8.66e-03 2.30e-02
i -9.38e-01 2.25e-02 5.75e-02
l -8.43e-01 3.97e-02 9.22e-02
g -8.25e-01 3.26e-02 7.45e-02
w -8.24e-01 6.09e-03 1.39e-02
n -7.40e-01 2.04e-02 4.28e-02
t -6.59e-01 2.81e-02 5.43e-02
q -6.35e-01 1.96e-02 3.71e-02
a -5.31e-01 4.80e-02 8.17e-02
e -5.05e-01 4.12e-02 6.82e-02
r -4.70e-01 3.19e-02 5.10e-02
k -3.51e-01 4.12e-02 5.86e-02
s -2.18e-01 4.72e-02 5.87e-02
d -2.14e-01 4.69e-02 5.81e-02
06 08 R MNcn psi0 0.856 (-3.81e-01 4.00e-01) 3.01e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.856 ( 5.04e+00 4.00e-01) 1.24e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.806 ( 2.43e+00 4.22e-01) 3.85e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.806 ( 4.48e+00 5.92e-01) 1.16e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.798 (-1.70e-01 4.09e-01) 2.42e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.798 ( 4.68e+00 4.00e-01) 3.30e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.719 ( 2.27e+00 5.31e-01) 2.75e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.719 ( 4.58e+00 5.45e-01) 5.85e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.247 ( 1.59e+00 1.33e+00) 5.88e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.247 ( 4.66e+00 5.11e-01) 2.26e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.124 p -2.90e+00 2.53e-03 4.58e-02
i -9.83e-01 2.15e-02 5.75e-02
v -7.41e-01 3.44e-02 7.21e-02
g -7.25e-01 3.61e-02 7.44e-02
n 7.20e-01 8.80e-02 4.28e-02
d 5.54e-01 1.01e-01 5.82e-02
s 4.42e-01 9.15e-02 5.88e-02
h 4.38e-01 3.56e-02 2.30e-02
q 2.77e-01 4.89e-02 3.70e-02
c -2.43e-01 1.12e-02 1.43e-02
t 1.93e-01 6.61e-02 5.45e-02
e 1.87e-01 8.21e-02 6.81e-02
w -1.82e-01 1.15e-02 1.38e-02
a -1.58e-01 6.96e-02 8.15e-02
m -1.24e-01 1.87e-02 2.12e-02
k 1.14e-01 6.57e-02 5.86e-02
l -7.26e-02 8.55e-02 9.20e-02
r 5.16e-02 5.36e-02 5.09e-02
y 4.72e-02 3.66e-02 3.49e-02
f -2.27e-02 3.95e-02 4.04e-02
00 00 D SM aa 0 0.086 p 8.76e-01 1.10e-01 4.60e-02
g -8.10e-01 3.31e-02 7.44e-02
v -7.92e-01 3.26e-02 7.19e-02
i -7.45e-01 2.73e-02 5.74e-02
y -3.19e-01 2.53e-02 3.49e-02
s 2.82e-01 7.84e-02 5.92e-02
a 2.64e-01 1.06e-01 8.14e-02
e 2.56e-01 8.79e-02 6.80e-02
k 2.41e-01 7.47e-02 5.87e-02
f -2.22e-01 3.23e-02 4.03e-02
h -2.16e-01 1.85e-02 2.30e-02
m -2.09e-01 1.72e-02 2.12e-02
w -1.67e-01 1.17e-02 1.38e-02
d 1.38e-01 6.69e-02 5.83e-02
n -1.13e-01 3.83e-02 4.29e-02
l -1.05e-01 8.26e-02 9.17e-02
r 1.03e-01 5.65e-02 5.10e-02
q -7.43e-02 3.44e-02 3.70e-02
t -5.06e-02 5.19e-02 5.46e-02
c -7.18e-03 1.42e-02 1.43e-02
02 02 D SM aa 2 0.085 p -2.90e+00 2.51e-03 4.56e-02
g -1.05e+00 2.61e-02 7.45e-02
d -5.33e-01 3.41e-02 5.82e-02
f 3.45e-01 5.71e-02 4.04e-02
m 3.19e-01 2.92e-02 2.12e-02
q 3.09e-01 5.04e-02 3.70e-02
l 2.97e-01 1.24e-01 9.21e-02
e -2.92e-01 5.09e-02 6.81e-02
r 2.65e-01 6.65e-02 5.10e-02
h 2.53e-01 2.96e-02 2.30e-02
n 2.20e-01 5.34e-02 4.28e-02
i 2.19e-01 7.17e-02 5.75e-02
t 1.76e-01 6.49e-02 5.44e-02
c -1.37e-01 1.25e-02 1.43e-02
s -1.28e-01 5.17e-02 5.87e-02
v 1.18e-01 8.11e-02 7.21e-02
k 3.95e-02 6.09e-02 5.86e-02
a 2.79e-02 8.39e-02 8.16e-02
w 2.37e-02 1.42e-02 1.39e-02
y 1.76e-02 3.56e-02 3.49e-02
04 04 D SM aa 4 0.070 g -1.02e+00 2.69e-02 7.45e-02
p 8.97e-01 1.12e-01 4.56e-02
n -4.05e-01 2.86e-02 4.28e-02
k 3.06e-01 7.97e-02 5.87e-02
e -2.97e-01 5.07e-02 6.82e-02
d -2.87e-01 4.36e-02 5.80e-02
v 2.08e-01 8.86e-02 7.20e-02
a -2.08e-01 6.64e-02 8.17e-02
w -2.00e-01 1.14e-02 1.39e-02
y -1.39e-01 3.04e-02 3.49e-02
r 1.07e-01 5.68e-02 5.11e-02
t 7.47e-02 5.85e-02 5.43e-02
l 6.75e-02 9.86e-02 9.22e-02
m -6.70e-02 1.99e-02 2.13e-02
s -5.24e-02 5.55e-02 5.85e-02
q 4.88e-02 3.89e-02 3.71e-02
i -2.16e-02 5.62e-02 5.74e-02
c 1.63e-02 1.46e-02 1.43e-02
f -1.10e-02 3.99e-02 4.04e-02
h -8.38e-03 2.28e-02 2.30e-02
05 05 D SM aa 5 0.050 g -9.73e-01 2.82e-02 7.45e-02
p 6.71e-01 8.92e-02 4.56e-02
t 3.36e-01 7.59e-02 5.42e-02
a -3.04e-01 6.04e-02 8.18e-02
s 2.54e-01 7.55e-02 5.86e-02
w -2.26e-01 1.11e-02 1.39e-02
y 2.12e-01 4.32e-02 3.49e-02
i 1.85e-01 6.90e-02 5.74e-02
l -1.71e-01 7.77e-02 9.21e-02
e -1.52e-01 5.86e-02 6.82e-02
m -1.50e-01 1.83e-02 2.13e-02
n -1.43e-01 3.71e-02 4.29e-02
v 1.23e-01 8.13e-02 7.19e-02
h -1.17e-01 2.05e-02 2.30e-02
c -9.85e-02 1.30e-02 1.44e-02
q -7.98e-02 3.42e-02 3.71e-02
r -7.34e-02 4.75e-02 5.11e-02
d 4.12e-02 6.04e-02 5.79e-02
k -8.14e-03 5.83e-02 5.88e-02
f 5.15e-03 4.06e-02 4.04e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.299
08 -0.299 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.396
10 -0.396 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.298
12 0.298 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.027
14 -0.027 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.150
16 -0.150 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.154
18 -0.154 1.000
DATA_CLASS 134
CLASS 134 - weight 4554 normalized weight 0.003 relative strength 1.53e-03 *******
class cross entropy w.r.t. global class 1.41e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 2.589 ( 1.50e+00 5.04e-01) 6.04e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 2.589 ( 1.48e+00 1.56e+00) 4.26e-01 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.410 p -4.34e+00 6.00e-04 4.58e-02
i -2.59e+00 4.30e-03 5.75e-02
v -2.46e+00 6.15e-03 7.21e-02
g 2.29e+00 7.31e-01 7.44e-02
y -2.13e+00 4.17e-03 3.49e-02
t -2.03e+00 7.14e-03 5.45e-02
a -1.85e+00 1.29e-02 8.15e-02
l -1.82e+00 1.49e-02 9.20e-02
w -1.80e+00 2.29e-03 1.38e-02
f -1.43e+00 9.62e-03 4.04e-02
m -1.33e+00 5.58e-03 2.12e-02
d -1.08e+00 1.97e-02 5.82e-02
e -1.07e+00 2.33e-02 6.81e-02
s -1.00e+00 2.16e-02 5.88e-02
c -8.95e-01 5.85e-03 1.43e-02
q -8.81e-01 1.54e-02 3.70e-02
h -8.62e-01 9.70e-03 2.30e-02
r -5.00e-01 3.09e-02 5.09e-02
k -4.35e-01 3.79e-02 5.86e-02
n -1.58e-01 3.66e-02 4.28e-02
10 16 R MNcn psi4 0.869 ( 2.43e+00 4.00e-01) 4.06e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.869 ( 4.36e+00 5.04e-01) 3.59e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.865 ( 2.52e+00 4.00e-01) 4.28e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.865 ( 4.19e+00 5.90e-01) 6.06e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.848 ( 2.40e+00 4.00e-01) 3.98e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.848 ( 4.41e+00 5.29e-01) 2.52e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.818 (-9.43e-02 4.28e-01) 2.14e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.818 ( 4.68e+00 4.00e-01) 3.55e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.166 ( 1.30e+00 1.46e+00) 3.31e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.166 ( 4.48e+00 5.34e-01) 1.17e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.094 v -8.92e-01 2.95e-02 7.19e-02
i -8.19e-01 2.53e-02 5.74e-02
p -7.76e-01 2.12e-02 4.60e-02
d 7.44e-01 1.23e-01 5.83e-02
n 6.82e-01 8.48e-02 4.29e-02
g -6.06e-01 4.06e-02 7.44e-02
w -2.52e-01 1.07e-02 1.38e-02
t 2.36e-01 6.91e-02 5.46e-02
f -2.01e-01 3.30e-02 4.03e-02
s 2.00e-01 7.23e-02 5.92e-02
r 1.55e-01 5.95e-02 5.10e-02
m -1.52e-01 1.82e-02 2.12e-02
l -1.23e-01 8.11e-02 9.17e-02
k 1.20e-01 6.62e-02 5.87e-02
q 9.28e-02 4.07e-02 3.70e-02
y -3.70e-02 3.36e-02 3.49e-02
h 3.57e-02 2.38e-02 2.30e-02
a 3.22e-02 8.41e-02 8.14e-02
e 2.11e-02 6.95e-02 6.80e-02
c 1.83e-03 1.43e-02 1.43e-02
05 05 D SM aa 5 0.080 g -7.61e-01 3.48e-02 7.45e-02
v 6.35e-01 1.36e-01 7.19e-02
n -6.33e-01 2.28e-02 4.29e-02
d -5.43e-01 3.37e-02 5.79e-02
e -5.18e-01 4.06e-02 6.82e-02
i 4.36e-01 8.87e-02 5.74e-02
y 4.02e-01 5.22e-02 3.49e-02
f 4.01e-01 6.03e-02 4.04e-02
p 3.79e-01 6.66e-02 4.56e-02
q -3.68e-01 2.56e-02 3.71e-02
k -2.93e-01 4.39e-02 5.88e-02
h -2.55e-01 1.79e-02 2.30e-02
w 1.52e-01 1.62e-02 1.39e-02
s -1.24e-01 5.17e-02 5.86e-02
r -1.17e-01 4.55e-02 5.11e-02
a -9.97e-02 7.40e-02 8.18e-02
c 9.40e-02 1.58e-02 1.44e-02
l 6.30e-02 9.81e-02 9.21e-02
t 7.48e-03 5.47e-02 5.42e-02
m 3.94e-03 2.13e-02 2.13e-02
04 04 D SM aa 4 0.069 g -9.99e-01 2.74e-02 7.45e-02
d -6.80e-01 2.94e-02 5.80e-02
n -6.29e-01 2.28e-02 4.28e-02
w 5.72e-01 2.46e-02 1.39e-02
p 5.67e-01 8.04e-02 4.56e-02
s -3.99e-01 3.93e-02 5.85e-02
f 3.49e-01 5.72e-02 4.04e-02
h -3.16e-01 1.68e-02 2.30e-02
v 3.13e-01 9.84e-02 7.20e-02
i 3.05e-01 7.79e-02 5.74e-02
y 2.22e-01 4.36e-02 3.49e-02
a -2.13e-01 6.60e-02 8.17e-02
c 1.59e-01 1.68e-02 1.43e-02
e -1.59e-01 5.82e-02 6.82e-02
l 1.40e-01 1.06e-01 9.22e-02
k 1.36e-01 6.72e-02 5.87e-02
t 6.57e-02 5.79e-02 5.43e-02
q 5.48e-02 3.91e-02 3.71e-02
m -3.42e-02 2.06e-02 2.13e-02
r -1.98e-02 5.01e-02 5.11e-02
03 03 D SM aa 3 0.064 d -1.14e+00 1.87e-02 5.81e-02
n -5.92e-01 2.37e-02 4.28e-02
v 5.20e-01 1.21e-01 7.21e-02
y 4.41e-01 5.43e-02 3.50e-02
i 4.17e-01 8.73e-02 5.75e-02
e -3.85e-01 4.64e-02 6.82e-02
w 3.67e-01 2.00e-02 1.39e-02
h 3.10e-01 3.14e-02 2.30e-02
p -3.05e-01 3.35e-02 4.55e-02
f 3.00e-01 5.45e-02 4.04e-02
s -2.41e-01 4.61e-02 5.87e-02
q -1.88e-01 3.07e-02 3.71e-02
k -1.69e-01 4.95e-02 5.86e-02
a -1.63e-01 6.94e-02 8.17e-02
l 9.92e-02 1.02e-01 9.22e-02
c 9.82e-02 1.58e-02 1.43e-02
g -9.08e-02 6.80e-02 7.45e-02
t 8.15e-02 5.89e-02 5.43e-02
r -5.35e-02 4.84e-02 5.10e-02
m -3.91e-02 2.04e-02 2.12e-02
02 02 D SM aa 2 0.033 a -5.55e-01 4.68e-02 8.16e-02
g -4.57e-01 4.71e-02 7.45e-02
t 4.45e-01 8.49e-02 5.44e-02
k 3.45e-01 8.27e-02 5.86e-02
r 3.34e-01 7.12e-02 5.10e-02
w 2.65e-01 1.81e-02 1.39e-02
m -2.65e-01 1.63e-02 2.12e-02
c -1.65e-01 1.21e-02 1.43e-02
l -1.53e-01 7.90e-02 9.21e-02
i -1.01e-01 5.20e-02 5.75e-02
e 9.29e-02 7.47e-02 6.81e-02
n 8.95e-02 4.68e-02 4.28e-02
h 6.85e-02 2.46e-02 2.30e-02
d -5.82e-02 5.49e-02 5.82e-02
y 5.67e-02 3.70e-02 3.49e-02
s -3.80e-02 5.65e-02 5.87e-02
f 2.27e-02 4.13e-02 4.04e-02
v -2.00e-02 7.07e-02 7.21e-02
p 9.83e-03 4.61e-02 4.56e-02
q 1.26e-03 3.71e-02 3.70e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.579
08 -0.579 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.318
10 0.318 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.264
12 -0.264 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.373
14 -0.373 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.119
16 -0.119 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.165
18 -0.165 1.000
DATA_CLASS 135
CLASS 135 - weight 4520 normalized weight 0.003 relative strength 3.48e-03 *******
class cross entropy w.r.t. global class 2.28e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 4.237 ( 9.84e-01 4.00e-01) 8.89e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 4.237 ( 6.60e-01 4.00e-01) 4.05e-01 ( 8.22e-01 1.53e+00)
07 09 R MNcn phi1 3.895 ( 1.32e+00 4.00e-01) 8.05e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.895 ( 1.26e-01 4.00e-01) 1.73e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.409 p -8.33e+00 1.11e-05 4.58e-02
i -8.26e+00 1.49e-05 5.75e-02
v -3.99e+00 1.34e-03 7.21e-02
l -2.81e+00 5.51e-03 9.20e-02
t -2.42e+00 4.84e-03 5.45e-02
g 2.25e+00 7.03e-01 7.44e-02
a -1.81e+00 1.33e-02 8.15e-02
m -1.45e+00 4.97e-03 2.12e-02
e -1.31e+00 1.84e-02 6.81e-02
f -1.25e+00 1.15e-02 4.04e-02
y -1.16e+00 1.10e-02 3.49e-02
c -1.13e+00 4.63e-03 1.43e-02
r -1.11e+00 1.67e-02 5.09e-02
w -1.06e+00 4.81e-03 1.38e-02
k -1.06e+00 2.04e-02 5.86e-02
h -9.74e-01 8.67e-03 2.30e-02
s -8.00e-01 2.64e-02 5.88e-02
q -7.85e-01 1.69e-02 3.70e-02
n 6.05e-01 7.84e-02 4.28e-02
d -1.65e-01 4.93e-02 5.82e-02
09 14 R MNcn psi3 0.889 ( 2.35e+00 4.00e-01) 3.85e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.889 ( 4.63e+00 4.98e-01) 1.68e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.612 p -8.28e+00 1.16e-05 4.60e-02
i -3.59e+00 1.59e-03 5.74e-02
v -2.87e+00 4.07e-03 7.19e-02
t -2.63e+00 3.92e-03 5.46e-02
n 1.75e+00 2.46e-01 4.29e-02
l -1.40e+00 2.27e-02 9.17e-02
d 1.15e+00 1.83e-01 5.83e-02
w -1.08e+00 4.70e-03 1.38e-02
f -7.80e-01 1.85e-02 4.03e-02
c -7.74e-01 6.59e-03 1.43e-02
m -7.56e-01 9.97e-03 2.12e-02
g 7.53e-01 1.58e-01 7.44e-02
a -5.66e-01 4.62e-02 8.14e-02
y -4.52e-01 2.22e-02 3.49e-02
s -4.25e-01 3.87e-02 5.92e-02
h 3.00e-01 3.10e-02 2.30e-02
r -1.25e-01 4.50e-02 5.10e-02
k -5.46e-02 5.56e-02 5.87e-02
e -4.10e-02 6.53e-02 6.80e-02
q -8.88e-03 3.67e-02 3.70e-02
08 12 R MNcn psi2 0.470 ( 2.12e+00 9.93e-01) 1.32e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.470 ( 4.44e+00 4.37e-01) 2.31e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.344 ( 1.94e+00 1.15e+00) 9.82e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.344 ( 4.37e+00 4.88e-01) 3.67e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.310 ( 1.96e+00 1.12e+00) 1.03e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.310 ( 4.42e+00 6.00e-01) 2.01e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.221 p -2.22e+00 4.95e-03 4.56e-02
g -1.30e+00 2.02e-02 7.45e-02
d -1.19e+00 1.76e-02 5.82e-02
k 1.08e+00 1.73e-01 5.86e-02
q 8.71e-01 8.85e-02 3.70e-02
c -6.99e-01 7.11e-03 1.43e-02
r 6.94e-01 1.02e-01 5.10e-02
f -5.71e-01 2.28e-02 4.04e-02
w -5.48e-01 8.01e-03 1.39e-02
l -3.98e-01 6.18e-02 9.21e-02
n -3.01e-01 3.17e-02 4.28e-02
s -2.83e-01 4.43e-02 5.87e-02
a -2.76e-01 6.19e-02 8.16e-02
e 2.37e-01 8.64e-02 6.81e-02
v 2.34e-01 9.11e-02 7.21e-02
h 2.11e-01 2.84e-02 2.30e-02
m -2.00e-01 1.74e-02 2.12e-02
y -1.57e-01 2.99e-02 3.49e-02
i -1.13e-01 5.14e-02 5.75e-02
t -5.04e-02 5.17e-02 5.44e-02
04 04 D SM aa 4 0.137 d -9.44e-01 2.26e-02 5.80e-02
g -8.54e-01 3.17e-02 7.45e-02
y 8.27e-01 7.99e-02 3.49e-02
e -8.01e-01 3.06e-02 6.82e-02
v 7.07e-01 1.46e-01 7.20e-02
w 7.05e-01 2.81e-02 1.39e-02
n -6.90e-01 2.15e-02 4.28e-02
i 5.61e-01 1.01e-01 5.74e-02
a -4.83e-01 5.04e-02 8.17e-02
c 3.46e-01 2.03e-02 1.43e-02
s -3.39e-01 4.17e-02 5.85e-02
f 3.31e-01 5.62e-02 4.04e-02
k -3.02e-01 4.34e-02 5.87e-02
m 2.87e-01 2.83e-02 2.13e-02
r -1.98e-01 4.19e-02 5.11e-02
q -9.33e-02 3.38e-02 3.71e-02
t 7.63e-02 5.86e-02 5.43e-02
l 5.44e-02 9.73e-02 9.22e-02
h -2.58e-02 2.24e-02 2.30e-02
p -2.23e-02 4.46e-02 4.56e-02
03 03 D SM aa 3 0.084 g -1.10e+00 2.47e-02 7.45e-02
p 7.22e-01 9.36e-02 4.55e-02
c 6.98e-01 2.88e-02 1.43e-02
w 6.51e-01 2.66e-02 1.39e-02
n -5.64e-01 2.44e-02 4.28e-02
a -5.46e-01 4.73e-02 8.17e-02
d -4.48e-01 3.71e-02 5.81e-02
i 2.96e-01 7.73e-02 5.75e-02
e -2.90e-01 5.11e-02 6.82e-02
v 2.57e-01 9.32e-02 7.21e-02
t 2.34e-01 6.86e-02 5.43e-02
s -2.12e-01 4.75e-02 5.87e-02
y 2.03e-01 4.28e-02 3.50e-02
l 1.82e-01 1.11e-01 9.22e-02
q -1.13e-01 3.31e-02 3.71e-02
m 7.62e-02 2.29e-02 2.12e-02
r -6.60e-02 4.78e-02 5.10e-02
h -5.24e-02 2.18e-02 2.30e-02
k 2.88e-02 6.03e-02 5.86e-02
f 2.02e-03 4.05e-02 4.04e-02
05 05 D SM aa 5 0.027 c 6.50e-01 2.75e-02 1.44e-02
g -4.10e-01 4.95e-02 7.45e-02
w 3.63e-01 2.00e-02 1.39e-02
n -3.42e-01 3.04e-02 4.29e-02
t 2.94e-01 7.28e-02 5.42e-02
v 2.59e-01 9.31e-02 7.19e-02
i 2.32e-01 7.24e-02 5.74e-02
a -2.15e-01 6.59e-02 8.18e-02
k -1.94e-01 4.84e-02 5.88e-02
d -1.82e-01 4.83e-02 5.79e-02
p 1.72e-01 5.42e-02 4.56e-02
e -1.69e-01 5.76e-02 6.82e-02
r -1.51e-01 4.40e-02 5.11e-02
q -1.42e-01 3.22e-02 3.71e-02
f 1.11e-01 4.51e-02 4.04e-02
y 1.05e-01 3.88e-02 3.49e-02
h 6.57e-02 2.46e-02 2.30e-02
s 3.70e-02 6.08e-02 5.86e-02
m 3.33e-02 2.20e-02 2.13e-02
l 3.34e-03 9.25e-02 9.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.297
08 -0.297 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.449
10 -0.449 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.233
12 -0.233 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.185
14 -0.185 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.309
16 -0.309 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.474
18 -0.474 1.000
DATA_CLASS 136
CLASS 136 - weight 4506 normalized weight 0.003 relative strength 3.78e-04 *******
class cross entropy w.r.t. global class 9.41e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.936 (-6.85e-01 4.00e-01) 3.77e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.936 ( 5.15e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.917 (-6.30e-01 4.00e-01) 3.62e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.917 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.896 (-5.13e-01 4.00e-01) 3.31e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.896 ( 4.96e+00 4.00e-01) 1.04e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.887 (-5.67e-01 4.00e-01) 3.45e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.887 ( 5.05e+00 4.00e-01) 1.27e+00 ( 4.54e+00 1.01e+00)
11 17 R MNcn phi5 0.525 ( 3.46e+00 1.34e+00) 8.14e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.525 ( 1.72e+00 1.77e+00) 5.15e-01 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 0.300 p -2.21e+00 4.99e-03 4.56e-02
g 1.38e+00 2.97e-01 7.45e-02
i -1.31e+00 1.55e-02 5.74e-02
l -8.60e-01 3.90e-02 9.21e-02
v -8.33e-01 3.13e-02 7.19e-02
w -6.44e-01 7.30e-03 1.39e-02
f -5.18e-01 2.40e-02 4.04e-02
y -4.82e-01 2.16e-02 3.49e-02
a -4.45e-01 5.24e-02 8.18e-02
n 3.90e-01 6.33e-02 4.29e-02
m -3.83e-01 1.45e-02 2.13e-02
s 3.54e-01 8.35e-02 5.86e-02
e -2.72e-01 5.20e-02 6.82e-02
c -1.63e-01 1.22e-02 1.44e-02
h -6.42e-02 2.16e-02 2.30e-02
d -4.78e-02 5.52e-02 5.79e-02
t 3.33e-02 5.61e-02 5.42e-02
k 3.19e-02 6.07e-02 5.88e-02
q -2.56e-02 3.61e-02 3.71e-02
r 1.72e-02 5.20e-02 5.11e-02
10 15 R MNcn phi4 0.204 ( 4.70e+00 4.82e-01) 3.22e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.204 ( 1.08e+00 1.52e+00) 1.76e-01 ( 8.09e-01 1.53e+00)
03 03 D SM aa 3 0.099 p -2.06e+00 5.79e-03 4.55e-02
g -1.08e+00 2.53e-02 7.45e-02
d -7.10e-01 2.86e-02 5.81e-02
l 5.31e-01 1.57e-01 9.22e-02
r 4.16e-01 7.74e-02 5.10e-02
m 3.89e-01 3.13e-02 2.12e-02
v -3.52e-01 5.07e-02 7.21e-02
k 2.82e-01 7.77e-02 5.86e-02
q 2.79e-01 4.90e-02 3.71e-02
f 2.63e-01 5.26e-02 4.04e-02
t -2.35e-01 4.29e-02 5.43e-02
n -2.27e-01 3.41e-02 4.28e-02
c 1.66e-01 1.69e-02 1.43e-02
a 1.16e-01 9.17e-02 8.17e-02
e 8.52e-02 7.43e-02 6.82e-02
y -7.08e-02 3.26e-02 3.50e-02
h -6.22e-02 2.16e-02 2.30e-02
i 5.74e-02 6.09e-02 5.75e-02
s -4.44e-02 5.61e-02 5.87e-02
w -1.47e-02 1.37e-02 1.39e-02
02 02 D SM aa 2 0.089 p -1.93e+00 6.62e-03 4.56e-02
g -9.90e-01 2.77e-02 7.45e-02
t -6.09e-01 2.96e-02 5.44e-02
n -5.85e-01 2.39e-02 4.28e-02
l 5.24e-01 1.56e-01 9.21e-02
d -3.18e-01 4.23e-02 5.82e-02
r 2.98e-01 6.87e-02 5.10e-02
a 2.75e-01 1.07e-01 8.16e-02
m 2.67e-01 2.77e-02 2.12e-02
k 2.27e-01 7.35e-02 5.86e-02
e 1.72e-01 8.09e-02 6.81e-02
w 1.66e-01 1.64e-02 1.39e-02
q 1.29e-01 4.21e-02 3.70e-02
h -8.68e-02 2.11e-02 2.30e-02
y 7.82e-02 3.78e-02 3.49e-02
v -6.52e-02 6.75e-02 7.21e-02
i 4.62e-02 6.03e-02 5.75e-02
f -2.43e-02 3.94e-02 4.04e-02
s -2.17e-02 5.75e-02 5.87e-02
c -1.61e-02 1.41e-02 1.43e-02
01 01 D SM aa 1 0.071 p -1.28e+00 1.28e-02 4.58e-02
g -8.67e-01 3.13e-02 7.44e-02
t -5.12e-01 3.27e-02 5.45e-02
m 4.54e-01 3.34e-02 2.12e-02
a 3.94e-01 1.21e-01 8.15e-02
n -3.83e-01 2.92e-02 4.28e-02
e 3.40e-01 9.56e-02 6.81e-02
c 3.30e-01 1.99e-02 1.43e-02
q 3.16e-01 5.08e-02 3.70e-02
l 2.88e-01 1.23e-01 9.20e-02
v -2.50e-01 5.61e-02 7.21e-02
r 2.44e-01 6.50e-02 5.09e-02
d -2.36e-01 4.60e-02 5.82e-02
h -2.31e-01 1.82e-02 2.30e-02
k 1.74e-01 6.97e-02 5.86e-02
w -1.73e-01 1.16e-02 1.38e-02
y -1.01e-01 3.16e-02 3.49e-02
f -5.82e-02 3.81e-02 4.04e-02
s -1.92e-02 5.77e-02 5.88e-02
i -1.20e-02 5.69e-02 5.75e-02
04 04 D SM aa 4 0.065 p -1.87e+00 7.04e-03 4.56e-02
v -5.98e-01 3.96e-02 7.20e-02
n 5.46e-01 7.39e-02 4.28e-02
h 4.59e-01 3.64e-02 2.30e-02
i -4.22e-01 3.77e-02 5.74e-02
w -3.99e-01 9.33e-03 1.39e-02
s 3.59e-01 8.38e-02 5.85e-02
f 3.13e-01 5.52e-02 4.04e-02
q 3.06e-01 5.03e-02 3.71e-02
y 2.23e-01 4.37e-02 3.49e-02
g -2.06e-01 6.06e-02 7.45e-02
t -1.39e-01 4.72e-02 5.43e-02
k 1.32e-01 6.70e-02 5.87e-02
m 1.10e-01 2.37e-02 2.13e-02
c 1.05e-01 1.59e-02 1.43e-02
e -9.50e-02 6.20e-02 6.82e-02
r 6.30e-02 5.44e-02 5.11e-02
l 3.59e-02 9.56e-02 9.22e-02
d -3.17e-02 5.62e-02 5.80e-02
a -1.79e-02 8.03e-02 8.17e-02
00 00 D SM aa 0 0.052 g -8.77e-01 3.10e-02 7.44e-02
p -5.89e-01 2.55e-02 4.60e-02
c 4.10e-01 2.15e-02 1.43e-02
l 3.77e-01 1.34e-01 9.17e-02
n -3.17e-01 3.12e-02 4.29e-02
t -3.12e-01 4.00e-02 5.46e-02
v -2.99e-01 5.34e-02 7.19e-02
a 2.88e-01 1.09e-01 8.14e-02
d -2.86e-01 4.38e-02 5.83e-02
e 2.49e-01 8.73e-02 6.80e-02
s -2.39e-01 4.66e-02 5.92e-02
i 2.36e-01 7.27e-02 5.74e-02
q 2.05e-01 4.55e-02 3.70e-02
w -1.40e-01 1.20e-02 1.38e-02
h 1.37e-01 2.63e-02 2.30e-02
m 1.31e-01 2.42e-02 2.12e-02
f 1.25e-01 4.57e-02 4.03e-02
k 7.69e-02 6.34e-02 5.87e-02
r 3.32e-02 5.27e-02 5.10e-02
y 1.43e-03 3.49e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.152
08 -0.152 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.145
10 -0.145 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.172
12 -0.172 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.406
14 -0.406 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.022
16 -0.022 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.261
18 0.261 1.000
DATA_CLASS 137
CLASS 137 - weight 4455 normalized weight 0.003 relative strength 5.73e-02 *******
class cross entropy w.r.t. global class 1.30e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
05 05 D SM aa 5 1.370 v -3.75e+00 1.69e-03 7.19e-02
p 2.60e+00 6.17e-01 4.56e-02
w -2.56e+00 1.08e-03 1.39e-02
i -2.43e+00 5.03e-03 5.74e-02
c -2.22e+00 1.56e-03 1.44e-02
f -2.20e+00 4.48e-03 4.04e-02
y -2.03e+00 4.60e-03 3.49e-02
l -1.73e+00 1.63e-02 9.21e-02
m -1.70e+00 3.89e-03 2.13e-02
q -1.42e+00 8.92e-03 3.71e-02
n -1.41e+00 1.05e-02 4.29e-02
g -1.33e+00 1.97e-02 7.45e-02
h -1.06e+00 7.95e-03 2.30e-02
t -7.81e-01 2.49e-02 5.42e-02
r -7.80e-01 2.35e-02 5.11e-02
e -6.02e-01 3.74e-02 6.82e-02
a -4.69e-01 5.12e-02 8.18e-02
d -3.57e-01 4.05e-02 5.79e-02
s 1.16e-01 6.58e-02 5.86e-02
k -7.41e-02 5.46e-02 5.88e-02
11 18 R MNcn psi5 1.232 ( 2.53e+00 4.00e-01) 4.29e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.232 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.922 (-6.33e-01 4.00e-01) 3.64e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.922 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.901 (-5.48e-01 4.00e-01) 3.41e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.901 ( 5.11e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.851 (-4.36e-01 4.00e-01) 3.12e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.851 ( 5.04e+00 4.00e-01) 1.23e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.811 ( 2.23e+00 5.40e-01) 2.63e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.811 ( 4.63e+00 4.99e-01) 1.81e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.804 (-2.16e-01 4.00e-01) 2.57e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.804 ( 4.70e+00 4.00e-01) 3.87e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.197 p -3.34e+00 1.61e-03 4.56e-02
g -1.58e+00 1.53e-02 7.45e-02
d -1.33e+00 1.54e-02 5.80e-02
l 8.50e-01 2.16e-01 9.22e-02
s -7.43e-01 2.79e-02 5.85e-02
m 7.17e-01 4.36e-02 2.13e-02
e -5.97e-01 3.76e-02 6.82e-02
i 4.08e-01 8.64e-02 5.74e-02
f 3.30e-01 5.62e-02 4.04e-02
q 2.88e-01 4.94e-02 3.71e-02
c 2.68e-01 1.88e-02 1.43e-02
k -1.66e-01 4.97e-02 5.87e-02
w -1.64e-01 1.18e-02 1.39e-02
y 1.57e-01 4.09e-02 3.49e-02
v 1.30e-01 8.20e-02 7.20e-02
a -1.22e-01 7.23e-02 8.17e-02
h 8.15e-02 2.50e-02 2.30e-02
r 4.50e-02 5.34e-02 5.11e-02
n -3.99e-02 4.12e-02 4.28e-02
t 3.17e-02 5.60e-02 5.43e-02
01 01 D SM aa 1 0.119 p -1.74e+00 8.06e-03 4.58e-02
g -1.24e+00 2.15e-02 7.44e-02
l 6.97e-01 1.85e-01 9.20e-02
w 6.54e-01 2.66e-02 1.38e-02
t -4.94e-01 3.33e-02 5.45e-02
m 4.19e-01 3.22e-02 2.12e-02
s -3.65e-01 4.08e-02 5.88e-02
d -3.43e-01 4.13e-02 5.82e-02
f 3.38e-01 5.66e-02 4.04e-02
a 3.33e-01 1.14e-01 8.15e-02
i 2.89e-01 7.68e-02 5.75e-02
n -2.54e-01 3.32e-02 4.28e-02
h -1.77e-01 1.92e-02 2.30e-02
k -1.49e-01 5.05e-02 5.86e-02
e -1.25e-01 6.01e-02 6.81e-02
v -1.16e-01 6.42e-02 7.21e-02
r 9.14e-02 5.58e-02 5.09e-02
q -8.62e-02 3.40e-02 3.70e-02
c -7.04e-02 1.33e-02 1.43e-02
y -2.42e-02 3.41e-02 3.49e-02
02 02 D SM aa 2 0.106 g -1.03e+00 2.65e-02 7.45e-02
p -1.02e+00 1.64e-02 4.56e-02
v -7.23e-01 3.50e-02 7.21e-02
i -6.78e-01 2.92e-02 5.75e-02
r 5.33e-01 8.69e-02 5.10e-02
k 4.78e-01 9.45e-02 5.86e-02
a 4.74e-01 1.31e-01 8.16e-02
y -4.66e-01 2.19e-02 3.49e-02
t -4.64e-01 3.42e-02 5.44e-02
f -3.73e-01 2.78e-02 4.04e-02
q 3.21e-01 5.10e-02 3.70e-02
m 2.89e-01 2.83e-02 2.12e-02
l 2.58e-01 1.19e-01 9.21e-02
s 2.18e-01 7.30e-02 5.87e-02
w -1.95e-01 1.14e-02 1.39e-02
h -1.77e-01 1.93e-02 2.30e-02
e 1.61e-01 8.00e-02 6.81e-02
c 1.54e-01 1.67e-02 1.43e-02
d -5.33e-02 5.52e-02 5.82e-02
n -8.82e-03 4.25e-02 4.28e-02
03 03 D SM aa 3 0.101 p -2.42e+00 4.06e-03 4.55e-02
g -1.06e+00 2.59e-02 7.45e-02
i -5.71e-01 3.25e-02 5.75e-02
h 5.63e-01 4.04e-02 2.30e-02
v -5.56e-01 4.13e-02 7.21e-02
w -5.51e-01 8.00e-03 1.39e-02
n 4.38e-01 6.64e-02 4.28e-02
c -3.78e-01 9.81e-03 1.43e-02
s 3.48e-01 8.31e-02 5.87e-02
q 3.48e-01 5.25e-02 3.71e-02
k 3.25e-01 8.11e-02 5.86e-02
d -2.79e-01 4.40e-02 5.81e-02
l 2.54e-01 1.19e-01 9.22e-02
a 2.22e-01 1.02e-01 8.17e-02
r 2.04e-01 6.26e-02 5.10e-02
t 1.16e-01 6.10e-02 5.43e-02
y 5.81e-02 3.70e-02 3.50e-02
f -2.47e-02 3.94e-02 4.04e-02
e 1.01e-02 6.89e-02 6.82e-02
m -1.13e-03 2.12e-02 2.12e-02
00 00 D SM aa 0 0.090 g -1.54e+00 1.60e-02 7.44e-02
w 8.18e-01 3.13e-02 1.38e-02
n -7.76e-01 1.97e-02 4.29e-02
p -7.27e-01 2.22e-02 4.60e-02
l 4.66e-01 1.46e-01 9.17e-02
i 3.23e-01 7.93e-02 5.74e-02
t -3.02e-01 4.04e-02 5.46e-02
a 2.95e-01 1.09e-01 8.14e-02
m 2.91e-01 2.84e-02 2.12e-02
d -2.66e-01 4.47e-02 5.83e-02
s -2.32e-01 4.69e-02 5.92e-02
f 2.29e-01 5.07e-02 4.03e-02
e 2.09e-01 8.39e-02 6.80e-02
k -1.89e-01 4.86e-02 5.87e-02
h -1.54e-01 1.97e-02 2.30e-02
y 1.13e-01 3.90e-02 3.49e-02
r -9.55e-02 4.63e-02 5.10e-02
c 9.50e-02 1.57e-02 1.43e-02
v 5.86e-02 7.63e-02 7.19e-02
q -4.63e-02 3.54e-02 3.70e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.233
08 -0.233 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.275
10 -0.275 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.159
12 -0.159 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.333
14 -0.333 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.541
16 0.541 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.115
18 -0.115 1.000
DATA_CLASS 138
CLASS 138 - weight 4439 normalized weight 0.003 relative strength 1.65e-02 *******
class cross entropy w.r.t. global class 1.21e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 1.099 ( 2.55e+00 4.00e-01) 4.34e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.099 ( 3.96e+00 4.00e-01) 1.45e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.958 ( 2.22e+00 4.00e-01) 3.54e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.958 ( 4.75e+00 4.00e-01) 5.25e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.884 ( 2.31e+00 4.00e-01) 3.76e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.884 ( 4.30e+00 4.30e-01) 5.70e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.881 ( 2.46e+00 4.00e-01) 4.11e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.881 ( 4.35e+00 5.09e-01) 3.83e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.873 (-4.52e-01 4.00e-01) 3.15e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.873 ( 4.70e+00 4.09e-01) 3.74e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.856 ( 2.59e+00 4.00e-01) 4.41e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.856 ( 4.16e+00 6.61e-01) 5.74e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.348 p -8.12e+00 1.36e-05 4.56e-02
n -2.02e+00 5.70e-03 4.28e-02
d -1.95e+00 8.24e-03 5.82e-02
e -1.90e+00 1.01e-02 6.81e-02
k -1.54e+00 1.26e-02 5.86e-02
q -1.28e+00 1.03e-02 3.70e-02
w 9.39e-01 3.55e-02 1.39e-02
f 9.17e-01 1.01e-01 4.04e-02
v 8.83e-01 1.74e-01 7.21e-02
y 8.47e-01 8.15e-02 3.49e-02
c 8.05e-01 3.20e-02 1.43e-02
r -6.93e-01 2.55e-02 5.10e-02
s -6.35e-01 3.11e-02 5.87e-02
i 4.76e-01 9.26e-02 5.75e-02
g 4.06e-01 1.12e-01 7.45e-02
t -3.75e-01 3.74e-02 5.44e-02
m 2.84e-01 2.82e-02 2.12e-02
a 1.30e-01 9.29e-02 8.16e-02
l -7.22e-02 8.57e-02 9.21e-02
h 1.91e-02 2.34e-02 2.30e-02
04 04 D SM aa 4 0.264 g -1.76e+00 1.28e-02 7.45e-02
e -1.15e+00 2.16e-02 6.82e-02
v 1.09e+00 2.14e-01 7.20e-02
k -1.00e+00 2.15e-02 5.87e-02
c 9.83e-01 3.84e-02 1.43e-02
r -8.24e-01 2.24e-02 5.11e-02
t -8.05e-01 2.43e-02 5.43e-02
i 7.63e-01 1.23e-01 5.74e-02
q -6.53e-01 1.93e-02 3.71e-02
d -6.02e-01 3.18e-02 5.80e-02
f 4.51e-01 6.34e-02 4.04e-02
h -4.35e-01 1.49e-02 2.30e-02
n -4.05e-01 2.86e-02 4.28e-02
l 3.46e-01 1.30e-01 9.22e-02
m -3.30e-01 1.53e-02 2.13e-02
s -2.35e-01 4.63e-02 5.85e-02
a -2.09e-01 6.63e-02 8.17e-02
p 1.73e-01 5.42e-02 4.56e-02
y 5.64e-02 3.70e-02 3.49e-02
w 3.59e-02 1.44e-02 1.39e-02
03 03 D SM aa 3 0.152 g -1.49e+00 1.67e-02 7.45e-02
p -1.22e+00 1.35e-02 4.55e-02
a -7.31e-01 3.93e-02 8.17e-02
l -6.98e-01 4.59e-02 9.22e-02
t 6.97e-01 1.09e-01 5.43e-02
r 6.56e-01 9.83e-02 5.10e-02
c -6.11e-01 7.77e-03 1.43e-02
k 5.69e-01 1.04e-01 5.86e-02
d -5.10e-01 3.49e-02 5.81e-02
y 4.52e-01 5.49e-02 3.50e-02
e 4.10e-01 1.03e-01 6.82e-02
m -2.81e-01 1.60e-02 2.12e-02
q 2.15e-01 4.60e-02 3.71e-02
h 1.96e-01 2.80e-02 2.30e-02
w -1.50e-01 1.19e-02 1.39e-02
f -1.35e-01 3.53e-02 4.04e-02
n -9.60e-02 3.89e-02 4.28e-02
v 6.85e-02 7.72e-02 7.21e-02
s 6.08e-02 6.23e-02 5.87e-02
i 7.33e-04 5.76e-02 5.75e-02
05 05 D SM aa 5 0.100 g -1.21e+00 2.21e-02 7.45e-02
t 7.63e-01 1.16e-01 5.42e-02
f -7.25e-01 1.95e-02 4.04e-02
w -6.96e-01 6.92e-03 1.39e-02
a -5.13e-01 4.90e-02 8.18e-02
i 4.43e-01 8.93e-02 5.74e-02
v 4.38e-01 1.11e-01 7.19e-02
c -3.74e-01 9.87e-03 1.44e-02
m -3.72e-01 1.47e-02 2.13e-02
y -3.36e-01 2.50e-02 3.49e-02
r -2.90e-01 3.83e-02 5.11e-02
q -2.89e-01 2.78e-02 3.71e-02
l 2.85e-01 1.22e-01 9.21e-02
p -2.53e-01 3.54e-02 4.56e-02
n -1.78e-01 3.59e-02 4.29e-02
k 1.71e-01 6.98e-02 5.88e-02
s 9.85e-02 6.46e-02 5.86e-02
d -6.45e-02 5.43e-02 5.79e-02
e -5.26e-02 6.47e-02 6.82e-02
h -1.99e-02 2.26e-02 2.30e-02
00 00 D SM aa 0 0.072 n -1.05e+00 1.50e-02 4.29e-02
d -9.22e-01 2.32e-02 5.83e-02
c 7.26e-01 2.95e-02 1.43e-02
f 5.60e-01 7.06e-02 4.03e-02
y 4.69e-01 5.57e-02 3.49e-02
s -4.63e-01 3.72e-02 5.92e-02
g 4.54e-01 1.17e-01 7.44e-02
e -3.61e-01 4.74e-02 6.80e-02
v 2.45e-01 9.19e-02 7.19e-02
k -2.16e-01 4.73e-02 5.87e-02
t -1.93e-01 4.50e-02 5.46e-02
h 1.68e-01 2.72e-02 2.30e-02
i 1.65e-01 6.78e-02 5.74e-02
r -1.17e-01 4.53e-02 5.10e-02
a -1.14e-01 7.26e-02 8.14e-02
w 6.85e-02 1.48e-02 1.38e-02
p -6.39e-02 4.31e-02 4.60e-02
q 2.91e-02 3.81e-02 3.70e-02
l -1.90e-02 9.00e-02 9.17e-02
m -7.75e-03 2.11e-02 2.12e-02
01 01 D SM aa 1 0.056 l -6.82e-01 4.65e-02 9.20e-02
t 5.99e-01 9.92e-02 5.45e-02
i -4.59e-01 3.64e-02 5.75e-02
p 4.58e-01 7.25e-02 4.58e-02
s 3.58e-01 8.42e-02 5.88e-02
n -3.13e-01 3.13e-02 4.28e-02
h -3.09e-01 1.69e-02 2.30e-02
k 2.90e-01 7.83e-02 5.86e-02
a -2.40e-01 6.41e-02 8.15e-02
d -1.97e-01 4.78e-02 5.82e-02
w 1.90e-01 1.67e-02 1.38e-02
r 1.89e-01 6.16e-02 5.09e-02
g -1.64e-01 6.32e-02 7.44e-02
v -1.21e-01 6.39e-02 7.21e-02
f 1.09e-01 4.50e-02 4.04e-02
y -6.49e-02 3.27e-02 3.49e-02
q -5.03e-02 3.52e-02 3.70e-02
c 1.89e-02 1.46e-02 1.43e-02
e 1.47e-02 6.91e-02 6.81e-02
m -1.14e-02 2.10e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.391
08 -0.391 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.246
10 -0.246 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.595
12 -0.595 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.148
14 -0.148 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.072
16 0.072 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.420
18 -0.420 1.000
DATA_CLASS 139
CLASS 139 - weight 4434 normalized weight 0.003 relative strength 5.13e-03 *******
class cross entropy w.r.t. global class 2.31e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 4.254 ( 9.75e-01 4.00e-01) 8.92e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 4.254 ( 6.71e-01 4.00e-01) 3.65e-01 ( 8.17e-01 1.53e+00)
08 11 R MNcn phi2 3.899 ( 1.33e+00 4.00e-01) 8.04e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.899 ( 1.17e-01 4.00e-01) 1.74e+00 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 1.425 i -8.47e+00 1.21e-05 5.75e-02
p -8.30e+00 1.14e-05 4.56e-02
v -3.94e+00 1.40e-03 7.21e-02
l -2.85e+00 5.32e-03 9.21e-02
t -2.29e+00 5.52e-03 5.44e-02
g 2.25e+00 7.08e-01 7.45e-02
a -1.93e+00 1.18e-02 8.16e-02
m -1.55e+00 4.51e-03 2.12e-02
f -1.38e+00 1.02e-02 4.04e-02
e -1.34e+00 1.78e-02 6.81e-02
c -1.29e+00 3.94e-03 1.43e-02
y -1.19e+00 1.06e-02 3.49e-02
r -1.14e+00 1.63e-02 5.10e-02
w -1.05e+00 4.86e-03 1.39e-02
k -1.02e+00 2.11e-02 5.86e-02
h -9.16e-01 9.20e-03 2.30e-02
s -8.36e-01 2.55e-02 5.87e-02
q -7.96e-01 1.67e-02 3.70e-02
n 5.88e-01 7.71e-02 4.28e-02
d -1.50e-01 5.01e-02 5.82e-02
10 16 R MNcn psi4 0.913 ( 2.34e+00 4.00e-01) 3.83e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.913 ( 4.67e+00 4.73e-01) 2.60e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.614 p -8.28e+00 1.17e-05 4.58e-02
i -3.34e+00 2.03e-03 5.75e-02
v -2.99e+00 3.61e-03 7.21e-02
t -2.72e+00 3.59e-03 5.45e-02
n 1.76e+00 2.50e-01 4.28e-02
l -1.36e+00 2.36e-02 9.20e-02
d 1.16e+00 1.86e-01 5.82e-02
w -1.13e+00 4.49e-03 1.38e-02
c -7.95e-01 6.46e-03 1.43e-02
m -7.89e-01 9.63e-03 2.12e-02
f -7.09e-01 1.99e-02 4.04e-02
g 6.72e-01 1.46e-01 7.44e-02
a -5.89e-01 4.52e-02 8.15e-02
s -4.91e-01 3.60e-02 5.88e-02
y -3.49e-01 2.46e-02 3.49e-02
h 3.21e-01 3.17e-02 2.30e-02
r -8.39e-02 4.68e-02 5.09e-02
k -4.50e-02 5.60e-02 5.86e-02
q 1.34e-02 3.75e-02 3.70e-02
e -1.18e-02 6.73e-02 6.81e-02
09 14 R MNcn psi3 0.513 ( 2.20e+00 9.05e-01) 1.53e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.513 ( 4.43e+00 4.42e-01) 2.68e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.362 ( 1.86e+00 8.29e-01) 1.26e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.362 ( 4.20e+00 5.66e-01) 6.10e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.315 ( 1.87e+00 1.21e+00) 8.78e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.315 ( 4.39e+00 4.98e-01) 3.16e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.228 p -2.81e+00 2.75e-03 4.55e-02
g -1.23e+00 2.17e-02 7.45e-02
d -1.22e+00 1.72e-02 5.81e-02
k 1.09e+00 1.73e-01 5.86e-02
q 8.58e-01 8.74e-02 3.71e-02
c -7.53e-01 6.74e-03 1.43e-02
r 7.02e-01 1.03e-01 5.10e-02
f -6.56e-01 2.10e-02 4.04e-02
w -5.13e-01 8.31e-03 1.39e-02
l -3.78e-01 6.32e-02 9.22e-02
a -3.29e-01 5.88e-02 8.17e-02
n -3.04e-01 3.16e-02 4.28e-02
s -2.98e-01 4.36e-02 5.87e-02
e 2.50e-01 8.76e-02 6.82e-02
v 2.40e-01 9.16e-02 7.21e-02
h 2.08e-01 2.83e-02 2.30e-02
m -1.65e-01 1.80e-02 2.12e-02
y -1.58e-01 2.98e-02 3.50e-02
i -5.63e-02 5.44e-02 5.75e-02
t -5.03e-02 5.17e-02 5.43e-02
05 05 D SM aa 5 0.138 d -9.92e-01 2.15e-02 5.79e-02
g -9.09e-01 3.00e-02 7.45e-02
y 8.40e-01 8.09e-02 3.49e-02
e -7.63e-01 3.18e-02 6.82e-02
v 7.17e-01 1.47e-01 7.19e-02
n -6.57e-01 2.22e-02 4.29e-02
w 6.47e-01 2.65e-02 1.39e-02
i 5.61e-01 1.00e-01 5.74e-02
a -4.17e-01 5.39e-02 8.18e-02
s -3.81e-01 4.00e-02 5.86e-02
f 3.58e-01 5.77e-02 4.04e-02
k -3.21e-01 4.27e-02 5.88e-02
m 2.83e-01 2.82e-02 2.13e-02
r -2.52e-01 3.98e-02 5.11e-02
c 1.74e-01 1.71e-02 1.44e-02
q -1.06e-01 3.33e-02 3.71e-02
t 6.97e-02 5.82e-02 5.42e-02
l 5.71e-02 9.76e-02 9.21e-02
p 4.68e-02 4.78e-02 4.56e-02
h -1.32e-03 2.30e-02 2.30e-02
00 00 D SM aa 0 0.091 g -1.10e+00 2.47e-02 7.44e-02
y 7.48e-01 7.37e-02 3.49e-02
h 5.42e-01 3.95e-02 2.30e-02
p -5.41e-01 2.68e-02 4.60e-02
a -5.14e-01 4.87e-02 8.14e-02
v 5.09e-01 1.20e-01 7.19e-02
i 4.37e-01 8.89e-02 5.74e-02
f 3.80e-01 5.90e-02 4.03e-02
n -3.23e-01 3.10e-02 4.29e-02
q -2.65e-01 2.84e-02 3.70e-02
k 2.58e-01 7.60e-02 5.87e-02
t -2.25e-01 4.36e-02 5.46e-02
w 2.10e-01 1.70e-02 1.38e-02
l -2.02e-01 7.50e-02 9.17e-02
d -1.97e-01 4.78e-02 5.83e-02
s -1.26e-01 5.22e-02 5.92e-02
c 1.14e-01 1.60e-02 1.43e-02
m -1.05e-01 1.91e-02 2.12e-02
e -6.07e-02 6.40e-02 6.80e-02
r -4.14e-02 4.89e-02 5.10e-02
04 04 D SM aa 4 0.090 g -1.32e+00 1.99e-02 7.45e-02
p 7.65e-01 9.80e-02 4.56e-02
c 6.84e-01 2.84e-02 1.43e-02
w 6.33e-01 2.62e-02 1.39e-02
a -5.61e-01 4.66e-02 8.17e-02
n -4.61e-01 2.70e-02 4.28e-02
d -3.58e-01 4.06e-02 5.80e-02
e -3.18e-01 4.97e-02 6.82e-02
i 2.98e-01 7.74e-02 5.74e-02
t 2.74e-01 7.13e-02 5.43e-02
v 2.33e-01 9.09e-02 7.20e-02
l 1.69e-01 1.09e-01 9.22e-02
y 1.57e-01 4.09e-02 3.49e-02
s -1.56e-01 5.01e-02 5.85e-02
h -1.18e-01 2.05e-02 2.30e-02
q -9.61e-02 3.37e-02 3.71e-02
r -8.88e-02 4.67e-02 5.11e-02
m 7.71e-02 2.30e-02 2.13e-02
k 3.06e-02 6.05e-02 5.87e-02
f -2.06e-02 3.96e-02 4.04e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.282
08 -0.282 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.272
10 -0.272 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.454
12 -0.454 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.179
14 -0.179 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.143
16 -0.143 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.347
18 -0.347 1.000
DATA_CLASS 140
CLASS 140 - weight 4377 normalized weight 0.003 relative strength 2.43e-04 *******
class cross entropy w.r.t. global class 1.41e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 3.963 ( 1.24e+00 4.00e-01) 8.27e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.963 ( 3.26e-01 4.87e-01) 9.93e-01 ( 8.09e-01 1.53e+00)
10 16 R MNcn psi4 0.978 ( 2.41e+00 4.00e-01) 4.00e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.978 ( 4.93e+00 5.53e-01) 7.02e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.855 i -3.86e+00 1.20e-03 5.74e-02
p -3.74e+00 1.08e-03 4.56e-02
v -3.47e+00 2.23e-03 7.19e-02
t -2.12e+00 6.48e-03 5.42e-02
g 1.81e+00 4.57e-01 7.45e-02
a -1.33e+00 2.17e-02 8.18e-02
n 1.31e+00 1.59e-01 4.29e-02
l -1.30e+00 2.50e-02 9.21e-02
m -8.40e-01 9.18e-03 2.13e-02
s -8.02e-01 2.63e-02 5.86e-02
w -7.64e-01 6.47e-03 1.39e-02
q -7.48e-01 1.75e-02 3.71e-02
e -7.21e-01 3.32e-02 6.82e-02
c -6.83e-01 7.25e-03 1.44e-02
k -6.19e-01 3.17e-02 5.88e-02
f -5.06e-01 2.43e-02 4.04e-02
r -4.95e-01 3.12e-02 5.11e-02
d 4.22e-01 8.83e-02 5.79e-02
y -3.80e-01 2.39e-02 3.49e-02
h 1.70e-01 2.73e-02 2.30e-02
07 10 R MNcn psi1 0.823 ( 2.38e+00 4.11e-01) 3.80e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.823 ( 4.51e+00 5.47e-01) 6.66e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.339 ( 1.95e+00 1.07e+00) 1.05e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.339 ( 4.40e+00 5.14e-01) 2.70e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.230 ( 1.25e+00 1.40e+00) 3.10e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.230 ( 4.66e+00 4.61e-01) 2.58e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.138 ( 1.75e+00 1.36e+00) 6.88e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.138 ( 4.21e+00 7.62e-01) 4.32e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.125 p 1.16e+00 1.46e-01 4.56e-02
g -9.21e-01 2.97e-02 7.45e-02
l -7.50e-01 4.35e-02 9.22e-02
c -6.18e-01 7.73e-03 1.43e-02
m -4.80e-01 1.32e-02 2.13e-02
i -3.55e-01 4.03e-02 5.74e-02
w -3.38e-01 9.91e-03 1.39e-02
v -3.31e-01 5.17e-02 7.20e-02
y 3.24e-01 4.83e-02 3.49e-02
d 2.79e-01 7.67e-02 5.80e-02
k 2.37e-01 7.44e-02 5.87e-02
e 1.95e-01 8.29e-02 6.82e-02
f -1.91e-01 3.34e-02 4.04e-02
t -1.82e-01 4.52e-02 5.43e-02
a -1.62e-01 6.95e-02 8.17e-02
s 1.21e-01 6.61e-02 5.85e-02
n 9.64e-02 4.72e-02 4.28e-02
r 8.10e-02 5.54e-02 5.11e-02
h -5.74e-02 2.17e-02 2.30e-02
q 9.02e-03 3.74e-02 3.71e-02
02 02 D SM aa 2 0.089 p 1.05e+00 1.30e-01 4.56e-02
g -6.90e-01 3.74e-02 7.45e-02
e -4.13e-01 4.51e-02 6.81e-02
d 3.66e-01 8.39e-02 5.82e-02
a -3.58e-01 5.70e-02 8.16e-02
c -3.50e-01 1.01e-02 1.43e-02
f -2.91e-01 3.02e-02 4.04e-02
m -2.76e-01 1.61e-02 2.12e-02
t 2.56e-01 7.03e-02 5.44e-02
n 2.31e-01 5.40e-02 4.28e-02
k -2.17e-01 4.71e-02 5.86e-02
s 2.16e-01 7.29e-02 5.87e-02
w -2.03e-01 1.13e-02 1.39e-02
l -2.02e-01 7.52e-02 9.21e-02
q -1.95e-01 3.05e-02 3.70e-02
r -1.81e-01 4.25e-02 5.10e-02
h 1.31e-01 2.62e-02 2.30e-02
y 1.04e-01 3.88e-02 3.49e-02
i -6.88e-02 5.37e-02 5.75e-02
v -5.91e-02 6.80e-02 7.21e-02
01 01 D SM aa 1 0.049 p 6.18e-01 8.50e-02 4.58e-02
c 6.10e-01 2.64e-02 1.43e-02
g -5.26e-01 4.40e-02 7.44e-02
e -4.91e-01 4.17e-02 6.81e-02
k -4.00e-01 3.93e-02 5.86e-02
r -3.22e-01 3.69e-02 5.09e-02
i 2.65e-01 7.50e-02 5.75e-02
a -2.55e-01 6.31e-02 8.15e-02
s 2.50e-01 7.55e-02 5.88e-02
n -2.45e-01 3.35e-02 4.28e-02
l 2.40e-01 1.17e-01 9.20e-02
v 1.52e-01 8.39e-02 7.21e-02
f 1.34e-01 4.62e-02 4.04e-02
d -1.16e-01 5.18e-02 5.82e-02
y -8.49e-02 3.21e-02 3.49e-02
m -7.28e-02 1.97e-02 2.12e-02
q -5.55e-02 3.50e-02 3.70e-02
t 3.85e-02 5.67e-02 5.45e-02
w 1.36e-02 1.40e-02 1.38e-02
h 1.35e-02 2.33e-02 2.30e-02
03 03 D SM aa 3 0.048 p -7.13e-01 2.23e-02 4.55e-02
d -6.53e-01 3.02e-02 5.81e-02
g 6.34e-01 1.40e-01 7.45e-02
n -2.81e-01 3.24e-02 4.28e-02
e -2.41e-01 5.36e-02 6.82e-02
t 2.25e-01 6.80e-02 5.43e-02
q -1.72e-01 3.12e-02 3.71e-02
k -1.72e-01 4.93e-02 5.86e-02
s -1.59e-01 5.01e-02 5.87e-02
w -1.58e-01 1.19e-02 1.39e-02
r 1.54e-01 5.95e-02 5.10e-02
c 1.50e-01 1.66e-02 1.43e-02
a -1.29e-01 7.18e-02 8.17e-02
l 1.23e-01 1.04e-01 9.22e-02
f 1.22e-01 4.56e-02 4.04e-02
y 1.15e-01 3.92e-02 3.50e-02
m -7.60e-02 1.97e-02 2.12e-02
h 6.76e-02 2.46e-02 2.30e-02
i -4.08e-02 5.52e-02 5.75e-02
v 2.75e-02 7.41e-02 7.21e-02
00 00 D SM aa 0 0.035 w 5.14e-01 2.31e-02 1.38e-02
d -4.73e-01 3.63e-02 5.83e-02
g -4.25e-01 4.86e-02 7.44e-02
v 3.57e-01 1.03e-01 7.19e-02
y 3.37e-01 4.88e-02 3.49e-02
a -3.36e-01 5.82e-02 8.14e-02
c 3.22e-01 1.97e-02 1.43e-02
i 2.73e-01 7.55e-02 5.74e-02
t 2.42e-01 6.95e-02 5.46e-02
n -2.00e-01 3.51e-02 4.29e-02
s -1.93e-01 4.88e-02 5.92e-02
l -1.72e-01 7.73e-02 9.17e-02
h 1.51e-01 2.67e-02 2.30e-02
k 1.50e-01 6.82e-02 5.87e-02
q -1.19e-01 3.29e-02 3.70e-02
f 1.15e-01 4.53e-02 4.03e-02
e -1.12e-01 6.08e-02 6.80e-02
r 6.41e-02 5.43e-02 5.10e-02
p 2.21e-02 4.70e-02 4.60e-02
m -3.96e-03 2.12e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.289
08 -0.289 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.034
10 -0.034 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.243
12 -0.243 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.339
14 -0.339 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.245
16 -0.245 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.702
18 -0.702 1.000
DATA_CLASS 141
CLASS 141 - weight 4344 normalized weight 0.003 relative strength 9.62e-02 *******
class cross entropy w.r.t. global class 1.47e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
05 05 D SM aa 5 2.475 l -8.29e+00 2.30e-05 9.21e-02
p -7.89e+00 1.70e-05 4.56e-02
f -7.78e+00 1.69e-05 4.04e-02
e -7.36e+00 4.35e-05 6.82e-02
q -6.91e+00 3.69e-05 3.71e-02
y -6.87e+00 3.63e-05 3.49e-02
w -6.42e+00 2.27e-05 1.39e-02
m -6.28e+00 3.96e-05 2.13e-02
r -6.10e+00 1.14e-04 5.11e-02
i -5.34e+00 2.76e-04 5.74e-02
v -5.33e+00 3.48e-04 7.19e-02
k -5.32e+00 2.87e-04 5.88e-02
a -5.01e+00 5.46e-04 8.18e-02
h -4.64e+00 2.22e-04 2.30e-02
t -4.33e+00 7.12e-04 5.42e-02
g 2.58e+00 9.81e-01 7.45e-02
d -2.54e+00 4.55e-03 5.79e-02
n -2.54e+00 3.37e-03 4.29e-02
s -2.31e+00 5.83e-03 5.86e-02
c -1.65e+00 2.77e-03 1.44e-02
11 18 R MNcn psi5 1.184 ( 3.17e+00 5.10e-01) 4.62e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.184 ( 3.11e+00 9.38e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.938 ( 2.39e+00 4.00e-01) 3.92e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.938 ( 4.21e+00 4.00e-01) 8.30e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.932 ( 2.36e+00 4.00e-01) 3.87e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.932 ( 4.26e+00 4.00e-01) 7.10e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.920 ( 2.33e+00 4.00e-01) 3.80e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.920 ( 4.27e+00 4.00e-01) 6.85e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.901 ( 2.47e+00 4.00e-01) 4.15e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.901 ( 4.23e+00 4.84e-01) 6.52e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.863 ( 2.40e+00 4.00e-01) 3.94e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.863 ( 4.28e+00 4.91e-01) 5.43e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.262 d -1.22e+00 1.72e-02 5.82e-02
p -1.21e+00 1.36e-02 4.58e-02
v 1.09e+00 2.13e-01 7.21e-02
n -1.02e+00 1.54e-02 4.28e-02
i 9.38e-01 1.47e-01 5.75e-02
g -9.07e-01 3.01e-02 7.44e-02
k -8.62e-01 2.47e-02 5.86e-02
r -8.10e-01 2.27e-02 5.09e-02
e -6.47e-01 3.57e-02 6.81e-02
h -6.37e-01 1.22e-02 2.30e-02
s -5.32e-01 3.46e-02 5.88e-02
c 4.53e-01 2.25e-02 1.43e-02
q -4.49e-01 2.36e-02 3.70e-02
l 3.32e-01 1.28e-01 9.20e-02
a -2.96e-01 6.06e-02 8.15e-02
f 2.84e-01 5.37e-02 4.04e-02
w 2.17e-01 1.72e-02 1.38e-02
m 1.98e-01 2.59e-02 2.12e-02
t 1.51e-01 6.34e-02 5.45e-02
y 9.90e-02 3.85e-02 3.49e-02
03 03 D SM aa 3 0.241 p -1.24e+00 1.32e-02 4.55e-02
d -1.13e+00 1.88e-02 5.81e-02
n -1.09e+00 1.44e-02 4.28e-02
k -9.82e-01 2.19e-02 5.86e-02
v 9.72e-01 1.90e-01 7.21e-02
i 9.56e-01 1.50e-01 5.75e-02
e -9.21e-01 2.72e-02 6.82e-02
q -8.58e-01 1.57e-02 3.71e-02
r -5.61e-01 2.91e-02 5.10e-02
g -5.46e-01 4.31e-02 7.45e-02
f 5.45e-01 6.96e-02 4.04e-02
c 3.78e-01 2.09e-02 1.43e-02
h -3.58e-01 1.61e-02 2.30e-02
l 3.50e-01 1.31e-01 9.22e-02
s -3.37e-01 4.19e-02 5.87e-02
m 3.33e-01 2.96e-02 2.12e-02
w -2.37e-01 1.10e-02 1.39e-02
a -1.90e-01 6.75e-02 8.17e-02
y 1.19e-01 3.94e-02 3.50e-02
t -9.23e-02 4.95e-02 5.43e-02
02 02 D SM aa 2 0.166 d -1.33e+00 1.53e-02 5.82e-02
p -1.33e+00 1.21e-02 4.56e-02
n -8.06e-01 1.91e-02 4.28e-02
v 7.88e-01 1.59e-01 7.21e-02
e -7.42e-01 3.24e-02 6.81e-02
i 7.07e-01 1.17e-01 5.75e-02
k -6.82e-01 2.96e-02 5.86e-02
g -5.94e-01 4.11e-02 7.45e-02
q -4.43e-01 2.38e-02 3.70e-02
w 4.17e-01 2.11e-02 1.39e-02
l 4.13e-01 1.39e-01 9.21e-02
s -4.11e-01 3.89e-02 5.87e-02
y 3.28e-01 4.85e-02 3.49e-02
r -2.78e-01 3.86e-02 5.10e-02
f 2.58e-01 5.23e-02 4.04e-02
c 2.01e-01 1.75e-02 1.43e-02
m 1.97e-01 2.58e-02 2.12e-02
t 1.77e-01 6.50e-02 5.44e-02
h -1.45e-01 1.99e-02 2.30e-02
a 3.56e-02 8.46e-02 8.16e-02
04 04 D SM aa 4 0.078 d -9.53e-01 2.24e-02 5.80e-02
p -7.61e-01 2.13e-02 4.56e-02
g -6.01e-01 4.09e-02 7.45e-02
c 5.54e-01 2.50e-02 1.43e-02
v 5.09e-01 1.20e-01 7.20e-02
n -5.09e-01 2.58e-02 4.28e-02
i 4.23e-01 8.77e-02 5.74e-02
s 3.91e-01 8.65e-02 5.85e-02
t 3.90e-01 8.01e-02 5.43e-02
r -3.46e-01 3.61e-02 5.11e-02
k -2.84e-01 4.42e-02 5.87e-02
y 2.01e-01 4.27e-02 3.49e-02
h 1.85e-01 2.77e-02 2.30e-02
l -1.63e-01 7.83e-02 9.22e-02
e -1.41e-01 5.92e-02 6.82e-02
q -1.05e-01 3.33e-02 3.71e-02
f 9.50e-02 4.44e-02 4.04e-02
a 7.14e-02 8.78e-02 8.17e-02
m 6.28e-02 2.26e-02 2.13e-02
w 1.92e-02 1.42e-02 1.39e-02
00 00 D SM aa 0 0.047 d -7.16e-01 2.85e-02 5.83e-02
g -5.54e-01 4.28e-02 7.44e-02
v 4.87e-01 1.17e-01 7.19e-02
t 3.82e-01 8.00e-02 5.46e-02
e -3.30e-01 4.89e-02 6.80e-02
i 2.34e-01 7.26e-02 5.74e-02
r 2.34e-01 6.44e-02 5.10e-02
p -2.16e-01 3.70e-02 4.60e-02
h 2.16e-01 2.85e-02 2.30e-02
f 2.10e-01 4.97e-02 4.03e-02
n -1.84e-01 3.57e-02 4.29e-02
k 1.78e-01 7.02e-02 5.87e-02
a -1.54e-01 6.98e-02 8.14e-02
l -1.30e-01 8.05e-02 9.17e-02
q -1.14e-01 3.31e-02 3.70e-02
y 1.04e-01 3.87e-02 3.49e-02
s -1.02e-01 5.34e-02 5.92e-02
c -5.39e-02 1.35e-02 1.43e-02
m 3.05e-02 2.19e-02 2.12e-02
w -3.87e-03 1.37e-02 1.38e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.220
08 -0.220 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.215
10 -0.215 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.169
12 -0.169 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.209
14 -0.209 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.265
16 -0.265 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.233
18 0.233 1.000
DATA_CLASS 142
CLASS 142 - weight 4313 normalized weight 0.003 relative strength 5.22e-04 *******
class cross entropy w.r.t. global class 9.00e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.864 (-2.17e-01 4.72e-01) 2.19e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.864 ( 4.74e+00 4.05e-01) 4.85e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.835 ( 2.51e+00 4.00e-01) 4.26e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.835 ( 4.25e+00 6.27e-01) 4.66e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.828 ( 2.45e+00 4.00e-01) 4.09e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.828 ( 4.41e+00 5.87e-01) 2.25e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.800 ( 2.50e+00 4.67e-01) 3.60e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.800 ( 4.53e+00 5.76e-01) 2.66e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.611 ( 2.55e+00 6.55e-01) 2.64e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.611 ( 4.41e+00 6.68e-01) 1.98e-01 ( 4.54e+00 1.01e+00)
09 13 R MNcn phi3 0.291 ( 4.34e+00 5.63e-01) 3.54e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.291 ( 1.10e+00 1.42e+00) 2.01e-01 ( 8.11e-01 1.53e+00)
00 00 D SM aa 0 0.176 s 9.51e-01 1.53e-01 5.92e-02
n 8.67e-01 1.02e-01 4.29e-02
v -8.56e-01 3.06e-02 7.19e-02
k -7.87e-01 2.67e-02 5.87e-02
m -6.80e-01 1.08e-02 2.12e-02
e -6.40e-01 3.59e-02 6.80e-02
i -6.37e-01 3.04e-02 5.74e-02
l -6.34e-01 4.87e-02 9.17e-02
t 5.63e-01 9.59e-02 5.46e-02
c 4.98e-01 2.35e-02 1.43e-02
a -4.36e-01 5.27e-02 8.14e-02
f -4.23e-01 2.64e-02 4.03e-02
r -3.93e-01 3.44e-02 5.10e-02
p 3.12e-01 6.28e-02 4.60e-02
y -2.95e-01 2.59e-02 3.49e-02
g 2.85e-01 9.89e-02 7.44e-02
d 2.14e-01 7.22e-02 5.83e-02
q -1.76e-01 3.11e-02 3.70e-02
w -1.14e-01 1.23e-02 1.38e-02
h 1.14e-01 2.57e-02 2.30e-02
01 01 D SM aa 1 0.145 p 1.09e+00 1.37e-01 4.58e-02
i -9.23e-01 2.28e-02 5.75e-02
v -8.87e-01 2.97e-02 7.21e-02
y -7.14e-01 1.71e-02 3.49e-02
f -6.60e-01 2.09e-02 4.04e-02
n 6.09e-01 7.87e-02 4.28e-02
m -4.75e-01 1.32e-02 2.12e-02
g -4.52e-01 4.74e-02 7.44e-02
l -4.32e-01 5.97e-02 9.20e-02
s 4.21e-01 8.96e-02 5.88e-02
t 3.97e-01 8.10e-02 5.45e-02
c -2.80e-01 1.08e-02 1.43e-02
w -2.56e-01 1.07e-02 1.38e-02
a -2.23e-01 6.52e-02 8.15e-02
d 2.21e-01 7.26e-02 5.82e-02
r 1.90e-01 6.16e-02 5.09e-02
q -1.43e-01 3.21e-02 3.70e-02
k 1.43e-01 6.76e-02 5.86e-02
h -1.09e-01 2.06e-02 2.30e-02
e -9.53e-02 6.19e-02 6.81e-02
05 05 D SM aa 5 0.087 p 7.41e-01 9.57e-02 4.56e-02
g -6.78e-01 3.78e-02 7.45e-02
k -6.59e-01 3.04e-02 5.88e-02
e -6.26e-01 3.65e-02 6.82e-02
c 5.75e-01 2.55e-02 1.44e-02
q -5.29e-01 2.18e-02 3.71e-02
i 4.45e-01 8.95e-02 5.74e-02
v 4.39e-01 1.12e-01 7.19e-02
f 3.96e-01 6.00e-02 4.04e-02
h -3.95e-01 1.55e-02 2.30e-02
n -3.60e-01 2.99e-02 4.29e-02
w 3.58e-01 1.99e-02 1.39e-02
d -3.25e-01 4.19e-02 5.79e-02
y 1.65e-01 4.12e-02 3.49e-02
r -1.37e-01 4.46e-02 5.11e-02
a -1.37e-01 7.13e-02 8.18e-02
t -6.83e-02 5.07e-02 5.42e-02
m 6.64e-02 2.27e-02 2.13e-02
s 3.26e-02 6.05e-02 5.86e-02
l 9.18e-03 9.30e-02 9.21e-02
02 02 D SM aa 2 0.065 p -1.91e+00 6.75e-03 4.56e-02
s 5.33e-01 1.00e-01 5.87e-02
w 4.72e-01 2.22e-02 1.39e-02
y 4.38e-01 5.42e-02 3.49e-02
m -4.10e-01 1.41e-02 2.12e-02
g -3.71e-01 5.14e-02 7.45e-02
h 3.59e-01 3.29e-02 2.30e-02
f 3.03e-01 5.47e-02 4.04e-02
t 2.97e-01 7.32e-02 5.44e-02
k -2.96e-01 4.36e-02 5.86e-02
n 2.73e-01 5.63e-02 4.28e-02
l -2.25e-01 7.35e-02 9.21e-02
c -1.59e-01 1.22e-02 1.43e-02
d 1.23e-01 6.58e-02 5.82e-02
q -1.22e-01 3.28e-02 3.70e-02
e -1.22e-01 6.03e-02 6.81e-02
i -8.56e-02 5.28e-02 5.75e-02
r -8.36e-02 4.69e-02 5.10e-02
v -6.20e-02 6.78e-02 7.21e-02
a -3.87e-02 7.85e-02 8.16e-02
04 04 D SM aa 4 0.036 d -7.69e-01 2.69e-02 5.80e-02
y 4.18e-01 5.31e-02 3.49e-02
f 3.91e-01 5.97e-02 4.04e-02
a -3.64e-01 5.68e-02 8.17e-02
h 3.42e-01 3.24e-02 2.30e-02
n -2.74e-01 3.26e-02 4.28e-02
w 2.57e-01 1.80e-02 1.39e-02
l -2.45e-01 7.21e-02 9.22e-02
g -2.34e-01 5.90e-02 7.45e-02
s 2.30e-01 7.37e-02 5.85e-02
t 2.04e-01 6.65e-02 5.43e-02
m -1.61e-01 1.81e-02 2.13e-02
v 1.54e-01 8.39e-02 7.20e-02
p 1.52e-01 5.31e-02 4.56e-02
i 8.08e-02 6.23e-02 5.74e-02
q -7.98e-02 3.42e-02 3.71e-02
r 4.63e-02 5.35e-02 5.11e-02
k 3.94e-02 6.10e-02 5.87e-02
c -2.16e-02 1.40e-02 1.43e-02
e 1.28e-02 6.91e-02 6.82e-02
03 03 D SM aa 3 0.032 l -4.95e-01 5.62e-02 9.22e-02
t 3.94e-01 8.06e-02 5.43e-02
p 3.39e-01 6.39e-02 4.55e-02
m -2.83e-01 1.60e-02 2.12e-02
w -2.73e-01 1.06e-02 1.39e-02
s 2.52e-01 7.55e-02 5.87e-02
e -2.51e-01 5.31e-02 6.82e-02
k 2.41e-01 7.45e-02 5.86e-02
i -2.31e-01 4.57e-02 5.75e-02
d 2.07e-01 7.15e-02 5.81e-02
r 1.86e-01 6.15e-02 5.10e-02
a -1.79e-01 6.83e-02 8.17e-02
f -1.76e-01 3.39e-02 4.04e-02
n 1.73e-01 5.09e-02 4.28e-02
g -1.42e-01 6.46e-02 7.45e-02
y -1.27e-01 3.08e-02 3.50e-02
c 1.27e-01 1.62e-02 1.43e-02
v -7.66e-02 6.67e-02 7.21e-02
h 6.84e-02 2.46e-02 2.30e-02
q -5.70e-02 3.50e-02 3.71e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.197
08 -0.197 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.716
10 -0.716 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.151
12 -0.151 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.766
14 -0.766 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.309
16 -0.309 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.088
18 -0.088 1.000
DATA_CLASS 143
CLASS 143 - weight 4293 normalized weight 0.003 relative strength 3.77e-01 *******
class cross entropy w.r.t. global class 1.44e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
03 03 D SM aa 3 1.546 i -6.47e+00 8.94e-05 5.75e-02
v -5.78e+00 2.23e-04 7.21e-02
k -5.77e+00 1.82e-04 5.86e-02
r -5.63e+00 1.82e-04 5.10e-02
f -5.61e+00 1.47e-04 4.04e-02
l -5.41e+00 4.10e-04 9.22e-02
y -5.20e+00 1.92e-04 3.50e-02
q -4.85e+00 2.90e-04 3.71e-02
e -4.58e+00 7.03e-04 6.82e-02
d -4.04e+00 1.03e-03 5.81e-02
w -3.89e+00 2.85e-04 1.39e-02
p -3.47e+00 1.41e-03 4.55e-02
h -2.51e+00 1.88e-03 2.30e-02
a 2.14e+00 6.95e-01 8.17e-02
m -1.06e+00 7.39e-03 2.12e-02
c 9.63e-01 3.75e-02 1.43e-02
n -8.89e-01 1.76e-02 4.28e-02
g 5.98e-01 1.35e-01 7.45e-02
t -4.66e-01 3.41e-02 5.43e-02
s 1.16e-01 6.58e-02 5.87e-02
07 10 R MNcn psi1 0.949 (-7.33e-01 4.00e-01) 3.87e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.949 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.948 (-7.30e-01 4.00e-01) 3.88e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.948 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.947 (-7.28e-01 4.00e-01) 3.85e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.947 ( 5.19e+00 4.00e-01) 1.62e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.942 (-7.25e-01 4.00e-01) 3.84e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.942 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.934 (-7.05e-01 4.00e-01) 3.78e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.934 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.919 (-6.52e-01 4.00e-01) 3.65e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.919 ( 5.13e+00 4.00e-01) 1.46e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.679 p -7.29e+00 3.10e-05 4.56e-02
d -6.17e+00 1.22e-04 5.82e-02
g -5.99e+00 1.87e-04 7.45e-02
e -5.13e+00 4.03e-04 6.81e-02
n -4.16e+00 6.67e-04 4.28e-02
r -3.83e+00 1.10e-03 5.10e-02
k -3.52e+00 1.74e-03 5.86e-02
s -2.00e+00 7.96e-03 5.87e-02
h -1.98e+00 3.18e-03 2.30e-02
i 1.05e+00 1.65e-01 5.75e-02
l 1.01e+00 2.53e-01 9.21e-02
m 9.31e-01 5.38e-02 2.12e-02
a 8.46e-01 1.90e-01 8.16e-02
w 5.68e-01 2.45e-02 1.39e-02
v 5.47e-01 1.25e-01 7.21e-02
q -3.06e-01 2.73e-02 3.70e-02
y 2.46e-01 4.47e-02 3.49e-02
t -2.08e-01 4.42e-02 5.44e-02
f 9.74e-02 4.45e-02 4.04e-02
c -9.45e-02 1.30e-02 1.43e-02
00 00 D SM aa 0 0.316 e -5.48e+00 2.82e-04 6.80e-02
p -5.22e+00 2.49e-04 4.60e-02
n -4.13e+00 6.88e-04 4.29e-02
d -4.09e+00 9.75e-04 5.83e-02
v 8.28e-01 1.65e-01 7.19e-02
k -7.21e-01 2.86e-02 5.87e-02
i 6.23e-01 1.07e-01 5.74e-02
m 5.66e-01 3.74e-02 2.12e-02
a 4.90e-01 1.33e-01 8.14e-02
s -4.56e-01 3.75e-02 5.92e-02
l 4.44e-01 1.43e-01 9.17e-02
q -4.17e-01 2.44e-02 3.70e-02
c 4.06e-01 2.14e-02 1.43e-02
g -1.90e-01 6.15e-02 7.44e-02
r 1.90e-01 6.16e-02 5.10e-02
f 1.59e-01 4.72e-02 4.03e-02
w 8.51e-02 1.50e-02 1.38e-02
h 5.20e-02 2.42e-02 2.30e-02
y 3.80e-02 3.62e-02 3.49e-02
t 8.73e-03 5.51e-02 5.46e-02
05 05 D SM aa 5 0.218 p -7.20e+00 3.42e-05 4.56e-02
f -1.61e+00 8.09e-03 4.04e-02
g -1.07e+00 2.55e-02 7.45e-02
v -7.64e-01 3.35e-02 7.19e-02
r 7.57e-01 1.09e-01 5.11e-02
a 7.01e-01 1.65e-01 8.18e-02
w -6.59e-01 7.19e-03 1.39e-02
q 6.12e-01 6.84e-02 3.71e-02
e 6.10e-01 1.26e-01 6.82e-02
l -5.09e-01 5.54e-02 9.21e-02
i -4.69e-01 3.59e-02 5.74e-02
k 4.68e-01 9.39e-02 5.88e-02
h 4.35e-01 3.56e-02 2.30e-02
c -3.25e-01 1.04e-02 1.44e-02
d -2.92e-01 4.33e-02 5.79e-02
t -2.81e-01 4.09e-02 5.42e-02
n -1.83e-01 3.57e-02 4.29e-02
s -1.13e-01 5.23e-02 5.86e-02
y -7.05e-02 3.25e-02 3.49e-02
m 3.62e-02 2.20e-02 2.13e-02
04 04 D SM aa 4 0.207 p -7.73e+00 1.99e-05 4.56e-02
s -1.16e+00 1.83e-02 5.85e-02
e -9.20e-01 2.72e-02 6.82e-02
d -9.05e-01 2.35e-02 5.80e-02
g -8.76e-01 3.10e-02 7.45e-02
r 8.13e-01 1.15e-01 5.11e-02
n -8.12e-01 1.90e-02 4.28e-02
m 6.81e-01 4.20e-02 2.13e-02
t -5.38e-01 3.17e-02 5.43e-02
h 4.99e-01 3.79e-02 2.30e-02
v 4.69e-01 1.15e-01 7.20e-02
q -4.52e-01 2.36e-02 3.71e-02
l 4.27e-01 1.41e-01 9.22e-02
i 3.76e-01 8.37e-02 5.74e-02
k 3.47e-01 8.30e-02 5.87e-02
f -3.33e-01 2.89e-02 4.04e-02
a 2.90e-01 1.09e-01 8.17e-02
w 2.30e-01 1.75e-02 1.39e-02
c 2.25e-01 1.80e-02 1.43e-02
y -2.53e-02 3.41e-02 3.49e-02
01 01 D SM aa 1 0.196 w -2.11e+00 1.67e-03 1.38e-02
y -1.53e+00 7.57e-03 3.49e-02
f -1.26e+00 1.15e-02 4.04e-02
i -1.12e+00 1.88e-02 5.75e-02
c -1.00e+00 5.25e-03 1.43e-02
v -9.16e-01 2.88e-02 7.21e-02
a 7.89e-01 1.79e-01 8.15e-02
e 6.73e-01 1.33e-01 6.81e-02
l -6.60e-01 4.75e-02 9.20e-02
m -6.28e-01 1.13e-02 2.12e-02
p -5.86e-01 2.55e-02 4.58e-02
d 5.83e-01 1.04e-01 5.82e-02
r 4.29e-01 7.82e-02 5.09e-02
g -3.59e-01 5.20e-02 7.44e-02
h 2.64e-01 2.99e-02 2.30e-02
n 2.59e-01 5.55e-02 4.28e-02
q 2.42e-01 4.72e-02 3.70e-02
k -1.79e-01 4.90e-02 5.86e-02
s -3.38e-02 5.69e-02 5.88e-02
t 3.29e-02 5.63e-02 5.45e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.060
08 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.053
10 -0.053 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.058
12 -0.058 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.047
14 -0.047 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.069
16 -0.069 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.164
18 -0.164 1.000
DATA_CLASS 144
CLASS 144 - weight 4283 normalized weight 0.003 relative strength 1.23e-06 *******
class cross entropy w.r.t. global class 1.25e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.158 ( 1.23e+00 4.00e-01) 8.29e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.158 ( 1.18e+00 1.55e+00) 2.42e-01 ( 8.09e-01 1.53e+00)
06 08 R MNcn psi0 0.828 ( 2.42e+00 4.00e-01) 3.98e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.828 ( 4.44e+00 5.64e-01) 1.75e-01 ( 4.54e+00 1.01e+00)
09 13 R MNcn phi3 0.805 ( 3.14e+00 1.69e+00) 8.35e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.805 ( 1.44e+00 1.43e+00) 4.37e-01 ( 8.11e-01 1.53e+00)
04 04 D SM aa 4 0.671 p -3.93e+00 8.92e-04 4.56e-02
i -1.91e+00 8.50e-03 5.74e-02
g 1.83e+00 4.65e-01 7.45e-02
v -1.52e+00 1.58e-02 7.20e-02
l -1.29e+00 2.55e-02 9.22e-02
f -7.95e-01 1.82e-02 4.04e-02
t -7.76e-01 2.50e-02 5.43e-02
r -6.82e-01 2.58e-02 5.11e-02
y -6.71e-01 1.79e-02 3.49e-02
m -6.60e-01 1.10e-02 2.13e-02
a -6.01e-01 4.48e-02 8.17e-02
q -5.63e-01 2.11e-02 3.71e-02
n 5.34e-01 7.31e-02 4.28e-02
e -4.86e-01 4.20e-02 6.82e-02
k -4.51e-01 3.74e-02 5.87e-02
c -3.79e-01 9.83e-03 1.43e-02
w -2.52e-01 1.08e-02 1.39e-02
d 2.28e-01 7.29e-02 5.80e-02
s -9.42e-02 5.33e-02 5.85e-02
h -7.31e-02 2.14e-02 2.30e-02
11 17 R MNcn phi5 0.461 ( 3.48e+00 1.56e+00) 6.84e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.461 ( 1.36e+00 1.54e+00) 3.60e-01 ( 8.09e-01 1.53e+00)
07 10 R MNcn psi1 0.245 ( 1.70e+00 1.29e+00) 6.85e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.245 ( 4.56e+00 5.39e-01) 3.44e-02 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.173 g 1.17e+00 2.41e-01 7.45e-02
p -9.25e-01 1.81e-02 4.56e-02
v -6.83e-01 3.63e-02 7.19e-02
i -5.77e-01 3.22e-02 5.74e-02
l -5.33e-01 5.41e-02 9.21e-02
a -5.15e-01 4.89e-02 8.18e-02
n 4.06e-01 6.43e-02 4.29e-02
c -3.26e-01 1.04e-02 1.44e-02
f -2.72e-01 3.07e-02 4.04e-02
w -2.61e-01 1.07e-02 1.39e-02
e -2.23e-01 5.46e-02 6.82e-02
s 2.08e-01 7.21e-02 5.86e-02
y -1.49e-01 3.01e-02 3.49e-02
k -1.45e-01 5.08e-02 5.88e-02
d 1.37e-01 6.64e-02 5.79e-02
m -1.35e-01 1.86e-02 2.13e-02
t -6.05e-02 5.11e-02 5.42e-02
h 5.53e-02 2.44e-02 2.30e-02
r -4.14e-02 4.91e-02 5.11e-02
q -1.97e-02 3.63e-02 3.71e-02
08 12 R MNcn psi2 0.173 ( 1.47e+00 1.43e+00) 4.56e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.173 ( 4.59e+00 5.68e-01) 8.86e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.166 g 1.09e+00 2.21e-01 7.45e-02
l -7.91e-01 4.18e-02 9.22e-02
i -7.37e-01 2.75e-02 5.75e-02
v -7.00e-01 3.58e-02 7.21e-02
n 5.69e-01 7.57e-02 4.28e-02
h 5.11e-01 3.84e-02 2.30e-02
t -3.91e-01 3.68e-02 5.43e-02
d 3.70e-01 8.41e-02 5.81e-02
p -3.64e-01 3.16e-02 4.55e-02
m -3.04e-01 1.57e-02 2.12e-02
r -2.78e-01 3.87e-02 5.10e-02
w -2.66e-01 1.06e-02 1.39e-02
f -2.51e-01 3.14e-02 4.04e-02
e -2.26e-01 5.44e-02 6.82e-02
y -2.19e-01 2.81e-02 3.50e-02
q -2.05e-01 3.02e-02 3.71e-02
a -1.55e-01 6.99e-02 8.17e-02
k -1.39e-01 5.10e-02 5.86e-02
s 7.85e-02 6.35e-02 5.87e-02
c -1.82e-02 1.41e-02 1.43e-02
01 01 D SM aa 1 0.050 p 7.92e-01 1.01e-01 4.58e-02
e -5.40e-01 3.97e-02 6.81e-02
a -3.96e-01 5.49e-02 8.15e-02
c 3.70e-01 2.07e-02 1.43e-02
g -3.47e-01 5.26e-02 7.44e-02
w -2.91e-01 1.03e-02 1.38e-02
q -2.47e-01 2.89e-02 3.70e-02
t 2.17e-01 6.77e-02 5.45e-02
d 1.97e-01 7.09e-02 5.82e-02
m -1.91e-01 1.75e-02 2.12e-02
v 1.75e-01 8.59e-02 7.21e-02
s 1.73e-01 6.99e-02 5.88e-02
r -1.54e-01 4.37e-02 5.09e-02
h 1.53e-01 2.68e-02 2.30e-02
k -1.08e-01 5.26e-02 5.86e-02
f -6.06e-02 3.80e-02 4.04e-02
l -5.63e-02 8.69e-02 9.20e-02
y -4.64e-02 3.33e-02 3.49e-02
n -2.30e-02 4.18e-02 4.28e-02
i -1.77e-02 5.65e-02 5.75e-02
00 00 D SM aa 0 0.050 g -8.21e-01 3.27e-02 7.44e-02
c 5.50e-01 2.48e-02 1.43e-02
e -4.50e-01 4.34e-02 6.80e-02
a -4.01e-01 5.45e-02 8.14e-02
p 3.93e-01 6.81e-02 4.60e-02
v 3.61e-01 1.03e-01 7.19e-02
w 3.59e-01 1.98e-02 1.38e-02
i 2.95e-01 7.72e-02 5.74e-02
y 2.95e-01 4.68e-02 3.49e-02
d -2.35e-01 4.61e-02 5.83e-02
n -2.13e-01 3.47e-02 4.29e-02
t 1.86e-01 6.57e-02 5.46e-02
f 1.69e-01 4.77e-02 4.03e-02
s 1.16e-01 6.64e-02 5.92e-02
r -8.28e-02 4.69e-02 5.10e-02
m -7.94e-02 1.96e-02 2.12e-02
q -7.87e-02 3.42e-02 3.70e-02
k -5.98e-02 5.53e-02 5.87e-02
h 5.89e-02 2.44e-02 2.30e-02
l -3.58e-02 8.85e-02 9.17e-02
02 02 D SM aa 2 0.023 g -4.54e-01 4.73e-02 7.45e-02
p 4.49e-01 7.15e-02 4.56e-02
d 3.22e-01 8.03e-02 5.82e-02
k -2.56e-01 4.53e-02 5.86e-02
t 1.91e-01 6.58e-02 5.44e-02
e -1.70e-01 5.75e-02 6.81e-02
q -1.59e-01 3.16e-02 3.70e-02
s 1.50e-01 6.82e-02 5.87e-02
r -1.35e-01 4.46e-02 5.10e-02
a -1.35e-01 7.13e-02 8.16e-02
f 1.27e-01 4.59e-02 4.04e-02
n 1.17e-01 4.81e-02 4.28e-02
l -1.13e-01 8.22e-02 9.21e-02
w 1.00e-01 1.53e-02 1.39e-02
c 9.87e-02 1.58e-02 1.43e-02
y 9.43e-02 3.84e-02 3.49e-02
h 7.97e-02 2.49e-02 2.30e-02
m 5.91e-02 2.25e-02 2.12e-02
v -5.76e-02 6.81e-02 7.21e-02
i -3.86e-02 5.54e-02 5.75e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.117
08 -0.117 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.316
10 -0.316 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.202
12 -0.202 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.129
14 0.129 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.001
16 -0.001 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.087
18 -0.087 1.000
DATA_CLASS 145
CLASS 145 - weight 4268 normalized weight 0.003 relative strength 9.91e-02 *******
class cross entropy w.r.t. global class 1.92e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.659 ( 1.44e+00 4.00e-01) 7.77e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.659 ( 1.84e-01 4.00e-01) 1.57e+00 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 1.457 p -8.11e+00 1.37e-05 4.55e-02
i -4.08e+00 9.75e-04 5.75e-02
v -3.98e+00 1.34e-03 7.21e-02
t -2.96e+00 2.83e-03 5.43e-02
g 2.29e+00 7.34e-01 7.45e-02
w -1.80e+00 2.30e-03 1.39e-02
a -1.76e+00 1.40e-02 8.17e-02
l -1.68e+00 1.72e-02 9.22e-02
e -1.65e+00 1.31e-02 6.82e-02
y -1.49e+00 7.84e-03 3.50e-02
s -1.27e+00 1.65e-02 5.87e-02
f -1.21e+00 1.21e-02 4.04e-02
d -9.82e-01 2.18e-02 5.81e-02
m -9.00e-01 8.63e-03 2.12e-02
q -7.97e-01 1.67e-02 3.71e-02
k -7.59e-01 2.74e-02 5.86e-02
c -7.41e-01 6.82e-03 1.43e-02
h -6.32e-01 1.22e-02 2.30e-02
r -5.62e-01 2.91e-02 5.10e-02
n 2.49e-01 5.49e-02 4.28e-02
06 08 R MNcn psi0 1.251 ( 2.92e+00 4.00e-01) 5.23e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 1.251 ( 4.73e+00 4.00e-01) 4.63e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.895 ( 2.39e+00 4.00e-01) 3.95e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.895 ( 4.59e+00 4.95e-01) 9.17e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.875 (-4.15e-01 4.00e-01) 3.08e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.875 ( 5.19e+00 4.00e-01) 1.61e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.749 ( 1.52e-02 4.00e-01) 1.99e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.749 ( 4.74e+00 4.00e-01) 4.81e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.604 ( 2.22e+00 9.42e-01) 1.49e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.604 ( 4.71e+00 4.00e-01) 4.10e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.595 p -4.30e+00 6.21e-04 4.56e-02
i -2.32e+00 5.64e-03 5.75e-02
v -1.78e+00 1.22e-02 7.21e-02
d 1.71e+00 3.22e-01 5.82e-02
g -1.41e+00 1.82e-02 7.45e-02
n 1.26e+00 1.51e-01 4.28e-02
l -1.14e+00 2.93e-02 9.21e-02
m -9.32e-01 8.35e-03 2.12e-02
f -7.47e-01 1.91e-02 4.04e-02
a -7.15e-01 3.99e-02 8.16e-02
r -5.67e-01 2.89e-02 5.10e-02
c -5.59e-01 8.18e-03 1.43e-02
y -5.23e-01 2.07e-02 3.49e-02
w -4.67e-01 8.69e-03 1.39e-02
s 4.29e-01 9.02e-02 5.87e-02
k -2.44e-01 4.59e-02 5.86e-02
t 9.68e-02 5.99e-02 5.44e-02
e 4.82e-02 7.15e-02 6.81e-02
q -3.31e-02 3.58e-02 3.70e-02
h 2.21e-02 2.35e-02 2.30e-02
00 00 D SM aa 0 0.540 i -2.60e+00 4.27e-03 5.74e-02
v -2.45e+00 6.20e-03 7.19e-02
e -1.55e+00 1.44e-02 6.80e-02
d 1.50e+00 2.61e-01 5.83e-02
p -1.43e+00 1.10e-02 4.60e-02
n 1.27e+00 1.52e-01 4.29e-02
k -9.39e-01 2.30e-02 5.87e-02
a -8.90e-01 3.34e-02 8.14e-02
t 8.33e-01 1.26e-01 5.46e-02
r -7.60e-01 2.38e-02 5.10e-02
m -7.12e-01 1.04e-02 2.12e-02
q -6.63e-01 1.91e-02 3.70e-02
s 6.34e-01 1.12e-01 5.92e-02
y -6.32e-01 1.85e-02 3.49e-02
f -5.57e-01 2.31e-02 4.03e-02
c 4.97e-01 2.35e-02 1.43e-02
h -4.63e-01 1.45e-02 2.30e-02
l -4.21e-01 6.02e-02 9.17e-02
w -3.27e-01 9.95e-03 1.38e-02
g -3.15e-01 5.43e-02 7.44e-02
01 01 D SM aa 1 0.252 p 1.34e+00 1.76e-01 4.58e-02
i -1.14e+00 1.83e-02 5.75e-02
m -1.10e+00 7.07e-03 2.12e-02
c -1.05e+00 5.03e-03 1.43e-02
f -1.00e-00 1.49e-02 4.04e-02
v -9.80e-01 2.70e-02 7.21e-02
l -9.55e-01 3.54e-02 9.20e-02
g -8.28e-01 3.25e-02 7.44e-02
y -7.15e-01 1.71e-02 3.49e-02
w -7.02e-01 6.86e-03 1.38e-02
e 6.07e-01 1.25e-01 6.81e-02
s 5.18e-01 9.88e-02 5.88e-02
h -3.24e-01 1.66e-02 2.30e-02
t -3.22e-01 3.95e-02 5.45e-02
k 3.04e-01 7.94e-02 5.86e-02
a 2.82e-01 1.08e-01 8.15e-02
d 2.17e-01 7.23e-02 5.82e-02
n -1.12e-01 3.83e-02 4.28e-02
q -9.40e-02 3.37e-02 3.70e-02
r -5.03e-02 4.85e-02 5.09e-02
04 04 D SM aa 4 0.202 p -2.87e+00 2.58e-03 4.56e-02
g -1.02e+00 2.69e-02 7.45e-02
l -8.43e-01 3.97e-02 9.22e-02
r 7.19e-01 1.05e-01 5.11e-02
k 7.05e-01 1.19e-01 5.87e-02
f -6.99e-01 2.01e-02 4.04e-02
i -6.88e-01 2.89e-02 5.74e-02
m -6.81e-01 1.08e-02 2.13e-02
t 6.73e-01 1.06e-01 5.43e-02
n 6.11e-01 7.89e-02 4.28e-02
a -5.60e-01 4.67e-02 8.17e-02
q 5.24e-01 6.26e-02 3.71e-02
s 4.27e-01 8.97e-02 5.85e-02
v -3.17e-01 5.24e-02 7.20e-02
w -2.61e-01 1.07e-02 1.39e-02
d -2.61e-01 4.47e-02 5.80e-02
e 2.42e-01 8.69e-02 6.82e-02
c -2.11e-01 1.16e-02 1.43e-02
h 1.66e-01 2.72e-02 2.30e-02
y -1.55e-01 2.99e-02 3.49e-02
05 05 D SM aa 5 0.130 g -1.40e+00 1.84e-02 7.45e-02
d -8.38e-01 2.51e-02 5.79e-02
n -6.99e-01 2.13e-02 4.29e-02
p 6.74e-01 8.95e-02 4.56e-02
i 5.96e-01 1.04e-01 5.74e-02
v 5.67e-01 1.27e-01 7.19e-02
a -5.49e-01 4.72e-02 8.18e-02
q -5.13e-01 2.22e-02 3.71e-02
w 5.05e-01 2.30e-02 1.39e-02
h -4.20e-01 1.51e-02 2.30e-02
t 3.86e-01 7.98e-02 5.42e-02
e -3.78e-01 4.68e-02 6.82e-02
s -3.50e-01 4.13e-02 5.86e-02
c 2.76e-01 1.89e-02 1.44e-02
l 1.89e-01 1.11e-01 9.21e-02
y 1.88e-01 4.21e-02 3.49e-02
k -1.09e-01 5.27e-02 5.88e-02
f 8.42e-02 4.39e-02 4.04e-02
r -6.52e-02 4.79e-02 5.11e-02
m 5.80e-02 2.25e-02 2.13e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.059
08 0.059 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.212
10 -0.212 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.274
12 -0.274 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.448
14 -0.448 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.074
16 0.074 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.130
18 -0.130 1.000
DATA_CLASS 146
CLASS 146 - weight 4198 normalized weight 0.003 relative strength 1.05e-01 *******
class cross entropy w.r.t. global class 1.39e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 1.174 ( 2.66e+00 4.00e-01) 4.59e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 1.174 ( 4.87e+00 4.00e-01) 8.11e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.955 (-6.93e-01 4.00e-01) 3.77e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.955 ( 5.25e+00 4.00e-01) 1.77e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.938 (-6.84e-01 4.00e-01) 3.74e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.938 ( 5.20e+00 4.00e-01) 1.65e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.937 (-7.16e-01 4.00e-01) 3.81e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.937 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.928 (-6.77e-01 4.00e-01) 3.72e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.928 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.918 (-6.66e-01 4.00e-01) 3.69e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.918 ( 5.11e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.661 l -7.73e+00 4.06e-05 9.22e-02
i -7.06e+00 4.95e-05 5.75e-02
f -6.08e+00 9.22e-05 4.04e-02
v -4.40e+00 8.86e-04 7.21e-02
m -2.12e+00 2.56e-03 2.12e-02
w -2.04e+00 1.81e-03 1.39e-02
c -1.96e+00 2.02e-03 1.43e-02
d 1.46e+00 2.51e-01 5.81e-02
e 1.31e+00 2.53e-01 6.82e-02
y -1.26e+00 9.90e-03 3.50e-02
q 7.73e-01 8.03e-02 3.71e-02
g -5.48e-01 4.31e-02 7.45e-02
r -4.24e-01 3.34e-02 5.10e-02
a -4.22e-01 5.36e-02 8.17e-02
p -3.01e-01 3.37e-02 4.55e-02
h 3.01e-01 3.11e-02 2.30e-02
k -2.46e-01 4.58e-02 5.86e-02
s 9.01e-02 6.42e-02 5.87e-02
n -8.00e-02 3.95e-02 4.28e-02
t -9.39e-03 5.38e-02 5.43e-02
05 05 D SM aa 5 0.492 d -7.32e+00 3.83e-05 5.79e-02
p -5.30e+00 2.27e-04 4.56e-02
e -2.40e+00 6.18e-03 6.82e-02
n -2.23e+00 4.59e-03 4.29e-02
g -2.10e+00 9.14e-03 7.45e-02
s -1.34e+00 1.54e-02 5.86e-02
k -1.17e+00 1.82e-02 5.88e-02
q -1.12e+00 1.21e-02 3.71e-02
l 1.00e+00 2.51e-01 9.21e-02
i 8.50e-01 1.34e-01 5.74e-02
m 7.72e-01 4.60e-02 2.13e-02
v 7.61e-01 1.54e-01 7.19e-02
r -6.95e-01 2.55e-02 5.11e-02
c 6.18e-01 2.66e-02 1.44e-02
t -5.80e-01 3.04e-02 5.42e-02
f 5.41e-01 6.93e-02 4.04e-02
a 4.45e-01 1.28e-01 8.18e-02
h -4.30e-01 1.50e-02 2.30e-02
w 1.73e-01 1.65e-02 1.39e-02
y 8.77e-02 3.81e-02 3.49e-02
00 00 D SM aa 0 0.442 i -2.31e+00 5.72e-03 5.74e-02
v -2.13e+00 8.58e-03 7.19e-02
s 1.47e+00 2.58e-01 5.92e-02
w -1.31e+00 3.73e-03 1.38e-02
f -1.16e+00 1.26e-02 4.03e-02
m -1.16e+00 6.64e-03 2.12e-02
l -1.08e+00 3.12e-02 9.17e-02
t 1.06e+00 1.58e-01 5.46e-02
a -8.80e-01 3.38e-02 8.14e-02
p 7.48e-01 9.72e-02 4.60e-02
q -6.64e-01 1.91e-02 3.70e-02
y -6.32e-01 1.85e-02 3.49e-02
c -5.19e-01 8.50e-03 1.43e-02
e -4.71e-01 4.25e-02 6.80e-02
d 2.50e-01 7.48e-02 5.83e-02
g -2.42e-01 5.84e-02 7.44e-02
k -1.13e-01 5.24e-02 5.87e-02
n -8.77e-02 3.93e-02 4.29e-02
r -4.57e-02 4.87e-02 5.10e-02
h -1.01e-02 2.27e-02 2.30e-02
01 01 D SM aa 1 0.327 e -4.06e+00 1.17e-03 6.81e-02
d -2.09e+00 7.19e-03 5.82e-02
q -1.79e+00 6.19e-03 3.70e-02
n -1.48e+00 9.71e-03 4.28e-02
k -1.22e+00 1.74e-02 5.86e-02
p 8.54e-01 1.08e-01 4.58e-02
l 8.21e-01 2.09e-01 9.20e-02
g -7.99e-01 3.35e-02 7.44e-02
f 7.18e-01 8.28e-02 4.04e-02
s -7.16e-01 2.87e-02 5.88e-02
r -6.79e-01 2.58e-02 5.09e-02
w 6.13e-01 2.55e-02 1.38e-02
v 5.18e-01 1.21e-01 7.21e-02
i 5.12e-01 9.60e-02 5.75e-02
m 4.86e-01 3.45e-02 2.12e-02
c -3.76e-01 9.83e-03 1.43e-02
t -3.62e-01 3.80e-02 5.45e-02
y 2.51e-01 4.48e-02 3.49e-02
h 1.82e-01 2.76e-02 2.30e-02
a -1.03e-01 7.36e-02 8.15e-02
04 04 D SM aa 4 0.241 p -3.49e+00 1.39e-03 4.56e-02
d -1.51e+00 1.28e-02 5.80e-02
e -1.35e+00 1.77e-02 6.82e-02
k -1.17e+00 1.82e-02 5.87e-02
g -1.17e+00 2.32e-02 7.45e-02
n -6.33e-01 2.28e-02 4.28e-02
l 6.28e-01 1.73e-01 9.22e-02
f 6.00e-01 7.36e-02 4.04e-02
v 5.96e-01 1.31e-01 7.20e-02
y 5.94e-01 6.33e-02 3.49e-02
s -5.79e-01 3.28e-02 5.85e-02
a 4.85e-01 1.33e-01 8.17e-02
m 4.10e-01 3.20e-02 2.13e-02
i 4.09e-01 8.64e-02 5.74e-02
w 3.81e-01 2.04e-02 1.39e-02
q -2.24e-01 2.96e-02 3.71e-02
r -2.02e-01 4.17e-02 5.11e-02
h 1.26e-01 2.61e-02 2.30e-02
t -1.22e-01 4.80e-02 5.43e-02
c -3.07e-02 1.39e-02 1.43e-02
02 02 D SM aa 2 0.077 e 7.93e-01 1.50e-01 6.81e-02
v -6.27e-01 3.85e-02 7.21e-02
p -5.01e-01 2.76e-02 4.56e-02
f -4.89e-01 2.48e-02 4.04e-02
n -4.51e-01 2.73e-02 4.28e-02
d 4.40e-01 9.03e-02 5.82e-02
i -4.34e-01 3.73e-02 5.75e-02
c -4.29e-01 9.32e-03 1.43e-02
q 2.47e-01 4.74e-02 3.70e-02
s 2.29e-01 7.39e-02 5.87e-02
l -2.15e-01 7.42e-02 9.21e-02
y -1.65e-01 2.96e-02 3.49e-02
h 1.65e-01 2.71e-02 2.30e-02
t -1.55e-01 4.66e-02 5.44e-02
w 1.33e-01 1.58e-02 1.39e-02
m -7.06e-02 1.98e-02 2.12e-02
g -5.31e-02 7.06e-02 7.45e-02
k 4.48e-02 6.12e-02 5.86e-02
a -4.03e-02 7.84e-02 8.16e-02
r -2.57e-02 4.97e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.124
08 -0.124 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.167
10 -0.167 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.092
12 -0.092 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.096
14 -0.096 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.120
16 -0.120 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.169
18 -0.169 1.000
DATA_CLASS 147
CLASS 147 - weight 4194 normalized weight 0.003 relative strength 8.49e-03 *******
class cross entropy w.r.t. global class 1.08e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.882 ( 2.39e+00 4.00e-01) 3.96e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.882 ( 4.57e+00 5.09e-01) 5.40e-02 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.876 ( 2.45e+00 4.00e-01) 4.09e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.876 ( 4.50e+00 5.28e-01) 8.29e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.857 (-3.28e-01 4.00e-01) 2.85e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.857 ( 5.09e+00 4.00e-01) 1.35e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.837 (-3.38e-01 4.03e-01) 2.88e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.837 ( 4.76e+00 4.00e-01) 5.33e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.780 (-5.84e-02 4.00e-01) 2.17e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.780 ( 4.64e+00 4.00e-01) 2.41e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.632 p 2.11e+00 3.77e-01 4.56e-02
v -1.36e+00 1.85e-02 7.21e-02
l -1.27e+00 2.59e-02 9.21e-02
i -1.19e+00 1.75e-02 5.75e-02
f -1.18e+00 1.24e-02 4.04e-02
c -1.17e+00 4.43e-03 1.43e-02
g -1.14e+00 2.37e-02 7.45e-02
y -1.09e+00 1.17e-02 3.49e-02
m -1.04e+00 7.53e-03 2.12e-02
w -9.42e-01 5.40e-03 1.39e-02
h -6.70e-01 1.18e-02 2.30e-02
a -5.25e-01 4.82e-02 8.16e-02
t -3.98e-01 3.66e-02 5.44e-02
q -3.30e-01 2.66e-02 3.70e-02
k 2.91e-01 7.84e-02 5.86e-02
n -2.81e-01 3.23e-02 4.28e-02
r -2.36e-01 4.03e-02 5.10e-02
s 2.34e-01 7.42e-02 5.87e-02
d 1.93e-01 7.06e-02 5.82e-02
e 1.22e-01 7.69e-02 6.81e-02
07 10 R MNcn psi1 0.408 ( 2.07e+00 7.57e-01) 1.66e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.408 ( 4.25e+00 6.19e-01) 4.66e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.362 p -4.72e+00 4.07e-04 4.58e-02
n 1.17e+00 1.39e-01 4.28e-02
d 1.15e+00 1.84e-01 5.82e-02
v -1.15e+00 2.29e-02 7.21e-02
i -1.14e+00 1.85e-02 5.75e-02
s 8.61e-01 1.39e-01 5.88e-02
h 7.88e-01 5.05e-02 2.30e-02
l -7.79e-01 4.22e-02 9.20e-02
g -7.43e-01 3.54e-02 7.44e-02
k -7.43e-01 2.79e-02 5.86e-02
e -6.99e-01 3.38e-02 6.81e-02
m -5.48e-01 1.23e-02 2.12e-02
a -4.88e-01 5.01e-02 8.15e-02
q -4.79e-01 2.29e-02 3.70e-02
r -3.69e-01 3.52e-02 5.09e-02
y 3.69e-01 5.05e-02 3.49e-02
c 3.31e-01 1.99e-02 1.43e-02
f 3.28e-01 5.61e-02 4.04e-02
w -3.03e-01 1.02e-02 1.38e-02
t -1.03e-01 4.92e-02 5.45e-02
03 03 D SM aa 3 0.320 p -3.10e+00 2.04e-03 4.55e-02
i -1.73e+00 1.02e-02 5.75e-02
v -1.61e+00 1.44e-02 7.21e-02
n 1.21e+00 1.43e-01 4.28e-02
d 1.08e+00 1.71e-01 5.81e-02
l -1.05e+00 3.23e-02 9.22e-02
m -8.59e-01 8.99e-03 2.12e-02
c -8.47e-01 6.14e-03 1.43e-02
a -6.41e-01 4.30e-02 8.17e-02
h 6.10e-01 4.24e-02 2.30e-02
w 5.03e-01 2.30e-02 1.39e-02
f -4.58e-01 2.56e-02 4.04e-02
g -4.38e-01 4.81e-02 7.45e-02
s 3.99e-01 8.75e-02 5.87e-02
t 3.41e-01 7.64e-02 5.43e-02
e 2.00e-01 8.33e-02 6.82e-02
y -1.87e-01 2.90e-02 3.50e-02
k 9.76e-02 6.46e-02 5.86e-02
q 7.26e-02 3.99e-02 3.71e-02
r -3.66e-02 4.92e-02 5.10e-02
04 04 D SM aa 4 0.107 p -3.63e+00 1.21e-03 4.56e-02
g -1.03e+00 2.65e-02 7.45e-02
w 6.60e-01 2.69e-02 1.39e-02
n -5.06e-01 2.58e-02 4.28e-02
d -4.75e-01 3.61e-02 5.80e-02
v 4.17e-01 1.09e-01 7.20e-02
e -3.72e-01 4.70e-02 6.82e-02
f 3.60e-01 5.79e-02 4.04e-02
i 3.49e-01 8.14e-02 5.74e-02
y 3.31e-01 4.87e-02 3.49e-02
a 2.83e-01 1.08e-01 8.17e-02
l 2.71e-01 1.21e-01 9.22e-02
m 2.16e-01 2.64e-02 2.13e-02
r -1.99e-01 4.18e-02 5.11e-02
h 1.89e-01 2.78e-02 2.30e-02
k -1.76e-01 4.92e-02 5.87e-02
s -9.64e-02 5.32e-02 5.85e-02
t 8.39e-02 5.90e-02 5.43e-02
c 2.76e-02 1.48e-02 1.43e-02
q 1.48e-02 3.76e-02 3.71e-02
05 05 D SM aa 5 0.088 g -1.15e+00 2.37e-02 7.45e-02
p 9.01e-01 1.12e-01 4.56e-02
m -5.67e-01 1.21e-02 2.13e-02
a -5.01e-01 4.96e-02 8.18e-02
t 4.04e-01 8.13e-02 5.42e-02
l -3.82e-01 6.29e-02 9.21e-02
k 3.28e-01 8.16e-02 5.88e-02
y -2.59e-01 2.69e-02 3.49e-02
s 2.30e-01 7.37e-02 5.86e-02
e -1.81e-01 5.69e-02 6.82e-02
c -1.59e-01 1.22e-02 1.44e-02
v 1.33e-01 8.22e-02 7.19e-02
r 1.04e-01 5.68e-02 5.11e-02
f -8.76e-02 3.70e-02 4.04e-02
w 6.02e-02 1.48e-02 1.39e-02
q 4.77e-02 3.89e-02 3.71e-02
h -4.25e-02 2.21e-02 2.30e-02
d -3.41e-02 5.60e-02 5.79e-02
n -1.35e-02 4.23e-02 4.29e-02
i -7.20e-03 5.69e-02 5.74e-02
00 00 D SM aa 0 0.043 g -1.02e+00 2.68e-02 7.44e-02
p -4.32e-01 2.99e-02 4.60e-02
n 3.75e-01 6.24e-02 4.29e-02
c -3.73e-01 9.83e-03 1.43e-02
v -3.19e-01 5.23e-02 7.19e-02
q 3.10e-01 5.05e-02 3.70e-02
k 3.05e-01 7.97e-02 5.87e-02
t 2.84e-01 7.25e-02 5.46e-02
m -2.28e-01 1.69e-02 2.12e-02
f -2.23e-01 3.23e-02 4.03e-02
h 1.79e-01 2.75e-02 2.30e-02
s 1.34e-01 6.76e-02 5.92e-02
d 1.31e-01 6.64e-02 5.83e-02
w -1.22e-01 1.22e-02 1.38e-02
r 1.00e-01 5.63e-02 5.10e-02
e -8.53e-02 6.25e-02 6.80e-02
a 6.85e-02 8.72e-02 8.14e-02
y -5.80e-02 3.29e-02 3.49e-02
l 5.18e-02 9.66e-02 9.17e-02
i 5.63e-03 5.78e-02 5.74e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.364
08 -0.364 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.026
10 -0.026 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.355
12 -0.355 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.373
14 -0.373 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.032
16 0.032 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.118
18 -0.118 1.000
DATA_CLASS 148
CLASS 148 - weight 4172 normalized weight 0.003 relative strength 2.31e-03 *******
class cross entropy w.r.t. global class 1.02e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.888 ( 2.43e+00 4.00e-01) 4.05e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.888 ( 4.65e+00 5.46e-01) 1.90e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.856 ( 2.44e+00 4.00e-01) 4.07e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.856 ( 4.44e+00 5.38e-01) 1.95e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.804 (-2.02e-01 4.34e-01) 2.36e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.804 ( 4.69e+00 4.00e-01) 3.68e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.731 ( 2.48e+00 5.36e-01) 3.11e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.731 ( 4.54e+00 5.81e-01) 3.35e-04 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.730 ( 2.48e+00 4.99e-01) 3.35e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.730 ( 4.35e+00 5.93e-01) 3.24e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.660 (-1.56e-01 5.75e-01) 1.68e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.660 ( 4.75e+00 4.00e-01) 5.14e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.247 p 1.33e+00 1.73e-01 4.56e-02
y -1.26e+00 9.90e-03 3.49e-02
f -1.22e+00 1.20e-02 4.04e-02
i -1.18e+00 1.78e-02 5.75e-02
v -1.07e+00 2.47e-02 7.21e-02
m -9.88e-01 7.90e-03 2.12e-02
l -8.84e-01 3.80e-02 9.21e-02
w -7.80e-01 6.36e-03 1.39e-02
c -6.69e-01 7.33e-03 1.43e-02
k 5.42e-01 1.01e-01 5.86e-02
g -4.71e-01 4.65e-02 7.45e-02
d 4.68e-01 9.29e-02 5.82e-02
n 4.49e-01 6.71e-02 4.28e-02
t 3.61e-01 7.81e-02 5.44e-02
a -3.59e-01 5.70e-02 8.16e-02
s 3.22e-01 8.10e-02 5.87e-02
h -2.48e-01 1.79e-02 2.30e-02
q 1.08e-01 4.12e-02 3.70e-02
r 2.82e-02 5.24e-02 5.10e-02
e -6.02e-03 6.77e-02 6.81e-02
04 04 D SM aa 4 0.218 p 1.55e+00 2.16e-01 4.56e-02
g -1.37e+00 1.90e-02 7.45e-02
n -5.53e-01 2.47e-02 4.28e-02
d -4.24e-01 3.80e-02 5.80e-02
a -3.96e-01 5.50e-02 8.17e-02
e -3.52e-01 4.80e-02 6.82e-02
s -2.80e-01 4.42e-02 5.85e-02
h -2.55e-01 1.78e-02 2.30e-02
w 2.32e-01 1.75e-02 1.39e-02
c 2.24e-01 1.79e-02 1.43e-02
f -1.80e-01 3.37e-02 4.04e-02
m -1.64e-01 1.81e-02 2.13e-02
l -1.55e-01 7.90e-02 9.22e-02
k 1.51e-01 6.83e-02 5.87e-02
r 1.14e-01 5.72e-02 5.11e-02
y -1.05e-01 3.15e-02 3.49e-02
i -8.80e-02 5.26e-02 5.74e-02
q -5.74e-02 3.50e-02 3.71e-02
v 2.80e-02 7.40e-02 7.20e-02
t -2.76e-02 5.28e-02 5.43e-02
05 05 D SM aa 5 0.136 g -1.16e+00 2.33e-02 7.45e-02
p 8.92e-01 1.11e-01 4.56e-02
e -8.20e-01 3.00e-02 6.82e-02
d -7.67e-01 2.69e-02 5.79e-02
v 6.37e-01 1.36e-01 7.19e-02
n -6.00e-01 2.35e-02 4.29e-02
i 4.74e-01 9.21e-02 5.74e-02
k -4.30e-01 3.82e-02 5.88e-02
q -4.16e-01 2.44e-02 3.71e-02
a -3.93e-01 5.52e-02 8.18e-02
r -3.14e-01 3.73e-02 5.11e-02
t 2.26e-01 6.80e-02 5.42e-02
l 1.41e-01 1.06e-01 9.21e-02
y 1.40e-01 4.02e-02 3.49e-02
s 1.38e-01 6.72e-02 5.86e-02
f 1.22e-01 4.56e-02 4.04e-02
h 1.06e-01 2.56e-02 2.30e-02
w 7.91e-02 1.50e-02 1.39e-02
m -7.54e-02 1.97e-02 2.13e-02
c -1.18e-02 1.42e-02 1.44e-02
01 01 D SM aa 1 0.122 p -2.85e+00 2.66e-03 4.58e-02
s 8.90e-01 1.43e-01 5.88e-02
c 7.26e-01 2.96e-02 1.43e-02
k -6.03e-01 3.21e-02 5.86e-02
t 4.87e-01 8.87e-02 5.45e-02
e -4.24e-01 4.46e-02 6.81e-02
h 3.70e-01 3.33e-02 2.30e-02
r -3.62e-01 3.55e-02 5.09e-02
v -3.39e-01 5.13e-02 7.21e-02
i -2.85e-01 4.33e-02 5.75e-02
n 2.56e-01 5.53e-02 4.28e-02
q -2.35e-01 2.93e-02 3.70e-02
g -2.00e-01 6.10e-02 7.44e-02
w -1.89e-01 1.15e-02 1.38e-02
d 1.41e-01 6.70e-02 5.82e-02
a -1.27e-01 7.18e-02 8.15e-02
y 1.22e-01 3.94e-02 3.49e-02
f 1.06e-01 4.49e-02 4.04e-02
m -5.87e-02 2.00e-02 2.12e-02
l 3.98e-02 9.57e-02 9.20e-02
00 00 D SM aa 0 0.057 v -7.87e-01 3.27e-02 7.19e-02
i -6.04e-01 3.14e-02 5.74e-02
n 4.95e-01 7.04e-02 4.29e-02
g -3.95e-01 5.01e-02 7.44e-02
t 3.90e-01 8.06e-02 5.46e-02
c -3.76e-01 9.81e-03 1.43e-02
m -3.02e-01 1.57e-02 2.12e-02
k 2.95e-01 7.89e-02 5.87e-02
s 2.94e-01 7.94e-02 5.92e-02
d 2.38e-01 7.39e-02 5.83e-02
e 2.33e-01 8.59e-02 6.80e-02
l -2.32e-01 7.28e-02 9.17e-02
h 2.27e-01 2.88e-02 2.30e-02
y -2.24e-01 2.79e-02 3.49e-02
a -2.15e-01 6.57e-02 8.14e-02
r 2.07e-01 6.26e-02 5.10e-02
q 1.27e-01 4.21e-02 3.70e-02
w -1.18e-01 1.23e-02 1.38e-02
p -1.03e-01 4.15e-02 4.60e-02
f -7.18e-02 3.75e-02 4.03e-02
03 03 D SM aa 3 0.051 p -1.94e+00 6.56e-03 4.55e-02
h 4.37e-01 3.56e-02 2.30e-02
d -3.58e-01 4.06e-02 5.81e-02
l -3.50e-01 6.50e-02 9.22e-02
y 3.40e-01 4.91e-02 3.50e-02
n 2.95e-01 5.76e-02 4.28e-02
w 2.69e-01 1.82e-02 1.39e-02
t 2.57e-01 7.03e-02 5.43e-02
a -2.13e-01 6.60e-02 8.17e-02
m -2.00e-01 1.74e-02 2.12e-02
q 1.88e-01 4.47e-02 3.71e-02
f 1.80e-01 4.83e-02 4.04e-02
e 1.70e-01 8.08e-02 6.82e-02
k 1.63e-01 6.90e-02 5.86e-02
r 1.63e-01 6.01e-02 5.10e-02
g -1.33e-01 6.52e-02 7.45e-02
v 9.07e-02 7.89e-02 7.21e-02
i -7.68e-02 5.33e-02 5.75e-02
c -4.97e-02 1.36e-02 1.43e-02
s 1.95e-02 5.98e-02 5.87e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.496
08 -0.496 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.073
10 -0.073 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.484
12 -0.484 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.106
14 -0.106 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.025
16 -0.025 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.085
18 -0.085 1.000
DATA_CLASS 149
CLASS 149 - weight 4157 normalized weight 0.003 relative strength 1.34e-03 *******
class cross entropy w.r.t. global class 1.67e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.781 ( 1.33e+00 4.00e-01) 8.03e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.781 ( 3.06e-01 4.71e-01) 1.10e+00 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 1.222 p -4.95e+00 3.24e-04 4.60e-02
v -4.31e+00 9.63e-04 7.19e-02
i -4.15e+00 9.05e-04 5.74e-02
l -2.16e+00 1.06e-02 9.17e-02
t -2.13e+00 6.47e-03 5.46e-02
g 2.11e+00 6.17e-01 7.44e-02
a -2.05e+00 1.04e-02 8.14e-02
w -1.94e+00 1.98e-03 1.38e-02
m -1.65e+00 4.06e-03 2.12e-02
c -1.41e+00 3.48e-03 1.43e-02
f -1.38e+00 1.01e-02 4.03e-02
e -1.18e+00 2.09e-02 6.80e-02
s -1.05e+00 2.06e-02 5.92e-02
n 1.04e+00 1.21e-01 4.29e-02
y -8.47e-01 1.49e-02 3.49e-02
r -7.21e-01 2.48e-02 5.10e-02
q -6.86e-01 1.87e-02 3.70e-02
k -5.67e-01 3.33e-02 5.87e-02
d -3.28e-02 5.64e-02 5.83e-02
h 2.50e-02 2.35e-02 2.30e-02
07 10 R MNcn psi1 0.956 ( 2.53e+00 4.00e-01) 4.28e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.956 ( 4.57e+00 4.77e-01) 4.95e-02 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.880 ( 2.32e+00 4.00e-01) 3.78e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.880 ( 4.59e+00 4.79e-01) 9.88e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.844 ( 2.34e+00 4.00e-01) 3.82e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.844 ( 4.48e+00 5.08e-01) 1.21e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.702 ( 2.26e+00 1.02e+00) 1.41e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.702 ( 3.32e+00 1.33e+00) 9.17e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.275 g -1.98e+00 1.03e-02 7.45e-02
d -1.30e+00 1.58e-02 5.81e-02
e -1.10e+00 2.26e-02 6.82e-02
k -1.06e+00 2.02e-02 5.86e-02
n -1.04e+00 1.51e-02 4.28e-02
i 8.82e-01 1.39e-01 5.75e-02
p 8.78e-01 1.09e-01 4.55e-02
v 8.46e-01 1.68e-01 7.21e-02
r -8.24e-01 2.24e-02 5.10e-02
f 5.59e-01 7.06e-02 4.04e-02
q -5.40e-01 2.16e-02 3.71e-02
s -4.21e-01 3.85e-02 5.87e-02
h -4.17e-01 1.52e-02 2.30e-02
t -3.82e-01 3.71e-02 5.43e-02
y 3.29e-01 4.85e-02 3.50e-02
l 2.96e-01 1.24e-01 9.22e-02
w 1.99e-01 1.69e-02 1.39e-02
c 1.66e-01 1.69e-02 1.43e-02
a -1.61e-01 6.95e-02 8.17e-02
m -1.50e-01 1.83e-02 2.12e-02
05 05 D SM aa 5 0.248 p -2.76e+00 2.88e-03 4.56e-02
g 1.16e+00 2.39e-01 7.45e-02
l -9.86e-01 3.44e-02 9.21e-02
v -9.82e-01 2.69e-02 7.19e-02
i -9.24e-01 2.28e-02 5.74e-02
m -7.60e-01 9.95e-03 2.13e-02
n 7.33e-01 8.92e-02 4.29e-02
d 4.44e-01 9.03e-02 5.79e-02
k -3.13e-01 4.30e-02 5.88e-02
s 2.98e-01 7.89e-02 5.86e-02
a -2.88e-01 6.13e-02 8.18e-02
q -2.87e-01 2.78e-02 3.71e-02
w -2.56e-01 1.08e-02 1.39e-02
c -2.34e-01 1.14e-02 1.44e-02
h 2.18e-01 2.86e-02 2.30e-02
f -2.16e-01 3.25e-02 4.04e-02
t -1.98e-01 4.45e-02 5.42e-02
r -1.03e-01 4.61e-02 5.11e-02
e -9.68e-02 6.19e-02 6.82e-02
y 8.49e-02 3.80e-02 3.49e-02
10 15 R MNcn phi4 0.190 ( 4.48e+00 5.11e-01) 1.23e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.190 ( 9.17e-01 1.52e+00) 7.05e-02 ( 8.09e-01 1.53e+00)
02 02 D SM aa 2 0.132 g -1.83e+00 1.20e-02 7.45e-02
p 8.28e-01 1.04e-01 4.56e-02
d -7.36e-01 2.79e-02 5.82e-02
a -6.66e-01 4.19e-02 8.16e-02
m -5.96e-01 1.17e-02 2.12e-02
k 5.05e-01 9.71e-02 5.86e-02
t 5.05e-01 9.01e-02 5.44e-02
n -4.49e-01 2.73e-02 4.28e-02
c -3.67e-01 9.91e-03 1.43e-02
r 3.52e-01 7.25e-02 5.10e-02
l -3.46e-01 6.52e-02 9.21e-02
f -2.53e-01 3.14e-02 4.04e-02
y 2.39e-01 4.44e-02 3.49e-02
e 2.18e-01 8.47e-02 6.81e-02
v 2.06e-01 8.85e-02 7.21e-02
q 1.66e-01 4.37e-02 3.70e-02
w -1.42e-01 1.20e-02 1.39e-02
s -1.00e-01 5.31e-02 5.87e-02
i 4.18e-02 6.00e-02 5.75e-02
h -3.93e-02 2.21e-02 2.30e-02
01 01 D SM aa 1 0.063 p -1.15e+00 1.46e-02 4.58e-02
g -7.78e-01 3.42e-02 7.44e-02
d -5.61e-01 3.32e-02 5.82e-02
f 4.51e-01 6.34e-02 4.04e-02
v 3.97e-01 1.07e-01 7.21e-02
c 3.62e-01 2.06e-02 1.43e-02
i 3.53e-01 8.19e-02 5.75e-02
y 3.46e-01 4.94e-02 3.49e-02
w 3.43e-01 1.95e-02 1.38e-02
n -3.25e-01 3.09e-02 4.28e-02
e -3.05e-01 5.02e-02 6.81e-02
q 1.57e-01 4.33e-02 3.70e-02
m 1.20e-01 2.39e-02 2.12e-02
k 1.13e-01 6.56e-02 5.86e-02
r -9.40e-02 4.64e-02 5.09e-02
l 7.64e-02 9.93e-02 9.20e-02
a -2.70e-02 7.93e-02 8.15e-02
h -2.64e-02 2.24e-02 2.30e-02
t 2.49e-02 5.59e-02 5.45e-02
s 4.39e-04 5.89e-02 5.88e-02
04 04 D SM aa 4 0.026 g -5.56e-01 4.27e-02 7.45e-02
t 4.59e-01 8.59e-02 5.43e-02
m -4.57e-01 1.35e-02 2.13e-02
f -3.70e-01 2.79e-02 4.04e-02
h 3.24e-01 3.19e-02 2.30e-02
c -2.30e-01 1.14e-02 1.43e-02
d 1.96e-01 7.06e-02 5.80e-02
w 1.30e-01 1.58e-02 1.39e-02
v 1.29e-01 8.18e-02 7.20e-02
p 1.28e-01 5.19e-02 4.56e-02
r -1.28e-01 4.49e-02 5.11e-02
n -1.20e-01 3.80e-02 4.28e-02
s 1.12e-01 6.55e-02 5.85e-02
a -1.11e-01 7.31e-02 8.17e-02
i 9.95e-02 6.35e-02 5.74e-02
l -7.46e-02 8.56e-02 9.22e-02
e -6.87e-02 6.37e-02 6.82e-02
k 5.82e-02 6.22e-02 5.87e-02
y -4.93e-02 3.33e-02 3.49e-02
q -2.90e-03 3.70e-02 3.71e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.644
08 -0.644 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.092
10 -0.092 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.062
12 -0.062 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.033
14 -0.033 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.496
16 -0.496 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.382
18 0.382 1.000
DATA_CLASS 150
CLASS 150 - weight 4153 normalized weight 0.003 relative strength 6.98e-01 *******
class cross entropy w.r.t. global class 1.48e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
04 04 D SM aa 4 1.783 p -7.32e+00 3.02e-05 4.56e-02
n -6.49e+00 6.54e-05 4.28e-02
e -6.21e+00 1.37e-04 6.82e-02
k -6.05e+00 1.38e-04 5.87e-02
d -5.99e+00 1.45e-04 5.80e-02
i -5.22e+00 3.12e-04 5.74e-02
q -5.18e+00 2.09e-04 3.71e-02
t -4.38e+00 6.83e-04 5.43e-02
l -4.14e+00 1.47e-03 9.22e-02
h -4.11e+00 3.76e-04 2.30e-02
w -4.08e+00 2.35e-04 1.39e-02
r -4.05e+00 8.88e-04 5.11e-02
v -3.24e+00 2.81e-03 7.20e-02
m -2.71e+00 1.42e-03 2.13e-02
a 2.28e+00 8.02e-01 8.17e-02
f -7.23e-01 1.96e-02 4.04e-02
s -7.21e-01 2.85e-02 5.85e-02
c -3.00e-01 1.06e-02 1.43e-02
g 2.26e-01 9.34e-02 7.45e-02
y 5.32e-02 3.69e-02 3.49e-02
00 00 D SM aa 0 1.104 e -6.21e+00 1.37e-04 6.80e-02
y -5.87e+00 9.80e-05 3.49e-02
k -5.59e+00 2.19e-04 5.87e-02
r -5.10e+00 3.10e-04 5.10e-02
f -4.80e+00 3.33e-04 4.03e-02
h -4.58e+00 2.36e-04 2.30e-02
i -4.44e+00 6.78e-04 5.74e-02
q -4.38e+00 4.63e-04 3.70e-02
w -4.34e+00 1.80e-04 1.38e-02
t -4.07e+00 9.32e-04 5.46e-02
d -2.25e+00 6.13e-03 5.83e-02
n -1.86e+00 6.67e-03 4.29e-02
a 1.86e+00 5.21e-01 8.14e-02
v -1.25e+00 2.07e-02 7.19e-02
g 8.32e-01 1.71e-01 7.44e-02
s -6.26e-01 3.16e-02 5.92e-02
p 5.80e-01 8.22e-02 4.60e-02
m 4.39e-01 3.30e-02 2.12e-02
c 3.89e-01 2.11e-02 1.43e-02
l 1.13e-01 1.03e-01 9.17e-02
08 12 R MNcn psi2 0.947 (-7.35e-01 4.00e-01) 3.87e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.947 ( 5.18e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.946 (-7.10e-01 4.00e-01) 3.83e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.946 ( 5.19e+00 4.00e-01) 1.62e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.944 (-7.32e-01 4.00e-01) 3.87e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.944 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.940 (-7.13e-01 4.00e-01) 3.80e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.940 ( 5.18e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.940 (-7.19e-01 4.00e-01) 3.82e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.940 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.922 (-6.66e-01 4.00e-01) 3.69e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.922 ( 5.12e+00 4.00e-01) 1.45e+00 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.210 p -1.70e+00 8.37e-03 4.58e-02
d -1.55e+00 1.23e-02 5.82e-02
n -1.42e+00 1.03e-02 4.28e-02
g -9.96e-01 2.75e-02 7.44e-02
h -8.27e-01 1.00e-02 2.30e-02
l 7.27e-01 1.90e-01 9.20e-02
t -6.82e-01 2.76e-02 5.45e-02
m 6.16e-01 3.92e-02 2.12e-02
e -5.96e-01 3.75e-02 6.81e-02
i 5.26e-01 9.74e-02 5.75e-02
v 5.22e-01 1.21e-01 7.21e-02
a 4.83e-01 1.32e-01 8.15e-02
c 4.73e-01 2.30e-02 1.43e-02
s -4.73e-01 3.67e-02 5.88e-02
k -4.16e-01 3.86e-02 5.86e-02
f 3.80e-01 5.91e-02 4.04e-02
w 3.37e-01 1.94e-02 1.38e-02
r -1.86e-01 4.23e-02 5.09e-02
q -1.46e-01 3.20e-02 3.70e-02
y -5.32e-03 3.47e-02 3.49e-02
05 05 D SM aa 5 0.162 p -5.45e+00 1.96e-04 4.56e-02
g -9.97e-01 2.75e-02 7.45e-02
d -9.45e-01 2.25e-02 5.79e-02
n -8.56e-01 1.82e-02 4.29e-02
m 6.34e-01 4.01e-02 2.13e-02
a 6.01e-01 1.49e-01 8.18e-02
l 4.93e-01 1.51e-01 9.21e-02
t -4.59e-01 3.43e-02 5.42e-02
v 4.26e-01 1.10e-01 7.19e-02
r 4.11e-01 7.72e-02 5.11e-02
f -4.10e-01 2.68e-02 4.04e-02
c 3.97e-01 2.13e-02 1.44e-02
e -3.30e-01 4.91e-02 6.82e-02
y -2.51e-01 2.72e-02 3.49e-02
i 2.43e-01 7.31e-02 5.74e-02
w 2.36e-01 1.76e-02 1.39e-02
k -1.90e-01 4.86e-02 5.88e-02
s -1.43e-01 5.08e-02 5.86e-02
h -1.09e-01 2.07e-02 2.30e-02
q -6.54e-02 3.47e-02 3.71e-02
03 03 D SM aa 3 0.150 p -7.26e+00 3.19e-05 4.55e-02
g -9.25e-01 2.95e-02 7.45e-02
a 8.36e-01 1.88e-01 8.17e-02
s -6.88e-01 2.95e-02 5.87e-02
m 5.92e-01 3.84e-02 2.12e-02
n -5.55e-01 2.46e-02 4.28e-02
h -5.52e-01 1.33e-02 2.30e-02
f -5.00e-01 2.45e-02 4.04e-02
w -4.46e-01 8.89e-03 1.39e-02
q 4.11e-01 5.59e-02 3.71e-02
e 2.46e-01 8.73e-02 6.82e-02
y -2.32e-01 2.77e-02 3.50e-02
d -2.28e-01 4.63e-02 5.81e-02
i 1.71e-01 6.82e-02 5.75e-02
r 1.44e-01 5.89e-02 5.10e-02
t 8.13e-02 5.89e-02 5.43e-02
v 2.59e-02 7.40e-02 7.21e-02
c -1.79e-02 1.41e-02 1.43e-02
k 8.01e-03 5.91e-02 5.86e-02
l 6.02e-03 9.27e-02 9.22e-02
02 02 D SM aa 2 0.138 p -4.97e+00 3.15e-04 4.56e-02
f -1.56e+00 8.52e-03 4.04e-02
c -9.03e-01 5.80e-03 1.43e-02
m -7.36e-01 1.02e-02 2.12e-02
g -6.55e-01 3.87e-02 7.45e-02
h 6.14e-01 4.25e-02 2.30e-02
i -5.77e-01 3.23e-02 5.75e-02
a 5.74e-01 1.45e-01 8.16e-02
w -5.20e-01 8.25e-03 1.39e-02
e 4.41e-01 1.06e-01 6.81e-02
r 4.04e-01 7.63e-02 5.10e-02
k 2.92e-01 7.84e-02 5.86e-02
d -2.86e-01 4.37e-02 5.82e-02
v 2.39e-01 9.16e-02 7.21e-02
q 2.35e-01 4.68e-02 3.70e-02
t -1.73e-01 4.58e-02 5.44e-02
y -8.28e-02 3.22e-02 3.49e-02
s -7.70e-02 5.44e-02 5.87e-02
n -4.61e-02 4.09e-02 4.28e-02
l 5.46e-03 9.26e-02 9.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.061
08 -0.061 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.054
10 -0.054 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.052
12 -0.052 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.058
14 -0.058 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.055
16 -0.055 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.161
18 -0.161 1.000
DATA_CLASS 151
CLASS 151 - weight 4133 normalized weight 0.003 relative strength 9.21e-02 *******
class cross entropy w.r.t. global class 1.81e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.870 ( 1.33e+00 4.01e-01) 8.02e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.870 ( 4.43e-01 4.00e-01) 9.18e-01 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 1.217 p -8.23e+00 1.21e-05 4.55e-02
i -4.95e+00 4.07e-04 5.75e-02
t -3.57e+00 1.53e-03 5.43e-02
v -3.25e+00 2.80e-03 7.21e-02
y -2.66e+00 2.44e-03 3.50e-02
f -2.38e+00 3.72e-03 4.04e-02
l -2.33e+00 8.95e-03 9.22e-02
m -2.27e+00 2.19e-03 2.12e-02
g 2.12e+00 6.22e-01 7.45e-02
w -2.12e+00 1.67e-03 1.39e-02
a -1.59e+00 1.66e-02 8.17e-02
c -1.52e+00 3.14e-03 1.43e-02
s -9.16e-01 2.35e-02 5.87e-02
e -8.25e-01 2.99e-02 6.82e-02
n 6.91e-01 8.55e-02 4.28e-02
d -4.30e-01 3.78e-02 5.81e-02
h -3.89e-01 1.56e-02 2.30e-02
r -2.95e-01 3.80e-02 5.10e-02
k 2.22e-01 7.31e-02 5.86e-02
q -1.64e-01 3.14e-02 3.71e-02
06 08 R MNcn psi0 0.937 (-7.04e-01 4.00e-01) 3.81e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.937 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.898 (-3.91e-01 4.00e-01) 3.00e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.898 ( 4.80e+00 4.07e-01) 6.20e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.885 (-5.48e-01 4.00e-01) 3.41e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.885 ( 5.10e+00 4.00e-01) 1.40e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.763 (-7.81e-02 4.00e-01) 2.23e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.763 ( 4.72e+00 4.00e-01) 4.31e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.710 ( 2.15e+00 6.42e-01) 2.10e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.710 ( 4.74e+00 4.44e-01) 4.30e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.203 p -2.22e+00 4.97e-03 4.58e-02
g -1.53e+00 1.61e-02 7.44e-02
f -1.12e+00 1.32e-02 4.04e-02
w -1.04e+00 4.87e-03 1.38e-02
e 8.28e-01 1.56e-01 6.81e-02
c -7.49e-01 6.77e-03 1.43e-02
k 6.85e-01 1.16e-01 5.86e-02
v -6.32e-01 3.83e-02 7.21e-02
y -6.05e-01 1.91e-02 3.49e-02
q 5.54e-01 6.44e-02 3.70e-02
t -5.41e-01 3.17e-02 5.45e-02
i -5.16e-01 3.43e-02 5.75e-02
a 5.01e-01 1.35e-01 8.15e-02
r 4.43e-01 7.93e-02 5.09e-02
h -3.29e-01 1.65e-02 2.30e-02
l -1.69e-01 7.76e-02 9.20e-02
d 1.37e-01 6.67e-02 5.82e-02
n -5.33e-02 4.06e-02 4.28e-02
s -1.77e-02 5.78e-02 5.88e-02
m -1.61e-02 2.09e-02 2.12e-02
05 05 D SM aa 5 0.186 c -1.26e+00 4.06e-03 1.44e-02
i -1.20e+00 1.73e-02 5.74e-02
d 9.74e-01 1.53e-01 5.79e-02
g -9.12e-01 2.99e-02 7.45e-02
l -8.24e-01 4.04e-02 9.21e-02
v -8.17e-01 3.18e-02 7.19e-02
m -7.25e-01 1.03e-02 2.13e-02
p 5.84e-01 8.18e-02 4.56e-02
a -5.78e-01 4.59e-02 8.18e-02
f -5.33e-01 2.37e-02 4.04e-02
t 5.29e-01 9.21e-02 5.42e-02
k 4.85e-01 9.55e-02 5.88e-02
e 3.45e-01 9.63e-02 6.82e-02
y -3.21e-01 2.53e-02 3.49e-02
n 2.20e-01 5.34e-02 4.29e-02
r 1.45e-01 5.91e-02 5.11e-02
s 1.17e-01 6.58e-02 5.86e-02
w -8.57e-02 1.28e-02 1.39e-02
q 2.61e-02 3.80e-02 3.71e-02
h -1.72e-03 2.30e-02 2.30e-02
02 02 D SM aa 2 0.164 p -3.52e+00 1.35e-03 4.56e-02
g -1.26e+00 2.10e-02 7.45e-02
d -1.03e+00 2.08e-02 5.82e-02
v -8.43e-01 3.10e-02 7.21e-02
l 6.23e-01 1.72e-01 9.21e-02
i -5.71e-01 3.25e-02 5.75e-02
y 5.18e-01 5.86e-02 3.49e-02
h 4.96e-01 3.77e-02 2.30e-02
a 4.72e-01 1.31e-01 8.16e-02
m 4.56e-01 3.35e-02 2.12e-02
n 3.05e-01 5.81e-02 4.28e-02
f 2.15e-01 5.01e-02 4.04e-02
q 1.80e-01 4.44e-02 3.70e-02
c 1.77e-01 1.71e-02 1.43e-02
t 1.77e-01 6.49e-02 5.44e-02
r -1.47e-01 4.40e-02 5.10e-02
e -1.16e-01 6.07e-02 6.81e-02
k -1.06e-01 5.27e-02 5.86e-02
s -5.71e-02 5.55e-02 5.87e-02
w -3.21e-02 1.34e-02 1.39e-02
00 00 D SM aa 0 0.123 g -1.42e+00 1.80e-02 7.44e-02
p -1.15e+00 1.45e-02 4.60e-02
k 8.10e-01 1.32e-01 5.87e-02
t -5.78e-01 3.06e-02 5.46e-02
s -5.23e-01 3.51e-02 5.92e-02
e 4.49e-01 1.07e-01 6.80e-02
r 4.48e-01 7.98e-02 5.10e-02
n -4.09e-01 2.85e-02 4.29e-02
d -3.93e-01 3.93e-02 5.83e-02
c -3.06e-01 1.05e-02 1.43e-02
a 2.83e-01 1.08e-01 8.14e-02
f -2.66e-01 3.09e-02 4.03e-02
q 2.14e-01 4.59e-02 3.70e-02
y -1.49e-01 3.00e-02 3.49e-02
l 1.44e-01 1.06e-01 9.17e-02
m 1.33e-01 2.43e-02 2.12e-02
h -1.30e-01 2.02e-02 2.30e-02
v -1.20e-01 6.38e-02 7.19e-02
i 9.73e-02 6.33e-02 5.74e-02
w -8.23e-02 1.27e-02 1.38e-02
04 04 D SM aa 4 0.097 g -1.08e+00 2.53e-02 7.45e-02
e -9.51e-01 2.64e-02 6.82e-02
q -6.53e-01 1.93e-02 3.71e-02
c 5.52e-01 2.49e-02 1.43e-02
a 5.20e-01 1.37e-01 8.17e-02
k -5.10e-01 3.52e-02 5.87e-02
d 4.31e-01 8.93e-02 5.80e-02
i 4.16e-01 8.71e-02 5.74e-02
t -4.12e-01 3.59e-02 5.43e-02
v 3.40e-01 1.01e-01 7.20e-02
r -2.97e-01 3.79e-02 5.11e-02
f 2.45e-01 5.16e-02 4.04e-02
y 2.30e-01 4.40e-02 3.49e-02
m -2.29e-01 1.69e-02 2.13e-02
s -1.84e-01 4.87e-02 5.85e-02
n 1.15e-01 4.81e-02 4.28e-02
w -7.73e-02 1.29e-02 1.39e-02
p 7.26e-02 4.90e-02 4.56e-02
h -7.18e-02 2.14e-02 2.30e-02
l -5.24e-02 8.75e-02 9.22e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.066
08 -0.066 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.082
10 -0.082 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.252
12 -0.252 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.758
14 -0.758 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.288
16 0.288 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.564
18 -0.564 1.000
DATA_CLASS 152
CLASS 152 - weight 4130 normalized weight 0.003 relative strength 3.89e-01 *******
class cross entropy w.r.t. global class 1.47e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.950 (-7.28e-01 4.00e-01) 3.87e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.950 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.946 (-7.27e-01 4.00e-01) 3.86e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.946 ( 5.18e+00 4.00e-01) 1.59e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.943 (-7.23e-01 4.00e-01) 3.84e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.943 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.942 p -7.03e+00 4.05e-05 4.56e-02
d -5.67e+00 2.01e-04 5.82e-02
i -4.96e+00 4.02e-04 5.75e-02
n -4.81e+00 3.48e-04 4.28e-02
g -4.77e+00 6.35e-04 7.45e-02
h -4.68e+00 2.14e-04 2.30e-02
s -3.33e+00 2.11e-03 5.87e-02
y -2.40e+00 3.16e-03 3.49e-02
f -2.00e+00 5.48e-03 4.04e-02
v -1.71e+00 1.31e-02 7.21e-02
m -1.70e+00 3.89e-03 2.12e-02
k 1.59e+00 2.86e-01 5.86e-02
r 1.48e+00 2.23e-01 5.10e-02
c -1.27e+00 4.03e-03 1.43e-02
t -9.70e-01 2.06e-02 5.44e-02
l -9.44e-01 3.58e-02 9.21e-02
a 8.15e-01 1.84e-01 8.16e-02
e 6.73e-01 1.33e-01 6.81e-02
q 5.74e-01 6.57e-02 3.70e-02
w 2.00e-01 1.69e-02 1.39e-02
09 14 R MNcn psi3 0.942 (-7.28e-01 4.00e-01) 3.85e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.942 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.933 (-6.94e-01 4.00e-01) 3.76e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.933 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.918 (-6.46e-01 4.00e-01) 3.64e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.918 ( 5.14e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.902 p -7.23e+00 3.29e-05 4.56e-02
f -5.33e+00 1.95e-04 4.04e-02
c -4.96e+00 1.00e-04 1.44e-02
i -4.95e+00 4.07e-04 5.74e-02
l -4.60e+00 9.23e-04 9.21e-02
a -4.34e+00 1.07e-03 8.18e-02
y -3.15e+00 1.50e-03 3.49e-02
v -2.36e+00 6.81e-03 7.19e-02
e 1.61e+00 3.41e-01 6.82e-02
q 1.49e+00 1.64e-01 3.71e-02
k 9.77e-01 1.56e-01 5.88e-02
g -9.40e-01 2.91e-02 7.45e-02
w -7.67e-01 6.46e-03 1.39e-02
m -6.70e-01 1.09e-02 2.13e-02
s -6.67e-01 3.01e-02 5.86e-02
r 6.11e-01 9.42e-02 5.11e-02
t -5.78e-01 3.04e-02 5.42e-02
n 4.16e-01 6.50e-02 4.29e-02
d -3.57e-01 4.06e-02 5.79e-02
h -7.11e-02 2.15e-02 2.30e-02
01 01 D SM aa 1 0.678 p -5.61e+00 1.67e-04 4.58e-02
k -5.41e+00 2.63e-04 5.86e-02
n -4.54e+00 4.55e-04 4.28e-02
g -3.24e+00 2.93e-03 7.44e-02
c -3.22e+00 5.75e-04 1.43e-02
q -3.08e+00 1.71e-03 3.70e-02
a -2.78e+00 5.03e-03 8.15e-02
h -2.76e+00 1.45e-03 2.30e-02
s -2.38e+00 5.45e-03 5.88e-02
d -1.51e+00 1.28e-02 5.82e-02
e 1.29e+00 2.46e-01 6.81e-02
v 9.41e-01 1.85e-01 7.21e-02
l 7.79e-01 2.00e-01 9.20e-02
i 7.10e-01 1.17e-01 5.75e-02
f -5.03e-01 2.44e-02 4.04e-02
t -4.22e-01 3.57e-02 5.45e-02
w 4.09e-01 2.08e-02 1.38e-02
r 3.51e-01 7.23e-02 5.09e-02
m 3.35e-01 2.96e-02 2.12e-02
y 7.15e-02 3.75e-02 3.49e-02
03 03 D SM aa 3 0.324 g -3.47e+00 2.32e-03 7.45e-02
p -3.12e+00 2.01e-03 4.55e-02
n -1.64e+00 8.33e-03 4.28e-02
h -9.30e-01 9.08e-03 2.30e-02
d -9.29e-01 2.29e-02 5.81e-02
s -9.26e-01 2.32e-02 5.87e-02
l 9.26e-01 2.33e-01 9.22e-02
k -7.86e-01 2.67e-02 5.86e-02
a 7.59e-01 1.74e-01 8.17e-02
t -7.21e-01 2.64e-02 5.43e-02
m 6.93e-01 4.25e-02 2.12e-02
q -6.29e-01 1.98e-02 3.71e-02
c 5.75e-01 2.54e-02 1.43e-02
f 5.46e-01 6.97e-02 4.04e-02
w 4.81e-01 2.25e-02 1.39e-02
i 3.98e-01 8.57e-02 5.75e-02
y -1.67e-01 2.96e-02 3.50e-02
r -1.44e-01 4.42e-02 5.10e-02
v -7.98e-02 6.65e-02 7.21e-02
e -3.21e-02 6.60e-02 6.82e-02
04 04 D SM aa 4 0.324 p -6.77e+00 5.24e-05 4.56e-02
d -2.50e+00 4.74e-03 5.80e-02
n -2.29e+00 4.34e-03 4.28e-02
e -1.59e+00 1.39e-02 6.82e-02
a 9.33e-01 2.08e-01 8.17e-02
t -8.71e-01 2.27e-02 5.43e-02
g -7.88e-01 3.39e-02 7.45e-02
k -7.87e-01 2.67e-02 5.87e-02
c 6.90e-01 2.86e-02 1.43e-02
m 6.85e-01 4.22e-02 2.13e-02
l 6.71e-01 1.80e-01 9.22e-02
y 5.17e-01 5.86e-02 3.49e-02
r 5.02e-01 8.43e-02 5.11e-02
s -4.89e-01 3.59e-02 5.85e-02
q -3.60e-01 2.59e-02 3.71e-02
h 3.19e-01 3.17e-02 2.30e-02
f 1.84e-01 4.85e-02 4.04e-02
v 1.25e-01 8.16e-02 7.20e-02
i -4.87e-02 5.47e-02 5.74e-02
w -3.28e-02 1.34e-02 1.39e-02
00 00 D SM aa 0 0.226 e -3.25e+00 2.65e-03 6.80e-02
p -1.32e+00 1.23e-02 4.60e-02
d -9.95e-01 2.15e-02 5.83e-02
q -9.94e-01 1.37e-02 3.70e-02
a 9.77e-01 2.16e-01 8.14e-02
k -5.76e-01 3.30e-02 5.87e-02
n -5.73e-01 2.42e-02 4.29e-02
c 5.10e-01 2.38e-02 1.43e-02
w -4.80e-01 8.54e-03 1.38e-02
s -4.68e-01 3.71e-02 5.92e-02
l 4.58e-01 1.45e-01 9.17e-02
f 4.43e-01 6.28e-02 4.03e-02
t -4.14e-01 3.61e-02 5.46e-02
m 3.68e-01 3.07e-02 2.12e-02
i 3.34e-01 8.02e-02 5.74e-02
y 2.42e-01 4.44e-02 3.49e-02
h -2.07e-01 1.87e-02 2.30e-02
g -1.47e-01 6.42e-02 7.44e-02
r 2.81e-02 5.24e-02 5.10e-02
v 7.13e-03 7.24e-02 7.19e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.061
08 -0.061 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.048
10 -0.048 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.054
12 -0.054 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.065
14 -0.065 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.081
16 -0.081 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.154
18 -0.154 1.000
DATA_CLASS 153
CLASS 153 - weight 4101 normalized weight 0.003 relative strength 8.96e-03 *******
class cross entropy w.r.t. global class 1.41e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
01 01 D SM aa 1 2.137 p -7.95e+00 1.61e-05 4.58e-02
i -6.87e+00 5.95e-05 5.75e-02
c -6.60e+00 1.96e-05 1.43e-02
m -4.04e+00 3.74e-04 2.12e-02
l -3.47e+00 2.88e-03 9.20e-02
v -3.27e+00 2.74e-03 7.21e-02
f -2.89e+00 2.24e-03 4.04e-02
q -2.80e+00 2.26e-03 3.70e-02
h -2.58e+00 1.75e-03 2.30e-02
e -2.57e+00 5.22e-03 6.81e-02
w -2.52e+00 1.12e-03 1.38e-02
g 2.51e+00 9.19e-01 7.44e-02
k -2.30e+00 5.88e-03 5.86e-02
t -2.30e+00 5.48e-03 5.45e-02
r -2.12e+00 6.13e-03 5.09e-02
n -2.06e+00 5.47e-03 4.28e-02
y -2.04e+00 4.55e-03 3.49e-02
a -1.94e+00 1.17e-02 8.15e-02
d -1.66e+00 1.11e-02 5.82e-02
s -1.61e+00 1.17e-02 5.88e-02
07 10 R MNcn psi1 1.553 ( 3.32e+00 4.70e-01) 5.31e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.553 ( 2.66e+00 1.04e+00) 1.81e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.885 ( 2.40e+00 4.00e-01) 3.97e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.885 ( 4.31e+00 4.62e-01) 5.16e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.877 ( 2.38e+00 4.00e-01) 3.93e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.877 ( 4.41e+00 4.76e-01) 2.82e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.862 ( 2.45e+00 4.00e-01) 4.10e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.862 ( 4.29e+00 5.18e-01) 4.97e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.848 ( 2.46e+00 4.00e-01) 4.12e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.848 ( 4.38e+00 5.62e-01) 2.98e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.713 ( 2.56e+00 4.69e-01) 3.70e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.713 ( 4.25e+00 7.75e-01) 3.75e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.156 d -1.34e+00 1.52e-02 5.81e-02
e -9.73e-01 2.58e-02 6.82e-02
y 9.68e-01 9.20e-02 3.50e-02
w 8.86e-01 3.37e-02 1.39e-02
k -8.18e-01 2.59e-02 5.86e-02
n -7.82e-01 1.96e-02 4.28e-02
v 6.00e-01 1.31e-01 7.21e-02
i 5.60e-01 1.01e-01 5.75e-02
g -4.50e-01 4.75e-02 7.45e-02
q -4.30e-01 2.41e-02 3.71e-02
f 3.84e-01 5.93e-02 4.04e-02
r -3.79e-01 3.49e-02 5.10e-02
s -3.57e-01 4.10e-02 5.87e-02
c 2.92e-01 1.92e-02 1.43e-02
p 1.87e-01 5.49e-02 4.55e-02
t -1.64e-01 4.61e-02 5.43e-02
l 1.50e-01 1.07e-01 9.22e-02
h -1.21e-01 2.04e-02 2.30e-02
m 5.78e-02 2.25e-02 2.12e-02
a -3.52e-02 7.88e-02 8.17e-02
05 05 D SM aa 5 0.108 c 9.42e-01 3.68e-02 1.44e-02
g -7.50e-01 3.52e-02 7.45e-02
e -6.93e-01 3.41e-02 6.82e-02
v 6.76e-01 1.41e-01 7.19e-02
i 5.84e-01 1.03e-01 5.74e-02
n -4.50e-01 2.73e-02 4.29e-02
q -4.41e-01 2.38e-02 3.71e-02
d -4.39e-01 3.74e-02 5.79e-02
k -4.37e-01 3.80e-02 5.88e-02
f 4.20e-01 6.14e-02 4.04e-02
r -3.99e-01 3.43e-02 5.11e-02
a -3.56e-01 5.73e-02 8.18e-02
l 2.28e-01 1.16e-01 9.21e-02
m 2.14e-01 2.63e-02 2.13e-02
s -2.02e-01 4.79e-02 5.86e-02
t 1.65e-01 6.40e-02 5.42e-02
y 1.24e-01 3.95e-02 3.49e-02
h -1.11e-01 2.06e-02 2.30e-02
p -7.82e-02 4.22e-02 4.56e-02
w 9.91e-05 1.39e-02 1.39e-02
04 04 D SM aa 4 0.068 g -7.80e-01 3.42e-02 7.45e-02
d -7.21e-01 2.82e-02 5.80e-02
t 4.84e-01 8.80e-02 5.43e-02
n -4.77e-01 2.66e-02 4.28e-02
y 4.68e-01 5.58e-02 3.49e-02
v 4.61e-01 1.14e-01 7.20e-02
w 4.30e-01 2.14e-02 1.39e-02
i 3.24e-01 7.95e-02 5.74e-02
a -3.11e-01 5.99e-02 8.17e-02
r 2.80e-01 6.75e-02 5.11e-02
f 2.72e-01 5.30e-02 4.04e-02
s -2.30e-01 4.65e-02 5.85e-02
e -2.17e-01 5.49e-02 6.82e-02
q -1.56e-01 3.17e-02 3.71e-02
c -1.48e-01 1.24e-02 1.43e-02
k -7.16e-02 5.46e-02 5.87e-02
l -7.08e-02 8.59e-02 9.22e-02
m -6.87e-02 1.99e-02 2.13e-02
p -6.03e-02 4.29e-02 4.56e-02
h -2.83e-03 2.30e-02 2.30e-02
00 00 D SM aa 0 0.068 l -9.47e-01 3.56e-02 9.17e-02
s 7.16e-01 1.21e-01 5.92e-02
p 4.30e-01 7.07e-02 4.60e-02
v -3.57e-01 5.03e-02 7.19e-02
m -3.04e-01 1.57e-02 2.12e-02
f -3.02e-01 2.98e-02 4.03e-02
i -2.86e-01 4.32e-02 5.74e-02
y -2.39e-01 2.75e-02 3.49e-02
c -2.36e-01 1.13e-02 1.43e-02
e 2.12e-01 8.41e-02 6.80e-02
d -2.09e-01 4.73e-02 5.83e-02
t 1.98e-01 6.65e-02 5.46e-02
w -1.43e-01 1.20e-02 1.38e-02
g 1.21e-01 8.39e-02 7.44e-02
k 1.01e-01 6.50e-02 5.87e-02
q 1.00e-01 4.10e-02 3.70e-02
h -9.39e-02 2.09e-02 2.30e-02
r 6.69e-02 5.45e-02 5.10e-02
a -3.61e-02 7.85e-02 8.14e-02
n -3.55e-02 4.14e-02 4.29e-02
02 02 D SM aa 2 0.064 g -8.73e-01 3.11e-02 7.45e-02
t 6.63e-01 1.06e-01 5.44e-02
l -5.68e-01 5.22e-02 9.21e-02
a -4.70e-01 5.10e-02 8.16e-02
w 4.52e-01 2.18e-02 1.39e-02
y 3.76e-01 5.09e-02 3.49e-02
p 2.65e-01 5.95e-02 4.56e-02
s 2.05e-01 7.21e-02 5.87e-02
c -1.62e-01 1.22e-02 1.43e-02
r 1.54e-01 5.95e-02 5.10e-02
n 1.51e-01 4.98e-02 4.28e-02
e 1.51e-01 7.92e-02 6.81e-02
d -1.43e-01 5.04e-02 5.82e-02
q -1.34e-01 3.24e-02 3.70e-02
m -1.14e-01 1.89e-02 2.12e-02
h -1.14e-01 2.05e-02 2.30e-02
v 2.71e-02 7.41e-02 7.21e-02
k 2.51e-02 6.01e-02 5.86e-02
f 1.31e-02 4.09e-02 4.04e-02
i 6.98e-03 5.80e-02 5.75e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.225
08 -0.225 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.204
10 0.204 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.225
12 -0.225 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.188
14 -0.188 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.144
16 -0.144 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.116
18 -0.116 1.000
DATA_CLASS 154
CLASS 154 - weight 4079 normalized weight 0.003 relative strength 1.67e-01 *******
class cross entropy w.r.t. global class 1.99e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.845 ( 1.31e+00 4.00e-01) 8.08e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.845 ( 3.60e-01 4.50e-01) 1.03e+00 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 1.210 p -8.23e+00 1.23e-05 4.60e-02
i -4.41e+00 7.00e-04 5.74e-02
v -4.32e+00 9.55e-04 7.19e-02
w -3.05e+00 6.56e-04 1.38e-02
t -2.87e+00 3.09e-03 5.46e-02
g 2.12e+00 6.20e-01 7.44e-02
l -2.04e+00 1.19e-02 9.17e-02
y -2.00e+00 4.70e-03 3.49e-02
m -1.87e+00 3.26e-03 2.12e-02
f -1.79e+00 6.74e-03 4.03e-02
a -1.51e+00 1.80e-02 8.14e-02
s -9.54e-01 2.28e-02 5.92e-02
e -9.38e-01 2.66e-02 6.80e-02
r -9.28e-01 2.02e-02 5.10e-02
n 8.39e-01 9.92e-02 4.29e-02
c -8.29e-01 6.24e-03 1.43e-02
h -2.44e-01 1.80e-02 2.30e-02
k -2.31e-01 4.66e-02 5.87e-02
q -8.30e-02 3.41e-02 3.70e-02
d -3.27e-02 5.64e-02 5.83e-02
08 12 R MNcn psi2 1.055 ( 2.55e+00 4.28e-01) 4.05e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.055 ( 4.81e+00 4.25e-01) 6.37e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.977 ( 2.52e+00 4.00e-01) 4.26e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.977 ( 4.63e+00 4.69e-01) 1.88e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.945 (-4.89e-01 4.00e-01) 3.25e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.945 ( 4.96e+00 4.00e-01) 1.03e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.937 (-6.01e-01 4.00e-01) 3.53e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.937 ( 5.24e+00 4.00e-01) 1.75e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.900 (-5.67e-01 4.00e-01) 3.44e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.900 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.557 v -2.42e+00 6.39e-03 7.21e-02
f -2.38e+00 3.76e-03 4.04e-02
i -2.11e+00 6.98e-03 5.75e-02
w -1.86e+00 2.16e-03 1.39e-02
l -1.77e+00 1.57e-02 9.21e-02
m -1.65e+00 4.07e-03 2.12e-02
y -1.51e+00 7.72e-03 3.49e-02
p 1.21e+00 1.53e-01 4.56e-02
d 1.13e+00 1.80e-01 5.82e-02
s 1.12e+00 1.80e-01 5.87e-02
t 9.59e-01 1.42e-01 5.44e-02
a -9.04e-01 3.30e-02 8.16e-02
g -8.67e-01 3.13e-02 7.45e-02
q -7.43e-01 1.76e-02 3.70e-02
c -7.08e-01 7.05e-03 1.43e-02
n 6.41e-01 8.13e-02 4.28e-02
e -6.10e-01 3.70e-02 6.81e-02
r -4.88e-01 3.13e-02 5.10e-02
h -3.55e-01 1.61e-02 2.30e-02
k -2.94e-01 4.36e-02 5.86e-02
01 01 D SM aa 1 0.234 n -1.51e+00 9.49e-03 4.28e-02
g -1.45e+00 1.74e-02 7.44e-02
d -1.42e+00 1.41e-02 5.82e-02
s -1.39e+00 1.47e-02 5.88e-02
p -9.22e-01 1.82e-02 4.58e-02
m 8.16e-01 4.80e-02 2.12e-02
v 7.58e-01 1.54e-01 7.21e-02
i 7.43e-01 1.21e-01 5.75e-02
l 6.38e-01 1.74e-01 9.20e-02
e -5.58e-01 3.90e-02 6.81e-02
h -4.50e-01 1.46e-02 2.30e-02
t -3.33e-01 3.91e-02 5.45e-02
q -3.22e-01 2.68e-02 3.70e-02
f 3.13e-01 5.52e-02 4.04e-02
a -3.00e-01 6.04e-02 8.15e-02
w 2.54e-01 1.78e-02 1.38e-02
y 2.18e-01 4.34e-02 3.49e-02
k 2.14e-01 7.26e-02 5.86e-02
c 1.67e-01 1.69e-02 1.43e-02
r -1.57e-01 4.35e-02 5.09e-02
05 05 D SM aa 5 0.222 p -1.53e+00 9.92e-03 4.56e-02
g -1.24e+00 2.17e-02 7.45e-02
e 9.39e-01 1.74e-01 6.82e-02
d 9.23e-01 1.46e-01 5.79e-02
i -7.99e-01 2.58e-02 5.74e-02
q 7.85e-01 8.13e-02 3.71e-02
y -6.29e-01 1.86e-02 3.49e-02
v -6.28e-01 3.84e-02 7.19e-02
l -6.09e-01 5.01e-02 9.21e-02
h 4.90e-01 3.76e-02 2.30e-02
f -4.59e-01 2.55e-02 4.04e-02
c -4.02e-01 9.60e-03 1.44e-02
s -3.25e-01 4.23e-02 5.86e-02
a -2.77e-01 6.20e-02 8.18e-02
w -1.65e-01 1.18e-02 1.39e-02
t 1.59e-01 6.36e-02 5.42e-02
n 1.47e-01 4.96e-02 4.29e-02
m -1.29e-01 1.87e-02 2.13e-02
k 1.04e-01 6.52e-02 5.88e-02
r -6.35e-02 4.80e-02 5.11e-02
04 04 D SM aa 4 0.169 c -1.32e+00 3.82e-03 1.43e-02
p -1.06e+00 1.58e-02 4.56e-02
e 1.01e+00 1.87e-01 6.82e-02
i -9.01e-01 2.33e-02 5.74e-02
f -8.11e-01 1.79e-02 4.04e-02
v -8.08e-01 3.21e-02 7.20e-02
m -6.54e-01 1.11e-02 2.13e-02
s 5.52e-01 1.02e-01 5.85e-02
l -5.12e-01 5.52e-02 9.22e-02
d 4.83e-01 9.41e-02 5.80e-02
y -4.70e-01 2.18e-02 3.49e-02
g -4.41e-01 4.79e-02 7.45e-02
q 2.56e-01 4.79e-02 3.71e-02
a 1.53e-01 9.52e-02 8.17e-02
t -1.07e-01 4.87e-02 5.43e-02
h 7.61e-02 2.48e-02 2.30e-02
r 5.16e-02 5.38e-02 5.11e-02
k 2.71e-02 6.03e-02 5.87e-02
n 1.35e-02 4.34e-02 4.28e-02
w 8.33e-03 1.40e-02 1.39e-02
03 03 D SM aa 3 0.144 p 1.27e+00 1.63e-01 4.55e-02
g -1.21e+00 2.23e-02 7.45e-02
n -8.57e-01 1.82e-02 4.28e-02
t -4.73e-01 3.39e-02 5.43e-02
d -4.35e-01 3.76e-02 5.81e-02
h -3.69e-01 1.59e-02 2.30e-02
s -3.47e-01 4.15e-02 5.87e-02
q -3.13e-01 2.71e-02 3.71e-02
y -2.88e-01 2.62e-02 3.50e-02
c -2.49e-01 1.12e-02 1.43e-02
l 2.09e-01 1.14e-01 9.22e-02
w 1.51e-01 1.61e-02 1.39e-02
m 1.33e-01 2.43e-02 2.12e-02
e 1.19e-01 7.69e-02 6.82e-02
a 1.14e-01 9.15e-02 8.17e-02
f 8.78e-02 4.41e-02 4.04e-02
k -6.47e-02 5.49e-02 5.86e-02
v 4.50e-02 7.54e-02 7.21e-02
i -3.84e-02 5.54e-02 5.75e-02
r 9.57e-03 5.15e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.695
08 -0.695 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.163
10 -0.163 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.213
12 -0.213 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.278
14 -0.278 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.180
16 -0.180 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.584
18 -0.584 1.000
DATA_CLASS 155
CLASS 155 - weight 4063 normalized weight 0.003 relative strength 1.42e-01 *******
class cross entropy w.r.t. global class 1.95e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.620 ( 1.46e+00 4.00e-01) 7.72e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.620 ( 1.62e-01 4.00e-01) 1.62e+00 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 1.529 p -8.22e+00 1.23e-05 4.56e-02
i -4.05e+00 9.98e-04 5.74e-02
v -3.88e+00 1.48e-03 7.20e-02
t -2.78e+00 3.37e-03 5.43e-02
g 2.32e+00 7.57e-01 7.45e-02
a -1.86e+00 1.27e-02 8.17e-02
w -1.84e+00 2.22e-03 1.39e-02
e -1.81e+00 1.12e-02 6.82e-02
l -1.67e+00 1.73e-02 9.22e-02
y -1.56e+00 7.34e-03 3.49e-02
s -1.34e+00 1.53e-02 5.85e-02
f -1.30e+00 1.10e-02 4.04e-02
d -1.05e+00 2.03e-02 5.80e-02
k -9.87e-01 2.19e-02 5.87e-02
m -9.85e-01 7.94e-03 2.13e-02
q -9.47e-01 1.44e-02 3.71e-02
c -9.04e-01 5.81e-03 1.43e-02
r -6.95e-01 2.55e-02 5.11e-02
h -6.76e-01 1.17e-02 2.30e-02
n 2.02e-01 5.24e-02 4.28e-02
07 10 R MNcn psi1 1.270 ( 2.93e+00 4.00e-01) 5.28e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.270 ( 4.75e+00 4.00e-01) 5.20e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.927 ( 2.43e+00 4.00e-01) 4.02e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.927 ( 4.36e+00 4.31e-01) 4.29e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.875 (-4.16e-01 4.00e-01) 3.07e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.875 ( 5.19e+00 4.00e-01) 1.62e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.744 ( 2.56e-02 4.00e-01) 1.96e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.744 ( 4.73e+00 4.00e-01) 4.76e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.669 ( 2.29e+00 8.42e-01) 1.76e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.669 ( 4.73e+00 4.00e-01) 4.54e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.649 p -3.57e+00 1.28e-03 4.55e-02
i -2.51e+00 4.67e-03 5.75e-02
v -2.17e+00 8.20e-03 7.21e-02
d 1.75e+00 3.36e-01 5.81e-02
g -1.49e+00 1.67e-02 7.45e-02
l -1.33e+00 2.43e-02 9.22e-02
n 1.30e+00 1.56e-01 4.28e-02
m -1.05e+00 7.40e-03 2.12e-02
f -8.57e-01 1.71e-02 4.04e-02
a -7.73e-01 3.77e-02 8.17e-02
w -7.53e-01 6.54e-03 1.39e-02
y -6.37e-01 1.85e-02 3.50e-02
c -6.19e-01 7.71e-03 1.43e-02
r -5.54e-01 2.93e-02 5.10e-02
s 4.42e-01 9.13e-02 5.87e-02
k -2.02e-01 4.78e-02 5.86e-02
e 7.74e-02 7.37e-02 6.82e-02
h -5.66e-02 2.17e-02 2.30e-02
t 4.10e-02 5.66e-02 5.43e-02
q -4.88e-03 3.69e-02 3.71e-02
01 01 D SM aa 1 0.543 i -2.74e+00 3.70e-03 5.75e-02
v -2.43e+00 6.33e-03 7.21e-02
d 1.52e+00 2.65e-01 5.82e-02
e -1.50e+00 1.52e-02 6.81e-02
n 1.30e+00 1.57e-01 4.28e-02
p -1.12e+00 1.49e-02 4.58e-02
k -9.18e-01 2.34e-02 5.86e-02
a -8.74e-01 3.40e-02 8.15e-02
t 8.51e-01 1.28e-01 5.45e-02
r -7.55e-01 2.40e-02 5.09e-02
y -6.77e-01 1.77e-02 3.49e-02
q -6.74e-01 1.89e-02 3.70e-02
m -6.55e-01 1.10e-02 2.12e-02
f -6.17e-01 2.18e-02 4.04e-02
s 5.72e-01 1.04e-01 5.88e-02
h -5.16e-01 1.37e-02 2.30e-02
l -4.18e-01 6.05e-02 9.20e-02
g -2.91e-01 5.57e-02 7.44e-02
w -2.60e-01 1.07e-02 1.38e-02
c 3.55e-02 1.48e-02 1.43e-02
02 02 D SM aa 2 0.234 p 1.24e+00 1.58e-01 4.56e-02
i -1.17e+00 1.79e-02 5.75e-02
c -1.14e+00 4.58e-03 1.43e-02
m -1.08e+00 7.24e-03 2.12e-02
f -1.01e+00 1.47e-02 4.04e-02
v -9.36e-01 2.83e-02 7.21e-02
l -9.36e-01 3.61e-02 9.21e-02
g -8.35e-01 3.23e-02 7.45e-02
y -7.12e-01 1.72e-02 3.49e-02
w -6.58e-01 7.18e-03 1.39e-02
e 6.26e-01 1.27e-01 6.81e-02
s 5.39e-01 1.01e-01 5.87e-02
k 3.44e-01 8.26e-02 5.86e-02
t -3.33e-01 3.90e-02 5.44e-02
a 3.27e-01 1.13e-01 8.16e-02
h -2.87e-01 1.73e-02 2.30e-02
d 2.15e-01 7.22e-02 5.82e-02
n -8.31e-02 3.94e-02 4.28e-02
q -6.48e-02 3.47e-02 3.70e-02
r -8.22e-03 5.06e-02 5.10e-02
05 05 D SM aa 5 0.221 p -4.52e+00 4.96e-04 4.56e-02
g -9.80e-01 2.80e-02 7.45e-02
l -9.24e-01 3.66e-02 9.21e-02
i -7.77e-01 2.64e-02 5.74e-02
f -7.41e-01 1.92e-02 4.04e-02
k 7.31e-01 1.22e-01 5.88e-02
m -7.26e-01 1.03e-02 2.13e-02
r 6.94e-01 1.02e-01 5.11e-02
n 6.90e-01 8.54e-02 4.29e-02
t 6.72e-01 1.06e-01 5.42e-02
c -6.14e-01 7.77e-03 1.44e-02
a -6.03e-01 4.47e-02 8.18e-02
s 4.80e-01 9.47e-02 5.86e-02
q 4.64e-01 5.90e-02 3.71e-02
v -3.66e-01 4.99e-02 7.19e-02
w -2.75e-01 1.06e-02 1.39e-02
e 2.57e-01 8.83e-02 6.82e-02
y -1.68e-01 2.95e-02 3.49e-02
h 1.64e-01 2.72e-02 2.30e-02
d -1.16e-01 5.16e-02 5.79e-02
00 00 D SM aa 0 0.152 d -1.58e+00 1.20e-02 5.83e-02
g -1.27e+00 2.10e-02 7.44e-02
n -1.02e+00 1.54e-02 4.29e-02
s -7.56e-01 2.78e-02 5.92e-02
v 6.11e-01 1.33e-01 7.19e-02
a -5.94e-01 4.50e-02 8.14e-02
t 5.21e-01 9.19e-02 5.46e-02
e -4.96e-01 4.14e-02 6.80e-02
i 4.05e-01 8.61e-02 5.74e-02
k 3.94e-01 8.71e-02 5.87e-02
m 3.80e-01 3.11e-02 2.12e-02
p -3.76e-01 3.16e-02 4.60e-02
f 3.67e-01 5.82e-02 4.03e-02
h -3.66e-01 1.59e-02 2.30e-02
q 3.11e-01 5.05e-02 3.70e-02
r 3.08e-01 6.93e-02 5.10e-02
c 2.77e-01 1.89e-02 1.43e-02
l 1.84e-01 1.10e-01 9.17e-02
y 1.37e-01 4.00e-02 3.49e-02
w 2.55e-02 1.42e-02 1.38e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.201
08 -0.201 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.037
10 0.037 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.207
12 -0.207 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.250
14 -0.250 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.400
16 -0.400 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.040
18 0.040 1.000
DATA_CLASS 156
CLASS 156 - weight 4035 normalized weight 0.003 relative strength 1.88e-02 *******
class cross entropy w.r.t. global class 1.43e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 1.185 ( 2.58e+00 4.00e-01) 4.42e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.185 ( 4.97e+00 4.00e-01) 1.08e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 1.174 ( 2.54e+00 4.00e-01) 4.33e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.174 ( 4.99e+00 4.00e-01) 1.11e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 1.161 ( 2.59e+00 4.00e-01) 4.44e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.161 ( 4.91e+00 4.00e-01) 9.15e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.963 ( 2.48e+00 4.00e-01) 4.18e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.963 ( 4.72e+00 5.01e-01) 3.52e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.952 ( 2.46e+00 4.00e-01) 4.14e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.952 ( 4.72e+00 5.05e-01) 3.56e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.925 ( 2.49e+00 4.00e-01) 4.17e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.925 ( 4.65e+00 5.19e-01) 2.03e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.441 p 1.95e+00 3.21e-01 4.55e-02
h -1.28e+00 6.40e-03 2.30e-02
y -1.15e+00 1.11e-02 3.50e-02
i -1.10e+00 1.91e-02 5.75e-02
n -9.14e-01 1.72e-02 4.28e-02
v -8.10e-01 3.21e-02 7.21e-02
f -6.38e-01 2.13e-02 4.04e-02
d -5.87e-01 3.23e-02 5.81e-02
g -4.59e-01 4.71e-02 7.45e-02
t -4.54e-01 3.45e-02 5.43e-02
l -3.11e-01 6.75e-02 9.22e-02
w -2.23e-01 1.11e-02 1.39e-02
m -1.98e-01 1.74e-02 2.12e-02
q -1.71e-01 3.12e-02 3.71e-02
r -1.47e-01 4.41e-02 5.10e-02
s -1.03e-01 5.29e-02 5.87e-02
a 9.21e-02 8.95e-02 8.17e-02
e 4.33e-02 7.12e-02 6.82e-02
c -2.60e-02 1.39e-02 1.43e-02
k 5.05e-03 5.89e-02 5.86e-02
01 01 D SM aa 1 0.376 p 1.85e+00 2.90e-01 4.58e-02
y -1.22e+00 1.03e-02 3.49e-02
n -1.14e+00 1.37e-02 4.28e-02
v -9.80e-01 2.71e-02 7.21e-02
i -7.79e-01 2.64e-02 5.75e-02
d -7.32e-01 2.80e-02 5.82e-02
h -5.98e-01 1.26e-02 2.30e-02
f -5.96e-01 2.23e-02 4.04e-02
q -4.03e-01 2.48e-02 3.70e-02
s 3.00e-01 7.95e-02 5.88e-02
m -2.91e-01 1.58e-02 2.12e-02
g -2.63e-01 5.72e-02 7.44e-02
r -2.37e-01 4.02e-02 5.09e-02
t -2.25e-01 4.35e-02 5.45e-02
e -1.70e-01 5.74e-02 6.81e-02
c 1.56e-01 1.67e-02 1.43e-02
l -6.69e-02 8.60e-02 9.20e-02
k -6.58e-02 5.49e-02 5.86e-02
a -3.15e-02 7.90e-02 8.15e-02
w 2.40e-02 1.42e-02 1.38e-02
02 02 D SM aa 2 0.367 p 1.81e+00 2.78e-01 4.56e-02
y -1.71e+00 6.31e-03 3.49e-02
i -1.22e+00 1.70e-02 5.75e-02
f -1.16e+00 1.27e-02 4.04e-02
n -9.74e-01 1.62e-02 4.28e-02
v -9.19e-01 2.87e-02 7.21e-02
h -6.30e-01 1.22e-02 2.30e-02
t -4.49e-01 3.47e-02 5.44e-02
d -3.78e-01 3.98e-02 5.82e-02
m -3.71e-01 1.46e-02 2.12e-02
w -2.65e-01 1.06e-02 1.39e-02
g -2.65e-01 5.72e-02 7.45e-02
l -2.18e-01 7.40e-02 9.21e-02
s 1.58e-01 6.87e-02 5.87e-02
q 1.28e-01 4.21e-02 3.70e-02
k 1.17e-01 6.58e-02 5.86e-02
a 8.79e-02 8.91e-02 8.16e-02
r -7.83e-02 4.71e-02 5.10e-02
e 4.24e-02 7.11e-02 6.81e-02
c -3.22e-02 1.39e-02 1.43e-02
04 04 D SM aa 4 0.185 p 1.42e+00 1.89e-01 4.56e-02
g -1.03e+00 2.67e-02 7.45e-02
n -9.21e-01 1.71e-02 4.28e-02
d -9.13e-01 2.33e-02 5.80e-02
y -7.33e-01 1.68e-02 3.49e-02
h -4.84e-01 1.42e-02 2.30e-02
r 3.17e-01 7.01e-02 5.11e-02
f -2.61e-01 3.11e-02 4.04e-02
q 2.44e-01 4.73e-02 3.71e-02
w -2.41e-01 1.09e-02 1.39e-02
m -1.58e-01 1.82e-02 2.13e-02
a -1.04e-01 7.37e-02 8.17e-02
s -1.03e-01 5.28e-02 5.85e-02
i -8.09e-02 5.30e-02 5.74e-02
v 6.98e-02 7.72e-02 7.20e-02
t -6.28e-02 5.10e-02 5.43e-02
l -5.33e-02 8.74e-02 9.22e-02
c -4.41e-02 1.37e-02 1.43e-02
e -3.54e-02 6.59e-02 6.82e-02
k 3.22e-02 6.06e-02 5.87e-02
05 05 D SM aa 5 0.137 p 1.31e+00 1.68e-01 4.56e-02
g -1.19e+00 2.27e-02 7.45e-02
h -5.16e-01 1.38e-02 2.30e-02
n -4.74e-01 2.67e-02 4.29e-02
m -3.54e-01 1.49e-02 2.13e-02
c 2.65e-01 1.87e-02 1.44e-02
y -2.38e-01 2.75e-02 3.49e-02
a -2.17e-01 6.58e-02 8.18e-02
l -1.68e-01 7.79e-02 9.21e-02
t 1.59e-01 6.36e-02 5.42e-02
s 1.49e-01 6.80e-02 5.86e-02
f -1.37e-01 3.52e-02 4.04e-02
d -1.18e-01 5.15e-02 5.79e-02
i -1.17e-01 5.10e-02 5.74e-02
r 1.08e-01 5.70e-02 5.11e-02
e -9.55e-02 6.20e-02 6.82e-02
w -9.39e-02 1.27e-02 1.39e-02
k -9.31e-02 5.36e-02 5.88e-02
q -2.78e-02 3.60e-02 3.71e-02
v 1.63e-02 7.31e-02 7.19e-02
00 00 D SM aa 0 0.099 p 1.12e+00 1.41e-01 4.60e-02
d -7.74e-01 2.69e-02 5.83e-02
n -6.55e-01 2.23e-02 4.29e-02
g -5.96e-01 4.10e-02 7.44e-02
w 4.82e-01 2.23e-02 1.38e-02
h -4.32e-01 1.49e-02 2.30e-02
c 3.97e-01 2.12e-02 1.43e-02
y -2.91e-01 2.61e-02 3.49e-02
i -1.88e-01 4.76e-02 5.74e-02
k 1.86e-01 7.07e-02 5.87e-02
v -1.72e-01 6.06e-02 7.19e-02
q 1.11e-01 4.14e-02 3.70e-02
f -8.66e-02 3.70e-02 4.03e-02
t 8.60e-02 5.95e-02 5.46e-02
a -5.24e-02 7.73e-02 8.14e-02
r 4.86e-02 5.35e-02 5.10e-02
l -4.79e-02 8.74e-02 9.17e-02
m 4.61e-02 2.22e-02 2.12e-02
s -5.83e-03 5.88e-02 5.92e-02
e 1.68e-03 6.82e-02 6.80e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.028
08 0.028 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.025
10 -0.025 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.060
12 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.040
14 -0.040 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.049
16 0.049 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.019
18 0.019 1.000
DATA_CLASS 157
CLASS 157 - weight 4027 normalized weight 0.003 relative strength 1.27e-03 *******
class cross entropy w.r.t. global class 1.00e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.921 (-5.31e-01 4.00e-01) 3.35e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.921 ( 5.19e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.908 (-4.56e-01 4.00e-01) 3.16e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.908 ( 5.02e+00 4.00e-01) 1.20e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.901 ( 2.54e+00 4.75e-01) 3.63e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.901 ( 4.74e+00 5.14e-01) 3.76e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.819 ( 2.53e+00 4.36e-01) 3.95e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.819 ( 4.44e+00 6.00e-01) 1.73e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.769 ( 2.48e+00 5.05e-01) 3.29e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.769 ( 4.57e+00 5.73e-01) 5.48e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.457 i -1.95e+00 8.22e-03 5.75e-02
v -1.81e+00 1.18e-02 7.21e-02
l -1.43e+00 2.20e-02 9.22e-02
m -1.27e+00 5.96e-03 2.12e-02
p 1.12e+00 1.40e-01 4.55e-02
f -1.06e+00 1.40e-02 4.04e-02
d 1.02e+00 1.62e-01 5.81e-02
s 1.02e+00 1.62e-01 5.87e-02
w -9.87e-01 5.18e-03 1.39e-02
y -8.97e-01 1.42e-02 3.50e-02
r -8.76e-01 2.13e-02 5.10e-02
n 8.37e-01 9.90e-02 4.28e-02
a -8.26e-01 3.57e-02 8.17e-02
t 8.21e-01 1.24e-01 5.43e-02
e -8.08e-01 3.04e-02 6.82e-02
q -7.02e-01 1.84e-02 3.71e-02
g -6.66e-01 3.82e-02 7.45e-02
k -6.63e-01 3.02e-02 5.86e-02
c 4.64e-01 2.27e-02 1.43e-02
h 4.26e-01 3.53e-02 2.30e-02
07 09 R MNcn phi1 0.205 ( 4.30e+00 8.83e-01) 2.70e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.205 ( 5.24e-01 1.31e+00) 2.24e-01 ( 8.17e-01 1.53e+00)
04 04 D SM aa 4 0.164 p 1.41e+00 1.88e-01 4.56e-02
g -1.00e+00 2.74e-02 7.45e-02
n -8.06e-01 1.91e-02 4.28e-02
c -7.38e-01 6.86e-03 1.43e-02
q -3.02e-01 2.74e-02 3.71e-02
t -2.77e-01 4.11e-02 5.43e-02
h -2.57e-01 1.78e-02 2.30e-02
v -2.48e-01 5.62e-02 7.20e-02
m -2.19e-01 1.71e-02 2.13e-02
y -2.02e-01 2.85e-02 3.49e-02
w 1.85e-01 1.67e-02 1.39e-02
r -1.77e-01 4.28e-02 5.11e-02
k -1.69e-01 4.96e-02 5.87e-02
d -1.21e-01 5.14e-02 5.80e-02
a 1.12e-01 9.14e-02 8.17e-02
i -8.61e-02 5.27e-02 5.74e-02
e 8.24e-02 7.41e-02 6.82e-02
f 4.78e-02 4.24e-02 4.04e-02
s -3.27e-02 5.66e-02 5.85e-02
l 1.13e-02 9.32e-02 9.22e-02
05 05 D SM aa 5 0.161 i -9.97e-01 2.12e-02 5.74e-02
p -9.52e-01 1.76e-02 4.56e-02
m -9.11e-01 8.55e-03 2.13e-02
e 9.01e-01 1.68e-01 6.82e-02
v -8.37e-01 3.11e-02 7.19e-02
d 7.10e-01 1.18e-01 5.79e-02
l -6.95e-01 4.60e-02 9.21e-02
c -5.91e-01 7.95e-03 1.44e-02
g -4.74e-01 4.64e-02 7.45e-02
s 4.59e-01 9.27e-02 5.86e-02
r -3.77e-01 3.51e-02 5.11e-02
w 3.28e-01 1.93e-02 1.39e-02
f -3.20e-01 2.93e-02 4.04e-02
n 2.57e-01 5.54e-02 4.29e-02
q 2.28e-01 4.66e-02 3.71e-02
h 1.78e-01 2.75e-02 2.30e-02
y -1.49e-01 3.01e-02 3.49e-02
t 9.13e-02 5.94e-02 5.42e-02
k -3.01e-02 5.70e-02 5.88e-02
a 1.30e-02 8.29e-02 8.18e-02
02 02 D SM aa 2 0.077 f 7.24e-01 8.34e-02 4.04e-02
g -6.46e-01 3.90e-02 7.45e-02
w 6.16e-01 2.57e-02 1.39e-02
k -5.07e-01 3.53e-02 5.86e-02
n -5.06e-01 2.58e-02 4.28e-02
d -4.33e-01 3.77e-02 5.82e-02
y 4.33e-01 5.39e-02 3.49e-02
m 4.20e-01 3.23e-02 2.12e-02
s -3.65e-01 4.08e-02 5.87e-02
i 3.64e-01 8.28e-02 5.75e-02
a -3.54e-01 5.72e-02 8.16e-02
c 3.35e-01 2.00e-02 1.43e-02
v 3.29e-01 1.00e-01 7.21e-02
q -2.99e-01 2.75e-02 3.70e-02
e -2.74e-01 5.18e-02 6.81e-02
h -2.36e-01 1.82e-02 2.30e-02
l 2.33e-01 1.16e-01 9.21e-02
r -1.13e-01 4.55e-02 5.10e-02
p 8.63e-02 4.98e-02 4.56e-02
t 4.60e-02 5.70e-02 5.44e-02
00 00 D SM aa 0 0.057 p 6.45e-01 8.77e-02 4.60e-02
k -5.76e-01 3.30e-02 5.87e-02
s 5.36e-01 1.01e-01 5.92e-02
c 5.16e-01 2.39e-02 1.43e-02
e -3.91e-01 4.60e-02 6.80e-02
t 3.66e-01 7.87e-02 5.46e-02
f 3.16e-01 5.53e-02 4.03e-02
r -3.03e-01 3.76e-02 5.10e-02
a -2.74e-01 6.19e-02 8.14e-02
d -2.54e-01 4.52e-02 5.83e-02
g -2.07e-01 6.05e-02 7.44e-02
q -1.72e-01 3.12e-02 3.70e-02
y -1.45e-01 3.02e-02 3.49e-02
v -1.43e-01 6.23e-02 7.19e-02
m 1.10e-01 2.37e-02 2.12e-02
i -1.02e-01 5.18e-02 5.74e-02
h 8.79e-02 2.51e-02 2.30e-02
n -6.73e-02 4.01e-02 4.29e-02
w 3.03e-02 1.42e-02 1.38e-02
l -1.44e-02 9.04e-02 9.17e-02
01 01 D SM aa 1 0.044 p 5.02e-01 7.57e-02 4.58e-02
g 4.98e-01 1.22e-01 7.44e-02
i -3.96e-01 3.87e-02 5.75e-02
l -3.29e-01 6.62e-02 9.20e-02
f -3.12e-01 2.96e-02 4.04e-02
c -3.04e-01 1.06e-02 1.43e-02
t 3.02e-01 7.37e-02 5.45e-02
w -2.89e-01 1.04e-02 1.38e-02
n 2.39e-01 5.44e-02 4.28e-02
d 2.30e-01 7.32e-02 5.82e-02
a -2.13e-01 6.59e-02 8.15e-02
y -2.10e-01 2.83e-02 3.49e-02
q -1.77e-01 3.10e-02 3.70e-02
e -1.67e-01 5.76e-02 6.81e-02
r -1.67e-01 4.31e-02 5.09e-02
v -1.60e-01 6.14e-02 7.21e-02
k -1.53e-01 5.03e-02 5.86e-02
m -1.20e-01 1.88e-02 2.12e-02
h 9.41e-02 2.52e-02 2.30e-02
s 7.50e-02 6.34e-02 5.88e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.183
08 -0.183 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.790
10 -0.790 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.135
12 -0.135 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.068
14 -0.068 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.363
16 -0.363 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.487
18 -0.487 1.000
DATA_CLASS 158
CLASS 158 - weight 4003 normalized weight 0.003 relative strength 6.82e-04 *******
class cross entropy w.r.t. global class 9.17e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.828 ( 2.38e+00 4.17e-01) 3.77e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.828 ( 4.56e+00 5.62e-01) 2.90e-02 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.827 ( 2.60e+00 4.15e-01) 4.32e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.827 ( 4.03e+00 7.34e-01) 7.02e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.823 (-3.57e-01 4.40e-01) 2.65e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.823 ( 4.67e+00 4.00e-01) 3.22e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.810 (-2.38e-01 4.16e-01) 2.55e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.810 ( 4.67e+00 4.00e-01) 3.19e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.735 ( 2.60e+00 4.86e-01) 3.67e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.735 ( 4.13e+00 9.26e-01) 4.42e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.300 ( 1.89e+00 1.07e+00) 1.01e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.300 ( 4.50e+00 5.60e-01) 7.45e-02 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.119 p -4.89e+00 3.44e-04 4.56e-02
l -8.87e-01 3.79e-02 9.21e-02
m -7.41e-01 1.01e-02 2.13e-02
s 6.89e-01 1.17e-01 5.86e-02
i -6.19e-01 3.09e-02 5.74e-02
w 4.09e-01 2.09e-02 1.39e-02
h 3.96e-01 3.43e-02 2.30e-02
n 3.58e-01 6.13e-02 4.29e-02
g 3.48e-01 1.06e-01 7.45e-02
v -2.63e-01 5.53e-02 7.19e-02
d 2.61e-01 7.52e-02 5.79e-02
y 2.22e-01 4.36e-02 3.49e-02
f 2.13e-01 4.99e-02 4.04e-02
q -1.81e-01 3.09e-02 3.71e-02
t 1.66e-01 6.40e-02 5.42e-02
c 1.18e-01 1.62e-02 1.44e-02
e -9.55e-02 6.20e-02 6.82e-02
k -7.24e-02 5.47e-02 5.88e-02
r -3.97e-02 4.92e-02 5.11e-02
a -9.94e-03 8.10e-02 8.18e-02
01 01 D SM aa 1 0.099 p -3.03e+00 2.23e-03 4.58e-02
g 7.14e-01 1.52e-01 7.44e-02
d -6.42e-01 3.06e-02 5.82e-02
f 5.05e-01 6.69e-02 4.04e-02
k -4.10e-01 3.89e-02 5.86e-02
q -3.83e-01 2.52e-02 3.70e-02
y 3.75e-01 5.08e-02 3.49e-02
w 2.96e-01 1.86e-02 1.38e-02
h 2.58e-01 2.97e-02 2.30e-02
s 2.34e-01 7.44e-02 5.88e-02
n -1.85e-01 3.56e-02 4.28e-02
m -1.80e-01 1.77e-02 2.12e-02
i -1.78e-01 4.81e-02 5.75e-02
e -1.57e-01 5.82e-02 6.81e-02
v -1.33e-01 6.31e-02 7.21e-02
r -1.04e-01 4.59e-02 5.09e-02
l -8.65e-02 8.43e-02 9.20e-02
t 5.74e-02 5.77e-02 5.45e-02
a 4.40e-02 8.52e-02 8.15e-02
c 2.10e-02 1.46e-02 1.43e-02
02 02 D SM aa 2 0.096 p 1.01e+00 1.25e-01 4.56e-02
g -6.89e-01 3.74e-02 7.45e-02
a -6.05e-01 4.46e-02 8.16e-02
m -4.62e-01 1.34e-02 2.12e-02
k 4.27e-01 8.98e-02 5.86e-02
f -4.08e-01 2.69e-02 4.04e-02
c -3.99e-01 9.60e-03 1.43e-02
l -3.93e-01 6.21e-02 9.21e-02
r 3.26e-01 7.06e-02 5.10e-02
i -3.16e-01 4.19e-02 5.75e-02
t 2.78e-01 7.18e-02 5.44e-02
d -2.08e-01 4.73e-02 5.82e-02
w 2.01e-01 1.70e-02 1.39e-02
q 1.60e-01 4.35e-02 3.70e-02
v -9.07e-02 6.58e-02 7.21e-02
h 5.46e-02 2.43e-02 2.30e-02
e 5.18e-02 7.17e-02 6.81e-02
n 2.84e-02 4.41e-02 4.28e-02
y 2.37e-02 3.58e-02 3.49e-02
s -1.55e-02 5.78e-02 5.87e-02
03 03 D SM aa 3 0.085 e -8.40e-01 2.94e-02 6.82e-02
k -7.58e-01 2.75e-02 5.86e-02
v 5.95e-01 1.31e-01 7.21e-02
g -5.21e-01 4.42e-02 7.45e-02
i 4.76e-01 9.26e-02 5.75e-02
d -4.19e-01 3.82e-02 5.81e-02
q -4.02e-01 2.48e-02 3.71e-02
f 3.95e-01 6.00e-02 4.04e-02
s 3.55e-01 8.37e-02 5.87e-02
c 2.72e-01 1.88e-02 1.43e-02
r -2.64e-01 3.92e-02 5.10e-02
p -2.59e-01 3.51e-02 4.55e-02
a -2.56e-01 6.32e-02 8.17e-02
m -2.55e-01 1.65e-02 2.12e-02
y 2.39e-01 4.44e-02 3.50e-02
t 2.21e-01 6.78e-02 5.43e-02
h 1.80e-01 2.76e-02 2.30e-02
l 1.05e-01 1.02e-01 9.22e-02
n -8.72e-02 3.93e-02 4.28e-02
w 7.00e-02 1.49e-02 1.39e-02
04 04 D SM aa 4 0.078 g -9.60e-01 2.85e-02 7.45e-02
w -7.63e-01 6.48e-03 1.39e-02
m -7.48e-01 1.01e-02 2.13e-02
p 5.79e-01 8.13e-02 4.56e-02
f -5.65e-01 2.29e-02 4.04e-02
t 5.57e-01 9.47e-02 5.43e-02
d 4.77e-01 9.35e-02 5.80e-02
y -4.64e-01 2.20e-02 3.49e-02
a -4.11e-01 5.42e-02 8.17e-02
s 3.44e-01 8.25e-02 5.85e-02
c -2.74e-01 1.09e-02 1.43e-02
i -2.58e-01 4.44e-02 5.74e-02
k 1.55e-01 6.85e-02 5.87e-02
h -1.51e-01 1.98e-02 2.30e-02
e -1.25e-01 6.02e-02 6.82e-02
l 9.13e-02 1.01e-01 9.22e-02
n -4.74e-02 4.09e-02 4.28e-02
q -4.69e-02 3.54e-02 3.71e-02
r -2.26e-02 4.99e-02 5.11e-02
v 1.17e-02 7.28e-02 7.20e-02
00 00 D SM aa 0 0.052 g -6.43e-01 3.91e-02 7.44e-02
d 5.48e-01 1.01e-01 5.83e-02
i -5.33e-01 3.37e-02 5.74e-02
n 4.83e-01 6.95e-02 4.29e-02
m -4.57e-01 1.35e-02 2.12e-02
t 3.47e-01 7.72e-02 5.46e-02
c -2.89e-01 1.07e-02 1.43e-02
k 2.88e-01 7.83e-02 5.87e-02
v -2.64e-01 5.52e-02 7.19e-02
a -2.56e-01 6.31e-02 8.14e-02
l -1.82e-01 7.64e-02 9.17e-02
q 1.75e-01 4.41e-02 3.70e-02
f -1.20e-01 3.58e-02 4.03e-02
w -1.12e-01 1.23e-02 1.38e-02
h 1.05e-01 2.55e-02 2.30e-02
s 9.74e-02 6.52e-02 5.92e-02
y -3.60e-02 3.36e-02 3.49e-02
r 2.25e-02 5.21e-02 5.10e-02
e -4.61e-03 6.77e-02 6.80e-02
p 3.46e-03 4.61e-02 4.60e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.405
08 -0.405 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.491
10 -0.491 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.216
12 -0.216 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.217
14 -0.217 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.457
16 -0.457 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.389
18 -0.389 1.000
DATA_CLASS 159
CLASS 159 - weight 3949 normalized weight 0.003 relative strength 1.74e-06 *******
class cross entropy w.r.t. global class 3.63e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.910 (-5.99e-01 4.00e-01) 3.53e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.910 ( 5.09e+00 4.00e-01) 1.36e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.176 ( 1.46e+00 1.40e+00) 4.55e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.176 ( 4.53e+00 5.53e-01) 1.68e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.165 ( 1.69e+00 1.43e+00) 6.15e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.165 ( 4.36e+00 6.85e-01) 2.69e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.134 p 1.29e+00 1.66e-01 4.56e-02
m -7.52e-01 1.00e-02 2.12e-02
c -6.46e-01 7.50e-03 1.43e-02
g -5.26e-01 4.40e-02 7.45e-02
y -4.95e-01 2.13e-02 3.49e-02
v -4.17e-01 4.75e-02 7.21e-02
n -3.90e-01 2.90e-02 4.28e-02
w 3.23e-01 1.92e-02 1.39e-02
f -3.23e-01 2.93e-02 4.04e-02
s 3.06e-01 7.98e-02 5.87e-02
k 2.77e-01 7.73e-02 5.86e-02
l -2.76e-01 6.99e-02 9.21e-02
i -2.54e-01 4.46e-02 5.75e-02
h -2.15e-01 1.85e-02 2.30e-02
r -1.69e-01 4.31e-02 5.10e-02
t -1.32e-01 4.77e-02 5.44e-02
e 1.30e-01 7.76e-02 6.81e-02
d -1.12e-01 5.20e-02 5.82e-02
a -2.81e-02 7.93e-02 8.16e-02
q -2.80e-02 3.60e-02 3.70e-02
09 13 R MNcn phi3 0.126 ( 4.61e+00 5.63e-01) 1.19e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.126 ( 9.81e-01 1.46e+00) 1.16e-01 ( 8.11e-01 1.53e+00)
11 18 R MNcn psi5 0.121 ( 1.37e+00 1.51e+00) 3.74e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.121 ( 4.49e+00 6.58e-01) 8.06e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.092 n 7.90e-01 9.44e-02 4.28e-02
v -6.73e-01 3.68e-02 7.21e-02
d 6.59e-01 1.12e-01 5.81e-02
i -6.41e-01 3.03e-02 5.75e-02
m -5.81e-01 1.19e-02 2.12e-02
l -4.96e-01 5.62e-02 9.22e-02
h 4.85e-01 3.74e-02 2.30e-02
a -4.30e-01 5.31e-02 8.17e-02
p -3.72e-01 3.14e-02 4.55e-02
r -3.00e-01 3.78e-02 5.10e-02
e 2.52e-01 8.77e-02 6.82e-02
s 2.46e-01 7.50e-02 5.87e-02
y 1.63e-01 4.12e-02 3.50e-02
c -1.58e-01 1.22e-02 1.43e-02
w -1.26e-01 1.22e-02 1.39e-02
g 1.01e-01 8.24e-02 7.45e-02
q -7.86e-02 3.43e-02 3.71e-02
k -6.75e-02 5.48e-02 5.86e-02
f 5.80e-02 4.28e-02 4.04e-02
t 2.81e-02 5.59e-02 5.43e-02
10 16 R MNcn psi4 0.090 ( 1.38e+00 1.56e+00) 3.67e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.090 ( 4.32e+00 7.36e-01) 3.08e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.080 c 7.45e-01 3.02e-02 1.43e-02
n 5.56e-01 7.46e-02 4.28e-02
d 5.55e-01 1.01e-01 5.82e-02
s 5.51e-01 1.02e-01 5.88e-02
i -4.89e-01 3.53e-02 5.75e-02
k -4.67e-01 3.67e-02 5.86e-02
w -4.60e-01 8.74e-03 1.38e-02
h 4.47e-01 3.59e-02 2.30e-02
l -4.29e-01 5.99e-02 9.20e-02
a -3.94e-01 5.50e-02 8.15e-02
v -3.54e-01 5.06e-02 7.21e-02
e -3.05e-01 5.02e-02 6.81e-02
g 2.83e-01 9.88e-02 7.44e-02
p -2.07e-01 3.73e-02 4.58e-02
r -1.78e-01 4.26e-02 5.09e-02
m -1.50e-01 1.83e-02 2.12e-02
q -1.34e-01 3.24e-02 3.70e-02
t 1.31e-01 6.21e-02 5.45e-02
f -1.07e-01 3.63e-02 4.04e-02
y -9.73e-02 3.17e-02 3.49e-02
04 04 D SM aa 4 0.059 c 7.04e-01 2.90e-02 1.43e-02
i -6.01e-01 3.15e-02 5.74e-02
g 5.17e-01 1.25e-01 7.45e-02
n 4.90e-01 6.99e-02 4.28e-02
h 4.53e-01 3.62e-02 2.30e-02
l -3.81e-01 6.30e-02 9.22e-02
p -3.68e-01 3.16e-02 4.56e-02
v -3.51e-01 5.06e-02 7.20e-02
s 3.33e-01 8.17e-02 5.85e-02
e -3.09e-01 5.01e-02 6.82e-02
m -2.56e-01 1.65e-02 2.13e-02
y -2.40e-01 2.75e-02 3.49e-02
f -1.88e-01 3.35e-02 4.04e-02
a -1.50e-01 7.03e-02 8.17e-02
k 1.19e-01 6.61e-02 5.87e-02
r 1.18e-01 5.75e-02 5.11e-02
q 1.02e-01 4.10e-02 3.71e-02
t -6.36e-02 5.09e-02 5.43e-02
d -6.31e-02 5.45e-02 5.80e-02
w -1.44e-02 1.37e-02 1.39e-02
05 05 D SM aa 5 0.049 v -6.13e-01 3.89e-02 7.19e-02
n 6.05e-01 7.85e-02 4.29e-02
a -4.90e-01 5.01e-02 8.18e-02
i -4.74e-01 3.57e-02 5.74e-02
p 3.47e-01 6.45e-02 4.56e-02
h 3.36e-01 3.23e-02 2.30e-02
l -3.17e-01 6.71e-02 9.21e-02
c 3.16e-01 1.97e-02 1.44e-02
d 3.12e-01 7.92e-02 5.79e-02
w -1.80e-01 1.16e-02 1.39e-02
s 1.63e-01 6.89e-02 5.86e-02
t 1.58e-01 6.35e-02 5.42e-02
e -1.28e-01 6.01e-02 6.82e-02
y -9.23e-02 3.18e-02 3.49e-02
r 9.12e-02 5.60e-02 5.11e-02
m 8.05e-02 2.30e-02 2.13e-02
f 7.19e-02 4.34e-02 4.04e-02
q 4.19e-02 3.86e-02 3.71e-02
g 2.85e-02 7.67e-02 7.45e-02
k 2.54e-02 6.03e-02 5.88e-02
00 00 D SM aa 0 0.042 g -7.71e-01 3.44e-02 7.44e-02
c 4.27e-01 2.19e-02 1.43e-02
s 4.01e-01 8.83e-02 5.92e-02
d 3.26e-01 8.07e-02 5.83e-02
n 3.15e-01 5.88e-02 4.29e-02
f 2.76e-01 5.31e-02 4.03e-02
h 2.75e-01 3.02e-02 2.30e-02
p 2.69e-01 6.02e-02 4.60e-02
w 2.51e-01 1.77e-02 1.38e-02
l -2.16e-01 7.39e-02 9.17e-02
e -2.02e-01 5.56e-02 6.80e-02
q -2.00e-01 3.03e-02 3.70e-02
y 1.99e-01 4.25e-02 3.49e-02
k -1.96e-01 4.83e-02 5.87e-02
v -1.95e-01 5.92e-02 7.19e-02
a -1.48e-01 7.02e-02 8.14e-02
i -1.46e-01 4.96e-02 5.74e-02
r -9.04e-02 4.66e-02 5.10e-02
m -7.19e-02 1.98e-02 2.12e-02
t 7.01e-02 5.85e-02 5.46e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.117
08 -0.117 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.069
10 0.069 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.273
12 -0.273 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.203
14 -0.203 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.068
16 -0.068 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.010
18 0.010 1.000
DATA_CLASS 160
CLASS 160 - weight 3907 normalized weight 0.003 relative strength 1.80e-02 *******
class cross entropy w.r.t. global class 1.12e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.913 ( 2.34e+00 4.09e-01) 3.74e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.913 ( 4.71e+00 4.68e-01) 3.51e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.870 (-4.69e-01 4.00e-01) 3.23e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.870 ( 5.07e+00 4.00e-01) 1.32e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.853 (-3.49e-01 4.00e-01) 2.90e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.853 ( 5.10e+00 4.00e-01) 1.40e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.817 (-2.63e-01 4.00e-01) 2.70e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.817 ( 4.75e+00 4.00e-01) 5.26e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.787 (-5.08e-02 4.00e-01) 2.15e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.787 ( 4.70e+00 4.00e-01) 3.92e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.781 p 2.25e+00 4.32e-01 4.55e-02
f -1.63e+00 7.94e-03 4.04e-02
v -1.49e+00 1.62e-02 7.21e-02
c -1.42e+00 3.47e-03 1.43e-02
y -1.41e+00 8.49e-03 3.50e-02
i -1.39e+00 1.43e-02 5.75e-02
l -1.31e+00 2.49e-02 9.22e-02
g -1.25e+00 2.14e-02 7.45e-02
w -1.17e+00 4.31e-03 1.39e-02
m -1.02e+00 7.62e-03 2.12e-02
h -8.28e-01 1.01e-02 2.30e-02
n -5.28e-01 2.53e-02 4.28e-02
a -5.13e-01 4.89e-02 8.17e-02
k 3.77e-01 8.54e-02 5.86e-02
q -3.77e-01 2.54e-02 3.71e-02
t -3.15e-01 3.97e-02 5.43e-02
r -2.47e-01 3.99e-02 5.10e-02
d -2.06e-01 4.73e-02 5.81e-02
s 1.66e-01 6.93e-02 5.87e-02
e 1.66e-03 6.83e-02 6.82e-02
08 12 R MNcn psi2 0.479 ( 1.81e+00 7.11e-01) 1.40e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.479 ( 4.41e+00 5.65e-01) 2.43e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.338 p -4.25e+00 6.51e-04 4.56e-02
n 1.15e+00 1.35e-01 4.28e-02
g -1.13e+00 2.41e-02 7.45e-02
v -1.09e+00 2.42e-02 7.21e-02
d 1.07e+00 1.70e-01 5.82e-02
h 1.01e+00 6.31e-02 2.30e-02
i -9.82e-01 2.15e-02 5.75e-02
k -8.58e-01 2.48e-02 5.86e-02
e -6.31e-01 3.62e-02 6.81e-02
s 6.06e-01 1.08e-01 5.87e-02
y 5.97e-01 6.35e-02 3.49e-02
a -5.46e-01 4.73e-02 8.16e-02
t -5.13e-01 3.26e-02 5.44e-02
f 5.00e-01 6.66e-02 4.04e-02
c 4.98e-01 2.35e-02 1.43e-02
m -3.60e-01 1.48e-02 2.12e-02
r -3.47e-01 3.61e-02 5.10e-02
l -3.40e-01 6.55e-02 9.21e-02
q -2.11e-01 3.00e-02 3.70e-02
w -1.19e-01 1.23e-02 1.39e-02
04 04 D SM aa 4 0.306 p -2.66e+00 3.19e-03 4.56e-02
i -1.79e+00 9.55e-03 5.74e-02
v -1.72e+00 1.29e-02 7.20e-02
n 1.18e+00 1.39e-01 4.28e-02
d 1.07e+00 1.70e-01 5.80e-02
l -9.79e-01 3.46e-02 9.22e-02
c -8.16e-01 6.34e-03 1.43e-02
m -7.30e-01 1.02e-02 2.13e-02
a -6.51e-01 4.26e-02 8.17e-02
h 5.32e-01 3.92e-02 2.30e-02
s 4.14e-01 8.85e-02 5.85e-02
f -3.81e-01 2.76e-02 4.04e-02
g -3.54e-01 5.23e-02 7.45e-02
e 3.43e-01 9.62e-02 6.82e-02
y -2.17e-01 2.81e-02 3.49e-02
t 2.12e-01 6.71e-02 5.43e-02
w 1.30e-01 1.58e-02 1.39e-02
k 1.13e-01 6.57e-02 5.87e-02
q 5.75e-02 3.93e-02 3.71e-02
r 2.18e-02 5.22e-02 5.11e-02
05 05 D SM aa 5 0.130 p -1.89e+00 6.86e-03 4.56e-02
e -1.09e+00 2.30e-02 6.82e-02
g -9.53e-01 2.87e-02 7.45e-02
d -6.63e-01 2.98e-02 5.79e-02
c 6.17e-01 2.66e-02 1.44e-02
v 5.25e-01 1.22e-01 7.19e-02
q -5.12e-01 2.22e-02 3.71e-02
y 4.76e-01 5.62e-02 3.49e-02
l 4.10e-01 1.39e-01 9.21e-02
f 3.97e-01 6.00e-02 4.04e-02
k -3.92e-01 3.97e-02 5.88e-02
i 3.89e-01 8.46e-02 5.74e-02
r -3.87e-01 3.47e-02 5.11e-02
w 2.32e-01 1.75e-02 1.39e-02
a 2.03e-01 1.00e-01 8.18e-02
h 1.89e-01 2.78e-02 2.30e-02
s 1.18e-01 6.59e-02 5.86e-02
t -1.05e-01 4.88e-02 5.42e-02
n 6.16e-02 4.56e-02 4.29e-02
m -2.00e-03 2.12e-02 2.13e-02
01 01 D SM aa 1 0.098 p -2.12e+00 5.51e-03 4.58e-02
g -7.91e-01 3.38e-02 7.44e-02
v -7.89e-01 3.27e-02 7.21e-02
i -6.18e-01 3.10e-02 5.75e-02
n 6.01e-01 7.81e-02 4.28e-02
k 4.64e-01 9.32e-02 5.86e-02
q 4.40e-01 5.75e-02 3.70e-02
c -4.32e-01 9.30e-03 1.43e-02
d 2.77e-01 7.68e-02 5.82e-02
m -2.71e-01 1.62e-02 2.12e-02
r 2.64e-01 6.63e-02 5.09e-02
h 1.66e-01 2.71e-02 2.30e-02
a 1.43e-01 9.41e-02 8.15e-02
f -1.41e-01 3.51e-02 4.04e-02
s 1.27e-01 6.68e-02 5.88e-02
e 1.01e-01 7.53e-02 6.81e-02
y 8.72e-02 3.81e-02 3.49e-02
t 8.27e-02 5.92e-02 5.45e-02
w 2.66e-02 1.42e-02 1.38e-02
l -2.49e-02 8.97e-02 9.20e-02
00 00 D SM aa 0 0.073 g -9.96e-01 2.75e-02 7.44e-02
v -5.82e-01 4.02e-02 7.19e-02
p 4.59e-01 7.28e-02 4.60e-02
y -4.46e-01 2.23e-02 3.49e-02
k 4.10e-01 8.85e-02 5.87e-02
f -4.09e-01 2.68e-02 4.03e-02
q 4.03e-01 5.55e-02 3.70e-02
i -3.88e-01 3.90e-02 5.74e-02
e 3.52e-01 9.67e-02 6.80e-02
h -3.48e-01 1.62e-02 2.30e-02
w -3.39e-01 9.83e-03 1.38e-02
a 2.94e-01 1.09e-01 8.14e-02
d -2.89e-01 4.36e-02 5.83e-02
n -2.86e-01 3.22e-02 4.29e-02
c -2.39e-01 1.13e-02 1.43e-02
r 2.21e-01 6.36e-02 5.10e-02
s 2.08e-01 7.28e-02 5.92e-02
t -1.58e-01 4.66e-02 5.46e-02
l 1.23e-01 1.04e-01 9.17e-02
m 1.83e-02 2.16e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.202
08 -0.202 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.348
10 -0.348 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.450
12 0.450 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.290
14 -0.290 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.420
16 -0.420 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.029
18 -0.029 1.000
DATA_CLASS 161
CLASS 161 - weight 3881 normalized weight 0.003 relative strength 5.58e-03 *******
class cross entropy w.r.t. global class 1.69e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.932 ( 1.21e+00 4.00e-01) 8.33e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.932 ( 4.67e-01 4.00e-01) 8.59e-01 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 1.062 p -8.17e+00 1.29e-05 4.55e-02
v -4.71e+00 6.51e-04 7.21e-02
i -4.40e+00 7.08e-04 5.75e-02
t -2.49e+00 4.50e-03 5.43e-02
w -2.44e+00 1.22e-03 1.39e-02
l -2.09e+00 1.13e-02 9.22e-02
g 2.03e+00 5.66e-01 7.45e-02
f -1.95e+00 5.72e-03 4.04e-02
y -1.92e+00 5.12e-03 3.50e-02
a -1.34e+00 2.14e-02 8.17e-02
m -1.29e+00 5.84e-03 2.12e-02
s -1.03e+00 2.10e-02 5.87e-02
c -9.65e-01 5.45e-03 1.43e-02
n 7.66e-01 9.22e-02 4.28e-02
e -5.53e-01 3.92e-02 6.82e-02
q -1.55e-01 3.18e-02 3.71e-02
r -1.08e-01 4.58e-02 5.10e-02
k 1.04e-01 6.50e-02 5.86e-02
d -7.60e-02 5.39e-02 5.81e-02
h -6.32e-04 2.30e-02 2.30e-02
06 08 R MNcn psi0 0.937 (-7.21e-01 4.00e-01) 3.86e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.937 ( 5.11e+00 4.00e-01) 1.41e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.886 (-5.34e-01 4.00e-01) 3.38e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.886 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.836 (-1.90e-01 4.60e-01) 2.17e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.836 ( 4.06e+00 1.47e+00) 3.31e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.774 (-3.48e-02 4.00e-01) 2.12e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.774 ( 4.73e+00 4.00e-01) 4.66e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.235 ( 1.53e+00 1.41e+00) 5.07e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.235 ( 4.54e+00 5.84e-01) 4.75e-03 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.148 p -3.63e+00 1.21e-03 4.56e-02
v -1.12e+00 2.35e-02 7.21e-02
i -1.08e+00 1.95e-02 5.75e-02
g -1.01e+00 2.72e-02 7.45e-02
w -6.12e-01 7.52e-03 1.39e-02
s 5.87e-01 1.06e-01 5.87e-02
t 5.28e-01 9.22e-02 5.44e-02
n 5.18e-01 7.19e-02 4.28e-02
a 3.03e-01 1.11e-01 8.16e-02
f -2.66e-01 3.10e-02 4.04e-02
q 2.56e-01 4.78e-02 3.70e-02
r 2.47e-01 6.53e-02 5.10e-02
h 2.27e-01 2.89e-02 2.30e-02
d -1.81e-01 4.85e-02 5.82e-02
l 1.81e-01 1.10e-01 9.21e-02
k 1.37e-01 6.72e-02 5.86e-02
y -1.12e-01 3.13e-02 3.49e-02
m 9.04e-02 2.32e-02 2.12e-02
e 6.30e-02 7.25e-02 6.81e-02
c 3.28e-02 1.48e-02 1.43e-02
01 01 D SM aa 1 0.147 p -2.35e+00 4.37e-03 4.58e-02
g -1.09e+00 2.49e-02 7.44e-02
t -7.07e-01 2.69e-02 5.45e-02
k 6.74e-01 1.15e-01 5.86e-02
e 6.55e-01 1.31e-01 6.81e-02
v -5.68e-01 4.08e-02 7.21e-02
w -5.47e-01 8.01e-03 1.38e-02
f -4.91e-01 2.47e-02 4.04e-02
r 4.56e-01 8.04e-02 5.09e-02
i -4.48e-01 3.67e-02 5.75e-02
a 4.19e-01 1.24e-01 8.15e-02
c -4.15e-01 9.46e-03 1.43e-02
q 3.79e-01 5.41e-02 3.70e-02
y -3.51e-01 2.46e-02 3.49e-02
h -3.01e-01 1.70e-02 2.30e-02
d 8.65e-02 6.34e-02 5.82e-02
m 8.04e-02 2.30e-02 2.12e-02
s 3.99e-02 6.12e-02 5.88e-02
n -3.42e-02 4.14e-02 4.28e-02
l -3.21e-02 8.91e-02 9.20e-02
05 05 D SM aa 5 0.115 p -1.13e+00 1.47e-02 4.56e-02
g -8.85e-01 3.08e-02 7.45e-02
e -8.41e-01 2.94e-02 6.82e-02
i 6.48e-01 1.10e-01 5.74e-02
l 5.98e-01 1.67e-01 9.21e-02
n -4.97e-01 2.61e-02 4.29e-02
k -4.30e-01 3.82e-02 5.88e-02
y 4.21e-01 5.32e-02 3.49e-02
f 3.23e-01 5.57e-02 4.04e-02
v 3.04e-01 9.75e-02 7.19e-02
t -3.00e-01 4.02e-02 5.42e-02
d -2.83e-01 4.37e-02 5.79e-02
s -2.77e-01 4.44e-02 5.86e-02
w 2.63e-01 1.81e-02 1.39e-02
a 1.44e-01 9.44e-02 8.18e-02
q -1.23e-01 3.28e-02 3.71e-02
r -1.04e-01 4.61e-02 5.11e-02
c -5.48e-02 1.36e-02 1.44e-02
m -2.32e-02 2.08e-02 2.13e-02
h 5.64e-03 2.32e-02 2.30e-02
04 04 D SM aa 4 0.097 p -2.07e+00 5.73e-03 4.56e-02
d -6.73e-01 2.96e-02 5.80e-02
g 6.21e-01 1.39e-01 7.45e-02
s -5.92e-01 3.24e-02 5.85e-02
l 4.77e-01 1.49e-01 9.22e-02
c -4.20e-01 9.43e-03 1.43e-02
w 4.19e-01 2.11e-02 1.39e-02
a -4.13e-01 5.41e-02 8.17e-02
k 3.38e-01 8.23e-02 5.87e-02
h -3.14e-01 1.68e-02 2.30e-02
n -2.19e-01 3.44e-02 4.28e-02
y 2.12e-01 4.32e-02 3.49e-02
t -1.87e-01 4.50e-02 5.43e-02
v -1.20e-01 6.38e-02 7.20e-02
f 1.09e-01 4.50e-02 4.04e-02
q -1.08e-01 3.33e-02 3.71e-02
m 4.28e-02 2.22e-02 2.13e-02
r -3.47e-02 4.93e-02 5.11e-02
i -3.05e-02 5.57e-02 5.74e-02
e 1.71e-02 6.94e-02 6.82e-02
00 00 D SM aa 0 0.092 g -1.29e+00 2.05e-02 7.44e-02
p -8.29e-01 2.01e-02 4.60e-02
n -6.00e-01 2.35e-02 4.29e-02
i 5.77e-01 1.02e-01 5.74e-02
c -5.32e-01 8.39e-03 1.43e-02
t -5.21e-01 3.24e-02 5.46e-02
s -5.16e-01 3.53e-02 5.92e-02
d -3.81e-01 3.98e-02 5.83e-02
k 3.40e-01 8.26e-02 5.87e-02
v 3.35e-01 1.01e-01 7.19e-02
l 3.19e-01 1.26e-01 9.17e-02
m 2.63e-01 2.76e-02 2.12e-02
y 2.13e-01 4.31e-02 3.49e-02
e 2.04e-01 8.34e-02 6.80e-02
r 1.88e-01 6.15e-02 5.10e-02
q 1.24e-01 4.19e-02 3.70e-02
f -7.44e-02 3.74e-02 4.03e-02
h -5.97e-02 2.16e-02 2.30e-02
a -5.05e-02 7.74e-02 8.14e-02
w 2.83e-02 1.42e-02 1.38e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.073
08 -0.073 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.134
10 -0.134 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.376
12 -0.376 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.453
14 -0.453 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.657
16 -0.657 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.610
18 -0.610 1.000
DATA_CLASS 162
CLASS 162 - weight 3875 normalized weight 0.003 relative strength 5.57e-06 *******
class cross entropy w.r.t. global class 1.53e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.069 ( 1.28e+00 4.00e-01) 8.16e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.069 ( 1.17e+00 1.48e+00) 2.40e-01 ( 8.17e-01 1.53e+00)
09 13 R MNcn phi3 2.882 ( 1.35e+00 4.39e-01) 7.27e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 2.882 ( 1.24e+00 1.49e+00) 2.86e-01 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 1.025 p -3.67e+00 1.16e-03 4.55e-02
i -2.49e+00 4.79e-03 5.75e-02
v -2.28e+00 7.38e-03 7.21e-02
g 2.10e+00 6.05e-01 7.45e-02
w -1.52e+00 3.05e-03 1.39e-02
l -1.35e+00 2.39e-02 9.22e-02
t -1.29e+00 1.49e-02 5.43e-02
e -9.44e-01 2.65e-02 6.82e-02
a -9.28e-01 3.23e-02 8.17e-02
f -8.64e-01 1.70e-02 4.04e-02
k -8.30e-01 2.55e-02 5.86e-02
s -7.68e-01 2.72e-02 5.87e-02
m -6.59e-01 1.10e-02 2.12e-02
y -6.24e-01 1.87e-02 3.50e-02
q -5.95e-01 2.04e-02 3.71e-02
r -5.70e-01 2.89e-02 5.10e-02
c -5.44e-01 8.31e-03 1.43e-02
n 4.40e-01 6.65e-02 4.28e-02
d -3.60e-01 4.05e-02 5.81e-02
h -3.39e-01 1.64e-02 2.30e-02
01 01 D SM aa 1 0.948 p -4.74e+00 3.99e-04 4.58e-02
i -2.31e+00 5.71e-03 5.75e-02
v -2.24e+00 7.67e-03 7.21e-02
g 2.04e+00 5.74e-01 7.44e-02
t -1.59e+00 1.11e-02 5.45e-02
l -1.43e+00 2.21e-02 9.20e-02
m -1.28e+00 5.89e-03 2.12e-02
w -1.21e+00 4.14e-03 1.38e-02
a -9.14e-01 3.27e-02 8.15e-02
e -7.58e-01 3.19e-02 6.81e-02
f -7.15e-01 1.98e-02 4.04e-02
s -6.05e-01 3.21e-02 5.88e-02
c -5.75e-01 8.06e-03 1.43e-02
k -5.65e-01 3.33e-02 5.86e-02
y -4.69e-01 2.18e-02 3.49e-02
q -4.69e-01 2.32e-02 3.70e-02
n 4.26e-01 6.55e-02 4.28e-02
r -4.18e-01 3.36e-02 5.09e-02
d -2.02e-01 4.75e-02 5.82e-02
h -1.69e-01 1.94e-02 2.30e-02
10 16 R MNcn psi4 0.190 ( 1.30e+00 1.51e+00) 3.27e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.190 ( 4.69e+00 5.54e-01) 2.56e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.188 ( 1.24e+00 1.50e+00) 2.87e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.188 ( 4.67e+00 5.57e-01) 2.34e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.154 ( 1.03e+00 1.42e+00) 1.56e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.154 ( 4.64e+00 5.32e-01) 1.81e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.081 ( 1.23e+00 1.39e+00) 2.97e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.081 ( 4.40e+00 1.15e+00) 1.23e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.055 c 7.86e-01 3.15e-02 1.44e-02
t 5.34e-01 9.25e-02 5.42e-02
g -4.86e-01 4.58e-02 7.45e-02
p 4.57e-01 7.20e-02 4.56e-02
s 4.06e-01 8.79e-02 5.86e-02
q -3.49e-01 2.61e-02 3.71e-02
l -3.42e-01 6.54e-02 9.21e-02
a -3.33e-01 5.86e-02 8.18e-02
e -3.26e-01 4.93e-02 6.82e-02
k -3.23e-01 4.25e-02 5.88e-02
m -1.48e-01 1.83e-02 2.13e-02
w 1.39e-01 1.60e-02 1.39e-02
v 1.05e-01 7.99e-02 7.19e-02
i 8.99e-02 6.27e-02 5.74e-02
y 8.41e-02 3.80e-02 3.49e-02
f -8.22e-02 3.72e-02 4.04e-02
r 4.39e-02 5.34e-02 5.11e-02
n -3.40e-02 4.14e-02 4.29e-02
h 3.10e-02 2.38e-02 2.30e-02
d -8.04e-03 5.75e-02 5.79e-02
02 02 D SM aa 2 0.053 c 8.43e-01 3.33e-02 1.43e-02
g -7.10e-01 3.66e-02 7.45e-02
s 4.84e-01 9.53e-02 5.87e-02
i -4.59e-01 3.63e-02 5.75e-02
w -3.46e-01 9.81e-03 1.39e-02
d 3.41e-01 8.18e-02 5.82e-02
t 3.30e-01 7.57e-02 5.44e-02
v -2.76e-01 5.47e-02 7.21e-02
a -2.22e-01 6.53e-02 8.16e-02
n 1.98e-01 5.22e-02 4.28e-02
l -1.70e-01 7.77e-02 9.21e-02
m -1.69e-01 1.79e-02 2.12e-02
k 1.66e-01 6.91e-02 5.86e-02
q 1.61e-01 4.35e-02 3.70e-02
y -1.41e-01 3.04e-02 3.49e-02
e -1.08e-01 6.11e-02 6.81e-02
p -8.88e-02 4.18e-02 4.56e-02
h 8.88e-02 2.51e-02 2.30e-02
r 4.45e-02 5.33e-02 5.10e-02
f -3.35e-02 3.91e-02 4.04e-02
00 00 D SM aa 0 0.040 n 5.38e-01 7.34e-02 4.29e-02
p 4.54e-01 7.24e-02 4.60e-02
c 4.50e-01 2.24e-02 1.43e-02
v -3.74e-01 4.95e-02 7.19e-02
w -3.59e-01 9.64e-03 1.38e-02
l -3.33e-01 6.58e-02 9.17e-02
s 2.74e-01 7.78e-02 5.92e-02
m -2.72e-01 1.62e-02 2.12e-02
a -2.60e-01 6.28e-02 8.14e-02
e -2.47e-01 5.32e-02 6.80e-02
i -2.26e-01 4.58e-02 5.74e-02
t 2.23e-01 6.82e-02 5.46e-02
d 2.09e-01 7.18e-02 5.83e-02
k -1.74e-01 4.93e-02 5.87e-02
h 1.71e-01 2.72e-02 2.30e-02
q -1.37e-01 3.23e-02 3.70e-02
r 8.83e-02 5.57e-02 5.10e-02
g -4.37e-02 7.12e-02 7.44e-02
y 3.52e-02 3.61e-02 3.49e-02
f -2.87e-02 3.92e-02 4.03e-02
04 04 D SM aa 4 0.027 k 5.38e-01 1.00e-01 5.87e-02
g -4.87e-01 4.58e-02 7.45e-02
e -2.83e-01 5.14e-02 6.82e-02
t 2.15e-01 6.73e-02 5.43e-02
l -1.96e-01 7.58e-02 9.22e-02
h 1.56e-01 2.69e-02 2.30e-02
p 1.42e-01 5.26e-02 4.56e-02
i 1.20e-01 6.47e-02 5.74e-02
c 1.18e-01 1.61e-02 1.43e-02
s 1.12e-01 6.55e-02 5.85e-02
n -1.08e-01 3.85e-02 4.28e-02
d -1.00e-01 5.25e-02 5.80e-02
q -9.43e-02 3.37e-02 3.71e-02
a -6.82e-02 7.63e-02 8.17e-02
y 6.28e-02 3.72e-02 3.49e-02
f -6.15e-02 3.80e-02 4.04e-02
m -4.61e-02 2.03e-02 2.13e-02
r 3.71e-02 5.30e-02 5.11e-02
v -2.21e-02 7.04e-02 7.20e-02
w -2.12e-02 1.36e-02 1.39e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.058
08 0.058 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.056
10 -0.056 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.085
12 -0.085 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.035
14 -0.035 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.446
16 -0.446 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.497
18 -0.497 1.000
DATA_CLASS 163
CLASS 163 - weight 3863 normalized weight 0.003 relative strength 3.49e-02 *******
class cross entropy w.r.t. global class 1.35e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
04 04 D SM aa 4 2.145 v -7.42e+00 4.33e-05 7.20e-02
i -7.24e+00 4.11e-05 5.74e-02
f -6.28e+00 7.55e-05 4.04e-02
c -6.02e+00 3.49e-05 1.43e-02
l -5.93e+00 2.45e-04 9.22e-02
m -5.43e+00 9.36e-05 2.13e-02
t -4.81e+00 4.43e-04 5.43e-02
h -4.47e+00 2.62e-04 2.30e-02
y -3.77e+00 8.02e-04 3.49e-02
p 2.88e+00 8.09e-01 4.56e-02
q -2.42e+00 3.31e-03 3.71e-02
w -2.25e+00 1.47e-03 1.39e-02
a -1.64e+00 1.59e-02 8.17e-02
g -1.61e+00 1.49e-02 7.45e-02
s -1.44e+00 1.38e-02 5.85e-02
n -1.44e+00 1.02e-02 4.28e-02
r -8.52e-01 2.18e-02 5.11e-02
d -6.12e-01 3.15e-02 5.80e-02
k -5.42e-01 3.41e-02 5.87e-02
e -4.92e-01 4.17e-02 6.82e-02
10 16 R MNcn psi4 1.183 ( 2.49e+00 4.00e-01) 4.19e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.183 ( 5.06e+00 4.00e-01) 1.30e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.886 ( 2.35e+00 4.00e-01) 3.85e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.886 ( 4.42e+00 4.53e-01) 2.65e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.869 ( 2.38e+00 4.00e-01) 3.90e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.869 ( 4.32e+00 4.75e-01) 4.60e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.855 ( 2.41e+00 4.00e-01) 3.97e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.855 ( 4.38e+00 5.08e-01) 3.21e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.806 ( 2.46e+00 4.34e-01) 3.80e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.806 ( 4.27e+00 5.62e-01) 4.93e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.761 ( 2.21e+00 4.62e-01) 3.04e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.761 ( 4.30e+00 4.78e-01) 5.15e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.172 p -7.60e+00 2.28e-05 4.56e-02
d -1.02e+00 2.09e-02 5.79e-02
v 8.56e-01 1.69e-01 7.19e-02
e -8.39e-01 2.95e-02 6.82e-02
m 5.69e-01 3.76e-02 2.13e-02
g -5.42e-01 4.34e-02 7.45e-02
c 5.40e-01 2.46e-02 1.44e-02
f 5.25e-01 6.82e-02 4.04e-02
k -5.21e-01 3.49e-02 5.88e-02
n -5.14e-01 2.56e-02 4.29e-02
i 4.55e-01 9.04e-02 5.74e-02
t 2.95e-01 7.29e-02 5.42e-02
a -2.72e-01 6.23e-02 8.18e-02
y 2.36e-01 4.42e-02 3.49e-02
h 2.16e-01 2.86e-02 2.30e-02
q -1.08e-01 3.33e-02 3.71e-02
w -7.56e-02 1.29e-02 1.39e-02
s 7.13e-02 6.29e-02 5.86e-02
r -5.18e-02 4.86e-02 5.11e-02
l -2.24e-02 9.01e-02 9.21e-02
03 03 D SM aa 3 0.156 p -6.80e+00 5.08e-05 4.55e-02
g -1.31e+00 2.01e-02 7.45e-02
d -1.08e+00 1.98e-02 5.81e-02
v 6.98e-01 1.45e-01 7.21e-02
i 6.34e-01 1.08e-01 5.75e-02
n -6.07e-01 2.33e-02 4.28e-02
w -4.04e-01 9.27e-03 1.39e-02
m 3.79e-01 3.10e-02 2.12e-02
s -3.78e-01 4.02e-02 5.87e-02
y 3.08e-01 4.76e-02 3.50e-02
c -2.42e-01 1.12e-02 1.43e-02
t 2.26e-01 6.81e-02 5.43e-02
l 1.87e-01 1.11e-01 9.22e-02
r 1.76e-01 6.09e-02 5.10e-02
a -1.61e-01 6.95e-02 8.17e-02
h -1.13e-01 2.05e-02 2.30e-02
f 1.03e-01 4.48e-02 4.04e-02
k 5.89e-02 6.21e-02 5.86e-02
e 2.62e-02 7.00e-02 6.82e-02
q 2.06e-03 3.71e-02 3.71e-02
00 00 D SM aa 0 0.104 g -1.06e+00 2.57e-02 7.44e-02
d -9.17e-01 2.33e-02 5.83e-02
n -7.37e-01 2.05e-02 4.29e-02
v 6.30e-01 1.35e-01 7.19e-02
i 6.00e-01 1.05e-01 5.74e-02
s -4.82e-01 3.65e-02 5.92e-02
y 4.08e-01 5.24e-02 3.49e-02
q -3.93e-01 2.50e-02 3.70e-02
f 2.97e-01 5.42e-02 4.03e-02
k -2.94e-01 4.38e-02 5.87e-02
e -2.72e-01 5.18e-02 6.80e-02
m 2.27e-01 2.66e-02 2.12e-02
p 2.26e-01 5.77e-02 4.60e-02
c 2.24e-01 1.79e-02 1.43e-02
a -2.21e-01 6.53e-02 8.14e-02
t 2.06e-01 6.71e-02 5.46e-02
l 1.50e-01 1.07e-01 9.17e-02
h 9.22e-02 2.52e-02 2.30e-02
r -8.70e-02 4.67e-02 5.10e-02
w 1.65e-02 1.40e-02 1.38e-02
02 02 D SM aa 2 0.099 g -1.16e+00 2.34e-02 7.45e-02
d -7.78e-01 2.67e-02 5.82e-02
v 6.55e-01 1.39e-01 7.21e-02
k -5.89e-01 3.25e-02 5.86e-02
i 5.55e-01 1.00e-01 5.75e-02
f 4.80e-01 6.53e-02 4.04e-02
y 4.31e-01 5.38e-02 3.49e-02
n -4.08e-01 2.85e-02 4.28e-02
c 3.60e-01 2.05e-02 1.43e-02
q -2.99e-01 2.75e-02 3.70e-02
a -2.66e-01 6.26e-02 8.16e-02
w 2.11e-01 1.71e-02 1.39e-02
e -1.57e-01 5.82e-02 6.81e-02
p -1.13e-01 4.08e-02 4.56e-02
l 8.95e-02 1.01e-01 9.21e-02
r -8.86e-02 4.67e-02 5.10e-02
t -3.82e-02 5.24e-02 5.44e-02
s 3.69e-02 6.09e-02 5.87e-02
m -3.18e-02 2.05e-02 2.12e-02
h -2.19e-03 2.29e-02 2.30e-02
01 01 D SM aa 1 0.092 g -1.24e+00 2.16e-02 7.44e-02
d -8.66e-01 2.45e-02 5.82e-02
n -6.88e-01 2.15e-02 4.28e-02
v 6.70e-01 1.41e-01 7.21e-02
i 5.06e-01 9.54e-02 5.75e-02
w 4.37e-01 2.14e-02 1.38e-02
p -3.87e-01 3.11e-02 4.58e-02
s -2.51e-01 4.58e-02 5.88e-02
a -2.47e-01 6.37e-02 8.15e-02
f 2.31e-01 5.09e-02 4.04e-02
m 1.40e-01 2.44e-02 2.12e-02
t 1.35e-01 6.24e-02 5.45e-02
r 1.33e-01 5.82e-02 5.09e-02
y 1.32e-01 3.98e-02 3.49e-02
q -8.95e-02 3.39e-02 3.70e-02
h 8.13e-02 2.49e-02 2.30e-02
e 4.90e-02 7.15e-02 6.81e-02
l 4.45e-02 9.61e-02 9.20e-02
c -1.90e-02 1.41e-02 1.43e-02
k -1.01e-02 5.80e-02 5.86e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.116
08 -0.116 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.188
10 -0.188 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.127
12 -0.127 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.214
14 0.214 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.028
16 -0.028 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.262
18 -0.262 1.000
DATA_CLASS 164
CLASS 164 - weight 3814 normalized weight 0.002 relative strength 6.03e-03 *******
class cross entropy w.r.t. global class 1.58e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 3.356 ( 1.28e+00 4.00e-01) 8.16e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.356 ( 3.64e+00 5.90e-01) 4.80e+00 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 1.426 p -8.09e+00 1.40e-05 4.56e-02
i -4.22e+00 8.45e-04 5.74e-02
v -2.84e+00 4.20e-03 7.19e-02
g 2.28e+00 7.30e-01 7.45e-02
t -2.16e+00 6.24e-03 5.42e-02
l -2.13e+00 1.10e-02 9.21e-02
f -2.03e+00 5.30e-03 4.04e-02
m -1.91e+00 3.14e-03 2.13e-02
y -1.88e+00 5.36e-03 3.49e-02
h -1.50e+00 5.15e-03 2.30e-02
q -1.25e+00 1.07e-02 3.71e-02
r -1.20e+00 1.54e-02 5.11e-02
e -1.18e+00 2.09e-02 6.82e-02
a -1.13e+00 2.64e-02 8.18e-02
w -9.63e-01 5.30e-03 1.39e-02
k -7.23e-01 2.85e-02 5.88e-02
n -6.06e-01 2.34e-02 4.29e-02
s -3.32e-01 4.20e-02 5.86e-02
c -3.25e-01 1.04e-02 1.44e-02
d -2.42e-01 4.55e-02 5.79e-02
07 10 R MNcn psi1 0.890 ( 2.38e+00 4.00e-01) 3.92e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.890 ( 4.30e+00 4.45e-01) 5.45e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.878 ( 2.39e+00 4.00e-01) 3.95e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.878 ( 4.26e+00 4.77e-01) 5.97e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.852 ( 2.43e+00 4.00e-01) 4.03e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.852 ( 4.26e+00 5.27e-01) 5.35e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.792 ( 2.34e+00 4.45e-01) 3.44e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.792 ( 4.43e+00 5.06e-01) 2.25e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.279 ( 1.62e+00 1.21e+00) 6.72e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.279 ( 4.32e+00 4.97e-01) 4.59e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.137 d -1.13e+00 1.87e-02 5.82e-02
n -9.70e-01 1.62e-02 4.28e-02
v 7.99e-01 1.60e-01 7.21e-02
g -7.95e-01 3.36e-02 7.44e-02
i 6.91e-01 1.15e-01 5.75e-02
e -5.47e-01 3.94e-02 6.81e-02
w 5.34e-01 2.36e-02 1.38e-02
k -5.19e-01 3.49e-02 5.86e-02
q -4.94e-01 2.26e-02 3.70e-02
y 3.62e-01 5.01e-02 3.49e-02
s -3.59e-01 4.11e-02 5.88e-02
c 2.66e-01 1.87e-02 1.43e-02
f 2.63e-01 5.25e-02 4.04e-02
h -2.34e-01 1.82e-02 2.30e-02
r -2.24e-01 4.07e-02 5.09e-02
l 2.02e-01 1.12e-01 9.20e-02
m 1.40e-01 2.44e-02 2.12e-02
t 1.37e-01 6.25e-02 5.45e-02
a -1.26e-01 7.19e-02 8.15e-02
p -5.42e-02 4.34e-02 4.58e-02
02 02 D SM aa 2 0.100 d -1.29e+00 1.60e-02 5.82e-02
n -7.01e-01 2.13e-02 4.28e-02
v 6.60e-01 1.39e-01 7.21e-02
g -5.97e-01 4.10e-02 7.45e-02
i 5.21e-01 9.69e-02 5.75e-02
s -4.83e-01 3.62e-02 5.87e-02
f 4.69e-01 6.46e-02 4.04e-02
y 3.97e-01 5.20e-02 3.49e-02
p -3.54e-01 3.20e-02 4.56e-02
e -3.42e-01 4.84e-02 6.81e-02
w 2.97e-01 1.87e-02 1.39e-02
a -2.54e-01 6.33e-02 8.16e-02
l 2.25e-01 1.15e-01 9.21e-02
h -1.73e-01 1.93e-02 2.30e-02
c 1.21e-01 1.61e-02 1.43e-02
q -1.12e-01 3.31e-02 3.70e-02
m 1.10e-01 2.37e-02 2.12e-02
t 7.42e-02 5.86e-02 5.44e-02
r -6.84e-02 4.76e-02 5.10e-02
k -3.80e-02 5.64e-02 5.86e-02
00 00 D SM aa 0 0.053 d -7.07e-01 2.87e-02 5.83e-02
v 5.90e-01 1.30e-01 7.19e-02
n -4.70e-01 2.68e-02 4.29e-02
i 4.60e-01 9.10e-02 5.74e-02
g -3.68e-01 5.15e-02 7.44e-02
q -3.38e-01 2.64e-02 3.70e-02
w 3.21e-01 1.90e-02 1.38e-02
s -3.04e-01 4.36e-02 5.92e-02
y 1.96e-01 4.24e-02 3.49e-02
e -1.92e-01 5.61e-02 6.80e-02
t 1.77e-01 6.52e-02 5.46e-02
a -1.41e-01 7.08e-02 8.14e-02
c 1.32e-01 1.63e-02 1.43e-02
k -1.22e-01 5.20e-02 5.87e-02
f 1.20e-01 4.55e-02 4.03e-02
r -8.89e-02 4.66e-02 5.10e-02
l 6.71e-02 9.81e-02 9.17e-02
m 3.87e-02 2.21e-02 2.12e-02
p -1.21e-02 4.54e-02 4.60e-02
h -1.15e-02 2.27e-02 2.30e-02
03 03 D SM aa 3 0.026 e -8.00e-01 3.06e-02 6.82e-02
p 3.38e-01 6.38e-02 4.55e-02
t 2.80e-01 7.19e-02 5.43e-02
y 2.76e-01 4.61e-02 3.50e-02
l -2.42e-01 7.24e-02 9.22e-02
c 1.96e-01 1.74e-02 1.43e-02
r 1.45e-01 5.90e-02 5.10e-02
g 1.41e-01 8.57e-02 7.45e-02
q 1.23e-01 4.19e-02 3.71e-02
d -1.21e-01 5.15e-02 5.81e-02
i -1.13e-01 5.14e-02 5.75e-02
a -8.06e-02 7.53e-02 8.17e-02
h 7.69e-02 2.49e-02 2.30e-02
n -5.93e-02 4.04e-02 4.28e-02
s 5.61e-02 6.20e-02 5.87e-02
f -3.49e-02 3.90e-02 4.04e-02
v 1.60e-02 7.32e-02 7.21e-02
w 1.33e-02 1.41e-02 1.39e-02
k -5.27e-03 5.83e-02 5.86e-02
m -2.63e-03 2.12e-02 2.12e-02
04 04 D SM aa 4 0.014 g -4.05e-01 4.97e-02 7.45e-02
h 3.34e-01 3.22e-02 2.30e-02
w 2.06e-01 1.71e-02 1.39e-02
y 1.93e-01 4.24e-02 3.49e-02
i 1.82e-01 6.89e-02 5.74e-02
k -1.74e-01 4.93e-02 5.87e-02
t 1.68e-01 6.42e-02 5.43e-02
v 1.66e-01 8.50e-02 7.20e-02
m 1.65e-01 2.51e-02 2.13e-02
a -1.30e-01 7.18e-02 8.17e-02
d -1.29e-01 5.10e-02 5.80e-02
c 1.25e-01 1.63e-02 1.43e-02
n -1.11e-01 3.84e-02 4.28e-02
e -1.09e-01 6.12e-02 6.82e-02
p -9.48e-02 4.15e-02 4.56e-02
f 7.86e-02 4.37e-02 4.04e-02
r 2.47e-02 5.23e-02 5.11e-02
s 2.07e-02 5.98e-02 5.85e-02
q 1.88e-02 3.78e-02 3.71e-02
l 4.38e-03 9.26e-02 9.22e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.250
08 -0.250 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.080
10 -0.080 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.265
12 -0.265 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.098
14 -0.098 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.435
16 -0.435 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.544
18 -0.544 1.000
DATA_CLASS 165
CLASS 165 - weight 3808 normalized weight 0.002 relative strength 5.91e-02 *******
class cross entropy w.r.t. global class 1.49e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
04 04 D SM aa 4 2.368 i -8.27e+00 1.47e-05 5.74e-02
p -8.06e+00 1.44e-05 4.56e-02
l -7.98e+00 3.15e-05 9.22e-02
m -6.67e+00 2.70e-05 2.13e-02
f -6.24e+00 7.86e-05 4.04e-02
t -6.14e+00 1.17e-04 5.43e-02
w -5.32e+00 6.81e-05 1.39e-02
v -4.97e+00 5.01e-04 7.20e-02
y -4.85e+00 2.74e-04 3.49e-02
h -4.70e+00 2.10e-04 2.30e-02
k -4.47e+00 6.70e-04 5.87e-02
e -3.96e+00 1.31e-03 6.82e-02
a -3.30e+00 3.01e-03 8.17e-02
q -3.24e+00 1.44e-03 3.71e-02
r -3.18e+00 2.12e-03 5.11e-02
c -2.86e+00 8.22e-04 1.43e-02
g 2.56e+00 9.60e-01 7.45e-02
n -2.28e+00 4.36e-03 4.28e-02
s -1.63e+00 1.14e-02 5.85e-02
d -1.49e+00 1.31e-02 5.80e-02
10 16 R MNcn psi4 1.334 ( 3.25e+00 4.16e-01) 5.86e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.334 ( 3.01e+00 9.85e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.943 ( 2.38e+00 4.00e-01) 3.92e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.943 ( 4.23e+00 4.00e-01) 7.83e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.930 ( 2.50e+00 4.00e-01) 4.22e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.930 ( 4.20e+00 4.56e-01) 7.65e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.926 ( 2.35e+00 4.00e-01) 3.83e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.926 ( 4.25e+00 4.00e-01) 7.30e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.907 ( 2.42e+00 4.00e-01) 4.00e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.907 ( 4.21e+00 4.46e-01) 7.35e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.830 ( 2.49e+00 4.29e-01) 3.92e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.830 ( 4.50e+00 5.80e-01) 8.36e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.296 p -3.13e+00 2.00e-03 4.56e-02
n -1.84e+00 6.78e-03 4.28e-02
d -1.82e+00 9.46e-03 5.82e-02
e -1.02e+00 2.45e-02 6.81e-02
i 9.62e-01 1.51e-01 5.75e-02
v 9.18e-01 1.81e-01 7.21e-02
k -7.83e-01 2.68e-02 5.86e-02
c 7.82e-01 3.13e-02 1.43e-02
q -6.57e-01 1.92e-02 3.70e-02
g -6.46e-01 3.90e-02 7.45e-02
f 6.45e-01 7.70e-02 4.04e-02
s -5.76e-01 3.30e-02 5.87e-02
l 4.53e-01 1.45e-01 9.21e-02
h -3.30e-01 1.65e-02 2.30e-02
y 3.09e-01 4.76e-02 3.49e-02
m 2.75e-01 2.79e-02 2.12e-02
r -2.66e-01 3.91e-02 5.10e-02
a -2.64e-01 6.27e-02 8.16e-02
w 2.24e-01 1.74e-02 1.39e-02
t -2.18e-01 4.38e-02 5.44e-02
00 00 D SM aa 0 0.181 p -1.19e+00 1.40e-02 4.60e-02
v 9.40e-01 1.84e-01 7.19e-02
d -9.08e-01 2.35e-02 5.83e-02
i 7.79e-01 1.25e-01 5.74e-02
r -7.42e-01 2.43e-02 5.10e-02
g -7.40e-01 3.55e-02 7.44e-02
n -6.15e-01 2.32e-02 4.29e-02
h -6.04e-01 1.26e-02 2.30e-02
s -5.79e-01 3.32e-02 5.92e-02
e -4.93e-01 4.16e-02 6.80e-02
q -4.60e-01 2.34e-02 3.70e-02
k -4.25e-01 3.84e-02 5.87e-02
m 4.21e-01 3.24e-02 2.12e-02
l 2.84e-01 1.22e-01 9.17e-02
y 2.68e-01 4.56e-02 3.49e-02
w 2.49e-01 1.77e-02 1.38e-02
f 2.44e-01 5.15e-02 4.03e-02
t 1.71e-01 6.48e-02 5.46e-02
a -1.27e-01 7.17e-02 8.14e-02
c 9.67e-02 1.57e-02 1.43e-02
01 01 D SM aa 1 0.151 p -1.79e+00 7.68e-03 4.58e-02
d -1.26e+00 1.66e-02 5.82e-02
v 8.14e-01 1.63e-01 7.21e-02
n -7.49e-01 2.02e-02 4.28e-02
g -7.46e-01 3.53e-02 7.44e-02
i 6.08e-01 1.06e-01 5.75e-02
e -5.23e-01 4.04e-02 6.81e-02
y 3.38e-01 4.90e-02 3.49e-02
q -3.37e-01 2.64e-02 3.70e-02
t 3.16e-01 7.47e-02 5.45e-02
l 3.09e-01 1.25e-01 9.20e-02
s -2.87e-01 4.42e-02 5.88e-02
f 2.83e-01 5.36e-02 4.04e-02
k -2.79e-01 4.43e-02 5.86e-02
h -2.32e-01 1.82e-02 2.30e-02
m 2.28e-01 2.66e-02 2.12e-02
w 1.83e-01 1.66e-02 1.38e-02
c -1.43e-01 1.24e-02 1.43e-02
r -1.03e-01 4.59e-02 5.09e-02
a -9.32e-02 7.43e-02 8.15e-02
03 03 D SM aa 3 0.090 p -1.31e+00 1.22e-02 4.55e-02
d -8.29e-01 2.54e-02 5.81e-02
g -7.34e-01 3.57e-02 7.45e-02
c 5.11e-01 2.39e-02 1.43e-02
i 4.92e-01 9.41e-02 5.75e-02
v 4.88e-01 1.17e-01 7.21e-02
n -4.38e-01 2.76e-02 4.28e-02
t 3.95e-01 8.07e-02 5.43e-02
l -3.74e-01 6.34e-02 9.22e-02
s 3.27e-01 8.14e-02 5.87e-02
f 3.03e-01 5.47e-02 4.04e-02
y 2.83e-01 4.64e-02 3.50e-02
r -1.81e-01 4.26e-02 5.10e-02
k -1.60e-01 4.99e-02 5.86e-02
h 1.55e-01 2.69e-02 2.30e-02
q -9.56e-02 3.37e-02 3.71e-02
e -7.76e-02 6.31e-02 6.82e-02
w -5.72e-02 1.31e-02 1.39e-02
a 5.51e-02 8.63e-02 8.17e-02
m 1.65e-02 2.16e-02 2.12e-02
05 05 D SM aa 5 0.065 m -6.02e-01 1.17e-02 2.13e-02
l -5.88e-01 5.12e-02 9.21e-02
g -5.76e-01 4.19e-02 7.45e-02
p 5.56e-01 7.95e-02 4.56e-02
i -4.87e-01 3.52e-02 5.74e-02
d 4.29e-01 8.90e-02 5.79e-02
c 3.88e-01 2.12e-02 1.44e-02
t 3.71e-01 7.86e-02 5.42e-02
n 3.40e-01 6.02e-02 4.29e-02
s 3.00e-01 7.91e-02 5.86e-02
a -3.00e-01 6.06e-02 8.18e-02
h 2.65e-01 3.00e-02 2.30e-02
v -2.55e-01 5.57e-02 7.19e-02
q -2.14e-01 2.99e-02 3.71e-02
w 1.78e-01 1.66e-02 1.39e-02
e 1.48e-01 7.91e-02 6.82e-02
r -7.39e-02 4.75e-02 5.11e-02
y 6.26e-02 3.72e-02 3.49e-02
f -6.00e-02 3.80e-02 4.04e-02
k -1.76e-02 5.78e-02 5.88e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.237
08 -0.237 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.202
10 -0.202 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.256
12 -0.256 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.246
14 -0.246 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.018
16 -0.018 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.137
18 -0.137 1.000
DATA_CLASS 166
CLASS 166 - weight 3785 normalized weight 0.002 relative strength 4.44e-03 *******
class cross entropy w.r.t. global class 1.06e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.892 (-4.56e-01 4.00e-01) 3.16e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.892 ( 4.95e+00 4.08e-01) 1.00e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.851 ( 2.45e+00 4.68e-01) 3.50e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.851 ( 4.69e+00 5.21e-01) 2.81e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.848 (-3.55e-01 4.00e-01) 2.94e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.848 ( 5.00e+00 4.00e-01) 1.15e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.810 ( 2.38e+00 4.36e-01) 3.59e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.810 ( 4.57e+00 5.45e-01) 5.01e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.772 ( 2.41e+00 4.69e-01) 3.39e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.772 ( 4.56e+00 5.70e-01) 2.47e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.731 (-8.21e-02 4.58e-01) 1.96e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.731 ( 4.61e+00 4.00e-01) 1.75e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.190 g -1.48e+00 1.69e-02 7.45e-02
p 1.37e+00 1.80e-01 4.55e-02
a -7.29e-01 3.94e-02 8.17e-02
c -5.82e-01 8.00e-03 1.43e-02
s -5.37e-01 3.43e-02 5.87e-02
d -5.03e-01 3.51e-02 5.81e-02
k 4.46e-01 9.15e-02 5.86e-02
n -3.81e-01 2.93e-02 4.28e-02
r 3.18e-01 7.01e-02 5.10e-02
l -2.80e-01 6.97e-02 9.22e-02
y -1.99e-01 2.86e-02 3.50e-02
w -1.69e-01 1.17e-02 1.39e-02
v 9.95e-02 7.96e-02 7.21e-02
t 9.94e-02 6.00e-02 5.43e-02
i 9.61e-02 6.33e-02 5.75e-02
e -8.66e-02 6.25e-02 6.82e-02
f -5.08e-02 3.84e-02 4.04e-02
h 2.01e-02 2.35e-02 2.30e-02
m 1.65e-02 2.16e-02 2.12e-02
q -1.48e-02 3.65e-02 3.71e-02
04 04 D SM aa 4 0.149 p 1.00e+00 1.24e-01 4.56e-02
e -8.46e-01 2.93e-02 6.82e-02
q -7.75e-01 1.71e-02 3.71e-02
g -6.75e-01 3.79e-02 7.45e-02
k -6.63e-01 3.02e-02 5.87e-02
d 5.88e-01 1.04e-01 5.80e-02
a -5.74e-01 4.60e-02 8.17e-02
s 5.49e-01 1.01e-01 5.85e-02
n 5.17e-01 7.19e-02 4.28e-02
c 4.88e-01 2.34e-02 1.43e-02
r -4.73e-01 3.18e-02 5.11e-02
m -4.29e-01 1.39e-02 2.13e-02
t 3.78e-01 7.92e-02 5.43e-02
l -2.21e-01 7.39e-02 9.22e-02
v -1.78e-01 6.03e-02 7.20e-02
y -1.58e-01 2.98e-02 3.49e-02
f -1.54e-01 3.46e-02 4.04e-02
i -1.53e-01 4.93e-02 5.74e-02
h 1.49e-01 2.67e-02 2.30e-02
w 6.67e-02 1.49e-02 1.39e-02
01 01 D SM aa 1 0.143 p -2.41e+00 4.12e-03 4.58e-02
n 9.77e-01 1.14e-01 4.28e-02
i -9.65e-01 2.19e-02 5.75e-02
v -7.33e-01 3.46e-02 7.21e-02
d 6.89e-01 1.16e-01 5.82e-02
g -4.73e-01 4.64e-02 7.44e-02
h 4.30e-01 3.53e-02 2.30e-02
l -3.59e-01 6.42e-02 9.20e-02
a -3.16e-01 5.94e-02 8.15e-02
m -2.48e-01 1.65e-02 2.12e-02
f 2.37e-01 5.12e-02 4.04e-02
c -2.35e-01 1.13e-02 1.43e-02
w 2.21e-01 1.73e-02 1.38e-02
q 1.85e-01 4.46e-02 3.70e-02
k 1.49e-01 6.80e-02 5.86e-02
y 1.48e-01 4.05e-02 3.49e-02
s 1.44e-01 6.80e-02 5.88e-02
t 1.20e-01 6.15e-02 5.45e-02
r 7.51e-02 5.49e-02 5.09e-02
e 3.56e-02 7.06e-02 6.81e-02
05 05 D SM aa 5 0.111 p 1.20e+00 1.51e-01 4.56e-02
g -1.06e+00 2.57e-02 7.45e-02
m -5.10e-01 1.28e-02 2.13e-02
w -4.63e-01 8.75e-03 1.39e-02
y -2.86e-01 2.63e-02 3.49e-02
h -2.82e-01 1.74e-02 2.30e-02
i -2.82e-01 4.33e-02 5.74e-02
n -2.23e-01 3.43e-02 4.29e-02
d 2.17e-01 7.20e-02 5.79e-02
f -2.09e-01 3.28e-02 4.04e-02
q -1.97e-01 3.04e-02 3.71e-02
c -1.64e-01 1.22e-02 1.44e-02
t 1.35e-01 6.21e-02 5.42e-02
a -1.14e-01 7.30e-02 8.18e-02
r -1.05e-01 4.61e-02 5.11e-02
l 1.00e-01 1.02e-01 9.21e-02
s 8.81e-02 6.40e-02 5.86e-02
k -7.28e-02 5.47e-02 5.88e-02
v -6.60e-02 6.73e-02 7.19e-02
e -6.27e-02 6.41e-02 6.82e-02
00 00 D SM aa 0 0.095 p 8.30e-01 1.06e-01 4.60e-02
v -7.48e-01 3.40e-02 7.19e-02
i -7.13e-01 2.82e-02 5.74e-02
g -7.03e-01 3.68e-02 7.44e-02
f -6.20e-01 2.17e-02 4.03e-02
y -5.07e-01 2.10e-02 3.49e-02
m -4.34e-01 1.38e-02 2.12e-02
c -4.26e-01 9.33e-03 1.43e-02
e 3.79e-01 9.94e-02 6.80e-02
s 3.59e-01 8.47e-02 5.92e-02
k 3.48e-01 8.31e-02 5.87e-02
d 2.96e-01 7.83e-02 5.83e-02
w -2.51e-01 1.07e-02 1.38e-02
l -2.26e-01 7.32e-02 9.17e-02
t -1.52e-01 4.69e-02 5.46e-02
r 1.35e-01 5.83e-02 5.10e-02
q 9.05e-02 4.06e-02 3.70e-02
n 7.63e-02 4.63e-02 4.29e-02
a 6.04e-02 8.65e-02 8.14e-02
h -5.81e-02 2.17e-02 2.30e-02
02 02 D SM aa 2 0.058 p -1.20e+00 1.37e-02 4.56e-02
d -7.67e-01 2.70e-02 5.82e-02
w 6.10e-01 2.55e-02 1.39e-02
y 4.49e-01 5.47e-02 3.49e-02
g -4.41e-01 4.79e-02 7.45e-02
f 3.75e-01 5.88e-02 4.04e-02
s -2.65e-01 4.51e-02 5.87e-02
i 2.57e-01 7.44e-02 5.75e-02
e -2.49e-01 5.31e-02 6.81e-02
l 2.45e-01 1.18e-01 9.21e-02
m 2.03e-01 2.60e-02 2.12e-02
k -2.01e-01 4.79e-02 5.86e-02
h 1.99e-01 2.80e-02 2.30e-02
v 1.74e-01 8.58e-02 7.21e-02
n -1.55e-01 3.67e-02 4.28e-02
a 1.54e-01 9.52e-02 8.16e-02
r 1.48e-01 5.91e-02 5.10e-02
q -7.57e-02 3.43e-02 3.70e-02
c 4.85e-02 1.50e-02 1.43e-02
t -6.52e-03 5.41e-02 5.44e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.317
08 -0.317 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.402
10 -0.402 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.027
12 0.027 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.052
14 -0.052 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.042
16 -0.042 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.480
18 -0.480 1.000
DATA_CLASS 167
CLASS 167 - weight 3764 normalized weight 0.002 relative strength 6.03e-02 *******
class cross entropy w.r.t. global class 1.40e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
05 05 D SM aa 5 2.076 i -7.36e+00 3.63e-05 5.74e-02
v -7.19e+00 5.45e-05 7.19e-02
y -6.13e+00 7.58e-05 3.49e-02
w -5.18e+00 7.78e-05 1.39e-02
f -4.69e+00 3.72e-04 4.04e-02
c -4.51e+00 1.58e-04 1.44e-02
l -3.50e+00 2.79e-03 9.21e-02
p 2.86e+00 7.98e-01 4.56e-02
n -2.80e+00 2.60e-03 4.29e-02
q -2.55e+00 2.89e-03 3.71e-02
m -2.29e+00 2.15e-03 2.13e-02
r -1.93e+00 7.40e-03 5.11e-02
h -1.80e+00 3.79e-03 2.30e-02
t -1.70e+00 9.90e-03 5.42e-02
e -1.21e+00 2.03e-02 6.82e-02
g -1.10e+00 2.49e-02 7.45e-02
a -9.99e-01 3.01e-02 8.18e-02
k -9.69e-01 2.23e-02 5.88e-02
d -5.81e-01 3.24e-02 5.79e-02
s -3.98e-01 3.93e-02 5.86e-02
11 18 R MNcn psi5 1.251 ( 2.57e+00 4.00e-01) 4.39e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.251 ( 5.12e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.917 ( 2.25e+00 4.00e-01) 3.60e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.917 ( 4.58e+00 4.16e-01) 9.12e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.905 ( 2.35e+00 4.00e-01) 3.84e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.905 ( 4.23e+00 4.25e-01) 7.31e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.871 ( 2.37e+00 4.00e-01) 3.88e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.871 ( 4.47e+00 4.81e-01) 1.60e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.843 ( 2.43e+00 4.00e-01) 4.02e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.843 ( 4.40e+00 5.39e-01) 2.55e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.779 ( 2.20e+00 4.73e-01) 2.95e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.779 ( 4.40e+00 4.65e-01) 3.09e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.325 p -6.68e+00 5.72e-05 4.56e-02
g -1.82e+00 1.21e-02 7.45e-02
d -1.56e+00 1.23e-02 5.82e-02
n -1.42e+00 1.04e-02 4.28e-02
v 1.06e+00 2.08e-01 7.21e-02
s -9.89e-01 2.18e-02 5.87e-02
i 9.36e-01 1.47e-01 5.75e-02
f 6.23e-01 7.54e-02 4.04e-02
k -6.05e-01 3.20e-02 5.86e-02
e -4.85e-01 4.19e-02 6.81e-02
y 4.55e-01 5.51e-02 3.49e-02
a -3.56e-01 5.72e-02 8.16e-02
w 3.41e-01 1.95e-02 1.39e-02
l 3.35e-01 1.29e-01 9.21e-02
r -3.19e-01 3.70e-02 5.10e-02
m 2.47e-01 2.71e-02 2.12e-02
c 2.33e-01 1.81e-02 1.43e-02
q -2.03e-01 3.02e-02 3.70e-02
h -1.63e-01 1.95e-02 2.30e-02
t -1.54e-01 4.67e-02 5.44e-02
04 04 D SM aa 4 0.299 p -2.32e+00 4.50e-03 4.56e-02
g -1.82e+00 1.21e-02 7.45e-02
d -1.46e+00 1.35e-02 5.80e-02
i 9.12e-01 1.43e-01 5.74e-02
v 8.64e-01 1.71e-01 7.20e-02
n -8.57e-01 1.82e-02 4.28e-02
l 8.37e-01 2.13e-01 9.22e-02
e -6.89e-01 3.42e-02 6.82e-02
k -6.29e-01 3.13e-02 5.87e-02
c 6.26e-01 2.68e-02 1.43e-02
s -6.06e-01 3.19e-02 5.85e-02
q -5.57e-01 2.12e-02 3.71e-02
h -4.98e-01 1.40e-02 2.30e-02
m 2.91e-01 2.85e-02 2.13e-02
a -2.76e-01 6.20e-02 8.17e-02
r -2.69e-01 3.90e-02 5.11e-02
y -2.53e-01 2.71e-02 3.49e-02
w -1.72e-01 1.17e-02 1.39e-02
f 1.40e-01 4.64e-02 4.04e-02
t -6.59e-02 5.08e-02 5.43e-02
03 03 D SM aa 3 0.066 g -1.46e+00 1.72e-02 7.45e-02
p 6.52e-01 8.73e-02 4.55e-02
a -4.74e-01 5.08e-02 8.17e-02
e 2.94e-01 9.15e-02 6.82e-02
y 2.79e-01 4.62e-02 3.50e-02
s -2.70e-01 4.48e-02 5.87e-02
i 2.14e-01 7.12e-02 5.75e-02
f 1.82e-01 4.85e-02 4.04e-02
n 1.78e-01 5.12e-02 4.28e-02
k -1.66e-01 4.96e-02 5.86e-02
w -1.53e-01 1.19e-02 1.39e-02
l -1.27e-01 8.12e-02 9.22e-02
h 1.15e-01 2.58e-02 2.30e-02
v 8.86e-02 7.87e-02 7.21e-02
q 6.53e-02 3.96e-02 3.71e-02
c 6.35e-02 1.52e-02 1.43e-02
d 5.74e-02 6.15e-02 5.81e-02
r 1.30e-02 5.17e-02 5.10e-02
t 1.07e-02 5.49e-02 5.43e-02
m -1.03e-02 2.10e-02 2.12e-02
01 01 D SM aa 1 0.065 g -1.19e+00 2.26e-02 7.44e-02
p 6.66e-01 8.92e-02 4.58e-02
d -3.85e-01 3.96e-02 5.82e-02
a -3.77e-01 5.59e-02 8.15e-02
s -3.72e-01 4.05e-02 5.88e-02
v 3.07e-01 9.79e-02 7.21e-02
y 2.76e-01 4.60e-02 3.49e-02
t 2.51e-01 7.01e-02 5.45e-02
w 2.43e-01 1.76e-02 1.38e-02
n -2.28e-01 3.41e-02 4.28e-02
c 2.23e-01 1.79e-02 1.43e-02
e 2.03e-01 8.34e-02 6.81e-02
m -1.77e-01 1.78e-02 2.12e-02
h 1.37e-01 2.63e-02 2.30e-02
i 1.36e-01 6.59e-02 5.75e-02
l -7.84e-02 8.50e-02 9.20e-02
r 7.48e-02 5.49e-02 5.09e-02
q -4.64e-02 3.54e-02 3.70e-02
k 2.75e-02 6.02e-02 5.86e-02
f -1.84e-02 3.97e-02 4.04e-02
00 00 D SM aa 0 0.061 g -8.65e-01 3.13e-02 7.44e-02
c -6.29e-01 7.61e-03 1.43e-02
n -5.70e-01 2.43e-02 4.29e-02
v 5.28e-01 1.22e-01 7.19e-02
p 4.79e-01 7.42e-02 4.60e-02
d -4.26e-01 3.80e-02 5.83e-02
s -4.01e-01 3.96e-02 5.92e-02
m -3.30e-01 1.53e-02 2.12e-02
q 2.68e-01 4.84e-02 3.70e-02
i 2.53e-01 7.40e-02 5.74e-02
k 2.42e-01 7.48e-02 5.87e-02
h 2.09e-01 2.83e-02 2.30e-02
a -1.79e-01 6.81e-02 8.14e-02
w -1.65e-01 1.17e-02 1.38e-02
f 1.12e-01 4.51e-02 4.03e-02
e 7.54e-02 7.34e-02 6.80e-02
t -7.18e-02 5.08e-02 5.46e-02
l -4.27e-02 8.79e-02 9.17e-02
y -1.20e-02 3.44e-02 3.49e-02
r -2.09e-03 5.09e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.048
08 -0.048 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.074
10 -0.074 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.234
12 -0.234 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.155
14 0.155 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.306
16 0.306 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.131
18 -0.131 1.000
DATA_CLASS 168
CLASS 168 - weight 3739 normalized weight 0.002 relative strength 5.31e-01 *******
class cross entropy w.r.t. global class 1.48e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
02 02 D SM aa 2 1.019 i -6.10e+00 1.29e-04 5.75e-02
p -6.04e+00 1.08e-04 4.56e-02
l -5.83e+00 2.71e-04 9.21e-02
f -5.68e+00 1.38e-04 4.04e-02
v -5.38e+00 3.33e-04 7.21e-02
g -5.20e+00 4.11e-04 7.45e-02
y -5.15e+00 2.03e-04 3.49e-02
s -4.60e+00 5.88e-04 5.87e-02
w -4.53e+00 1.50e-04 1.39e-02
c -4.24e+00 2.06e-04 1.43e-02
n -3.60e+00 1.17e-03 4.28e-02
h -2.49e+00 1.90e-03 2.30e-02
e 1.46e+00 2.92e-01 6.81e-02
r 1.32e+00 1.90e-01 5.10e-02
k 1.27e+00 2.08e-01 5.86e-02
q 1.00e-00 1.01e-01 3.70e-02
m -7.43e-01 1.01e-02 2.12e-02
t -5.80e-01 3.05e-02 5.44e-02
a 2.32e-01 1.03e-01 8.16e-02
d 2.82e-02 5.98e-02 5.82e-02
06 08 R MNcn psi0 0.951 (-7.28e-01 4.00e-01) 3.87e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.951 ( 5.18e+00 4.00e-01) 1.61e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.949 (-7.23e-01 4.00e-01) 3.85e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.949 ( 5.20e+00 4.00e-01) 1.65e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.944 (-7.36e-01 4.00e-01) 3.87e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.944 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.938 (-7.14e-01 4.00e-01) 3.81e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.938 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.936 (-7.10e-01 4.00e-01) 3.81e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.936 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.929 (-6.78e-01 4.00e-01) 3.72e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.929 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.615 p -6.98e+00 4.26e-05 4.56e-02
e -5.13e+00 4.02e-04 6.82e-02
g -4.91e+00 5.47e-04 7.45e-02
d -4.73e+00 5.13e-04 5.80e-02
q -4.62e+00 3.65e-04 3.71e-02
n -3.50e+00 1.30e-03 4.28e-02
w -3.02e+00 6.78e-04 1.39e-02
s -1.81e+00 9.54e-03 5.85e-02
h -1.76e+00 3.97e-03 2.30e-02
v 1.18e+00 2.35e-01 7.20e-02
i 1.03e+00 1.61e-01 5.74e-02
a 6.59e-01 1.58e-01 8.17e-02
l 5.79e-01 1.65e-01 9.22e-02
f 5.19e-01 6.78e-02 4.04e-02
m 4.84e-01 3.45e-02 2.13e-02
r -4.38e-01 3.30e-02 5.11e-02
k -4.27e-01 3.83e-02 5.87e-02
y -2.96e-01 2.60e-02 3.49e-02
c 2.73e-01 1.89e-02 1.43e-02
t -1.84e-01 4.51e-02 5.43e-02
05 05 D SM aa 5 0.576 p -7.25e+00 3.25e-05 4.56e-02
n -5.87e+00 1.21e-04 4.29e-02
h -3.18e+00 9.55e-04 2.30e-02
t -2.73e+00 3.53e-03 5.42e-02
k -2.21e+00 6.48e-03 5.88e-02
c -1.61e+00 2.88e-03 1.44e-02
a 1.46e+00 3.53e-01 8.18e-02
i -1.21e+00 1.72e-02 5.74e-02
e 1.00e+00 1.86e-01 6.82e-02
g -9.14e-01 2.99e-02 7.45e-02
f -8.43e-01 1.74e-02 4.04e-02
s -6.15e-01 3.17e-02 5.86e-02
r 4.17e-01 7.76e-02 5.11e-02
l -3.67e-01 6.38e-02 9.21e-02
v -3.55e-01 5.04e-02 7.19e-02
d -2.38e-01 4.56e-02 5.79e-02
q 1.86e-01 4.46e-02 3.71e-02
w -1.13e-01 1.24e-02 1.39e-02
y -1.81e-02 3.43e-02 3.49e-02
m 6.02e-04 2.13e-02 2.13e-02
01 01 D SM aa 1 0.537 i -6.40e+00 9.58e-05 5.75e-02
y -5.62e+00 1.27e-04 3.49e-02
v -4.72e+00 6.40e-04 7.21e-02
l -2.70e+00 6.20e-03 9.20e-02
w -2.60e+00 1.03e-03 1.38e-02
f -2.46e+00 3.45e-03 4.04e-02
t -2.01e+00 7.32e-03 5.45e-02
a 1.20e+00 2.69e-01 8.15e-02
m -8.73e-01 8.85e-03 2.12e-02
r 8.65e-01 1.21e-01 5.09e-02
d 6.93e-01 1.16e-01 5.82e-02
e 6.35e-01 1.29e-01 6.81e-02
p -6.34e-01 2.43e-02 4.58e-02
h -5.35e-01 1.35e-02 2.30e-02
q -4.78e-01 2.30e-02 3.70e-02
k 2.95e-01 7.87e-02 5.86e-02
g 2.92e-01 9.97e-02 7.44e-02
s -2.10e-01 4.77e-02 5.88e-02
n -1.86e-01 3.56e-02 4.28e-02
c 2.79e-02 1.47e-02 1.43e-02
03 03 D SM aa 3 0.459 p -7.24e+00 3.28e-05 4.55e-02
s -4.11e+00 9.59e-04 5.87e-02
d -3.06e+00 2.71e-03 5.81e-02
n -1.60e+00 8.62e-03 4.28e-02
w -1.56e+00 2.91e-03 1.39e-02
y -1.45e+00 8.20e-03 3.50e-02
g -1.34e+00 1.95e-02 7.45e-02
a 1.30e+00 2.98e-01 8.17e-02
q -8.96e-01 1.51e-02 3.71e-02
h -8.86e-01 9.49e-03 2.30e-02
m 6.87e-01 4.22e-02 2.12e-02
e -6.56e-01 3.54e-02 6.82e-02
l 5.45e-01 1.59e-01 9.22e-02
c -4.61e-01 9.02e-03 1.43e-02
i 4.18e-01 8.74e-02 5.75e-02
r 4.10e-01 7.69e-02 5.10e-02
f -3.87e-01 2.74e-02 4.04e-02
v 3.10e-01 9.83e-02 7.21e-02
t -2.69e-01 4.15e-02 5.43e-02
k -3.04e-02 5.68e-02 5.86e-02
00 00 D SM aa 0 0.284 d -2.52e+00 4.70e-03 5.83e-02
n -1.40e+00 1.06e-02 4.29e-02
k -1.39e+00 1.46e-02 5.87e-02
g -1.17e+00 2.31e-02 7.44e-02
e -1.06e+00 2.36e-02 6.80e-02
s -9.91e-01 2.19e-02 5.92e-02
v 9.47e-01 1.85e-01 7.19e-02
m 8.27e-01 4.86e-02 2.12e-02
p -7.13e-01 2.25e-02 4.60e-02
l 6.51e-01 1.76e-01 9.17e-02
i 5.94e-01 1.04e-01 5.74e-02
q -5.26e-01 2.19e-02 3.70e-02
r -3.78e-01 3.49e-02 5.10e-02
f 3.68e-01 5.83e-02 4.03e-02
a 2.84e-01 1.08e-01 8.14e-02
w 1.65e-01 1.63e-02 1.38e-02
h 5.29e-02 2.42e-02 2.30e-02
y -3.40e-02 3.37e-02 3.49e-02
c -2.85e-02 1.39e-02 1.43e-02
t -1.34e-02 5.39e-02 5.46e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.076
08 -0.076 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.046
10 -0.046 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.059
12 -0.059 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.051
14 -0.051 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.065
16 -0.065 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.110
18 -0.110 1.000
DATA_CLASS 169
CLASS 169 - weight 3734 normalized weight 0.002 relative strength 1.38e-02 *******
class cross entropy w.r.t. global class 1.13e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.945 (-6.83e-01 4.00e-01) 3.75e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.945 ( 5.20e+00 4.00e-01) 1.65e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.929 (-6.87e-01 4.00e-01) 3.74e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.929 ( 5.14e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.927 (-6.60e-01 4.00e-01) 3.68e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.927 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.921 (-6.45e-01 4.00e-01) 3.63e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.921 ( 5.13e+00 4.00e-01) 1.47e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.919 (-6.63e-01 4.00e-01) 3.68e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.919 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
06 07 R MNcn phi0 0.680 ( 4.27e+00 4.63e-01) 5.85e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.680 ( 4.93e-01 6.25e-01) 5.27e-01 ( 8.22e-01 1.53e+00)
04 04 D SM aa 4 0.168 p -2.34e+00 4.38e-03 4.56e-02
g -1.09e+00 2.51e-02 7.45e-02
d -8.29e-01 2.53e-02 5.80e-02
s -8.26e-01 2.56e-02 5.85e-02
n -8.07e-01 1.91e-02 4.28e-02
i 6.73e-01 1.13e-01 5.74e-02
f 6.29e-01 7.58e-02 4.04e-02
l 6.05e-01 1.69e-01 9.22e-02
e -4.72e-01 4.26e-02 6.82e-02
w 4.04e-01 2.08e-02 1.39e-02
k -3.83e-01 4.00e-02 5.87e-02
m 3.73e-01 3.09e-02 2.13e-02
v 3.15e-01 9.86e-02 7.20e-02
y 3.02e-01 4.73e-02 3.49e-02
a 2.73e-01 1.07e-01 8.17e-02
q -2.67e-01 2.84e-02 3.71e-02
t -2.39e-01 4.27e-02 5.43e-02
c 1.25e-01 1.63e-02 1.43e-02
r -8.07e-02 4.71e-02 5.11e-02
h -7.08e-02 2.15e-02 2.30e-02
00 00 D SM aa 0 0.159 n 1.20e+00 1.42e-01 4.29e-02
h 8.69e-01 5.47e-02 2.30e-02
g -6.90e-01 3.73e-02 7.44e-02
v -6.54e-01 3.74e-02 7.19e-02
y 6.38e-01 6.60e-02 3.49e-02
i -5.87e-01 3.19e-02 5.74e-02
a -5.79e-01 4.56e-02 8.14e-02
f 4.23e-01 6.16e-02 4.03e-02
l -3.80e-01 6.27e-02 9.17e-02
s -3.58e-01 4.13e-02 5.92e-02
e -3.04e-01 5.02e-02 6.80e-02
d 2.79e-01 7.70e-02 5.83e-02
q 2.75e-01 4.88e-02 3.70e-02
m -2.63e-01 1.63e-02 2.12e-02
r 2.18e-01 6.34e-02 5.10e-02
p -1.54e-01 3.94e-02 4.60e-02
t -1.53e-01 4.68e-02 5.46e-02
w -1.53e-01 1.18e-02 1.38e-02
k -1.20e-01 5.21e-02 5.87e-02
c -4.47e-02 1.37e-02 1.43e-02
02 02 D SM aa 2 0.131 i -9.40e-01 2.25e-02 5.75e-02
m -8.98e-01 8.64e-03 2.12e-02
d 7.91e-01 1.28e-01 5.82e-02
l -7.91e-01 4.18e-02 9.21e-02
e 7.52e-01 1.45e-01 6.81e-02
v -7.03e-01 3.57e-02 7.21e-02
t -6.10e-01 2.96e-02 5.44e-02
c -5.24e-01 8.47e-03 1.43e-02
w 4.55e-01 2.19e-02 1.39e-02
h 4.22e-01 3.51e-02 2.30e-02
q 3.36e-01 5.18e-02 3.70e-02
r -2.65e-01 3.91e-02 5.10e-02
f -2.47e-01 3.16e-02 4.04e-02
p 1.80e-01 5.46e-02 4.56e-02
y -1.51e-01 3.01e-02 3.49e-02
a 8.69e-02 8.90e-02 8.16e-02
g -6.51e-02 6.98e-02 7.45e-02
k -4.26e-02 5.61e-02 5.86e-02
n -2.66e-02 4.17e-02 4.28e-02
s 1.79e-02 5.98e-02 5.87e-02
03 03 D SM aa 3 0.104 g -1.15e+00 2.36e-02 7.45e-02
e 8.71e-01 1.63e-01 6.82e-02
c -8.69e-01 6.00e-03 1.43e-02
w 5.88e-01 2.50e-02 1.39e-02
h -4.85e-01 1.42e-02 2.30e-02
m -4.82e-01 1.31e-02 2.12e-02
q 4.58e-01 5.86e-02 3.71e-02
s -4.03e-01 3.92e-02 5.87e-02
n -3.23e-01 3.10e-02 4.28e-02
v -3.16e-01 5.25e-02 7.21e-02
y 2.98e-01 4.71e-02 3.50e-02
p -2.96e-01 3.39e-02 4.55e-02
t -2.47e-01 4.24e-02 5.43e-02
l 2.10e-01 1.14e-01 9.22e-02
r -1.92e-01 4.21e-02 5.10e-02
f -1.66e-01 3.42e-02 4.04e-02
a 8.18e-02 8.86e-02 8.17e-02
k 6.37e-02 6.24e-02 5.86e-02
i -6.27e-02 5.40e-02 5.75e-02
d -4.96e-02 5.53e-02 5.81e-02
01 01 D SM aa 1 0.075 p -2.59e+00 3.45e-03 4.58e-02
n -8.66e-01 1.80e-02 4.28e-02
w 8.17e-01 3.13e-02 1.38e-02
c -5.54e-01 8.23e-03 1.43e-02
y 4.52e-01 5.49e-02 3.49e-02
d -3.73e-01 4.01e-02 5.82e-02
g -3.07e-01 5.47e-02 7.44e-02
a 2.74e-01 1.07e-01 8.15e-02
s 2.61e-01 7.64e-02 5.88e-02
f 2.21e-01 5.04e-02 4.04e-02
r 1.95e-01 6.19e-02 5.09e-02
t 1.84e-01 6.55e-02 5.45e-02
h 1.73e-01 2.73e-02 2.30e-02
v -1.60e-01 6.14e-02 7.21e-02
i -1.32e-01 5.04e-02 5.75e-02
l 1.14e-01 1.03e-01 9.20e-02
m 9.45e-02 2.33e-02 2.12e-02
q 3.36e-02 3.83e-02 3.70e-02
k -2.87e-02 5.69e-02 5.86e-02
e -1.49e-02 6.71e-02 6.81e-02
05 05 D SM aa 5 0.061 p -1.43e+00 1.09e-02 4.56e-02
g -7.82e-01 3.41e-02 7.45e-02
m 3.82e-01 3.12e-02 2.13e-02
h -3.66e-01 1.60e-02 2.30e-02
l 3.37e-01 1.29e-01 9.21e-02
a 3.35e-01 1.14e-01 8.18e-02
t -3.12e-01 3.97e-02 5.42e-02
c -2.82e-01 1.08e-02 1.44e-02
n -2.67e-01 3.28e-02 4.29e-02
q 2.58e-01 4.80e-02 3.71e-02
s -2.48e-01 4.57e-02 5.86e-02
r 2.21e-01 6.38e-02 5.11e-02
e 1.90e-01 8.25e-02 6.82e-02
d -1.88e-01 4.80e-02 5.79e-02
k 1.74e-01 6.99e-02 5.88e-02
i 1.22e-01 6.48e-02 5.74e-02
y -9.77e-02 3.17e-02 3.49e-02
w 9.66e-02 1.53e-02 1.39e-02
f -3.16e-02 3.91e-02 4.04e-02
v 5.99e-03 7.23e-02 7.19e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.738
08 0.738 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.199
10 -0.199 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.148
12 -0.148 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.153
14 -0.153 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.150
16 -0.150 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.214
18 -0.214 1.000
DATA_CLASS 170
CLASS 170 - weight 3662 normalized weight 0.002 relative strength 8.31e-03 *******
class cross entropy w.r.t. global class 1.66e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 3.883 ( 1.33e+00 4.00e-01) 8.02e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.883 ( 1.63e-01 4.35e-01) 1.49e+00 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 1.241 p -8.11e+00 1.36e-05 4.56e-02
i -4.76e+00 4.92e-04 5.74e-02
v -3.77e+00 1.66e-03 7.19e-02
t -2.48e+00 4.54e-03 5.42e-02
l -2.14e+00 1.09e-02 9.21e-02
g 2.12e+00 6.23e-01 7.45e-02
w -1.89e+00 2.10e-03 1.39e-02
a -1.63e+00 1.60e-02 8.18e-02
m -1.46e+00 4.93e-03 2.13e-02
c -1.38e+00 3.61e-03 1.44e-02
s -1.29e+00 1.62e-02 5.86e-02
k -1.27e+00 1.66e-02 5.88e-02
r -1.17e+00 1.59e-02 5.11e-02
e -9.97e-01 2.52e-02 6.82e-02
f -9.64e-01 1.54e-02 4.04e-02
n 9.45e-01 1.10e-01 4.29e-02
q -9.17e-01 1.48e-02 3.71e-02
y -7.14e-01 1.71e-02 3.49e-02
d 3.46e-01 8.19e-02 5.79e-02
h -1.88e-01 1.91e-02 2.30e-02
10 16 R MNcn psi4 1.162 ( 2.35e+00 4.00e-01) 3.85e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.162 ( 5.13e+00 4.00e-01) 1.47e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.880 (-4.72e-01 4.00e-01) 3.22e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.880 ( 5.10e+00 4.00e-01) 1.40e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.829 (-2.99e-01 4.00e-01) 2.78e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.829 ( 4.86e+00 4.00e-01) 8.00e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.362 ( 1.31e-01 1.28e+00) 5.42e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.362 ( 5.00e+00 4.34e-01) 1.06e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.271 g -1.82e+00 1.21e-02 7.45e-02
p 1.53e+00 2.11e-01 4.56e-02
f -8.24e-01 1.77e-02 4.04e-02
l -6.97e-01 4.59e-02 9.22e-02
c -6.52e-01 7.47e-03 1.43e-02
k 6.38e-01 1.11e-01 5.87e-02
m -5.96e-01 1.17e-02 2.13e-02
w -4.82e-01 8.58e-03 1.39e-02
v -4.66e-01 4.52e-02 7.20e-02
y -4.06e-01 2.33e-02 3.49e-02
t -3.90e-01 3.67e-02 5.43e-02
i -3.77e-01 3.94e-02 5.74e-02
s -3.37e-01 4.18e-02 5.85e-02
r 3.20e-01 7.03e-02 5.11e-02
e 2.78e-01 9.01e-02 6.82e-02
d -2.03e-01 4.74e-02 5.80e-02
n -1.71e-01 3.61e-02 4.28e-02
q 1.29e-01 4.21e-02 3.71e-02
h -2.94e-02 2.24e-02 2.30e-02
a -2.73e-02 7.95e-02 8.17e-02
09 14 R MNcn psi3 0.246 ( 1.00e+00 1.22e+00) 1.58e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.246 ( 4.56e+00 4.30e-01) 3.69e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.189 p -3.98e+00 8.54e-04 4.55e-02
g -1.30e+00 2.03e-02 7.45e-02
d -9.60e-01 2.23e-02 5.81e-02
f 8.04e-01 9.03e-02 4.04e-02
e -7.43e-01 3.25e-02 6.82e-02
y 7.05e-01 7.07e-02 3.50e-02
l 6.34e-01 1.74e-01 9.22e-02
c 5.39e-01 2.45e-02 1.43e-02
m 5.38e-01 3.64e-02 2.12e-02
k -4.73e-01 3.65e-02 5.86e-02
w 4.34e-01 2.14e-02 1.39e-02
h 4.02e-01 3.44e-02 2.30e-02
s -3.74e-01 4.04e-02 5.87e-02
r -3.37e-01 3.64e-02 5.10e-02
i 3.05e-01 7.80e-02 5.75e-02
a -2.38e-01 6.44e-02 8.17e-02
v 1.73e-01 8.57e-02 7.21e-02
q -9.74e-02 3.36e-02 3.71e-02
n -7.88e-02 3.96e-02 4.28e-02
t 6.53e-02 5.80e-02 5.43e-02
01 01 D SM aa 1 0.109 v -8.81e-01 2.99e-02 7.21e-02
i -8.07e-01 2.57e-02 5.75e-02
g -7.87e-01 3.39e-02 7.44e-02
f -7.09e-01 1.99e-02 4.04e-02
p 6.75e-01 9.01e-02 4.58e-02
y -6.65e-01 1.79e-02 3.49e-02
k 5.14e-01 9.79e-02 5.86e-02
e 4.56e-01 1.07e-01 6.81e-02
s 4.09e-01 8.86e-02 5.88e-02
l -3.22e-01 6.66e-02 9.20e-02
m -2.73e-01 1.61e-02 2.12e-02
c -2.63e-01 1.10e-02 1.43e-02
w -2.63e-01 1.06e-02 1.38e-02
t -2.53e-01 4.23e-02 5.45e-02
a 2.49e-01 1.05e-01 8.15e-02
q 2.37e-01 4.69e-02 3.70e-02
r 2.09e-01 6.28e-02 5.09e-02
d 1.00e-01 6.43e-02 5.82e-02
h -6.61e-02 2.15e-02 2.30e-02
n -2.33e-02 4.18e-02 4.28e-02
02 02 D SM aa 2 0.069 p -1.49e+00 1.02e-02 4.56e-02
g -7.03e-01 3.69e-02 7.45e-02
v -6.49e-01 3.77e-02 7.21e-02
i -5.39e-01 3.36e-02 5.75e-02
h 5.15e-01 3.85e-02 2.30e-02
k 3.41e-01 8.23e-02 5.86e-02
s 3.23e-01 8.11e-02 5.87e-02
q 3.17e-01 5.09e-02 3.70e-02
r 2.43e-01 6.50e-02 5.10e-02
f -1.91e-01 3.34e-02 4.04e-02
a 1.88e-01 9.85e-02 8.16e-02
m 1.76e-01 2.53e-02 2.12e-02
e 1.67e-01 8.05e-02 6.81e-02
w 1.67e-01 1.64e-02 1.39e-02
c -9.05e-02 1.31e-02 1.43e-02
d 6.92e-02 6.23e-02 5.82e-02
t 6.21e-02 5.79e-02 5.44e-02
l 5.46e-02 9.72e-02 9.21e-02
y 4.72e-02 3.66e-02 3.49e-02
n -5.08e-03 4.26e-02 4.28e-02
00 00 D SM aa 0 0.036 g -8.16e-01 3.29e-02 7.44e-02
t -3.28e-01 3.93e-02 5.46e-02
a 3.09e-01 1.11e-01 8.14e-02
v -3.00e-01 5.33e-02 7.19e-02
q -2.83e-01 2.79e-02 3.70e-02
c 2.77e-01 1.88e-02 1.43e-02
d 2.76e-01 7.67e-02 5.83e-02
l 2.18e-01 1.14e-01 9.17e-02
n 2.05e-01 5.26e-02 4.29e-02
p 1.95e-01 5.59e-02 4.60e-02
s 1.70e-01 7.02e-02 5.92e-02
m 1.62e-01 2.50e-02 2.12e-02
k -1.44e-01 5.09e-02 5.87e-02
r -9.09e-02 4.65e-02 5.10e-02
y -8.28e-02 3.21e-02 3.49e-02
w -7.03e-02 1.29e-02 1.38e-02
i -6.87e-02 5.36e-02 5.74e-02
f -5.46e-02 3.82e-02 4.03e-02
e -5.31e-02 6.45e-02 6.80e-02
h 3.07e-02 2.37e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.549
08 -0.549 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.270
10 -0.270 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.364
12 -0.364 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.017
14 0.017 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.187
16 -0.187 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.644
18 -0.644 1.000
DATA_CLASS 171
CLASS 171 - weight 3632 normalized weight 0.002 relative strength 6.27e-03 *******
class cross entropy w.r.t. global class 1.65e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.852 ( 1.35e+00 4.00e-01) 7.98e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.852 ( 1.37e-01 4.42e-01) 1.52e+00 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 1.288 p -8.10e+00 1.38e-05 4.56e-02
i -4.04e+00 1.01e-03 5.74e-02
v -3.88e+00 1.48e-03 7.20e-02
t -2.31e+00 5.40e-03 5.43e-02
g 2.16e+00 6.45e-01 7.45e-02
l -2.07e+00 1.16e-02 9.22e-02
w -1.88e+00 2.13e-03 1.39e-02
a -1.79e+00 1.37e-02 8.17e-02
m -1.54e+00 4.56e-03 2.13e-02
s -1.37e+00 1.49e-02 5.85e-02
c -1.36e+00 3.69e-03 1.43e-02
k -1.21e+00 1.74e-02 5.87e-02
r -1.21e+00 1.53e-02 5.11e-02
e -1.11e+00 2.24e-02 6.82e-02
f -1.10e+00 1.34e-02 4.04e-02
q -9.65e-01 1.41e-02 3.71e-02
n 8.87e-01 1.04e-01 4.28e-02
y -8.14e-01 1.55e-02 3.49e-02
d 2.72e-01 7.61e-02 5.80e-02
h -2.21e-01 1.85e-02 2.30e-02
09 14 R MNcn psi3 1.165 ( 2.35e+00 4.00e-01) 3.85e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.165 ( 5.13e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.881 (-4.82e-01 4.00e-01) 3.26e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.881 ( 5.10e+00 4.00e-01) 1.40e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.833 (-3.06e-01 4.00e-01) 2.81e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.833 ( 4.87e+00 4.00e-01) 8.20e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.285 ( 1.61e+00 1.41e+00) 5.66e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.285 ( 4.68e+00 4.66e-01) 2.92e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.259 g -2.02e+00 9.88e-03 7.45e-02
p 1.49e+00 2.02e-01 4.55e-02
f -7.92e-01 1.83e-02 4.04e-02
c -6.57e-01 7.42e-03 1.43e-02
l -6.12e-01 5.00e-02 9.22e-02
k 6.10e-01 1.08e-01 5.86e-02
v -5.58e-01 4.12e-02 7.21e-02
y -5.44e-01 2.03e-02 3.50e-02
m -5.35e-01 1.24e-02 2.12e-02
w -5.08e-01 8.35e-03 1.39e-02
i -4.01e-01 3.85e-02 5.75e-02
t -3.60e-01 3.79e-02 5.43e-02
r 3.43e-01 7.19e-02 5.10e-02
e 3.23e-01 9.42e-02 6.82e-02
s -2.40e-01 4.61e-02 5.87e-02
q 1.57e-01 4.33e-02 3.71e-02
d -1.45e-01 5.03e-02 5.81e-02
n -1.12e-01 3.83e-02 4.28e-02
h -5.49e-02 2.18e-02 2.30e-02
a -1.96e-02 8.01e-02 8.17e-02
08 12 R MNcn psi2 0.241 ( 9.40e-01 1.22e+00) 1.04e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.241 ( 4.58e+00 4.29e-01) 7.50e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.189 p -3.65e+00 1.19e-03 4.56e-02
g -1.28e+00 2.08e-02 7.45e-02
d -1.01e+00 2.13e-02 5.82e-02
f 7.94e-01 8.93e-02 4.04e-02
l 6.94e-01 1.84e-01 9.21e-02
y 6.80e-01 6.90e-02 3.49e-02
e -6.39e-01 3.60e-02 6.81e-02
c 5.45e-01 2.47e-02 1.43e-02
m 5.35e-01 3.62e-02 2.12e-02
k -4.46e-01 3.75e-02 5.86e-02
s -4.19e-01 3.86e-02 5.87e-02
w 3.59e-01 1.99e-02 1.39e-02
h 3.36e-01 3.22e-02 2.30e-02
r -3.04e-01 3.76e-02 5.10e-02
i 2.95e-01 7.73e-02 5.75e-02
a -2.02e-01 6.67e-02 8.16e-02
q -1.84e-01 3.08e-02 3.70e-02
v 1.59e-01 8.45e-02 7.21e-02
n -1.47e-01 3.70e-02 4.28e-02
t 1.69e-02 5.53e-02 5.44e-02
00 00 D SM aa 0 0.110 v -8.97e-01 2.93e-02 7.19e-02
i -8.22e-01 2.52e-02 5.74e-02
y -7.85e-01 1.59e-02 3.49e-02
g -7.78e-01 3.42e-02 7.44e-02
p 6.55e-01 8.86e-02 4.60e-02
f -6.53e-01 2.10e-02 4.03e-02
k 5.21e-01 9.88e-02 5.87e-02
e 4.85e-01 1.11e-01 6.80e-02
s 3.63e-01 8.51e-02 5.92e-02
l -3.08e-01 6.74e-02 9.17e-02
w -3.04e-01 1.02e-02 1.38e-02
q 2.90e-01 4.95e-02 3.70e-02
t -2.76e-01 4.14e-02 5.46e-02
r 2.50e-01 6.54e-02 5.10e-02
c -2.50e-01 1.11e-02 1.43e-02
a 2.22e-01 1.02e-01 8.14e-02
m -2.13e-01 1.72e-02 2.12e-02
h -1.28e-01 2.02e-02 2.30e-02
d 9.71e-02 6.42e-02 5.83e-02
n 2.79e-03 4.30e-02 4.29e-02
05 05 D SM aa 5 0.089 d -1.15e+00 1.84e-02 5.79e-02
p -1.04e+00 1.62e-02 4.56e-02
e -7.51e-01 3.22e-02 6.82e-02
k 6.56e-01 1.13e-01 5.88e-02
g -5.75e-01 4.19e-02 7.45e-02
c 4.38e-01 2.22e-02 1.44e-02
n -4.02e-01 2.87e-02 4.29e-02
w -3.20e-01 1.01e-02 1.39e-02
r 3.02e-01 6.92e-02 5.11e-02
q 3.00e-01 5.00e-02 3.71e-02
v 2.83e-01 9.54e-02 7.19e-02
t 2.28e-01 6.82e-02 5.42e-02
h 2.19e-01 2.87e-02 2.30e-02
l 1.16e-01 1.03e-01 9.21e-02
f 1.12e-01 4.51e-02 4.04e-02
s 1.09e-01 6.53e-02 5.86e-02
m 9.01e-02 2.33e-02 2.13e-02
i -4.95e-02 5.46e-02 5.74e-02
a -3.62e-02 7.89e-02 8.18e-02
y 4.42e-04 3.49e-02 3.49e-02
01 01 D SM aa 1 0.067 p -1.51e+00 1.02e-02 4.58e-02
g -6.31e-01 3.96e-02 7.44e-02
v -6.23e-01 3.86e-02 7.21e-02
i -5.41e-01 3.35e-02 5.75e-02
h 5.20e-01 3.86e-02 2.30e-02
k 3.71e-01 8.49e-02 5.86e-02
s 3.10e-01 8.02e-02 5.88e-02
q 2.92e-01 4.96e-02 3.70e-02
w 2.39e-01 1.76e-02 1.38e-02
r 2.31e-01 6.42e-02 5.09e-02
c -2.01e-01 1.17e-02 1.43e-02
m 1.92e-01 2.57e-02 2.12e-02
a 1.88e-01 9.84e-02 8.15e-02
f -1.71e-01 3.41e-02 4.04e-02
e 1.65e-01 8.03e-02 6.81e-02
d 6.39e-02 6.20e-02 5.82e-02
y 4.59e-02 3.65e-02 3.49e-02
l 4.41e-02 9.61e-02 9.20e-02
t 2.78e-02 5.60e-02 5.45e-02
n -1.62e-02 4.21e-02 4.28e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.236
08 -0.236 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.368
10 -0.368 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.032
12 -0.032 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.215
14 -0.215 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.630
16 -0.630 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.165
18 -0.165 1.000
DATA_CLASS 172
CLASS 172 - weight 3606 normalized weight 0.002 relative strength 2.20e-06 *******
class cross entropy w.r.t. global class 1.22e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.896 ( 1.25e+00 4.00e-01) 8.22e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.896 ( 3.74e-01 4.74e-01) 9.45e-01 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 0.929 p -5.21e+00 2.51e-04 4.60e-02
v -3.27e+00 2.72e-03 7.19e-02
i -3.16e+00 2.44e-03 5.74e-02
t -2.13e+00 6.50e-03 5.46e-02
g 1.98e+00 5.36e-01 7.44e-02
l -1.55e+00 1.96e-02 9.17e-02
a -1.02e+00 2.93e-02 8.14e-02
e -9.15e-01 2.73e-02 6.80e-02
n 8.28e-01 9.82e-02 4.29e-02
m -7.73e-01 9.80e-03 2.12e-02
w -7.54e-01 6.49e-03 1.38e-02
q -7.26e-01 1.79e-02 3.70e-02
s -7.06e-01 2.92e-02 5.92e-02
y -6.05e-01 1.90e-02 3.49e-02
f -6.02e-01 2.21e-02 4.03e-02
k -4.19e-01 3.86e-02 5.87e-02
r -3.99e-01 3.42e-02 5.10e-02
h 2.70e-01 3.01e-02 2.30e-02
c -2.11e-01 1.16e-02 1.43e-02
d 5.22e-04 5.83e-02 5.83e-02
11 17 R MNcn phi5 0.545 ( 3.38e+00 1.54e+00) 7.51e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.545 ( 1.33e+00 1.46e+00) 3.56e-01 ( 8.09e-01 1.53e+00)
09 14 R MNcn psi3 0.359 ( 1.70e+00 1.49e+00) 5.97e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.359 ( 3.69e+00 1.52e+00) 5.63e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.250 g 1.34e+00 2.86e-01 7.45e-02
p -9.71e-01 1.73e-02 4.56e-02
i -7.16e-01 2.80e-02 5.74e-02
a -6.94e-01 4.09e-02 8.18e-02
l -6.48e-01 4.82e-02 9.21e-02
n 4.92e-01 7.01e-02 4.29e-02
v -4.88e-01 4.41e-02 7.19e-02
q -4.68e-01 2.32e-02 3.71e-02
e -3.74e-01 4.70e-02 6.82e-02
k -3.31e-01 4.22e-02 5.88e-02
m -3.00e-01 1.58e-02 2.13e-02
d 2.92e-01 7.76e-02 5.79e-02
t -2.57e-01 4.19e-02 5.42e-02
f -2.45e-01 3.16e-02 4.04e-02
c 2.17e-01 1.78e-02 1.44e-02
s -1.64e-01 4.97e-02 5.86e-02
y -1.26e-01 3.08e-02 3.49e-02
w -1.02e-01 1.25e-02 1.39e-02
h -5.08e-02 2.19e-02 2.30e-02
r 4.81e-02 5.37e-02 5.11e-02
07 10 R MNcn psi1 0.207 ( 1.24e+00 1.49e+00) 2.81e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.207 ( 4.68e+00 4.86e-01) 2.73e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.174 ( 1.21e+00 1.44e+00) 2.75e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.174 ( 4.63e+00 5.21e-01) 1.63e-01 ( 4.54e+00 1.01e+00)
10 15 R MNcn phi4 0.160 ( 4.73e+00 5.32e-01) 3.53e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.160 ( 1.00e+00 1.44e+00) 1.35e-01 ( 8.09e-01 1.53e+00)
03 03 D SM aa 3 0.160 g 1.22e+00 2.51e-01 7.45e-02
m -5.77e-01 1.19e-02 2.12e-02
v -4.35e-01 4.66e-02 7.21e-02
l -4.14e-01 6.10e-02 9.22e-02
e -3.91e-01 4.61e-02 6.82e-02
k -3.38e-01 4.18e-02 5.86e-02
a -3.34e-01 5.85e-02 8.17e-02
q -2.90e-01 2.77e-02 3.71e-02
r -2.80e-01 3.86e-02 5.10e-02
w -2.41e-01 1.09e-02 1.39e-02
y -2.37e-01 2.76e-02 3.50e-02
s -1.78e-01 4.91e-02 5.87e-02
i -1.78e-01 4.81e-02 5.75e-02
f -1.78e-01 3.38e-02 4.04e-02
p 1.17e-01 5.12e-02 4.55e-02
n 1.11e-01 4.79e-02 4.28e-02
h 1.05e-01 2.56e-02 2.30e-02
d -5.83e-02 5.48e-02 5.81e-02
c 5.81e-02 1.52e-02 1.43e-02
t -3.75e-02 5.23e-02 5.43e-02
04 04 D SM aa 4 0.056 p 8.33e-01 1.05e-01 4.56e-02
g -5.84e-01 4.15e-02 7.45e-02
i -4.12e-01 3.80e-02 5.74e-02
m -3.69e-01 1.47e-02 2.13e-02
l -3.51e-01 6.49e-02 9.22e-02
d 3.23e-01 8.02e-02 5.80e-02
c 2.94e-01 1.93e-02 1.43e-02
q -2.89e-01 2.77e-02 3.71e-02
t 2.18e-01 6.75e-02 5.43e-02
w 2.14e-01 1.72e-02 1.39e-02
v -1.82e-01 6.00e-02 7.20e-02
s 1.24e-01 6.63e-02 5.85e-02
h -1.01e-01 2.08e-02 2.30e-02
f 9.45e-02 4.44e-02 4.04e-02
y 9.27e-02 3.83e-02 3.49e-02
a -8.12e-02 7.54e-02 8.17e-02
r -7.70e-02 4.73e-02 5.11e-02
n 6.18e-02 4.56e-02 4.28e-02
e -2.08e-02 6.68e-02 6.82e-02
k 9.06e-03 5.92e-02 5.87e-02
02 02 D SM aa 2 0.040 c 6.27e-01 2.68e-02 1.43e-02
g -6.02e-01 4.08e-02 7.45e-02
v -4.30e-01 4.69e-02 7.21e-02
p 4.17e-01 6.93e-02 4.56e-02
a -3.92e-01 5.51e-02 8.16e-02
n 3.47e-01 6.06e-02 4.28e-02
d 3.43e-01 8.20e-02 5.82e-02
t 2.67e-01 7.11e-02 5.44e-02
w -1.74e-01 1.17e-02 1.39e-02
r -1.41e-01 4.43e-02 5.10e-02
i -1.40e-01 5.00e-02 5.75e-02
h 1.29e-01 2.61e-02 2.30e-02
s 8.58e-02 6.40e-02 5.87e-02
l -5.68e-02 8.70e-02 9.21e-02
f 4.84e-02 4.24e-02 4.04e-02
m 2.89e-02 2.18e-02 2.12e-02
y 2.55e-02 3.58e-02 3.49e-02
k 1.70e-02 5.96e-02 5.86e-02
e -8.35e-03 6.76e-02 6.81e-02
q 2.67e-03 3.71e-02 3.70e-02
01 01 D SM aa 1 0.030 g -4.95e-01 4.54e-02 7.44e-02
p -4.64e-01 2.88e-02 4.58e-02
d -4.43e-01 3.74e-02 5.82e-02
t 3.93e-01 8.08e-02 5.45e-02
c 3.52e-01 2.04e-02 1.43e-02
w 2.89e-01 1.85e-02 1.38e-02
e -2.67e-01 5.21e-02 6.81e-02
r 2.60e-01 6.61e-02 5.09e-02
y 2.09e-01 4.30e-02 3.49e-02
m 1.98e-01 2.58e-02 2.12e-02
s 1.51e-01 6.84e-02 5.88e-02
q 1.34e-01 4.23e-02 3.70e-02
l 1.06e-01 1.02e-01 9.20e-02
h 9.86e-02 2.54e-02 2.30e-02
a -9.75e-02 7.39e-02 8.15e-02
f -8.52e-02 3.71e-02 4.04e-02
v 5.18e-02 7.59e-02 7.21e-02
k -2.06e-02 5.74e-02 5.86e-02
i -1.55e-02 5.66e-02 5.75e-02
n -1.11e-02 4.23e-02 4.28e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.673
08 -0.673 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.221
10 -0.221 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.261
12 -0.261 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.106
14 -0.106 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.091
16 -0.091 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.075
18 0.075 1.000
DATA_CLASS 173
CLASS 173 - weight 3592 normalized weight 0.002 relative strength 4.19e-06 *******
class cross entropy w.r.t. global class 9.73e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.859 ( 2.53e+00 4.00e-01) 4.30e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.859 ( 4.35e+00 5.79e-01) 3.27e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.845 ( 2.81e+00 6.38e-01) 3.14e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.845 ( 3.71e+00 1.33e+00) 6.28e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.831 ( 2.48e+00 4.00e-01) 4.17e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.831 ( 4.30e+00 5.90e-01) 4.14e-01 ( 4.54e+00 1.01e+00)
11 17 R MNcn phi5 0.793 ( 3.02e+00 1.58e+00) 9.63e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.793 ( 1.24e+00 1.64e+00) 2.66e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.614 ( 3.15e+00 1.52e+00) 9.19e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.614 ( 1.54e+00 1.69e+00) 4.34e-01 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 0.459 g 1.65e+00 3.88e-01 7.45e-02
i -1.41e+00 1.41e-02 5.74e-02
l -1.35e+00 2.39e-02 9.22e-02
v -9.54e-01 2.77e-02 7.20e-02
f -8.67e-01 1.70e-02 4.04e-02
p -8.14e-01 2.02e-02 4.56e-02
r -7.14e-01 2.50e-02 5.11e-02
m -6.59e-01 1.10e-02 2.13e-02
a -5.72e-01 4.61e-02 8.17e-02
w -5.55e-01 7.98e-03 1.39e-02
e -4.32e-01 4.43e-02 6.82e-02
q -3.99e-01 2.49e-02 3.71e-02
k -3.23e-01 4.25e-02 5.87e-02
y -2.85e-01 2.63e-02 3.49e-02
d 2.59e-01 7.52e-02 5.80e-02
h -2.26e-01 1.84e-02 2.30e-02
n 2.02e-01 5.24e-02 4.28e-02
s 1.47e-01 6.78e-02 5.85e-02
t -4.02e-02 5.21e-02 5.43e-02
c 3.70e-02 1.49e-02 1.43e-02
05 05 D SM aa 5 0.406 g 1.59e+00 3.67e-01 7.45e-02
i -1.45e+00 1.34e-02 5.74e-02
m -1.12e+00 6.91e-03 2.13e-02
l -1.08e+00 3.11e-02 9.21e-02
p -1.05e+00 1.59e-02 4.56e-02
v -8.07e-01 3.21e-02 7.19e-02
r -4.80e-01 3.16e-02 5.11e-02
k -4.72e-01 3.67e-02 5.88e-02
t -4.51e-01 3.46e-02 5.42e-02
y -4.22e-01 2.29e-02 3.49e-02
w -4.20e-01 9.13e-03 1.39e-02
e -3.72e-01 4.71e-02 6.82e-02
a -3.15e-01 5.97e-02 8.18e-02
q -2.77e-01 2.81e-02 3.71e-02
n 2.46e-01 5.48e-02 4.29e-02
s 2.40e-01 7.44e-02 5.86e-02
c -1.10e-01 1.29e-02 1.44e-02
d 1.05e-01 6.44e-02 5.79e-02
f -1.01e-01 3.65e-02 4.04e-02
h -8.40e-02 2.12e-02 2.30e-02
03 03 D SM aa 3 0.258 g 1.36e+00 2.90e-01 7.45e-02
l -9.19e-01 3.68e-02 9.22e-02
n -7.25e-01 2.08e-02 4.28e-02
k -6.00e-01 3.21e-02 5.86e-02
m -5.76e-01 1.19e-02 2.12e-02
a -5.60e-01 4.67e-02 8.17e-02
i -4.97e-01 3.50e-02 5.75e-02
p 4.69e-01 7.27e-02 4.55e-02
d -4.65e-01 3.65e-02 5.81e-02
e -4.08e-01 4.54e-02 6.82e-02
r -3.86e-01 3.47e-02 5.10e-02
q -3.60e-01 2.59e-02 3.71e-02
v -2.96e-01 5.36e-02 7.21e-02
s 2.73e-01 7.71e-02 5.87e-02
f -1.87e-01 3.35e-02 4.04e-02
w 1.41e-01 1.60e-02 1.39e-02
y 9.62e-02 3.85e-02 3.50e-02
c 3.20e-02 1.48e-02 1.43e-02
h 1.20e-02 2.33e-02 2.30e-02
t 1.16e-02 5.50e-02 5.43e-02
06 08 R MNcn psi0 0.254 ( 1.57e+00 1.34e+00) 5.59e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.254 ( 4.35e+00 4.96e-01) 3.92e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.097 d -1.46e+00 1.35e-02 5.82e-02
n -1.35e+00 1.11e-02 4.28e-02
p 7.26e-01 9.43e-02 4.56e-02
v 4.45e-01 1.12e-01 7.21e-02
w 4.23e-01 2.12e-02 1.39e-02
g -3.96e-01 5.01e-02 7.45e-02
l -3.66e-01 6.39e-02 9.21e-02
i 3.64e-01 8.28e-02 5.75e-02
c 3.13e-01 1.96e-02 1.43e-02
e -3.03e-01 5.03e-02 6.81e-02
t 2.98e-01 7.33e-02 5.44e-02
h -2.15e-01 1.85e-02 2.30e-02
s 2.05e-01 7.21e-02 5.87e-02
k -1.65e-01 4.97e-02 5.86e-02
y 1.31e-01 3.98e-02 3.49e-02
m 1.28e-01 2.41e-02 2.12e-02
q -5.34e-02 3.51e-02 3.70e-02
a -5.02e-02 7.76e-02 8.16e-02
r -1.83e-02 5.01e-02 5.10e-02
f 1.28e-03 4.05e-02 4.04e-02
01 01 D SM aa 1 0.073 d -1.59e+00 1.18e-02 5.82e-02
n -7.48e-01 2.03e-02 4.28e-02
c 5.54e-01 2.49e-02 1.43e-02
i 5.06e-01 9.54e-02 5.75e-02
v 4.48e-01 1.13e-01 7.21e-02
w 4.23e-01 2.11e-02 1.38e-02
y 3.75e-01 5.08e-02 3.49e-02
e -3.10e-01 5.00e-02 6.81e-02
k -2.84e-01 4.41e-02 5.86e-02
f 2.51e-01 5.19e-02 4.04e-02
g -2.49e-01 5.80e-02 7.44e-02
p -1.58e-01 3.92e-02 4.58e-02
t 1.36e-01 6.24e-02 5.45e-02
q 8.75e-02 4.04e-02 3.70e-02
s -8.05e-02 5.43e-02 5.88e-02
m 7.00e-02 2.27e-02 2.12e-02
l -4.81e-02 8.76e-02 9.20e-02
a -3.55e-02 7.87e-02 8.15e-02
r -1.03e-02 5.04e-02 5.09e-02
h 4.69e-03 2.31e-02 2.30e-02
00 00 D SM aa 0 0.044 e -4.98e-01 4.14e-02 6.80e-02
v 4.58e-01 1.14e-01 7.19e-02
g -4.53e-01 4.73e-02 7.44e-02
w 4.44e-01 2.15e-02 1.38e-02
p -4.42e-01 2.96e-02 4.60e-02
i 3.76e-01 8.37e-02 5.74e-02
d -3.15e-01 4.25e-02 5.83e-02
m 2.91e-01 2.84e-02 2.12e-02
f 2.89e-01 5.38e-02 4.03e-02
a -2.73e-01 6.20e-02 8.14e-02
k -2.30e-01 4.67e-02 5.87e-02
y 2.08e-01 4.29e-02 3.49e-02
q -1.51e-01 3.19e-02 3.70e-02
c 1.22e-01 1.61e-02 1.43e-02
h -1.09e-01 2.06e-02 2.30e-02
r 1.06e-01 5.66e-02 5.10e-02
t 9.71e-02 6.02e-02 5.46e-02
l 7.28e-02 9.86e-02 9.17e-02
n -3.72e-02 4.13e-02 4.29e-02
s 3.51e-02 6.13e-02 5.92e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.433
08 -0.433 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.200
10 -0.200 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.161
12 -0.161 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.636
14 -0.636 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.245
16 -0.245 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.019
18 -0.019 1.000
DATA_CLASS 174
CLASS 174 - weight 3563 normalized weight 0.002 relative strength 3.97e-01 *******
class cross entropy w.r.t. global class 1.47e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
04 04 D SM aa 4 3.077 l -8.51e+00 1.86e-05 9.22e-02
a -8.40e+00 1.84e-05 8.17e-02
e -8.04e+00 2.20e-05 6.82e-02
i -7.98e+00 1.96e-05 5.74e-02
v -7.96e+00 2.50e-05 7.20e-02
r -7.88e+00 1.92e-05 5.11e-02
k -7.87e+00 2.24e-05 5.87e-02
t -7.68e+00 2.52e-05 5.43e-02
s -7.41e+00 3.54e-05 5.85e-02
q -7.23e+00 2.68e-05 3.71e-02
n -7.22e+00 3.13e-05 4.28e-02
f -7.15e+00 3.16e-05 4.04e-02
y -7.09e+00 2.90e-05 3.49e-02
m -6.74e+00 2.52e-05 2.13e-02
c -6.22e+00 2.86e-05 1.43e-02
w -5.86e+00 3.95e-05 1.39e-02
g -5.77e+00 2.32e-04 7.45e-02
h -5.76e+00 7.25e-05 2.30e-02
d -5.20e+00 3.20e-04 5.80e-02
p 3.09e+00 9.99e-01 4.56e-02
09 14 R MNcn psi3 1.009 (-8.50e-01 4.00e-01) 4.15e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.009 ( 5.32e+00 4.00e-01) 1.94e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.916 (-5.83e-01 4.00e-01) 3.48e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.916 ( 5.24e+00 4.00e-01) 1.73e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.913 (-5.84e-01 4.00e-01) 3.48e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.913 ( 5.02e+00 4.00e-01) 1.19e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.886 (-5.30e-01 4.00e-01) 3.36e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.886 ( 4.87e+00 4.00e-01) 8.21e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.885 (-5.18e-01 4.00e-01) 3.35e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.885 ( 5.10e+00 4.00e-01) 1.39e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.872 (-5.27e-01 4.00e-01) 3.36e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.872 ( 4.83e+00 4.00e-01) 7.22e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.207 p -2.34e+00 4.40e-03 4.56e-02
g -9.18e-01 2.97e-02 7.45e-02
l 9.06e-01 2.28e-01 9.21e-02
k -7.16e-01 2.86e-02 5.86e-02
d -6.97e-01 2.90e-02 5.82e-02
i 6.67e-01 1.12e-01 5.75e-02
n -6.57e-01 2.22e-02 4.28e-02
r -5.97e-01 2.81e-02 5.10e-02
m 5.86e-01 3.81e-02 2.12e-02
s -5.64e-01 3.34e-02 5.87e-02
q -5.62e-01 2.11e-02 3.70e-02
e -5.51e-01 3.93e-02 6.81e-02
f 4.69e-01 6.46e-02 4.04e-02
v 3.05e-01 9.78e-02 7.21e-02
h -2.93e-01 1.72e-02 2.30e-02
w 2.66e-01 1.81e-02 1.39e-02
t -2.22e-01 4.36e-02 5.44e-02
y 2.15e-01 4.33e-02 3.49e-02
c -9.77e-02 1.30e-02 1.43e-02
a 8.13e-02 8.85e-02 8.16e-02
05 05 D SM aa 5 0.177 p -3.45e+00 1.44e-03 4.56e-02
g -1.09e+00 2.50e-02 7.45e-02
d -8.85e-01 2.39e-02 5.79e-02
l 8.21e-01 2.09e-01 9.21e-02
s -7.47e-01 2.78e-02 5.86e-02
n -6.89e-01 2.15e-02 4.29e-02
f 5.90e-01 7.28e-02 4.04e-02
m 5.46e-01 3.67e-02 2.13e-02
y 4.59e-01 5.53e-02 3.49e-02
e -3.77e-01 4.68e-02 6.82e-02
c -3.03e-01 1.06e-02 1.44e-02
i 2.65e-01 7.48e-02 5.74e-02
h 2.41e-01 2.93e-02 2.30e-02
r -2.34e-01 4.05e-02 5.11e-02
t -1.91e-01 4.48e-02 5.42e-02
q 1.88e-01 4.47e-02 3.71e-02
a 1.36e-01 9.37e-02 8.18e-02
k -1.02e-01 5.31e-02 5.88e-02
v 3.23e-02 7.43e-02 7.19e-02
w -2.30e-02 1.36e-02 1.39e-02
03 03 D SM aa 3 0.153 p -1.50e+00 1.02e-02 4.55e-02
d -1.41e+00 1.42e-02 5.81e-02
n -1.03e+00 1.53e-02 4.28e-02
s -9.80e-01 2.20e-02 5.87e-02
l 7.64e-01 1.98e-01 9.22e-02
c -7.12e-01 7.02e-03 1.43e-02
h -6.25e-01 1.23e-02 2.30e-02
i 5.60e-01 1.01e-01 5.75e-02
m 5.04e-01 3.52e-02 2.12e-02
t -4.24e-01 3.56e-02 5.43e-02
g -3.27e-01 5.37e-02 7.45e-02
a 2.90e-01 1.09e-01 8.17e-02
w 2.87e-01 1.85e-02 1.39e-02
v 1.93e-01 8.74e-02 7.21e-02
e -1.79e-01 5.70e-02 6.82e-02
f 9.63e-02 4.45e-02 4.04e-02
q -9.29e-02 3.38e-02 3.71e-02
k 5.33e-02 6.18e-02 5.86e-02
r -2.55e-02 4.97e-02 5.10e-02
y -2.53e-02 3.41e-02 3.50e-02
00 00 D SM aa 0 0.071 g -7.92e-01 3.37e-02 7.44e-02
v -7.23e-01 3.49e-02 7.19e-02
e 6.30e-01 1.28e-01 6.80e-02
i -5.50e-01 3.31e-02 5.74e-02
f -4.80e-01 2.49e-02 4.03e-02
c -4.54e-01 9.07e-03 1.43e-02
k 3.41e-01 8.26e-02 5.87e-02
h -3.18e-01 1.67e-02 2.30e-02
y -2.84e-01 2.62e-02 3.49e-02
r 2.15e-01 6.32e-02 5.10e-02
q 1.96e-01 4.51e-02 3.70e-02
a 1.94e-01 9.89e-02 8.14e-02
s 1.93e-01 7.18e-02 5.92e-02
l -1.73e-01 7.71e-02 9.17e-02
d 1.48e-01 6.75e-02 5.83e-02
p 1.41e-01 5.29e-02 4.60e-02
w 9.65e-02 1.52e-02 1.38e-02
n 7.46e-02 4.62e-02 4.29e-02
t -5.59e-02 5.16e-02 5.46e-02
m 1.15e-02 2.15e-02 2.12e-02
01 01 D SM aa 1 0.053 p -1.75e+00 8.00e-03 4.58e-02
g -6.97e-01 3.71e-02 7.44e-02
e 3.90e-01 1.01e-01 6.81e-02
c -3.58e-01 1.00e-02 1.43e-02
q 2.77e-01 4.89e-02 3.70e-02
h 2.77e-01 3.03e-02 2.30e-02
a 2.51e-01 1.05e-01 8.15e-02
n -2.37e-01 3.38e-02 4.28e-02
y 2.09e-01 4.30e-02 3.49e-02
f 1.89e-01 4.88e-02 4.04e-02
t -1.44e-01 4.72e-02 5.45e-02
l 1.10e-01 1.03e-01 9.20e-02
i -8.18e-02 5.30e-02 5.75e-02
s -7.85e-02 5.44e-02 5.88e-02
m 6.08e-02 2.25e-02 2.12e-02
v -5.99e-02 6.79e-02 7.21e-02
d 5.66e-02 6.16e-02 5.82e-02
k 5.16e-02 6.17e-02 5.86e-02
w 3.86e-02 1.44e-02 1.38e-02
r -3.01e-02 4.94e-02 5.09e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.198
08 -0.198 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.177
10 0.177 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.351
12 -0.351 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.034
14 -0.034 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.086
16 -0.086 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.369
18 -0.369 1.000
DATA_CLASS 175
CLASS 175 - weight 3554 normalized weight 0.002 relative strength 2.88e-06 *******
class cross entropy w.r.t. global class 1.38e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.894 ( 1.33e+00 4.00e-01) 8.04e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.894 ( 2.38e-01 4.25e-01) 1.35e+00 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 1.147 p -7.23e+00 3.30e-05 4.56e-02
v -4.56e+00 7.52e-04 7.21e-02
i -3.92e+00 1.14e-03 5.75e-02
t -2.39e+00 5.00e-03 5.44e-02
g 2.12e+00 6.21e-01 7.45e-02
l -1.65e+00 1.78e-02 9.21e-02
e -1.31e+00 1.84e-02 6.81e-02
s -1.15e+00 1.85e-02 5.87e-02
m -1.03e+00 7.55e-03 2.12e-02
w -9.98e-01 5.11e-03 1.39e-02
a -9.65e-01 3.11e-02 8.16e-02
q -9.37e-01 1.45e-02 3.70e-02
k -7.46e-01 2.78e-02 5.86e-02
c -7.16e-01 6.99e-03 1.43e-02
n 7.05e-01 8.67e-02 4.28e-02
r -5.74e-01 2.87e-02 5.10e-02
f -5.73e-01 2.28e-02 4.04e-02
y -5.69e-01 1.98e-02 3.49e-02
d -2.97e-01 4.32e-02 5.82e-02
h 2.28e-02 2.35e-02 2.30e-02
10 15 R MNcn phi4 0.697 ( 3.27e+00 1.58e+00) 8.08e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.697 ( 1.76e+00 1.33e+00) 7.12e-01 ( 8.09e-01 1.53e+00)
06 07 R MNcn phi0 0.652 ( 3.38e+00 1.67e+00) 6.95e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.652 ( 1.51e+00 1.43e+00) 4.84e-01 ( 8.22e-01 1.53e+00)
07 09 R MNcn phi1 0.450 ( 4.93e+00 4.00e-01) 9.72e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.450 ( 1.22e+00 1.30e+00) 3.09e-01 ( 8.17e-01 1.53e+00)
04 04 D SM aa 4 0.270 g 1.41e+00 3.05e-01 7.45e-02
l -8.92e-01 3.78e-02 9.22e-02
k -7.30e-01 2.83e-02 5.87e-02
e -5.87e-01 3.79e-02 6.82e-02
c 5.65e-01 2.52e-02 1.43e-02
m -5.49e-01 1.23e-02 2.13e-02
a -4.95e-01 4.98e-02 8.17e-02
r -4.73e-01 3.18e-02 5.11e-02
v -4.42e-01 4.63e-02 7.20e-02
q -3.52e-01 2.61e-02 3.71e-02
n 2.89e-01 5.72e-02 4.28e-02
i -2.85e-01 4.32e-02 5.74e-02
h -2.26e-01 1.84e-02 2.30e-02
f -2.13e-01 3.26e-02 4.04e-02
p -1.95e-01 3.75e-02 4.56e-02
d -1.50e-01 4.99e-02 5.80e-02
w -1.41e-01 1.21e-02 1.39e-02
y 1.02e-01 3.87e-02 3.49e-02
s -8.86e-02 5.36e-02 5.85e-02
t 2.96e-02 5.59e-02 5.43e-02
00 00 D SM aa 0 0.215 g 1.30e+00 2.72e-01 7.44e-02
i -8.06e-01 2.57e-02 5.74e-02
v -6.50e-01 3.75e-02 7.19e-02
t -6.01e-01 2.99e-02 5.46e-02
m -5.80e-01 1.19e-02 2.12e-02
e -4.91e-01 4.16e-02 6.80e-02
l -4.77e-01 5.69e-02 9.17e-02
k -3.69e-01 4.06e-02 5.87e-02
n 3.65e-01 6.17e-02 4.29e-02
c 3.48e-01 2.02e-02 1.43e-02
a -3.34e-01 5.83e-02 8.14e-02
w -2.45e-01 1.08e-02 1.38e-02
s -2.35e-01 4.68e-02 5.92e-02
q -2.18e-01 2.98e-02 3.70e-02
f -1.88e-01 3.34e-02 4.03e-02
y 1.73e-01 4.15e-02 3.49e-02
h 1.72e-01 2.73e-02 2.30e-02
p 1.01e-01 5.09e-02 4.60e-02
d -7.18e-02 5.42e-02 5.83e-02
r -4.74e-02 4.86e-02 5.10e-02
09 14 R MNcn psi3 0.196 ( 1.28e+00 1.46e+00) 3.24e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.196 ( 4.60e+00 4.97e-01) 1.04e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.149 g -1.30e+00 2.02e-02 7.44e-02
p 9.88e-01 1.23e-01 4.58e-02
i -8.09e-01 2.56e-02 5.75e-02
v -6.49e-01 3.77e-02 7.21e-02
d 6.44e-01 1.11e-01 5.82e-02
w -5.87e-01 7.69e-03 1.38e-02
t 5.14e-01 9.12e-02 5.45e-02
n 4.48e-01 6.70e-02 4.28e-02
l -4.35e-01 5.95e-02 9.20e-02
s 3.30e-01 8.19e-02 5.88e-02
f -3.30e-01 2.90e-02 4.04e-02
c 3.17e-01 1.97e-02 1.43e-02
a -3.07e-01 6.00e-02 8.15e-02
y -2.92e-01 2.61e-02 3.49e-02
h -2.47e-01 1.79e-02 2.30e-02
e -1.17e-01 6.06e-02 6.81e-02
k -8.58e-02 5.38e-02 5.86e-02
m -6.17e-02 1.99e-02 2.12e-02
q -4.55e-02 3.54e-02 3.70e-02
r 3.98e-02 5.30e-02 5.09e-02
03 03 D SM aa 3 0.083 p -2.28e+00 4.66e-03 4.55e-02
g -8.64e-01 3.14e-02 7.45e-02
c 4.98e-01 2.35e-02 1.43e-02
s 4.80e-01 9.48e-02 5.87e-02
d -4.53e-01 3.69e-02 5.81e-02
n -4.16e-01 2.82e-02 4.28e-02
q 3.60e-01 5.31e-02 3.71e-02
k 3.36e-01 8.20e-02 5.86e-02
t 3.28e-01 7.54e-02 5.43e-02
e -2.89e-01 5.11e-02 6.82e-02
m 2.53e-01 2.74e-02 2.12e-02
y 2.22e-01 4.36e-02 3.50e-02
r 1.67e-01 6.03e-02 5.10e-02
h 1.51e-01 2.68e-02 2.30e-02
i -1.43e-01 4.99e-02 5.75e-02
w -1.22e-01 1.23e-02 1.39e-02
f 1.08e-01 4.50e-02 4.04e-02
v 9.10e-02 7.89e-02 7.21e-02
l 2.59e-02 9.46e-02 9.22e-02
a -2.09e-02 8.00e-02 8.17e-02
11 18 R MNcn psi5 0.074 ( 1.38e+00 1.53e+00) 3.74e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.074 ( 4.21e+00 1.18e+00) 2.79e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.048 g 5.56e-01 1.30e-01 7.45e-02
k 5.18e-01 9.87e-02 5.88e-02
l -4.50e-01 5.88e-02 9.21e-02
e -3.74e-01 4.69e-02 6.82e-02
r -3.06e-01 3.77e-02 5.11e-02
d 2.74e-01 7.62e-02 5.79e-02
q -2.40e-01 2.92e-02 3.71e-02
v -1.96e-01 5.91e-02 7.19e-02
a -1.78e-01 6.85e-02 8.18e-02
w 1.61e-01 1.63e-02 1.39e-02
c -1.37e-01 1.25e-02 1.44e-02
f -1.36e-01 3.52e-02 4.04e-02
n -1.21e-01 3.80e-02 4.29e-02
p -1.18e-01 4.05e-02 4.56e-02
y 1.16e-01 3.92e-02 3.49e-02
i -9.80e-02 5.20e-02 5.74e-02
s 6.29e-02 6.24e-02 5.86e-02
m 3.92e-02 2.21e-02 2.13e-02
h -1.22e-02 2.28e-02 2.30e-02
t -5.38e-03 5.40e-02 5.42e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.169
08 0.169 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.514
10 0.514 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.680
12 -0.680 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.116
14 -0.116 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.218
16 0.218 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.175
18 -0.175 1.000
DATA_CLASS 176
CLASS 176 - weight 3499 normalized weight 0.002 relative strength 4.60e-03 *******
class cross entropy w.r.t. global class 1.66e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.867 ( 1.36e+00 4.00e-01) 7.96e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.867 ( 1.49e-01 4.22e-01) 1.57e+00 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 1.309 p -7.38e+00 2.83e-05 4.55e-02
v -5.08e+00 4.50e-04 7.21e-02
i -4.72e+00 5.15e-04 5.75e-02
l -2.49e+00 7.63e-03 9.22e-02
t -2.18e+00 6.16e-03 5.43e-02
g 2.16e+00 6.46e-01 7.45e-02
c -1.75e+00 2.50e-03 1.43e-02
a -1.74e+00 1.44e-02 8.17e-02
w -1.63e+00 2.71e-03 1.39e-02
m -1.43e+00 5.10e-03 2.12e-02
e -1.21e+00 2.03e-02 6.82e-02
s -1.20e+00 1.77e-02 5.87e-02
r -1.18e+00 1.57e-02 5.10e-02
k -1.17e+00 1.82e-02 5.86e-02
y -1.04e+00 1.24e-02 3.50e-02
f -9.98e-01 1.49e-02 4.04e-02
q -9.94e-01 1.37e-02 3.71e-02
n 9.69e-01 1.13e-01 4.28e-02
h -2.83e-01 1.73e-02 2.30e-02
d 2.08e-01 7.15e-02 5.81e-02
08 12 R MNcn psi2 1.176 ( 2.37e+00 4.00e-01) 3.89e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.176 ( 5.14e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.975 ( 2.49e+00 4.00e-01) 4.21e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.975 ( 4.64e+00 4.57e-01) 2.03e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.838 (-3.34e-01 4.00e-01) 2.89e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.838 ( 4.86e+00 4.00e-01) 7.83e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.294 ( 1.79e+00 1.26e+00) 7.76e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.294 ( 4.57e+00 5.05e-01) 6.01e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.269 g -1.88e+00 1.14e-02 7.45e-02
p 1.49e+00 2.02e-01 4.56e-02
c -9.89e-01 5.32e-03 1.43e-02
m -8.62e-01 8.95e-03 2.12e-02
f -8.51e-01 1.73e-02 4.04e-02
w -7.40e-01 6.62e-03 1.39e-02
l -7.33e-01 4.43e-02 9.21e-02
i -6.17e-01 3.11e-02 5.75e-02
k 6.16e-01 1.08e-01 5.86e-02
v -5.62e-01 4.11e-02 7.21e-02
t -4.54e-01 3.45e-02 5.44e-02
e 4.28e-01 1.04e-01 6.81e-02
y -3.28e-01 2.52e-02 3.49e-02
r 1.43e-01 5.88e-02 5.10e-02
n -1.27e-01 3.77e-02 4.28e-02
q 8.59e-02 4.04e-02 3.70e-02
s -8.49e-02 5.39e-02 5.87e-02
h -6.88e-02 2.15e-02 2.30e-02
a 5.16e-02 8.59e-02 8.16e-02
d 4.33e-02 6.08e-02 5.82e-02
07 10 R MNcn psi1 0.184 ( 1.29e+00 1.26e+00) 3.75e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.184 ( 4.45e+00 5.23e-01) 1.78e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.132 p -3.86e+00 9.68e-04 4.58e-02
d -9.25e-01 2.31e-02 5.82e-02
f 7.06e-01 8.19e-02 4.04e-02
g -6.72e-01 3.80e-02 7.44e-02
l 6.08e-01 1.69e-01 9.20e-02
y 5.41e-01 6.00e-02 3.49e-02
c 4.64e-01 2.28e-02 1.43e-02
m 3.79e-01 3.10e-02 2.12e-02
s -3.62e-01 4.10e-02 5.88e-02
h 3.20e-01 3.16e-02 2.30e-02
n -3.20e-01 3.11e-02 4.28e-02
k -2.77e-01 4.44e-02 5.86e-02
e -2.20e-01 5.46e-02 6.81e-02
w 1.93e-01 1.68e-02 1.38e-02
i 1.72e-01 6.84e-02 5.75e-02
r -1.63e-01 4.33e-02 5.09e-02
a -1.44e-01 7.06e-02 8.15e-02
t 9.08e-02 5.97e-02 5.45e-02
q -8.14e-02 3.41e-02 3.70e-02
v 7.83e-02 7.79e-02 7.21e-02
05 05 D SM aa 5 0.111 g -1.06e+00 2.58e-02 7.45e-02
p 9.13e-01 1.14e-01 4.56e-02
c -7.32e-01 6.90e-03 1.44e-02
l -7.29e-01 4.44e-02 9.21e-02
m -6.39e-01 1.12e-02 2.13e-02
t 5.67e-01 9.56e-02 5.42e-02
a -4.89e-01 5.01e-02 8.18e-02
k 3.73e-01 8.54e-02 5.88e-02
f -3.22e-01 2.92e-02 4.04e-02
s 2.46e-01 7.49e-02 5.86e-02
i -2.44e-01 4.49e-02 5.74e-02
d 2.39e-01 7.36e-02 5.79e-02
q -2.27e-01 2.95e-02 3.71e-02
w 1.24e-01 1.57e-02 1.39e-02
n 7.77e-02 4.63e-02 4.29e-02
e -6.37e-02 6.40e-02 6.82e-02
r 6.34e-02 5.45e-02 5.11e-02
y 5.57e-02 3.69e-02 3.49e-02
v 3.16e-02 7.42e-02 7.19e-02
h -1.07e-02 2.28e-02 2.30e-02
04 04 D SM aa 4 0.081 p -1.03e+00 1.63e-02 4.56e-02
n -6.90e-01 2.15e-02 4.28e-02
d -6.87e-01 2.92e-02 5.80e-02
k 5.67e-01 1.03e-01 5.87e-02
g -5.25e-01 4.41e-02 7.45e-02
v 5.09e-01 1.20e-01 7.20e-02
e -5.08e-01 4.11e-02 6.82e-02
c 5.04e-01 2.38e-02 1.43e-02
q 3.70e-01 5.36e-02 3.71e-02
w -3.47e-01 9.82e-03 1.39e-02
t 2.99e-01 7.32e-02 5.43e-02
y -2.85e-01 2.63e-02 3.49e-02
r 1.49e-01 5.93e-02 5.11e-02
s 1.12e-01 6.55e-02 5.85e-02
f -1.12e-01 3.61e-02 4.04e-02
h 1.05e-01 2.56e-02 2.30e-02
m -7.72e-02 1.97e-02 2.13e-02
a -4.63e-02 7.80e-02 8.17e-02
i 3.39e-02 5.94e-02 5.74e-02
l 2.39e-02 9.44e-02 9.22e-02
00 00 D SM aa 0 0.029 g -7.74e-01 3.43e-02 7.44e-02
v -2.95e-01 5.36e-02 7.19e-02
h 2.92e-01 3.07e-02 2.30e-02
k 2.67e-01 7.67e-02 5.87e-02
f -2.51e-01 3.14e-02 4.03e-02
c -2.37e-01 1.13e-02 1.43e-02
s 2.36e-01 7.49e-02 5.92e-02
i -1.99e-01 4.71e-02 5.74e-02
p 1.88e-01 5.55e-02 4.60e-02
t 1.82e-01 6.55e-02 5.46e-02
r 1.69e-01 6.04e-02 5.10e-02
q 1.57e-01 4.33e-02 3.70e-02
a 1.34e-01 9.31e-02 8.14e-02
n -8.53e-02 3.94e-02 4.29e-02
d -5.34e-02 5.52e-02 5.83e-02
w -5.01e-02 1.31e-02 1.38e-02
y -4.91e-02 3.32e-02 3.49e-02
e 1.59e-02 6.91e-02 6.80e-02
l -7.04e-03 9.11e-02 9.17e-02
m -1.51e-03 2.12e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.351
08 -0.351 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.280
10 -0.280 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.250
12 -0.250 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.648
14 -0.648 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.048
16 -0.048 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.293
18 -0.293 1.000
DATA_CLASS 177
CLASS 177 - weight 3495 normalized weight 0.002 relative strength 1.53e-02 *******
class cross entropy w.r.t. global class 2.44e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 4.276 ( 9.53e-01 4.00e-01) 8.97e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 4.276 ( 6.97e-01 4.00e-01) 2.82e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 3.901 ( 1.32e+00 4.00e-01) 8.06e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.901 ( 1.06e-01 4.00e-01) 1.76e+00 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 1.444 p -8.07e+00 1.43e-05 4.56e-02
i -5.79e+00 1.75e-04 5.74e-02
v -3.71e+00 1.75e-03 7.19e-02
l -3.12e+00 4.07e-03 9.21e-02
t -2.46e+00 4.64e-03 5.42e-02
g 2.25e+00 7.08e-01 7.45e-02
w -2.18e+00 1.57e-03 1.39e-02
a -2.10e+00 1.01e-02 8.18e-02
c -1.75e+00 2.51e-03 1.44e-02
m -1.70e+00 3.87e-03 2.13e-02
y -1.66e+00 6.65e-03 3.49e-02
f -1.40e+00 9.96e-03 4.04e-02
e -1.22e+00 2.01e-02 6.82e-02
r -1.22e+00 1.51e-02 5.11e-02
q -9.41e-01 1.45e-02 3.71e-02
k -9.24e-01 2.33e-02 5.88e-02
h -8.66e-01 9.69e-03 2.30e-02
s -8.07e-01 2.61e-02 5.86e-02
n 6.29e-01 8.04e-02 4.29e-02
d -6.55e-03 5.76e-02 5.79e-02
08 12 R MNcn psi2 0.927 ( 2.36e+00 4.00e-01) 3.86e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.927 ( 4.31e+00 4.00e-01) 5.91e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.781 ( 2.21e+00 4.00e-01) 3.49e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.781 ( 4.11e+00 5.19e-01) 8.38e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.682 p -8.07e+00 1.43e-05 4.56e-02
i -3.97e+00 1.09e-03 5.74e-02
t -3.16e+00 2.30e-03 5.43e-02
v -2.97e+00 3.70e-03 7.20e-02
n 1.85e+00 2.73e-01 4.28e-02
l -1.51e+00 2.03e-02 9.22e-02
d 1.29e+00 2.10e-01 5.80e-02
w -1.09e+00 4.66e-03 1.39e-02
m -8.25e-01 9.32e-03 2.13e-02
f -7.13e-01 1.98e-02 4.04e-02
c -6.85e-01 7.24e-03 1.43e-02
a -6.21e-01 4.39e-02 8.17e-02
s -5.06e-01 3.53e-02 5.85e-02
y -4.33e-01 2.27e-02 3.49e-02
g 4.32e-01 1.15e-01 7.45e-02
h 3.53e-01 3.28e-02 2.30e-02
k -1.53e-01 5.04e-02 5.87e-02
r -1.10e-01 4.57e-02 5.11e-02
q -6.08e-02 3.49e-02 3.71e-02
e -1.68e-03 6.81e-02 6.82e-02
07 10 R MNcn psi1 0.537 ( 2.29e+00 8.15e-01) 1.81e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.537 ( 4.22e+00 4.98e-01) 6.47e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.502 ( 2.22e+00 8.15e-01) 1.71e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.502 ( 4.32e+00 5.03e-01) 4.35e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.157 g -1.71e+00 1.34e-02 7.45e-02
n -9.03e-01 1.74e-02 4.28e-02
y 7.88e-01 7.68e-02 3.50e-02
t -7.31e-01 2.62e-02 5.43e-02
v 6.77e-01 1.42e-01 7.21e-02
i 6.63e-01 1.12e-01 5.75e-02
d -5.36e-01 3.40e-02 5.81e-02
a -5.13e-01 4.89e-02 8.17e-02
p -4.98e-01 2.77e-02 4.55e-02
h 4.70e-01 3.68e-02 2.30e-02
f 3.90e-01 5.97e-02 4.04e-02
k 3.54e-01 8.35e-02 5.86e-02
w 3.20e-01 1.91e-02 1.39e-02
s -2.85e-01 4.41e-02 5.87e-02
m -2.47e-01 1.66e-02 2.12e-02
q -2.08e-01 3.01e-02 3.71e-02
l -1.87e-01 7.64e-02 9.22e-02
c 6.92e-02 1.53e-02 1.43e-02
e 2.14e-02 6.97e-02 6.82e-02
r -2.41e-03 5.09e-02 5.10e-02
01 01 D SM aa 1 0.103 d -8.48e-01 2.49e-02 5.82e-02
n -7.91e-01 1.94e-02 4.28e-02
v 7.33e-01 1.50e-01 7.21e-02
q -5.88e-01 2.06e-02 3.70e-02
w 4.85e-01 2.25e-02 1.38e-02
k -4.83e-01 3.62e-02 5.86e-02
i 4.72e-01 9.23e-02 5.75e-02
y 4.64e-01 5.55e-02 3.49e-02
s -4.51e-01 3.75e-02 5.88e-02
p -4.14e-01 3.03e-02 4.58e-02
f 3.97e-01 6.01e-02 4.04e-02
g -3.68e-01 5.15e-02 7.44e-02
l 3.03e-01 1.24e-01 9.20e-02
e -2.66e-01 5.22e-02 6.81e-02
a -2.58e-01 6.30e-02 8.15e-02
h -1.53e-01 1.97e-02 2.30e-02
m -1.45e-01 1.83e-02 2.12e-02
c 7.06e-02 1.54e-02 1.43e-02
t 4.09e-02 5.68e-02 5.45e-02
r -3.08e-02 4.94e-02 5.09e-02
02 02 D SM aa 2 0.075 g -7.90e-01 3.38e-02 7.45e-02
a -7.59e-01 3.82e-02 8.16e-02
p -7.47e-01 2.16e-02 4.56e-02
d -6.16e-01 3.14e-02 5.82e-02
y 4.95e-01 5.73e-02 3.49e-02
t 4.16e-01 8.25e-02 5.44e-02
c 3.89e-01 2.11e-02 1.43e-02
v 3.57e-01 1.03e-01 7.21e-02
e 3.48e-01 9.64e-02 6.81e-02
i 2.88e-01 7.68e-02 5.75e-02
f 2.75e-01 5.32e-02 4.04e-02
w 2.18e-01 1.72e-02 1.39e-02
r -1.63e-01 4.33e-02 5.10e-02
q -1.63e-01 3.15e-02 3.70e-02
m 1.10e-01 2.37e-02 2.12e-02
k -1.08e-01 5.26e-02 5.86e-02
n -9.81e-02 3.88e-02 4.28e-02
s 3.29e-02 6.07e-02 5.87e-02
h -2.57e-02 2.24e-02 2.30e-02
l 2.50e-02 9.44e-02 9.21e-02
00 00 D SM aa 0 0.064 d -9.07e-01 2.35e-02 5.83e-02
w 5.40e-01 2.37e-02 1.38e-02
g -5.16e-01 4.44e-02 7.44e-02
i 4.56e-01 9.06e-02 5.74e-02
v 4.43e-01 1.12e-01 7.19e-02
n -4.38e-01 2.77e-02 4.29e-02
t 4.34e-01 8.42e-02 5.46e-02
y 4.25e-01 5.33e-02 3.49e-02
k -3.07e-01 4.32e-02 5.87e-02
a -2.70e-01 6.21e-02 8.14e-02
r -2.26e-01 4.07e-02 5.10e-02
c 2.09e-01 1.76e-02 1.43e-02
e -2.07e-01 5.53e-02 6.80e-02
f 1.60e-01 4.73e-02 4.03e-02
m -1.28e-01 1.87e-02 2.12e-02
p -1.14e-01 4.10e-02 4.60e-02
s 5.59e-02 6.26e-02 5.92e-02
h 1.43e-02 2.33e-02 2.30e-02
q 7.78e-03 3.73e-02 3.70e-02
l -2.87e-03 9.15e-02 9.17e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.302
08 -0.302 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.359
10 -0.359 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.138
12 -0.138 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.038
14 0.038 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.202
16 -0.202 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.409
18 -0.409 1.000
DATA_CLASS 178
CLASS 178 - weight 3468 normalized weight 0.002 relative strength 8.73e-03 *******
class cross entropy w.r.t. global class 1.08e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.907 (-4.81e-01 4.00e-01) 3.22e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.907 ( 5.14e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.896 (-3.87e-01 4.36e-01) 2.75e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.896 ( 4.97e+00 4.00e-01) 1.05e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.869 (-3.37e-01 4.00e-01) 2.88e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.869 ( 5.11e+00 4.00e-01) 1.41e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.804 (-1.00e-01 4.01e-01) 2.28e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.804 ( 4.74e+00 4.00e-01) 4.92e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.599 ( 2.22e+00 5.94e-01) 2.35e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.599 ( 4.56e+00 5.80e-01) 3.59e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.467 p -3.15e+00 1.94e-03 4.55e-02
i -1.86e+00 8.91e-03 5.75e-02
v -1.55e+00 1.53e-02 7.21e-02
d 1.37e+00 2.30e-01 5.81e-02
n 1.22e+00 1.46e-01 4.28e-02
l -1.12e+00 3.00e-02 9.22e-02
s 9.19e-01 1.47e-01 5.87e-02
c 8.62e-01 3.39e-02 1.43e-02
h 7.85e-01 5.05e-02 2.30e-02
m -7.50e-01 1.00e-02 2.12e-02
a -6.92e-01 4.09e-02 8.17e-02
r -5.91e-01 2.83e-02 5.10e-02
w -5.43e-01 8.07e-03 1.39e-02
g -4.98e-01 4.53e-02 7.45e-02
f -4.90e-01 2.47e-02 4.04e-02
e -4.80e-01 4.22e-02 6.82e-02
k -4.72e-01 3.65e-02 5.86e-02
q -4.05e-01 2.47e-02 3.71e-02
t -2.54e-01 4.21e-02 5.43e-02
y -1.84e-02 3.43e-02 3.50e-02
09 14 R MNcn psi3 0.454 ( 1.90e+00 8.47e-01) 1.28e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.454 ( 4.57e+00 5.36e-01) 4.80e-02 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.408 i -1.73e+00 1.01e-02 5.74e-02
v -1.43e+00 1.73e-02 7.19e-02
d 1.40e+00 2.37e-01 5.83e-02
l -1.29e+00 2.53e-02 9.17e-02
n 1.13e+00 1.33e-01 4.29e-02
m -1.08e+00 7.24e-03 2.12e-02
w -8.01e-01 6.19e-03 1.38e-02
s 7.97e-01 1.31e-01 5.92e-02
k -7.87e-01 2.67e-02 5.87e-02
f -7.27e-01 1.95e-02 4.03e-02
e -6.79e-01 3.45e-02 6.80e-02
a -6.00e-01 4.47e-02 8.14e-02
h 5.29e-01 3.90e-02 2.30e-02
r -5.29e-01 3.00e-02 5.10e-02
q -5.28e-01 2.19e-02 3.70e-02
c 3.77e-01 2.08e-02 1.43e-02
g -3.24e-01 5.38e-02 7.44e-02
p 3.08e-01 6.26e-02 4.60e-02
y -2.98e-01 2.59e-02 3.49e-02
t -2.04e-02 5.35e-02 5.46e-02
04 04 D SM aa 4 0.307 p 1.77e+00 2.67e-01 4.56e-02
g -8.58e-01 3.16e-02 7.45e-02
c -8.31e-01 6.25e-03 1.43e-02
n -7.38e-01 2.05e-02 4.28e-02
i -5.36e-01 3.36e-02 5.74e-02
h -5.07e-01 1.39e-02 2.30e-02
v -4.65e-01 4.52e-02 7.20e-02
m -4.45e-01 1.36e-02 2.13e-02
l -4.13e-01 6.10e-02 9.22e-02
f -3.92e-01 2.73e-02 4.04e-02
d -2.92e-01 4.33e-02 5.80e-02
w 2.79e-01 1.84e-02 1.39e-02
a -2.55e-01 6.34e-02 8.17e-02
t -1.26e-01 4.78e-02 5.43e-02
y -1.22e-01 3.09e-02 3.49e-02
e 1.11e-01 7.62e-02 6.82e-02
s -9.07e-02 5.35e-02 5.85e-02
q -8.18e-02 3.41e-02 3.71e-02
k 8.09e-02 6.36e-02 5.87e-02
r -4.96e-02 4.86e-02 5.11e-02
01 01 D SM aa 1 0.242 p 1.63e+00 2.33e-01 4.58e-02
g -9.41e-01 2.90e-02 7.44e-02
n -7.24e-01 2.08e-02 4.28e-02
w 6.03e-01 2.53e-02 1.38e-02
c -4.77e-01 8.89e-03 1.43e-02
y -4.76e-01 2.17e-02 3.49e-02
q -4.45e-01 2.37e-02 3.70e-02
h -4.12e-01 1.52e-02 2.30e-02
i -3.35e-01 4.12e-02 5.75e-02
f -3.28e-01 2.91e-02 4.04e-02
v -2.63e-01 5.54e-02 7.21e-02
l -2.51e-01 7.16e-02 9.20e-02
d -2.36e-01 4.59e-02 5.82e-02
r -2.07e-01 4.14e-02 5.09e-02
m -1.29e-01 1.86e-02 2.12e-02
k -1.06e-01 5.27e-02 5.86e-02
s 8.81e-02 6.43e-02 5.88e-02
a -3.62e-02 7.86e-02 8.15e-02
e 5.06e-03 6.84e-02 6.81e-02
t 2.46e-03 5.46e-02 5.45e-02
02 02 D SM aa 2 0.241 p -2.64e+00 3.25e-03 4.56e-02
v -1.64e+00 1.39e-02 7.21e-02
i -1.51e+00 1.27e-02 5.75e-02
d 9.33e-01 1.48e-01 5.82e-02
n 9.17e-01 1.07e-01 4.28e-02
l -8.50e-01 3.94e-02 9.21e-02
c -8.28e-01 6.25e-03 1.43e-02
s 6.10e-01 1.08e-01 5.87e-02
m -6.04e-01 1.16e-02 2.12e-02
t 4.84e-01 8.83e-02 5.44e-02
g -4.31e-01 4.84e-02 7.45e-02
w 3.86e-01 2.04e-02 1.39e-02
f -3.54e-01 2.84e-02 4.04e-02
h 2.88e-01 3.07e-02 2.30e-02
a -2.31e-01 6.48e-02 8.16e-02
e 1.84e-01 8.19e-02 6.81e-02
y -1.28e-01 3.07e-02 3.49e-02
q 1.23e-01 4.19e-02 3.70e-02
k 5.10e-02 6.16e-02 5.86e-02
r 3.32e-02 5.27e-02 5.10e-02
05 05 D SM aa 5 0.068 p -8.25e-01 2.00e-02 4.56e-02
i -6.45e-01 3.01e-02 5.74e-02
c -5.77e-01 8.06e-03 1.44e-02
w 5.71e-01 2.46e-02 1.39e-02
n 5.09e-01 7.13e-02 4.29e-02
d 4.61e-01 9.19e-02 5.79e-02
v -4.53e-01 4.57e-02 7.19e-02
e 4.44e-01 1.06e-01 6.82e-02
l -3.72e-01 6.35e-02 9.21e-02
g -3.16e-01 5.43e-02 7.45e-02
m -3.02e-01 1.57e-02 2.13e-02
h 2.54e-01 2.97e-02 2.30e-02
k -2.44e-01 4.60e-02 5.88e-02
s 2.33e-01 7.39e-02 5.86e-02
t 1.79e-01 6.49e-02 5.42e-02
y 1.62e-01 4.11e-02 3.49e-02
q 9.44e-02 4.07e-02 3.71e-02
f -9.10e-02 3.68e-02 4.04e-02
r 5.15e-02 5.38e-02 5.11e-02
a -5.06e-03 8.14e-02 8.18e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.088
08 0.088 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.386
10 -0.386 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.456
12 -0.456 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.385
14 0.385 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.397
16 -0.397 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.618
18 -0.618 1.000
DATA_CLASS 179
CLASS 179 - weight 3432 normalized weight 0.002 relative strength 4.15e-02 *******
class cross entropy w.r.t. global class 2.53e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 4.263 ( 9.61e-01 4.00e-01) 8.95e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 4.263 ( 6.92e-01 4.00e-01) 2.96e-01 ( 8.11e-01 1.53e+00)
10 15 R MNcn phi4 3.864 ( 1.35e+00 4.00e-01) 7.99e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.864 ( 8.00e-02 4.00e-01) 1.82e+00 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 1.524 i -8.28e+00 1.46e-05 5.74e-02
p -8.05e+00 1.46e-05 4.56e-02
v -3.91e+00 1.44e-03 7.20e-02
l -2.99e+00 4.64e-03 9.22e-02
w -2.62e+00 1.01e-03 1.39e-02
t -2.54e+00 4.29e-03 5.43e-02
a -2.32e+00 8.01e-03 8.17e-02
g 2.29e+00 7.37e-01 7.45e-02
m -1.77e+00 3.62e-03 2.13e-02
f -1.63e+00 7.87e-03 4.04e-02
y -1.63e+00 6.88e-03 3.49e-02
c -1.62e+00 2.83e-03 1.43e-02
e -1.34e+00 1.78e-02 6.82e-02
r -1.20e+00 1.54e-02 5.11e-02
k -1.06e+00 2.03e-02 5.87e-02
q -9.55e-01 1.43e-02 3.71e-02
h -9.24e-01 9.14e-03 2.30e-02
s -8.52e-01 2.50e-02 5.85e-02
n 5.38e-01 7.34e-02 4.28e-02
d -2.10e-01 4.70e-02 5.80e-02
11 18 R MNcn psi5 0.975 ( 2.46e+00 4.00e-01) 4.13e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.975 ( 4.37e+00 4.00e-01) 4.28e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.926 ( 2.37e+00 4.00e-01) 3.87e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.926 ( 4.30e+00 4.02e-01) 6.01e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.765 ( 2.18e+00 4.00e-01) 3.42e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.765 ( 4.09e+00 5.33e-01) 8.44e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.697 p -8.05e+00 1.46e-05 4.55e-02
i -3.96e+00 1.10e-03 5.75e-02
t -3.55e+00 1.56e-03 5.43e-02
v -3.19e+00 2.96e-03 7.21e-02
n 1.86e+00 2.76e-01 4.28e-02
l -1.55e+00 1.97e-02 9.22e-02
d 1.27e+00 2.06e-01 5.81e-02
w -1.17e+00 4.29e-03 1.39e-02
m -8.08e-01 9.46e-03 2.12e-02
f -7.30e-01 1.95e-02 4.04e-02
c -7.14e-01 7.01e-03 1.43e-02
a -6.37e-01 4.32e-02 8.17e-02
g 5.42e-01 1.28e-01 7.45e-02
y -5.00e-01 2.12e-02 3.50e-02
s -4.96e-01 3.57e-02 5.87e-02
h 2.78e-01 3.04e-02 2.30e-02
r -2.04e-01 4.16e-02 5.10e-02
k -1.08e-01 5.26e-02 5.86e-02
e -7.42e-02 6.33e-02 6.82e-02
q -3.79e-02 3.57e-02 3.71e-02
06 08 R MNcn psi0 0.458 ( 2.22e+00 9.18e-01) 1.52e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.458 ( 4.24e+00 5.21e-01) 5.80e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.257 p -3.98e+00 8.52e-04 4.56e-02
g -1.59e+00 1.51e-02 7.45e-02
k 1.15e+00 1.85e-01 5.88e-02
d -1.01e+00 2.12e-02 5.79e-02
q 8.67e-01 8.82e-02 3.71e-02
f -6.30e-01 2.15e-02 4.04e-02
w -6.03e-01 7.60e-03 1.39e-02
r 5.90e-01 9.22e-02 5.11e-02
c -5.41e-01 8.36e-03 1.44e-02
l -5.01e-01 5.59e-02 9.21e-02
a -5.00e-01 4.96e-02 8.18e-02
n -3.82e-01 2.92e-02 4.29e-02
v 3.53e-01 1.02e-01 7.19e-02
e 3.22e-01 9.41e-02 6.82e-02
s -3.21e-01 4.25e-02 5.86e-02
h 2.38e-01 2.92e-02 2.30e-02
m -2.11e-01 1.72e-02 2.13e-02
y -1.75e-01 2.93e-02 3.49e-02
t -4.04e-02 5.21e-02 5.42e-02
i 2.15e-02 5.86e-02 5.74e-02
02 02 D SM aa 2 0.159 g -1.51e+00 1.65e-02 7.45e-02
n -9.16e-01 1.71e-02 4.28e-02
y 8.07e-01 7.83e-02 3.49e-02
t -7.42e-01 2.59e-02 5.44e-02
v 6.82e-01 1.43e-01 7.21e-02
a -6.61e-01 4.21e-02 8.16e-02
i 6.48e-01 1.10e-01 5.75e-02
h 5.31e-01 3.91e-02 2.30e-02
d -5.14e-01 3.48e-02 5.82e-02
p -3.91e-01 3.09e-02 4.56e-02
k 3.88e-01 8.63e-02 5.86e-02
f 3.87e-01 5.95e-02 4.04e-02
w 3.31e-01 1.93e-02 1.39e-02
m -3.25e-01 1.53e-02 2.12e-02
s -2.68e-01 4.49e-02 5.87e-02
q -2.45e-01 2.90e-02 3.70e-02
l -2.43e-01 7.22e-02 9.21e-02
c 7.40e-02 1.54e-02 1.43e-02
r 1.46e-02 5.17e-02 5.10e-02
e 1.36e-02 6.91e-02 6.81e-02
00 00 D SM aa 0 0.099 d -8.52e-01 2.49e-02 5.83e-02
v 7.15e-01 1.47e-01 7.19e-02
n -6.89e-01 2.15e-02 4.29e-02
p -5.42e-01 2.68e-02 4.60e-02
q -5.36e-01 2.17e-02 3.70e-02
w 5.12e-01 2.30e-02 1.38e-02
k -5.00e-01 3.56e-02 5.87e-02
i 4.51e-01 9.02e-02 5.74e-02
s -4.39e-01 3.81e-02 5.92e-02
y 4.36e-01 5.39e-02 3.49e-02
f 3.86e-01 5.93e-02 4.03e-02
g -3.32e-01 5.34e-02 7.44e-02
l 3.15e-01 1.26e-01 9.17e-02
e -3.13e-01 4.98e-02 6.80e-02
a -2.04e-01 6.64e-02 8.14e-02
m -1.36e-01 1.85e-02 2.12e-02
c 1.29e-01 1.63e-02 1.43e-02
h -1.19e-01 2.04e-02 2.30e-02
t 3.87e-02 5.67e-02 5.46e-02
r -2.29e-03 5.08e-02 5.10e-02
01 01 D SM aa 1 0.070 g -8.35e-01 3.23e-02 7.44e-02
p -8.16e-01 2.03e-02 4.58e-02
a -6.05e-01 4.45e-02 8.15e-02
d -5.53e-01 3.35e-02 5.82e-02
y 4.99e-01 5.75e-02 3.49e-02
t 3.82e-01 7.99e-02 5.45e-02
c 3.82e-01 2.10e-02 1.43e-02
e 3.68e-01 9.84e-02 6.81e-02
v 3.52e-01 1.02e-01 7.21e-02
f 2.95e-01 5.42e-02 4.04e-02
w 2.68e-01 1.81e-02 1.38e-02
i 1.88e-01 6.94e-02 5.75e-02
m 1.62e-01 2.49e-02 2.12e-02
n -1.27e-01 3.77e-02 4.28e-02
r -9.19e-02 4.65e-02 5.09e-02
k -7.24e-02 5.45e-02 5.86e-02
q -4.03e-02 3.56e-02 3.70e-02
h -4.03e-02 2.21e-02 2.30e-02
s -3.44e-02 5.69e-02 5.88e-02
l -1.65e-02 9.05e-02 9.20e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.377
08 -0.377 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.137
10 -0.137 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.009
12 0.009 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.198
14 -0.198 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.403
16 -0.403 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.197
18 -0.197 1.000
DATA_CLASS 180
CLASS 180 - weight 3372 normalized weight 0.002 relative strength 6.07e-05 *******
class cross entropy w.r.t. global class 1.05e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 1.652 ( 2.23e+00 1.38e+00) 1.68e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 1.652 ( 1.36e+00 1.41e+00) 3.83e-01 ( 8.22e-01 1.53e+00)
08 12 R MNcn psi2 0.884 (-2.95e-01 4.03e-01) 2.75e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.884 ( 4.83e+00 4.00e-01) 7.22e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.874 ( 2.47e+00 4.00e-01) 4.14e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.874 ( 4.56e+00 5.59e-01) 2.53e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.873 ( 2.46e+00 4.00e-01) 4.13e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.873 ( 4.59e+00 5.69e-01) 7.54e-02 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.702 p -3.71e+00 1.13e-03 4.60e-02
v -2.38e+00 6.64e-03 7.19e-02
i -2.36e+00 5.42e-03 5.74e-02
g 1.83e+00 4.62e-01 7.44e-02
l -1.21e+00 2.74e-02 9.17e-02
m -9.93e-01 7.87e-03 2.12e-02
t -9.34e-01 2.15e-02 5.46e-02
a -9.20e-01 3.24e-02 8.14e-02
n 7.37e-01 8.96e-02 4.29e-02
k -6.51e-01 3.06e-02 5.87e-02
w -5.46e-01 8.00e-03 1.38e-02
f -4.78e-01 2.50e-02 4.03e-02
e -4.68e-01 4.26e-02 6.80e-02
q -4.44e-01 2.38e-02 3.70e-02
s -2.92e-01 4.42e-02 5.92e-02
y -2.59e-01 2.69e-02 3.49e-02
d 2.44e-01 7.44e-02 5.83e-02
r -2.44e-01 3.99e-02 5.10e-02
c -2.13e-01 1.15e-02 1.43e-02
h -1.79e-01 1.92e-02 2.30e-02
09 14 R MNcn psi3 0.204 ( 1.47e+00 1.32e+00) 4.98e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.204 ( 4.40e+00 5.20e-01) 2.69e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.133 ( 1.32e+00 1.52e+00) 3.35e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.133 ( 4.59e+00 6.15e-01) 7.06e-02 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.132 g -1.31e+00 2.02e-02 7.45e-02
p 1.22e+00 1.55e-01 4.56e-02
a -4.29e-01 5.33e-02 8.18e-02
e -3.82e-01 4.66e-02 6.82e-02
q -3.53e-01 2.60e-02 3.71e-02
v 3.25e-01 9.95e-02 7.19e-02
l -2.83e-01 6.94e-02 9.21e-02
t 2.38e-01 6.88e-02 5.42e-02
n -2.05e-01 3.49e-02 4.29e-02
d -1.58e-01 4.94e-02 5.79e-02
h -1.50e-01 1.98e-02 2.30e-02
f 1.20e-01 4.55e-02 4.04e-02
y -1.14e-01 3.12e-02 3.49e-02
i 1.09e-01 6.39e-02 5.74e-02
w 8.66e-02 1.52e-02 1.39e-02
c 8.01e-02 1.56e-02 1.44e-02
r -6.04e-02 4.81e-02 5.11e-02
m -1.72e-02 2.09e-02 2.13e-02
s -4.14e-03 5.83e-02 5.86e-02
k -1.44e-03 5.87e-02 5.88e-02
04 04 D SM aa 4 0.130 d -1.18e+00 1.78e-02 5.80e-02
p 1.09e+00 1.35e-01 4.56e-02
n -8.53e-01 1.83e-02 4.28e-02
g -7.74e-01 3.44e-02 7.45e-02
e -6.42e-01 3.59e-02 6.82e-02
v 4.59e-01 1.14e-01 7.20e-02
s -4.21e-01 3.84e-02 5.85e-02
h -3.94e-01 1.55e-02 2.30e-02
i 2.29e-01 7.22e-02 5.74e-02
f 1.91e-01 4.89e-02 4.04e-02
y 1.90e-01 4.22e-02 3.49e-02
w 1.71e-01 1.65e-02 1.39e-02
l 1.55e-01 1.08e-01 9.22e-02
q -1.29e-01 3.26e-02 3.71e-02
c 1.14e-01 1.61e-02 1.43e-02
k -9.21e-02 5.35e-02 5.87e-02
a -6.90e-02 7.63e-02 8.17e-02
r -6.10e-02 4.80e-02 5.11e-02
m 3.66e-02 2.21e-02 2.13e-02
t 1.03e-02 5.48e-02 5.43e-02
02 02 D SM aa 2 0.130 i -1.22e+00 1.69e-02 5.75e-02
v -8.99e-01 2.93e-02 7.21e-02
d 7.68e-01 1.25e-01 5.82e-02
l -7.55e-01 4.33e-02 9.21e-02
p 5.78e-01 8.13e-02 4.56e-02
c -5.45e-01 8.29e-03 1.43e-02
n 5.41e-01 7.36e-02 4.28e-02
f -4.86e-01 2.48e-02 4.04e-02
g -3.63e-01 5.18e-02 7.45e-02
t 3.23e-01 7.52e-02 5.44e-02
a -3.22e-01 5.92e-02 8.16e-02
s 3.17e-01 8.06e-02 5.87e-02
e 3.07e-01 9.26e-02 6.81e-02
y -2.88e-01 2.62e-02 3.49e-02
m -2.45e-01 1.66e-02 2.12e-02
k 2.29e-01 7.37e-02 5.86e-02
w -2.12e-01 1.12e-02 1.39e-02
q -1.40e-01 3.22e-02 3.70e-02
r 6.11e-02 5.42e-02 5.10e-02
h 2.69e-02 2.36e-02 2.30e-02
03 03 D SM aa 3 0.111 p -2.53e+00 3.64e-03 4.55e-02
n 8.73e-01 1.03e-01 4.28e-02
l -5.48e-01 5.33e-02 9.22e-02
c -5.22e-01 8.49e-03 1.43e-02
h 4.84e-01 3.73e-02 2.30e-02
v -4.78e-01 4.47e-02 7.21e-02
a -3.99e-01 5.48e-02 8.17e-02
g -3.94e-01 5.02e-02 7.45e-02
y 3.86e-01 5.14e-02 3.50e-02
i -3.62e-01 4.00e-02 5.75e-02
q 3.08e-01 5.04e-02 3.71e-02
d 2.59e-01 7.53e-02 5.81e-02
t 2.54e-01 7.00e-02 5.43e-02
m -2.51e-01 1.65e-02 2.12e-02
s 2.41e-01 7.47e-02 5.87e-02
k 2.14e-01 7.26e-02 5.86e-02
e 1.77e-01 8.14e-02 6.82e-02
w 1.73e-01 1.65e-02 1.39e-02
f 9.62e-02 4.45e-02 4.04e-02
r 1.26e-02 5.17e-02 5.10e-02
01 01 D SM aa 1 0.038 s 4.83e-01 9.54e-02 5.88e-02
n 4.17e-01 6.49e-02 4.28e-02
c 3.71e-01 2.07e-02 1.43e-02
e -3.51e-01 4.79e-02 6.81e-02
t 3.32e-01 7.60e-02 5.45e-02
l -3.23e-01 6.66e-02 9.20e-02
q -2.57e-01 2.86e-02 3.70e-02
f 2.46e-01 5.17e-02 4.04e-02
v -2.32e-01 5.71e-02 7.21e-02
h 2.30e-01 2.89e-02 2.30e-02
r -2.20e-01 4.09e-02 5.09e-02
i -2.20e-01 4.62e-02 5.75e-02
w 1.99e-01 1.69e-02 1.38e-02
k -1.96e-01 4.82e-02 5.86e-02
d 1.86e-01 7.01e-02 5.82e-02
g -1.69e-01 6.29e-02 7.44e-02
a -9.36e-02 7.42e-02 8.15e-02
m -8.89e-02 1.94e-02 2.12e-02
p 8.70e-02 5.00e-02 4.58e-02
y -4.22e-02 3.35e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.484
08 0.484 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.376
10 -0.376 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.574
12 -0.574 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.293
14 -0.293 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.018
16 -0.018 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.028
18 -0.028 1.000
DATA_CLASS 181
CLASS 181 - weight 3356 normalized weight 0.002 relative strength 3.02e-03 *******
class cross entropy w.r.t. global class 1.11e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 1.081 ( 2.44e+00 4.00e-01) 4.07e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.081 ( 4.87e+00 4.00e-01) 8.16e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.887 ( 2.42e+00 4.00e-01) 3.98e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.887 ( 4.58e+00 5.10e-01) 8.39e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.839 ( 2.40e+00 4.00e-01) 3.95e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.839 ( 4.50e+00 5.56e-01) 8.52e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.838 (-3.15e-01 4.33e-01) 2.59e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.838 ( 4.75e+00 4.00e-01) 5.09e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.757 ( 2.52e+00 4.84e-01) 3.53e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.757 ( 4.39e+00 6.13e-01) 2.50e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.699 ( 2.47e+00 5.10e-01) 3.26e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.699 ( 4.30e+00 6.36e-01) 3.88e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.255 p 1.65e+00 2.38e-01 4.56e-02
t -8.26e-01 2.38e-02 5.44e-02
g -7.61e-01 3.48e-02 7.45e-02
c -7.04e-01 7.08e-03 1.43e-02
n -6.77e-01 2.18e-02 4.28e-02
m -6.19e-01 1.14e-02 2.12e-02
f -4.64e-01 2.54e-02 4.04e-02
i -4.43e-01 3.70e-02 5.75e-02
d -3.34e-01 4.17e-02 5.82e-02
s -3.10e-01 4.31e-02 5.87e-02
k 2.31e-01 7.38e-02 5.86e-02
l -2.20e-01 7.39e-02 9.21e-02
w 2.05e-01 1.70e-02 1.39e-02
v -1.75e-01 6.05e-02 7.21e-02
a -1.18e-01 7.25e-02 8.16e-02
e 8.29e-02 7.40e-02 6.81e-02
h -7.76e-02 2.13e-02 2.30e-02
y -3.19e-02 3.39e-02 3.49e-02
r 3.11e-02 5.26e-02 5.10e-02
q -1.74e-02 3.64e-02 3.70e-02
01 01 D SM aa 1 0.155 p 1.19e+00 1.51e-01 4.58e-02
g -1.11e+00 2.45e-02 7.44e-02
n -9.23e-01 1.70e-02 4.28e-02
d -8.40e-01 2.51e-02 5.82e-02
w -7.26e-01 6.70e-03 1.38e-02
v 5.13e-01 1.20e-01 7.21e-02
c -4.70e-01 8.95e-03 1.43e-02
s -4.08e-01 3.91e-02 5.88e-02
a -3.92e-01 5.51e-02 8.15e-02
k 3.33e-01 8.17e-02 5.86e-02
f -2.47e-01 3.16e-02 4.04e-02
h -2.32e-01 1.82e-02 2.30e-02
r 2.16e-01 6.33e-02 5.09e-02
i 1.96e-01 7.00e-02 5.75e-02
y -1.78e-01 2.92e-02 3.49e-02
l -1.51e-01 7.91e-02 9.20e-02
q 1.24e-01 4.19e-02 3.70e-02
t -7.91e-02 5.04e-02 5.45e-02
e -2.73e-02 6.63e-02 6.81e-02
m -2.72e-02 2.06e-02 2.12e-02
03 03 D SM aa 3 0.155 p -4.67e+00 4.26e-04 4.55e-02
k -9.96e-01 2.16e-02 5.86e-02
e -9.56e-01 2.62e-02 6.82e-02
s 8.31e-01 1.35e-01 5.87e-02
c 7.68e-01 3.08e-02 1.43e-02
t 6.25e-01 1.02e-01 5.43e-02
d -5.15e-01 3.47e-02 5.81e-02
v 4.37e-01 1.12e-01 7.21e-02
r -3.23e-01 3.69e-02 5.10e-02
n -2.14e-01 3.46e-02 4.28e-02
l -1.80e-01 7.70e-02 9.22e-02
i 1.63e-01 6.77e-02 5.75e-02
m -9.62e-02 1.93e-02 2.12e-02
q 9.02e-02 4.06e-02 3.71e-02
h -7.20e-02 2.14e-02 2.30e-02
w -5.52e-02 1.31e-02 1.39e-02
f -4.70e-02 3.85e-02 4.04e-02
a -2.35e-02 7.98e-02 8.17e-02
y 1.41e-02 3.54e-02 3.50e-02
g -5.70e-03 7.40e-02 7.45e-02
04 04 D SM aa 4 0.139 p 8.82e-01 1.10e-01 4.56e-02
m -8.15e-01 9.42e-03 2.13e-02
i -8.00e-01 2.58e-02 5.74e-02
f -7.66e-01 1.88e-02 4.04e-02
v -7.10e-01 3.54e-02 7.20e-02
g -6.73e-01 3.80e-02 7.45e-02
d 6.38e-01 1.10e-01 5.80e-02
c -6.13e-01 7.77e-03 1.43e-02
l -5.63e-01 5.25e-02 9.22e-02
t 5.30e-01 9.21e-02 5.43e-02
y -4.95e-01 2.13e-02 3.49e-02
s 4.76e-01 9.43e-02 5.85e-02
w -4.15e-01 9.17e-03 1.39e-02
q -3.24e-01 2.68e-02 3.71e-02
n 2.83e-01 5.68e-02 4.28e-02
k 1.93e-01 7.12e-02 5.87e-02
e 1.74e-01 8.12e-02 6.82e-02
a -1.55e-01 7.00e-02 8.17e-02
h -1.11e-01 2.06e-02 2.30e-02
r -4.62e-02 4.88e-02 5.11e-02
00 00 D SM aa 0 0.114 g -9.33e-01 2.93e-02 7.44e-02
p 8.87e-01 1.12e-01 4.60e-02
d -8.72e-01 2.44e-02 5.83e-02
n -8.42e-01 1.85e-02 4.29e-02
w 6.01e-01 2.52e-02 1.38e-02
k -5.51e-01 3.38e-02 5.87e-02
h -4.76e-01 1.43e-02 2.30e-02
f 4.65e-01 6.42e-02 4.03e-02
s -4.44e-01 3.80e-02 5.92e-02
i 4.18e-01 8.72e-02 5.74e-02
v 3.51e-01 1.02e-01 7.19e-02
e -3.26e-01 4.91e-02 6.80e-02
l 2.27e-01 1.15e-01 9.17e-02
c 2.05e-01 1.75e-02 1.43e-02
q -1.86e-01 3.08e-02 3.70e-02
y 5.97e-02 3.70e-02 3.49e-02
a -4.15e-02 7.81e-02 8.14e-02
r -4.09e-02 4.89e-02 5.10e-02
t -1.45e-02 5.38e-02 5.46e-02
m -4.49e-03 2.11e-02 2.12e-02
05 05 D SM aa 5 0.112 p -2.38e+00 4.23e-03 4.56e-02
w -9.92e-01 5.16e-03 1.39e-02
l -5.98e-01 5.07e-02 9.21e-02
n 5.82e-01 7.67e-02 4.29e-02
s 5.80e-01 1.05e-01 5.86e-02
t 5.50e-01 9.40e-02 5.42e-02
d 5.13e-01 9.67e-02 5.79e-02
m -4.90e-01 1.30e-02 2.13e-02
i -4.35e-01 3.71e-02 5.74e-02
h 4.09e-01 3.47e-02 2.30e-02
c -4.02e-01 9.60e-03 1.44e-02
a -3.49e-01 5.77e-02 8.18e-02
g -2.64e-01 5.72e-02 7.45e-02
v -2.38e-01 5.67e-02 7.19e-02
q 1.22e-01 4.19e-02 3.71e-02
y -1.22e-01 3.09e-02 3.49e-02
r 7.45e-02 5.51e-02 5.11e-02
f 7.03e-02 4.33e-02 4.04e-02
e 4.00e-02 7.10e-02 6.82e-02
k 1.47e-02 5.97e-02 5.88e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.016
08 0.016 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.079
10 0.079 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.042
12 0.042 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.231
14 -0.231 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.532
16 -0.532 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.240
18 -0.240 1.000
DATA_CLASS 182
CLASS 182 - weight 3304 normalized weight 0.002 relative strength 1.47e-01 *******
class cross entropy w.r.t. global class 1.43e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.949 (-7.21e-01 4.00e-01) 3.86e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.949 ( 5.19e+00 4.00e-01) 1.61e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.942 (-7.17e-01 4.00e-01) 3.83e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.942 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.941 (-7.18e-01 4.00e-01) 3.82e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.941 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.939 (-7.16e-01 4.00e-01) 3.82e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.939 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.934 (-7.04e-01 4.00e-01) 3.78e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.934 ( 5.16e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.921 (-6.60e-01 4.00e-01) 3.67e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.921 ( 5.13e+00 4.00e-01) 1.46e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.677 p -6.93e+00 4.46e-05 4.55e-02
f -5.18e+00 2.27e-04 4.04e-02
i -4.91e+00 4.26e-04 5.75e-02
d -3.24e+00 2.28e-03 5.81e-02
e -2.00e+00 9.20e-03 6.82e-02
g -1.85e+00 1.17e-02 7.45e-02
q 1.70e+00 2.03e-01 3.71e-02
n -1.62e+00 8.49e-03 4.28e-02
c -1.33e+00 3.78e-03 1.43e-02
r 9.60e-01 1.33e-01 5.10e-02
a 8.95e-01 2.00e-01 8.17e-02
s -8.88e-01 2.41e-02 5.87e-02
y -8.39e-01 1.51e-02 3.50e-02
v -7.97e-01 3.25e-02 7.21e-02
l 6.87e-01 1.83e-01 9.22e-02
m 6.85e-01 4.21e-02 2.12e-02
h 5.62e-01 4.04e-02 2.30e-02
k -5.54e-01 3.37e-02 5.86e-02
w 5.44e-01 2.39e-02 1.39e-02
t -5.09e-01 3.27e-02 5.43e-02
04 04 D SM aa 4 0.563 p -7.45e+00 2.65e-05 4.56e-02
y -4.13e+00 5.60e-04 3.49e-02
g -2.06e+00 9.48e-03 7.45e-02
n -2.02e+00 5.70e-03 4.28e-02
q 1.86e+00 2.39e-01 3.71e-02
k -1.62e+00 1.16e-02 5.87e-02
d -1.51e+00 1.28e-02 5.80e-02
s -1.32e+00 1.57e-02 5.85e-02
c -8.43e-01 6.18e-03 1.43e-02
a 8.38e-01 1.89e-01 8.17e-02
t -7.07e-01 2.67e-02 5.43e-02
i -6.22e-01 3.08e-02 5.74e-02
r 5.55e-01 8.89e-02 5.11e-02
f -5.05e-01 2.44e-02 4.04e-02
m -4.26e-01 1.39e-02 2.13e-02
l 3.60e-01 1.32e-01 9.22e-02
w 2.97e-01 1.87e-02 1.39e-02
h 1.80e-01 2.76e-02 2.30e-02
e 7.26e-02 7.34e-02 6.82e-02
v 2.84e-02 7.40e-02 7.20e-02
05 05 D SM aa 5 0.532 p -7.15e+00 3.58e-05 4.56e-02
y -4.93e+00 2.52e-04 3.49e-02
k -4.12e+00 9.50e-04 5.88e-02
g -2.74e+00 4.81e-03 7.45e-02
d -2.17e+00 6.61e-03 5.79e-02
n -1.68e+00 8.00e-03 4.29e-02
q 1.42e+00 1.54e-01 3.71e-02
w 1.02e+00 3.85e-02 1.39e-02
s -9.95e-01 2.17e-02 5.86e-02
a 9.89e-01 2.20e-01 8.18e-02
f -8.66e-01 1.70e-02 4.04e-02
l 7.38e-01 1.93e-01 9.21e-02
c -6.73e-01 7.32e-03 1.44e-02
t -5.43e-01 3.15e-02 5.42e-02
r 5.11e-01 8.52e-02 5.11e-02
h 2.93e-01 3.09e-02 2.30e-02
e -2.90e-01 5.10e-02 6.82e-02
v -2.07e-01 5.84e-02 7.19e-02
m -2.03e-01 1.74e-02 2.13e-02
i -6.22e-02 5.39e-02 5.74e-02
02 02 D SM aa 2 0.452 p -6.68e+00 5.71e-05 4.56e-02
g -1.97e+00 1.04e-02 7.45e-02
n -1.89e+00 6.48e-03 4.28e-02
q 1.65e+00 1.92e-01 3.70e-02
i -1.51e+00 1.27e-02 5.75e-02
d -1.32e+00 1.56e-02 5.82e-02
k -8.94e-01 2.39e-02 5.86e-02
m 8.51e-01 4.96e-02 2.12e-02
l 8.16e-01 2.08e-01 9.21e-02
h 7.88e-01 5.06e-02 2.30e-02
e -7.06e-01 3.36e-02 6.81e-02
f -6.81e-01 2.04e-02 4.04e-02
s -6.06e-01 3.20e-02 5.87e-02
c -4.75e-01 8.90e-03 1.43e-02
r 4.47e-01 7.97e-02 5.10e-02
v -2.57e-01 5.58e-02 7.21e-02
a 2.11e-01 1.01e-01 8.16e-02
y -1.44e-01 3.02e-02 3.49e-02
w -1.02e-01 1.25e-02 1.39e-02
t 3.12e-02 5.61e-02 5.44e-02
01 01 D SM aa 1 0.451 i -5.65e+00 2.02e-04 5.75e-02
c -3.22e+00 5.72e-04 1.43e-02
d -1.89e+00 8.83e-03 5.82e-02
q 1.67e+00 1.98e-01 3.70e-02
v -1.59e+00 1.47e-02 7.21e-02
f -1.44e+00 9.55e-03 4.04e-02
n -1.28e+00 1.19e-02 4.28e-02
r 9.12e-01 1.27e-01 5.09e-02
y -7.42e-01 1.66e-02 3.49e-02
l 6.69e-01 1.80e-01 9.20e-02
p -5.91e-01 2.54e-02 4.58e-02
k -5.76e-01 3.29e-02 5.86e-02
m 5.36e-01 3.62e-02 2.12e-02
e -5.32e-01 4.00e-02 6.81e-02
h 5.12e-01 3.83e-02 2.30e-02
g -3.75e-01 5.11e-02 7.44e-02
s -2.72e-01 4.48e-02 5.88e-02
a 1.66e-01 9.63e-02 8.15e-02
w -3.62e-02 1.33e-02 1.38e-02
t 1.08e-02 5.51e-02 5.45e-02
00 00 D SM aa 0 0.358 k -4.60e+00 5.93e-04 5.87e-02
d -3.66e+00 1.50e-03 5.83e-02
c -2.41e+00 1.28e-03 1.43e-02
q 1.53e+00 1.72e-01 3.70e-02
i -1.42e+00 1.39e-02 5.74e-02
n -1.37e+00 1.09e-02 4.29e-02
g -8.33e-01 3.23e-02 7.44e-02
s -8.14e-01 2.62e-02 5.92e-02
l 5.99e-01 1.67e-01 9.17e-02
w 5.13e-01 2.30e-02 1.38e-02
p 4.21e-01 7.00e-02 4.60e-02
e 3.66e-01 9.81e-02 6.80e-02
v -2.59e-01 5.55e-02 7.19e-02
a 2.57e-01 1.05e-01 8.14e-02
f -2.15e-01 3.25e-02 4.03e-02
m -1.36e-01 1.85e-02 2.12e-02
t 1.31e-01 6.22e-02 5.46e-02
h 1.04e-01 2.55e-02 2.30e-02
y -5.45e-02 3.30e-02 3.49e-02
r -5.39e-03 5.07e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.062
08 -0.062 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.062
10 -0.062 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.072
12 -0.072 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.056
14 -0.056 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.069
16 -0.069 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.161
18 -0.161 1.000
DATA_CLASS 183
CLASS 183 - weight 3290 normalized weight 0.002 relative strength 1.21e-02 *******
class cross entropy w.r.t. global class 1.43e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
02 02 D SM aa 2 2.364 i -8.09e+00 1.76e-05 5.75e-02
l -8.07e+00 2.88e-05 9.21e-02
v -7.80e+00 2.97e-05 7.21e-02
p -7.35e+00 2.93e-05 4.56e-02
m -6.73e+00 2.53e-05 2.12e-02
w -6.31e+00 2.53e-05 1.39e-02
t -6.24e+00 1.06e-04 5.44e-02
c -6.24e+00 2.80e-05 1.43e-02
q -4.37e+00 4.67e-04 3.70e-02
f -3.90e+00 8.22e-04 4.04e-02
y -3.81e+00 7.70e-04 3.49e-02
r -3.53e+00 1.50e-03 5.10e-02
e -3.46e+00 2.13e-03 6.81e-02
h -3.16e+00 9.76e-04 2.30e-02
k -2.88e+00 3.29e-03 5.86e-02
a -2.85e+00 4.71e-03 8.16e-02
g 2.56e+00 9.61e-01 7.45e-02
n -2.04e+00 5.57e-03 4.28e-02
d -1.97e+00 8.11e-03 5.82e-02
s -1.74e+00 1.03e-02 5.87e-02
08 12 R MNcn psi2 1.485 ( 3.32e+00 4.05e-01) 6.19e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.485 ( 2.84e+00 1.01e+00) 1.70e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.856 ( 2.45e+00 4.00e-01) 4.09e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.856 ( 4.42e+00 5.45e-01) 2.24e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.851 ( 2.42e+00 4.00e-01) 4.03e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.851 ( 4.41e+00 5.34e-01) 2.47e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.850 ( 2.51e+00 4.00e-01) 4.24e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.850 ( 4.38e+00 5.79e-01) 2.88e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.848 ( 2.43e+00 4.00e-01) 4.06e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.848 ( 4.35e+00 5.42e-01) 3.52e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.847 ( 2.44e+00 4.00e-01) 4.04e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.847 ( 4.38e+00 5.36e-01) 3.07e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.167 d -1.74e+00 1.02e-02 5.80e-02
e -1.07e+00 2.34e-02 6.82e-02
y 7.88e-01 7.69e-02 3.49e-02
k -7.46e-01 2.78e-02 5.87e-02
v 7.33e-01 1.50e-01 7.20e-02
n -7.03e-01 2.12e-02 4.28e-02
i 6.44e-01 1.09e-01 5.74e-02
q -5.86e-01 2.06e-02 3.71e-02
g -4.86e-01 4.58e-02 7.45e-02
f 4.66e-01 6.44e-02 4.04e-02
s -4.08e-01 3.89e-02 5.85e-02
w 3.98e-01 2.07e-02 1.39e-02
r -3.79e-01 3.50e-02 5.11e-02
c 3.08e-01 1.95e-02 1.43e-02
p 2.61e-01 5.92e-02 4.56e-02
m 2.41e-01 2.71e-02 2.13e-02
a -1.86e-01 6.79e-02 8.17e-02
l 1.70e-01 1.09e-01 9.22e-02
t -8.48e-02 4.98e-02 5.43e-02
h 6.54e-03 2.32e-02 2.30e-02
00 00 D SM aa 0 0.091 d -1.16e+00 1.82e-02 5.83e-02
g -1.10e+00 2.48e-02 7.44e-02
n -9.58e-01 1.64e-02 4.29e-02
v 6.04e-01 1.32e-01 7.19e-02
w 5.50e-01 2.39e-02 1.38e-02
i 3.88e-01 8.47e-02 5.74e-02
e -3.39e-01 4.85e-02 6.80e-02
f 3.37e-01 5.65e-02 4.03e-02
y 3.16e-01 4.78e-02 3.49e-02
s -1.97e-01 4.86e-02 5.92e-02
p 1.70e-01 5.45e-02 4.60e-02
m 1.05e-01 2.36e-02 2.12e-02
r 8.26e-02 5.53e-02 5.10e-02
c 7.87e-02 1.55e-02 1.43e-02
a 4.63e-02 8.53e-02 8.14e-02
h 3.92e-02 2.39e-02 2.30e-02
t -1.62e-02 5.37e-02 5.46e-02
k -1.07e-02 5.81e-02 5.87e-02
l 3.13e-03 9.20e-02 9.17e-02
q 2.62e-03 3.71e-02 3.70e-02
03 03 D SM aa 3 0.073 g -1.07e+00 2.56e-02 7.45e-02
t 6.44e-01 1.03e-01 5.43e-02
l -5.53e-01 5.30e-02 9.22e-02
w 4.87e-01 2.26e-02 1.39e-02
p 4.66e-01 7.25e-02 4.55e-02
a -4.00e-01 5.48e-02 8.17e-02
y 3.57e-01 5.00e-02 3.50e-02
m -2.54e-01 1.65e-02 2.12e-02
q -2.24e-01 2.96e-02 3.71e-02
e 2.15e-01 8.46e-02 6.82e-02
f 1.91e-01 4.89e-02 4.04e-02
i -1.74e-01 4.83e-02 5.75e-02
s 1.65e-01 6.92e-02 5.87e-02
d -1.44e-01 5.03e-02 5.81e-02
r 1.21e-01 5.76e-02 5.10e-02
n 1.14e-01 4.80e-02 4.28e-02
h -7.26e-02 2.14e-02 2.30e-02
c -3.12e-02 1.39e-02 1.43e-02
v -9.97e-03 7.13e-02 7.21e-02
k -9.03e-04 5.85e-02 5.86e-02
01 01 D SM aa 1 0.066 l -8.08e-01 4.10e-02 9.20e-02
g -7.53e-01 3.51e-02 7.44e-02
p 6.31e-01 8.62e-02 4.58e-02
s 4.84e-01 9.55e-02 5.88e-02
t 3.54e-01 7.77e-02 5.45e-02
d -3.41e-01 4.14e-02 5.82e-02
m -2.95e-01 1.58e-02 2.12e-02
e 1.91e-01 8.24e-02 6.81e-02
h 1.50e-01 2.67e-02 2.30e-02
c 1.35e-01 1.64e-02 1.43e-02
a -1.35e-01 7.12e-02 8.15e-02
k 1.27e-01 6.65e-02 5.86e-02
n -1.20e-01 3.80e-02 4.28e-02
r 1.12e-01 5.70e-02 5.09e-02
f -9.61e-02 3.67e-02 4.04e-02
y -8.85e-02 3.20e-02 3.49e-02
q 7.73e-02 4.00e-02 3.70e-02
w -4.29e-02 1.33e-02 1.38e-02
v -2.31e-02 7.04e-02 7.21e-02
i -9.69e-03 5.70e-02 5.75e-02
05 05 D SM aa 5 0.041 g -7.03e-01 3.69e-02 7.45e-02
p 5.11e-01 7.60e-02 4.56e-02
t 4.70e-01 8.68e-02 5.42e-02
v 2.98e-01 9.69e-02 7.19e-02
q -2.67e-01 2.84e-02 3.71e-02
y 2.39e-01 4.44e-02 3.49e-02
m -2.16e-01 1.71e-02 2.13e-02
a -2.03e-01 6.68e-02 8.18e-02
l -1.97e-01 7.56e-02 9.21e-02
n -1.71e-01 3.61e-02 4.29e-02
e -1.29e-01 6.00e-02 6.82e-02
r 1.24e-01 5.79e-02 5.11e-02
d -1.22e-01 5.13e-02 5.79e-02
k -1.19e-01 5.22e-02 5.88e-02
w -9.50e-02 1.26e-02 1.39e-02
h 8.39e-02 2.51e-02 2.30e-02
f 8.32e-02 4.39e-02 4.04e-02
i 3.13e-02 5.92e-02 5.74e-02
c 2.35e-03 1.44e-02 1.44e-02
s -8.71e-05 5.86e-02 5.86e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.151
08 -0.151 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.121
10 -0.121 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.073
12 0.073 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.182
14 -0.182 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.213
16 -0.213 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.134
18 -0.134 1.000
DATA_CLASS 184
CLASS 184 - weight 3254 normalized weight 0.002 relative strength 2.10e-02 *******
class cross entropy w.r.t. global class 1.68e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.396 ( 1.27e+00 4.00e-01) 8.17e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.396 ( 3.67e+00 6.81e-01) 4.21e+00 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 1.489 p -7.96e+00 1.59e-05 4.56e-02
i -4.19e+00 8.73e-04 5.74e-02
v -3.35e+00 2.53e-03 7.20e-02
t -2.46e+00 4.64e-03 5.43e-02
l -2.34e+00 8.85e-03 9.22e-02
g 2.30e+00 7.46e-01 7.45e-02
f -2.23e+00 4.34e-03 4.04e-02
y -2.17e+00 4.00e-03 3.49e-02
m -2.03e+00 2.78e-03 2.13e-02
h -1.74e+00 4.05e-03 2.30e-02
r -1.56e+00 1.07e-02 5.11e-02
a -1.20e+00 2.47e-02 8.17e-02
e -1.14e+00 2.19e-02 6.82e-02
q -1.08e+00 1.25e-02 3.71e-02
w -8.84e-01 5.74e-03 1.39e-02
k -8.82e-01 2.43e-02 5.87e-02
n -4.98e-01 2.60e-02 4.28e-02
s -4.12e-01 3.88e-02 5.85e-02
c -3.37e-01 1.02e-02 1.43e-02
d -2.03e-01 4.74e-02 5.80e-02
11 18 R MNcn psi5 0.914 (-9.03e-02 4.60e-01) 1.96e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.914 ( 4.79e+00 4.01e-01) 6.10e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.895 ( 2.41e+00 4.00e-01) 3.98e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.895 ( 4.22e+00 4.62e-01) 7.03e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.880 ( 2.40e+00 4.00e-01) 3.95e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.880 ( 4.26e+00 4.66e-01) 5.96e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.864 ( 2.36e+00 4.00e-01) 3.86e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.864 ( 4.37e+00 4.81e-01) 3.56e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.420 ( 1.94e+00 9.49e-01) 1.19e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.420 ( 4.21e+00 4.57e-01) 7.22e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.217 i -1.54e+00 1.23e-02 5.74e-02
v -1.49e+00 1.62e-02 7.19e-02
f -1.23e+00 1.18e-02 4.04e-02
d 1.08e+00 1.70e-01 5.79e-02
l -1.03e+00 3.29e-02 9.21e-02
w -7.94e-01 6.28e-03 1.39e-02
n 7.93e-01 9.47e-02 4.29e-02
y -6.43e-01 1.84e-02 3.49e-02
s 5.19e-01 9.85e-02 5.86e-02
m -3.42e-01 1.51e-02 2.13e-02
e 2.91e-01 9.13e-02 6.82e-02
q -2.49e-01 2.89e-02 3.71e-02
g -1.70e-01 6.29e-02 7.45e-02
p 1.28e-01 5.19e-02 4.56e-02
t 1.28e-01 6.17e-02 5.42e-02
r -7.00e-02 4.77e-02 5.11e-02
c -4.23e-02 1.38e-02 1.44e-02
h 2.08e-02 2.35e-02 2.30e-02
k 1.58e-02 5.97e-02 5.88e-02
a 1.19e-02 8.28e-02 8.18e-02
00 00 D SM aa 0 0.142 d -1.01e+00 2.12e-02 5.83e-02
n -9.56e-01 1.65e-02 4.29e-02
v 8.34e-01 1.66e-01 7.19e-02
i 7.38e-01 1.20e-01 5.74e-02
k -5.93e-01 3.24e-02 5.87e-02
e -5.61e-01 3.88e-02 6.80e-02
g -5.38e-01 4.34e-02 7.44e-02
p -5.01e-01 2.79e-02 4.60e-02
q -4.30e-01 2.41e-02 3.70e-02
h -4.04e-01 1.53e-02 2.30e-02
s -3.45e-01 4.19e-02 5.92e-02
w 3.42e-01 1.94e-02 1.38e-02
y 3.38e-01 4.89e-02 3.49e-02
f 2.77e-01 5.32e-02 4.03e-02
m 2.51e-01 2.73e-02 2.12e-02
l 2.44e-01 1.17e-01 9.17e-02
r -2.38e-01 4.02e-02 5.10e-02
a -1.44e-01 7.05e-02 8.14e-02
c 1.22e-01 1.61e-02 1.43e-02
t 9.46e-02 6.00e-02 5.46e-02
01 01 D SM aa 1 0.105 d -1.18e+00 1.80e-02 5.82e-02
n -8.87e-01 1.76e-02 4.28e-02
v 7.12e-01 1.47e-01 7.21e-02
p -5.64e-01 2.61e-02 4.58e-02
g -4.86e-01 4.58e-02 7.44e-02
i 4.78e-01 9.28e-02 5.75e-02
f 4.65e-01 6.43e-02 4.04e-02
s -4.50e-01 3.75e-02 5.88e-02
y 4.50e-01 5.48e-02 3.49e-02
e -4.03e-01 4.55e-02 6.81e-02
l 2.74e-01 1.21e-01 9.20e-02
w 2.35e-01 1.75e-02 1.38e-02
q -1.99e-01 3.04e-02 3.70e-02
r -1.66e-01 4.31e-02 5.09e-02
h -1.42e-01 1.99e-02 2.30e-02
a -1.09e-01 7.31e-02 8.15e-02
k -8.94e-02 5.36e-02 5.86e-02
t 7.79e-02 5.89e-02 5.45e-02
m -7.66e-02 1.96e-02 2.12e-02
c -4.41e-02 1.37e-02 1.43e-02
02 02 D SM aa 2 0.043 e -8.60e-01 2.88e-02 6.81e-02
d -7.33e-01 2.79e-02 5.82e-02
n -4.36e-01 2.77e-02 4.28e-02
v 3.88e-01 1.06e-01 7.21e-02
r 2.33e-01 6.44e-02 5.10e-02
t 2.33e-01 6.87e-02 5.44e-02
i 2.14e-01 7.13e-02 5.75e-02
y 1.85e-01 4.21e-02 3.49e-02
s -1.78e-01 4.91e-02 5.87e-02
w -1.76e-01 1.16e-02 1.39e-02
m 1.20e-01 2.39e-02 2.12e-02
a -1.16e-01 7.26e-02 8.16e-02
f 1.14e-01 4.53e-02 4.04e-02
g 1.02e-01 8.25e-02 7.45e-02
p 8.83e-02 4.99e-02 4.56e-02
h -7.38e-02 2.14e-02 2.30e-02
k 6.42e-02 6.24e-02 5.86e-02
c 3.61e-02 1.48e-02 1.43e-02
q 3.07e-02 3.82e-02 3.70e-02
l -1.09e-02 9.11e-02 9.21e-02
03 03 D SM aa 3 0.036 p -6.47e-01 2.38e-02 4.55e-02
g -4.80e-01 4.61e-02 7.45e-02
v 4.33e-01 1.11e-01 7.21e-02
i 3.66e-01 8.30e-02 5.75e-02
h 3.65e-01 3.31e-02 2.30e-02
y 3.22e-01 4.82e-02 3.50e-02
k -2.36e-01 4.63e-02 5.86e-02
c 2.07e-01 1.76e-02 1.43e-02
n -2.04e-01 3.49e-02 4.28e-02
d -1.89e-01 4.81e-02 5.81e-02
q 1.59e-01 4.35e-02 3.71e-02
s 1.07e-01 6.53e-02 5.87e-02
w 1.06e-01 1.54e-02 1.39e-02
l -1.05e-01 8.30e-02 9.22e-02
a -1.05e-01 7.35e-02 8.17e-02
e -9.39e-02 6.21e-02 6.82e-02
f -5.34e-02 3.83e-02 4.04e-02
m 2.01e-02 2.17e-02 2.12e-02
t -7.10e-03 5.39e-02 5.43e-02
r -1.65e-03 5.09e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.171
08 -0.171 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.281
10 -0.281 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.198
12 -0.198 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.321
14 -0.321 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.710
16 -0.710 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.786
18 -0.786 1.000
DATA_CLASS 185
CLASS 185 - weight 3240 normalized weight 0.002 relative strength 1.14e-01 *******
class cross entropy w.r.t. global class 2.65e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 4.282 ( 9.49e-01 4.00e-01) 8.98e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 4.282 ( 7.04e-01 4.00e-01) 2.74e-01 ( 8.13e-01 1.53e+00)
09 13 R MNcn phi3 3.862 ( 1.35e+00 4.00e-01) 7.98e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.862 ( 6.86e-02 4.00e-01) 1.85e+00 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 1.566 i -8.22e+00 1.54e-05 5.75e-02
p -7.98e+00 1.57e-05 4.55e-02
v -3.85e+00 1.53e-03 7.21e-02
l -3.18e+00 3.84e-03 9.22e-02
w -2.71e+00 9.24e-04 1.39e-02
a -2.53e+00 6.52e-03 8.17e-02
t -2.46e+00 4.64e-03 5.43e-02
g 2.31e+00 7.47e-01 7.45e-02
f -2.01e+00 5.41e-03 4.04e-02
y -1.77e+00 5.94e-03 3.50e-02
m -1.73e+00 3.77e-03 2.12e-02
c -1.66e+00 2.72e-03 1.43e-02
e -1.34e+00 1.79e-02 6.82e-02
r -1.27e+00 1.44e-02 5.10e-02
k -1.11e+00 1.93e-02 5.86e-02
h -1.04e+00 8.11e-03 2.30e-02
q -1.03e+00 1.32e-02 3.71e-02
s -9.02e-01 2.38e-02 5.87e-02
n 5.46e-01 7.39e-02 4.28e-02
d -2.23e-01 4.65e-02 5.81e-02
10 16 R MNcn psi4 0.972 ( 2.46e+00 4.00e-01) 4.13e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.972 ( 4.35e+00 4.00e-01) 4.80e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.956 ( 2.31e+00 4.00e-01) 3.74e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.956 ( 4.73e+00 4.25e-01) 4.45e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.922 ( 2.35e+00 4.00e-01) 3.82e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.922 ( 4.29e+00 4.00e-01) 6.21e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.781 ( 2.17e+00 4.00e-01) 3.37e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.781 ( 4.05e+00 5.05e-01) 9.67e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.712 p -7.99e+00 1.54e-05 4.56e-02
t -3.73e+00 1.30e-03 5.44e-02
i -3.65e+00 1.49e-03 5.75e-02
v -3.28e+00 2.72e-03 7.21e-02
n 1.88e+00 2.81e-01 4.28e-02
l -1.61e+00 1.85e-02 9.21e-02
d 1.29e+00 2.12e-01 5.82e-02
w -1.18e+00 4.28e-03 1.39e-02
m -8.79e-01 8.81e-03 2.12e-02
f -7.68e-01 1.87e-02 4.04e-02
c -7.54e-01 6.73e-03 1.43e-02
a -6.60e-01 4.22e-02 8.16e-02
s -5.69e-01 3.32e-02 5.87e-02
y -4.64e-01 2.20e-02 3.49e-02
g 4.53e-01 1.17e-01 7.45e-02
h 3.02e-01 3.11e-02 2.30e-02
r -1.55e-01 4.37e-02 5.10e-02
k -1.10e-01 5.24e-02 5.86e-02
e -3.15e-02 6.60e-02 6.81e-02
q -5.91e-03 3.68e-02 3.70e-02
04 04 D SM aa 4 0.282 p -6.07e+00 1.06e-04 4.56e-02
g -1.54e+00 1.60e-02 7.45e-02
d -1.30e+00 1.58e-02 5.80e-02
k 1.19e+00 1.93e-01 5.87e-02
q 8.77e-01 8.91e-02 3.71e-02
c -7.08e-01 7.07e-03 1.43e-02
w -6.53e-01 7.23e-03 1.39e-02
f -6.30e-01 2.15e-02 4.04e-02
r 6.08e-01 9.38e-02 5.11e-02
l -4.86e-01 5.67e-02 9.22e-02
a -4.83e-01 5.04e-02 8.17e-02
n -4.27e-01 2.79e-02 4.28e-02
s -4.12e-01 3.88e-02 5.85e-02
v 3.78e-01 1.05e-01 7.20e-02
e 3.51e-01 9.69e-02 6.82e-02
y -2.72e-01 2.66e-02 3.49e-02
h 2.72e-01 3.02e-02 2.30e-02
m -2.24e-01 1.70e-02 2.13e-02
t -1.04e-01 4.89e-02 5.43e-02
i 7.43e-03 5.79e-02 5.74e-02
01 01 D SM aa 1 0.175 g -1.64e+00 1.45e-02 7.44e-02
n -9.50e-01 1.66e-02 4.28e-02
y 8.34e-01 8.04e-02 3.49e-02
t -8.27e-01 2.38e-02 5.45e-02
v 7.19e-01 1.48e-01 7.21e-02
a -6.79e-01 4.14e-02 8.15e-02
i 6.53e-01 1.10e-01 5.75e-02
p -5.74e-01 2.58e-02 4.58e-02
d -5.41e-01 3.39e-02 5.82e-02
h 5.28e-01 3.89e-02 2.30e-02
k 4.34e-01 9.04e-02 5.86e-02
f 3.73e-01 5.86e-02 4.04e-02
s -3.34e-01 4.21e-02 5.88e-02
w 3.32e-01 1.93e-02 1.38e-02
m -3.32e-01 1.52e-02 2.12e-02
l -2.26e-01 7.33e-02 9.20e-02
q -2.26e-01 2.96e-02 3.70e-02
c 6.39e-02 1.53e-02 1.43e-02
e 2.88e-02 7.01e-02 6.81e-02
r 2.70e-02 5.23e-02 5.09e-02
05 05 D SM aa 5 0.104 g -1.66e+00 1.41e-02 7.45e-02
p 7.87e-01 1.00e-01 4.56e-02
c 7.67e-01 3.09e-02 1.44e-02
w 6.45e-01 2.65e-02 1.39e-02
a -5.96e-01 4.51e-02 8.18e-02
n -4.83e-01 2.64e-02 4.29e-02
d -3.41e-01 4.12e-02 5.79e-02
v 3.17e-01 9.87e-02 7.19e-02
i 2.44e-01 7.32e-02 5.74e-02
s -2.33e-01 4.64e-02 5.86e-02
e -2.17e-01 5.49e-02 6.82e-02
l 2.12e-01 1.14e-01 9.21e-02
f -1.96e-01 3.32e-02 4.04e-02
t 1.81e-01 6.50e-02 5.42e-02
m 1.55e-01 2.48e-02 2.13e-02
k 1.43e-01 6.78e-02 5.88e-02
q -1.12e-01 3.31e-02 3.71e-02
y -6.14e-02 3.28e-02 3.49e-02
r -4.86e-02 4.87e-02 5.11e-02
h 2.33e-03 2.31e-02 2.30e-02
00 00 D SM aa 0 0.087 g -9.96e-01 2.75e-02 7.44e-02
p -9.94e-01 1.70e-02 4.60e-02
a -7.07e-01 4.01e-02 8.14e-02
d -6.53e-01 3.03e-02 5.83e-02
y 4.87e-01 5.67e-02 3.49e-02
e 4.20e-01 1.04e-01 6.80e-02
t 3.97e-01 8.12e-02 5.46e-02
v 3.89e-01 1.06e-01 7.19e-02
c 3.77e-01 2.08e-02 1.43e-02
f 3.15e-01 5.52e-02 4.03e-02
i 2.52e-01 7.39e-02 5.74e-02
w 2.32e-01 1.74e-02 1.38e-02
n -1.80e-01 3.58e-02 4.29e-02
m 1.55e-01 2.48e-02 2.12e-02
h -7.98e-02 2.12e-02 2.30e-02
q -7.79e-02 3.43e-02 3.70e-02
r -7.60e-02 4.72e-02 5.10e-02
k -2.82e-02 5.71e-02 5.87e-02
s -1.33e-02 5.84e-02 5.92e-02
l -4.97e-03 9.13e-02 9.17e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.135
08 -0.135 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.037
10 -0.037 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.182
12 -0.182 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.392
14 -0.392 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.186
16 -0.186 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.089
18 -0.089 1.000
DATA_CLASS 186
CLASS 186 - weight 3203 normalized weight 0.002 relative strength 1.13e-03 *******
class cross entropy w.r.t. global class 1.56e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.866 ( 1.28e+00 4.00e-01) 8.16e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.866 ( 2.83e-01 5.35e-01) 9.85e-01 ( 8.09e-01 1.53e+00)
09 14 R MNcn psi3 1.023 ( 2.43e+00 4.00e-01) 4.04e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.023 ( 4.94e+00 5.16e-01) 7.76e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.942 p -7.94e+00 1.63e-05 4.56e-02
v -3.14e+00 3.11e-03 7.20e-02
i -3.08e+00 2.63e-03 5.74e-02
g 1.95e+00 5.24e-01 7.45e-02
l -1.90e+00 1.38e-02 9.22e-02
t -1.87e+00 8.34e-03 5.43e-02
m -1.24e+00 6.14e-03 2.13e-02
f -1.06e+00 1.40e-02 4.04e-02
w -1.02e+00 5.01e-03 1.39e-02
n 9.33e-01 1.09e-01 4.28e-02
a -9.18e-01 3.26e-02 8.17e-02
q -8.74e-01 1.55e-02 3.71e-02
s -8.44e-01 2.52e-02 5.85e-02
y -7.64e-01 1.63e-02 3.49e-02
r -7.30e-01 2.46e-02 5.11e-02
e -6.38e-01 3.61e-02 6.82e-02
k -4.97e-01 3.57e-02 5.87e-02
c -3.97e-01 9.65e-03 1.43e-02
h 3.75e-01 3.35e-02 2.30e-02
d 3.75e-01 8.45e-02 5.80e-02
07 10 R MNcn psi1 0.762 ( 2.44e+00 4.22e-01) 3.85e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.762 ( 4.29e+00 6.80e-01) 3.77e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.721 (-3.49e-01 4.82e-01) 2.40e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.721 ( 4.81e+00 4.65e-01) 5.69e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.382 ( 2.09e+00 9.84e-01) 1.29e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.382 ( 4.56e+00 5.62e-01) 2.91e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.367 ( 2.01e+00 1.03e+00) 1.15e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.367 ( 4.37e+00 5.10e-01) 3.33e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.126 p 1.22e+00 1.54e-01 4.55e-02
g -8.70e-01 3.12e-02 7.45e-02
c -7.77e-01 6.58e-03 1.43e-02
l -6.89e-01 4.63e-02 9.22e-02
m -5.29e-01 1.25e-02 2.12e-02
f -3.31e-01 2.90e-02 4.04e-02
i -3.12e-01 4.21e-02 5.75e-02
d 2.57e-01 7.52e-02 5.81e-02
v -2.23e-01 5.77e-02 7.21e-02
t 1.97e-01 6.61e-02 5.43e-02
w -1.77e-01 1.16e-02 1.39e-02
e 1.44e-01 7.88e-02 6.82e-02
a -1.32e-01 7.15e-02 8.17e-02
k 1.08e-01 6.53e-02 5.86e-02
y 9.23e-02 3.83e-02 3.50e-02
s 6.78e-02 6.28e-02 5.87e-02
n -5.08e-02 4.07e-02 4.28e-02
r -3.12e-02 4.95e-02 5.10e-02
q 1.17e-02 3.75e-02 3.71e-02
h -8.05e-03 2.28e-02 2.30e-02
02 02 D SM aa 2 0.085 p 9.04e-01 1.13e-01 4.56e-02
n -8.48e-01 1.83e-02 4.28e-02
h -5.44e-01 1.34e-02 2.30e-02
i 5.07e-01 9.56e-02 5.75e-02
c 4.78e-01 2.31e-02 1.43e-02
d -3.89e-01 3.94e-02 5.82e-02
a -3.51e-01 5.75e-02 8.16e-02
v 3.33e-01 1.01e-01 7.21e-02
s -3.29e-01 4.23e-02 5.87e-02
g -3.20e-01 5.40e-02 7.45e-02
e -3.19e-01 4.95e-02 6.81e-02
l 2.23e-01 1.15e-01 9.21e-02
w -2.21e-01 1.11e-02 1.39e-02
q -1.83e-01 3.08e-02 3.70e-02
r -1.73e-01 4.29e-02 5.10e-02
y -1.22e-01 3.09e-02 3.49e-02
k -1.10e-01 5.24e-02 5.86e-02
t -1.09e-01 4.88e-02 5.44e-02
m -3.11e-02 2.06e-02 2.12e-02
f 1.48e-02 4.10e-02 4.04e-02
00 00 D SM aa 0 0.065 v 6.50e-01 1.38e-01 7.19e-02
g -6.44e-01 3.91e-02 7.44e-02
i 5.09e-01 9.55e-02 5.74e-02
n -4.34e-01 2.78e-02 4.29e-02
d -3.81e-01 3.98e-02 5.83e-02
h -3.56e-01 1.61e-02 2.30e-02
e -3.38e-01 4.85e-02 6.80e-02
r -3.23e-01 3.69e-02 5.10e-02
f 2.62e-01 5.24e-02 4.03e-02
q -2.34e-01 2.93e-02 3.70e-02
l 2.23e-01 1.15e-01 9.17e-02
k -1.73e-01 4.94e-02 5.87e-02
s -1.59e-01 5.05e-02 5.92e-02
w -1.44e-01 1.19e-02 1.38e-02
m 1.32e-01 2.42e-02 2.12e-02
a -1.08e-01 7.31e-02 8.14e-02
t 6.92e-02 5.85e-02 5.46e-02
c -3.35e-02 1.38e-02 1.43e-02
y 1.55e-02 3.54e-02 3.49e-02
p -1.52e-02 4.53e-02 4.60e-02
05 05 D SM aa 5 0.053 g -5.94e-01 4.12e-02 7.45e-02
c 5.78e-01 2.56e-02 1.44e-02
r -5.22e-01 3.04e-02 5.11e-02
s 4.98e-01 9.64e-02 5.86e-02
d -4.14e-01 3.83e-02 5.79e-02
n -4.06e-01 2.86e-02 4.29e-02
a 3.52e-01 1.16e-01 8.18e-02
m 3.40e-01 2.99e-02 2.13e-02
t 3.35e-01 7.58e-02 5.42e-02
e -3.11e-01 5.00e-02 6.82e-02
k -2.15e-01 4.74e-02 5.88e-02
w 2.12e-01 1.72e-02 1.39e-02
i -2.00e-01 4.70e-02 5.74e-02
f 1.63e-01 4.75e-02 4.04e-02
v 1.60e-01 8.44e-02 7.19e-02
p -1.44e-01 3.95e-02 4.56e-02
l -4.14e-02 8.84e-02 9.21e-02
y 4.10e-02 3.64e-02 3.49e-02
h -2.25e-02 2.25e-02 2.30e-02
q 1.05e-02 3.75e-02 3.71e-02
01 01 D SM aa 1 0.048 k -7.51e-01 2.77e-02 5.86e-02
e -7.46e-01 3.23e-02 6.81e-02
q -4.41e-01 2.38e-02 3.70e-02
v 3.82e-01 1.06e-01 7.21e-02
g 3.76e-01 1.08e-01 7.44e-02
n -3.28e-01 3.08e-02 4.28e-02
f 2.88e-01 5.39e-02 4.04e-02
d -2.38e-01 4.58e-02 5.82e-02
c 2.10e-01 1.77e-02 1.43e-02
l 1.89e-01 1.11e-01 9.20e-02
i 1.84e-01 6.91e-02 5.75e-02
r -1.65e-01 4.32e-02 5.09e-02
p 1.11e-01 5.12e-02 4.58e-02
a -1.04e-01 7.35e-02 8.15e-02
w -8.50e-02 1.27e-02 1.38e-02
y 6.70e-02 3.73e-02 3.49e-02
s -6.09e-02 5.54e-02 5.88e-02
t 2.88e-02 5.61e-02 5.45e-02
m 2.08e-02 2.16e-02 2.12e-02
h -1.13e-02 2.27e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.318
08 -0.318 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.325
10 -0.325 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.038
12 -0.038 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.309
14 -0.309 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.701
16 -0.701 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.489
18 -0.489 1.000
DATA_CLASS 187
CLASS 187 - weight 3201 normalized weight 0.002 relative strength 2.92e-03 *******
class cross entropy w.r.t. global class 1.00e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.955 (-4.99e-01 4.00e-01) 3.29e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.955 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.878 (-4.02e-01 4.00e-01) 3.04e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.878 ( 5.13e+00 4.00e-01) 1.46e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.829 (-3.40e-01 4.00e-01) 2.88e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.829 ( 4.93e+00 4.00e-01) 9.54e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.788 (-2.10e-01 4.33e-01) 2.35e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.788 ( 4.63e+00 4.00e-01) 2.17e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.570 ( 2.20e+00 6.91e-01) 2.01e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.570 ( 4.58e+00 5.54e-01) 6.99e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.542 ( 2.24e+00 7.64e-01) 1.86e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.542 ( 4.61e+00 5.47e-01) 1.21e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.295 v -1.46e+00 1.67e-02 7.19e-02
i -1.41e+00 1.40e-02 5.74e-02
d 1.17e+00 1.87e-01 5.83e-02
l -8.91e-01 3.76e-02 9.17e-02
n 8.65e-01 1.02e-01 4.29e-02
p 8.06e-01 1.03e-01 4.60e-02
q -7.87e-01 1.69e-02 3.70e-02
s 7.08e-01 1.20e-01 5.92e-02
e -5.88e-01 3.78e-02 6.80e-02
f -5.65e-01 2.29e-02 4.03e-02
m -5.57e-01 1.22e-02 2.12e-02
a -5.37e-01 4.76e-02 8.14e-02
r -5.09e-01 3.06e-02 5.10e-02
k -4.74e-01 3.66e-02 5.87e-02
h 4.32e-01 3.54e-02 2.30e-02
y -3.42e-01 2.48e-02 3.49e-02
w -3.28e-01 9.94e-03 1.38e-02
g -3.14e-01 5.44e-02 7.44e-02
c 2.84e-01 1.90e-02 1.43e-02
t 2.68e-01 7.14e-02 5.46e-02
01 01 D SM aa 1 0.199 p 1.38e+00 1.83e-01 4.58e-02
g -1.11e+00 2.44e-02 7.44e-02
w 9.27e-01 3.50e-02 1.38e-02
n -8.11e-01 1.90e-02 4.28e-02
q -7.34e-01 1.78e-02 3.70e-02
c 6.28e-01 2.68e-02 1.43e-02
s -5.02e-01 3.56e-02 5.88e-02
k -4.98e-01 3.56e-02 5.86e-02
h -4.33e-01 1.49e-02 2.30e-02
r -4.03e-01 3.41e-02 5.09e-02
t -3.74e-01 3.75e-02 5.45e-02
d -3.30e-01 4.18e-02 5.82e-02
e -3.19e-01 4.95e-02 6.81e-02
l 2.75e-01 1.21e-01 9.20e-02
i 1.94e-01 6.99e-02 5.75e-02
m -1.12e-01 1.89e-02 2.12e-02
a 8.06e-02 8.84e-02 8.15e-02
y -6.40e-02 3.27e-02 3.49e-02
f 3.21e-02 4.17e-02 4.04e-02
v 3.62e-03 7.23e-02 7.21e-02
04 04 D SM aa 4 0.138 p -3.23e+00 1.81e-03 4.56e-02
g -1.02e+00 2.69e-02 7.45e-02
f 7.95e-01 8.94e-02 4.04e-02
c 7.19e-01 2.94e-02 1.43e-02
e -6.65e-01 3.51e-02 6.82e-02
w 6.31e-01 2.61e-02 1.39e-02
y 6.05e-01 6.40e-02 3.49e-02
l 4.71e-01 1.48e-01 9.22e-02
h 4.36e-01 3.56e-02 2.30e-02
a -3.74e-01 5.62e-02 8.17e-02
d -3.73e-01 4.00e-02 5.80e-02
k -2.73e-01 4.47e-02 5.87e-02
m 1.36e-01 2.44e-02 2.13e-02
s -1.13e-01 5.23e-02 5.85e-02
n 9.04e-02 4.69e-02 4.28e-02
i 8.86e-02 6.28e-02 5.74e-02
v 6.00e-02 7.64e-02 7.20e-02
t -5.88e-02 5.12e-02 5.43e-02
r 1.41e-02 5.18e-02 5.11e-02
q 7.06e-03 3.73e-02 3.71e-02
02 02 D SM aa 2 0.101 p -1.37e+00 1.15e-02 4.56e-02
v -8.19e-01 3.18e-02 7.21e-02
i -7.28e-01 2.78e-02 5.75e-02
w 6.39e-01 2.63e-02 1.39e-02
s 6.02e-01 1.07e-01 5.87e-02
e 5.26e-01 1.15e-01 6.81e-02
h 4.64e-01 3.66e-02 2.30e-02
l -4.45e-01 5.90e-02 9.21e-02
d 4.25e-01 8.90e-02 5.82e-02
m -3.52e-01 1.49e-02 2.12e-02
g -3.52e-01 5.24e-02 7.45e-02
n 1.85e-01 5.15e-02 4.28e-02
r 1.83e-01 6.12e-02 5.10e-02
q -1.39e-01 3.22e-02 3.70e-02
y -1.14e-01 3.12e-02 3.49e-02
a 1.10e-01 9.11e-02 8.16e-02
c 1.08e-01 1.59e-02 1.43e-02
k -6.23e-02 5.50e-02 5.86e-02
t -5.32e-02 5.16e-02 5.44e-02
f -5.26e-02 3.83e-02 4.04e-02
03 03 D SM aa 3 0.094 p -1.16e+00 1.43e-02 4.55e-02
i -7.82e-01 2.63e-02 5.75e-02
g -7.67e-01 3.46e-02 7.45e-02
d 7.20e-01 1.19e-01 5.81e-02
v -6.59e-01 3.73e-02 7.21e-02
e 4.02e-01 1.02e-01 6.82e-02
q 3.77e-01 5.40e-02 3.71e-02
s 3.40e-01 8.24e-02 5.87e-02
t -2.87e-01 4.08e-02 5.43e-02
c 2.62e-01 1.86e-02 1.43e-02
h 2.55e-01 2.97e-02 2.30e-02
k 1.51e-01 6.81e-02 5.86e-02
l -1.41e-01 8.00e-02 9.22e-02
y -1.09e-01 3.13e-02 3.50e-02
w 8.23e-02 1.51e-02 1.39e-02
r 6.65e-02 5.45e-02 5.10e-02
n 5.77e-02 4.54e-02 4.28e-02
a 5.00e-02 8.58e-02 8.17e-02
m -2.59e-02 2.07e-02 2.12e-02
f -1.65e-02 3.97e-02 4.04e-02
05 05 D SM aa 5 0.080 p -1.78e+00 7.67e-03 4.56e-02
g -1.12e+00 2.44e-02 7.45e-02
h 7.41e-01 4.83e-02 2.30e-02
f 5.76e-01 7.18e-02 4.04e-02
y 4.01e-01 5.22e-02 3.49e-02
m 3.91e-01 3.14e-02 2.13e-02
i 2.98e-01 7.73e-02 5.74e-02
e -2.03e-01 5.57e-02 6.82e-02
c 1.93e-01 1.74e-02 1.44e-02
q -1.19e-01 3.29e-02 3.71e-02
a -1.10e-01 7.33e-02 8.18e-02
l 9.44e-02 1.01e-01 9.21e-02
s 8.93e-02 6.40e-02 5.86e-02
d -7.57e-02 5.37e-02 5.79e-02
v -3.97e-02 6.91e-02 7.19e-02
k -2.88e-02 5.71e-02 5.88e-02
n 2.53e-02 4.40e-02 4.29e-02
t -2.20e-02 5.31e-02 5.42e-02
r 5.90e-03 5.14e-02 5.11e-02
w 4.06e-03 1.40e-02 1.39e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.124
08 0.124 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.529
10 -0.529 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.346
12 -0.346 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.289
14 -0.289 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.425
16 -0.425 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.219
18 0.219 1.000
DATA_CLASS 188
CLASS 188 - weight 3174 normalized weight 0.002 relative strength 7.20e-03 *******
class cross entropy w.r.t. global class 1.58e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.487 ( 1.26e+00 4.00e-01) 8.20e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.487 ( 3.74e+00 6.29e-01) 4.66e+00 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 1.522 p -7.96e+00 1.59e-05 4.55e-02
i -3.96e+00 1.10e-03 5.75e-02
v -3.53e+00 2.12e-03 7.21e-02
t -2.44e+00 4.76e-03 5.43e-02
l -2.41e+00 8.30e-03 9.22e-02
g 2.32e+00 7.56e-01 7.45e-02
y -2.19e+00 3.91e-03 3.50e-02
f -1.92e+00 5.92e-03 4.04e-02
m -1.86e+00 3.30e-03 2.12e-02
h -1.57e+00 4.79e-03 2.30e-02
r -1.52e+00 1.12e-02 5.10e-02
a -1.37e+00 2.08e-02 8.17e-02
q -1.32e+00 9.89e-03 3.71e-02
w -1.29e+00 3.82e-03 1.39e-02
e -1.26e+00 1.93e-02 6.82e-02
k -8.43e-01 2.52e-02 5.86e-02
s -4.89e-01 3.60e-02 5.87e-02
n -4.84e-01 2.64e-02 4.28e-02
c -2.93e-01 1.07e-02 1.43e-02
d -2.16e-01 4.68e-02 5.81e-02
10 16 R MNcn psi4 0.897 (-5.43e-02 4.33e-01) 2.00e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.897 ( 4.75e+00 4.00e-01) 5.13e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.885 ( 2.42e+00 4.00e-01) 4.00e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.885 ( 4.21e+00 4.79e-01) 6.92e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.857 ( 2.36e+00 4.00e-01) 3.86e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.857 ( 4.37e+00 4.87e-01) 3.62e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.429 ( 1.87e+00 9.56e-01) 1.11e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.429 ( 4.18e+00 4.45e-01) 8.18e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.314 ( 1.57e+00 1.42e+00) 5.37e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.314 ( 4.65e+00 4.54e-01) 2.37e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.239 i -1.65e+00 1.10e-02 5.74e-02
v -1.56e+00 1.52e-02 7.20e-02
f -1.21e+00 1.21e-02 4.04e-02
d 1.13e+00 1.79e-01 5.80e-02
l -1.08e+00 3.12e-02 9.22e-02
n 8.74e-01 1.03e-01 4.28e-02
y -6.64e-01 1.80e-02 3.49e-02
w -6.34e-01 7.37e-03 1.39e-02
s 4.88e-01 9.53e-02 5.85e-02
m -4.28e-01 1.39e-02 2.13e-02
q -3.20e-01 2.69e-02 3.71e-02
e 3.07e-01 9.27e-02 6.82e-02
g -1.56e-01 6.37e-02 7.45e-02
c -1.19e-01 1.27e-02 1.43e-02
t 1.16e-01 6.09e-02 5.43e-02
p 1.10e-01 5.09e-02 4.56e-02
a -9.11e-02 7.46e-02 8.17e-02
r -7.61e-02 4.73e-02 5.11e-02
k 3.33e-02 6.07e-02 5.87e-02
h 2.97e-02 2.37e-02 2.30e-02
00 00 D SM aa 0 0.106 d -1.23e+00 1.71e-02 5.83e-02
n -1.00e+00 1.57e-02 4.29e-02
p -8.94e-01 1.88e-02 4.60e-02
v 6.57e-01 1.39e-01 7.19e-02
f 5.18e-01 6.77e-02 4.03e-02
y 4.69e-01 5.57e-02 3.49e-02
i 4.69e-01 9.18e-02 5.74e-02
g -4.47e-01 4.76e-02 7.44e-02
s -4.07e-01 3.94e-02 5.92e-02
l 2.73e-01 1.20e-01 9.17e-02
w 2.67e-01 1.80e-02 1.38e-02
e -2.62e-01 5.23e-02 6.80e-02
q -1.83e-01 3.08e-02 3.70e-02
h -1.56e-01 1.97e-02 2.30e-02
c -1.18e-01 1.27e-02 1.43e-02
a -1.14e-01 7.27e-02 8.14e-02
r -1.07e-01 4.58e-02 5.10e-02
k -5.96e-02 5.53e-02 5.87e-02
t 5.83e-02 5.79e-02 5.46e-02
m 2.67e-02 2.18e-02 2.12e-02
05 05 D SM aa 5 0.076 p -2.73e+00 2.98e-03 4.56e-02
i -5.64e-01 3.26e-02 5.74e-02
g 4.77e-01 1.20e-01 7.45e-02
h 4.19e-01 3.50e-02 2.30e-02
l -3.76e-01 6.33e-02 9.21e-02
v -3.23e-01 5.20e-02 7.19e-02
m -3.02e-01 1.57e-02 2.13e-02
c -2.96e-01 1.07e-02 1.44e-02
t 2.65e-01 7.07e-02 5.42e-02
d 2.57e-01 7.49e-02 5.79e-02
k 2.23e-01 7.35e-02 5.88e-02
s 2.13e-01 7.25e-02 5.86e-02
e 1.77e-01 8.14e-02 6.82e-02
a -1.63e-01 6.95e-02 8.18e-02
r -1.51e-01 4.40e-02 5.11e-02
n 1.01e-01 4.74e-02 4.29e-02
w 9.70e-02 1.53e-02 1.39e-02
y 8.81e-02 3.81e-02 3.49e-02
q 4.59e-02 3.88e-02 3.71e-02
f 2.56e-02 4.14e-02 4.04e-02
02 02 D SM aa 2 0.049 p -9.09e-01 1.84e-02 4.56e-02
g -7.24e-01 3.61e-02 7.45e-02
v 4.44e-01 1.12e-01 7.21e-02
i 4.14e-01 8.71e-02 5.75e-02
c 3.52e-01 2.04e-02 1.43e-02
h 3.21e-01 3.17e-02 2.30e-02
y 3.17e-01 4.80e-02 3.49e-02
k -2.42e-01 4.60e-02 5.86e-02
q 2.05e-01 4.55e-02 3.70e-02
a -1.98e-01 6.69e-02 8.16e-02
n -1.89e-01 3.55e-02 4.28e-02
d -1.44e-01 5.04e-02 5.82e-02
s 9.54e-02 6.46e-02 5.87e-02
e -6.19e-02 6.40e-02 6.81e-02
r 5.74e-02 5.40e-02 5.10e-02
l -4.06e-02 8.84e-02 9.21e-02
m 3.86e-02 2.20e-02 2.12e-02
w 3.24e-02 1.43e-02 1.39e-02
t -1.05e-02 5.38e-02 5.44e-02
f 3.87e-03 4.06e-02 4.04e-02
01 01 D SM aa 1 0.043 e -8.88e-01 2.80e-02 6.81e-02
d -6.17e-01 3.14e-02 5.82e-02
r 3.71e-01 7.38e-02 5.09e-02
v 3.70e-01 1.04e-01 7.21e-02
n -3.57e-01 2.99e-02 4.28e-02
t 2.08e-01 6.71e-02 5.45e-02
i 2.02e-01 7.04e-02 5.75e-02
y 2.02e-01 4.27e-02 3.49e-02
k 1.78e-01 7.00e-02 5.86e-02
w -1.76e-01 1.16e-02 1.38e-02
a -1.62e-01 6.93e-02 8.15e-02
h -1.61e-01 1.95e-02 2.30e-02
s -1.34e-01 5.14e-02 5.88e-02
l -1.06e-01 8.27e-02 9.20e-02
p 9.89e-02 5.06e-02 4.58e-02
q 8.63e-02 4.04e-02 3.70e-02
m 8.09e-02 2.30e-02 2.12e-02
f 7.38e-02 4.35e-02 4.04e-02
g 2.12e-02 7.60e-02 7.44e-02
c -1.36e-02 1.41e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.279
08 -0.279 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.186
10 -0.186 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.407
12 -0.407 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.740
14 -0.740 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.744
16 -0.744 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.462
18 -0.462 1.000
DATA_CLASS 189
CLASS 189 - weight 3140 normalized weight 0.002 relative strength 1.10e-02 *******
class cross entropy w.r.t. global class 1.66e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 2.883 ( 1.40e+00 4.00e-01) 7.86e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 2.883 ( 1.13e+00 1.37e+00) 2.31e-01 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 1.476 p -7.96e+00 1.59e-05 4.56e-02
v -3.51e+00 2.15e-03 7.20e-02
i -3.18e+00 2.38e-03 5.74e-02
y -2.71e+00 2.32e-03 3.49e-02
t -2.55e+00 4.22e-03 5.43e-02
l -2.52e+00 7.40e-03 9.22e-02
f -2.39e+00 3.70e-03 4.04e-02
g 2.29e+00 7.36e-01 7.45e-02
w -2.18e+00 1.57e-03 1.39e-02
m -2.03e+00 2.79e-03 2.13e-02
c -1.95e+00 2.05e-03 1.43e-02
a -1.75e+00 1.42e-02 8.17e-02
e -1.23e+00 1.99e-02 6.82e-02
s -9.76e-01 2.21e-02 5.85e-02
d -9.73e-01 2.19e-02 5.80e-02
h -7.89e-01 1.05e-02 2.30e-02
r -5.01e-01 3.09e-02 5.11e-02
k -2.49e-01 4.57e-02 5.87e-02
q -2.45e-01 2.90e-02 3.71e-02
n -3.07e-02 4.16e-02 4.28e-02
06 08 R MNcn psi0 0.931 (-6.71e-01 4.00e-01) 3.73e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.931 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.910 (-6.34e-01 4.00e-01) 3.62e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.910 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.888 (-6.19e-01 4.00e-01) 3.58e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.888 ( 4.94e+00 4.00e-01) 9.88e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.837 ( 2.64e+00 4.00e-01) 4.56e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.837 ( 4.19e+00 8.29e-01) 4.27e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.826 (-2.95e-01 4.00e-01) 2.76e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.826 ( 4.66e+00 4.00e-01) 2.97e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.214 p -2.78e+00 2.82e-03 4.55e-02
g -1.47e+00 1.72e-02 7.45e-02
f 1.07e+00 1.18e-01 4.04e-02
d -1.06e+00 2.01e-02 5.81e-02
y 9.28e-01 8.84e-02 3.50e-02
t 6.93e-01 1.09e-01 5.43e-02
e -6.82e-01 3.45e-02 6.82e-02
h 5.00e-01 3.79e-02 2.30e-02
s -4.29e-01 3.82e-02 5.87e-02
l 3.33e-01 1.29e-01 9.22e-02
k -3.19e-01 4.26e-02 5.86e-02
c 2.54e-01 1.84e-02 1.43e-02
v -2.11e-01 5.83e-02 7.21e-02
a -1.89e-01 6.76e-02 8.17e-02
r -1.82e-01 4.25e-02 5.10e-02
i 9.91e-02 6.35e-02 5.75e-02
m 9.51e-02 2.34e-02 2.12e-02
w 8.49e-02 1.51e-02 1.39e-02
q -8.02e-02 3.42e-02 3.71e-02
n -7.98e-02 3.96e-02 4.28e-02
01 01 D SM aa 1 0.141 p -1.89e+00 6.96e-03 4.58e-02
g -1.06e+00 2.57e-02 7.44e-02
v -8.20e-01 3.17e-02 7.21e-02
c -7.92e-01 6.48e-03 1.43e-02
e 7.40e-01 1.43e-01 6.81e-02
k 6.33e-01 1.10e-01 5.86e-02
r 5.07e-01 8.46e-02 5.09e-02
w -4.81e-01 8.55e-03 1.38e-02
f -4.36e-01 2.61e-02 4.04e-02
i -4.07e-01 3.83e-02 5.75e-02
q 3.67e-01 5.35e-02 3.70e-02
t -2.94e-01 4.06e-02 5.45e-02
h -2.87e-01 1.72e-02 2.30e-02
a 2.61e-01 1.06e-01 8.15e-02
m 2.50e-01 2.72e-02 2.12e-02
y -2.39e-01 2.75e-02 3.49e-02
l -5.82e-02 8.68e-02 9.20e-02
n -4.11e-02 4.11e-02 4.28e-02
s 3.62e-02 6.10e-02 5.88e-02
d -7.66e-03 5.77e-02 5.82e-02
02 02 D SM aa 2 0.121 p -3.11e+00 2.04e-03 4.56e-02
g -1.57e+00 1.56e-02 7.45e-02
n -6.22e-01 2.30e-02 4.28e-02
d -5.93e-01 3.21e-02 5.82e-02
k 4.87e-01 9.53e-02 5.86e-02
r 4.43e-01 7.94e-02 5.10e-02
m 4.09e-01 3.19e-02 2.12e-02
e 3.87e-01 1.00e-01 6.81e-02
l 2.91e-01 1.23e-01 9.21e-02
s -2.63e-01 4.51e-02 5.87e-02
i 2.40e-01 7.32e-02 5.75e-02
q 2.36e-01 4.69e-02 3.70e-02
f -2.10e-01 3.28e-02 4.04e-02
c -1.30e-01 1.26e-02 1.43e-02
t 1.16e-01 6.11e-02 5.44e-02
v 9.66e-02 7.94e-02 7.21e-02
w -6.94e-02 1.29e-02 1.39e-02
y -6.70e-02 3.27e-02 3.49e-02
a -6.66e-02 7.63e-02 8.16e-02
h 4.98e-02 2.42e-02 2.30e-02
00 00 D SM aa 0 0.077 d -1.14e+00 1.87e-02 5.83e-02
g -8.78e-01 3.09e-02 7.44e-02
n -6.73e-01 2.19e-02 4.29e-02
t -5.85e-01 3.04e-02 5.46e-02
p -5.84e-01 2.56e-02 4.60e-02
a 4.12e-01 1.23e-01 8.14e-02
e 4.04e-01 1.02e-01 6.80e-02
c 3.73e-01 2.07e-02 1.43e-02
i 2.65e-01 7.49e-02 5.74e-02
q 2.03e-01 4.54e-02 3.70e-02
l 2.03e-01 1.12e-01 9.17e-02
m 1.40e-01 2.44e-02 2.12e-02
h -1.38e-01 2.00e-02 2.30e-02
r 1.14e-01 5.71e-02 5.10e-02
w 1.07e-01 1.54e-02 1.38e-02
k 1.03e-01 6.51e-02 5.87e-02
f 8.82e-02 4.40e-02 4.03e-02
v 5.56e-02 7.60e-02 7.19e-02
s -4.03e-02 5.68e-02 5.92e-02
y 1.22e-02 3.53e-02 3.49e-02
05 05 D SM aa 5 0.043 w -6.87e-01 6.99e-03 1.39e-02
l -5.24e-01 5.46e-02 9.21e-02
d -5.10e-01 3.48e-02 5.79e-02
r 3.84e-01 7.50e-02 5.11e-02
a -3.55e-01 5.73e-02 8.18e-02
p 3.49e-01 6.47e-02 4.56e-02
k 3.25e-01 8.13e-02 5.88e-02
s 3.01e-01 7.91e-02 5.86e-02
t 2.59e-01 7.03e-02 5.42e-02
q -2.35e-01 2.93e-02 3.71e-02
e -1.85e-01 5.67e-02 6.82e-02
n -1.74e-01 3.60e-02 4.29e-02
i -1.71e-01 4.84e-02 5.74e-02
h 1.53e-01 2.68e-02 2.30e-02
g 1.11e-01 8.33e-02 7.45e-02
v 1.04e-01 7.98e-02 7.19e-02
c 9.73e-02 1.58e-02 1.44e-02
y 9.39e-02 3.84e-02 3.49e-02
f -3.84e-03 4.02e-02 4.04e-02
m -2.78e-03 2.12e-02 2.13e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.114
08 -0.114 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.098
10 -0.098 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.090
12 -0.090 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.344
14 -0.344 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.071
16 0.071 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.419
18 -0.419 1.000
DATA_CLASS 190
CLASS 190 - weight 3110 normalized weight 0.002 relative strength 5.06e-03 *******
class cross entropy w.r.t. global class 1.32e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
03 03 D SM aa 3 2.229 p -7.43e+00 2.71e-05 4.55e-02
y -5.78e+00 1.08e-04 3.50e-02
h -5.62e+00 8.36e-05 2.30e-02
i -5.48e+00 2.40e-04 5.75e-02
m -4.25e+00 3.04e-04 2.12e-02
v -4.17e+00 1.12e-03 7.21e-02
l -4.04e+00 1.62e-03 9.22e-02
n -3.48e+00 1.32e-03 4.28e-02
f -3.07e+00 1.87e-03 4.04e-02
w -2.98e+00 7.04e-04 1.39e-02
q -2.91e+00 2.02e-03 3.71e-02
e -2.84e+00 4.00e-03 6.82e-02
c -2.70e+00 9.57e-04 1.43e-02
g 2.53e+00 9.36e-01 7.45e-02
k -2.50e+00 4.82e-03 5.86e-02
t -2.43e+00 4.79e-03 5.43e-02
r -2.42e+00 4.54e-03 5.10e-02
a -1.89e+00 1.23e-02 8.17e-02
s -1.83e+00 9.38e-03 5.87e-02
d -1.47e+00 1.34e-02 5.81e-02
09 14 R MNcn psi3 1.472 ( 3.30e+00 4.15e-01) 5.98e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.472 ( 2.85e+00 1.11e+00) 1.53e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.875 ( 2.50e+00 4.00e-01) 4.22e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.875 ( 4.51e+00 5.66e-01) 5.48e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.859 ( 2.31e+00 4.00e-01) 3.73e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.859 ( 4.47e+00 4.71e-01) 1.55e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.857 ( 2.43e+00 4.00e-01) 4.05e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.857 ( 4.56e+00 5.67e-01) 3.11e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.849 ( 2.36e+00 4.00e-01) 3.84e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.849 ( 4.34e+00 4.86e-01) 4.14e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.319 ( 1.58e+00 1.32e+00) 5.78e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.319 ( 4.36e+00 4.51e-01) 4.12e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.136 g -1.01e+00 2.71e-02 7.44e-02
k -8.02e-01 2.63e-02 5.86e-02
e -7.77e-01 3.13e-02 6.81e-02
v 7.68e-01 1.55e-01 7.21e-02
i 7.15e-01 1.18e-01 5.75e-02
d -5.17e-01 3.47e-02 5.82e-02
c 4.92e-01 2.34e-02 1.43e-02
q -4.71e-01 2.31e-02 3.70e-02
r -4.63e-01 3.21e-02 5.09e-02
n -4.51e-01 2.73e-02 4.28e-02
w 3.90e-01 2.04e-02 1.38e-02
f 3.65e-01 5.82e-02 4.04e-02
y 3.38e-01 4.89e-02 3.49e-02
t -2.66e-01 4.18e-02 5.45e-02
p 2.39e-01 5.82e-02 4.58e-02
l 1.85e-01 1.11e-01 9.20e-02
a -1.74e-01 6.85e-02 8.15e-02
m -1.66e-01 1.80e-02 2.12e-02
s -1.17e-01 5.24e-02 5.88e-02
h 7.90e-02 2.49e-02 2.30e-02
05 05 D SM aa 5 0.120 e -9.61e-01 2.61e-02 6.82e-02
g -7.59e-01 3.49e-02 7.45e-02
p 7.53e-01 9.68e-02 4.56e-02
v 7.44e-01 1.51e-01 7.19e-02
k -6.05e-01 3.21e-02 5.88e-02
d -5.40e-01 3.38e-02 5.79e-02
q -5.31e-01 2.18e-02 3.71e-02
r -4.96e-01 3.12e-02 5.11e-02
i 4.69e-01 9.17e-02 5.74e-02
c 4.31e-01 2.21e-02 1.44e-02
y -3.36e-01 2.50e-02 3.49e-02
h 2.00e-01 2.82e-02 2.30e-02
f -1.51e-01 3.47e-02 4.04e-02
n -1.11e-01 3.84e-02 4.29e-02
w -1.08e-01 1.25e-02 1.39e-02
s 5.60e-02 6.20e-02 5.86e-02
a 5.28e-02 8.62e-02 8.18e-02
t 4.94e-02 5.70e-02 5.42e-02
m 1.93e-02 2.17e-02 2.13e-02
l 7.05e-03 9.28e-02 9.21e-02
04 04 D SM aa 4 0.093 p 9.34e-01 1.16e-01 4.56e-02
g -7.59e-01 3.49e-02 7.45e-02
t 5.49e-01 9.39e-02 5.43e-02
l -5.32e-01 5.42e-02 9.22e-02
m -5.18e-01 1.27e-02 2.13e-02
a -4.19e-01 5.37e-02 8.17e-02
i -3.52e-01 4.04e-02 5.74e-02
e 3.22e-01 9.41e-02 6.82e-02
y 2.83e-01 4.64e-02 3.49e-02
w 2.25e-01 1.74e-02 1.39e-02
d -2.13e-01 4.69e-02 5.80e-02
n 1.91e-01 5.19e-02 4.28e-02
s -1.70e-01 4.94e-02 5.85e-02
v -1.39e-01 6.26e-02 7.20e-02
c 9.07e-02 1.57e-02 1.43e-02
h -7.75e-02 2.13e-02 2.30e-02
f -6.23e-02 3.79e-02 4.04e-02
k 3.56e-02 6.08e-02 5.87e-02
r 2.76e-02 5.25e-02 5.11e-02
q 1.23e-03 3.71e-02 3.71e-02
00 00 D SM aa 0 0.090 g -1.00e+00 2.73e-02 7.44e-02
d -9.67e-01 2.22e-02 5.83e-02
n -7.84e-01 1.96e-02 4.29e-02
v 6.43e-01 1.37e-01 7.19e-02
i 5.39e-01 9.85e-02 5.74e-02
s -3.17e-01 4.31e-02 5.92e-02
y 2.75e-01 4.59e-02 3.49e-02
a -2.75e-01 6.19e-02 8.14e-02
t 2.65e-01 7.11e-02 5.46e-02
m 2.43e-01 2.71e-02 2.12e-02
w 2.38e-01 1.75e-02 1.38e-02
c -1.95e-01 1.18e-02 1.43e-02
f 1.72e-01 4.79e-02 4.03e-02
p -1.46e-01 3.97e-02 4.60e-02
k 1.15e-01 6.59e-02 5.87e-02
e -8.49e-02 6.25e-02 6.80e-02
r 3.32e-02 5.27e-02 5.10e-02
l -2.79e-02 8.92e-02 9.17e-02
h -2.73e-02 2.23e-02 2.30e-02
q 1.51e-03 3.71e-02 3.70e-02
02 02 D SM aa 2 0.066 g -8.64e-01 3.14e-02 7.45e-02
t 5.92e-01 9.84e-02 5.44e-02
p -4.41e-01 2.94e-02 4.56e-02
v 4.32e-01 1.11e-01 7.21e-02
i 3.88e-01 8.49e-02 5.75e-02
d -3.70e-01 4.02e-02 5.82e-02
k -3.36e-01 4.18e-02 5.86e-02
c 3.19e-01 1.97e-02 1.43e-02
e -3.10e-01 4.99e-02 6.81e-02
a -2.74e-01 6.20e-02 8.16e-02
y 2.58e-01 4.52e-02 3.49e-02
s 2.36e-01 7.44e-02 5.87e-02
q -1.89e-01 3.06e-02 3.70e-02
f 1.70e-01 4.79e-02 4.04e-02
m 1.54e-01 2.47e-02 2.12e-02
r -1.35e-01 4.46e-02 5.10e-02
n -6.89e-02 4.00e-02 4.28e-02
l -5.67e-02 8.70e-02 9.21e-02
w 2.79e-02 1.43e-02 1.39e-02
h -1.45e-02 2.27e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.123
08 -0.123 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.090
10 -0.090 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.527
12 -0.527 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.106
14 0.106 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.106
16 -0.106 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.097
18 -0.097 1.000
DATA_CLASS 191
CLASS 191 - weight 3101 normalized weight 0.002 relative strength 1.86e-06 *******
class cross entropy w.r.t. global class 9.65e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.906 (-6.07e-01 4.00e-01) 3.57e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.906 ( 5.11e+00 4.00e-01) 1.41e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.891 (-5.75e-01 4.00e-01) 3.48e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.891 ( 5.02e+00 4.00e-01) 1.20e+00 ( 4.54e+00 1.01e+00)
11 17 R MNcn phi5 0.766 ( 3.25e+00 1.62e+00) 8.04e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.766 ( 1.63e+00 1.42e+00) 5.75e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.755 ( 3.09e+00 1.62e+00) 8.95e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.755 ( 1.47e+00 1.63e+00) 4.02e-01 ( 8.09e-01 1.53e+00)
09 13 R MNcn phi3 0.738 ( 3.15e+00 1.64e+00) 8.47e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.738 ( 1.34e+00 1.64e+00) 3.24e-01 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 0.304 p -1.66e+00 8.63e-03 4.55e-02
g 1.40e+00 3.03e-01 7.45e-02
v -1.16e+00 2.27e-02 7.21e-02
i -9.79e-01 2.16e-02 5.75e-02
w -8.40e-01 5.99e-03 1.39e-02
y -8.14e-01 1.55e-02 3.50e-02
f -5.72e-01 2.28e-02 4.04e-02
l -5.41e-01 5.36e-02 9.22e-02
n 4.71e-01 6.86e-02 4.28e-02
t -3.82e-01 3.71e-02 5.43e-02
c -3.52e-01 1.01e-02 1.43e-02
a -3.39e-01 5.82e-02 8.17e-02
m -3.35e-01 1.52e-02 2.12e-02
k 3.07e-01 7.96e-02 5.86e-02
d -3.06e-01 4.28e-02 5.81e-02
r -2.16e-01 4.11e-02 5.10e-02
s 1.49e-01 6.81e-02 5.87e-02
e -7.50e-02 6.33e-02 6.82e-02
q 6.81e-02 3.97e-02 3.71e-02
h -3.56e-02 2.22e-02 2.30e-02
04 04 D SM aa 4 0.295 g 1.46e+00 3.22e-01 7.45e-02
v -1.04e+00 2.54e-02 7.20e-02
w -7.60e-01 6.50e-03 1.39e-02
i -7.38e-01 2.75e-02 5.74e-02
t -6.58e-01 2.81e-02 5.43e-02
f -6.10e-01 2.19e-02 4.04e-02
p -5.67e-01 2.59e-02 4.56e-02
m -5.48e-01 1.23e-02 2.13e-02
l -5.03e-01 5.57e-02 9.22e-02
c -4.31e-01 9.33e-03 1.43e-02
y -4.04e-01 2.33e-02 3.49e-02
q -3.80e-01 2.53e-02 3.71e-02
a -3.27e-01 5.89e-02 8.17e-02
e -1.53e-01 5.85e-02 6.82e-02
n 1.53e-01 4.99e-02 4.28e-02
h -1.18e-01 2.05e-02 2.30e-02
k 9.12e-02 6.43e-02 5.87e-02
s 7.02e-02 6.28e-02 5.85e-02
r -6.72e-02 4.77e-02 5.11e-02
d -6.38e-02 5.44e-02 5.80e-02
08 11 R MNcn phi2 0.283 ( 4.85e+00 4.06e-01) 7.49e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.283 ( 3.58e-01 1.34e+00) 3.40e-01 ( 8.13e-01 1.53e+00)
05 05 D SM aa 5 0.136 g 1.04e+00 2.11e-01 7.45e-02
l -6.88e-01 4.63e-02 9.21e-02
v -5.36e-01 4.21e-02 7.19e-02
m -4.70e-01 1.33e-02 2.13e-02
i -4.66e-01 3.60e-02 5.74e-02
w -4.54e-01 8.82e-03 1.39e-02
f -4.28e-01 2.63e-02 4.04e-02
n 4.21e-01 6.53e-02 4.29e-02
y -3.98e-01 2.35e-02 3.49e-02
t -3.83e-01 3.70e-02 5.42e-02
p -3.19e-01 3.32e-02 4.56e-02
d 2.86e-01 7.71e-02 5.79e-02
a -2.64e-01 6.28e-02 8.18e-02
e -2.11e-01 5.52e-02 6.82e-02
s 2.03e-01 7.18e-02 5.86e-02
c -1.49e-01 1.24e-02 1.44e-02
h 1.42e-01 2.66e-02 2.30e-02
q -1.38e-01 3.23e-02 3.71e-02
k 1.33e-01 6.72e-02 5.88e-02
r 7.05e-03 5.15e-02 5.11e-02
01 01 D SM aa 1 0.097 p -1.77e+00 7.80e-03 4.58e-02
g -1.04e+00 2.63e-02 7.44e-02
k 5.24e-01 9.90e-02 5.86e-02
d -5.17e-01 3.47e-02 5.82e-02
n -4.57e-01 2.71e-02 4.28e-02
l 4.43e-01 1.43e-01 9.20e-02
q 4.05e-01 5.55e-02 3.70e-02
e 3.75e-01 9.91e-02 6.81e-02
m 3.45e-01 2.99e-02 2.12e-02
t -3.13e-01 3.99e-02 5.45e-02
r 2.49e-01 6.54e-02 5.09e-02
f -2.44e-01 3.17e-02 4.04e-02
v -2.29e-01 5.73e-02 7.21e-02
y -1.46e-01 3.02e-02 3.49e-02
a 1.32e-01 9.30e-02 8.15e-02
i -9.86e-02 5.21e-02 5.75e-02
w -6.71e-02 1.29e-02 1.38e-02
c -4.59e-02 1.37e-02 1.43e-02
h -8.46e-03 2.28e-02 2.30e-02
s -6.91e-03 5.84e-02 5.88e-02
02 02 D SM aa 2 0.075 p -1.70e+00 8.33e-03 4.56e-02
g -1.09e+00 2.49e-02 7.45e-02
d -6.25e-01 3.11e-02 5.82e-02
v -3.52e-01 5.07e-02 7.21e-02
l 3.02e-01 1.25e-01 9.21e-02
y 2.86e-01 4.65e-02 3.49e-02
k 2.83e-01 7.77e-02 5.86e-02
f 2.70e-01 5.29e-02 4.04e-02
n 2.54e-01 5.52e-02 4.28e-02
q 2.39e-01 4.70e-02 3.70e-02
m 2.32e-01 2.67e-02 2.12e-02
s 2.26e-01 7.36e-02 5.87e-02
r 1.83e-01 6.12e-02 5.10e-02
h 1.11e-01 2.57e-02 2.30e-02
a 1.10e-01 9.11e-02 8.16e-02
t -9.60e-02 4.94e-02 5.44e-02
c 8.87e-02 1.56e-02 1.43e-02
e -4.57e-02 6.51e-02 6.81e-02
w 1.82e-02 1.41e-02 1.39e-02
i 1.44e-02 5.84e-02 5.75e-02
00 00 D SM aa 0 0.064 g -1.16e+00 2.33e-02 7.44e-02
c -5.58e-01 8.18e-03 1.43e-02
p -5.24e-01 2.72e-02 4.60e-02
q 3.91e-01 5.48e-02 3.70e-02
f -3.82e-01 2.75e-02 4.03e-02
l 3.78e-01 1.34e-01 9.17e-02
e 3.72e-01 9.87e-02 6.80e-02
k 3.61e-01 8.43e-02 5.87e-02
t -3.33e-01 3.91e-02 5.46e-02
n -2.83e-01 3.23e-02 4.29e-02
m 2.15e-01 2.63e-02 2.12e-02
r 1.77e-01 6.08e-02 5.10e-02
d -1.60e-01 4.96e-02 5.83e-02
h -1.46e-01 1.99e-02 2.30e-02
w -1.43e-01 1.20e-02 1.38e-02
v -1.40e-01 6.25e-02 7.19e-02
y 1.34e-01 3.99e-02 3.49e-02
a 1.32e-01 9.29e-02 8.14e-02
i -1.17e-01 5.11e-02 5.74e-02
s -5.77e-02 5.58e-02 5.92e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.145
08 -0.145 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.219
10 -0.219 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.152
12 -0.152 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.009
14 0.009 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.034
16 -0.034 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.321
18 0.321 1.000
DATA_CLASS 192
CLASS 192 - weight 3086 normalized weight 0.002 relative strength 7.87e-02 *******
class cross entropy w.r.t. global class 1.34e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 1.114 ( 2.79e+00 4.00e-01) 4.93e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.114 ( 3.79e+00 4.00e-01) 1.88e+00 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.973 p -7.93e+00 1.65e-05 4.58e-02
i -7.13e+00 4.61e-05 5.75e-02
w -4.08e+00 2.35e-04 1.38e-02
v -3.44e+00 2.30e-03 7.21e-02
l -3.32e+00 3.31e-03 9.20e-02
a -2.19e+00 9.16e-03 8.15e-02
q -2.09e+00 4.57e-03 3.70e-02
m -2.08e+00 2.65e-03 2.12e-02
y -2.07e+00 4.42e-03 3.49e-02
f -1.74e+00 7.08e-03 4.04e-02
s 1.60e+00 2.90e-01 5.88e-02
t 1.48e+00 2.39e-01 5.45e-02
n 1.21e+00 1.44e-01 4.28e-02
e -1.19e+00 2.07e-02 6.81e-02
d 9.86e-01 1.56e-01 5.82e-02
k -9.43e-01 2.28e-02 5.86e-02
r -8.77e-01 2.12e-02 5.09e-02
g -5.72e-01 4.20e-02 7.44e-02
c -2.53e-01 1.11e-02 1.43e-02
h -1.71e-01 1.94e-02 2.30e-02
11 18 R MNcn psi5 0.940 (-7.11e-01 4.00e-01) 3.80e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.940 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.934 (-6.79e-01 4.00e-01) 3.72e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.934 ( 5.19e+00 4.00e-01) 1.62e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.918 (-6.10e-01 4.00e-01) 3.56e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.918 ( 5.17e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.912 (-6.36e-01 4.00e-01) 3.61e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.912 ( 5.12e+00 4.00e-01) 1.45e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.867 (-3.12e-01 4.00e-01) 2.83e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.867 ( 4.67e+00 4.18e-01) 3.12e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.368 p -1.48e+00 1.04e-02 4.56e-02
r -1.26e+00 1.45e-02 5.11e-02
e 1.20e+00 2.25e-01 6.82e-02
i -1.17e+00 1.79e-02 5.74e-02
d 1.12e+00 1.77e-01 5.80e-02
f -1.10e+00 1.35e-02 4.04e-02
l -1.03e+00 3.28e-02 9.22e-02
v -9.77e-01 2.71e-02 7.20e-02
y -9.49e-01 1.35e-02 3.49e-02
q 9.05e-01 9.16e-02 3.71e-02
k -9.01e-01 2.38e-02 5.87e-02
w -7.84e-01 6.34e-03 1.39e-02
n -5.63e-01 2.44e-02 4.28e-02
c -5.11e-01 8.60e-03 1.43e-02
m -3.11e-01 1.56e-02 2.13e-02
t -2.47e-01 4.24e-02 5.43e-02
a 2.27e-01 1.03e-01 8.17e-02
h 1.91e-01 2.79e-02 2.30e-02
g -9.19e-02 6.80e-02 7.45e-02
s -3.31e-02 5.66e-02 5.85e-02
05 05 D SM aa 5 0.278 p -2.02e+00 6.03e-03 4.56e-02
d -1.46e+00 1.35e-02 5.79e-02
n -1.43e+00 1.03e-02 4.29e-02
h -1.23e+00 6.72e-03 2.30e-02
e -1.07e+00 2.35e-02 6.82e-02
g -9.88e-01 2.78e-02 7.45e-02
a 9.62e-01 2.14e-01 8.18e-02
l 7.42e-01 1.93e-01 9.21e-02
s -7.27e-01 2.83e-02 5.86e-02
c 6.79e-01 2.83e-02 1.44e-02
k -5.68e-01 3.33e-02 5.88e-02
t -5.64e-01 3.09e-02 5.42e-02
q -5.08e-01 2.23e-02 3.71e-02
f 3.94e-01 5.98e-02 4.04e-02
m 3.92e-01 3.15e-02 2.13e-02
v 3.78e-01 1.05e-01 7.19e-02
w 3.29e-01 1.93e-02 1.39e-02
y 1.16e-01 3.92e-02 3.49e-02
r -5.67e-02 4.83e-02 5.11e-02
i 1.90e-02 5.85e-02 5.74e-02
03 03 D SM aa 3 0.239 e 1.26e+00 2.41e-01 6.82e-02
i -1.04e+00 2.02e-02 5.75e-02
p -9.19e-01 1.82e-02 4.55e-02
v -8.11e-01 3.20e-02 7.21e-02
l -8.07e-01 4.11e-02 9.22e-02
f -7.56e-01 1.90e-02 4.04e-02
g -6.86e-01 3.75e-02 7.45e-02
c -6.36e-01 7.58e-03 1.43e-02
m -5.48e-01 1.23e-02 2.12e-02
d 5.33e-01 9.91e-02 5.81e-02
q 4.14e-01 5.61e-02 3.71e-02
t -2.93e-01 4.05e-02 5.43e-02
w -2.88e-01 1.04e-02 1.39e-02
a 2.87e-01 1.09e-01 8.17e-02
h -2.56e-01 1.78e-02 2.30e-02
n -2.08e-01 3.48e-02 4.28e-02
s 2.01e-01 7.17e-02 5.87e-02
y -1.84e-01 2.91e-02 3.50e-02
r -8.10e-02 4.71e-02 5.10e-02
k -5.05e-02 5.57e-02 5.86e-02
00 00 D SM aa 0 0.145 i -1.07e+00 1.98e-02 5.74e-02
c -9.68e-01 5.42e-03 1.43e-02
l -9.22e-01 3.65e-02 9.17e-02
w -8.77e-01 5.74e-03 1.38e-02
y -8.52e-01 1.49e-02 3.49e-02
g -7.91e-01 3.37e-02 7.44e-02
v -7.70e-01 3.33e-02 7.19e-02
m -6.94e-01 1.06e-02 2.12e-02
f -6.88e-01 2.03e-02 4.03e-02
t 5.19e-01 9.17e-02 5.46e-02
k 5.17e-01 9.85e-02 5.87e-02
p 4.86e-01 7.48e-02 4.60e-02
r 4.82e-01 8.25e-02 5.10e-02
s 3.99e-01 8.82e-02 5.92e-02
d 3.99e-01 8.68e-02 5.83e-02
n 3.79e-01 6.26e-02 4.29e-02
e 2.53e-01 8.76e-02 6.80e-02
q 1.79e-01 4.43e-02 3.70e-02
a -1.62e-02 8.01e-02 8.14e-02
h -1.31e-02 2.27e-02 2.30e-02
02 02 D SM aa 2 0.074 c -1.06e+00 4.97e-03 1.43e-02
p 8.16e-01 1.03e-01 4.56e-02
n -7.04e-01 2.12e-02 4.28e-02
h -6.73e-01 1.17e-02 2.30e-02
g -5.44e-01 4.32e-02 7.45e-02
s -5.18e-01 3.50e-02 5.87e-02
e 4.47e-01 1.06e-01 6.81e-02
t -4.09e-01 3.61e-02 5.44e-02
l 2.86e-01 1.23e-01 9.21e-02
q -2.24e-01 2.96e-02 3.70e-02
y -1.62e-01 2.97e-02 3.49e-02
k -1.48e-01 5.05e-02 5.86e-02
w 1.44e-01 1.60e-02 1.39e-02
m -1.28e-01 1.87e-02 2.12e-02
a 1.10e-01 9.11e-02 8.16e-02
v 6.73e-02 7.71e-02 7.21e-02
d -3.51e-02 5.62e-02 5.82e-02
r -2.67e-02 4.96e-02 5.10e-02
i -2.09e-02 5.64e-02 5.75e-02
f 4.34e-03 4.06e-02 4.04e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.543
08 -0.543 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.117
10 -0.117 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.199
12 -0.199 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.107
14 -0.107 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.142
16 -0.142 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.175
18 -0.175 1.000
DATA_CLASS 193
CLASS 193 - weight 3082 normalized weight 0.002 relative strength 2.09e-02 *******
class cross entropy w.r.t. global class 1.79e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.385 ( 1.22e+00 4.00e-01) 8.29e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.385 ( 7.51e-01 9.54e-01) 6.17e-02 ( 8.09e-01 1.53e+00)
11 18 R MNcn psi5 0.905 ( 2.56e+00 4.00e-01) 4.37e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.905 ( 4.47e+00 5.65e-01) 1.29e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.898 (-6.48e-01 4.00e-01) 3.65e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.898 ( 4.96e+00 4.00e-01) 1.05e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.894 (-4.84e-01 4.00e-01) 3.25e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.894 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.851 p -7.94e+00 1.62e-05 4.56e-02
i -4.06e+00 9.89e-04 5.74e-02
v -3.27e+00 2.74e-03 7.20e-02
t -2.12e+00 6.49e-03 5.43e-02
g 1.87e+00 4.83e-01 7.45e-02
w -1.58e+00 2.88e-03 1.39e-02
a -1.50e+00 1.83e-02 8.17e-02
f -1.49e+00 9.10e-03 4.04e-02
y -1.39e+00 8.71e-03 3.49e-02
l -1.21e+00 2.76e-02 9.22e-02
e -8.84e-01 2.82e-02 6.82e-02
n 7.97e-01 9.51e-02 4.28e-02
s -6.70e-01 3.00e-02 5.85e-02
c -5.83e-01 8.01e-03 1.43e-02
m -4.51e-01 1.36e-02 2.13e-02
k 3.96e-01 8.72e-02 5.87e-02
h 2.61e-01 2.99e-02 2.30e-02
d -1.69e-01 4.90e-02 5.80e-02
q 1.53e-01 4.32e-02 3.71e-02
r 9.98e-02 5.64e-02 5.11e-02
06 08 R MNcn psi0 0.810 ( 2.06e+00 4.04e-01) 3.06e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.810 ( 4.61e+00 4.83e-01) 1.48e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.794 (-1.70e-01 4.00e-01) 2.45e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.794 ( 4.55e+00 4.00e-01) 1.36e-02 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.768 c 1.87e+00 9.23e-02 1.43e-02
d 1.80e+00 3.52e-01 5.83e-02
m -1.52e+00 4.67e-03 2.12e-02
a -1.45e+00 1.92e-02 8.14e-02
i -1.38e+00 1.44e-02 5.74e-02
v -1.35e+00 1.86e-02 7.19e-02
k -1.33e+00 1.56e-02 5.87e-02
l -1.31e+00 2.47e-02 9.17e-02
g -1.24e+00 2.16e-02 7.44e-02
n 1.22e+00 1.46e-01 4.29e-02
w -1.07e+00 4.74e-03 1.38e-02
q -9.73e-01 1.40e-02 3.70e-02
f -9.67e-01 1.53e-02 4.03e-02
y -8.92e-01 1.43e-02 3.49e-02
e -7.79e-01 3.12e-02 6.80e-02
t -7.74e-01 2.52e-02 5.46e-02
p -6.81e-01 2.33e-02 4.60e-02
h 5.84e-01 4.12e-02 2.30e-02
r -5.45e-01 2.95e-02 5.10e-02
s 4.43e-01 9.21e-02 5.92e-02
03 03 D SM aa 3 0.437 p -4.04e+00 8.02e-04 4.55e-02
c 1.73e+00 8.10e-02 1.43e-02
v -1.54e+00 1.55e-02 7.21e-02
t 1.53e+00 2.51e-01 5.43e-02
g -1.42e+00 1.79e-02 7.45e-02
i -1.20e+00 1.74e-02 5.75e-02
s 6.09e-01 1.08e-01 5.87e-02
a -5.89e-01 4.53e-02 8.17e-02
w -5.63e-01 7.91e-03 1.39e-02
f -4.76e-01 2.51e-02 4.04e-02
n 4.38e-01 6.64e-02 4.28e-02
l -4.02e-01 6.17e-02 9.22e-02
q -3.72e-01 2.56e-02 3.71e-02
y -3.48e-01 2.47e-02 3.50e-02
m -3.41e-01 1.51e-02 2.12e-02
r -3.17e-01 3.72e-02 5.10e-02
e -2.68e-01 5.22e-02 6.82e-02
d 8.64e-02 6.34e-02 5.81e-02
k 2.94e-02 6.03e-02 5.86e-02
h 2.55e-02 2.36e-02 2.30e-02
01 01 D SM aa 1 0.246 p 1.60e+00 2.28e-01 4.58e-02
g -1.10e+00 2.48e-02 7.44e-02
c -1.08e+00 4.87e-03 1.43e-02
y -8.30e-01 1.52e-02 3.49e-02
w -6.87e-01 6.96e-03 1.38e-02
m -6.02e-01 1.16e-02 2.12e-02
i -5.56e-01 3.30e-02 5.75e-02
q -5.47e-01 2.14e-02 3.70e-02
f -4.09e-01 2.68e-02 4.04e-02
d -3.43e-01 4.13e-02 5.82e-02
v -3.31e-01 5.17e-02 7.21e-02
n -2.97e-01 3.18e-02 4.28e-02
h -2.46e-01 1.80e-02 2.30e-02
k 2.43e-01 7.47e-02 5.86e-02
l -1.61e-01 7.83e-02 9.20e-02
t 1.20e-01 6.14e-02 5.45e-02
a 9.95e-02 9.00e-02 8.15e-02
r 6.79e-02 5.45e-02 5.09e-02
s -4.80e-02 5.61e-02 5.88e-02
e 2.32e-02 6.97e-02 6.81e-02
02 02 D SM aa 2 0.130 p -1.34e+00 1.20e-02 4.56e-02
m -9.55e-01 8.16e-03 2.12e-02
c -9.43e-01 5.57e-03 1.43e-02
e 7.64e-01 1.46e-01 6.81e-02
g -6.98e-01 3.70e-02 7.45e-02
l -6.89e-01 4.62e-02 9.21e-02
f -6.15e-01 2.18e-02 4.04e-02
k 5.99e-01 1.07e-01 5.86e-02
i -4.76e-01 3.58e-02 5.75e-02
y -4.68e-01 2.19e-02 3.49e-02
w -4.37e-01 8.96e-03 1.39e-02
s 3.93e-01 8.70e-02 5.87e-02
d 3.83e-01 8.53e-02 5.82e-02
v -2.18e-01 5.80e-02 7.21e-02
q 2.03e-01 4.54e-02 3.70e-02
t 1.43e-01 6.28e-02 5.44e-02
a 7.56e-02 8.80e-02 8.16e-02
n 6.27e-02 4.56e-02 4.28e-02
r 6.04e-02 5.42e-02 5.10e-02
h 1.86e-02 2.34e-02 2.30e-02
05 05 D SM aa 5 0.102 p -1.18e+00 1.40e-02 4.56e-02
k 7.35e-01 1.23e-01 5.88e-02
a -5.35e-01 4.79e-02 8.18e-02
r 5.01e-01 8.44e-02 5.11e-02
g -4.98e-01 4.53e-02 7.45e-02
w -4.78e-01 8.62e-03 1.39e-02
t 4.78e-01 8.75e-02 5.42e-02
e 4.71e-01 1.09e-01 6.82e-02
d -3.82e-01 3.95e-02 5.79e-02
q 3.70e-01 5.37e-02 3.71e-02
n -3.39e-01 3.06e-02 4.29e-02
l -3.27e-01 6.65e-02 9.21e-02
h -2.86e-01 1.73e-02 2.30e-02
i -2.32e-01 4.55e-02 5.74e-02
v -1.58e-01 6.14e-02 7.19e-02
f -1.49e-01 3.48e-02 4.04e-02
c 1.43e-01 1.66e-02 1.44e-02
m -8.82e-02 1.95e-02 2.13e-02
y -6.44e-02 3.28e-02 3.49e-02
s 6.37e-02 6.24e-02 5.86e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.274
08 0.274 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.297
10 -0.297 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.025
12 -0.025 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.264
14 -0.264 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.060
16 0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.281
18 -0.281 1.000
DATA_CLASS 194
CLASS 194 - weight 3048 normalized weight 0.002 relative strength 7.77e-02 *******
class cross entropy w.r.t. global class 1.40e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 1.207 ( 2.84e+00 4.00e-01) 5.05e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.207 ( 4.71e+00 4.00e-01) 4.15e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 1.097 p -3.46e+00 1.44e-03 4.56e-02
i -3.42e+00 1.87e-03 5.75e-02
a -3.07e+00 3.78e-03 8.16e-02
w -2.87e+00 7.87e-04 1.39e-02
y -2.86e+00 1.99e-03 3.49e-02
c -2.76e+00 9.01e-04 1.43e-02
v -2.69e+00 4.87e-03 7.21e-02
l -2.55e+00 7.22e-03 9.21e-02
f -2.45e+00 3.50e-03 4.04e-02
m -2.12e+00 2.55e-03 2.12e-02
t 1.89e+00 3.58e-01 5.44e-02
s 1.74e+00 3.34e-01 5.87e-02
e -1.30e+00 1.85e-02 6.81e-02
h -1.01e+00 8.41e-03 2.30e-02
q -7.26e-01 1.79e-02 3.70e-02
r -6.79e-01 2.59e-02 5.10e-02
g -4.13e-01 4.93e-02 7.45e-02
k -3.26e-01 4.23e-02 5.86e-02
n 2.55e-01 5.53e-02 4.28e-02
d 5.66e-02 6.16e-02 5.82e-02
09 14 R MNcn psi3 0.947 (-6.73e-01 4.00e-01) 3.71e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.947 ( 5.27e+00 4.00e-01) 1.80e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.929 (-6.79e-01 4.00e-01) 3.72e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.929 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.927 ( 2.56e+00 4.00e-01) 4.36e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.927 ( 4.62e+00 5.61e-01) 1.39e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.913 (-6.38e-01 4.00e-01) 3.62e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.913 ( 5.09e+00 4.00e-01) 1.36e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.737 (-1.44e-01 4.47e-01) 2.16e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.737 ( 4.63e+00 4.00e-01) 2.16e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.701 c -3.44e+00 4.60e-04 1.44e-02
p -2.93e+00 2.44e-03 4.56e-02
f -2.11e+00 4.90e-03 4.04e-02
l -1.70e+00 1.68e-02 9.21e-02
e 1.52e+00 3.12e-01 6.82e-02
i -1.45e+00 1.35e-02 5.74e-02
y -1.40e+00 8.58e-03 3.49e-02
q 1.38e+00 1.48e-01 3.71e-02
g -1.34e+00 1.94e-02 7.45e-02
d 1.29e+00 2.11e-01 5.79e-02
w -1.16e+00 4.35e-03 1.39e-02
v -1.06e+00 2.48e-02 7.19e-02
r -9.18e-01 2.04e-02 5.11e-02
n -7.91e-01 1.94e-02 4.29e-02
k -7.56e-01 2.76e-02 5.88e-02
a -5.02e-01 4.95e-02 8.18e-02
s -4.56e-01 3.71e-02 5.86e-02
h -3.31e-01 1.66e-02 2.30e-02
t -2.03e-01 4.43e-02 5.42e-02
m -8.98e-02 1.94e-02 2.13e-02
04 04 D SM aa 4 0.359 m -2.34e+00 2.05e-03 2.13e-02
c -2.01e+00 1.92e-03 1.43e-02
i -1.62e+00 1.13e-02 5.74e-02
e 1.36e+00 2.66e-01 6.82e-02
y -1.21e+00 1.04e-02 3.49e-02
v -1.17e+00 2.23e-02 7.20e-02
f -1.10e+00 1.34e-02 4.04e-02
p -9.87e-01 1.70e-02 4.56e-02
l -9.45e-01 3.58e-02 9.22e-02
d 7.54e-01 1.23e-01 5.80e-02
w -6.88e-01 6.98e-03 1.39e-02
q 5.44e-01 6.38e-02 3.71e-02
g -4.91e-01 4.56e-02 7.45e-02
t -4.32e-01 3.52e-02 5.43e-02
n -3.52e-01 3.01e-02 4.28e-02
k 3.48e-01 8.31e-02 5.87e-02
a 2.89e-01 1.09e-01 8.17e-02
h -2.84e-01 1.73e-02 2.30e-02
r -2.83e-01 3.85e-02 5.11e-02
s 1.29e-01 6.66e-02 5.85e-02
01 01 D SM aa 1 0.303 p -2.91e+00 2.51e-03 4.58e-02
n -1.87e+00 6.60e-03 4.28e-02
d -1.37e+00 1.48e-02 5.82e-02
m 1.28e+00 7.62e-02 2.12e-02
e -1.26e+00 1.93e-02 6.81e-02
l 1.00e+00 2.50e-01 9.20e-02
q -8.45e-01 1.59e-02 3.70e-02
g -8.10e-01 3.31e-02 7.44e-02
w 6.35e-01 2.61e-02 1.38e-02
s -5.51e-01 3.39e-02 5.88e-02
f 4.73e-01 6.49e-02 4.04e-02
i 4.60e-01 9.11e-02 5.75e-02
r -4.56e-01 3.23e-02 5.09e-02
k -4.16e-01 3.86e-02 5.86e-02
c 3.04e-01 1.94e-02 1.43e-02
t -2.78e-01 4.13e-02 5.45e-02
v 2.21e-01 8.99e-02 7.21e-02
h -1.90e-01 1.90e-02 2.30e-02
y 1.13e-01 3.91e-02 3.49e-02
a 4.98e-02 8.57e-02 8.15e-02
03 03 D SM aa 3 0.113 c -1.52e+00 3.11e-03 1.43e-02
p 1.01e+00 1.25e-01 4.55e-02
g -9.06e-01 3.01e-02 7.45e-02
t -6.22e-01 2.92e-02 5.43e-02
e 5.79e-01 1.22e-01 6.82e-02
s -5.72e-01 3.31e-02 5.87e-02
y -4.67e-01 2.19e-02 3.50e-02
n -4.42e-01 2.75e-02 4.28e-02
d 2.76e-01 7.66e-02 5.81e-02
i -2.63e-01 4.42e-02 5.75e-02
h -2.23e-01 1.84e-02 2.30e-02
k -1.23e-01 5.18e-02 5.86e-02
a 1.06e-01 9.08e-02 8.17e-02
m -9.17e-02 1.94e-02 2.12e-02
w 7.92e-02 1.50e-02 1.39e-02
f -7.44e-02 3.75e-02 4.04e-02
r -6.72e-02 4.77e-02 5.10e-02
l 6.66e-02 9.85e-02 9.22e-02
q -8.16e-03 3.68e-02 3.71e-02
v 4.72e-05 7.21e-02 7.21e-02
00 00 D SM aa 0 0.100 p -7.18e-01 2.24e-02 4.60e-02
n 7.17e-01 8.78e-02 4.29e-02
c -6.82e-01 7.22e-03 1.43e-02
i -6.46e-01 3.01e-02 5.74e-02
v -6.20e-01 3.87e-02 7.19e-02
w -6.03e-01 7.55e-03 1.38e-02
d 5.34e-01 9.93e-02 5.83e-02
t 4.44e-01 8.51e-02 5.46e-02
g -4.44e-01 4.77e-02 7.44e-02
l -4.38e-01 5.92e-02 9.17e-02
h 4.35e-01 3.55e-02 2.30e-02
k 3.34e-01 8.20e-02 5.87e-02
a -3.31e-01 5.85e-02 8.14e-02
m -3.21e-01 1.54e-02 2.12e-02
s 3.11e-01 8.07e-02 5.92e-02
f -3.02e-01 2.98e-02 4.03e-02
e 2.87e-01 9.07e-02 6.80e-02
q 2.53e-01 4.77e-02 3.70e-02
r -2.21e-01 4.08e-02 5.10e-02
y -3.47e-02 3.37e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.292
08 -0.292 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.180
10 -0.180 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.102
12 -0.102 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.102
14 -0.102 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.086
16 -0.086 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.208
18 -0.208 1.000
DATA_CLASS 195
CLASS 195 - weight 3031 normalized weight 0.002 relative strength 1.69e-04 *******
class cross entropy w.r.t. global class 9.11e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.968 (-3.14e-01 4.16e-01) 2.70e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.968 ( 4.86e+00 4.00e-01) 7.87e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.884 ( 3.00e+00 5.87e-01) 3.73e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.884 ( 3.65e+00 1.24e+00) 7.23e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.832 ( 2.39e+00 4.00e-01) 3.92e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.832 ( 4.47e+00 5.48e-01) 1.40e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.831 ( 2.53e+00 4.00e-01) 4.30e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.831 ( 4.38e+00 6.51e-01) 2.52e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.722 i -2.80e+00 3.49e-03 5.75e-02
v -2.15e+00 8.39e-03 7.21e-02
l -2.07e+00 1.16e-02 9.21e-02
g 1.77e+00 4.37e-01 7.45e-02
k -1.61e+00 1.17e-02 5.86e-02
m -1.55e+00 4.49e-03 2.12e-02
f -1.48e+00 9.22e-03 4.04e-02
e -1.02e+00 2.45e-02 6.81e-02
s 8.54e-01 1.38e-01 5.87e-02
q -8.36e-01 1.61e-02 3.70e-02
p -7.52e-01 2.15e-02 4.56e-02
r -7.20e-01 2.48e-02 5.10e-02
y -6.92e-01 1.75e-02 3.49e-02
t 5.21e-01 9.16e-02 5.44e-02
a -5.06e-01 4.92e-02 8.16e-02
w -3.98e-01 9.32e-03 1.39e-02
d -3.53e-01 4.09e-02 5.82e-02
c -3.26e-01 1.03e-02 1.43e-02
h 2.85e-01 3.06e-02 2.30e-02
n -6.57e-02 4.01e-02 4.28e-02
07 10 R MNcn psi1 0.230 ( 1.67e+00 1.30e+00) 6.62e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.230 ( 4.47e+00 5.30e-01) 1.43e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.218 ( 1.48e+00 1.34e+00) 5.00e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.218 ( 4.38e+00 5.12e-01) 3.23e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.202 i -1.60e+00 1.16e-02 5.75e-02
v -1.26e+00 2.05e-02 7.21e-02
l -1.16e+00 2.90e-02 9.22e-02
p 1.00e+00 1.24e-01 4.55e-02
f -8.64e-01 1.70e-02 4.04e-02
d 6.88e-01 1.16e-01 5.81e-02
c -5.29e-01 8.43e-03 1.43e-02
g -5.21e-01 4.42e-02 7.45e-02
m -5.13e-01 1.27e-02 2.12e-02
n 4.93e-01 7.02e-02 4.28e-02
w 4.92e-01 2.27e-02 1.39e-02
y -4.04e-01 2.33e-02 3.50e-02
e 3.94e-01 1.01e-01 6.82e-02
s 3.88e-01 8.65e-02 5.87e-02
a -3.13e-01 5.97e-02 8.17e-02
k 3.10e-01 7.99e-02 5.86e-02
t 1.80e-01 6.50e-02 5.43e-02
q -1.37e-01 3.23e-02 3.71e-02
r 5.19e-02 5.37e-02 5.10e-02
h -2.51e-02 2.24e-02 2.30e-02
04 04 D SM aa 4 0.132 p -3.31e+00 1.67e-03 4.56e-02
i -9.27e-01 2.27e-02 5.74e-02
n 7.94e-01 9.48e-02 4.28e-02
l -7.90e-01 4.19e-02 9.22e-02
h 6.88e-01 4.58e-02 2.30e-02
y 4.97e-01 5.74e-02 3.49e-02
d 4.61e-01 9.20e-02 5.80e-02
a -4.39e-01 5.27e-02 8.17e-02
c -3.95e-01 9.67e-03 1.43e-02
t 3.09e-01 7.39e-02 5.43e-02
f 2.74e-01 5.31e-02 4.04e-02
v -2.69e-01 5.50e-02 7.20e-02
m -2.02e-01 1.74e-02 2.13e-02
g 1.75e-01 8.88e-02 7.45e-02
w 1.73e-01 1.65e-02 1.39e-02
q -1.34e-01 3.24e-02 3.71e-02
k 8.04e-02 6.36e-02 5.87e-02
s 4.99e-02 6.15e-02 5.85e-02
r 1.27e-02 5.17e-02 5.11e-02
e -1.14e-02 6.75e-02 6.82e-02
05 05 D SM aa 5 0.050 d -5.11e-01 3.48e-02 5.79e-02
e -5.09e-01 4.10e-02 6.82e-02
t 4.36e-01 8.39e-02 5.42e-02
s 4.35e-01 9.05e-02 5.86e-02
n -4.04e-01 2.86e-02 4.29e-02
p 4.02e-01 6.82e-02 4.56e-02
y 3.81e-01 5.11e-02 3.49e-02
l -3.64e-01 6.40e-02 9.21e-02
c 3.09e-01 1.96e-02 1.44e-02
g -2.94e-01 5.55e-02 7.45e-02
q -2.23e-01 2.96e-02 3.71e-02
w 2.20e-01 1.73e-02 1.39e-02
v 1.97e-01 8.76e-02 7.19e-02
r -1.66e-01 4.33e-02 5.11e-02
k -1.66e-01 4.98e-02 5.88e-02
f 1.31e-01 4.60e-02 4.04e-02
i 1.26e-01 6.50e-02 5.74e-02
h 6.97e-02 2.47e-02 2.30e-02
a -4.18e-02 7.84e-02 8.18e-02
m -1.15e-02 2.10e-02 2.13e-02
00 00 D SM aa 0 0.042 g -6.68e-01 3.81e-02 7.44e-02
e -4.18e-01 4.48e-02 6.80e-02
v 3.84e-01 1.06e-01 7.19e-02
p 3.58e-01 6.58e-02 4.60e-02
y 3.55e-01 4.97e-02 3.49e-02
a -3.30e-01 5.85e-02 8.14e-02
i 3.01e-01 7.76e-02 5.74e-02
w 2.93e-01 1.85e-02 1.38e-02
d -2.73e-01 4.44e-02 5.83e-02
q 2.17e-01 4.60e-02 3.70e-02
t 2.09e-01 6.72e-02 5.46e-02
n -1.93e-01 3.54e-02 4.29e-02
k -1.11e-01 5.26e-02 5.87e-02
h 9.85e-02 2.53e-02 2.30e-02
f 8.43e-02 4.39e-02 4.03e-02
l -7.27e-02 8.53e-02 9.17e-02
s -6.78e-02 5.53e-02 5.92e-02
m -1.88e-02 2.08e-02 2.12e-02
c 7.40e-03 1.44e-02 1.43e-02
r -3.17e-03 5.08e-02 5.10e-02
01 01 D SM aa 1 0.031 p 6.03e-01 8.38e-02 4.58e-02
t 3.79e-01 7.96e-02 5.45e-02
h 3.68e-01 3.32e-02 2.30e-02
d -3.17e-01 4.24e-02 5.82e-02
g -3.05e-01 5.49e-02 7.44e-02
c 2.86e-01 1.91e-02 1.43e-02
w 2.38e-01 1.76e-02 1.38e-02
l -2.31e-01 7.30e-02 9.20e-02
f -1.95e-01 3.32e-02 4.04e-02
n -1.90e-01 3.54e-02 4.28e-02
m -1.84e-01 1.76e-02 2.12e-02
k -1.78e-01 4.91e-02 5.86e-02
e -9.63e-02 6.18e-02 6.81e-02
i 8.66e-02 6.27e-02 5.75e-02
y -7.28e-02 3.25e-02 3.49e-02
q 6.26e-02 3.94e-02 3.70e-02
v 4.19e-02 7.51e-02 7.21e-02
r -2.55e-02 4.97e-02 5.09e-02
a -6.51e-03 8.10e-02 8.15e-02
s 3.08e-03 5.90e-02 5.88e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.123
08 -0.123 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.165
10 -0.165 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.411
12 -0.411 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.739
14 -0.739 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.058
16 0.058 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.219
18 -0.219 1.000
DATA_CLASS 196
CLASS 196 - weight 2999 normalized weight 0.002 relative strength 2.93e-01 *******
class cross entropy w.r.t. global class 1.47e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
05 05 D SM aa 5 3.081 l -8.38e+00 2.12e-05 9.21e-02
a -8.27e+00 2.08e-05 8.18e-02
e -8.02e+00 2.24e-05 6.82e-02
v -7.88e+00 2.72e-05 7.19e-02
k -7.84e+00 2.31e-05 5.88e-02
r -7.79e+00 2.11e-05 5.11e-02
i -7.78e+00 2.39e-05 5.74e-02
s -7.72e+00 2.61e-05 5.86e-02
t -7.70e+00 2.45e-05 5.42e-02
n -7.45e+00 2.49e-05 4.29e-02
d -7.28e+00 4.00e-05 5.79e-02
q -7.28e+00 2.56e-05 3.71e-02
g -7.25e+00 5.31e-05 7.45e-02
f -7.18e+00 3.09e-05 4.04e-02
y -7.08e+00 2.94e-05 3.49e-02
m -6.69e+00 2.65e-05 2.13e-02
h -6.30e+00 4.24e-05 2.30e-02
c -5.88e+00 4.01e-05 1.44e-02
w -5.77e+00 4.34e-05 1.39e-02
p 3.09e+00 9.99e-01 4.56e-02
10 16 R MNcn psi4 1.009 (-8.50e-01 4.00e-01) 4.15e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.009 ( 5.32e+00 4.00e-01) 1.94e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.924 (-6.46e-01 4.00e-01) 3.67e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.924 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.910 (-5.65e-01 4.00e-01) 3.43e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.910 ( 5.23e+00 4.00e-01) 1.71e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.891 (-5.71e-01 4.00e-01) 3.45e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.891 ( 4.89e+00 4.00e-01) 8.57e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.882 (-5.67e-01 4.00e-01) 3.45e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.882 ( 4.79e+00 4.00e-01) 6.12e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.880 (-5.27e-01 4.00e-01) 3.36e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.880 ( 5.07e+00 4.00e-01) 1.32e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.270 p -2.70e+00 3.05e-03 4.55e-02
d -1.45e+00 1.36e-02 5.81e-02
l 9.86e-01 2.47e-01 9.22e-02
e -9.19e-01 2.72e-02 6.82e-02
g -8.98e-01 3.03e-02 7.45e-02
n -8.07e-01 1.91e-02 4.28e-02
k -7.58e-01 2.74e-02 5.86e-02
i 7.08e-01 1.17e-01 5.75e-02
m 6.90e-01 4.23e-02 2.12e-02
q -6.84e-01 1.87e-02 3.71e-02
r -6.52e-01 2.66e-02 5.10e-02
s -6.10e-01 3.19e-02 5.87e-02
f 5.40e-01 6.93e-02 4.04e-02
h -4.17e-01 1.52e-02 2.30e-02
v 3.83e-01 1.06e-01 7.21e-02
w 3.10e-01 1.89e-02 1.39e-02
t -1.93e-01 4.48e-02 5.43e-02
y 1.62e-01 4.11e-02 3.50e-02
a 6.66e-02 8.73e-02 8.17e-02
c -5.99e-02 1.35e-02 1.43e-02
04 04 D SM aa 4 0.142 p -1.64e+00 8.87e-03 4.56e-02
d -1.28e+00 1.61e-02 5.80e-02
n -9.49e-01 1.66e-02 4.28e-02
s -9.31e-01 2.31e-02 5.85e-02
l 7.53e-01 1.96e-01 9.22e-02
c -6.85e-01 7.24e-03 1.43e-02
h -6.07e-01 1.25e-02 2.30e-02
i 4.73e-01 9.21e-02 5.74e-02
m 4.69e-01 3.40e-02 2.13e-02
t -3.62e-01 3.78e-02 5.43e-02
a 3.46e-01 1.16e-01 8.17e-02
g -2.88e-01 5.59e-02 7.45e-02
v 1.73e-01 8.56e-02 7.20e-02
e -1.11e-01 6.11e-02 6.82e-02
w 6.24e-02 1.48e-02 1.39e-02
y -5.44e-02 3.31e-02 3.49e-02
k 5.12e-02 6.18e-02 5.87e-02
q -2.47e-02 3.62e-02 3.71e-02
f 1.89e-02 4.11e-02 4.04e-02
r -2.72e-03 5.09e-02 5.11e-02
01 01 D SM aa 1 0.087 p -9.64e-01 1.75e-02 4.58e-02
v -7.00e-01 3.58e-02 7.21e-02
e 6.77e-01 1.34e-01 6.81e-02
g -6.53e-01 3.87e-02 7.44e-02
i -5.90e-01 3.19e-02 5.75e-02
f -5.12e-01 2.42e-02 4.04e-02
c -3.81e-01 9.78e-03 1.43e-02
k 3.80e-01 8.57e-02 5.86e-02
y -2.75e-01 2.65e-02 3.49e-02
q 2.55e-01 4.78e-02 3.70e-02
r 2.33e-01 6.43e-02 5.09e-02
n 2.26e-01 5.37e-02 4.28e-02
a 2.21e-01 1.02e-01 8.15e-02
h -2.02e-01 1.88e-02 2.30e-02
s 1.90e-01 7.12e-02 5.88e-02
d 1.89e-01 7.03e-02 5.82e-02
l -1.29e-01 8.08e-02 9.20e-02
t -1.05e-01 4.91e-02 5.45e-02
w 1.01e-01 1.53e-02 1.38e-02
m 7.94e-02 2.30e-02 2.12e-02
02 02 D SM aa 2 0.066 p -1.89e+00 6.92e-03 4.56e-02
g -9.47e-01 2.89e-02 7.45e-02
n -3.69e-01 2.96e-02 4.28e-02
q 3.63e-01 5.32e-02 3.70e-02
y 3.31e-01 4.86e-02 3.49e-02
h 2.82e-01 3.05e-02 2.30e-02
l 2.51e-01 1.18e-01 9.21e-02
a 2.42e-01 1.04e-01 8.16e-02
f 2.37e-01 5.12e-02 4.04e-02
d -2.20e-01 4.67e-02 5.82e-02
e 2.19e-01 8.48e-02 6.81e-02
s -2.13e-01 4.75e-02 5.87e-02
m 1.78e-01 2.54e-02 2.12e-02
c -1.58e-01 1.22e-02 1.43e-02
t -1.20e-01 4.83e-02 5.44e-02
k 1.06e-01 6.51e-02 5.86e-02
w 6.92e-02 1.49e-02 1.39e-02
v 3.96e-02 7.50e-02 7.21e-02
i 6.86e-03 5.79e-02 5.75e-02
r 1.24e-03 5.11e-02 5.10e-02
00 00 D SM aa 0 0.050 m 5.67e-01 3.75e-02 2.12e-02
g -5.42e-01 4.32e-02 7.44e-02
w 5.18e-01 2.32e-02 1.38e-02
l 4.78e-01 1.48e-01 9.17e-02
d -4.34e-01 3.77e-02 5.83e-02
k -3.67e-01 4.07e-02 5.87e-02
n -3.50e-01 3.02e-02 4.29e-02
q -2.93e-01 2.76e-02 3.70e-02
s -2.86e-01 4.45e-02 5.92e-02
p -2.51e-01 3.58e-02 4.60e-02
a 2.24e-01 1.02e-01 8.14e-02
t -2.22e-01 4.37e-02 5.46e-02
i 1.72e-01 6.82e-02 5.74e-02
f 1.61e-01 4.74e-02 4.03e-02
y 1.08e-01 3.89e-02 3.49e-02
v 1.01e-01 7.96e-02 7.19e-02
h -8.16e-02 2.12e-02 2.30e-02
e -8.07e-02 6.28e-02 6.80e-02
r 6.39e-02 5.43e-02 5.10e-02
c -3.44e-02 1.38e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.127
08 -0.127 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.172
10 -0.172 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.167
12 0.167 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.313
14 -0.313 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.035
16 -0.035 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.106
18 -0.106 1.000
DATA_CLASS 197
CLASS 197 - weight 2988 normalized weight 0.002 relative strength 1.15e-04 *******
class cross entropy w.r.t. global class 1.18e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
02 02 D SM aa 2 2.357 p -7.63e+00 2.22e-05 4.56e-02
c -6.40e+00 2.37e-05 1.43e-02
i -5.20e+00 3.18e-04 5.75e-02
q -5.03e+00 2.43e-04 3.70e-02
l -4.91e+00 6.76e-04 9.21e-02
v -4.65e+00 6.89e-04 7.21e-02
h -3.67e+00 5.84e-04 2.30e-02
f -3.63e+00 1.08e-03 4.04e-02
n -3.56e+00 1.21e-03 4.28e-02
w -3.44e+00 4.44e-04 1.39e-02
e -3.23e+00 2.70e-03 6.81e-02
m -3.12e+00 9.32e-04 2.12e-02
y -3.03e+00 1.68e-03 3.49e-02
d -2.93e+00 3.12e-03 5.82e-02
t -2.88e+00 3.06e-03 5.44e-02
r -2.88e+00 2.88e-03 5.10e-02
k -2.69e+00 3.98e-03 5.86e-02
g 2.56e+00 9.63e-01 7.45e-02
a -2.46e+00 6.98e-03 8.16e-02
s -2.18e+00 6.62e-03 5.87e-02
08 12 R MNcn psi2 2.295 ( 3.28e+00 4.08e-01) 6.04e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 2.295 ( 1.95e+00 6.65e-01) 3.89e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.854 ( 2.49e+00 4.00e-01) 4.21e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.854 ( 4.44e+00 5.86e-01) 1.82e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.842 ( 2.47e+00 4.00e-01) 4.14e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.842 ( 4.44e+00 5.84e-01) 1.79e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.233 ( 1.60e+00 1.38e+00) 5.77e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.233 ( 4.54e+00 5.46e-01) 2.54e-03 ( 4.54e+00 1.01e+00)
06 07 R MNcn phi0 0.204 ( 3.93e+00 1.40e+00) 4.36e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.204 ( 1.07e+00 1.48e+00) 1.70e-01 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 0.124 g 9.95e-01 2.01e-01 7.44e-02
i -6.94e-01 2.87e-02 5.74e-02
m -6.56e-01 1.10e-02 2.12e-02
l -5.57e-01 5.26e-02 9.17e-02
v -5.16e-01 4.29e-02 7.19e-02
r -4.24e-01 3.34e-02 5.10e-02
e -3.76e-01 4.67e-02 6.80e-02
k -3.72e-01 4.05e-02 5.87e-02
d 2.96e-01 7.83e-02 5.83e-02
s 2.80e-01 7.83e-02 5.92e-02
n 2.75e-01 5.64e-02 4.29e-02
q -2.46e-01 2.90e-02 3.70e-02
a -2.38e-01 6.42e-02 8.14e-02
h 1.73e-01 2.73e-02 2.30e-02
w -1.41e-01 1.20e-02 1.38e-02
t 1.40e-01 6.28e-02 5.46e-02
c -7.34e-02 1.33e-02 1.43e-02
y -3.84e-02 3.35e-02 3.49e-02
p 2.43e-02 4.71e-02 4.60e-02
f 1.14e-02 4.08e-02 4.03e-02
04 04 D SM aa 4 0.110 e -1.03e+00 2.43e-02 6.82e-02
w 9.07e-01 3.44e-02 1.39e-02
k -8.52e-01 2.50e-02 5.87e-02
p 7.46e-01 9.62e-02 4.56e-02
g -5.78e-01 4.18e-02 7.45e-02
v 5.59e-01 1.26e-01 7.20e-02
y 5.54e-01 6.08e-02 3.49e-02
d -4.16e-01 3.83e-02 5.80e-02
q -4.16e-01 2.45e-02 3.71e-02
i 3.21e-01 7.92e-02 5.74e-02
n -2.86e-01 3.22e-02 4.28e-02
c 2.73e-01 1.88e-02 1.43e-02
r -1.80e-01 4.26e-02 5.11e-02
t -1.50e-01 4.67e-02 5.43e-02
m -1.18e-01 1.89e-02 2.13e-02
h 8.40e-02 2.50e-02 2.30e-02
l -8.23e-02 8.49e-02 9.22e-02
s 7.49e-02 6.31e-02 5.85e-02
a -6.17e-02 7.68e-02 8.17e-02
f 3.95e-03 4.05e-02 4.04e-02
07 10 R MNcn psi1 0.104 ( 1.36e+00 1.47e+00) 3.68e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.104 ( 4.36e+00 6.66e-01) 2.68e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.082 g -9.74e-01 2.81e-02 7.45e-02
t 6.73e-01 1.07e-01 5.43e-02
p 6.65e-01 8.85e-02 4.55e-02
w 6.64e-01 2.70e-02 1.39e-02
d -5.63e-01 3.31e-02 5.81e-02
l -4.28e-01 6.01e-02 9.22e-02
a -3.50e-01 5.75e-02 8.17e-02
q -2.72e-01 2.82e-02 3.71e-02
h -2.71e-01 1.76e-02 2.30e-02
y 2.57e-01 4.52e-02 3.50e-02
i 2.34e-01 7.27e-02 5.75e-02
e 8.69e-02 7.44e-02 6.82e-02
k 6.77e-02 6.27e-02 5.86e-02
c -5.63e-02 1.35e-02 1.43e-02
n -4.57e-02 4.09e-02 4.28e-02
v 3.51e-02 7.46e-02 7.21e-02
f -3.49e-02 3.90e-02 4.04e-02
r -2.11e-02 5.00e-02 5.10e-02
m -1.81e-02 2.09e-02 2.12e-02
s 1.44e-02 5.95e-02 5.87e-02
01 01 D SM aa 1 0.038 s 6.28e-01 1.10e-01 5.88e-02
v -3.76e-01 4.95e-02 7.21e-02
l -3.37e-01 6.57e-02 9.20e-02
t 3.00e-01 7.36e-02 5.45e-02
p -2.78e-01 3.47e-02 4.58e-02
i -2.60e-01 4.43e-02 5.75e-02
r 2.32e-01 6.42e-02 5.09e-02
d -2.26e-01 4.64e-02 5.82e-02
m -2.09e-01 1.72e-02 2.12e-02
n 1.50e-01 4.97e-02 4.28e-02
a -1.50e-01 7.02e-02 8.15e-02
w 1.43e-01 1.60e-02 1.38e-02
f -1.31e-01 3.55e-02 4.04e-02
g 1.22e-01 8.41e-02 7.44e-02
q 1.09e-01 4.13e-02 3.70e-02
h -7.69e-02 2.13e-02 2.30e-02
c 6.97e-02 1.54e-02 1.43e-02
y -5.21e-02 3.31e-02 3.49e-02
k 4.58e-02 6.13e-02 5.86e-02
e -2.71e-02 6.63e-02 6.81e-02
05 05 D SM aa 5 0.038 p 5.91e-01 8.24e-02 4.56e-02
g -4.76e-01 4.63e-02 7.45e-02
e -4.06e-01 4.55e-02 6.82e-02
t 3.71e-01 7.86e-02 5.42e-02
m -3.25e-01 1.54e-02 2.13e-02
h -2.86e-01 1.73e-02 2.30e-02
y 2.84e-01 4.64e-02 3.49e-02
a -2.84e-01 6.16e-02 8.18e-02
c -2.62e-01 1.10e-02 1.44e-02
v 2.21e-01 8.97e-02 7.19e-02
i 1.82e-01 6.88e-02 5.74e-02
n -1.74e-01 3.60e-02 4.29e-02
w 1.40e-01 1.60e-02 1.39e-02
l -8.21e-02 8.49e-02 9.21e-02
q -7.65e-02 3.43e-02 3.71e-02
f -4.92e-02 3.84e-02 4.04e-02
r 4.17e-02 5.33e-02 5.11e-02
d -3.82e-02 5.58e-02 5.79e-02
k 2.37e-02 6.02e-02 5.88e-02
s -7.57e-03 5.81e-02 5.86e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.056
08 -0.056 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.350
10 -0.350 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.097
12 -0.097 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.203
14 -0.203 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.172
16 -0.172 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.455
18 -0.455 1.000
DATA_CLASS 198
CLASS 198 - weight 2973 normalized weight 0.002 relative strength 4.91e-04 *******
class cross entropy w.r.t. global class 1.17e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
04 04 D SM aa 4 2.025 p -6.18e+00 9.43e-05 4.56e-02
i -5.94e+00 1.52e-04 5.74e-02
w -3.31e+00 5.06e-04 1.39e-02
v -3.02e+00 3.51e-03 7.20e-02
l -2.98e+00 4.69e-03 9.22e-02
e -2.63e+00 4.93e-03 6.82e-02
m -2.60e+00 1.57e-03 2.13e-02
g 2.49e+00 8.96e-01 7.45e-02
q -2.38e+00 3.44e-03 3.71e-02
n -2.35e+00 4.10e-03 4.28e-02
k -2.13e+00 6.96e-03 5.87e-02
f -2.11e+00 4.88e-03 4.04e-02
t -2.05e+00 6.99e-03 5.43e-02
d -1.77e+00 9.89e-03 5.80e-02
y -1.74e+00 6.14e-03 3.49e-02
c -1.67e+00 2.70e-03 1.43e-02
r -1.66e+00 9.69e-03 5.11e-02
a -1.65e+00 1.57e-02 8.17e-02
s -1.61e+00 1.17e-02 5.85e-02
h -1.30e+00 6.29e-03 2.30e-02
10 16 R MNcn psi4 1.793 ( 3.26e+00 4.52e-01) 5.42e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.793 ( 2.35e+00 1.06e+00) 2.08e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.877 ( 2.53e+00 4.00e-01) 4.31e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.877 ( 4.50e+00 5.98e-01) 7.77e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.843 ( 2.36e+00 4.00e-01) 3.85e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.843 ( 4.42e+00 5.05e-01) 2.39e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.792 ( 2.31e+00 4.46e-01) 3.35e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.792 ( 4.56e+00 5.17e-01) 2.94e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.210 ( 1.35e+00 1.42e+00) 3.81e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.210 ( 4.69e+00 5.04e-01) 2.85e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.138 ( 1.29e+00 1.41e+00) 3.41e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.138 ( 4.45e+00 5.88e-01) 1.64e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.116 p 1.03e+00 1.29e-01 4.58e-02
g -9.75e-01 2.81e-02 7.44e-02
e -5.93e-01 3.76e-02 6.81e-02
v 5.15e-01 1.21e-01 7.21e-02
d -4.53e-01 3.70e-02 5.82e-02
i 3.91e-01 8.51e-02 5.75e-02
s -3.80e-01 4.02e-02 5.88e-02
r -3.41e-01 3.62e-02 5.09e-02
a -3.31e-01 5.86e-02 8.15e-02
k -3.28e-01 4.22e-02 5.86e-02
q -2.51e-01 2.88e-02 3.70e-02
w 2.22e-01 1.73e-02 1.38e-02
h 2.02e-01 2.81e-02 2.30e-02
y 1.91e-01 4.23e-02 3.49e-02
m 1.53e-01 2.47e-02 2.12e-02
c 1.06e-01 1.59e-02 1.43e-02
t -7.62e-02 5.05e-02 5.45e-02
f 6.12e-02 4.29e-02 4.04e-02
n 4.06e-02 4.46e-02 4.28e-02
l -1.67e-02 9.04e-02 9.20e-02
02 02 D SM aa 2 0.091 p 1.10e+00 1.37e-01 4.56e-02
e -5.18e-01 4.06e-02 6.81e-02
r -4.71e-01 3.18e-02 5.10e-02
l -3.76e-01 6.32e-02 9.21e-02
g -3.73e-01 5.13e-02 7.45e-02
k -3.25e-01 4.23e-02 5.86e-02
n 3.16e-01 5.88e-02 4.28e-02
s 2.69e-01 7.69e-02 5.87e-02
m -2.57e-01 1.64e-02 2.12e-02
t 1.99e-01 6.64e-02 5.44e-02
v -1.87e-01 5.98e-02 7.21e-02
i -1.41e-01 5.00e-02 5.75e-02
y 1.41e-01 4.02e-02 3.49e-02
f -1.17e-01 3.60e-02 4.04e-02
w 9.84e-02 1.53e-02 1.39e-02
q -9.08e-02 3.38e-02 3.70e-02
h 7.68e-02 2.48e-02 2.30e-02
d 3.83e-02 6.04e-02 5.82e-02
a -7.13e-03 8.10e-02 8.16e-02
c 4.96e-03 1.44e-02 1.43e-02
00 00 D SM aa 0 0.089 g -1.21e+00 2.21e-02 7.44e-02
d -9.10e-01 2.35e-02 5.83e-02
n -6.12e-01 2.33e-02 4.29e-02
v 5.82e-01 1.29e-01 7.19e-02
y 5.77e-01 6.20e-02 3.49e-02
i 4.56e-01 9.07e-02 5.74e-02
w 3.97e-01 2.05e-02 1.38e-02
p 2.66e-01 6.00e-02 4.60e-02
s -2.42e-01 4.65e-02 5.92e-02
q -1.93e-01 3.05e-02 3.70e-02
a -1.88e-01 6.75e-02 8.14e-02
f 1.87e-01 4.86e-02 4.03e-02
r -1.48e-01 4.39e-02 5.10e-02
e -1.37e-01 5.93e-02 6.80e-02
t 1.36e-01 6.25e-02 5.46e-02
h 7.90e-02 2.49e-02 2.30e-02
k -4.09e-02 5.64e-02 5.87e-02
l 2.10e-02 9.37e-02 9.17e-02
c 1.33e-02 1.45e-02 1.43e-02
m -1.24e-02 2.10e-02 2.12e-02
05 05 D SM aa 5 0.072 p 8.09e-01 1.02e-01 4.56e-02
t 6.01e-01 9.89e-02 5.42e-02
g -5.65e-01 4.23e-02 7.45e-02
l -4.84e-01 5.68e-02 9.21e-02
w 4.37e-01 2.15e-02 1.39e-02
s 3.64e-01 8.43e-02 5.86e-02
a -3.62e-01 5.70e-02 8.18e-02
h -3.13e-01 1.68e-02 2.30e-02
f -2.25e-01 3.22e-02 4.04e-02
q -1.92e-01 3.06e-02 3.71e-02
c -1.69e-01 1.21e-02 1.44e-02
y -1.51e-01 3.00e-02 3.49e-02
n 1.39e-01 4.93e-02 4.29e-02
m -1.35e-01 1.86e-02 2.13e-02
i -1.19e-01 5.09e-02 5.74e-02
k -8.12e-02 5.42e-02 5.88e-02
v -6.88e-02 6.71e-02 7.19e-02
d -4.43e-02 5.54e-02 5.79e-02
r -2.34e-02 5.00e-02 5.11e-02
e 1.74e-02 6.94e-02 6.82e-02
03 03 D SM aa 3 0.024 s 4.21e-01 8.93e-02 5.87e-02
t 3.91e-01 8.03e-02 5.43e-02
v -3.50e-01 5.08e-02 7.21e-02
h 3.12e-01 3.14e-02 2.30e-02
l -2.81e-01 6.96e-02 9.22e-02
k -1.82e-01 4.88e-02 5.86e-02
i -1.75e-01 4.83e-02 5.75e-02
f -1.37e-01 3.52e-02 4.04e-02
c -1.34e-01 1.25e-02 1.43e-02
y -1.25e-01 3.08e-02 3.50e-02
n 1.24e-01 4.85e-02 4.28e-02
p 1.14e-01 5.10e-02 4.55e-02
r -8.40e-02 4.69e-02 5.10e-02
g -7.61e-02 6.90e-02 7.45e-02
a 7.15e-02 8.77e-02 8.17e-02
e 4.16e-02 7.11e-02 6.82e-02
m 2.67e-02 2.18e-02 2.12e-02
q -2.62e-02 3.61e-02 3.71e-02
d -2.23e-02 5.68e-02 5.81e-02
w -7.11e-03 1.38e-02 1.39e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.001
08 0.001 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.043
10 0.043 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.192
12 -0.192 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.354
14 -0.354 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.007
16 -0.007 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.245
18 -0.245 1.000
DATA_CLASS 199
CLASS 199 - weight 2970 normalized weight 0.002 relative strength 4.77e-05 *******
class cross entropy w.r.t. global class 1.20e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.066 ( 1.28e+00 4.00e-01) 8.15e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.066 ( 1.14e+00 1.45e+00) 2.16e-01 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 0.970 p -3.50e+00 1.39e-03 4.60e-02
v -2.65e+00 5.10e-03 7.19e-02
i -2.56e+00 4.45e-03 5.74e-02
g 2.05e+00 5.76e-01 7.44e-02
w -1.66e+00 2.64e-03 1.38e-02
t -1.58e+00 1.12e-02 5.46e-02
l -1.47e+00 2.11e-02 9.17e-02
a -9.26e-01 3.23e-02 8.14e-02
e -8.98e-01 2.77e-02 6.80e-02
m -8.30e-01 9.26e-03 2.12e-02
s -7.58e-01 2.77e-02 5.92e-02
r -7.31e-01 2.45e-02 5.10e-02
q -6.00e-01 2.03e-02 3.70e-02
f -5.89e-01 2.24e-02 4.03e-02
y -5.74e-01 1.96e-02 3.49e-02
n 5.28e-01 7.27e-02 4.29e-02
k -5.14e-01 3.51e-02 5.87e-02
c -4.66e-01 8.96e-03 1.43e-02
h -1.38e-01 2.00e-02 2.30e-02
d -6.56e-03 5.79e-02 5.83e-02
11 18 R MNcn psi5 0.901 (-5.11e-01 4.00e-01) 3.30e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.901 ( 5.05e+00 4.00e-01) 1.25e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.722 ( 2.43e+00 5.24e-01) 3.09e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.722 ( 4.58e+00 5.96e-01) 5.96e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.217 e -1.28e+00 1.90e-02 6.82e-02
d 8.95e-01 1.42e-01 5.80e-02
s 8.66e-01 1.39e-01 5.85e-02
r -8.38e-01 2.21e-02 5.11e-02
q -8.19e-01 1.63e-02 3.71e-02
k -7.18e-01 2.86e-02 5.87e-02
n 6.90e-01 8.54e-02 4.28e-02
c 6.29e-01 2.69e-02 1.43e-02
t 6.06e-01 9.94e-02 5.43e-02
i -5.46e-01 3.33e-02 5.74e-02
p 5.39e-01 7.82e-02 4.56e-02
a -5.10e-01 4.91e-02 8.17e-02
l -5.04e-01 5.57e-02 9.22e-02
m -4.76e-01 1.32e-02 2.13e-02
g -4.27e-01 4.86e-02 7.45e-02
v -3.83e-01 4.91e-02 7.20e-02
y -3.75e-01 2.40e-02 3.49e-02
w -2.51e-01 1.08e-02 1.39e-02
f -2.24e-01 3.23e-02 4.04e-02
h 1.48e-01 2.67e-02 2.30e-02
09 14 R MNcn psi3 0.200 ( 1.49e+00 1.38e+00) 4.95e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.200 ( 4.52e+00 5.27e-01) 3.97e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.192 ( 1.35e+00 1.40e+00) 3.81e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.192 ( 4.62e+00 5.32e-01) 1.44e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.182 ( 1.15e+00 1.47e+00) 2.25e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.182 ( 4.64e+00 5.05e-01) 1.95e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.146 p 1.34e+00 1.74e-01 4.56e-02
g -1.00e+00 2.73e-02 7.45e-02
v -4.79e-01 4.46e-02 7.19e-02
c -3.90e-01 9.72e-03 1.44e-02
i -3.56e-01 4.02e-02 5.74e-02
d 3.47e-01 8.20e-02 5.79e-02
f -3.43e-01 2.86e-02 4.04e-02
n -3.16e-01 3.12e-02 4.29e-02
m -2.92e-01 1.59e-02 2.13e-02
y -2.85e-01 2.63e-02 3.49e-02
h -2.18e-01 1.85e-02 2.30e-02
a -1.30e-01 7.18e-02 8.18e-02
q -1.16e-01 3.30e-02 3.71e-02
k 6.51e-02 6.27e-02 5.88e-02
e 4.77e-02 7.16e-02 6.82e-02
r -4.12e-02 4.91e-02 5.11e-02
t -3.95e-02 5.21e-02 5.42e-02
l -3.39e-02 8.91e-02 9.21e-02
w 3.08e-02 1.43e-02 1.39e-02
s -7.37e-03 5.81e-02 5.86e-02
02 02 D SM aa 2 0.042 p 6.38e-01 8.64e-02 4.56e-02
g -6.05e-01 4.06e-02 7.45e-02
m -4.68e-01 1.33e-02 2.12e-02
f 3.71e-01 5.86e-02 4.04e-02
h 3.70e-01 3.33e-02 2.30e-02
l -3.42e-01 6.54e-02 9.21e-02
y 2.77e-01 4.61e-02 3.49e-02
k -2.20e-01 4.70e-02 5.86e-02
s 1.77e-01 7.01e-02 5.87e-02
q -1.51e-01 3.18e-02 3.70e-02
t 1.47e-01 6.31e-02 5.44e-02
a -1.47e-01 7.05e-02 8.16e-02
w 1.44e-01 1.60e-02 1.39e-02
r -1.36e-01 4.45e-02 5.10e-02
i 1.17e-01 6.47e-02 5.75e-02
e -6.68e-02 6.37e-02 6.81e-02
v -5.53e-02 6.82e-02 7.21e-02
n 3.30e-02 4.43e-02 4.28e-02
c 9.85e-03 1.44e-02 1.43e-02
d -2.17e-03 5.80e-02 5.82e-02
03 03 D SM aa 3 0.031 g -7.75e-01 3.43e-02 7.45e-02
a -4.00e-01 5.47e-02 8.17e-02
f 3.29e-01 5.61e-02 4.04e-02
p 3.23e-01 6.29e-02 4.55e-02
y 2.88e-01 4.66e-02 3.50e-02
w 2.63e-01 1.81e-02 1.39e-02
s -2.02e-01 4.79e-02 5.87e-02
r 1.71e-01 6.05e-02 5.10e-02
t 1.46e-01 6.29e-02 5.43e-02
v 1.35e-01 8.25e-02 7.21e-02
m 1.16e-01 2.38e-02 2.12e-02
k 1.05e-01 6.51e-02 5.86e-02
h -7.93e-02 2.13e-02 2.30e-02
d -7.18e-02 5.41e-02 5.81e-02
e -6.75e-02 6.38e-02 6.82e-02
l 1.45e-02 9.35e-02 9.22e-02
q 1.06e-02 3.75e-02 3.71e-02
n -3.68e-03 4.27e-02 4.28e-02
c 1.88e-04 1.43e-02 1.43e-02
i -1.84e-05 5.75e-02 5.75e-02
01 01 D SM aa 1 0.018 c 5.38e-01 2.45e-02 1.43e-02
g -4.77e-01 4.62e-02 7.44e-02
s 2.80e-01 7.79e-02 5.88e-02
t 2.42e-01 6.94e-02 5.45e-02
a -2.18e-01 6.56e-02 8.15e-02
i -1.89e-01 4.76e-02 5.75e-02
q 1.09e-01 4.13e-02 3.70e-02
e -7.87e-02 6.29e-02 6.81e-02
n 7.68e-02 4.62e-02 4.28e-02
v -6.90e-02 6.73e-02 7.21e-02
l 6.51e-02 9.81e-02 9.20e-02
y -6.07e-02 3.29e-02 3.49e-02
r 5.04e-02 5.36e-02 5.09e-02
w 4.67e-02 1.45e-02 1.38e-02
p 4.27e-02 4.78e-02 4.58e-02
h 3.57e-02 2.38e-02 2.30e-02
k 3.36e-02 6.06e-02 5.86e-02
m 2.78e-02 2.18e-02 2.12e-02
f -2.61e-02 3.94e-02 4.04e-02
d 6.67e-03 5.86e-02 5.82e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.097
08 -0.097 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.286
10 -0.286 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.364
12 -0.364 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.241
14 -0.241 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.065
16 -0.065 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.397
18 -0.397 1.000
DATA_CLASS 200
CLASS 200 - weight 2956 normalized weight 0.002 relative strength 2.47e-03 *******
class cross entropy w.r.t. global class 1.58e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 2.996 ( 1.36e+00 4.06e-01) 7.85e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 2.996 ( 9.61e-01 1.39e+00) 9.99e-02 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 1.163 p -4.86e+00 3.55e-04 4.60e-02
v -3.27e+00 2.73e-03 7.19e-02
i -2.44e+00 5.02e-03 5.74e-02
g 2.16e+00 6.45e-01 7.44e-02
t -2.02e+00 7.27e-03 5.46e-02
l -1.76e+00 1.57e-02 9.17e-02
a -1.50e+00 1.81e-02 8.14e-02
m -1.31e+00 5.73e-03 2.12e-02
c -9.93e-01 5.29e-03 1.43e-02
e -9.83e-01 2.55e-02 6.80e-02
y -9.55e-01 1.34e-02 3.49e-02
f -9.12e-01 1.62e-02 4.03e-02
s -8.82e-01 2.45e-02 5.92e-02
k -6.66e-01 3.02e-02 5.87e-02
w -5.78e-01 7.74e-03 1.38e-02
q -5.35e-01 2.17e-02 3.70e-02
d -3.88e-01 3.95e-02 5.83e-02
r -2.16e-01 4.10e-02 5.10e-02
n 2.11e-01 5.30e-02 4.29e-02
h -2.65e-02 2.24e-02 2.30e-02
10 16 R MNcn psi4 0.922 (-5.56e-01 4.00e-01) 3.41e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.922 ( 5.21e+00 4.00e-01) 1.67e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.903 (-5.01e-01 4.00e-01) 3.27e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.903 ( 5.07e+00 4.00e-01) 1.31e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.866 ( 2.44e+00 4.00e-01) 4.07e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.866 ( 4.51e+00 5.50e-01) 5.54e-02 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.862 ( 2.53e+00 5.02e-01) 3.42e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.862 ( 4.70e+00 5.10e-01) 2.97e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.430 i -2.05e+00 7.39e-03 5.75e-02
v -1.81e+00 1.18e-02 7.21e-02
f -1.54e+00 8.62e-03 4.04e-02
l -1.50e+00 2.06e-02 9.22e-02
d 1.12e+00 1.78e-01 5.81e-02
y -9.99e-01 1.29e-02 3.50e-02
w -9.80e-01 5.21e-03 1.39e-02
t 9.75e-01 1.44e-01 5.43e-02
p 9.48e-01 1.17e-01 4.55e-02
m -9.46e-01 8.25e-03 2.12e-02
e -9.34e-01 2.68e-02 6.82e-02
s 8.87e-01 1.42e-01 5.87e-02
n 7.47e-01 9.04e-02 4.28e-02
a -7.01e-01 4.05e-02 8.17e-02
g -5.79e-01 4.17e-02 7.45e-02
q -5.48e-01 2.14e-02 3.71e-02
r -3.77e-01 3.50e-02 5.10e-02
k -2.86e-01 4.40e-02 5.86e-02
c 2.53e-01 1.84e-02 1.43e-02
h 9.94e-02 2.54e-02 2.30e-02
02 02 D SM aa 2 0.305 g -1.93e+00 1.08e-02 7.45e-02
d -1.63e+00 1.14e-02 5.82e-02
n -1.32e+00 1.15e-02 4.28e-02
e -1.15e+00 2.15e-02 6.81e-02
i 1.07e+00 1.68e-01 5.75e-02
s -9.63e-01 2.24e-02 5.87e-02
q -7.75e-01 1.71e-02 3.70e-02
k -7.11e-01 2.88e-02 5.86e-02
r -7.01e-01 2.53e-02 5.10e-02
v 6.94e-01 1.44e-01 7.21e-02
l 6.19e-01 1.71e-01 9.21e-02
m 5.91e-01 3.83e-02 2.12e-02
f 5.55e-01 7.04e-02 4.04e-02
a -4.78e-01 5.06e-02 8.16e-02
h -4.40e-01 1.48e-02 2.30e-02
p 4.21e-01 6.96e-02 4.56e-02
y 3.08e-01 4.76e-02 3.49e-02
t -2.63e-01 4.18e-02 5.44e-02
w 2.57e-01 1.79e-02 1.39e-02
c 1.85e-01 1.72e-02 1.43e-02
07 10 R MNcn psi1 0.211 ( 1.45e+00 1.40e+00) 4.55e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.211 ( 4.55e+00 5.07e-01) 6.20e-03 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.182 i -1.13e+00 1.85e-02 5.74e-02
v -1.03e+00 2.56e-02 7.19e-02
p -9.56e-01 1.75e-02 4.56e-02
l -9.50e-01 3.56e-02 9.21e-02
e 8.90e-01 1.66e-01 6.82e-02
d 7.97e-01 1.29e-01 5.79e-02
m -7.02e-01 1.05e-02 2.13e-02
f -5.24e-01 2.39e-02 4.04e-02
g -5.13e-01 4.46e-02 7.45e-02
c -4.55e-01 9.10e-03 1.44e-02
s 3.80e-01 8.56e-02 5.86e-02
y -3.70e-01 2.41e-02 3.49e-02
k 2.41e-01 7.48e-02 5.88e-02
w -2.27e-01 1.11e-02 1.39e-02
n 2.10e-01 5.29e-02 4.29e-02
h 1.80e-01 2.76e-02 2.30e-02
q 1.53e-01 4.32e-02 3.71e-02
a 1.49e-01 9.50e-02 8.18e-02
r 5.91e-02 5.43e-02 5.11e-02
t -5.68e-02 5.12e-02 5.42e-02
04 04 D SM aa 4 0.151 p 1.33e+00 1.72e-01 4.56e-02
g -1.10e+00 2.49e-02 7.45e-02
n -7.52e-01 2.02e-02 4.28e-02
i -4.73e-01 3.58e-02 5.74e-02
w 4.09e-01 2.09e-02 1.39e-02
e 3.55e-01 9.73e-02 6.82e-02
c -2.94e-01 1.07e-02 1.43e-02
s -2.67e-01 4.48e-02 5.85e-02
t -2.64e-01 4.17e-02 5.43e-02
h -2.62e-01 1.77e-02 2.30e-02
d -1.92e-01 4.79e-02 5.80e-02
m -1.88e-01 1.76e-02 2.13e-02
r -1.80e-01 4.26e-02 5.11e-02
v -1.55e-01 6.17e-02 7.20e-02
q -1.43e-01 3.21e-02 3.71e-02
f 7.94e-02 4.37e-02 4.04e-02
y -5.09e-02 3.32e-02 3.49e-02
l 2.10e-02 9.41e-02 9.22e-02
a 1.86e-02 8.33e-02 8.17e-02
k -1.10e-02 5.80e-02 5.87e-02
01 01 D SM aa 1 0.044 g -8.93e-01 3.05e-02 7.44e-02
k 4.24e-01 8.96e-02 5.86e-02
t 4.23e-01 8.32e-02 5.45e-02
q 3.26e-01 5.13e-02 3.70e-02
p -3.08e-01 3.37e-02 4.58e-02
r 2.73e-01 6.69e-02 5.09e-02
c -2.59e-01 1.11e-02 1.43e-02
a -2.56e-01 6.31e-02 8.15e-02
e 2.12e-01 8.42e-02 6.81e-02
f -1.92e-01 3.33e-02 4.04e-02
w -1.71e-01 1.17e-02 1.38e-02
m -1.68e-01 1.79e-02 2.12e-02
h -1.46e-01 1.99e-02 2.30e-02
l -1.31e-01 8.07e-02 9.20e-02
y -1.12e-01 3.12e-02 3.49e-02
v 5.47e-02 7.61e-02 7.21e-02
d -4.48e-02 5.56e-02 5.82e-02
n 2.34e-02 4.38e-02 4.28e-02
i -1.52e-02 5.67e-02 5.75e-02
s 1.23e-02 5.96e-02 5.88e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.073
08 0.073 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.273
10 -0.273 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.197
12 -0.197 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.100
14 -0.100 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.297
16 -0.297 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.402
18 -0.402 1.000
DATA_CLASS 201
CLASS 201 - weight 2923 normalized weight 0.002 relative strength 4.00e-04 *******
class cross entropy w.r.t. global class 8.92e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.925 (-4.54e-01 4.00e-01) 3.16e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.925 ( 5.03e+00 4.00e-01) 1.21e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.825 (-2.29e-01 4.94e-01) 2.12e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.825 ( 4.74e+00 4.09e-01) 4.78e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.707 ( 2.45e+00 5.43e-01) 3.03e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.707 ( 4.54e+00 5.98e-01) 6.60e-03 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.699 ( 2.49e+00 5.32e-01) 3.14e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.699 ( 4.42e+00 6.18e-01) 1.94e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.668 ( 2.48e+00 5.63e-01) 2.96e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.668 ( 4.41e+00 6.21e-01) 2.16e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.236 ( 1.52e+00 1.31e+00) 5.36e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.236 ( 4.67e+00 5.13e-01) 2.46e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.228 m -1.24e+00 6.19e-03 2.13e-02
l -9.46e-01 3.58e-02 9.22e-02
s 8.99e-01 1.44e-01 5.85e-02
d 8.51e-01 1.36e-01 5.80e-02
k -8.42e-01 2.53e-02 5.87e-02
n 7.69e-01 9.24e-02 4.28e-02
i -7.13e-01 2.82e-02 5.74e-02
t 6.38e-01 1.03e-01 5.43e-02
a -6.33e-01 4.34e-02 8.17e-02
w -6.28e-01 7.42e-03 1.39e-02
p 5.89e-01 8.22e-02 4.56e-02
e -5.45e-01 3.95e-02 6.82e-02
v -4.95e-01 4.39e-02 7.20e-02
h 4.47e-01 3.60e-02 2.30e-02
g -4.44e-01 4.78e-02 7.45e-02
r -4.35e-01 3.30e-02 5.11e-02
y -3.57e-01 2.45e-02 3.49e-02
f -3.54e-01 2.83e-02 4.04e-02
q -3.40e-01 2.64e-02 3.71e-02
c 1.83e-01 1.72e-02 1.43e-02
05 05 D SM aa 5 0.143 p 1.36e+00 1.77e-01 4.56e-02
g -7.95e-01 3.37e-02 7.45e-02
h -4.37e-01 1.49e-02 2.30e-02
f -3.78e-01 2.77e-02 4.04e-02
n -3.76e-01 2.94e-02 4.29e-02
v -3.72e-01 4.96e-02 7.19e-02
q -3.01e-01 2.74e-02 3.71e-02
i -2.87e-01 4.31e-02 5.74e-02
y -2.77e-01 2.65e-02 3.49e-02
d 2.31e-01 7.30e-02 5.79e-02
r -2.04e-01 4.17e-02 5.11e-02
m -1.97e-01 1.75e-02 2.13e-02
e 1.92e-01 8.26e-02 6.82e-02
w 1.46e-01 1.61e-02 1.39e-02
a -1.34e-01 7.16e-02 8.18e-02
c -1.01e-01 1.30e-02 1.44e-02
l -8.28e-02 8.48e-02 9.21e-02
s -1.50e-02 5.77e-02 5.86e-02
t -4.83e-03 5.40e-02 5.42e-02
k 2.50e-04 5.88e-02 5.88e-02
00 00 D SM aa 0 0.130 e -1.04e+00 2.39e-02 6.80e-02
s 8.20e-01 1.34e-01 5.92e-02
c 7.22e-01 2.94e-02 1.43e-02
k -6.76e-01 2.99e-02 5.87e-02
n 5.99e-01 7.81e-02 4.29e-02
t 5.92e-01 9.86e-02 5.46e-02
l -5.75e-01 5.16e-02 9.17e-02
a -4.89e-01 4.99e-02 8.14e-02
i -4.23e-01 3.76e-02 5.74e-02
q -3.38e-01 2.64e-02 3.70e-02
d 3.37e-01 8.16e-02 5.83e-02
h 2.85e-01 3.05e-02 2.30e-02
v -2.78e-01 5.45e-02 7.19e-02
p 2.59e-01 5.96e-02 4.60e-02
r -2.50e-01 3.97e-02 5.10e-02
m -1.91e-01 1.75e-02 2.12e-02
g -1.40e-01 6.47e-02 7.44e-02
y 9.79e-02 3.84e-02 3.49e-02
w -6.41e-02 1.29e-02 1.38e-02
f 1.20e-02 4.08e-02 4.03e-02
03 03 D SM aa 3 0.118 p 1.27e+00 1.62e-01 4.55e-02
g -7.83e-01 3.40e-02 7.45e-02
e -4.20e-01 4.48e-02 6.82e-02
w -3.31e-01 9.97e-03 1.39e-02
a -2.36e-01 6.45e-02 8.17e-02
i -2.27e-01 4.59e-02 5.75e-02
v -2.26e-01 5.75e-02 7.21e-02
t 2.16e-01 6.74e-02 5.43e-02
d -2.14e-01 4.69e-02 5.81e-02
l -1.63e-01 7.83e-02 9.22e-02
k 1.47e-01 6.79e-02 5.86e-02
y -9.08e-02 3.19e-02 3.50e-02
m -8.21e-02 1.96e-02 2.12e-02
n 7.63e-02 4.62e-02 4.28e-02
q -4.80e-02 3.53e-02 3.71e-02
h -4.63e-02 2.20e-02 2.30e-02
f -3.86e-02 3.89e-02 4.04e-02
s 3.06e-02 6.05e-02 5.87e-02
r 1.53e-02 5.18e-02 5.10e-02
c -6.58e-03 1.42e-02 1.43e-02
01 01 D SM aa 1 0.095 p 9.59e-01 1.20e-01 4.58e-02
m -6.15e-01 1.15e-02 2.12e-02
t 5.94e-01 9.87e-02 5.45e-02
i -5.65e-01 3.27e-02 5.75e-02
a -4.45e-01 5.22e-02 8.15e-02
g -4.32e-01 4.83e-02 7.44e-02
v -3.50e-01 5.08e-02 7.21e-02
n 3.31e-01 5.96e-02 4.28e-02
d 3.14e-01 7.96e-02 5.82e-02
l -3.00e-01 6.81e-02 9.20e-02
f -2.55e-01 3.13e-02 4.04e-02
c -2.46e-01 1.12e-02 1.43e-02
k 2.20e-01 7.30e-02 5.86e-02
y -1.97e-01 2.87e-02 3.49e-02
w 1.80e-01 1.66e-02 1.38e-02
r -1.72e-01 4.29e-02 5.09e-02
e -1.57e-01 5.82e-02 6.81e-02
h -1.21e-01 2.04e-02 2.30e-02
s 9.94e-03 5.94e-02 5.88e-02
q 2.51e-03 3.71e-02 3.70e-02
02 02 D SM aa 2 0.082 p -1.89e+00 6.92e-03 4.56e-02
l -6.24e-01 4.93e-02 9.21e-02
s 5.75e-01 1.04e-01 5.87e-02
m -5.37e-01 1.24e-02 2.12e-02
w -4.92e-01 8.48e-03 1.39e-02
n 4.69e-01 6.85e-02 4.28e-02
t 4.00e-01 8.12e-02 5.44e-02
i -3.93e-01 3.89e-02 5.75e-02
h 3.61e-01 3.30e-02 2.30e-02
y 2.60e-01 4.53e-02 3.49e-02
v -2.55e-01 5.59e-02 7.21e-02
k -2.30e-01 4.65e-02 5.86e-02
d 1.97e-01 7.08e-02 5.82e-02
f 1.95e-01 4.91e-02 4.04e-02
c -1.88e-01 1.19e-02 1.43e-02
g 1.54e-01 8.69e-02 7.45e-02
a -1.08e-01 7.33e-02 8.16e-02
r 5.98e-02 5.41e-02 5.10e-02
e -2.74e-02 6.63e-02 6.81e-02
q -6.30e-03 3.68e-02 3.70e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.183
08 -0.183 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.690
10 -0.690 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.136
12 -0.136 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.050
14 -0.050 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.072
16 -0.072 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.540
18 -0.540 1.000
DATA_CLASS 202
CLASS 202 - weight 2878 normalized weight 0.002 relative strength 1.93e-03 *******
class cross entropy w.r.t. global class 1.20e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.934 ( 2.37e+00 4.00e-01) 3.89e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.934 ( 4.11e+00 4.00e-01) 1.08e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.914 ( 2.58e+00 4.00e-01) 4.39e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.914 ( 3.89e+00 6.18e-01) 1.05e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.901 ( 2.28e+00 4.00e-01) 3.66e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.901 ( 4.32e+00 4.00e-01) 5.62e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.854 (-3.79e-01 4.00e-01) 3.00e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.854 ( 4.66e+00 4.00e-01) 2.98e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.802 ( 2.35e+00 4.62e-01) 3.33e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.802 ( 4.25e+00 4.76e-01) 6.10e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.692 f -2.12e+00 4.84e-03 4.04e-02
i -1.99e+00 7.87e-03 5.74e-02
g 1.74e+00 4.25e-01 7.45e-02
l -1.55e+00 1.95e-02 9.21e-02
v -1.48e+00 1.63e-02 7.19e-02
p -1.48e+00 1.03e-02 4.56e-02
k -1.27e+00 1.65e-02 5.88e-02
w -1.23e+00 4.05e-03 1.39e-02
e -1.22e+00 2.02e-02 6.82e-02
m -1.11e+00 7.02e-03 2.13e-02
n 1.05e+00 1.22e-01 4.29e-02
y -9.66e-01 1.33e-02 3.49e-02
r -7.25e-01 2.48e-02 5.11e-02
q -6.64e-01 1.91e-02 3.71e-02
t -5.52e-01 3.12e-02 5.42e-02
d 5.00e-01 9.55e-02 5.79e-02
c 4.81e-01 2.32e-02 1.44e-02
h -3.72e-01 1.59e-02 2.30e-02
s -3.41e-01 4.16e-02 5.86e-02
a -1.60e-03 8.17e-02 8.18e-02
11 17 R MNcn phi5 0.683 ( 3.07e+00 1.50e+00) 9.84e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.683 ( 1.69e+00 1.59e+00) 5.53e-01 ( 8.09e-01 1.53e+00)
02 02 D SM aa 2 0.307 p -2.13e+00 5.40e-03 4.56e-02
d -1.53e+00 1.27e-02 5.82e-02
g -1.40e+00 1.84e-02 7.45e-02
n -1.25e+00 1.22e-02 4.28e-02
v 1.21e+00 2.42e-01 7.21e-02
i 9.03e-01 1.42e-01 5.75e-02
w -5.64e-01 7.89e-03 1.39e-02
s -5.54e-01 3.37e-02 5.87e-02
e -5.20e-01 4.05e-02 6.81e-02
q -5.13e-01 2.22e-02 3.70e-02
r -4.95e-01 3.11e-02 5.10e-02
k -4.19e-01 3.85e-02 5.86e-02
h -3.79e-01 1.57e-02 2.30e-02
f 3.19e-01 5.56e-02 4.04e-02
c -3.05e-01 1.06e-02 1.43e-02
a -3.04e-01 6.02e-02 8.16e-02
y 2.64e-01 4.55e-02 3.49e-02
l 2.32e-01 1.16e-01 9.21e-02
m 1.85e-01 2.55e-02 2.12e-02
t 1.69e-01 6.45e-02 5.44e-02
00 00 D SM aa 0 0.282 d 1.50e+00 2.61e-01 5.83e-02
f -1.20e+00 1.22e-02 4.03e-02
m -1.01e+00 7.71e-03 2.12e-02
p -8.77e-01 1.91e-02 4.60e-02
y -7.78e-01 1.60e-02 3.49e-02
i -6.29e-01 3.06e-02 5.74e-02
c -6.12e-01 7.74e-03 1.43e-02
g -5.81e-01 4.16e-02 7.44e-02
n 5.77e-01 7.64e-02 4.29e-02
l -5.38e-01 5.36e-02 9.17e-02
a -5.16e-01 4.86e-02 8.14e-02
w -4.76e-01 8.57e-03 1.38e-02
v -4.25e-01 4.70e-02 7.19e-02
h 3.58e-01 3.29e-02 2.30e-02
r 2.35e-01 6.44e-02 5.10e-02
k 2.06e-01 7.22e-02 5.87e-02
e -1.75e-01 5.71e-02 6.80e-02
q -1.73e-01 3.12e-02 3.70e-02
t -8.66e-02 5.01e-02 5.46e-02
s 5.26e-02 6.24e-02 5.92e-02
03 03 D SM aa 3 0.250 d -1.43e+00 1.38e-02 5.81e-02
p -1.40e+00 1.13e-02 4.55e-02
g -1.13e+00 2.42e-02 7.45e-02
i 1.00e+00 1.57e-01 5.75e-02
v 8.67e-01 1.71e-01 7.21e-02
h -7.58e-01 1.08e-02 2.30e-02
n -7.11e-01 2.10e-02 4.28e-02
e -6.83e-01 3.44e-02 6.82e-02
f 6.13e-01 7.46e-02 4.04e-02
q -5.73e-01 2.09e-02 3.71e-02
c 5.54e-01 2.49e-02 1.43e-02
k -5.54e-01 3.37e-02 5.86e-02
s -5.12e-01 3.52e-02 5.87e-02
l 4.49e-01 1.44e-01 9.22e-02
w 4.40e-01 2.16e-02 1.39e-02
a -4.02e-01 5.46e-02 8.17e-02
t -3.17e-01 3.96e-02 5.43e-02
r -2.91e-01 3.81e-02 5.10e-02
y 2.40e-01 4.44e-02 3.50e-02
m 1.39e-01 2.44e-02 2.12e-02
01 01 D SM aa 1 0.153 p -6.39e+00 7.73e-05 4.58e-02
d -1.35e+00 1.51e-02 5.82e-02
n -7.14e-01 2.10e-02 4.28e-02
q -6.66e-01 1.90e-02 3.70e-02
g 5.80e-01 1.33e-01 7.44e-02
e -5.66e-01 3.86e-02 6.81e-02
y 5.28e-01 5.92e-02 3.49e-02
v 5.12e-01 1.20e-01 7.21e-02
i 4.61e-01 9.12e-02 5.75e-02
m 4.41e-01 3.29e-02 2.12e-02
r -3.94e-01 3.43e-02 5.09e-02
f 3.67e-01 5.83e-02 4.04e-02
s -3.65e-01 4.08e-02 5.88e-02
k -3.12e-01 4.29e-02 5.86e-02
a 2.17e-01 1.01e-01 8.15e-02
t -2.17e-01 4.39e-02 5.45e-02
w 9.63e-02 1.52e-02 1.38e-02
c 8.35e-02 1.56e-02 1.43e-02
h 8.03e-02 2.49e-02 2.30e-02
l 5.26e-03 9.24e-02 9.20e-02
04 04 D SM aa 4 0.105 g -7.88e-01 3.39e-02 7.45e-02
v 7.80e-01 1.57e-01 7.20e-02
i 7.49e-01 1.22e-01 5.74e-02
d -5.81e-01 3.25e-02 5.80e-02
k -5.49e-01 3.39e-02 5.87e-02
p -4.20e-01 3.00e-02 4.56e-02
w -3.50e-01 9.79e-03 1.39e-02
n -3.32e-01 3.07e-02 4.28e-02
e -2.35e-01 5.40e-02 6.82e-02
r -2.23e-01 4.09e-02 5.11e-02
a -2.08e-01 6.64e-02 8.17e-02
f 2.00e-01 4.93e-02 4.04e-02
c 1.94e-01 1.74e-02 1.43e-02
t 1.89e-01 6.55e-02 5.43e-02
q -1.74e-01 3.11e-02 3.71e-02
m 1.45e-01 2.46e-02 2.13e-02
h -1.29e-01 2.02e-02 2.30e-02
s 1.03e-01 6.49e-02 5.85e-02
l -8.88e-02 8.44e-02 9.22e-02
y -8.50e-02 3.21e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.354
08 -0.354 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.483
10 -0.483 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.190
12 -0.190 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.126
14 -0.126 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.291
16 -0.291 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.131
18 -0.131 1.000
DATA_CLASS 203
CLASS 203 - weight 2856 normalized weight 0.002 relative strength 2.61e-03 *******
class cross entropy w.r.t. global class 1.63e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.893 ( 1.30e+00 4.00e-01) 8.11e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.893 ( 2.15e-01 4.97e-01) 1.20e+00 ( 8.13e-01 1.53e+00)
07 10 R MNcn psi1 1.169 ( 2.41e+00 4.00e-01) 3.97e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.169 ( 5.08e+00 4.00e-01) 1.35e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.964 (-4.52e-01 4.04e-01) 3.12e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.964 ( 4.98e+00 4.00e-01) 1.09e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.945 p -7.65e+00 2.17e-05 4.56e-02
i -3.92e+00 1.14e-03 5.75e-02
v -3.25e+00 2.80e-03 7.21e-02
t -2.05e+00 7.01e-03 5.44e-02
g 1.95e+00 5.23e-01 7.45e-02
l -1.54e+00 1.97e-02 9.21e-02
s -1.46e+00 1.36e-02 5.87e-02
m -1.05e+00 7.39e-03 2.12e-02
w -1.03e+00 4.94e-03 1.39e-02
r -9.85e-01 1.90e-02 5.10e-02
n 9.61e-01 1.12e-01 4.28e-02
a -8.62e-01 3.45e-02 8.16e-02
q -7.74e-01 1.71e-02 3.70e-02
e -6.78e-01 3.46e-02 6.81e-02
f -6.12e-01 2.19e-02 4.04e-02
k -5.77e-01 3.29e-02 5.86e-02
c -4.10e-01 9.49e-03 1.43e-02
d 3.63e-01 8.36e-02 5.82e-02
y -3.48e-01 2.47e-02 3.49e-02
h 2.90e-01 3.07e-02 2.30e-02
10 16 R MNcn psi4 0.913 (-5.42e-01 4.00e-01) 3.38e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.913 ( 5.14e+00 4.00e-01) 1.48e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.262 ( 1.82e+00 1.15e+00) 8.65e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.262 ( 4.58e+00 5.81e-01) 6.68e-02 ( 4.54e+00 1.01e+00)
09 13 R MNcn phi3 0.220 ( 4.86e+00 4.89e-01) 6.51e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.220 ( 5.08e-01 1.45e+00) 2.09e-01 ( 8.11e-01 1.53e+00)
01 01 D SM aa 1 0.216 p 1.50e+00 2.05e-01 4.58e-02
g -1.19e+00 2.25e-02 7.44e-02
l -8.02e-01 4.12e-02 9.20e-02
c -5.92e-01 7.93e-03 1.43e-02
v -5.21e-01 4.28e-02 7.21e-02
i -4.33e-01 3.73e-02 5.75e-02
m -3.73e-01 1.46e-02 2.12e-02
n -3.61e-01 2.98e-02 4.28e-02
e 2.78e-01 8.99e-02 6.81e-02
f -2.71e-01 3.08e-02 4.04e-02
w -2.62e-01 1.06e-02 1.38e-02
h 2.33e-01 2.90e-02 2.30e-02
t -2.10e-01 4.42e-02 5.45e-02
k 2.03e-01 7.18e-02 5.86e-02
s -1.08e-01 5.28e-02 5.88e-02
d 1.03e-01 6.45e-02 5.82e-02
r 8.27e-02 5.53e-02 5.09e-02
a -4.85e-02 7.77e-02 8.15e-02
y -1.81e-02 3.43e-02 3.49e-02
q 1.14e-02 3.75e-02 3.70e-02
04 04 D SM aa 4 0.081 p 7.85e-01 1.00e-01 4.56e-02
e 6.33e-01 1.28e-01 6.82e-02
d 5.26e-01 9.82e-02 5.80e-02
i -5.07e-01 3.46e-02 5.74e-02
v -4.56e-01 4.56e-02 7.20e-02
c -3.79e-01 9.82e-03 1.43e-02
l -3.59e-01 6.44e-02 9.22e-02
k -3.47e-01 4.15e-02 5.87e-02
f -2.21e-01 3.24e-02 4.04e-02
m -2.12e-01 1.72e-02 2.13e-02
t -2.05e-01 4.42e-02 5.43e-02
n -2.00e-01 3.51e-02 4.28e-02
y -1.96e-01 2.87e-02 3.49e-02
g -1.67e-01 6.31e-02 7.45e-02
r -1.64e-01 4.33e-02 5.11e-02
h -8.83e-02 2.11e-02 2.30e-02
s -5.12e-02 5.56e-02 5.85e-02
a 4.91e-02 8.58e-02 8.17e-02
w -1.09e-02 1.37e-02 1.39e-02
q 3.90e-03 3.72e-02 3.71e-02
03 03 D SM aa 3 0.067 p -1.09e+00 1.53e-02 4.55e-02
s 5.57e-01 1.02e-01 5.87e-02
r -4.91e-01 3.12e-02 5.10e-02
k -4.72e-01 3.65e-02 5.86e-02
h 4.09e-01 3.46e-02 2.30e-02
i -3.96e-01 3.87e-02 5.75e-02
e -3.86e-01 4.64e-02 6.82e-02
t 3.84e-01 7.98e-02 5.43e-02
c 3.83e-01 2.10e-02 1.43e-02
f 3.74e-01 5.87e-02 4.04e-02
n 3.61e-01 6.15e-02 4.28e-02
w 3.36e-01 1.94e-02 1.39e-02
v -2.65e-01 5.53e-02 7.21e-02
g -2.11e-01 6.03e-02 7.45e-02
m 1.99e-01 2.59e-02 2.12e-02
y 1.95e-01 4.25e-02 3.50e-02
q -1.63e-01 3.15e-02 3.71e-02
a 1.13e-01 9.14e-02 8.17e-02
l -1.03e-01 8.31e-02 9.22e-02
d 1.03e-01 6.44e-02 5.81e-02
05 05 D SM aa 5 0.066 p -8.79e-01 1.89e-02 4.56e-02
c -7.22e-01 6.97e-03 1.44e-02
e 6.85e-01 1.35e-01 6.82e-02
v -5.13e-01 4.30e-02 7.19e-02
i -4.71e-01 3.58e-02 5.74e-02
g -4.68e-01 4.67e-02 7.45e-02
d 3.30e-01 8.06e-02 5.79e-02
q 3.25e-01 5.13e-02 3.71e-02
m -2.99e-01 1.58e-02 2.13e-02
h 2.33e-01 2.91e-02 2.30e-02
n 1.92e-01 5.19e-02 4.29e-02
k -1.46e-01 5.08e-02 5.88e-02
a 1.40e-01 9.41e-02 8.18e-02
w 8.58e-02 1.51e-02 1.39e-02
l -6.91e-02 8.60e-02 9.21e-02
y -6.03e-02 3.29e-02 3.49e-02
s 3.79e-02 6.08e-02 5.86e-02
r 3.35e-02 5.29e-02 5.11e-02
f -2.87e-02 3.92e-02 4.04e-02
t -2.84e-02 5.27e-02 5.42e-02
00 00 D SM aa 0 0.063 d -1.10e+00 1.93e-02 5.83e-02
p 4.90e-01 7.50e-02 4.60e-02
i 4.64e-01 9.14e-02 5.74e-02
n -4.49e-01 2.74e-02 4.29e-02
e -3.99e-01 4.56e-02 6.80e-02
s -3.50e-01 4.17e-02 5.92e-02
v 3.16e-01 9.86e-02 7.19e-02
a -2.98e-01 6.05e-02 8.14e-02
y 2.77e-01 4.60e-02 3.49e-02
f 2.74e-01 5.30e-02 4.03e-02
g -2.73e-01 5.66e-02 7.44e-02
q -2.52e-01 2.88e-02 3.70e-02
l 2.31e-01 1.16e-01 9.17e-02
h -1.79e-01 1.92e-02 2.30e-02
k -1.63e-01 4.99e-02 5.87e-02
m 1.35e-01 2.43e-02 2.12e-02
t 1.33e-01 6.23e-02 5.46e-02
r 1.10e-01 5.69e-02 5.10e-02
c -5.99e-02 1.35e-02 1.43e-02
w 4.08e-02 1.44e-02 1.38e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.044
08 -0.044 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.290
10 -0.290 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.687
12 -0.687 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.429
14 -0.429 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.350
16 -0.350 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.649
18 -0.649 1.000
DATA_CLASS 204
CLASS 204 - weight 2807 normalized weight 0.002 relative strength 5.58e-03 *******
class cross entropy w.r.t. global class 1.13e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.934 (-5.21e-01 4.00e-01) 3.32e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.934 ( 5.13e+00 4.00e-01) 1.45e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.913 ( 2.41e+00 4.01e-01) 3.98e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.913 ( 4.71e+00 5.21e-01) 3.25e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.900 ( 2.50e+00 4.84e-01) 3.49e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.900 ( 4.74e+00 4.86e-01) 4.11e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.865 (-3.56e-01 4.00e-01) 2.93e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.865 ( 5.09e+00 4.00e-01) 1.35e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.714 (-2.23e-02 4.60e-01) 1.82e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.714 ( 4.68e+00 4.00e-01) 3.48e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.589 ( 2.34e+00 6.36e-01) 2.39e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.589 ( 4.55e+00 6.18e-01) 5.94e-03 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.438 m -1.60e+00 4.29e-03 2.13e-02
l -1.44e+00 2.18e-02 9.22e-02
p 1.23e+00 1.56e-01 4.56e-02
v -1.23e+00 2.11e-02 7.20e-02
w -1.19e+00 4.24e-03 1.39e-02
i -1.16e+00 1.80e-02 5.74e-02
y -1.11e+00 1.15e-02 3.49e-02
f -1.10e+00 1.34e-02 4.04e-02
d 9.96e-01 1.57e-01 5.80e-02
s 9.84e-01 1.57e-01 5.85e-02
a -9.55e-01 3.14e-02 8.17e-02
t 9.08e-01 1.35e-01 5.43e-02
g -8.72e-01 3.12e-02 7.45e-02
n 7.10e-01 8.71e-02 4.28e-02
r -6.68e-01 2.62e-02 5.11e-02
q -6.33e-01 1.97e-02 3.71e-02
c -6.04e-01 7.85e-03 1.43e-02
e -5.91e-01 3.78e-02 6.82e-02
k -4.50e-01 3.74e-02 5.87e-02
h -5.51e-03 2.29e-02 2.30e-02
01 01 D SM aa 1 0.355 p 1.77e+00 2.70e-01 4.58e-02
i -1.18e+00 1.77e-02 5.75e-02
v -9.63e-01 2.75e-02 7.21e-02
f -8.58e-01 1.71e-02 4.04e-02
y -8.12e-01 1.55e-02 3.49e-02
g -8.11e-01 3.31e-02 7.44e-02
c -8.02e-01 6.42e-03 1.43e-02
l -7.98e-01 4.14e-02 9.20e-02
m -4.99e-01 1.29e-02 2.12e-02
h -4.91e-01 1.41e-02 2.30e-02
q -3.81e-01 2.53e-02 3.70e-02
d 2.90e-01 7.77e-02 5.82e-02
s 2.26e-01 7.38e-02 5.88e-02
n -2.21e-01 3.43e-02 4.28e-02
e 1.51e-01 7.92e-02 6.81e-02
t -1.40e-01 4.74e-02 5.45e-02
w -6.30e-02 1.30e-02 1.38e-02
k 5.38e-02 6.18e-02 5.86e-02
r -3.64e-02 4.91e-02 5.09e-02
a 1.05e-02 8.24e-02 8.15e-02
02 02 D SM aa 2 0.252 p -2.22e+00 4.94e-03 4.56e-02
v -1.34e+00 1.89e-02 7.21e-02
n 1.10e+00 1.29e-01 4.28e-02
i -1.09e+00 1.93e-02 5.75e-02
l -1.04e+00 3.25e-02 9.21e-02
d 1.03e+00 1.63e-01 5.82e-02
m -7.45e-01 1.01e-02 2.12e-02
s 5.01e-01 9.69e-02 5.87e-02
a -4.76e-01 5.07e-02 8.16e-02
h 4.38e-01 3.56e-02 2.30e-02
c -3.43e-01 1.02e-02 1.43e-02
t 3.33e-01 7.59e-02 5.44e-02
w 2.92e-01 1.86e-02 1.39e-02
f -2.55e-01 3.13e-02 4.04e-02
y -2.00e-01 2.86e-02 3.49e-02
k -1.68e-01 4.95e-02 5.86e-02
r -1.51e-01 4.38e-02 5.10e-02
e 9.96e-02 7.53e-02 6.81e-02
g -9.35e-02 6.78e-02 7.45e-02
q 3.69e-02 3.84e-02 3.70e-02
00 00 D SM aa 0 0.249 v -1.16e+00 2.25e-02 7.19e-02
d 1.06e+00 1.69e-01 5.83e-02
i -1.05e+00 2.01e-02 5.74e-02
l -9.00e-01 3.73e-02 9.17e-02
n 8.52e-01 1.00e-01 4.29e-02
p 7.73e-01 9.96e-02 4.60e-02
h 7.54e-01 4.88e-02 2.30e-02
a -6.99e-01 4.05e-02 8.14e-02
s 6.47e-01 1.13e-01 5.92e-02
e -5.95e-01 3.75e-02 6.80e-02
q -5.34e-01 2.17e-02 3.70e-02
m -5.15e-01 1.27e-02 2.12e-02
k -4.80e-01 3.63e-02 5.87e-02
y -3.46e-01 2.47e-02 3.49e-02
r -2.96e-01 3.79e-02 5.10e-02
g -2.85e-01 5.59e-02 7.44e-02
w -2.46e-01 1.08e-02 1.38e-02
t 7.99e-02 5.91e-02 5.46e-02
c -7.07e-02 1.33e-02 1.43e-02
f -3.71e-02 3.88e-02 4.03e-02
03 03 D SM aa 3 0.109 p -1.57e+00 9.46e-03 4.55e-02
g -1.19e+00 2.26e-02 7.45e-02
n -6.73e-01 2.19e-02 4.28e-02
m 6.29e-01 3.98e-02 2.12e-02
k -5.00e-01 3.55e-02 5.86e-02
q -4.86e-01 2.28e-02 3.71e-02
e -4.83e-01 4.21e-02 6.82e-02
f 4.46e-01 6.31e-02 4.04e-02
v 3.86e-01 1.06e-01 7.21e-02
i 3.62e-01 8.26e-02 5.75e-02
r -3.40e-01 3.63e-02 5.10e-02
c 3.32e-01 1.99e-02 1.43e-02
a 3.13e-01 1.12e-01 8.17e-02
w 3.10e-01 1.89e-02 1.39e-02
t 3.08e-01 7.39e-02 5.43e-02
y 2.76e-01 4.60e-02 3.50e-02
l 2.68e-01 1.20e-01 9.22e-02
d -1.52e-01 4.99e-02 5.81e-02
s -1.15e-01 5.23e-02 5.87e-02
h 7.24e-02 2.47e-02 2.30e-02
05 05 D SM aa 5 0.100 p 1.10e+00 1.38e-01 4.56e-02
g -1.09e+00 2.49e-02 7.45e-02
n -5.60e-01 2.45e-02 4.29e-02
c -5.06e-01 8.66e-03 1.44e-02
t -4.66e-01 3.40e-02 5.42e-02
w 4.60e-01 2.20e-02 1.39e-02
m -4.02e-01 1.42e-02 2.13e-02
y -2.85e-01 2.63e-02 3.49e-02
h -1.52e-01 1.98e-02 2.30e-02
l 1.50e-01 1.07e-01 9.21e-02
q -1.39e-01 3.23e-02 3.71e-02
f -1.30e-01 3.54e-02 4.04e-02
s -1.25e-01 5.17e-02 5.86e-02
k 1.08e-01 6.55e-02 5.88e-02
d 6.99e-02 6.21e-02 5.79e-02
i -5.58e-02 5.42e-02 5.74e-02
a 4.92e-02 8.59e-02 8.18e-02
r 3.51e-02 5.30e-02 5.11e-02
e 1.45e-02 6.92e-02 6.82e-02
v -3.22e-03 7.17e-02 7.19e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.057
08 0.057 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.363
10 -0.363 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.406
12 -0.406 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.038
14 0.038 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.007
16 0.007 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.474
18 -0.474 1.000
DATA_CLASS 205
CLASS 205 - weight 2795 normalized weight 0.002 relative strength 4.06e-05 *******
class cross entropy w.r.t. global class 1.25e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 2.805 ( 1.36e+00 4.19e-01) 7.59e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 2.805 ( 1.61e+00 1.57e+00) 5.11e-01 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 1.481 i -4.14e+00 9.18e-04 5.75e-02
p -4.04e+00 8.00e-04 4.56e-02
v -3.63e+00 1.92e-03 7.21e-02
l -2.41e+00 8.23e-03 9.21e-02
g 2.30e+00 7.41e-01 7.45e-02
f -2.21e+00 4.41e-03 4.04e-02
t -2.15e+00 6.34e-03 5.44e-02
y -2.04e+00 4.52e-03 3.49e-02
m -1.90e+00 3.19e-03 2.12e-02
w -1.84e+00 2.20e-03 1.39e-02
a -1.63e+00 1.61e-02 8.16e-02
c -1.59e+00 2.91e-03 1.43e-02
e -1.39e+00 1.70e-02 6.81e-02
s -1.15e+00 1.86e-02 5.87e-02
d -8.68e-01 2.44e-02 5.82e-02
r -7.13e-01 2.50e-02 5.10e-02
h -5.66e-01 1.31e-02 2.30e-02
q -4.26e-01 2.42e-02 3.70e-02
k -3.83e-01 3.99e-02 5.86e-02
n 5.44e-02 4.52e-02 4.28e-02
06 08 R MNcn psi0 0.882 (-5.56e-01 4.00e-01) 3.44e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.882 ( 5.04e+00 4.00e-01) 1.24e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.809 (-1.78e-01 4.00e-01) 2.49e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.809 ( 4.72e+00 4.00e-01) 4.31e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.465 ( 1.55e+00 1.47e+00) 5.07e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.465 ( 3.54e+00 1.57e+00) 6.40e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.190 g 1.23e+00 2.56e-01 7.45e-02
q -7.50e-01 1.75e-02 3.71e-02
i -7.08e-01 2.82e-02 5.74e-02
l -5.84e-01 5.14e-02 9.21e-02
n 5.38e-01 7.34e-02 4.29e-02
a -4.49e-01 5.22e-02 8.18e-02
y -3.58e-01 2.44e-02 3.49e-02
v -3.49e-01 5.07e-02 7.19e-02
w -3.03e-01 1.03e-02 1.39e-02
m -2.98e-01 1.58e-02 2.13e-02
t -2.97e-01 4.03e-02 5.42e-02
e -2.58e-01 5.27e-02 6.82e-02
p -2.22e-01 3.65e-02 4.56e-02
c -1.96e-01 1.18e-02 1.44e-02
r -1.88e-01 4.24e-02 5.11e-02
k -1.81e-01 4.90e-02 5.88e-02
d 1.59e-01 6.79e-02 5.79e-02
h -7.32e-02 2.14e-02 2.30e-02
s -1.28e-02 5.78e-02 5.86e-02
f -7.25e-03 4.01e-02 4.04e-02
09 14 R MNcn psi3 0.163 ( 1.32e+00 1.38e+00) 3.69e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.163 ( 4.60e+00 5.61e-01) 1.07e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.148 ( 1.29e+00 1.43e+00) 3.33e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.148 ( 4.60e+00 5.68e-01) 9.91e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.124 p -2.66e+00 3.22e-03 4.58e-02
g -9.98e-01 2.74e-02 7.44e-02
y 7.51e-01 7.40e-02 3.49e-02
v -6.40e-01 3.80e-02 7.21e-02
c 6.30e-01 2.69e-02 1.43e-02
h 6.19e-01 4.27e-02 2.30e-02
f 5.86e-01 7.26e-02 4.04e-02
l 5.03e-01 1.52e-01 9.20e-02
i -2.87e-01 4.32e-02 5.75e-02
m 2.70e-01 2.78e-02 2.12e-02
s -2.06e-01 4.79e-02 5.88e-02
e -1.84e-01 5.66e-02 6.81e-02
d -1.40e-01 5.06e-02 5.82e-02
q 1.35e-01 4.24e-02 3.70e-02
w 1.31e-01 1.58e-02 1.38e-02
t -9.97e-02 4.93e-02 5.45e-02
n 9.12e-02 4.69e-02 4.28e-02
k -6.58e-02 5.49e-02 5.86e-02
r -5.58e-02 4.82e-02 5.09e-02
a -2.21e-02 7.97e-02 8.15e-02
00 00 D SM aa 0 0.074 g -1.00e+00 2.73e-02 7.44e-02
f -6.12e-01 2.19e-02 4.03e-02
e 5.24e-01 1.15e-01 6.80e-02
k 5.07e-01 9.75e-02 5.87e-02
h -4.57e-01 1.45e-02 2.30e-02
w -3.78e-01 9.45e-03 1.38e-02
a 3.57e-01 1.16e-01 8.14e-02
r 3.55e-01 7.26e-02 5.10e-02
t -3.14e-01 3.99e-02 5.46e-02
v -2.93e-01 5.37e-02 7.19e-02
n -2.80e-01 3.24e-02 4.29e-02
i -2.45e-01 4.50e-02 5.74e-02
m 2.16e-01 2.64e-02 2.12e-02
y -2.13e-01 2.82e-02 3.49e-02
d -2.06e-01 4.74e-02 5.83e-02
q 1.79e-01 4.43e-02 3.70e-02
s -1.72e-01 4.98e-02 5.92e-02
p 1.44e-01 5.31e-02 4.60e-02
c 1.06e-01 1.59e-02 1.43e-02
l -2.48e-02 8.95e-02 9.17e-02
04 04 D SM aa 4 0.049 v -5.38e-01 4.20e-02 7.20e-02
a -5.13e-01 4.89e-02 8.17e-02
w -4.95e-01 8.47e-03 1.39e-02
n 4.44e-01 6.68e-02 4.28e-02
p 3.95e-01 6.77e-02 4.56e-02
i -3.68e-01 3.98e-02 5.74e-02
g -3.63e-01 5.18e-02 7.45e-02
d 3.59e-01 8.31e-02 5.80e-02
t 3.38e-01 7.61e-02 5.43e-02
h 3.13e-01 3.15e-02 2.30e-02
s 2.50e-01 7.51e-02 5.85e-02
c 1.81e-01 1.72e-02 1.43e-02
l -1.67e-01 7.80e-02 9.22e-02
q -1.54e-01 3.18e-02 3.71e-02
r 1.49e-01 5.93e-02 5.11e-02
y 1.32e-01 3.99e-02 3.49e-02
m -1.04e-01 1.92e-02 2.13e-02
e -9.77e-02 6.19e-02 6.82e-02
k 3.72e-02 6.09e-02 5.87e-02
f 8.99e-03 4.07e-02 4.04e-02
03 03 D SM aa 3 0.015 w -3.92e-01 9.38e-03 1.39e-02
e -2.84e-01 5.13e-02 6.82e-02
a -2.60e-01 6.30e-02 8.17e-02
g -2.44e-01 5.83e-02 7.45e-02
q -2.40e-01 2.91e-02 3.71e-02
l 2.15e-01 1.14e-01 9.22e-02
d 1.92e-01 7.04e-02 5.81e-02
f 1.69e-01 4.78e-02 4.04e-02
i 1.63e-01 6.77e-02 5.75e-02
h 1.60e-01 2.70e-02 2.30e-02
y 1.44e-01 4.04e-02 3.50e-02
r -1.33e-01 4.47e-02 5.10e-02
c 1.33e-01 1.63e-02 1.43e-02
n 1.29e-01 4.87e-02 4.28e-02
p -9.09e-02 4.16e-02 4.55e-02
m -8.09e-02 1.96e-02 2.12e-02
k 4.63e-02 6.14e-02 5.86e-02
v 4.00e-02 7.50e-02 7.21e-02
s 2.30e-02 6.00e-02 5.87e-02
t -9.52e-03 5.38e-02 5.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.089
08 -0.089 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.398
10 -0.398 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.019
12 0.019 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.299
14 -0.299 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.178
16 -0.178 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.002
18 0.002 1.000
DATA_CLASS 206
CLASS 206 - weight 2792 normalized weight 0.002 relative strength 9.72e-03 *******
class cross entropy w.r.t. global class 1.13e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.916 (-4.89e-01 4.00e-01) 3.24e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.916 ( 5.18e+00 4.00e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.912 (-4.48e-01 4.00e-01) 3.14e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.912 ( 5.01e+00 4.00e-01) 1.17e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.844 (-3.89e-01 4.00e-01) 3.03e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.844 ( 5.02e+00 4.00e-01) 1.20e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.787 (-1.27e-01 4.00e-01) 2.36e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.787 ( 4.64e+00 4.00e-01) 2.30e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.770 l -2.22e+00 1.00e-02 9.22e-02
m -2.22e+00 2.31e-03 2.12e-02
i -2.19e+00 6.44e-03 5.75e-02
y -2.02e+00 4.63e-03 3.50e-02
a -1.87e+00 1.26e-02 8.17e-02
v -1.79e+00 1.20e-02 7.21e-02
d 1.70e+00 3.18e-01 5.81e-02
n 1.58e+00 2.08e-01 4.28e-02
w -1.53e+00 3.00e-03 1.39e-02
f -1.47e+00 9.26e-03 4.04e-02
e -1.08e+00 2.31e-02 6.82e-02
g -8.55e-01 3.17e-02 7.45e-02
p -8.04e-01 2.04e-02 4.55e-02
t 6.80e-01 1.07e-01 5.43e-02
k -5.55e-01 3.36e-02 5.86e-02
s 5.05e-01 9.72e-02 5.87e-02
r -3.66e-01 3.54e-02 5.10e-02
c -3.48e-01 1.01e-02 1.43e-02
q -2.66e-01 2.84e-02 3.71e-02
h 1.44e-01 2.66e-02 2.30e-02
08 12 R MNcn psi2 0.763 ( 2.41e+00 5.46e-01) 2.93e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.763 ( 4.67e+00 5.22e-01) 2.46e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.599 ( 2.28e+00 6.46e-01) 2.28e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.599 ( 4.35e+00 5.37e-01) 3.66e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.245 p 1.54e+00 2.13e-01 4.56e-02
w 1.26e+00 4.92e-02 1.39e-02
n -1.23e+00 1.26e-02 4.28e-02
g -1.02e+00 2.70e-02 7.45e-02
c -7.90e-01 6.51e-03 1.43e-02
q -6.59e-01 1.92e-02 3.71e-02
t -4.43e-01 3.48e-02 5.43e-02
d -3.88e-01 3.94e-02 5.80e-02
r -2.19e-01 4.10e-02 5.11e-02
h -2.13e-01 1.86e-02 2.30e-02
v -2.12e-01 5.82e-02 7.20e-02
i -2.06e-01 4.68e-02 5.74e-02
a -1.86e-01 6.79e-02 8.17e-02
f 1.33e-01 4.61e-02 4.04e-02
s -1.01e-01 5.29e-02 5.85e-02
k -7.97e-02 5.42e-02 5.87e-02
y 7.69e-02 3.77e-02 3.49e-02
l -4.86e-02 8.78e-02 9.22e-02
e -3.25e-02 6.61e-02 6.82e-02
m -3.18e-02 2.06e-02 2.13e-02
02 02 D SM aa 2 0.210 p -3.09e+00 2.07e-03 4.56e-02
k -1.12e+00 1.92e-02 5.86e-02
y 1.04e+00 9.88e-02 3.49e-02
e -1.01e+00 2.48e-02 6.81e-02
f 9.87e-01 1.08e-01 4.04e-02
w 8.46e-01 3.23e-02 1.39e-02
n -7.41e-01 2.04e-02 4.28e-02
g -5.67e-01 4.22e-02 7.45e-02
d -4.91e-01 3.56e-02 5.82e-02
r -4.82e-01 3.15e-02 5.10e-02
i 4.75e-01 9.25e-02 5.75e-02
q -4.02e-01 2.48e-02 3.70e-02
h 3.63e-01 3.31e-02 2.30e-02
v 3.49e-01 1.02e-01 7.21e-02
l 2.58e-01 1.19e-01 9.21e-02
m 2.40e-01 2.70e-02 2.12e-02
s -2.35e-01 4.64e-02 5.87e-02
a -1.06e-01 7.34e-02 8.16e-02
t -6.25e-02 5.11e-02 5.44e-02
c 5.14e-02 1.51e-02 1.43e-02
05 05 D SM aa 5 0.209 p -1.52e+00 1.00e-02 4.56e-02
i -1.41e+00 1.41e-02 5.74e-02
v -1.21e+00 2.15e-02 7.19e-02
c -1.15e+00 4.56e-03 1.44e-02
d 7.91e-01 1.28e-01 5.79e-02
e 7.69e-01 1.47e-01 6.82e-02
m -7.54e-01 1.00e-02 2.13e-02
l -7.02e-01 4.57e-02 9.21e-02
s 6.71e-01 1.15e-01 5.86e-02
y -6.69e-01 1.79e-02 3.49e-02
f -5.66e-01 2.29e-02 4.04e-02
g -5.57e-01 4.27e-02 7.45e-02
w -5.22e-01 8.25e-03 1.39e-02
n 5.21e-01 7.21e-02 4.29e-02
k 2.20e-01 7.33e-02 5.88e-02
q 2.12e-01 4.58e-02 3.71e-02
t 1.92e-01 6.57e-02 5.42e-02
h -9.65e-02 2.09e-02 2.30e-02
r 9.34e-02 5.61e-02 5.11e-02
a -3.79e-02 7.87e-02 8.18e-02
00 00 D SM aa 0 0.117 v -1.00e+00 2.64e-02 7.19e-02
i -9.63e-01 2.19e-02 5.74e-02
g -8.01e-01 3.34e-02 7.44e-02
p 7.53e-01 9.76e-02 4.60e-02
c -6.60e-01 7.38e-03 1.43e-02
l -5.48e-01 5.30e-02 9.17e-02
m -5.09e-01 1.28e-02 2.12e-02
f -4.81e-01 2.49e-02 4.03e-02
s 4.49e-01 9.26e-02 5.92e-02
y -4.25e-01 2.28e-02 3.49e-02
e 4.12e-01 1.03e-01 6.80e-02
k 3.58e-01 8.40e-02 5.87e-02
d 2.76e-01 7.68e-02 5.83e-02
r 2.40e-01 6.48e-02 5.10e-02
h 2.26e-01 2.88e-02 2.30e-02
q 2.03e-01 4.54e-02 3.70e-02
w -1.85e-01 1.15e-02 1.38e-02
n 1.51e-01 4.99e-02 4.29e-02
a 1.32e-01 9.29e-02 8.14e-02
t -8.05e-02 5.04e-02 5.46e-02
01 01 D SM aa 1 0.116 p -3.32e+00 1.65e-03 4.58e-02
n 8.14e-01 9.66e-02 4.28e-02
v -6.35e-01 3.82e-02 7.21e-02
i -6.20e-01 3.10e-02 5.75e-02
g -6.12e-01 4.04e-02 7.44e-02
h 6.03e-01 4.20e-02 2.30e-02
d 4.77e-01 9.38e-02 5.82e-02
m -2.85e-01 1.59e-02 2.12e-02
c 2.76e-01 1.89e-02 1.43e-02
a -2.62e-01 6.28e-02 8.15e-02
y 2.44e-01 4.46e-02 3.49e-02
f 2.42e-01 5.15e-02 4.04e-02
s 2.39e-01 7.47e-02 5.88e-02
k 1.81e-01 7.02e-02 5.86e-02
q 1.30e-01 4.22e-02 3.70e-02
t 8.37e-02 5.93e-02 5.45e-02
w 7.50e-02 1.49e-02 1.38e-02
e -6.51e-02 6.38e-02 6.81e-02
l -5.07e-02 8.74e-02 9.20e-02
r -1.19e-02 5.03e-02 5.09e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.208
08 -0.208 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.327
10 -0.327 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.151
12 -0.151 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.343
14 -0.343 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.391
16 -0.391 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.509
18 -0.509 1.000
DATA_CLASS 207
CLASS 207 - weight 2792 normalized weight 0.002 relative strength 1.24e-01 *******
class cross entropy w.r.t. global class 1.96e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.850 ( 1.30e+00 4.00e-01) 8.11e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.850 ( 4.68e-01 4.00e-01) 8.73e-01 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.214 p -7.75e+00 1.97e-05 4.58e-02
i -3.98e+00 1.07e-03 5.75e-02
v -3.40e+00 2.40e-03 7.21e-02
w -3.12e+00 6.13e-04 1.38e-02
y -2.99e+00 1.76e-03 3.49e-02
t -2.86e+00 3.14e-03 5.45e-02
f -2.29e+00 4.10e-03 4.04e-02
g 2.13e+00 6.27e-01 7.44e-02
l -1.99e+00 1.26e-02 9.20e-02
m -1.53e+00 4.57e-03 2.12e-02
a -1.47e+00 1.87e-02 8.15e-02
c -1.04e+00 5.07e-03 1.43e-02
s -1.04e+00 2.09e-02 5.88e-02
e -9.99e-01 2.51e-02 6.81e-02
r -7.85e-01 2.32e-02 5.09e-02
n 6.27e-01 8.01e-02 4.28e-02
d -2.44e-01 4.56e-02 5.82e-02
h 5.08e-02 2.42e-02 2.30e-02
k 4.55e-02 6.13e-02 5.86e-02
q 2.95e-02 3.81e-02 3.70e-02
09 14 R MNcn psi3 1.060 ( 2.53e+00 4.36e-01) 3.93e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.060 ( 4.83e+00 4.12e-01) 7.04e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.978 ( 2.55e+00 4.00e-01) 4.35e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.978 ( 4.60e+00 4.83e-01) 1.17e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.927 (-5.70e-01 4.00e-01) 3.45e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.927 ( 5.23e+00 4.00e-01) 1.71e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.900 (-4.90e-01 4.00e-01) 3.25e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.900 ( 5.09e+00 4.00e-01) 1.36e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.768 (-7.16e-02 4.00e-01) 2.23e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.768 ( 4.68e+00 4.00e-01) 3.43e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.613 v -2.87e+00 4.07e-03 7.21e-02
f -2.69e+00 2.75e-03 4.04e-02
i -2.53e+00 4.58e-03 5.75e-02
y -1.98e+00 4.81e-03 3.50e-02
l -1.71e+00 1.67e-02 9.22e-02
w -1.65e+00 2.67e-03 1.39e-02
m -1.48e+00 4.83e-03 2.12e-02
p 1.30e+00 1.68e-01 4.55e-02
d 1.28e+00 2.09e-01 5.81e-02
s 1.10e+00 1.77e-01 5.87e-02
g -9.02e-01 3.02e-02 7.45e-02
a -8.92e-01 3.35e-02 8.17e-02
q -8.65e-01 1.56e-02 3.71e-02
t 8.27e-01 1.24e-01 5.43e-02
e -8.11e-01 3.03e-02 6.82e-02
c -7.61e-01 6.69e-03 1.43e-02
n 5.88e-01 7.71e-02 4.28e-02
r -5.03e-01 3.09e-02 5.10e-02
k -3.86e-01 3.98e-02 5.86e-02
h -2.67e-01 1.76e-02 2.30e-02
02 02 D SM aa 2 0.259 d -1.73e+00 1.03e-02 5.82e-02
n -1.38e+00 1.07e-02 4.28e-02
s -1.34e+00 1.53e-02 5.87e-02
p -1.23e+00 1.33e-02 4.56e-02
g -9.95e-01 2.75e-02 7.45e-02
i 8.71e-01 1.37e-01 5.75e-02
v 7.51e-01 1.53e-01 7.21e-02
l 7.36e-01 1.92e-01 9.21e-02
e -7.01e-01 3.38e-02 6.81e-02
m 6.91e-01 4.23e-02 2.12e-02
q -6.87e-01 1.86e-02 3.70e-02
h -6.02e-01 1.26e-02 2.30e-02
t -4.29e-01 3.54e-02 5.44e-02
f 3.17e-01 5.55e-02 4.04e-02
y 2.62e-01 4.54e-02 3.49e-02
a -2.55e-01 6.32e-02 8.16e-02
w 1.98e-01 1.69e-02 1.39e-02
r -1.40e-01 4.43e-02 5.10e-02
c -1.01e-01 1.29e-02 1.43e-02
k 1.59e-02 5.95e-02 5.86e-02
04 04 D SM aa 4 0.189 g -1.53e+00 1.62e-02 7.45e-02
p 1.40e+00 1.86e-01 4.56e-02
n -9.17e-01 1.71e-02 4.28e-02
h -6.03e-01 1.26e-02 2.30e-02
t -5.74e-01 3.06e-02 5.43e-02
d -4.61e-01 3.66e-02 5.80e-02
s -3.71e-01 4.04e-02 5.85e-02
c -3.68e-01 9.93e-03 1.43e-02
q -3.35e-01 2.65e-02 3.71e-02
y -3.04e-01 2.58e-02 3.49e-02
l 2.02e-01 1.13e-01 9.22e-02
a 1.36e-01 9.36e-02 8.17e-02
w 1.26e-01 1.58e-02 1.39e-02
e 1.23e-01 7.72e-02 6.82e-02
r 6.39e-02 5.44e-02 5.11e-02
m -5.35e-02 2.02e-02 2.13e-02
k -4.68e-02 5.60e-02 5.87e-02
i -4.13e-02 5.51e-02 5.74e-02
f 3.76e-02 4.19e-02 4.04e-02
v -6.58e-03 7.15e-02 7.20e-02
05 05 D SM aa 5 0.182 c -1.78e+00 2.41e-03 1.44e-02
p -1.27e+00 1.28e-02 4.56e-02
i -1.03e+00 2.05e-02 5.74e-02
m -9.52e-01 8.21e-03 2.13e-02
e 9.51e-01 1.77e-01 6.82e-02
v -8.85e-01 2.97e-02 7.19e-02
f -6.64e-01 2.08e-02 4.04e-02
d 6.53e-01 1.11e-01 5.79e-02
l -5.55e-01 5.29e-02 9.21e-02
y -5.31e-01 2.05e-02 3.49e-02
s 5.14e-01 9.79e-02 5.86e-02
g -4.09e-01 4.95e-02 7.45e-02
w -3.85e-01 9.46e-03 1.39e-02
n 3.43e-01 6.04e-02 4.29e-02
q 2.54e-01 4.78e-02 3.71e-02
h 1.86e-01 2.77e-02 2.30e-02
a 1.53e-01 9.53e-02 8.18e-02
k -8.65e-02 5.39e-02 5.88e-02
t -6.85e-02 5.07e-02 5.42e-02
r 8.14e-03 5.16e-02 5.11e-02
00 00 D SM aa 0 0.174 p -1.93e+00 6.64e-03 4.60e-02
g -1.53e+00 1.60e-02 7.44e-02
i -7.80e-01 2.63e-02 5.74e-02
v -7.74e-01 3.32e-02 7.19e-02
m 7.68e-01 4.58e-02 2.12e-02
l 7.42e-01 1.93e-01 9.17e-02
c 6.81e-01 2.82e-02 1.43e-02
h 5.80e-01 4.10e-02 2.30e-02
f 5.68e-01 7.11e-02 4.03e-02
e -4.62e-01 4.28e-02 6.80e-02
d -3.94e-01 3.93e-02 5.83e-02
y 2.92e-01 4.67e-02 3.49e-02
t 2.45e-01 6.98e-02 5.46e-02
k -2.34e-01 4.65e-02 5.87e-02
a 2.29e-01 1.02e-01 8.14e-02
r -1.36e-01 4.45e-02 5.10e-02
q -9.25e-02 3.38e-02 3.70e-02
w -7.51e-02 1.28e-02 1.38e-02
s -5.51e-02 5.60e-02 5.92e-02
n 4.06e-02 4.47e-02 4.29e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.274
08 -0.274 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.658
10 -0.658 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.228
12 -0.228 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.214
14 -0.214 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.290
16 -0.290 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.389
18 -0.389 1.000
DATA_CLASS 208
CLASS 208 - weight 2728 normalized weight 0.002 relative strength 1.10e-03 *******
class cross entropy w.r.t. global class 1.26e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 2.285 ( 3.34e+00 4.59e-01) 5.52e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 2.285 ( 1.92e+00 7.26e-01) 3.62e+00 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 2.205 p -6.63e+00 6.04e-05 4.56e-02
i -6.30e+00 1.06e-04 5.74e-02
c -5.83e+00 4.21e-05 1.44e-02
w -4.43e+00 1.66e-04 1.39e-02
f -3.90e+00 8.14e-04 4.04e-02
l -3.76e+00 2.14e-03 9.21e-02
v -3.71e+00 1.76e-03 7.19e-02
y -3.13e+00 1.53e-03 3.49e-02
r -3.03e+00 2.46e-03 5.11e-02
q -2.83e+00 2.18e-03 3.71e-02
t -2.74e+00 3.49e-03 5.42e-02
e -2.74e+00 4.40e-03 6.82e-02
g 2.53e+00 9.33e-01 7.45e-02
k -2.39e+00 5.40e-03 5.88e-02
m -2.38e+00 1.96e-03 2.13e-02
h -2.21e+00 2.52e-03 2.30e-02
n -2.18e+00 4.85e-03 4.29e-02
s -1.87e+00 9.07e-03 5.86e-02
a -1.78e+00 1.38e-02 8.18e-02
d -1.73e+00 1.03e-02 5.79e-02
09 14 R MNcn psi3 0.886 (-4.19e-01 4.00e-01) 3.07e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.886 ( 4.96e+00 4.00e-01) 1.04e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.812 ( 2.33e+00 4.12e-01) 3.68e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.812 ( 4.44e+00 5.25e-01) 2.06e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.412 ( 2.10e+00 9.36e-01) 1.36e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.412 ( 4.33e+00 5.18e-01) 4.14e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.299 ( 1.90e+00 1.40e+00) 7.72e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.299 ( 4.56e+00 5.93e-01) 2.68e-02 ( 4.54e+00 1.01e+00)
10 15 R MNcn phi4 0.260 ( 4.39e+00 5.43e-01) 2.81e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.260 ( 7.70e-01 1.34e+00) 2.94e-02 ( 8.09e-01 1.53e+00)
02 02 D SM aa 2 0.145 p 9.36e-01 1.16e-01 4.56e-02
t 8.91e-01 1.33e-01 5.44e-02
k -7.71e-01 2.71e-02 5.86e-02
q -7.44e-01 1.76e-02 3.70e-02
e -6.32e-01 3.62e-02 6.81e-02
w -5.30e-01 8.17e-03 1.39e-02
r -5.26e-01 3.01e-02 5.10e-02
l -4.81e-01 5.69e-02 9.21e-02
f -4.79e-01 2.50e-02 4.04e-02
s 4.39e-01 9.11e-02 5.87e-02
a -3.84e-01 5.56e-02 8.16e-02
n 3.64e-01 6.17e-02 4.28e-02
m -3.39e-01 1.51e-02 2.12e-02
i -3.37e-01 4.11e-02 5.75e-02
c 3.31e-01 1.99e-02 1.43e-02
v -1.87e-01 5.98e-02 7.21e-02
g 1.21e-01 8.40e-02 7.45e-02
d 1.07e-01 6.48e-02 5.82e-02
y -9.83e-02 3.17e-02 3.49e-02
h 8.96e-02 2.51e-02 2.30e-02
04 04 D SM aa 4 0.118 p -3.88e+00 9.45e-04 4.56e-02
v -8.42e-01 3.10e-02 7.20e-02
i -7.87e-01 2.62e-02 5.74e-02
h 6.27e-01 4.31e-02 2.30e-02
l -5.57e-01 5.28e-02 9.22e-02
s 5.20e-01 9.84e-02 5.85e-02
n 4.04e-01 6.42e-02 4.28e-02
w 3.52e-01 1.98e-02 1.39e-02
e 3.33e-01 9.52e-02 6.82e-02
f 3.27e-01 5.60e-02 4.04e-02
c -3.18e-01 1.04e-02 1.43e-02
m -2.96e-01 1.58e-02 2.13e-02
d 2.79e-01 7.67e-02 5.80e-02
a -2.74e-01 6.21e-02 8.17e-02
y 2.48e-01 4.48e-02 3.49e-02
k 1.89e-01 7.09e-02 5.87e-02
q 1.21e-01 4.18e-02 3.71e-02
r 9.92e-02 5.64e-02 5.11e-02
t 5.10e-02 5.71e-02 5.43e-02
g 2.54e-02 7.64e-02 7.45e-02
03 03 D SM aa 3 0.102 p 9.09e-01 1.13e-01 4.55e-02
g -8.04e-01 3.33e-02 7.45e-02
f -7.09e-01 1.99e-02 4.04e-02
m -6.59e-01 1.10e-02 2.12e-02
y -5.12e-01 2.09e-02 3.50e-02
l -4.69e-01 5.77e-02 9.22e-02
i -4.60e-01 3.63e-02 5.75e-02
s 4.58e-01 9.27e-02 5.87e-02
c -4.55e-01 9.08e-03 1.43e-02
v -4.07e-01 4.80e-02 7.21e-02
w -3.92e-01 9.38e-03 1.39e-02
e 3.54e-01 9.72e-02 6.82e-02
t 3.00e-01 7.33e-02 5.43e-02
k 2.78e-01 7.74e-02 5.86e-02
d 2.23e-01 7.26e-02 5.81e-02
h -1.00e-01 2.08e-02 2.30e-02
n -6.33e-02 4.02e-02 4.28e-02
r -5.84e-02 4.81e-02 5.10e-02
q -4.02e-02 3.56e-02 3.71e-02
a 2.32e-02 8.36e-02 8.17e-02
00 00 D SM aa 0 0.080 w 6.53e-01 2.65e-02 1.38e-02
d -6.46e-01 3.05e-02 5.83e-02
v 6.28e-01 1.35e-01 7.19e-02
n -5.32e-01 2.52e-02 4.29e-02
y 5.29e-01 5.91e-02 3.49e-02
p -4.77e-01 2.85e-02 4.60e-02
i 4.53e-01 9.03e-02 5.74e-02
g -4.47e-01 4.76e-02 7.44e-02
s -4.17e-01 3.90e-02 5.92e-02
f 3.78e-01 5.88e-02 4.03e-02
c 3.76e-01 2.08e-02 1.43e-02
k -3.66e-01 4.08e-02 5.87e-02
q -3.27e-01 2.67e-02 3.70e-02
h 2.70e-01 3.01e-02 2.30e-02
e -2.43e-01 5.34e-02 6.80e-02
m -1.78e-01 1.78e-02 2.12e-02
t -1.38e-01 4.76e-02 5.46e-02
a -6.04e-02 7.67e-02 8.14e-02
l 2.34e-02 9.39e-02 9.17e-02
r 1.85e-02 5.19e-02 5.10e-02
01 01 D SM aa 1 0.049 g -8.16e-01 3.29e-02 7.44e-02
a -4.73e-01 5.08e-02 8.15e-02
d 4.52e-01 9.14e-02 5.82e-02
h 4.32e-01 3.54e-02 2.30e-02
l -3.55e-01 6.45e-02 9.20e-02
s 3.54e-01 8.39e-02 5.88e-02
y 3.16e-01 4.79e-02 3.49e-02
n 2.51e-01 5.50e-02 4.28e-02
f -2.03e-01 3.30e-02 4.04e-02
t 1.81e-01 6.53e-02 5.45e-02
p 1.63e-01 5.40e-02 4.58e-02
m -1.46e-01 1.83e-02 2.12e-02
e -1.20e-01 6.04e-02 6.81e-02
k 9.59e-02 6.45e-02 5.86e-02
q -4.72e-02 3.53e-02 3.70e-02
r -4.14e-02 4.89e-02 5.09e-02
w -3.60e-02 1.33e-02 1.38e-02
v 2.57e-02 7.39e-02 7.21e-02
c -2.37e-02 1.40e-02 1.43e-02
i -4.72e-03 5.73e-02 5.75e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.311
08 -0.311 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.142
10 -0.142 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.575
12 -0.575 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.464
14 -0.464 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.703
16 -0.703 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.214
18 -0.214 1.000
DATA_CLASS 209
CLASS 209 - weight 2720 normalized weight 0.002 relative strength 1.03e-03 *******
class cross entropy w.r.t. global class 1.00e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.879 ( 2.43e+00 4.12e-01) 3.94e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.879 ( 4.68e+00 5.53e-01) 2.49e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.868 (-4.02e-01 4.10e-01) 2.96e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.868 ( 4.73e+00 4.00e-01) 4.76e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.839 ( 2.50e+00 4.21e-01) 4.01e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.839 ( 4.06e+00 5.85e-01) 8.36e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.816 ( 2.44e+00 4.00e-01) 4.07e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.816 ( 4.37e+00 5.91e-01) 2.93e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.755 (-1.92e-01 4.85e-01) 2.09e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.755 ( 4.67e+00 4.00e-01) 3.15e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.551 ( 2.43e+00 5.90e-01) 2.74e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.551 ( 4.18e+00 9.19e-01) 3.98e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.236 p 1.57e+00 2.20e-01 4.56e-02
g -8.11e-01 3.31e-02 7.45e-02
e -8.03e-01 3.05e-02 6.81e-02
r -5.88e-01 2.83e-02 5.10e-02
k -5.20e-01 3.48e-02 5.86e-02
y -5.19e-01 2.08e-02 3.49e-02
q -5.01e-01 2.24e-02 3.70e-02
s 3.42e-01 8.27e-02 5.87e-02
n -3.32e-01 3.07e-02 4.28e-02
w -3.15e-01 1.01e-02 1.39e-02
a -2.95e-01 6.08e-02 8.16e-02
v 2.67e-01 9.42e-02 7.21e-02
h -2.63e-01 1.77e-02 2.30e-02
d -2.49e-01 4.54e-02 5.82e-02
c 2.09e-01 1.76e-02 1.43e-02
l -1.89e-01 7.62e-02 9.21e-02
m -1.48e-01 1.83e-02 2.12e-02
i 1.47e-01 6.67e-02 5.75e-02
f -9.08e-02 3.69e-02 4.04e-02
t -3.86e-02 5.23e-02 5.44e-02
05 05 D SM aa 5 0.077 g -9.48e-01 2.89e-02 7.45e-02
p 8.50e-01 1.07e-01 4.56e-02
v 4.87e-01 1.17e-01 7.19e-02
d -4.21e-01 3.80e-02 5.79e-02
r -2.69e-01 3.91e-02 5.11e-02
t 2.69e-01 7.10e-02 5.42e-02
n -2.63e-01 3.30e-02 4.29e-02
i 2.61e-01 7.45e-02 5.74e-02
q -2.50e-01 2.89e-02 3.71e-02
l -2.15e-01 7.43e-02 9.21e-02
k -1.92e-01 4.85e-02 5.88e-02
a -1.67e-01 6.92e-02 8.18e-02
y 1.66e-01 4.12e-02 3.49e-02
e -1.64e-01 5.79e-02 6.82e-02
m -8.28e-02 1.96e-02 2.13e-02
c 4.86e-02 1.51e-02 1.44e-02
w -4.61e-02 1.33e-02 1.39e-02
f 2.97e-02 4.16e-02 4.04e-02
s 1.39e-02 5.94e-02 5.86e-02
h -8.83e-03 2.28e-02 2.30e-02
04 04 D SM aa 4 0.075 p -2.54e+00 3.60e-03 4.56e-02
f 6.02e-01 7.37e-02 4.04e-02
y 5.93e-01 6.33e-02 3.49e-02
d -5.76e-01 3.26e-02 5.80e-02
w 5.67e-01 2.45e-02 1.39e-02
c 4.45e-01 2.24e-02 1.43e-02
h 3.68e-01 3.33e-02 2.30e-02
l -3.38e-01 6.58e-02 9.22e-02
q -1.89e-01 3.07e-02 3.71e-02
v 1.77e-01 8.59e-02 7.20e-02
n -1.30e-01 3.76e-02 4.28e-02
m 1.30e-01 2.42e-02 2.13e-02
s 1.23e-01 6.62e-02 5.85e-02
e -1.09e-01 6.12e-02 6.82e-02
g -1.03e-01 6.72e-02 7.45e-02
k 8.02e-02 6.36e-02 5.87e-02
r 4.20e-02 5.33e-02 5.11e-02
a -1.65e-02 8.04e-02 8.17e-02
i -1.20e-02 5.68e-02 5.74e-02
t -5.76e-03 5.39e-02 5.43e-02
00 00 D SM aa 0 0.069 n 5.92e-01 7.75e-02 4.29e-02
d 5.58e-01 1.02e-01 5.83e-02
f -5.53e-01 2.32e-02 4.03e-02
i -4.87e-01 3.53e-02 5.74e-02
a -4.72e-01 5.08e-02 8.14e-02
g -4.55e-01 4.72e-02 7.44e-02
v -3.84e-01 4.90e-02 7.19e-02
k 3.76e-01 8.55e-02 5.87e-02
l -3.19e-01 6.67e-02 9.17e-02
s 3.09e-01 8.06e-02 5.92e-02
t 2.30e-01 6.87e-02 5.46e-02
y -2.28e-01 2.77e-02 3.49e-02
w 2.03e-01 1.69e-02 1.38e-02
e 2.01e-01 8.32e-02 6.80e-02
q 1.99e-01 4.52e-02 3.70e-02
r -1.44e-01 4.41e-02 5.10e-02
m -1.43e-01 1.84e-02 2.12e-02
c -1.12e-01 1.28e-02 1.43e-02
h -8.84e-02 2.10e-02 2.30e-02
p -3.55e-02 4.44e-02 4.60e-02
03 03 D SM aa 3 0.065 g -9.75e-01 2.81e-02 7.45e-02
d 5.83e-01 1.04e-01 5.81e-02
p 5.35e-01 7.77e-02 4.55e-02
y -4.62e-01 2.20e-02 3.50e-02
f -4.20e-01 2.66e-02 4.04e-02
a -4.13e-01 5.40e-02 8.17e-02
m -4.00e-01 1.42e-02 2.12e-02
c -3.83e-01 9.75e-03 1.43e-02
w -3.50e-01 9.79e-03 1.39e-02
t 3.20e-01 7.48e-02 5.43e-02
h -2.60e-01 1.77e-02 2.30e-02
r 1.82e-01 6.12e-02 5.10e-02
n 1.53e-01 4.99e-02 4.28e-02
e -1.47e-01 5.89e-02 6.82e-02
q -1.43e-01 3.21e-02 3.71e-02
l 1.26e-01 1.05e-01 9.22e-02
s 1.18e-01 6.60e-02 5.87e-02
i -4.91e-02 5.48e-02 5.75e-02
v 2.90e-02 7.42e-02 7.21e-02
k 1.83e-02 5.97e-02 5.86e-02
01 01 D SM aa 1 0.061 p -1.57e+00 9.49e-03 4.58e-02
g 4.93e-01 1.22e-01 7.44e-02
h 4.22e-01 3.50e-02 2.30e-02
r 4.20e-01 7.76e-02 5.09e-02
l -3.71e-01 6.35e-02 9.20e-02
d -3.56e-01 4.07e-02 5.82e-02
k 3.42e-01 8.25e-02 5.86e-02
a -2.49e-01 6.35e-02 8.15e-02
v -2.25e-01 5.75e-02 7.21e-02
w -2.24e-01 1.11e-02 1.38e-02
q 1.57e-01 4.33e-02 3.70e-02
s -1.35e-01 5.14e-02 5.88e-02
t 1.21e-01 6.15e-02 5.45e-02
i -1.18e-01 5.11e-02 5.75e-02
m -1.11e-01 1.90e-02 2.12e-02
y 9.86e-02 3.85e-02 3.49e-02
f 9.74e-02 4.45e-02 4.04e-02
n 8.64e-02 4.67e-02 4.28e-02
c -1.60e-02 1.41e-02 1.43e-02
e -1.55e-02 6.70e-02 6.81e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.505
08 -0.505 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.278
10 -0.278 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.099
12 -0.099 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.473
14 -0.473 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.363
16 -0.363 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.036
18 -0.036 1.000
DATA_CLASS 210
CLASS 210 - weight 2708 normalized weight 0.002 relative strength 7.69e-05 *******
class cross entropy w.r.t. global class 9.31e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.928 (-4.22e-01 4.00e-01) 3.08e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.928 ( 5.01e+00 4.00e-01) 1.16e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.810 (-2.21e-01 4.62e-01) 2.24e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.810 ( 4.68e+00 4.00e-01) 3.45e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.771 ( 2.74e+00 5.42e-01) 3.56e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.771 ( 3.99e+00 1.19e+00) 4.68e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.770 ( 2.38e+00 4.56e-01) 3.42e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.770 ( 4.45e+00 5.41e-01) 1.61e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.565 ( 1.86e+00 1.45e+00) 7.24e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.565 ( 3.29e+00 1.45e+00) 8.68e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.421 p -6.10e+00 1.02e-04 4.55e-02
g 1.57e+00 3.56e-01 7.45e-02
v -1.09e+00 2.43e-02 7.21e-02
l -8.38e-01 3.99e-02 9.22e-02
a -7.82e-01 3.74e-02 8.17e-02
i -7.77e-01 2.65e-02 5.75e-02
t -5.99e-01 2.98e-02 5.43e-02
k -5.99e-01 3.22e-02 5.86e-02
w 5.47e-01 2.40e-02 1.39e-02
e -5.14e-01 4.08e-02 6.82e-02
q -5.00e-01 2.25e-02 3.71e-02
r -3.09e-01 3.75e-02 5.10e-02
n 2.91e-01 5.73e-02 4.28e-02
y 2.91e-01 4.67e-02 3.50e-02
m -2.57e-01 1.64e-02 2.12e-02
s 1.22e-01 6.63e-02 5.87e-02
f 9.86e-02 4.46e-02 4.04e-02
h 9.28e-02 2.53e-02 2.30e-02
c -4.24e-02 1.37e-02 1.43e-02
d 9.30e-03 5.86e-02 5.81e-02
04 04 D SM aa 4 0.342 m -1.32e+00 5.68e-03 2.13e-02
l -1.25e+00 2.64e-02 9.22e-02
v -1.20e+00 2.16e-02 7.20e-02
i -1.14e+00 1.84e-02 5.74e-02
w -1.09e+00 4.66e-03 1.39e-02
k -1.05e+00 2.06e-02 5.87e-02
y -1.04e+00 1.23e-02 3.49e-02
g 1.04e+00 2.11e-01 7.45e-02
s 9.59e-01 1.53e-01 5.85e-02
e -8.81e-01 2.83e-02 6.82e-02
f -8.56e-01 1.72e-02 4.04e-02
q -8.19e-01 1.63e-02 3.71e-02
r -7.81e-01 2.34e-02 5.11e-02
n 7.23e-01 8.83e-02 4.28e-02
t 6.57e-01 1.05e-01 5.43e-02
d 4.99e-01 9.56e-02 5.80e-02
a -3.49e-01 5.76e-02 8.17e-02
h 2.57e-01 2.98e-02 2.30e-02
c 2.34e-01 1.81e-02 1.43e-02
p 3.90e-02 4.74e-02 4.56e-02
07 10 R MNcn psi1 0.261 ( 1.61e+00 1.26e+00) 6.30e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.261 ( 4.70e+00 5.21e-01) 3.04e-01 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.156 g -1.41e+00 1.82e-02 7.45e-02
p 1.32e+00 1.71e-01 4.56e-02
v -5.68e-01 4.07e-02 7.19e-02
y -4.16e-01 2.30e-02 3.49e-02
q -4.00e-01 2.48e-02 3.71e-02
i -3.13e-01 4.19e-02 5.74e-02
s 2.87e-01 7.81e-02 5.86e-02
d 2.77e-01 7.64e-02 5.79e-02
n -2.60e-01 3.31e-02 4.29e-02
m -2.11e-01 1.72e-02 2.13e-02
w 1.40e-01 1.60e-02 1.39e-02
f -1.36e-01 3.52e-02 4.04e-02
h -1.33e-01 2.02e-02 2.30e-02
l -1.31e-01 8.08e-02 9.21e-02
c -1.06e-01 1.29e-02 1.44e-02
r -1.02e-01 4.62e-02 5.11e-02
t -9.19e-02 4.95e-02 5.42e-02
a 5.34e-02 8.63e-02 8.18e-02
e 3.21e-02 7.05e-02 6.82e-02
k -1.59e-02 5.79e-02 5.88e-02
01 01 D SM aa 1 0.098 p 9.80e-01 1.22e-01 4.58e-02
m -6.51e-01 1.11e-02 2.12e-02
l -6.30e-01 4.90e-02 9.20e-02
e -5.85e-01 3.79e-02 6.81e-02
c 5.70e-01 2.53e-02 1.43e-02
n 4.78e-01 6.91e-02 4.28e-02
k -3.92e-01 3.96e-02 5.86e-02
r -3.47e-01 3.60e-02 5.09e-02
s 3.41e-01 8.28e-02 5.88e-02
d 3.02e-01 7.87e-02 5.82e-02
g -2.92e-01 5.56e-02 7.44e-02
h 2.76e-01 3.03e-02 2.30e-02
i -2.61e-01 4.43e-02 5.75e-02
q -2.18e-01 2.98e-02 3.70e-02
y 1.84e-01 4.20e-02 3.49e-02
v -1.49e-01 6.21e-02 7.21e-02
a -1.20e-01 7.23e-02 8.15e-02
w -8.28e-02 1.27e-02 1.38e-02
t 7.35e-02 5.87e-02 5.45e-02
f 1.01e-02 4.08e-02 4.04e-02
02 02 D SM aa 2 0.046 t 7.03e-01 1.10e-01 5.44e-02
g -6.25e-01 3.98e-02 7.45e-02
k -3.45e-01 4.15e-02 5.86e-02
r -3.21e-01 3.70e-02 5.10e-02
e -3.05e-01 5.02e-02 6.81e-02
m 2.20e-01 2.64e-02 2.12e-02
s 2.17e-01 7.29e-02 5.87e-02
h 2.02e-01 2.81e-02 2.30e-02
q -2.01e-01 3.03e-02 3.70e-02
a -1.79e-01 6.82e-02 8.16e-02
d 1.67e-01 6.88e-02 5.82e-02
w 1.58e-01 1.62e-02 1.39e-02
p -1.46e-01 3.95e-02 4.56e-02
y 1.21e-01 3.94e-02 3.49e-02
c 1.11e-01 1.60e-02 1.43e-02
i 8.02e-02 6.24e-02 5.75e-02
v 7.77e-02 7.79e-02 7.21e-02
n 6.63e-02 4.58e-02 4.28e-02
l -5.36e-02 8.73e-02 9.21e-02
f 4.53e-02 4.23e-02 4.04e-02
00 00 D SM aa 0 0.039 g -6.02e-01 4.07e-02 7.44e-02
p 3.99e-01 6.85e-02 4.60e-02
n 3.52e-01 6.10e-02 4.29e-02
t 3.37e-01 7.65e-02 5.46e-02
a -3.34e-01 5.83e-02 8.14e-02
w 3.33e-01 1.92e-02 1.38e-02
v 3.00e-01 9.71e-02 7.19e-02
k -2.70e-01 4.48e-02 5.87e-02
r -2.68e-01 3.90e-02 5.10e-02
i 2.52e-01 7.39e-02 5.74e-02
q -2.42e-01 2.91e-02 3.70e-02
e -1.87e-01 5.65e-02 6.80e-02
l -1.58e-01 7.83e-02 9.17e-02
f 1.43e-01 4.65e-02 4.03e-02
y 1.30e-01 3.97e-02 3.49e-02
m -1.30e-01 1.87e-02 2.12e-02
c -9.82e-02 1.29e-02 1.43e-02
s -7.43e-02 5.49e-02 5.92e-02
d 4.13e-02 6.07e-02 5.83e-02
h 2.83e-02 2.36e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.069
08 -0.069 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.292
10 -0.292 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.586
12 -0.586 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.025
14 0.025 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.504
16 -0.504 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.573
18 -0.573 1.000
DATA_CLASS 211
CLASS 211 - weight 2690 normalized weight 0.002 relative strength 4.41e-03 *******
class cross entropy w.r.t. global class 1.13e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 1.111 ( 2.57e+00 4.00e-01) 4.39e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.111 ( 3.77e+00 4.12e-01) 1.88e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.974 ( 2.34e+00 4.00e-01) 3.79e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.974 ( 4.79e+00 4.30e-01) 5.70e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.861 (-4.56e-01 4.00e-01) 3.18e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.861 ( 4.69e+00 4.00e-01) 3.62e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.778 ( 2.42e+00 4.00e-01) 4.02e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.778 ( 4.24e+00 6.47e-01) 4.65e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.776 (-3.87e-01 4.54e-01) 2.64e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.776 ( 4.86e+00 4.78e-01) 6.66e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.721 ( 2.48e+00 5.65e-01) 2.96e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.721 ( 4.55e+00 5.66e-01) 3.96e-03 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.229 g -1.42e+00 1.80e-02 7.44e-02
n -1.27e+00 1.21e-02 4.29e-02
d -1.24e+00 1.69e-02 5.83e-02
p 8.18e-01 1.04e-01 4.60e-02
e -8.16e-01 3.01e-02 6.80e-02
v 7.91e-01 1.59e-01 7.19e-02
i 7.53e-01 1.22e-01 5.74e-02
w -6.75e-01 7.03e-03 1.38e-02
l 6.02e-01 1.67e-01 9.17e-02
t -5.89e-01 3.03e-02 5.46e-02
s -5.66e-01 3.36e-02 5.92e-02
k -5.48e-01 3.40e-02 5.87e-02
q -5.14e-01 2.21e-02 3.70e-02
r -4.69e-01 3.19e-02 5.10e-02
y -3.16e-01 2.54e-02 3.49e-02
h 1.13e-01 2.57e-02 2.30e-02
f 8.38e-02 4.38e-02 4.03e-02
c 4.39e-02 1.49e-02 1.43e-02
m 3.37e-02 2.20e-02 2.12e-02
a -1.73e-02 8.00e-02 8.14e-02
04 04 D SM aa 4 0.179 k -1.02e+00 2.11e-02 5.87e-02
d 8.52e-01 1.36e-01 5.80e-02
q -8.18e-01 1.64e-02 3.71e-02
p 8.10e-01 1.03e-01 4.56e-02
a -7.75e-01 3.77e-02 8.17e-02
e -7.23e-01 3.31e-02 6.82e-02
m -7.08e-01 1.05e-02 2.13e-02
r -6.90e-01 2.56e-02 5.11e-02
n 6.42e-01 8.15e-02 4.28e-02
l -5.95e-01 5.09e-02 9.22e-02
s 5.90e-01 1.06e-01 5.85e-02
t 4.04e-01 8.12e-02 5.43e-02
h 3.71e-01 3.34e-02 2.30e-02
i -3.27e-01 4.14e-02 5.74e-02
f -3.12e-01 2.96e-02 4.04e-02
w -2.94e-01 1.04e-02 1.39e-02
y -2.44e-01 2.74e-02 3.49e-02
v -1.35e-01 6.29e-02 7.20e-02
g 6.04e-02 7.91e-02 7.45e-02
c -3.74e-02 1.38e-02 1.43e-02
02 02 D SM aa 2 0.130 p -7.50e+00 2.54e-05 4.56e-02
l -9.64e-01 3.51e-02 9.21e-02
m -6.56e-01 1.10e-02 2.12e-02
h 5.99e-01 4.19e-02 2.30e-02
i -5.54e-01 3.31e-02 5.75e-02
y 5.43e-01 6.01e-02 3.49e-02
d -5.10e-01 3.49e-02 5.82e-02
s 4.47e-01 9.18e-02 5.87e-02
e 4.46e-01 1.06e-01 6.81e-02
f 4.22e-01 6.16e-02 4.04e-02
v -3.81e-01 4.93e-02 7.21e-02
g 2.92e-01 9.97e-02 7.45e-02
r 2.12e-01 6.31e-02 5.10e-02
w 1.84e-01 1.67e-02 1.39e-02
n -1.62e-01 3.64e-02 4.28e-02
q -1.19e-01 3.29e-02 3.70e-02
k 1.09e-01 6.53e-02 5.86e-02
a 9.08e-02 8.94e-02 8.16e-02
t 5.10e-02 5.73e-02 5.44e-02
c -1.56e-02 1.41e-02 1.43e-02
03 03 D SM aa 3 0.122 d -1.10e+00 1.94e-02 5.81e-02
n -9.97e-01 1.58e-02 4.28e-02
w 8.98e-01 3.41e-02 1.39e-02
v 6.49e-01 1.38e-01 7.21e-02
i 6.46e-01 1.10e-01 5.75e-02
g -6.39e-01 3.93e-02 7.45e-02
s -4.98e-01 3.56e-02 5.87e-02
a -4.26e-01 5.33e-02 8.17e-02
f 3.48e-01 5.72e-02 4.04e-02
h -3.34e-01 1.65e-02 2.30e-02
l 3.12e-01 1.26e-01 9.22e-02
q -2.96e-01 2.76e-02 3.71e-02
y 2.82e-01 4.63e-02 3.50e-02
r -2.70e-01 3.90e-02 5.10e-02
e -2.45e-01 5.34e-02 6.82e-02
k -2.39e-01 4.62e-02 5.86e-02
p 2.29e-01 5.73e-02 4.55e-02
m -2.22e-01 1.70e-02 2.12e-02
c 2.04e-01 1.75e-02 1.43e-02
t -6.54e-02 5.09e-02 5.43e-02
05 05 D SM aa 5 0.080 g -9.75e-01 2.81e-02 7.45e-02
p 8.33e-01 1.05e-01 4.56e-02
h -5.50e-01 1.33e-02 2.30e-02
i -5.35e-01 3.36e-02 5.74e-02
f -5.17e-01 2.41e-02 4.04e-02
t 4.69e-01 8.67e-02 5.42e-02
s 4.06e-01 8.79e-02 5.86e-02
y -3.82e-01 2.38e-02 3.49e-02
d 2.07e-01 7.12e-02 5.79e-02
v -1.86e-01 5.97e-02 7.19e-02
q -1.83e-01 3.09e-02 3.71e-02
m -1.39e-01 1.85e-02 2.13e-02
c -1.23e-01 1.27e-02 1.44e-02
w -1.09e-01 1.25e-02 1.39e-02
a -1.07e-01 7.35e-02 8.18e-02
n -9.23e-02 3.91e-02 4.29e-02
k 5.43e-02 6.21e-02 5.88e-02
e 5.26e-02 7.19e-02 6.82e-02
r 2.77e-02 5.26e-02 5.11e-02
l 8.77e-03 9.30e-02 9.21e-02
01 01 D SM aa 1 0.078 g -1.35e+00 1.93e-02 7.44e-02
f -9.39e-01 1.58e-02 4.04e-02
c -5.91e-01 7.93e-03 1.43e-02
y -5.77e-01 1.96e-02 3.49e-02
w -5.22e-01 8.21e-03 1.38e-02
t 4.53e-01 8.57e-02 5.45e-02
a -3.94e-01 5.50e-02 8.15e-02
d 3.53e-01 8.28e-02 5.82e-02
k 3.34e-01 8.18e-02 5.86e-02
n -3.25e-01 3.09e-02 4.28e-02
p 2.96e-01 6.16e-02 4.58e-02
m -2.61e-01 1.63e-02 2.12e-02
i 2.39e-01 7.31e-02 5.75e-02
v 2.05e-01 8.84e-02 7.21e-02
e 1.82e-01 8.17e-02 6.81e-02
h -1.22e-01 2.03e-02 2.30e-02
q 1.12e-01 4.14e-02 3.70e-02
s 1.02e-01 6.51e-02 5.88e-02
l 2.74e-02 9.45e-02 9.20e-02
r -1.11e-02 5.04e-02 5.09e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.054
08 -0.054 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.291
10 -0.291 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.560
12 -0.560 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.167
14 -0.167 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.123
16 -0.123 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.567
18 -0.567 1.000
DATA_CLASS 212
CLASS 212 - weight 2657 normalized weight 0.002 relative strength 2.27e-03 *******
class cross entropy w.r.t. global class 1.44e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.495 ( 1.28e+00 4.00e-01) 8.16e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.495 ( 3.44e+00 6.09e-01) 4.32e+00 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 1.772 v -7.99e+00 2.45e-05 7.21e-02
p -7.79e+00 1.88e-05 4.56e-02
i -7.20e+00 4.29e-05 5.75e-02
w -2.64e+00 9.90e-04 1.39e-02
f -2.53e+00 3.21e-03 4.04e-02
m -2.53e+00 1.69e-03 2.12e-02
l -2.49e+00 7.67e-03 9.21e-02
g 2.40e+00 8.23e-01 7.45e-02
h -2.03e+00 3.01e-03 2.30e-02
t -1.97e+00 7.59e-03 5.44e-02
e -1.95e+00 9.64e-03 6.81e-02
y -1.94e+00 5.03e-03 3.49e-02
r -1.88e+00 7.80e-03 5.10e-02
q -1.79e+00 6.21e-03 3.70e-02
k -1.67e+00 1.10e-02 5.86e-02
n -1.60e+00 8.61e-03 4.28e-02
d -1.15e+00 1.84e-02 5.82e-02
a -1.12e+00 2.66e-02 8.16e-02
c -2.35e-01 1.13e-02 1.43e-02
s -2.01e-01 4.80e-02 5.87e-02
10 16 R MNcn psi4 0.924 (-4.56e-01 4.00e-01) 3.16e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.924 ( 5.06e+00 4.00e-01) 1.29e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.897 (-4.57e-01 4.00e-01) 3.17e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.897 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.389 (-4.22e-02 1.15e+00) 7.39e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.389 ( 5.02e+00 4.00e-01) 1.18e+00 ( 4.54e+00 1.01e+00)
07 09 R MNcn phi1 0.278 ( 4.38e+00 4.83e-01) 3.40e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.278 ( 1.24e+00 1.52e+00) 2.77e-01 ( 8.17e-01 1.53e+00)
06 08 R MNcn psi0 0.155 ( 1.06e+00 1.51e+00) 1.61e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.155 ( 4.58e+00 5.59e-01) 7.51e-02 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.125 d -1.35e+00 1.50e-02 5.79e-02
a 8.36e-01 1.89e-01 8.18e-02
p -7.26e-01 2.21e-02 4.56e-02
g 6.28e-01 1.40e-01 7.45e-02
e -4.15e-01 4.50e-02 6.82e-02
q -3.79e-01 2.54e-02 3.71e-02
l -3.63e-01 6.41e-02 9.21e-02
t -3.50e-01 3.82e-02 5.42e-02
i -2.72e-01 4.37e-02 5.74e-02
n -2.69e-01 3.28e-02 4.29e-02
v -2.31e-01 5.71e-02 7.19e-02
w 1.82e-01 1.67e-02 1.39e-02
m -1.60e-01 1.81e-02 2.13e-02
h -1.57e-01 1.97e-02 2.30e-02
r 1.44e-01 5.91e-02 5.11e-02
k -1.23e-01 5.20e-02 5.88e-02
s 1.21e-01 6.61e-02 5.86e-02
c 9.16e-02 1.57e-02 1.44e-02
y 7.77e-02 3.78e-02 3.49e-02
f 6.60e-02 4.31e-02 4.04e-02
04 04 D SM aa 4 0.096 p -1.23e+00 1.34e-02 4.56e-02
v -9.07e-01 2.91e-02 7.20e-02
i -9.04e-01 2.33e-02 5.74e-02
e 5.30e-01 1.16e-01 6.82e-02
c -4.61e-01 9.05e-03 1.43e-02
g 4.49e-01 1.17e-01 7.45e-02
l -4.46e-01 5.90e-02 9.22e-02
r -4.28e-01 3.33e-02 5.11e-02
d 3.95e-01 8.61e-02 5.80e-02
a 3.29e-01 1.14e-01 8.17e-02
f -2.52e-01 3.14e-02 4.04e-02
n 2.33e-01 5.41e-02 4.28e-02
h 1.94e-01 2.79e-02 2.30e-02
w -1.56e-01 1.19e-02 1.39e-02
q 9.94e-02 4.09e-02 3.71e-02
m 9.19e-02 2.33e-02 2.13e-02
y 5.81e-02 3.70e-02 3.49e-02
k 4.17e-02 6.12e-02 5.87e-02
t -2.73e-02 5.28e-02 5.43e-02
s 2.73e-02 6.01e-02 5.85e-02
03 03 D SM aa 3 0.075 p 7.71e-01 9.84e-02 4.55e-02
v -5.98e-01 3.96e-02 7.21e-02
d 4.89e-01 9.48e-02 5.81e-02
e 4.71e-01 1.09e-01 6.82e-02
f -4.37e-01 2.61e-02 4.04e-02
l -4.16e-01 6.08e-02 9.22e-02
i -3.52e-01 4.04e-02 5.75e-02
h -3.30e-01 1.66e-02 2.30e-02
r -3.23e-01 3.70e-02 5.10e-02
n -3.09e-01 3.15e-02 4.28e-02
g -3.08e-01 5.47e-02 7.45e-02
c 2.64e-01 1.86e-02 1.43e-02
s 1.94e-01 7.12e-02 5.87e-02
y -1.59e-01 2.98e-02 3.50e-02
a 1.21e-01 9.22e-02 8.17e-02
w -1.14e-01 1.24e-02 1.39e-02
t -1.13e-01 4.85e-02 5.43e-02
m 1.00e-01 2.35e-02 2.12e-02
q -6.87e-02 3.46e-02 3.71e-02
k 2.58e-02 6.01e-02 5.86e-02
01 01 D SM aa 1 0.041 y 5.44e-01 6.01e-02 3.49e-02
n -5.09e-01 2.57e-02 4.28e-02
f 5.06e-01 6.70e-02 4.04e-02
d -4.96e-01 3.54e-02 5.82e-02
p -4.60e-01 2.89e-02 4.58e-02
h 4.48e-01 3.59e-02 2.30e-02
w 4.24e-01 2.11e-02 1.38e-02
g -3.69e-01 5.14e-02 7.44e-02
c 2.15e-01 1.78e-02 1.43e-02
a -1.84e-01 6.78e-02 8.15e-02
e -1.83e-01 5.67e-02 6.81e-02
l 1.57e-01 1.08e-01 9.20e-02
q -1.41e-01 3.22e-02 3.70e-02
m 1.27e-01 2.41e-02 2.12e-02
i 9.89e-02 6.35e-02 5.75e-02
t 7.67e-02 5.89e-02 5.45e-02
k 4.61e-02 6.14e-02 5.86e-02
s 2.30e-02 6.02e-02 5.88e-02
r 1.40e-02 5.17e-02 5.09e-02
v 6.43e-03 7.25e-02 7.21e-02
00 00 D SM aa 0 0.027 w -5.77e-01 7.75e-03 1.38e-02
d -5.71e-01 3.29e-02 5.83e-02
e -3.35e-01 4.87e-02 6.80e-02
a 3.31e-01 1.13e-01 8.14e-02
g 3.10e-01 1.01e-01 7.44e-02
i -2.41e-01 4.51e-02 5.74e-02
r -2.39e-01 4.01e-02 5.10e-02
f -2.03e-01 3.29e-02 4.03e-02
h 1.40e-01 2.64e-02 2.30e-02
t 1.39e-01 6.27e-02 5.46e-02
l 1.32e-01 1.05e-01 9.17e-02
p 1.11e-01 5.14e-02 4.60e-02
q -1.07e-01 3.33e-02 3.70e-02
c 9.26e-02 1.57e-02 1.43e-02
y 7.39e-02 3.75e-02 3.49e-02
v -5.54e-02 6.80e-02 7.19e-02
k -4.39e-02 5.62e-02 5.87e-02
m -3.43e-02 2.05e-02 2.12e-02
n -2.21e-02 4.19e-02 4.29e-02
s 4.24e-04 5.92e-02 5.92e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.462
08 -0.462 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.634
10 -0.634 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.836
12 -0.836 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.371
14 -0.371 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.522
16 -0.522 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.325
18 -0.325 1.000
DATA_CLASS 213
CLASS 213 - weight 2638 normalized weight 0.002 relative strength 1.68e-05 *******
class cross entropy w.r.t. global class 8.90e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.909 (-5.13e-01 4.00e-01) 3.30e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.909 ( 5.07e+00 4.00e-01) 1.32e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.884 (-5.24e-01 4.00e-01) 3.36e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.884 ( 5.08e+00 4.00e-01) 1.33e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.871 (-4.01e-01 4.10e-01) 2.97e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.871 ( 4.90e+00 4.00e-01) 8.99e-01 ( 4.54e+00 1.01e+00)
10 15 R MNcn phi4 0.750 ( 3.01e+00 1.59e+00) 9.63e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.750 ( 1.76e+00 1.72e+00) 5.50e-01 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 0.437 p -1.65e+00 8.76e-03 4.56e-02
g 1.56e+00 3.54e-01 7.45e-02
v -1.50e+00 1.61e-02 7.20e-02
i -1.46e+00 1.34e-02 5.74e-02
l -8.65e-01 3.88e-02 9.22e-02
m -7.47e-01 1.01e-02 2.13e-02
w -6.79e-01 7.05e-03 1.39e-02
q -6.50e-01 1.94e-02 3.71e-02
k -5.88e-01 3.26e-02 5.87e-02
e -5.40e-01 3.98e-02 6.82e-02
n 5.16e-01 7.18e-02 4.28e-02
f -4.94e-01 2.46e-02 4.04e-02
a -4.81e-01 5.05e-02 8.17e-02
r -4.79e-01 3.16e-02 5.11e-02
s 4.42e-01 9.10e-02 5.85e-02
y -4.29e-01 2.28e-02 3.49e-02
d 3.63e-01 8.34e-02 5.80e-02
h 3.08e-01 3.13e-02 2.30e-02
t -2.63e-01 4.17e-02 5.43e-02
c -2.63e-01 1.10e-02 1.43e-02
09 13 R MNcn phi3 0.431 ( 3.66e+00 1.43e+00) 6.18e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.431 ( 1.49e+00 1.62e+00) 4.20e-01 ( 8.11e-01 1.53e+00)
03 03 D SM aa 3 0.171 g 1.14e+00 2.33e-01 7.45e-02
v -9.05e-01 2.91e-02 7.21e-02
l -6.92e-01 4.61e-02 9.22e-02
i -6.19e-01 3.10e-02 5.75e-02
a -4.78e-01 5.06e-02 8.17e-02
s 3.96e-01 8.72e-02 5.87e-02
f -3.31e-01 2.90e-02 4.04e-02
h 3.30e-01 3.20e-02 2.30e-02
d -3.13e-01 4.25e-02 5.81e-02
e -3.01e-01 5.05e-02 6.82e-02
m -2.76e-01 1.61e-02 2.12e-02
w -1.90e-01 1.15e-02 1.39e-02
y 1.89e-01 4.22e-02 3.50e-02
t -1.72e-01 4.58e-02 5.43e-02
n 1.51e-01 4.98e-02 4.28e-02
p -1.51e-01 3.91e-02 4.55e-02
q 1.21e-01 4.18e-02 3.71e-02
k -1.00e-01 5.30e-02 5.86e-02
r 9.19e-02 5.59e-02 5.10e-02
c -7.58e-02 1.33e-02 1.43e-02
08 11 R MNcn phi2 0.170 ( 4.65e+00 4.98e-01) 2.13e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.170 ( 9.19e-01 1.48e+00) 7.12e-02 ( 8.13e-01 1.53e+00)
05 05 D SM aa 5 0.100 p 1.06e+00 1.32e-01 4.56e-02
g -9.79e-01 2.80e-02 7.45e-02
v -4.59e-01 4.54e-02 7.19e-02
e 3.59e-01 9.77e-02 6.82e-02
l -3.41e-01 6.55e-02 9.21e-02
y -3.31e-01 2.51e-02 3.49e-02
h -3.14e-01 1.68e-02 2.30e-02
k 2.91e-01 7.86e-02 5.88e-02
m -2.58e-01 1.64e-02 2.13e-02
c -2.46e-01 1.12e-02 1.44e-02
d 2.35e-01 7.33e-02 5.79e-02
w 2.15e-01 1.72e-02 1.39e-02
q -2.08e-01 3.01e-02 3.71e-02
n -1.88e-01 3.55e-02 4.29e-02
i -1.66e-01 4.86e-02 5.74e-02
f -1.48e-01 3.48e-02 4.04e-02
a -5.15e-02 7.77e-02 8.18e-02
s 4.75e-02 6.14e-02 5.86e-02
t -1.36e-02 5.35e-02 5.42e-02
r -7.06e-03 5.08e-02 5.11e-02
02 02 D SM aa 2 0.067 p -2.03e+00 6.01e-03 4.56e-02
g -6.02e-01 4.08e-02 7.45e-02
f 5.38e-01 6.92e-02 4.04e-02
c 4.36e-01 2.21e-02 1.43e-02
l 3.35e-01 1.29e-01 9.21e-02
y 3.25e-01 4.84e-02 3.49e-02
h 2.87e-01 3.06e-02 2.30e-02
d -2.82e-01 4.39e-02 5.82e-02
k -2.71e-01 4.47e-02 5.86e-02
v -2.54e-01 5.59e-02 7.21e-02
i -2.46e-01 4.50e-02 5.75e-02
r 1.86e-01 6.14e-02 5.10e-02
n 1.69e-01 5.07e-02 4.28e-02
q 1.65e-01 4.37e-02 3.70e-02
w 1.17e-01 1.56e-02 1.39e-02
a 1.06e-01 9.08e-02 8.16e-02
t 6.85e-02 5.83e-02 5.44e-02
m 6.03e-02 2.25e-02 2.12e-02
s -4.27e-02 5.63e-02 5.87e-02
e -4.08e-02 6.54e-02 6.81e-02
01 01 D SM aa 1 0.062 p -1.71e+00 8.32e-03 4.58e-02
v -6.26e-01 3.85e-02 7.21e-02
g -5.97e-01 4.10e-02 7.44e-02
c -4.92e-01 8.76e-03 1.43e-02
w 4.48e-01 2.17e-02 1.38e-02
r 3.69e-01 7.37e-02 5.09e-02
y 3.36e-01 4.88e-02 3.49e-02
e 2.70e-01 8.92e-02 6.81e-02
n -2.03e-01 3.50e-02 4.28e-02
k 1.89e-01 7.08e-02 5.86e-02
h 1.85e-01 2.77e-02 2.30e-02
i -1.79e-01 4.81e-02 5.75e-02
s 1.67e-01 6.95e-02 5.88e-02
l 1.64e-01 1.08e-01 9.20e-02
f 1.49e-01 4.69e-02 4.04e-02
t -1.18e-01 4.84e-02 5.45e-02
q 1.02e-01 4.10e-02 3.70e-02
a 1.01e-01 9.02e-02 8.15e-02
d 6.20e-02 6.19e-02 5.82e-02
m 4.85e-02 2.23e-02 2.12e-02
00 00 D SM aa 0 0.037 g -7.03e-01 3.68e-02 7.44e-02
v -4.36e-01 4.65e-02 7.19e-02
e 3.93e-01 1.01e-01 6.80e-02
n -3.87e-01 2.91e-02 4.29e-02
q 3.17e-01 5.09e-02 3.70e-02
c -2.60e-01 1.10e-02 1.43e-02
t -2.59e-01 4.21e-02 5.46e-02
w 2.38e-01 1.75e-02 1.38e-02
k 2.23e-01 7.34e-02 5.87e-02
f -2.14e-01 3.26e-02 4.03e-02
r 1.48e-01 5.91e-02 5.10e-02
a 1.44e-01 9.40e-02 8.14e-02
i -1.30e-01 5.04e-02 5.74e-02
m 1.19e-01 2.39e-02 2.12e-02
p 1.17e-01 5.17e-02 4.60e-02
h 1.01e-01 2.54e-02 2.30e-02
l 8.03e-02 9.94e-02 9.17e-02
s 6.75e-02 6.33e-02 5.92e-02
d -4.70e-02 5.56e-02 5.83e-02
y 4.58e-02 3.65e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.205
08 -0.205 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.470
10 -0.470 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.194
12 -0.194 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.245
14 0.245 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.260
16 -0.260 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.413
18 -0.413 1.000
DATA_CLASS 214
CLASS 214 - weight 2633 normalized weight 0.002 relative strength 4.73e-05 *******
class cross entropy w.r.t. global class 9.61e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
00 00 D SM aa 0 2.338 i -7.85e+00 2.25e-05 5.74e-02
p -7.07e+00 3.91e-05 4.60e-02
q -6.40e+00 6.17e-05 3.70e-02
w -5.96e+00 3.55e-05 1.38e-02
v -4.96e+00 5.02e-04 7.19e-02
h -3.49e+00 7.01e-04 2.30e-02
d -3.42e+00 1.91e-03 5.83e-02
y -3.40e+00 1.16e-03 3.49e-02
r -3.32e+00 1.83e-03 5.10e-02
m -3.14e+00 9.19e-04 2.12e-02
l -3.12e+00 4.05e-03 9.17e-02
n -3.10e+00 1.94e-03 4.29e-02
f -2.86e+00 2.30e-03 4.03e-02
e -2.85e+00 3.92e-03 6.80e-02
t -2.76e+00 3.45e-03 5.46e-02
k -2.73e+00 3.82e-03 5.87e-02
g 2.56e+00 9.59e-01 7.44e-02
a -2.49e+00 6.73e-03 8.14e-02
s -2.46e+00 5.05e-03 5.92e-02
c -1.84e+00 2.26e-03 1.43e-02
06 08 R MNcn psi0 2.011 ( 3.31e+00 4.00e-01) 6.21e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 2.011 ( 2.19e+00 8.64e-01) 2.72e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.861 ( 2.50e+00 4.00e-01) 4.19e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.861 ( 4.50e+00 5.86e-01) 7.66e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.206 ( 1.58e+00 1.36e+00) 5.65e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.206 ( 4.61e+00 5.64e-01) 1.15e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.138 ( 1.30e+00 1.48e+00) 3.30e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.138 ( 4.60e+00 6.17e-01) 9.48e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.136 ( 1.31e+00 1.49e+00) 3.36e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.136 ( 4.47e+00 6.10e-01) 1.21e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.130 ( 1.33e+00 1.49e+00) 3.50e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.130 ( 4.53e+00 6.27e-01) 1.92e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.101 g -1.15e+00 2.36e-02 7.44e-02
p 9.90e-01 1.23e-01 4.58e-02
q -5.44e-01 2.15e-02 3.70e-02
m -5.11e-01 1.27e-02 2.12e-02
l -4.59e-01 5.81e-02 9.20e-02
w 4.37e-01 2.14e-02 1.38e-02
r -3.40e-01 3.62e-02 5.09e-02
y 3.38e-01 4.89e-02 3.49e-02
s 2.93e-01 7.89e-02 5.88e-02
f 2.79e-01 5.34e-02 4.04e-02
a -2.72e-01 6.21e-02 8.15e-02
k -2.64e-01 4.50e-02 5.86e-02
t 2.23e-01 6.81e-02 5.45e-02
h 2.21e-01 2.87e-02 2.30e-02
n 1.62e-01 5.03e-02 4.28e-02
v 1.02e-01 7.98e-02 7.21e-02
e -8.49e-02 6.26e-02 6.81e-02
i -5.68e-02 5.44e-02 5.75e-02
d -2.90e-02 5.65e-02 5.82e-02
c -2.13e-03 1.43e-02 1.43e-02
02 02 D SM aa 2 0.092 p 9.58e-01 1.19e-01 4.56e-02
k -7.64e-01 2.73e-02 5.86e-02
e -7.60e-01 3.19e-02 6.81e-02
g -7.24e-01 3.61e-02 7.45e-02
q -5.29e-01 2.18e-02 3.70e-02
v 3.25e-01 9.98e-02 7.21e-02
c 3.25e-01 1.98e-02 1.43e-02
h 3.24e-01 3.18e-02 2.30e-02
m -2.67e-01 1.62e-02 2.12e-02
f 2.20e-01 5.04e-02 4.04e-02
w 2.14e-01 1.72e-02 1.39e-02
d -2.13e-01 4.70e-02 5.82e-02
r -1.82e-01 4.25e-02 5.10e-02
n -1.74e-01 3.60e-02 4.28e-02
i 1.58e-01 6.74e-02 5.75e-02
y 1.43e-01 4.03e-02 3.49e-02
s 6.82e-02 6.29e-02 5.87e-02
l 5.81e-02 9.76e-02 9.21e-02
t -3.01e-02 5.28e-02 5.44e-02
a 8.66e-03 8.23e-02 8.16e-02
04 04 D SM aa 4 0.054 d 6.05e-01 1.06e-01 5.80e-02
i -4.59e-01 3.63e-02 5.74e-02
n 4.34e-01 6.61e-02 4.28e-02
t 4.27e-01 8.32e-02 5.43e-02
l -4.00e-01 6.18e-02 9.22e-02
v -3.56e-01 5.04e-02 7.20e-02
w 3.52e-01 1.98e-02 1.39e-02
h 3.04e-01 3.12e-02 2.30e-02
s 2.92e-01 7.84e-02 5.85e-02
q -2.88e-01 2.78e-02 3.71e-02
m -2.88e-01 1.60e-02 2.13e-02
r -2.38e-01 4.03e-02 5.11e-02
k -2.34e-01 4.64e-02 5.87e-02
a -1.60e-01 6.97e-02 8.17e-02
y 1.29e-01 3.98e-02 3.49e-02
f -9.10e-02 3.69e-02 4.04e-02
g -9.01e-02 6.81e-02 7.45e-02
c 8.20e-02 1.56e-02 1.43e-02
p -7.46e-02 4.23e-02 4.56e-02
e -6.56e-02 6.39e-02 6.82e-02
03 03 D SM aa 3 0.037 m -5.82e-01 1.19e-02 2.12e-02
q -4.76e-01 2.30e-02 3.71e-02
p 3.97e-01 6.77e-02 4.55e-02
i -3.75e-01 3.95e-02 5.75e-02
s 3.75e-01 8.53e-02 5.87e-02
e -3.33e-01 4.89e-02 6.82e-02
t 3.23e-01 7.50e-02 5.43e-02
l -2.82e-01 6.95e-02 9.22e-02
d 2.63e-01 7.56e-02 5.81e-02
n 2.63e-01 5.57e-02 4.28e-02
h 2.11e-01 2.84e-02 2.30e-02
k -1.87e-01 4.86e-02 5.86e-02
v -1.85e-01 5.99e-02 7.21e-02
c -1.64e-01 1.21e-02 1.43e-02
w 1.37e-01 1.59e-02 1.39e-02
g 1.33e-01 8.50e-02 7.45e-02
a -1.33e-01 7.15e-02 8.17e-02
f 8.21e-02 4.39e-02 4.04e-02
y -5.32e-02 3.31e-02 3.50e-02
r -3.61e-02 4.92e-02 5.10e-02
05 05 D SM aa 5 0.028 p 5.11e-01 7.60e-02 4.56e-02
l -3.63e-01 6.41e-02 9.21e-02
h 3.25e-01 3.19e-02 2.30e-02
w 2.73e-01 1.83e-02 1.39e-02
d 2.71e-01 7.60e-02 5.79e-02
q -2.45e-01 2.90e-02 3.71e-02
t 2.43e-01 6.92e-02 5.42e-02
s 2.10e-01 7.23e-02 5.86e-02
v -2.05e-01 5.86e-02 7.19e-02
e -1.94e-01 5.62e-02 6.82e-02
i -1.91e-01 4.74e-02 5.74e-02
f -1.85e-01 3.35e-02 4.04e-02
k -1.32e-01 5.15e-02 5.88e-02
g -1.29e-01 6.55e-02 7.45e-02
n 1.24e-01 4.85e-02 4.29e-02
c -9.87e-02 1.30e-02 1.44e-02
y 8.96e-02 3.82e-02 3.49e-02
a -7.42e-02 7.59e-02 8.18e-02
m 4.35e-02 2.22e-02 2.13e-02
r 2.80e-02 5.26e-02 5.11e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.012
08 -0.012 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.195
10 -0.195 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.316
12 -0.316 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.423
14 -0.423 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.430
16 -0.430 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.426
18 -0.426 1.000
DATA_CLASS 215
CLASS 215 - weight 2607 normalized weight 0.002 relative strength 4.95e-04 *******
class cross entropy w.r.t. global class 1.40e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 3.999 ( 1.23e+00 4.00e-01) 8.29e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.999 ( 4.45e-01 4.05e-01) 8.98e-01 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 0.900 p -5.03e+00 2.99e-04 4.56e-02
i -4.41e+00 6.96e-04 5.74e-02
v -3.48e+00 2.21e-03 7.19e-02
g 1.95e+00 5.26e-01 7.45e-02
t -1.92e+00 7.97e-03 5.42e-02
w -1.56e+00 2.93e-03 1.39e-02
l -1.26e+00 2.60e-02 9.21e-02
f -1.08e+00 1.37e-02 4.04e-02
y -1.05e+00 1.22e-02 3.49e-02
a -9.99e-01 3.01e-02 8.18e-02
e -9.30e-01 2.69e-02 6.82e-02
s -6.88e-01 2.94e-02 5.86e-02
n 6.77e-01 8.43e-02 4.29e-02
m -6.33e-01 1.13e-02 2.13e-02
d -5.17e-01 3.46e-02 5.79e-02
h 3.63e-01 3.31e-02 2.30e-02
c -1.44e-01 1.24e-02 1.44e-02
q -4.52e-02 3.54e-02 3.71e-02
k 1.80e-02 5.99e-02 5.88e-02
r -7.02e-03 5.08e-02 5.11e-02
09 14 R MNcn psi3 0.868 (-4.43e-01 4.00e-01) 3.13e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.868 ( 5.07e+00 4.00e-01) 1.32e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.799 (-6.53e-02 4.00e-01) 2.19e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.799 ( 4.68e+00 4.00e-01) 3.43e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.255 d 1.24e+00 2.01e-01 5.82e-02
v -1.12e+00 2.34e-02 7.21e-02
i -1.11e+00 1.90e-02 5.75e-02
l -1.03e+00 3.28e-02 9.21e-02
n 8.76e-01 1.03e-01 4.28e-02
m -8.14e-01 9.39e-03 2.12e-02
f -7.32e-01 1.94e-02 4.04e-02
g -6.83e-01 3.76e-02 7.45e-02
c 6.39e-01 2.71e-02 1.43e-02
p 4.97e-01 7.51e-02 4.56e-02
a -4.67e-01 5.12e-02 8.16e-02
y -4.43e-01 2.24e-02 3.49e-02
s 3.94e-01 8.71e-02 5.87e-02
w -2.87e-01 1.04e-02 1.39e-02
r -2.74e-01 3.88e-02 5.10e-02
e -1.77e-01 5.71e-02 6.81e-02
t 1.72e-01 6.46e-02 5.44e-02
h 1.02e-01 2.55e-02 2.30e-02
q -3.96e-02 3.56e-02 3.70e-02
k 2.11e-02 5.98e-02 5.86e-02
08 11 R MNcn phi2 0.211 ( 4.82e+00 5.43e-01) 5.14e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.211 ( 1.07e+00 1.61e+00) 1.58e-01 ( 8.13e-01 1.53e+00)
06 07 R MNcn phi0 0.197 ( 4.67e+00 4.78e-01) 2.59e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.197 ( 9.78e-01 1.39e+00) 1.12e-01 ( 8.22e-01 1.53e+00)
04 04 D SM aa 4 0.160 p -3.30e+00 1.67e-03 4.56e-02
g -9.00e-01 3.03e-02 7.45e-02
d 8.62e-01 1.37e-01 5.80e-02
n 8.56e-01 1.01e-01 4.28e-02
v -6.78e-01 3.65e-02 7.20e-02
i -6.15e-01 3.11e-02 5.74e-02
t 3.92e-01 8.03e-02 5.43e-02
k -3.73e-01 4.04e-02 5.87e-02
h 3.24e-01 3.18e-02 2.30e-02
e -2.97e-01 5.07e-02 6.82e-02
r -2.41e-01 4.01e-02 5.11e-02
s 2.15e-01 7.26e-02 5.85e-02
a -2.04e-01 6.67e-02 8.17e-02
y 1.90e-01 4.23e-02 3.49e-02
c 1.60e-01 1.68e-02 1.43e-02
f 1.58e-01 4.73e-02 4.04e-02
l 1.17e-01 1.04e-01 9.22e-02
m -1.12e-01 1.90e-02 2.13e-02
w 1.10e-01 1.55e-02 1.39e-02
q -5.44e-02 3.51e-02 3.71e-02
03 03 D SM aa 3 0.154 p 1.19e+00 1.49e-01 4.55e-02
v -8.18e-01 3.18e-02 7.21e-02
g -7.85e-01 3.40e-02 7.45e-02
i -6.97e-01 2.87e-02 5.75e-02
f -6.38e-01 2.13e-02 4.04e-02
l -6.15e-01 4.98e-02 9.22e-02
m -5.41e-01 1.24e-02 2.12e-02
e 4.53e-01 1.07e-01 6.82e-02
n -3.87e-01 2.91e-02 4.28e-02
y -3.65e-01 2.43e-02 3.50e-02
s 2.96e-01 7.89e-02 5.87e-02
d 2.82e-01 7.70e-02 5.81e-02
c -2.74e-01 1.09e-02 1.43e-02
h -2.45e-01 1.80e-02 2.30e-02
k 2.09e-01 7.22e-02 5.86e-02
w -1.70e-01 1.17e-02 1.39e-02
a 1.51e-01 9.50e-02 8.17e-02
r 1.24e-01 5.77e-02 5.10e-02
q -2.30e-02 3.62e-02 3.71e-02
t 2.92e-03 5.45e-02 5.43e-02
07 09 R MNcn phi1 0.151 ( 4.66e+00 5.64e-01) 2.12e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.151 ( 8.98e-01 1.43e+00) 5.71e-02 ( 8.17e-01 1.53e+00)
00 00 D SM aa 0 0.066 g -5.86e-01 4.14e-02 7.44e-02
n 5.34e-01 7.32e-02 4.29e-02
v -5.06e-01 4.34e-02 7.19e-02
s 4.69e-01 9.46e-02 5.92e-02
d 4.68e-01 9.30e-02 5.83e-02
h 3.92e-01 3.40e-02 2.30e-02
r -3.57e-01 3.57e-02 5.10e-02
p 3.45e-01 6.49e-02 4.60e-02
q -3.32e-01 2.66e-02 3.70e-02
t 3.00e-01 7.37e-02 5.46e-02
e -2.96e-01 5.06e-02 6.80e-02
i -2.78e-01 4.35e-02 5.74e-02
a -2.71e-01 6.21e-02 8.14e-02
y 2.28e-01 4.38e-02 3.49e-02
m -2.28e-01 1.69e-02 2.12e-02
l -1.95e-01 7.54e-02 9.17e-02
c 1.67e-01 1.69e-02 1.43e-02
k -1.63e-01 4.99e-02 5.87e-02
w 1.22e-01 1.56e-02 1.38e-02
f 1.09e-01 4.50e-02 4.03e-02
01 01 D SM aa 1 0.042 e -9.54e-01 2.62e-02 6.81e-02
p 4.60e-01 7.26e-02 4.58e-02
g -3.95e-01 5.01e-02 7.44e-02
w 3.89e-01 2.04e-02 1.38e-02
f 3.21e-01 5.57e-02 4.04e-02
y 2.57e-01 4.52e-02 3.49e-02
q 2.30e-01 4.66e-02 3.70e-02
d 2.23e-01 7.27e-02 5.82e-02
a -2.09e-01 6.62e-02 8.15e-02
k -2.01e-01 4.79e-02 5.86e-02
i -1.84e-01 4.79e-02 5.75e-02
l 1.76e-01 1.10e-01 9.20e-02
r -1.50e-01 4.39e-02 5.09e-02
m 1.14e-01 2.38e-02 2.12e-02
t -9.61e-02 4.95e-02 5.45e-02
c -8.66e-02 1.31e-02 1.43e-02
n 7.50e-02 4.61e-02 4.28e-02
s 7.02e-02 6.31e-02 5.88e-02
h 6.79e-02 2.46e-02 2.30e-02
v 3.62e-02 7.47e-02 7.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.296
08 -0.296 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.467
10 -0.467 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.526
12 -0.526 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.286
14 -0.286 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.456
16 -0.456 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.692
18 -0.692 1.000
DATA_CLASS 216
CLASS 216 - weight 2563 normalized weight 0.002 relative strength 1.08e-05 *******
class cross entropy w.r.t. global class 1.59e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.019 ( 1.32e+00 4.03e-01) 8.00e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.019 ( 1.07e+00 1.39e+00) 1.81e-01 ( 8.22e-01 1.53e+00)
10 15 R MNcn phi4 2.842 ( 1.39e+00 4.41e-01) 7.15e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 2.842 ( 1.15e+00 1.56e+00) 2.16e-01 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 1.126 p -4.50e+00 5.06e-04 4.56e-02
i -2.42e+00 5.13e-03 5.74e-02
g 2.14e+00 6.36e-01 7.45e-02
v -2.14e+00 8.50e-03 7.20e-02
t -1.61e+00 1.08e-02 5.43e-02
k -1.46e+00 1.36e-02 5.87e-02
m -1.45e+00 4.97e-03 2.13e-02
l -1.38e+00 2.32e-02 9.22e-02
a -1.32e+00 2.18e-02 8.17e-02
e -1.25e+00 1.95e-02 6.82e-02
w -1.23e+00 4.08e-03 1.39e-02
q -9.23e-01 1.47e-02 3.71e-02
s -7.11e-01 2.88e-02 5.85e-02
c -6.68e-01 7.35e-03 1.43e-02
f -6.07e-01 2.20e-02 4.04e-02
y -4.61e-01 2.20e-02 3.49e-02
h -4.58e-01 1.46e-02 2.30e-02
n 3.83e-01 6.28e-02 4.28e-02
r -3.62e-01 3.56e-02 5.11e-02
d -2.76e-01 4.40e-02 5.80e-02
00 00 D SM aa 0 1.086 p -7.68e+00 2.13e-05 4.60e-02
i -2.59e+00 4.31e-03 5.74e-02
g 2.11e+00 6.15e-01 7.44e-02
v -1.89e+00 1.09e-02 7.19e-02
t -1.83e+00 8.77e-03 5.46e-02
l -1.61e+00 1.83e-02 9.17e-02
w -1.49e+00 3.12e-03 1.38e-02
y -1.20e+00 1.05e-02 3.49e-02
e -1.19e+00 2.08e-02 6.80e-02
m -1.08e+00 7.19e-03 2.12e-02
a -1.07e+00 2.80e-02 8.14e-02
s -9.14e-01 2.37e-02 5.92e-02
f -8.24e-01 1.77e-02 4.03e-02
c -7.28e-01 6.89e-03 1.43e-02
r -7.27e-01 2.46e-02 5.10e-02
k -6.47e-01 3.07e-02 5.87e-02
n 6.05e-01 7.86e-02 4.29e-02
q -4.02e-01 2.48e-02 3.70e-02
d -2.48e-01 4.55e-02 5.83e-02
h -8.38e-02 2.11e-02 2.30e-02
07 10 R MNcn psi1 0.237 ( 1.58e+00 1.37e+00) 5.59e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.237 ( 4.67e+00 5.24e-01) 2.48e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.231 ( 1.62e+00 1.36e+00) 5.94e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.231 ( 4.76e+00 5.83e-01) 3.62e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.222 ( 1.63e+00 1.34e+00) 6.08e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.222 ( 4.62e+00 5.50e-01) 1.40e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.198 ( 1.47e+00 1.45e+00) 4.56e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.198 ( 4.68e+00 5.48e-01) 2.42e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.062 g -8.33e-01 3.24e-02 7.45e-02
p 7.68e-01 9.81e-02 4.55e-02
h 6.94e-01 4.61e-02 2.30e-02
m -4.44e-01 1.36e-02 2.12e-02
l -3.24e-01 6.67e-02 9.22e-02
i -3.00e-01 4.26e-02 5.75e-02
s 2.81e-01 7.77e-02 5.87e-02
v -2.38e-01 5.68e-02 7.21e-02
w 2.21e-01 1.73e-02 1.39e-02
t 1.78e-01 6.49e-02 5.43e-02
k 1.57e-01 6.86e-02 5.86e-02
q -1.11e-01 3.32e-02 3.71e-02
a -9.82e-02 7.40e-02 8.17e-02
c 7.50e-02 1.54e-02 1.43e-02
f -5.31e-02 3.83e-02 4.04e-02
n -5.09e-02 4.07e-02 4.28e-02
r 3.11e-02 5.26e-02 5.10e-02
y 2.44e-02 3.58e-02 3.50e-02
e -1.91e-02 6.69e-02 6.82e-02
d 2.38e-03 5.82e-02 5.81e-02
02 02 D SM aa 2 0.047 p 8.98e-01 1.12e-01 4.56e-02
g -5.13e-01 4.46e-02 7.45e-02
h -2.16e-01 1.85e-02 2.30e-02
d -1.91e-01 4.81e-02 5.82e-02
l -1.81e-01 7.69e-02 9.21e-02
i -1.47e-01 4.97e-02 5.75e-02
q -1.46e-01 3.20e-02 3.70e-02
s 1.23e-01 6.64e-02 5.87e-02
t 1.20e-01 6.13e-02 5.44e-02
a -1.07e-01 7.33e-02 8.16e-02
k 1.06e-01 6.51e-02 5.86e-02
c -9.59e-02 1.30e-02 1.43e-02
w 9.39e-02 1.52e-02 1.39e-02
v -8.85e-02 6.60e-02 7.21e-02
y 8.32e-02 3.80e-02 3.49e-02
m -8.28e-02 1.95e-02 2.12e-02
r -7.93e-02 4.71e-02 5.10e-02
n 7.64e-02 4.62e-02 4.28e-02
e -1.45e-02 6.71e-02 6.81e-02
f -1.35e-02 3.99e-02 4.04e-02
05 05 D SM aa 5 0.044 g -8.02e-01 3.34e-02 7.45e-02
d 5.51e-01 1.01e-01 5.79e-02
t 4.34e-01 8.37e-02 5.42e-02
w 4.02e-01 2.08e-02 1.39e-02
a -2.52e-01 6.36e-02 8.18e-02
m 2.06e-01 2.61e-02 2.13e-02
f -1.92e-01 3.33e-02 4.04e-02
l -1.85e-01 7.66e-02 9.21e-02
s 1.65e-01 6.91e-02 5.86e-02
n -1.55e-01 3.67e-02 4.29e-02
q 1.48e-01 4.30e-02 3.71e-02
p 1.40e-01 5.25e-02 4.56e-02
e -1.15e-01 6.08e-02 6.82e-02
i -1.08e-01 5.15e-02 5.74e-02
k -1.02e-01 5.31e-02 5.88e-02
c 9.66e-02 1.58e-02 1.44e-02
y 8.88e-02 3.82e-02 3.49e-02
v -6.51e-02 6.74e-02 7.19e-02
h -4.28e-02 2.21e-02 2.30e-02
r 1.53e-02 5.19e-02 5.11e-02
01 01 D SM aa 1 0.022 g -4.52e-01 4.73e-02 7.44e-02
c 4.34e-01 2.21e-02 1.43e-02
i 3.19e-01 7.92e-02 5.75e-02
q -3.16e-01 2.70e-02 3.70e-02
y -2.58e-01 2.70e-02 3.49e-02
l 2.42e-01 1.17e-01 9.20e-02
d -2.41e-01 4.57e-02 5.82e-02
m 2.15e-01 2.63e-02 2.12e-02
e -2.08e-01 5.53e-02 6.81e-02
h -1.76e-01 1.93e-02 2.30e-02
n -1.47e-01 3.70e-02 4.28e-02
p 1.36e-01 5.25e-02 4.58e-02
s 1.16e-01 6.61e-02 5.88e-02
r 8.17e-02 5.53e-02 5.09e-02
a -6.11e-02 7.67e-02 8.15e-02
k 5.16e-02 6.17e-02 5.86e-02
f 3.93e-02 4.20e-02 4.04e-02
v 3.61e-02 7.47e-02 7.21e-02
w -3.22e-02 1.34e-02 1.38e-02
t -2.39e-03 5.44e-02 5.45e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.009
08 -0.009 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.262
10 -0.262 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.240
12 -0.240 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.003
14 0.003 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.053
16 -0.053 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.234
18 -0.234 1.000
DATA_CLASS 217
CLASS 217 - weight 2558 normalized weight 0.002 relative strength 2.70e-03 *******
class cross entropy w.r.t. global class 1.20e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 1.213 ( 2.57e+00 4.00e-01) 4.37e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.213 ( 5.05e+00 4.00e-01) 1.28e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 1.101 ( 2.43e+00 4.00e-01) 4.04e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.101 ( 4.93e+00 4.00e-01) 9.75e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 1.052 ( 2.35e+00 4.00e-01) 3.86e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.052 ( 4.87e+00 4.00e-01) 8.14e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.994 p 2.42e+00 5.17e-01 4.58e-02
y -2.17e+00 3.99e-03 3.49e-02
f -1.98e+00 5.59e-03 4.04e-02
m -1.93e+00 3.07e-03 2.12e-02
i -1.86e+00 8.93e-03 5.75e-02
w -1.85e+00 2.18e-03 1.38e-02
h -1.64e+00 4.47e-03 2.30e-02
v -1.50e+00 1.60e-02 7.21e-02
n -9.51e-01 1.65e-02 4.28e-02
l -8.32e-01 4.00e-02 9.20e-02
t -7.90e-01 2.47e-02 5.45e-02
r -6.31e-01 2.71e-02 5.09e-02
g -6.05e-01 4.06e-02 7.44e-02
s -5.77e-01 3.30e-02 5.88e-02
d -5.27e-01 3.44e-02 5.82e-02
c -4.44e-01 9.18e-03 1.43e-02
a -2.26e-01 6.50e-02 8.15e-02
q -1.93e-01 3.05e-02 3.70e-02
e -1.87e-01 5.65e-02 6.81e-02
k 4.92e-02 6.16e-02 5.86e-02
09 14 R MNcn psi3 0.884 ( 2.39e+00 4.00e-01) 3.95e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.884 ( 4.22e+00 4.72e-01) 6.94e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.677 ( 2.43e+00 6.04e-01) 2.66e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.677 ( 4.49e+00 5.72e-01) 8.61e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.285 p 1.71e+00 2.53e-01 4.56e-02
g -9.03e-01 3.02e-02 7.45e-02
n -7.89e-01 1.95e-02 4.28e-02
h -7.16e-01 1.12e-02 2.30e-02
s -5.45e-01 3.41e-02 5.87e-02
r -5.42e-01 2.97e-02 5.10e-02
t -5.11e-01 3.26e-02 5.44e-02
e -4.42e-01 4.38e-02 6.81e-02
d -4.35e-01 3.77e-02 5.82e-02
c -3.38e-01 1.02e-02 1.43e-02
k -3.12e-01 4.29e-02 5.86e-02
i -1.09e-01 5.16e-02 5.75e-02
v 9.80e-02 7.95e-02 7.21e-02
w 8.33e-02 1.51e-02 1.39e-02
a 5.56e-02 8.63e-02 8.16e-02
q -4.77e-02 3.53e-02 3.70e-02
l -4.39e-02 8.81e-02 9.21e-02
m 3.26e-02 2.19e-02 2.12e-02
f 2.78e-02 4.15e-02 4.04e-02
y 1.20e-02 3.54e-02 3.49e-02
03 03 D SM aa 3 0.276 p -2.60e+00 3.37e-03 4.55e-02
g -2.02e+00 9.83e-03 7.45e-02
d -1.84e+00 9.27e-03 5.81e-02
n -1.62e+00 8.48e-03 4.28e-02
v 8.96e-01 1.77e-01 7.21e-02
w -8.24e-01 6.09e-03 1.39e-02
i 7.93e-01 1.27e-01 5.75e-02
a -7.79e-01 3.75e-02 8.17e-02
q 7.03e-01 7.49e-02 3.71e-02
m 4.82e-01 3.44e-02 2.12e-02
r 4.78e-01 8.23e-02 5.10e-02
e -4.53e-01 4.34e-02 6.82e-02
s -4.47e-01 3.75e-02 5.87e-02
t 2.80e-01 7.19e-02 5.43e-02
k 2.52e-01 7.54e-02 5.86e-02
c 2.31e-01 1.80e-02 1.43e-02
l -1.32e-01 8.08e-02 9.22e-02
y 1.14e-01 3.92e-02 3.50e-02
h 1.10e-01 2.57e-02 2.30e-02
f -5.32e-02 3.83e-02 4.04e-02
04 04 D SM aa 4 0.244 g -1.76e+00 1.28e-02 7.45e-02
p 1.55e+00 2.14e-01 4.56e-02
h -9.06e-01 9.30e-03 2.30e-02
m -6.90e-01 1.07e-02 2.13e-02
a -5.80e-01 4.57e-02 8.17e-02
q -5.48e-01 2.14e-02 3.71e-02
v -5.08e-01 4.33e-02 7.20e-02
d 4.06e-01 8.71e-02 5.80e-02
w 3.43e-01 1.96e-02 1.39e-02
r -2.72e-01 3.89e-02 5.11e-02
e -2.62e-01 5.25e-02 6.82e-02
l -1.61e-01 7.85e-02 9.22e-02
c 1.50e-01 1.67e-02 1.43e-02
y 1.40e-01 4.02e-02 3.49e-02
t -1.16e-01 4.83e-02 5.43e-02
n 8.95e-02 4.69e-02 4.28e-02
s 6.37e-02 6.24e-02 5.85e-02
k -6.36e-02 5.51e-02 5.87e-02
f -5.95e-02 3.80e-02 4.04e-02
i 1.50e-02 5.83e-02 5.74e-02
11 18 R MNcn psi5 0.148 ( 1.13e+00 1.50e+00) 2.17e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.148 ( 4.61e+00 5.63e-01) 1.09e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.048 w -1.29e+00 3.78e-03 1.38e-02
d -8.61e-01 2.46e-02 5.83e-02
p 5.39e-01 7.89e-02 4.60e-02
s 3.98e-01 8.81e-02 5.92e-02
t 3.71e-01 7.91e-02 5.46e-02
e -3.26e-01 4.91e-02 6.80e-02
i -3.05e-01 4.23e-02 5.74e-02
h 2.60e-01 2.98e-02 2.30e-02
a -2.16e-01 6.56e-02 8.14e-02
q 1.56e-01 4.33e-02 3.70e-02
y -1.46e-01 3.01e-02 3.49e-02
m 1.40e-01 2.44e-02 2.12e-02
c -1.20e-01 1.27e-02 1.43e-02
n 9.17e-02 4.70e-02 4.29e-02
k 8.20e-02 6.38e-02 5.87e-02
l -7.97e-02 8.47e-02 9.17e-02
g -7.75e-02 6.88e-02 7.44e-02
f 7.15e-02 4.33e-02 4.03e-02
v -5.86e-02 6.78e-02 7.19e-02
r 3.47e-02 5.28e-02 5.10e-02
05 05 D SM aa 5 0.041 k -6.25e-01 3.15e-02 5.88e-02
e -5.84e-01 3.81e-02 6.82e-02
p 5.42e-01 7.85e-02 4.56e-02
w 4.63e-01 2.21e-02 1.39e-02
h 3.79e-01 3.37e-02 2.30e-02
c -3.04e-01 1.06e-02 1.44e-02
g -3.02e-01 5.51e-02 7.45e-02
m -2.97e-01 1.58e-02 2.13e-02
s 2.61e-01 7.60e-02 5.86e-02
y -2.51e-01 2.72e-02 3.49e-02
a -2.18e-01 6.57e-02 8.18e-02
t 1.64e-01 6.39e-02 5.42e-02
n 1.57e-01 5.01e-02 4.29e-02
v 1.35e-01 8.23e-02 7.19e-02
l 9.30e-02 1.01e-01 9.21e-02
d 7.74e-02 6.26e-02 5.79e-02
q -2.89e-02 3.60e-02 3.71e-02
f 1.35e-02 4.09e-02 4.04e-02
i 6.41e-03 5.77e-02 5.74e-02
r 1.78e-03 5.12e-02 5.11e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.224
08 0.224 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.067
10 -0.067 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.064
12 0.064 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.286
14 -0.286 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.147
16 0.147 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.391
18 -0.391 1.000
DATA_CLASS 218
CLASS 218 - weight 2556 normalized weight 0.002 relative strength 8.60e-04 *******
class cross entropy w.r.t. global class 9.68e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 0.834 ( 2.36e+00 4.00e-01) 3.85e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.834 ( 4.39e+00 5.13e-01) 2.92e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.763 ( 2.42e+00 4.67e-01) 3.44e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.763 ( 4.49e+00 5.87e-01) 8.40e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.753 (-2.06e-01 5.05e-01) 2.02e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.753 ( 4.69e+00 4.00e-01) 3.66e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.745 (-2.26e-01 5.05e-01) 2.05e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.745 ( 4.76e+00 4.00e-01) 5.33e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.744 ( 2.66e+00 5.31e-01) 3.48e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.744 ( 4.34e+00 6.59e-01) 3.11e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.670 ( 2.42e+00 5.34e-01) 3.02e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.670 ( 4.36e+00 6.12e-01) 3.01e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.158 p -1.92e+00 6.69e-03 4.55e-02
s 9.13e-01 1.46e-01 5.87e-02
l -8.75e-01 3.84e-02 9.22e-02
m -8.28e-01 9.27e-03 2.12e-02
v -6.50e-01 3.76e-02 7.21e-02
i -5.55e-01 3.30e-02 5.75e-02
t 5.35e-01 9.28e-02 5.43e-02
h 5.14e-01 3.85e-02 2.30e-02
g 4.97e-01 1.22e-01 7.45e-02
k -4.62e-01 3.69e-02 5.86e-02
n 4.04e-01 6.41e-02 4.28e-02
e -3.71e-01 4.71e-02 6.82e-02
f -2.27e-01 3.22e-02 4.04e-02
d 2.22e-01 7.26e-02 5.81e-02
w -2.00e-01 1.14e-02 1.39e-02
q -1.46e-01 3.20e-02 3.71e-02
r -1.35e-01 4.46e-02 5.10e-02
c 1.25e-01 1.62e-02 1.43e-02
a 1.34e-02 8.28e-02 8.17e-02
y 8.08e-03 3.52e-02 3.50e-02
04 04 D SM aa 4 0.143 p 1.11e+00 1.39e-01 4.56e-02
i -8.62e-01 2.43e-02 5.74e-02
v -8.31e-01 3.13e-02 7.20e-02
f -6.50e-01 2.11e-02 4.04e-02
c -6.08e-01 7.81e-03 1.43e-02
w -6.07e-01 7.57e-03 1.39e-02
d 5.53e-01 1.01e-01 5.80e-02
l -5.02e-01 5.58e-02 9.22e-02
g -4.53e-01 4.74e-02 7.45e-02
m -4.39e-01 1.37e-02 2.13e-02
t 4.30e-01 8.34e-02 5.43e-02
y -3.72e-01 2.41e-02 3.49e-02
s 2.94e-01 7.86e-02 5.85e-02
a -2.86e-01 6.14e-02 8.17e-02
n 1.95e-01 5.21e-02 4.28e-02
k 1.91e-01 7.10e-02 5.87e-02
q -1.19e-01 3.29e-02 3.71e-02
r 8.27e-02 5.55e-02 5.11e-02
h -3.92e-02 2.21e-02 2.30e-02
e 2.49e-02 6.99e-02 6.82e-02
01 01 D SM aa 1 0.116 p 8.06e-01 1.03e-01 4.58e-02
e -8.06e-01 3.04e-02 6.81e-02
n 7.04e-01 8.65e-02 4.28e-02
s 6.18e-01 1.09e-01 5.88e-02
c 6.06e-01 2.63e-02 1.43e-02
k -5.31e-01 3.45e-02 5.86e-02
t 4.90e-01 8.90e-02 5.45e-02
a -4.85e-01 5.02e-02 8.15e-02
g -4.58e-01 4.71e-02 7.44e-02
m -4.10e-01 1.41e-02 2.12e-02
l -3.42e-01 6.53e-02 9.20e-02
w 3.28e-01 1.92e-02 1.38e-02
q -2.27e-01 2.95e-02 3.70e-02
h -1.81e-01 1.92e-02 2.30e-02
d -1.77e-01 4.87e-02 5.82e-02
v -1.75e-01 6.05e-02 7.21e-02
f -1.63e-01 3.43e-02 4.04e-02
r -1.38e-01 4.44e-02 5.09e-02
i -8.93e-02 5.26e-02 5.75e-02
y 4.15e-02 3.64e-02 3.49e-02
05 05 D SM aa 5 0.115 p -1.77e+00 7.73e-03 4.56e-02
l -7.50e-01 4.35e-02 9.21e-02
s 6.15e-01 1.08e-01 5.86e-02
i -5.84e-01 3.20e-02 5.74e-02
n 5.72e-01 7.60e-02 4.29e-02
h 5.35e-01 3.93e-02 2.30e-02
d 4.87e-01 9.43e-02 5.79e-02
a -4.59e-01 5.17e-02 8.18e-02
m -4.56e-01 1.35e-02 2.13e-02
t 4.39e-01 8.41e-02 5.42e-02
c -4.12e-01 9.51e-03 1.44e-02
g -3.92e-01 5.04e-02 7.45e-02
v -3.02e-01 5.32e-02 7.19e-02
e 2.10e-01 8.42e-02 6.82e-02
f 1.85e-01 4.86e-02 4.04e-02
y 1.39e-01 4.01e-02 3.49e-02
r 1.01e-01 5.66e-02 5.11e-02
q -8.55e-02 3.40e-02 3.71e-02
k 4.09e-03 5.90e-02 5.88e-02
w 2.89e-03 1.39e-02 1.39e-02
02 02 D SM aa 2 0.069 g -7.20e-01 3.63e-02 7.45e-02
p 6.69e-01 8.91e-02 4.56e-02
t 6.26e-01 1.02e-01 5.44e-02
m -5.54e-01 1.22e-02 2.12e-02
v -4.27e-01 4.71e-02 7.21e-02
n 4.01e-01 6.40e-02 4.28e-02
y -3.79e-01 2.39e-02 3.49e-02
i -2.68e-01 4.40e-02 5.75e-02
e -2.53e-01 5.29e-02 6.81e-02
a -2.43e-01 6.40e-02 8.16e-02
s 2.36e-01 7.44e-02 5.87e-02
d 2.12e-01 7.19e-02 5.82e-02
q -1.76e-01 3.11e-02 3.70e-02
f -1.29e-01 3.55e-02 4.04e-02
h 9.94e-02 2.54e-02 2.30e-02
l -8.53e-02 8.45e-02 9.21e-02
w 7.20e-02 1.49e-02 1.39e-02
c -6.75e-02 1.34e-02 1.43e-02
r 6.48e-02 5.44e-02 5.10e-02
k 1.23e-02 5.93e-02 5.86e-02
00 00 D SM aa 0 0.061 g -1.12e+00 2.43e-02 7.44e-02
d -5.88e-01 3.24e-02 5.83e-02
n -5.53e-01 2.47e-02 4.29e-02
a -3.66e-01 5.65e-02 8.14e-02
y 3.31e-01 4.85e-02 3.49e-02
t 2.86e-01 7.27e-02 5.46e-02
p 2.71e-01 6.03e-02 4.60e-02
v 2.67e-01 9.39e-02 7.19e-02
f 2.52e-01 5.19e-02 4.03e-02
i 2.52e-01 7.39e-02 5.74e-02
l -2.48e-01 7.16e-02 9.17e-02
k 2.46e-01 7.51e-02 5.87e-02
r 2.42e-01 6.49e-02 5.10e-02
w 2.28e-01 1.73e-02 1.38e-02
q 2.20e-01 4.62e-02 3.70e-02
h 2.15e-01 2.85e-02 2.30e-02
c -1.36e-01 1.25e-02 1.43e-02
m 1.17e-01 2.39e-02 2.12e-02
s -8.44e-02 5.44e-02 5.92e-02
e -2.03e-02 6.67e-02 6.80e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.067
08 -0.067 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.238
10 -0.238 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.556
12 -0.556 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.199
14 -0.199 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.529
16 -0.529 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.144
18 -0.144 1.000
DATA_CLASS 219
CLASS 219 - weight 2549 normalized weight 0.002 relative strength 3.81e-03 *******
class cross entropy w.r.t. global class 1.03e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 0.914 (-4.59e-01 4.00e-01) 3.19e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.914 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.873 (-4.62e-01 4.00e-01) 3.18e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.873 ( 4.93e+00 4.20e-01) 9.10e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.834 (-3.37e-01 4.00e-01) 2.87e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.834 ( 5.05e+00 4.00e-01) 1.27e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.789 (-1.49e-01 4.03e-01) 2.38e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.789 ( 4.64e+00 4.00e-01) 2.35e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.552 ( 2.16e+00 6.62e-01) 2.02e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.552 ( 4.57e+00 5.62e-01) 5.68e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.495 ( 2.02e+00 7.89e-01) 1.54e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.495 ( 4.53e+00 5.36e-01) 2.16e-02 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.401 m -1.77e+00 3.63e-03 2.12e-02
i -1.72e+00 1.03e-02 5.74e-02
v -1.72e+00 1.29e-02 7.19e-02
d 1.40e+00 2.37e-01 5.83e-02
l -1.18e+00 2.81e-02 9.17e-02
n 1.05e+00 1.23e-01 4.29e-02
p 8.05e-01 1.03e-01 4.60e-02
f -7.25e-01 1.95e-02 4.03e-02
h 7.17e-01 4.71e-02 2.30e-02
w -7.15e-01 6.75e-03 1.38e-02
a -6.72e-01 4.16e-02 8.14e-02
e -6.33e-01 3.61e-02 6.80e-02
g -5.59e-01 4.25e-02 7.44e-02
q -5.42e-01 2.16e-02 3.70e-02
y -5.24e-01 2.06e-02 3.49e-02
s 4.30e-01 9.09e-02 5.92e-02
k -3.27e-01 4.23e-02 5.87e-02
r -1.07e-01 4.58e-02 5.10e-02
t -2.08e-02 5.35e-02 5.46e-02
c -1.20e-02 1.41e-02 1.43e-02
01 01 D SM aa 1 0.244 p 1.61e+00 2.30e-01 4.58e-02
n -1.23e+00 1.25e-02 4.28e-02
g -9.64e-01 2.84e-02 7.44e-02
d -6.85e-01 2.93e-02 5.82e-02
r -3.95e-01 3.43e-02 5.09e-02
e -3.51e-01 4.79e-02 6.81e-02
w 3.28e-01 1.92e-02 1.38e-02
t -3.10e-01 4.00e-02 5.45e-02
q -3.07e-01 2.73e-02 3.70e-02
h -3.04e-01 1.70e-02 2.30e-02
k -2.41e-01 4.61e-02 5.86e-02
y -1.64e-01 2.96e-02 3.49e-02
c 1.05e-01 1.59e-02 1.43e-02
v -1.01e-01 6.51e-02 7.21e-02
l 9.56e-02 1.01e-01 9.20e-02
f -4.01e-02 3.88e-02 4.04e-02
m 2.15e-02 2.17e-02 2.12e-02
s -1.52e-02 5.80e-02 5.88e-02
i -1.46e-02 5.67e-02 5.75e-02
a -1.09e-02 8.06e-02 8.15e-02
05 05 D SM aa 5 0.204 p 1.50e+00 2.04e-01 4.56e-02
c -1.18e+00 4.43e-03 1.44e-02
m -7.79e-01 9.76e-03 2.13e-02
f -7.38e-01 1.93e-02 4.04e-02
g -6.46e-01 3.91e-02 7.45e-02
w -5.28e-01 8.19e-03 1.39e-02
l -4.71e-01 5.76e-02 9.21e-02
a -4.01e-01 5.48e-02 8.18e-02
v -3.99e-01 4.83e-02 7.19e-02
k 3.39e-01 8.25e-02 5.88e-02
i -2.81e-01 4.33e-02 5.74e-02
y -2.63e-01 2.68e-02 3.49e-02
e -2.30e-01 5.42e-02 6.82e-02
s 1.68e-01 6.93e-02 5.86e-02
t 1.67e-01 6.41e-02 5.42e-02
d 1.55e-01 6.77e-02 5.79e-02
h -1.44e-01 1.99e-02 2.30e-02
r -9.11e-02 4.67e-02 5.11e-02
n -8.11e-02 3.95e-02 4.29e-02
q 7.99e-02 4.01e-02 3.71e-02
04 04 D SM aa 4 0.199 p -2.72e+00 2.99e-03 4.56e-02
g -1.36e+00 1.92e-02 7.45e-02
k -1.31e+00 1.58e-02 5.87e-02
c 1.30e+00 5.26e-02 1.43e-02
e -9.86e-01 2.54e-02 6.82e-02
f 6.87e-01 8.02e-02 4.04e-02
n 5.94e-01 7.76e-02 4.28e-02
r -5.82e-01 2.85e-02 5.11e-02
y 5.51e-01 6.06e-02 3.49e-02
i 4.80e-01 9.28e-02 5.74e-02
q -4.36e-01 2.40e-02 3.71e-02
w 3.86e-01 2.05e-02 1.39e-02
s 3.16e-01 8.03e-02 5.85e-02
d 3.02e-01 7.85e-02 5.80e-02
h 2.91e-01 3.08e-02 2.30e-02
a -2.43e-01 6.41e-02 8.17e-02
m 2.02e-01 2.60e-02 2.13e-02
t -1.48e-01 4.68e-02 5.43e-02
v 1.18e-01 8.10e-02 7.20e-02
l 4.50e-04 9.22e-02 9.22e-02
02 02 D SM aa 2 0.188 p -1.51e+00 1.01e-02 4.56e-02
i -1.38e+00 1.44e-02 5.75e-02
v -1.28e+00 2.00e-02 7.21e-02
c -8.88e-01 5.89e-03 1.43e-02
e 7.54e-01 1.45e-01 6.81e-02
d 7.50e-01 1.23e-01 5.82e-02
s 7.34e-01 1.22e-01 5.87e-02
m -7.10e-01 1.04e-02 2.12e-02
l -6.68e-01 4.72e-02 9.21e-02
g -4.97e-01 4.53e-02 7.45e-02
h 3.23e-01 3.18e-02 2.30e-02
f -3.23e-01 2.93e-02 4.04e-02
y -1.97e-01 2.87e-02 3.49e-02
n 1.65e-01 5.05e-02 4.28e-02
t 1.41e-01 6.26e-02 5.44e-02
r 7.31e-02 5.49e-02 5.10e-02
w 5.88e-02 1.47e-02 1.39e-02
a 5.66e-02 8.63e-02 8.16e-02
k 5.51e-02 6.19e-02 5.86e-02
q -3.86e-02 3.56e-02 3.70e-02
03 03 D SM aa 3 0.135 p -2.45e+00 3.92e-03 4.55e-02
i -1.04e+00 2.02e-02 5.75e-02
g -9.38e-01 2.91e-02 7.45e-02
v -7.72e-01 3.33e-02 7.21e-02
d 7.26e-01 1.20e-01 5.81e-02
n 4.79e-01 6.92e-02 4.28e-02
q 4.42e-01 5.76e-02 3.71e-02
k 4.03e-01 8.77e-02 5.86e-02
e 3.78e-01 9.96e-02 6.82e-02
w -3.45e-01 9.83e-03 1.39e-02
h 2.76e-01 3.03e-02 2.30e-02
f -2.02e-01 3.30e-02 4.04e-02
m -1.99e-01 1.74e-02 2.12e-02
a -1.90e-01 6.75e-02 8.17e-02
r 1.72e-01 6.06e-02 5.10e-02
c 1.34e-01 1.64e-02 1.43e-02
l -1.31e-01 8.09e-02 9.22e-02
t 1.27e-01 6.17e-02 5.43e-02
s 8.61e-02 6.39e-02 5.87e-02
y 7.35e-02 3.76e-02 3.50e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.126
08 0.126 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.414
10 -0.414 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.208
12 -0.208 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.335
14 -0.335 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.334
16 0.334 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.461
18 -0.461 1.000
DATA_CLASS 220
CLASS 220 - weight 2524 normalized weight 0.002 relative strength 2.71e-03 *******
class cross entropy w.r.t. global class 1.01e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 12 R MNcn psi2 0.901 (-4.53e-01 4.00e-01) 3.16e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.901 ( 5.18e+00 4.00e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.855 (-3.07e-01 4.00e-01) 2.82e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.855 ( 4.75e+00 4.00e-01) 5.12e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.829 (-3.13e-01 4.00e-01) 2.81e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.829 ( 5.04e+00 4.00e-01) 1.23e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.788 (-9.97e-02 4.00e-01) 2.27e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.788 ( 4.61e+00 4.00e-01) 1.60e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.717 ( 2.28e+00 5.32e-01) 2.76e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.717 ( 4.63e+00 5.30e-01) 1.67e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.429 p 1.96e+00 3.23e-01 4.56e-02
g -1.31e+00 2.02e-02 7.45e-02
n -1.08e+00 1.45e-02 4.28e-02
c -1.01e+00 5.20e-03 1.43e-02
h -5.38e-01 1.34e-02 2.30e-02
m -5.28e-01 1.25e-02 2.12e-02
v -4.69e-01 4.51e-02 7.21e-02
q -4.44e-01 2.38e-02 3.70e-02
e -4.09e-01 4.53e-02 6.81e-02
d -3.60e-01 4.06e-02 5.82e-02
r -2.77e-01 3.87e-02 5.10e-02
t -2.58e-01 4.20e-02 5.44e-02
l -2.55e-01 7.14e-02 9.21e-02
k -2.10e-01 4.74e-02 5.86e-02
i -1.91e-01 4.76e-02 5.75e-02
w 1.71e-01 1.65e-02 1.39e-02
y -1.61e-01 2.97e-02 3.49e-02
a -1.43e-01 7.07e-02 8.16e-02
s -1.02e-01 5.30e-02 5.87e-02
f -2.28e-02 3.95e-02 4.04e-02
01 01 D SM aa 1 0.418 p -2.95e+00 2.39e-03 4.58e-02
v -1.71e+00 1.30e-02 7.21e-02
i -1.52e+00 1.25e-02 5.75e-02
d 1.37e+00 2.30e-01 5.82e-02
l -1.36e+00 2.36e-02 9.20e-02
m -1.20e+00 6.41e-03 2.12e-02
n 1.15e+00 1.35e-01 4.28e-02
h 8.33e-01 5.28e-02 2.30e-02
k -7.56e-01 2.75e-02 5.86e-02
s 6.37e-01 1.11e-01 5.88e-02
a -6.04e-01 4.46e-02 8.15e-02
e -4.99e-01 4.13e-02 6.81e-02
w -4.71e-01 8.64e-03 1.38e-02
q -3.32e-01 2.66e-02 3.70e-02
r -3.15e-01 3.72e-02 5.09e-02
f -2.79e-01 3.06e-02 4.04e-02
g 2.46e-01 9.52e-02 7.44e-02
c 2.02e-01 1.75e-02 1.43e-02
t -1.68e-01 4.61e-02 5.45e-02
y 7.87e-02 3.78e-02 3.49e-02
07 10 R MNcn psi1 0.274 ( 1.96e+00 8.35e-01) 1.36e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.274 ( 4.13e+00 9.31e-01) 4.46e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.201 p -1.78e+00 7.65e-03 4.55e-02
v -1.24e+00 2.08e-02 7.21e-02
i -1.11e+00 1.90e-02 5.75e-02
l -9.26e-01 3.65e-02 9.22e-02
d 8.73e-01 1.39e-01 5.81e-02
e 8.24e-01 1.55e-01 6.82e-02
c -7.64e-01 6.67e-03 1.43e-02
s 5.93e-01 1.06e-01 5.87e-02
m -4.51e-01 1.35e-02 2.12e-02
f -4.09e-01 2.68e-02 4.04e-02
g -3.47e-01 5.26e-02 7.45e-02
y -2.77e-01 2.65e-02 3.50e-02
w 2.72e-01 1.82e-02 1.39e-02
n 2.54e-01 5.52e-02 4.28e-02
h 2.54e-01 2.97e-02 2.30e-02
q 1.72e-01 4.40e-02 3.71e-02
r -9.31e-02 4.65e-02 5.10e-02
t 6.01e-02 5.77e-02 5.43e-02
k -1.97e-02 5.74e-02 5.86e-02
a -1.52e-02 8.04e-02 8.17e-02
05 05 D SM aa 5 0.146 p -2.95e+00 2.39e-03 4.56e-02
e -1.12e+00 2.22e-02 6.82e-02
g -9.31e-01 2.94e-02 7.45e-02
f 7.82e-01 8.82e-02 4.04e-02
c 7.02e-01 2.89e-02 1.44e-02
y 5.99e-01 6.36e-02 3.49e-02
w 5.36e-01 2.38e-02 1.39e-02
d -5.27e-01 3.42e-02 5.79e-02
k -5.18e-01 3.50e-02 5.88e-02
i 4.61e-01 9.09e-02 5.74e-02
v 2.72e-01 9.43e-02 7.19e-02
n 2.70e-01 5.61e-02 4.29e-02
l 2.53e-01 1.19e-01 9.21e-02
a -1.92e-01 6.75e-02 8.18e-02
m 1.86e-01 2.56e-02 2.13e-02
t -1.79e-01 4.54e-02 5.42e-02
r 1.78e-01 6.11e-02 5.11e-02
s -6.35e-02 5.50e-02 5.86e-02
h -5.18e-02 2.19e-02 2.30e-02
q -3.14e-02 3.59e-02 3.71e-02
04 04 D SM aa 4 0.111 p -3.07e+00 2.12e-03 4.56e-02
i -8.65e-01 2.42e-02 5.74e-02
v -7.89e-01 3.27e-02 7.20e-02
g -7.78e-01 3.42e-02 7.45e-02
n 7.09e-01 8.71e-02 4.28e-02
d 4.05e-01 8.70e-02 5.80e-02
k 3.31e-01 8.17e-02 5.87e-02
w 2.85e-01 1.85e-02 1.39e-02
q 2.63e-01 4.82e-02 3.71e-02
f 2.43e-01 5.15e-02 4.04e-02
h 2.28e-01 2.89e-02 2.30e-02
y 2.14e-01 4.33e-02 3.49e-02
c -1.80e-01 1.20e-02 1.43e-02
r 1.47e-01 5.91e-02 5.11e-02
m -1.32e-01 1.86e-02 2.13e-02
l 1.15e-01 1.03e-01 9.22e-02
s 5.97e-02 6.21e-02 5.85e-02
e 5.84e-02 7.23e-02 6.82e-02
a -3.38e-02 7.90e-02 8.17e-02
t -6.71e-03 5.39e-02 5.43e-02
00 00 D SM aa 0 0.053 g -1.04e+00 2.63e-02 7.44e-02
i -7.16e-01 2.81e-02 5.74e-02
t 4.12e-01 8.24e-02 5.46e-02
v -3.78e-01 4.93e-02 7.19e-02
h 3.24e-01 3.18e-02 2.30e-02
k 3.21e-01 8.10e-02 5.87e-02
r 2.50e-01 6.54e-02 5.10e-02
c -2.45e-01 1.12e-02 1.43e-02
w -2.34e-01 1.09e-02 1.38e-02
y 2.07e-01 4.29e-02 3.49e-02
s 2.04e-01 7.25e-02 5.92e-02
q 1.98e-01 4.52e-02 3.70e-02
n 1.73e-01 5.10e-02 4.29e-02
m -1.03e-01 1.92e-02 2.12e-02
l -9.48e-02 8.34e-02 9.17e-02
a -8.32e-02 7.49e-02 8.14e-02
f 8.25e-02 4.38e-02 4.03e-02
d 7.77e-02 6.30e-02 5.83e-02
p 3.60e-02 4.77e-02 4.60e-02
e 3.14e-02 7.02e-02 6.80e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.462
08 -0.462 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.162
10 -0.162 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.358
12 -0.358 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.242
14 -0.242 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.359
16 -0.359 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.115
18 0.115 1.000
DATA_CLASS 221
CLASS 221 - weight 2511 normalized weight 0.002 relative strength 5.59e-03 *******
class cross entropy w.r.t. global class 1.61e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.679 ( 1.20e+00 4.00e-01) 8.35e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.679 ( 3.89e+00 4.57e-01) 6.73e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.572 p -7.47e+00 2.60e-05 4.58e-02
i -4.58e+00 5.88e-04 5.75e-02
v -3.38e+00 2.45e-03 7.21e-02
g 2.34e+00 7.73e-01 7.44e-02
l -2.30e+00 9.25e-03 9.20e-02
t -2.21e+00 6.01e-03 5.45e-02
f -1.92e+00 5.92e-03 4.04e-02
y -1.87e+00 5.37e-03 3.49e-02
c -1.85e+00 2.25e-03 1.43e-02
m -1.59e+00 4.31e-03 2.12e-02
a -1.59e+00 1.66e-02 8.15e-02
w -1.48e+00 3.14e-03 1.38e-02
s -1.31e+00 1.58e-02 5.88e-02
r -1.26e+00 1.45e-02 5.09e-02
h -1.23e+00 6.69e-03 2.30e-02
e -1.22e+00 2.00e-02 6.81e-02
q -1.05e+00 1.29e-02 3.70e-02
k -7.14e-01 2.87e-02 5.86e-02
n -5.69e-01 2.42e-02 4.28e-02
d -1.98e-01 4.77e-02 5.82e-02
11 18 R MNcn psi5 0.868 ( 2.41e+00 4.00e-01) 4.01e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.868 ( 4.35e+00 4.95e-01) 3.85e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.861 ( 2.41e+00 4.00e-01) 4.01e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.861 ( 4.39e+00 5.09e-01) 2.94e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.792 ( 1.58e-02 4.00e-01) 1.99e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.792 ( 4.68e+00 4.00e-01) 3.40e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.383 ( 1.90e+00 1.15e+00) 9.41e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.383 ( 4.52e+00 4.35e-01) 6.13e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.351 v -2.03e+00 9.47e-03 7.21e-02
i -1.99e+00 7.87e-03 5.75e-02
d 1.36e+00 2.28e-01 5.82e-02
l -1.21e+00 2.76e-02 9.21e-02
n 1.05e+00 1.22e-01 4.28e-02
f -9.68e-01 1.53e-02 4.04e-02
w -8.40e-01 5.99e-03 1.39e-02
y -8.32e-01 1.52e-02 3.49e-02
m -6.62e-01 1.09e-02 2.12e-02
a -5.61e-01 4.66e-02 8.16e-02
g -4.46e-01 4.77e-02 7.45e-02
q -4.01e-01 2.48e-02 3.70e-02
s 3.94e-01 8.71e-02 5.87e-02
e 3.19e-01 9.38e-02 6.81e-02
c -3.14e-01 1.04e-02 1.43e-02
p 1.80e-01 5.46e-02 4.56e-02
h -1.25e-01 2.03e-02 2.30e-02
k 1.12e-01 6.55e-02 5.86e-02
r 3.62e-02 5.29e-02 5.10e-02
t -6.03e-03 5.41e-02 5.44e-02
06 07 R MNcn phi0 0.343 ( 4.17e+00 4.83e-01) 7.70e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.343 ( 1.61e+00 1.06e+00) 7.41e-01 ( 8.22e-01 1.53e+00)
03 03 D SM aa 3 0.109 p -7.63e+00 2.20e-05 4.55e-02
i -6.49e-01 3.00e-02 5.75e-02
h 6.47e-01 4.40e-02 2.30e-02
g -6.12e-01 4.04e-02 7.45e-02
c -5.80e-01 8.01e-03 1.43e-02
k 4.14e-01 8.86e-02 5.86e-02
l -4.02e-01 6.17e-02 9.22e-02
y 3.92e-01 5.17e-02 3.50e-02
t 3.81e-01 7.95e-02 5.43e-02
n 3.50e-01 6.08e-02 4.28e-02
w 3.50e-01 1.97e-02 1.39e-02
v -2.99e-01 5.34e-02 7.21e-02
e 2.67e-01 8.91e-02 6.82e-02
m -2.59e-01 1.64e-02 2.12e-02
s 2.42e-01 7.47e-02 5.87e-02
a -2.17e-01 6.57e-02 8.17e-02
q 1.94e-01 4.50e-02 3.71e-02
f 1.91e-01 4.89e-02 4.04e-02
d 1.35e-01 6.65e-02 5.81e-02
r 8.87e-02 5.58e-02 5.10e-02
05 05 D SM aa 5 0.105 d -8.97e-01 2.36e-02 5.79e-02
g -8.15e-01 3.30e-02 7.45e-02
n -7.40e-01 2.05e-02 4.29e-02
e -6.90e-01 3.42e-02 6.82e-02
y 5.94e-01 6.33e-02 3.49e-02
v 5.85e-01 1.29e-01 7.19e-02
a -5.02e-01 4.95e-02 8.18e-02
w 4.85e-01 2.26e-02 1.39e-02
f 4.74e-01 6.48e-02 4.04e-02
i 3.84e-01 8.42e-02 5.74e-02
q -3.11e-01 2.72e-02 3.71e-02
m -3.06e-01 1.57e-02 2.13e-02
k -3.01e-01 4.35e-02 5.88e-02
t 2.57e-01 7.01e-02 5.42e-02
c 2.22e-01 1.79e-02 1.44e-02
p 1.84e-01 5.48e-02 4.56e-02
h -1.84e-01 1.92e-02 2.30e-02
l 1.71e-01 1.09e-01 9.21e-02
r 1.06e-01 5.69e-02 5.11e-02
s 3.42e-02 6.06e-02 5.86e-02
04 04 D SM aa 4 0.079 d -1.13e+00 1.87e-02 5.80e-02
n -9.84e-01 1.60e-02 4.28e-02
y 5.49e-01 6.05e-02 3.49e-02
v 5.21e-01 1.21e-01 7.20e-02
h -4.93e-01 1.41e-02 2.30e-02
w 4.76e-01 2.24e-02 1.39e-02
g -4.71e-01 4.65e-02 7.45e-02
e -4.16e-01 4.50e-02 6.82e-02
f 3.16e-01 5.54e-02 4.04e-02
t 2.97e-01 7.30e-02 5.43e-02
q -2.70e-01 2.83e-02 3.71e-02
s -2.54e-01 4.54e-02 5.85e-02
c 2.38e-01 1.82e-02 1.43e-02
l 2.27e-01 1.16e-01 9.22e-02
i 1.87e-01 6.93e-02 5.74e-02
m -1.51e-01 1.83e-02 2.13e-02
a -1.32e-01 7.16e-02 8.17e-02
r 1.20e-01 5.76e-02 5.11e-02
p -1.55e-02 4.49e-02 4.56e-02
k -1.05e-02 5.81e-02 5.87e-02
00 00 D SM aa 0 0.059 p -1.17e+00 1.42e-02 4.60e-02
g -9.45e-01 2.89e-02 7.44e-02
y 4.37e-01 5.39e-02 3.49e-02
c 4.23e-01 2.18e-02 1.43e-02
v 3.67e-01 1.04e-01 7.19e-02
t -3.42e-01 3.88e-02 5.46e-02
h 3.11e-01 3.13e-02 2.30e-02
f 3.10e-01 5.50e-02 4.03e-02
a -2.89e-01 6.10e-02 8.14e-02
q 2.77e-01 4.89e-02 3.70e-02
r 1.39e-01 5.85e-02 5.10e-02
i 1.36e-01 6.58e-02 5.74e-02
s 1.19e-01 6.66e-02 5.92e-02
e 1.16e-01 7.64e-02 6.80e-02
l -6.11e-02 8.63e-02 9.17e-02
m -4.53e-02 2.03e-02 2.12e-02
n -4.09e-02 4.12e-02 4.29e-02
d -3.61e-02 5.62e-02 5.83e-02
k -2.24e-02 5.74e-02 5.87e-02
w -9.76e-03 1.37e-02 1.38e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.507
08 -0.507 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.581
10 -0.581 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.483
12 -0.483 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.235
14 -0.235 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.088
16 -0.088 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.130
18 -0.130 1.000
DATA_CLASS 222
CLASS 222 - weight 2500 normalized weight 0.002 relative strength 1.43e-02 *******
class cross entropy w.r.t. global class 1.72e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.887 ( 1.24e+00 4.00e-01) 8.25e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.887 ( 3.99e-01 4.00e-01) 1.04e+00 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 1.178 p -7.66e+00 2.16e-05 4.56e-02
v -4.53e+00 7.78e-04 7.21e-02
i -4.25e+00 8.22e-04 5.75e-02
t -2.97e+00 2.80e-03 5.44e-02
w -2.58e+00 1.05e-03 1.39e-02
g 2.12e+00 6.21e-01 7.45e-02
l -2.10e+00 1.13e-02 9.21e-02
y -1.84e+00 5.58e-03 3.49e-02
a -1.72e+00 1.46e-02 8.16e-02
f -1.48e+00 9.18e-03 4.04e-02
m -1.15e+00 6.71e-03 2.12e-02
s -1.07e+00 2.02e-02 5.87e-02
e -6.64e-01 3.51e-02 6.81e-02
d -6.46e-01 3.05e-02 5.82e-02
n 4.66e-01 6.82e-02 4.28e-02
q -3.41e-01 2.63e-02 3.70e-02
c -2.01e-01 1.17e-02 1.43e-02
k 1.78e-01 6.99e-02 5.86e-02
r -1.52e-01 4.38e-02 5.10e-02
h -1.32e-01 2.01e-02 2.30e-02
10 16 R MNcn psi4 0.898 ( 2.51e+00 4.00e-01) 4.25e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.898 ( 4.16e+00 5.26e-01) 7.40e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.896 (-5.44e-01 4.00e-01) 3.41e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.896 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.840 (-2.95e-01 4.00e-01) 2.76e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.840 ( 4.70e+00 4.00e-01) 3.85e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.769 (-8.94e-02 4.00e-01) 2.26e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.769 ( 4.77e+00 4.00e-01) 5.77e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.329 ( 1.94e+00 1.22e+00) 9.27e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.329 ( 4.51e+00 4.98e-01) 6.53e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.255 p -5.25e+00 2.40e-04 4.56e-02
d -1.44e+00 1.38e-02 5.80e-02
e -1.18e+00 2.09e-02 6.82e-02
n -1.06e+00 1.48e-02 4.28e-02
i 1.00e-00 1.56e-01 5.74e-02
k -7.79e-01 2.69e-02 5.87e-02
s -6.58e-01 3.03e-02 5.85e-02
q -6.33e-01 1.97e-02 3.71e-02
l 6.22e-01 1.72e-01 9.22e-02
r -6.17e-01 2.76e-02 5.11e-02
y 5.67e-01 6.16e-02 3.49e-02
v 5.57e-01 1.26e-01 7.20e-02
f 4.28e-01 6.19e-02 4.04e-02
g -4.26e-01 4.87e-02 7.45e-02
a 1.48e-01 9.48e-02 8.17e-02
c 1.45e-01 1.66e-02 1.43e-02
w 1.36e-01 1.59e-02 1.39e-02
t -1.10e-01 4.86e-02 5.43e-02
h -1.10e-01 2.06e-02 2.30e-02
m 1.06e-01 2.37e-02 2.13e-02
01 01 D SM aa 1 0.207 p -3.97e+00 8.62e-04 4.58e-02
i -1.36e+00 1.47e-02 5.75e-02
v -1.35e+00 1.86e-02 7.21e-02
g -1.20e+00 2.24e-02 7.44e-02
f -9.57e-01 1.55e-02 4.04e-02
d 7.48e-01 1.23e-01 5.82e-02
w -5.58e-01 7.92e-03 1.38e-02
n 5.48e-01 7.40e-02 4.28e-02
y -5.44e-01 2.03e-02 3.49e-02
s 5.30e-01 9.99e-02 5.88e-02
t 3.82e-01 7.98e-02 5.45e-02
e 3.48e-01 9.64e-02 6.81e-02
m -3.45e-01 1.50e-02 2.12e-02
q 3.44e-01 5.22e-02 3.70e-02
c -3.14e-01 1.05e-02 1.43e-02
r 3.01e-01 6.89e-02 5.09e-02
a 2.77e-01 1.08e-01 8.15e-02
k 2.72e-01 7.69e-02 5.86e-02
l -1.97e-01 7.55e-02 9.20e-02
h -1.42e-01 1.99e-02 2.30e-02
03 03 D SM aa 3 0.129 p -2.52e+00 3.64e-03 4.55e-02
g -1.36e+00 1.91e-02 7.45e-02
k 7.51e-01 1.24e-01 5.86e-02
r 4.43e-01 7.94e-02 5.10e-02
t 4.15e-01 8.23e-02 5.43e-02
l 3.61e-01 1.32e-01 9.22e-02
c -3.60e-01 9.98e-03 1.43e-02
e 3.59e-01 9.76e-02 6.82e-02
a -3.58e-01 5.71e-02 8.17e-02
n -3.39e-01 3.05e-02 4.28e-02
d -3.22e-01 4.21e-02 5.81e-02
s -2.86e-01 4.41e-02 5.87e-02
w -2.42e-01 1.09e-02 1.39e-02
f -1.60e-01 3.44e-02 4.04e-02
m -1.42e-01 1.84e-02 2.12e-02
y -1.24e-01 3.09e-02 3.50e-02
v -1.24e-01 6.37e-02 7.21e-02
q 1.20e-01 4.18e-02 3.71e-02
h -1.17e-01 2.05e-02 2.30e-02
i -7.74e-03 5.71e-02 5.75e-02
00 00 D SM aa 0 0.124 g -9.90e-01 2.76e-02 7.44e-02
c -8.53e-01 6.09e-03 1.43e-02
v -8.14e-01 3.19e-02 7.19e-02
w -7.72e-01 6.38e-03 1.38e-02
y -7.65e-01 1.62e-02 3.49e-02
f -7.49e-01 1.91e-02 4.03e-02
k 6.75e-01 1.15e-01 5.87e-02
e 5.97e-01 1.24e-01 6.80e-02
i -5.39e-01 3.35e-02 5.74e-02
t -5.22e-01 3.24e-02 5.46e-02
r 4.50e-01 7.99e-02 5.10e-02
p 3.88e-01 6.78e-02 4.60e-02
a 2.99e-01 1.10e-01 8.14e-02
q 2.73e-01 4.87e-02 3.70e-02
h -2.50e-01 1.79e-02 2.30e-02
d 1.91e-01 7.05e-02 5.83e-02
l -1.78e-01 7.68e-02 9.17e-02
n -1.50e-01 3.69e-02 4.29e-02
m 4.83e-02 2.23e-02 2.12e-02
s -3.17e-02 5.73e-02 5.92e-02
05 05 D SM aa 5 0.111 g -1.25e+00 2.14e-02 7.45e-02
p 8.21e-01 1.04e-01 4.56e-02
m -6.70e-01 1.09e-02 2.13e-02
d 5.94e-01 1.05e-01 5.79e-02
y -5.24e-01 2.07e-02 3.49e-02
i -5.02e-01 3.47e-02 5.74e-02
t 4.50e-01 8.50e-02 5.42e-02
l -4.14e-01 6.09e-02 9.21e-02
f -3.92e-01 2.73e-02 4.04e-02
k 3.74e-01 8.55e-02 5.88e-02
v -3.05e-01 5.30e-02 7.19e-02
s 2.81e-01 7.76e-02 5.86e-02
a -2.33e-01 6.48e-02 8.18e-02
h -2.27e-01 1.84e-02 2.30e-02
q 1.32e-01 4.23e-02 3.71e-02
r 1.20e-01 5.77e-02 5.11e-02
e -1.09e-01 6.12e-02 6.82e-02
w 9.73e-02 1.53e-02 1.39e-02
c -8.88e-02 1.31e-02 1.44e-02
n -2.65e-02 4.17e-02 4.29e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.125
08 -0.125 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.270
10 -0.270 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.385
12 -0.385 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.422
14 -0.422 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.357
16 -0.357 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.162
18 -0.162 1.000
DATA_CLASS 223
CLASS 223 - weight 2479 normalized weight 0.002 relative strength 2.77e-05 *******
class cross entropy w.r.t. global class 1.42e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.920 ( 1.21e+00 4.00e-01) 8.33e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.920 ( 4.34e-01 4.96e-01) 7.84e-01 ( 8.22e-01 1.53e+00)
10 16 R MNcn psi4 0.911 (-5.73e-01 4.00e-01) 3.45e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.911 ( 5.17e+00 4.00e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.905 (-5.24e-01 4.00e-01) 3.33e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.905 ( 5.05e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.663 p -7.64e+00 2.22e-05 4.60e-02
i -2.45e+00 4.97e-03 5.74e-02
v -2.18e+00 8.10e-03 7.19e-02
g 1.78e+00 4.43e-01 7.44e-02
t -1.56e+00 1.14e-02 5.46e-02
l -1.19e+00 2.80e-02 9.17e-02
n 6.64e-01 8.33e-02 4.29e-02
a -5.88e-01 4.52e-02 8.14e-02
s -5.26e-01 3.49e-02 5.92e-02
m -5.24e-01 1.26e-02 2.12e-02
f -4.90e-01 2.47e-02 4.03e-02
y -4.70e-01 2.18e-02 3.49e-02
e -4.05e-01 4.54e-02 6.80e-02
w -3.97e-01 9.28e-03 1.38e-02
r -3.65e-01 3.54e-02 5.10e-02
k -3.45e-01 4.16e-02 5.87e-02
h 2.82e-01 3.05e-02 2.30e-02
d 2.56e-01 7.53e-02 5.83e-02
q -1.97e-01 3.04e-02 3.70e-02
c -1.92e-04 1.43e-02 1.43e-02
07 09 R MNcn phi1 0.412 ( 3.79e+00 1.56e+00) 4.85e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.412 ( 1.41e+00 1.36e+00) 4.34e-01 ( 8.17e-01 1.53e+00)
08 11 R MNcn phi2 0.220 ( 3.86e+00 1.41e+00) 4.85e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.220 ( 9.48e-01 1.44e+00) 9.31e-02 ( 8.13e-01 1.53e+00)
03 03 D SM aa 3 0.167 d 9.04e-01 1.43e-01 5.81e-02
n 8.42e-01 9.94e-02 4.28e-02
s 7.66e-01 1.26e-01 5.87e-02
v -6.98e-01 3.59e-02 7.21e-02
i -6.87e-01 2.90e-02 5.75e-02
q -6.18e-01 2.00e-02 3.71e-02
r -5.77e-01 2.86e-02 5.10e-02
k -5.67e-01 3.32e-02 5.86e-02
m -4.99e-01 1.29e-02 2.12e-02
e -4.47e-01 4.36e-02 6.82e-02
l -4.37e-01 5.96e-02 9.22e-02
f -4.33e-01 2.62e-02 4.04e-02
y -4.12e-01 2.32e-02 3.50e-02
a -3.63e-01 5.68e-02 8.17e-02
t 3.52e-01 7.73e-02 5.43e-02
c 2.23e-01 1.79e-02 1.43e-02
h 2.14e-01 2.85e-02 2.30e-02
w 1.65e-01 1.64e-02 1.39e-02
p 1.45e-01 5.26e-02 4.55e-02
g -7.01e-02 6.94e-02 7.45e-02
09 14 R MNcn psi3 0.141 ( 1.20e+00 1.51e+00) 2.55e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.141 ( 4.64e+00 6.45e-01) 1.43e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.135 v -1.09e+00 2.43e-02 7.21e-02
i -9.98e-01 2.12e-02 5.75e-02
g 6.79e-01 1.47e-01 7.45e-02
n 6.61e-01 8.30e-02 4.28e-02
l -6.29e-01 4.91e-02 9.21e-02
d 5.65e-01 1.02e-01 5.82e-02
t 4.64e-01 8.65e-02 5.44e-02
h 4.62e-01 3.65e-02 2.30e-02
f -4.51e-01 2.57e-02 4.04e-02
a -4.05e-01 5.44e-02 8.16e-02
e -3.75e-01 4.68e-02 6.81e-02
p -3.41e-01 3.25e-02 4.56e-02
s 3.14e-01 8.04e-02 5.87e-02
m -3.10e-01 1.56e-02 2.12e-02
w -1.38e-01 1.21e-02 1.39e-02
c -1.12e-01 1.28e-02 1.43e-02
k -1.02e-01 5.29e-02 5.86e-02
y -6.78e-02 3.27e-02 3.49e-02
q -4.09e-02 3.56e-02 3.70e-02
r -4.04e-02 4.90e-02 5.10e-02
01 01 D SM aa 1 0.092 g 9.06e-01 1.84e-01 7.44e-02
p -6.33e-01 2.43e-02 4.58e-02
d -5.57e-01 3.33e-02 5.82e-02
e -5.16e-01 4.07e-02 6.81e-02
q -4.50e-01 2.36e-02 3.70e-02
r -4.49e-01 3.25e-02 5.09e-02
c 4.07e-01 2.15e-02 1.43e-02
k -2.91e-01 4.38e-02 5.86e-02
i 2.52e-01 7.40e-02 5.75e-02
m -2.27e-01 1.69e-02 2.12e-02
s 1.54e-01 6.87e-02 5.88e-02
l -1.49e-01 7.92e-02 9.20e-02
t -1.42e-01 4.73e-02 5.45e-02
w 1.32e-01 1.58e-02 1.38e-02
v -1.18e-01 6.40e-02 7.21e-02
n 5.03e-02 4.50e-02 4.28e-02
y 4.47e-02 3.65e-02 3.49e-02
a 3.28e-02 8.42e-02 8.15e-02
f 3.10e-02 4.17e-02 4.04e-02
h -1.30e-02 2.27e-02 2.30e-02
04 04 D SM aa 4 0.078 p 1.07e+00 1.33e-01 4.56e-02
c -6.79e-01 7.28e-03 1.43e-02
g -6.19e-01 4.01e-02 7.45e-02
n -4.74e-01 2.67e-02 4.28e-02
h -3.21e-01 1.67e-02 2.30e-02
e 2.29e-01 8.58e-02 6.82e-02
s -1.79e-01 4.89e-02 5.85e-02
v -1.77e-01 6.03e-02 7.20e-02
m -1.71e-01 1.79e-02 2.13e-02
d -1.70e-01 4.90e-02 5.80e-02
t -1.58e-01 4.63e-02 5.43e-02
q -1.27e-01 3.26e-02 3.71e-02
w 1.13e-01 1.56e-02 1.39e-02
k -1.08e-01 5.27e-02 5.87e-02
f 8.96e-02 4.42e-02 4.04e-02
a 4.07e-02 8.51e-02 8.17e-02
r -2.61e-02 4.97e-02 5.11e-02
i 1.95e-02 5.86e-02 5.74e-02
l 1.93e-02 9.40e-02 9.22e-02
y 6.24e-03 3.52e-02 3.49e-02
05 05 D SM aa 5 0.068 p -1.23e+00 1.34e-02 4.56e-02
e 6.78e-01 1.34e-01 6.82e-02
c -5.93e-01 7.93e-03 1.44e-02
f -4.64e-01 2.54e-02 4.04e-02
g -4.31e-01 4.84e-02 7.45e-02
i -3.74e-01 3.94e-02 5.74e-02
v -3.44e-01 5.10e-02 7.19e-02
d 3.09e-01 7.89e-02 5.79e-02
y -2.97e-01 2.60e-02 3.49e-02
q 2.60e-01 4.81e-02 3.71e-02
n 2.09e-01 5.28e-02 4.29e-02
w 1.88e-01 1.68e-02 1.39e-02
m -1.49e-01 1.83e-02 2.13e-02
s 1.44e-01 6.76e-02 5.86e-02
k 1.41e-01 6.77e-02 5.88e-02
a 1.29e-01 9.31e-02 8.18e-02
l -9.75e-02 8.36e-02 9.21e-02
h 7.20e-02 2.48e-02 2.30e-02
r -2.90e-02 4.97e-02 5.11e-02
t -2.80e-02 5.27e-02 5.42e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.644
08 -0.644 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.198
10 0.198 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.156
12 -0.156 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.556
14 -0.556 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.243
16 -0.243 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.395
18 -0.395 1.000
DATA_CLASS 224
CLASS 224 - weight 2457 normalized weight 0.002 relative strength 1.75e-05 *******
class cross entropy w.r.t. global class 9.71e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.904 (-5.39e-01 4.00e-01) 3.37e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.904 ( 5.08e+00 4.00e-01) 1.35e+00 ( 4.54e+00 1.01e+00)
08 11 R MNcn phi2 0.881 ( 2.89e+00 1.49e+00) 1.10e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.881 ( 1.88e+00 1.50e+00) 7.12e-01 ( 8.13e-01 1.53e+00)
06 08 R MNcn psi0 0.851 ( 2.37e+00 4.00e-01) 3.88e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.851 ( 4.43e+00 5.02e-01) 2.18e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.805 ( 2.39e+00 4.21e-01) 3.74e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.805 ( 4.54e+00 5.84e-01) 7.55e-04 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.629 g 1.85e+00 4.73e-01 7.45e-02
i -1.41e+00 1.40e-02 5.75e-02
v -1.23e+00 2.11e-02 7.21e-02
l -9.94e-01 3.41e-02 9.21e-02
q -9.87e-01 1.38e-02 3.70e-02
e -8.42e-01 2.94e-02 6.81e-02
t -8.27e-01 2.38e-02 5.44e-02
m -7.59e-01 9.93e-03 2.12e-02
p -7.57e-01 2.14e-02 4.56e-02
w -7.22e-01 6.74e-03 1.39e-02
a -6.44e-01 4.28e-02 8.16e-02
k -6.28e-01 3.12e-02 5.86e-02
f -4.36e-01 2.61e-02 4.04e-02
r -4.22e-01 3.34e-02 5.10e-02
y -3.62e-01 2.43e-02 3.49e-02
n 2.69e-01 5.61e-02 4.28e-02
h 2.40e-01 2.92e-02 2.30e-02
s -2.15e-01 4.74e-02 5.87e-02
d -1.66e-01 4.93e-02 5.82e-02
c -9.95e-02 1.30e-02 1.43e-02
10 16 R MNcn psi4 0.393 ( 2.17e+00 1.14e+00) 1.19e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.393 ( 4.47e+00 6.00e-01) 1.29e-01 ( 4.54e+00 1.01e+00)
09 13 R MNcn phi3 0.333 ( 3.65e+00 1.41e+00) 6.30e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.333 ( 1.09e+00 1.41e+00) 1.99e-01 ( 8.11e-01 1.53e+00)
04 04 D SM aa 4 0.213 m -9.83e-01 7.96e-03 2.13e-02
l -9.70e-01 3.49e-02 9.22e-02
k -8.91e-01 2.41e-02 5.87e-02
g 8.57e-01 1.76e-01 7.45e-02
d 8.07e-01 1.30e-01 5.80e-02
v -7.96e-01 3.25e-02 7.20e-02
n 7.83e-01 9.38e-02 4.28e-02
e -6.25e-01 3.65e-02 6.82e-02
s 6.20e-01 1.09e-01 5.85e-02
f -5.42e-01 2.35e-02 4.04e-02
i -4.84e-01 3.54e-02 5.74e-02
p -4.08e-01 3.03e-02 4.56e-02
r -4.07e-01 3.40e-02 5.11e-02
q -3.87e-01 2.52e-02 3.71e-02
h 3.85e-01 3.38e-02 2.30e-02
a -3.66e-01 5.67e-02 8.17e-02
y -3.13e-01 2.55e-02 3.49e-02
c 2.84e-01 1.91e-02 1.43e-02
w -1.87e-01 1.15e-02 1.39e-02
t 1.15e-01 6.08e-02 5.43e-02
03 03 D SM aa 3 0.164 i -1.07e+00 1.97e-02 5.75e-02
g 1.00e+00 2.03e-01 7.45e-02
p -9.43e-01 1.77e-02 4.55e-02
v -6.95e-01 3.60e-02 7.21e-02
l -6.82e-01 4.66e-02 9.22e-02
k -6.24e-01 3.14e-02 5.86e-02
r -4.73e-01 3.18e-02 5.10e-02
s 4.59e-01 9.28e-02 5.87e-02
n 4.45e-01 6.68e-02 4.28e-02
q -3.35e-01 2.65e-02 3.71e-02
e -3.28e-01 4.91e-02 6.82e-02
d 3.10e-01 7.93e-02 5.81e-02
h 2.57e-01 2.97e-02 2.30e-02
w -2.06e-01 1.13e-02 1.39e-02
a 1.36e-01 9.36e-02 8.17e-02
c 8.97e-02 1.57e-02 1.43e-02
f -7.17e-02 3.76e-02 4.04e-02
m -4.04e-02 2.04e-02 2.12e-02
t 3.62e-02 5.63e-02 5.43e-02
y -1.30e-02 3.45e-02 3.50e-02
00 00 D SM aa 0 0.126 g -1.12e+00 2.43e-02 7.44e-02
d -1.01e+00 2.12e-02 5.83e-02
v 8.35e-01 1.66e-01 7.19e-02
n -6.68e-01 2.20e-02 4.29e-02
i 6.50e-01 1.10e-01 5.74e-02
e -5.80e-01 3.81e-02 6.80e-02
c 4.31e-01 2.20e-02 1.43e-02
q -3.80e-01 2.53e-02 3.70e-02
p 2.59e-01 5.96e-02 4.60e-02
f 2.26e-01 5.05e-02 4.03e-02
k -2.21e-01 4.71e-02 5.87e-02
y 1.44e-01 4.03e-02 3.49e-02
r -1.38e-01 4.44e-02 5.10e-02
a -1.37e-01 7.10e-02 8.14e-02
h -1.11e-01 2.06e-02 2.30e-02
t 5.21e-02 5.75e-02 5.46e-02
s -4.59e-02 5.65e-02 5.92e-02
l -4.33e-02 8.78e-02 9.17e-02
w 2.91e-02 1.42e-02 1.38e-02
m 2.79e-02 2.18e-02 2.12e-02
01 01 D SM aa 1 0.124 n -1.08e+00 1.45e-02 4.28e-02
p 9.53e-01 1.19e-01 4.58e-02
g -8.22e-01 3.27e-02 7.44e-02
i 6.86e-01 1.14e-01 5.75e-02
w 6.62e-01 2.68e-02 1.38e-02
k -5.58e-01 3.36e-02 5.86e-02
d -4.94e-01 3.55e-02 5.82e-02
v 3.74e-01 1.05e-01 7.21e-02
e -3.70e-01 4.71e-02 6.81e-02
r -3.51e-01 3.59e-02 5.09e-02
h 2.46e-01 2.94e-02 2.30e-02
c 2.37e-01 1.82e-02 1.43e-02
m -2.20e-01 1.70e-02 2.12e-02
f 2.00e-01 4.93e-02 4.04e-02
s -1.86e-01 4.89e-02 5.88e-02
l -1.82e-01 7.67e-02 9.20e-02
a -1.02e-01 7.36e-02 8.15e-02
t -8.32e-02 5.02e-02 5.45e-02
q 4.27e-02 3.86e-02 3.70e-02
y -1.71e-02 3.43e-02 3.49e-02
05 05 D SM aa 5 0.118 p 1.28e+00 1.64e-01 4.56e-02
c -5.50e-01 8.28e-03 1.44e-02
i -5.49e-01 3.31e-02 5.74e-02
g -3.72e-01 5.14e-02 7.45e-02
y -3.38e-01 2.49e-02 3.49e-02
s 3.01e-01 7.91e-02 5.86e-02
f -3.00e-01 2.99e-02 4.04e-02
v -2.91e-01 5.37e-02 7.19e-02
l -2.79e-01 6.97e-02 9.21e-02
q -2.51e-01 2.88e-02 3.71e-02
m -2.06e-01 1.73e-02 2.13e-02
k -1.43e-01 5.10e-02 5.88e-02
n -1.36e-01 3.74e-02 4.29e-02
r 1.07e-01 5.69e-02 5.11e-02
t -9.04e-02 4.96e-02 5.42e-02
d 7.66e-02 6.25e-02 5.79e-02
a -3.08e-02 7.93e-02 8.18e-02
e -2.90e-02 6.63e-02 6.82e-02
h -1.85e-02 2.26e-02 2.30e-02
w -1.61e-03 1.39e-02 1.39e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.013
08 -0.013 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.168
10 -0.168 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.119
12 0.119 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.008
14 0.008 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.300
16 0.300 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.348
18 -0.348 1.000
DATA_CLASS 225
CLASS 225 - weight 2445 normalized weight 0.002 relative strength 7.00e-03 *******
class cross entropy w.r.t. global class 1.12e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 08 R MNcn psi0 1.009 (-1.85e-01 4.28e-01) 2.35e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 1.009 ( 4.82e+00 4.19e-01) 6.70e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.943 (-5.46e-01 4.00e-01) 3.39e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.943 ( 5.02e+00 4.00e-01) 1.18e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.926 (-5.82e-01 4.00e-01) 3.48e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.926 ( 5.19e+00 4.00e-01) 1.61e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.910 (-5.95e-01 4.00e-01) 3.51e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.910 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.905 ( 2.78e+00 4.00e-01) 4.91e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.905 ( 4.30e+00 6.88e-01) 3.54e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.730 m -3.22e+00 8.49e-04 2.12e-02
l -2.52e+00 7.43e-03 9.21e-02
i -2.39e+00 5.27e-03 5.75e-02
y -2.34e+00 3.37e-03 3.49e-02
v -2.32e+00 7.06e-03 7.21e-02
f -2.04e+00 5.26e-03 4.04e-02
e -1.71e+00 1.23e-02 6.81e-02
s 1.52e+00 2.69e-01 5.87e-02
w -1.50e+00 3.09e-03 1.39e-02
a -1.37e+00 2.07e-02 8.16e-02
t 1.36e+00 2.11e-01 5.44e-02
p -1.33e+00 1.20e-02 4.56e-02
r -1.28e+00 1.41e-02 5.10e-02
q -8.86e-01 1.53e-02 3.70e-02
n 7.47e-01 9.04e-02 4.28e-02
g 6.75e-01 1.46e-01 7.45e-02
d 5.28e-01 9.86e-02 5.82e-02
k -4.59e-01 3.70e-02 5.86e-02
h 9.52e-02 2.53e-02 2.30e-02
c 5.85e-02 1.52e-02 1.43e-02
07 10 R MNcn psi1 0.273 ( 1.14e+00 1.32e+00) 2.41e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.273 ( 4.62e+00 4.00e-01) 1.97e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.186 p 1.46e+00 1.96e-01 4.55e-02
m -8.02e-01 9.52e-03 2.12e-02
c -7.91e-01 6.49e-03 1.43e-02
h -7.68e-01 1.07e-02 2.30e-02
n -6.74e-01 2.18e-02 4.28e-02
g -6.37e-01 3.94e-02 7.45e-02
v -4.34e-01 4.67e-02 7.21e-02
t -4.24e-01 3.55e-02 5.43e-02
i -3.17e-01 4.19e-02 5.75e-02
l -2.97e-01 6.85e-02 9.22e-02
y -2.85e-01 2.63e-02 3.50e-02
e 2.85e-01 9.07e-02 6.82e-02
r -2.59e-01 3.94e-02 5.10e-02
d 1.76e-01 6.93e-02 5.81e-02
q -1.55e-01 3.17e-02 3.71e-02
a 1.32e-01 9.32e-02 8.17e-02
w -9.47e-02 1.26e-02 1.39e-02
k 5.56e-02 6.19e-02 5.86e-02
f -5.53e-02 3.82e-02 4.04e-02
s 1.93e-02 5.98e-02 5.87e-02
04 04 D SM aa 4 0.116 p -1.14e+00 1.46e-02 4.56e-02
e 9.86e-01 1.83e-01 6.82e-02
c -9.77e-01 5.40e-03 1.43e-02
g -6.54e-01 3.87e-02 7.45e-02
d 4.47e-01 9.08e-02 5.80e-02
i -3.68e-01 3.98e-02 5.74e-02
f -3.55e-01 2.83e-02 4.04e-02
m -3.24e-01 1.54e-02 2.13e-02
t -2.92e-01 4.05e-02 5.43e-02
v -2.50e-01 5.60e-02 7.20e-02
q 2.19e-01 4.61e-02 3.71e-02
n -2.03e-01 3.50e-02 4.28e-02
h -1.74e-01 1.94e-02 2.30e-02
l -1.46e-01 7.97e-02 9.22e-02
a 1.40e-01 9.40e-02 8.17e-02
s 8.86e-02 6.40e-02 5.85e-02
k -8.80e-02 5.37e-02 5.87e-02
y -6.57e-02 3.27e-02 3.49e-02
r -3.02e-02 4.95e-02 5.11e-02
w -2.32e-02 1.36e-02 1.39e-02
05 05 D SM aa 5 0.109 e -1.08e+00 2.32e-02 6.82e-02
p -8.95e-01 1.86e-02 4.56e-02
c -6.96e-01 7.15e-03 1.44e-02
i -6.75e-01 2.92e-02 5.74e-02
n 6.56e-01 8.26e-02 4.29e-02
d -5.61e-01 3.31e-02 5.79e-02
g 5.40e-01 1.28e-01 7.45e-02
q -4.80e-01 2.29e-02 3.71e-02
f 4.77e-01 6.50e-02 4.04e-02
y 4.71e-01 5.59e-02 3.49e-02
k -3.52e-01 4.13e-02 5.88e-02
h 3.47e-01 3.26e-02 2.30e-02
l -3.18e-01 6.70e-02 9.21e-02
s 2.81e-01 7.76e-02 5.86e-02
w 2.78e-01 1.84e-02 1.39e-02
t 2.29e-01 6.82e-02 5.42e-02
m 2.27e-01 2.67e-02 2.13e-02
r -2.11e-01 4.14e-02 5.11e-02
a 1.72e-01 9.72e-02 8.18e-02
v -1.17e-01 6.39e-02 7.19e-02
01 01 D SM aa 1 0.095 p -3.52e+00 1.36e-03 4.58e-02
f 6.09e-01 7.43e-02 4.04e-02
w 6.05e-01 2.54e-02 1.38e-02
y 5.47e-01 6.03e-02 3.49e-02
k -4.86e-01 3.60e-02 5.86e-02
n 4.53e-01 6.73e-02 4.28e-02
e -4.21e-01 4.47e-02 6.81e-02
r -4.02e-01 3.41e-02 5.09e-02
d 3.39e-01 8.17e-02 5.82e-02
v -2.89e-01 5.40e-02 7.21e-02
q -2.67e-01 2.84e-02 3.70e-02
l 2.58e-01 1.19e-01 9.20e-02
c -2.49e-01 1.12e-02 1.43e-02
g -1.69e-01 6.29e-02 7.44e-02
a -1.26e-01 7.19e-02 8.15e-02
h 1.24e-01 2.60e-02 2.30e-02
i 1.06e-01 6.40e-02 5.75e-02
s 8.48e-02 6.40e-02 5.88e-02
t -3.27e-02 5.28e-02 5.45e-02
m -1.57e-02 2.09e-02 2.12e-02
00 00 D SM aa 0 0.025 i -4.86e-01 3.53e-02 5.74e-02
d 3.61e-01 8.36e-02 5.83e-02
v -3.51e-01 5.06e-02 7.19e-02
g -3.25e-01 5.37e-02 7.44e-02
w 2.95e-01 1.85e-02 1.38e-02
h 2.87e-01 3.06e-02 2.30e-02
e -2.39e-01 5.36e-02 6.80e-02
c -2.28e-01 1.14e-02 1.43e-02
a 2.20e-01 1.02e-01 8.14e-02
k -1.78e-01 4.92e-02 5.87e-02
m 1.64e-01 2.50e-02 2.12e-02
f 1.57e-01 4.72e-02 4.03e-02
s 1.14e-01 6.63e-02 5.92e-02
l 9.61e-02 1.01e-01 9.17e-02
p 8.99e-02 5.03e-02 4.60e-02
n 3.41e-02 4.44e-02 4.29e-02
y -3.40e-02 3.37e-02 3.49e-02
q 1.32e-02 3.75e-02 3.70e-02
r 1.21e-02 5.16e-02 5.10e-02
t 8.15e-03 5.50e-02 5.46e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.836
08 -0.836 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.117
10 -0.117 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.025
12 -0.025 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.311
14 -0.311 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.259
16 -0.259 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.525
18 -0.525 1.000
DATA_CLASS 226
CLASS 226 - weight 2441 normalized weight 0.002 relative strength 6.85e-05 *******
class cross entropy w.r.t. global class 1.35e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.163 ( 1.26e+00 4.00e-01) 8.21e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.163 ( 9.75e-01 1.38e+00) 1.21e-01 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 0.928 p -7.70e+00 2.06e-05 4.56e-02
i -2.74e+00 3.70e-03 5.74e-02
v -2.72e+00 4.73e-03 7.20e-02
g 2.02e+00 5.59e-01 7.45e-02
t -1.90e+00 8.15e-03 5.43e-02
l -1.23e+00 2.70e-02 9.22e-02
w -1.20e+00 4.17e-03 1.39e-02
y -9.17e-01 1.40e-02 3.49e-02
s -7.61e-01 2.73e-02 5.85e-02
e -7.30e-01 3.29e-02 6.82e-02
a -6.80e-01 4.14e-02 8.17e-02
m -6.10e-01 1.16e-02 2.13e-02
d -5.94e-01 3.20e-02 5.80e-02
n 5.55e-01 7.46e-02 4.28e-02
k -5.24e-01 3.47e-02 5.87e-02
f -4.59e-01 2.55e-02 4.04e-02
q -3.74e-01 2.55e-02 3.71e-02
r -3.17e-01 3.72e-02 5.11e-02
c -1.55e-01 1.23e-02 1.43e-02
h 3.25e-02 2.38e-02 2.30e-02
11 18 R MNcn psi5 0.859 (-1.89e-01 5.49e-01) 1.82e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.859 ( 3.86e+00 1.56e+00) 4.36e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.844 (-8.46e-02 4.29e-01) 2.09e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.844 ( 4.67e+00 4.00e-01) 3.03e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.792 ( 2.40e+00 4.28e-01) 3.70e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.792 ( 4.39e+00 5.59e-01) 2.65e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.214 v -1.20e+00 2.17e-02 7.21e-02
d 1.13e+00 1.81e-01 5.81e-02
i -8.96e-01 2.35e-02 5.75e-02
t 7.70e-01 1.17e-01 5.43e-02
c 7.43e-01 3.01e-02 1.43e-02
n 7.15e-01 8.76e-02 4.28e-02
k -6.99e-01 2.91e-02 5.86e-02
e -6.10e-01 3.71e-02 6.82e-02
r -5.54e-01 2.93e-02 5.10e-02
q -5.39e-01 2.16e-02 3.71e-02
g -5.30e-01 4.38e-02 7.45e-02
a -3.27e-01 5.89e-02 8.17e-02
w 2.92e-01 1.86e-02 1.39e-02
s 2.36e-01 7.43e-02 5.87e-02
p -2.15e-01 3.67e-02 4.55e-02
m -1.62e-01 1.81e-02 2.12e-02
l -1.29e-01 8.10e-02 9.22e-02
f -1.20e-01 3.58e-02 4.04e-02
y -1.18e-01 3.11e-02 3.50e-02
h 3.51e-02 2.38e-02 2.30e-02
07 10 R MNcn psi1 0.213 ( 1.53e+00 1.34e+00) 5.30e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.213 ( 4.54e+00 5.89e-01) 4.06e-03 ( 4.54e+00 1.01e+00)
08 11 R MNcn phi2 0.156 ( 4.67e+00 5.68e-01) 2.27e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.156 ( 9.61e-01 1.49e+00) 9.92e-02 ( 8.13e-01 1.53e+00)
05 05 D SM aa 5 0.111 p -9.48e-01 1.77e-02 4.56e-02
i -9.31e-01 2.26e-02 5.74e-02
g 7.96e-01 1.65e-01 7.45e-02
v -7.41e-01 3.43e-02 7.19e-02
l -5.83e-01 5.14e-02 9.21e-02
n 5.04e-01 7.09e-02 4.29e-02
a -4.06e-01 5.45e-02 8.18e-02
d 3.29e-01 8.05e-02 5.79e-02
w 2.82e-01 1.84e-02 1.39e-02
t 2.19e-01 6.75e-02 5.42e-02
m -2.19e-01 1.71e-02 2.13e-02
q 1.78e-01 4.43e-02 3.71e-02
s 1.74e-01 6.97e-02 5.86e-02
r -1.56e-01 4.38e-02 5.11e-02
e -1.39e-01 5.94e-02 6.82e-02
h 1.32e-01 2.63e-02 2.30e-02
f 1.03e-01 4.47e-02 4.04e-02
y 6.50e-02 3.73e-02 3.49e-02
c -3.32e-02 1.39e-02 1.44e-02
k 3.00e-02 6.06e-02 5.88e-02
02 02 D SM aa 2 0.103 d 8.56e-01 1.37e-01 5.82e-02
r -6.83e-01 2.58e-02 5.10e-02
l -6.40e-01 4.85e-02 9.21e-02
i -6.16e-01 3.11e-02 5.75e-02
c 5.61e-01 2.51e-02 1.43e-02
s 5.51e-01 1.02e-01 5.87e-02
k -4.76e-01 3.64e-02 5.86e-02
v -3.79e-01 4.94e-02 7.21e-02
p 3.45e-01 6.44e-02 4.56e-02
q -3.24e-01 2.68e-02 3.70e-02
m -3.21e-01 1.54e-02 2.12e-02
t 2.42e-01 6.93e-02 5.44e-02
h 2.33e-01 2.90e-02 2.30e-02
g -2.03e-01 6.08e-02 7.45e-02
w 1.74e-01 1.65e-02 1.39e-02
a -1.59e-01 6.96e-02 8.16e-02
f -1.52e-01 3.47e-02 4.04e-02
n 1.24e-01 4.85e-02 4.28e-02
y 9.05e-02 3.83e-02 3.49e-02
e 5.13e-02 7.17e-02 6.81e-02
01 01 D SM aa 1 0.077 g -9.13e-01 2.99e-02 7.44e-02
p 6.23e-01 8.55e-02 4.58e-02
d 5.64e-01 1.02e-01 5.82e-02
q -5.15e-01 2.21e-02 3.70e-02
k -4.36e-01 3.79e-02 5.86e-02
c 4.34e-01 2.21e-02 1.43e-02
s 4.29e-01 9.04e-02 5.88e-02
f -3.17e-01 2.94e-02 4.04e-02
a -3.11e-01 5.97e-02 8.15e-02
r -2.69e-01 3.90e-02 5.09e-02
v 2.66e-01 9.40e-02 7.21e-02
e -2.50e-01 5.30e-02 6.81e-02
l -2.43e-01 7.21e-02 9.20e-02
w 1.72e-01 1.64e-02 1.38e-02
h -1.59e-01 1.96e-02 2.30e-02
t 1.32e-01 6.22e-02 5.45e-02
i 1.12e-01 6.43e-02 5.75e-02
m -1.06e-01 1.91e-02 2.12e-02
n 9.58e-02 4.71e-02 4.28e-02
y -3.39e-02 3.37e-02 3.49e-02
00 00 D SM aa 0 0.058 c 7.27e-01 2.95e-02 1.43e-02
e -6.47e-01 3.56e-02 6.80e-02
k -5.77e-01 3.30e-02 5.87e-02
g -5.22e-01 4.42e-02 7.44e-02
h 4.93e-01 3.76e-02 2.30e-02
r -3.68e-01 3.53e-02 5.10e-02
q -3.63e-01 2.58e-02 3.70e-02
s 3.24e-01 8.18e-02 5.92e-02
d 3.17e-01 8.00e-02 5.83e-02
i 3.04e-01 7.78e-02 5.74e-02
a -2.73e-01 6.20e-02 8.14e-02
v 2.68e-01 9.40e-02 7.19e-02
y 1.90e-01 4.22e-02 3.49e-02
t 1.73e-01 6.49e-02 5.46e-02
p 1.73e-01 5.47e-02 4.60e-02
m 1.67e-01 2.51e-02 2.12e-02
l -1.31e-01 8.05e-02 9.17e-02
w 5.20e-02 1.45e-02 1.38e-02
f -5.17e-02 3.83e-02 4.03e-02
n 7.80e-03 4.32e-02 4.29e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.163
08 -0.163 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.542
10 -0.542 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.493
12 -0.493 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.646
14 -0.646 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.151
16 -0.151 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.630
18 -0.630 1.000
DATA_CLASS 227
CLASS 227 - weight 2419 normalized weight 0.002 relative strength 5.36e-02 *******
class cross entropy w.r.t. global class 1.76e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.188 ( 1.34e+00 4.46e-01) 7.19e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.188 ( 3.35e+00 6.77e-01) 3.73e+00 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 1.635 p -7.71e+00 2.07e-05 4.60e-02
i -4.42e+00 6.95e-04 5.74e-02
v -4.03e+00 1.27e-03 7.19e-02
l -2.42e+00 8.16e-03 9.17e-02
g 2.36e+00 7.86e-01 7.44e-02
w -2.36e+00 1.31e-03 1.38e-02
h -2.05e+00 2.96e-03 2.30e-02
r -1.91e+00 7.52e-03 5.10e-02
f -1.89e+00 6.06e-03 4.03e-02
k -1.86e+00 9.14e-03 5.87e-02
y -1.81e+00 5.69e-03 3.49e-02
t -1.72e+00 9.81e-03 5.46e-02
m -1.69e+00 3.92e-03 2.12e-02
n -1.63e+00 8.39e-03 4.29e-02
q -1.40e+00 9.09e-03 3.70e-02
e -1.27e+00 1.91e-02 6.80e-02
a -1.15e+00 2.58e-02 8.14e-02
d -8.89e-01 2.39e-02 5.83e-02
c -2.84e-01 1.07e-02 1.43e-02
s 2.77e-02 6.08e-02 5.92e-02
10 16 R MNcn psi4 0.932 (-6.91e-01 4.00e-01) 3.75e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.932 ( 5.17e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.932 (-6.05e-01 4.00e-01) 3.54e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.932 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.926 (-5.37e-01 4.00e-01) 3.38e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.926 ( 5.17e+00 4.00e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.923 (-6.47e-01 4.00e-01) 3.64e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.923 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.918 (-6.52e-01 4.00e-01) 3.65e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.918 ( 5.13e+00 4.00e-01) 1.46e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.113 d -1.05e+00 2.02e-02 5.81e-02
a 8.33e-01 1.88e-01 8.17e-02
c -7.05e-01 7.07e-03 1.43e-02
g 6.57e-01 1.44e-01 7.45e-02
t -4.79e-01 3.37e-02 5.43e-02
i -4.10e-01 3.82e-02 5.75e-02
m -3.55e-01 1.49e-02 2.12e-02
v -2.84e-01 5.42e-02 7.21e-02
h -2.80e-01 1.74e-02 2.30e-02
p -2.64e-01 3.49e-02 4.55e-02
l -2.32e-01 7.31e-02 9.22e-02
n -2.20e-01 3.44e-02 4.28e-02
q -1.51e-01 3.19e-02 3.71e-02
k -1.31e-01 5.14e-02 5.86e-02
w 1.07e-01 1.54e-02 1.39e-02
e -9.87e-02 6.18e-02 6.82e-02
f -8.56e-02 3.71e-02 4.04e-02
s -7.62e-02 5.44e-02 5.87e-02
r 5.51e-02 5.39e-02 5.10e-02
y -1.22e-02 3.45e-02 3.50e-02
02 02 D SM aa 2 0.088 i -8.48e-01 2.46e-02 5.75e-02
v -6.72e-01 3.68e-02 7.21e-02
p -6.71e-01 2.33e-02 4.56e-02
e 5.63e-01 1.20e-01 6.81e-02
g 5.31e-01 1.27e-01 7.45e-02
w -5.30e-01 8.16e-03 1.39e-02
f -5.14e-01 2.42e-02 4.04e-02
l -4.68e-01 5.77e-02 9.21e-02
a 3.74e-01 1.19e-01 8.16e-02
y -3.49e-01 2.47e-02 3.49e-02
m 2.78e-01 2.80e-02 2.12e-02
r -2.60e-01 3.93e-02 5.10e-02
d 2.54e-01 7.50e-02 5.82e-02
c -1.47e-01 1.23e-02 1.43e-02
n -1.44e-01 3.71e-02 4.28e-02
k 8.91e-02 6.40e-02 5.86e-02
t 7.96e-02 5.89e-02 5.44e-02
q 5.36e-02 3.91e-02 3.70e-02
h -2.17e-02 2.25e-02 2.30e-02
s 1.28e-02 5.95e-02 5.87e-02
04 04 D SM aa 4 0.051 p -1.24e+00 1.32e-02 4.56e-02
a 4.63e-01 1.30e-01 8.17e-02
g -4.27e-01 4.86e-02 7.45e-02
m 3.55e-01 3.03e-02 2.13e-02
d -3.25e-01 4.19e-02 5.80e-02
h -3.15e-01 1.68e-02 2.30e-02
i 3.06e-01 7.80e-02 5.74e-02
s -3.04e-01 4.32e-02 5.85e-02
f 2.16e-01 5.01e-02 4.04e-02
l 2.15e-01 1.14e-01 9.22e-02
k -1.98e-01 4.81e-02 5.87e-02
n -1.96e-01 3.52e-02 4.28e-02
w 1.82e-01 1.67e-02 1.39e-02
y 1.39e-01 4.02e-02 3.49e-02
q 1.03e-01 4.11e-02 3.71e-02
r -9.76e-02 4.63e-02 5.11e-02
t -9.27e-02 4.95e-02 5.43e-02
v 6.59e-02 7.69e-02 7.20e-02
c -4.86e-02 1.37e-02 1.43e-02
e -3.19e-02 6.61e-02 6.82e-02
05 05 D SM aa 5 0.049 g -9.50e-01 2.88e-02 7.45e-02
p -6.72e-01 2.33e-02 4.56e-02
c -5.13e-01 8.60e-03 1.44e-02
m 3.94e-01 3.15e-02 2.13e-02
d -3.27e-01 4.18e-02 5.79e-02
i 2.98e-01 7.72e-02 5.74e-02
l 2.78e-01 1.22e-01 9.21e-02
s -2.70e-01 4.47e-02 5.86e-02
a 2.67e-01 1.07e-01 8.18e-02
r 2.58e-01 6.62e-02 5.11e-02
k 2.09e-01 7.25e-02 5.88e-02
w -2.07e-01 1.13e-02 1.39e-02
q 1.98e-01 4.52e-02 3.71e-02
n -1.61e-01 3.65e-02 4.29e-02
y -1.31e-01 3.07e-02 3.49e-02
v -6.35e-02 6.75e-02 7.19e-02
f -6.18e-02 3.79e-02 4.04e-02
h 5.72e-02 2.44e-02 2.30e-02
e 4.97e-02 7.17e-02 6.82e-02
t -4.81e-02 5.17e-02 5.42e-02
01 01 D SM aa 1 0.035 p 5.23e-01 7.74e-02 4.58e-02
g -4.13e-01 4.92e-02 7.44e-02
e 4.12e-01 1.03e-01 6.81e-02
f -3.19e-01 2.94e-02 4.04e-02
n -3.04e-01 3.16e-02 4.28e-02
v -3.02e-01 5.33e-02 7.21e-02
h -3.02e-01 1.70e-02 2.30e-02
s 2.41e-01 7.49e-02 5.88e-02
r -2.01e-01 4.17e-02 5.09e-02
l -1.97e-01 7.55e-02 9.20e-02
w 1.71e-01 1.64e-02 1.38e-02
m 1.59e-01 2.48e-02 2.12e-02
d 1.43e-01 6.71e-02 5.82e-02
t 1.08e-01 6.08e-02 5.45e-02
c -8.00e-02 1.32e-02 1.43e-02
i -7.71e-02 5.33e-02 5.75e-02
k -6.47e-02 5.49e-02 5.86e-02
a 5.65e-02 8.63e-02 8.15e-02
y -4.15e-02 3.35e-02 3.49e-02
q 1.33e-03 3.71e-02 3.70e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.732
08 -0.732 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.384
10 -0.384 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.347
12 -0.347 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.154
14 -0.154 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.100
16 -0.100 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.253
18 -0.253 1.000
DATA_CLASS 228
CLASS 228 - weight 2405 normalized weight 0.002 relative strength 7.07e-03 *******
class cross entropy w.r.t. global class 1.28e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 10 R MNcn psi1 1.168 ( 3.10e+00 4.00e-01) 5.71e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.168 ( 4.07e+00 4.64e-01) 1.03e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 1.006 ( 2.90e+00 4.95e-01) 4.23e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.006 ( 3.46e+00 9.51e-01) 1.14e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.875 (-4.62e-01 4.00e-01) 3.19e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.875 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.861 ( 2.42e+00 4.00e-01) 4.03e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.861 ( 4.31e+00 5.01e-01) 4.70e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.824 ( 2.34e+00 4.00e-01) 3.80e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.824 ( 4.35e+00 5.27e-01) 3.61e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.778 (-1.42e-01 4.30e-01) 2.22e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.778 ( 4.48e+00 4.00e-01) 1.59e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.657 p -5.54e+00 1.80e-04 4.58e-02
i -2.69e+00 3.92e-03 5.75e-02
v -2.23e+00 7.74e-03 7.21e-02
t 1.56e+00 2.61e-01 5.45e-02
a -1.50e+00 1.81e-02 8.15e-02
w -1.50e+00 3.07e-03 1.38e-02
k -1.44e+00 1.39e-02 5.86e-02
l -1.40e+00 2.26e-02 9.20e-02
m -1.23e+00 6.22e-03 2.12e-02
e -1.19e+00 2.07e-02 6.81e-02
r -1.07e+00 1.74e-02 5.09e-02
s 9.37e-01 1.50e-01 5.88e-02
g 9.20e-01 1.87e-01 7.44e-02
n 8.16e-01 9.68e-02 4.28e-02
q -7.84e-01 1.69e-02 3.70e-02
y -7.53e-01 1.64e-02 3.49e-02
f -7.32e-01 1.94e-02 4.04e-02
d 6.09e-01 1.07e-01 5.82e-02
h -2.76e-01 1.74e-02 2.30e-02
c 4.18e-03 1.44e-02 1.43e-02
04 04 D SM aa 4 0.427 p -7.60e+00 2.29e-05 4.56e-02
g 1.58e+00 3.63e-01 7.45e-02
l -1.41e+00 2.25e-02 9.22e-02
i -6.98e-01 2.86e-02 5.74e-02
a -6.61e-01 4.22e-02 8.17e-02
e -6.58e-01 3.53e-02 6.82e-02
n -5.90e-01 2.37e-02 4.28e-02
d -5.57e-01 3.33e-02 5.80e-02
v -4.21e-01 4.72e-02 7.20e-02
k -3.68e-01 4.06e-02 5.87e-02
c -3.31e-01 1.03e-02 1.43e-02
h 3.23e-01 3.18e-02 2.30e-02
q -2.98e-01 2.75e-02 3.71e-02
m 2.44e-01 2.71e-02 2.13e-02
r -2.33e-01 4.04e-02 5.11e-02
w -1.98e-01 1.14e-02 1.39e-02
t 1.92e-01 6.57e-02 5.43e-02
s 1.83e-01 7.03e-02 5.85e-02
y 1.42e-01 4.03e-02 3.49e-02
f -4.08e-02 3.88e-02 4.04e-02
02 02 D SM aa 2 0.290 l -1.81e+00 1.51e-02 9.21e-02
f -1.71e+00 7.33e-03 4.04e-02
i -1.35e+00 1.49e-02 5.75e-02
y -1.27e+00 9.81e-03 3.49e-02
p 1.11e+00 1.39e-01 4.56e-02
w -1.10e+00 4.64e-03 1.39e-02
c -1.05e+00 5.03e-03 1.43e-02
m -1.04e+00 7.52e-03 2.12e-02
v -1.01e+00 2.62e-02 7.21e-02
g -9.35e-01 2.92e-02 7.45e-02
e 7.00e-01 1.37e-01 6.81e-02
d 6.97e-01 1.17e-01 5.82e-02
s 5.07e-01 9.75e-02 5.87e-02
k 5.02e-01 9.67e-02 5.86e-02
q -1.99e-01 3.04e-02 3.70e-02
n 1.14e-01 4.80e-02 4.28e-02
a 7.78e-02 8.82e-02 8.16e-02
t -5.91e-02 5.13e-02 5.44e-02
r 1.56e-02 5.18e-02 5.10e-02
h 1.30e-02 2.33e-02 2.30e-02
03 03 D SM aa 3 0.237 p -6.14e+00 9.79e-05 4.55e-02
v -1.36e+00 1.85e-02 7.21e-02
i -1.31e+00 1.56e-02 5.75e-02
c -1.04e+00 5.05e-03 1.43e-02
l -9.43e-01 3.59e-02 9.22e-02
n 9.02e-01 1.06e-01 4.28e-02
d 8.66e-01 1.38e-01 5.81e-02
m -7.62e-01 9.91e-03 2.12e-02
h 6.75e-01 4.52e-02 2.30e-02
a -5.18e-01 4.86e-02 8.17e-02
g -5.02e-01 4.50e-02 7.45e-02
t 3.46e-01 7.68e-02 5.43e-02
y 3.24e-01 4.83e-02 3.50e-02
r 3.21e-01 7.04e-02 5.10e-02
s 2.78e-01 7.74e-02 5.87e-02
k 2.53e-01 7.54e-02 5.86e-02
q 2.38e-01 4.70e-02 3.71e-02
e 1.82e-01 8.18e-02 6.82e-02
w -1.24e-01 1.23e-02 1.39e-02
f 6.07e-02 4.29e-02 4.04e-02
05 05 D SM aa 5 0.090 g -1.29e+00 2.05e-02 7.45e-02
v 6.07e-01 1.32e-01 7.19e-02
i 5.79e-01 1.02e-01 5.74e-02
t 5.02e-01 8.96e-02 5.42e-02
d -4.58e-01 3.67e-02 5.79e-02
e -3.74e-01 4.70e-02 6.82e-02
a -3.51e-01 5.76e-02 8.18e-02
w 2.96e-01 1.87e-02 1.39e-02
r -2.82e-01 3.86e-02 5.11e-02
m -2.06e-01 1.73e-02 2.13e-02
c 1.98e-01 1.75e-02 1.44e-02
k -1.84e-01 4.89e-02 5.88e-02
q -1.65e-01 3.14e-02 3.71e-02
p -1.46e-01 3.94e-02 4.56e-02
h -1.30e-01 2.02e-02 2.30e-02
f 1.23e-01 4.56e-02 4.04e-02
s 1.20e-01 6.60e-02 5.86e-02
n -4.75e-02 4.09e-02 4.29e-02
l 3.38e-02 9.53e-02 9.21e-02
y -8.80e-03 3.46e-02 3.49e-02
00 00 D SM aa 0 0.053 g -8.17e-01 3.29e-02 7.44e-02
d -6.66e-01 2.99e-02 5.83e-02
c 4.89e-01 2.33e-02 1.43e-02
p -4.81e-01 2.84e-02 4.60e-02
v 4.33e-01 1.11e-01 7.19e-02
n -3.54e-01 3.01e-02 4.29e-02
i 3.37e-01 8.04e-02 5.74e-02
q 3.01e-01 5.01e-02 3.70e-02
h 2.23e-01 2.87e-02 2.30e-02
a -2.07e-01 6.62e-02 8.14e-02
e 1.76e-01 8.12e-02 6.80e-02
s 1.71e-01 7.02e-02 5.92e-02
l -1.53e-01 7.87e-02 9.17e-02
k 1.28e-01 6.68e-02 5.87e-02
f 8.50e-02 4.39e-02 4.03e-02
t -7.28e-02 5.08e-02 5.46e-02
w 7.15e-02 1.48e-02 1.38e-02
y 6.53e-02 3.72e-02 3.49e-02
r 5.70e-02 5.39e-02 5.10e-02
m 2.27e-02 2.17e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.245
08 -0.245 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.009
10 0.009 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.242
12 -0.242 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.356
14 -0.356 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.618
16 -0.618 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.055
18 -0.055 1.000
DATA_CLASS 229
CLASS 229 - weight 2403 normalized weight 0.002 relative strength 1.63e-01 *******
class cross entropy w.r.t. global class 1.41e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
05 05 D SM aa 5 2.422 d -7.46e+00 3.35e-05 5.79e-02
f -6.37e+00 6.89e-05 4.04e-02
c -6.26e+00 2.75e-05 1.44e-02
w -5.84e+00 4.05e-05 1.39e-02
l -5.00e+00 6.23e-04 9.21e-02
t -4.48e+00 6.13e-04 5.42e-02
n -3.94e+00 8.34e-04 4.29e-02
g -3.84e+00 1.60e-03 7.45e-02
i -3.55e+00 1.65e-03 5.74e-02
v -3.16e+00 3.04e-03 7.19e-02
p 2.96e+00 8.77e-01 4.56e-02
m -2.76e+00 1.35e-03 2.13e-02
y -2.69e+00 2.37e-03 3.49e-02
q -1.92e+00 5.46e-03 3.71e-02
e -1.54e+00 1.46e-02 6.82e-02
k -1.50e+00 1.31e-02 5.88e-02
a -1.44e+00 1.94e-02 8.18e-02
h -1.38e+00 5.81e-03 2.30e-02
s -7.37e-01 2.80e-02 5.86e-02
r -7.23e-01 2.48e-02 5.11e-02
06 08 R MNcn psi0 0.934 (-6.84e-01 4.00e-01) 3.76e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.934 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.898 (-5.65e-01 4.00e-01) 3.45e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.898 ( 5.14e+00 4.00e-01) 1.50e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.894 (-4.65e-01 4.00e-01) 3.18e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.894 ( 5.25e+00 4.00e-01) 1.76e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.885 (-5.89e-01 4.00e-01) 3.50e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.885 ( 5.03e+00 4.00e-01) 1.21e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.851 (-4.84e-01 4.00e-01) 3.23e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.851 ( 4.82e+00 4.00e-01) 6.91e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.764 ( 1.39e+00 4.00e-01) 1.46e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.764 ( 3.95e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.528 p -7.69e+00 2.09e-05 4.56e-02
g -6.97e+00 6.97e-05 7.45e-02
n 1.38e+00 1.70e-01 4.28e-02
h 1.25e+00 8.01e-02 2.30e-02
t -1.23e+00 1.59e-02 5.43e-02
f 1.14e+00 1.26e-01 4.04e-02
y 1.03e+00 9.83e-02 3.49e-02
i -9.64e-01 2.19e-02 5.74e-02
d 9.44e-01 1.49e-01 5.80e-02
k -9.18e-01 2.34e-02 5.87e-02
v -9.14e-01 2.89e-02 7.20e-02
e -8.19e-01 3.01e-02 6.82e-02
s -6.97e-01 2.92e-02 5.85e-02
l -6.88e-01 4.63e-02 9.22e-02
c 5.96e-01 2.60e-02 1.43e-02
a -4.92e-01 5.00e-02 8.17e-02
m -2.24e-01 1.70e-02 2.13e-02
r -2.17e-01 4.11e-02 5.11e-02
q -1.85e-01 3.08e-02 3.71e-02
w 1.38e-01 1.60e-02 1.39e-02
00 00 D SM aa 0 0.260 p -1.56e+00 9.71e-03 4.60e-02
g -1.55e+00 1.57e-02 7.44e-02
d -1.31e+00 1.58e-02 5.83e-02
n -1.01e+00 1.56e-02 4.29e-02
s -9.06e-01 2.39e-02 5.92e-02
l 8.84e-01 2.22e-01 9.17e-02
k -8.55e-01 2.50e-02 5.87e-02
f 7.16e-01 8.25e-02 4.03e-02
w 7.12e-01 2.81e-02 1.38e-02
m 6.35e-01 4.01e-02 2.12e-02
q -6.07e-01 2.02e-02 3.70e-02
t -6.03e-01 2.99e-02 5.46e-02
i 5.92e-01 1.04e-01 5.74e-02
r -5.34e-01 2.99e-02 5.10e-02
c 4.38e-01 2.21e-02 1.43e-02
e -4.21e-01 4.47e-02 6.80e-02
h -3.76e-01 1.58e-02 2.30e-02
v 3.53e-01 1.02e-01 7.19e-02
a 3.21e-01 1.12e-01 8.14e-02
y 1.53e-01 4.06e-02 3.49e-02
02 02 D SM aa 2 0.193 p -1.74e+00 8.00e-03 4.56e-02
g -1.48e+00 1.69e-02 7.45e-02
c -1.33e+00 3.78e-03 1.43e-02
k 8.05e-01 1.31e-01 5.86e-02
f -8.03e-01 1.81e-02 4.04e-02
q 7.81e-01 8.09e-02 3.70e-02
e 6.98e-01 1.37e-01 6.81e-02
v -6.81e-01 3.65e-02 7.21e-02
r 6.27e-01 9.54e-02 5.10e-02
y -5.14e-01 2.09e-02 3.49e-02
i -3.36e-01 4.11e-02 5.75e-02
a 3.15e-01 1.12e-01 8.16e-02
d -3.09e-01 4.27e-02 5.82e-02
t -2.99e-01 4.03e-02 5.44e-02
l -2.04e-01 7.51e-02 9.21e-02
n -1.87e-01 3.55e-02 4.28e-02
w -1.62e-01 1.18e-02 1.39e-02
h -1.28e-01 2.02e-02 2.30e-02
s -9.47e-02 5.34e-02 5.87e-02
m -8.75e-02 1.94e-02 2.12e-02
01 01 D SM aa 1 0.149 p -1.47e+00 1.06e-02 4.58e-02
g -1.30e+00 2.04e-02 7.44e-02
d -1.05e+00 2.04e-02 5.82e-02
t -7.54e-01 2.57e-02 5.45e-02
n -7.37e-01 2.05e-02 4.28e-02
r 6.08e-01 9.36e-02 5.09e-02
k 5.97e-01 1.07e-01 5.86e-02
l 5.42e-01 1.58e-01 9.20e-02
f 4.66e-01 6.44e-02 4.04e-02
e -4.55e-01 4.32e-02 6.81e-02
q 2.60e-01 4.80e-02 3.70e-02
a 2.59e-01 1.06e-01 8.15e-02
s -2.49e-01 4.59e-02 5.88e-02
c 2.01e-01 1.75e-02 1.43e-02
w 1.55e-01 1.62e-02 1.38e-02
v -1.48e-01 6.21e-02 7.21e-02
m 1.33e-01 2.42e-02 2.12e-02
y 1.21e-01 3.94e-02 3.49e-02
h -7.97e-02 2.12e-02 2.30e-02
i -1.81e-02 5.65e-02 5.75e-02
03 03 D SM aa 3 0.125 p -2.46e+00 3.88e-03 4.55e-02
g -1.97e+00 1.03e-02 7.45e-02
k 5.97e-01 1.06e-01 5.86e-02
r 5.04e-01 8.44e-02 5.10e-02
q 4.40e-01 5.75e-02 3.71e-02
c -4.30e-01 9.31e-03 1.43e-02
h 3.83e-01 3.38e-02 2.30e-02
s -3.16e-01 4.28e-02 5.87e-02
v -2.84e-01 5.43e-02 7.21e-02
a 2.72e-01 1.07e-01 8.17e-02
i -2.49e-01 4.48e-02 5.75e-02
d -2.45e-01 4.55e-02 5.81e-02
f -2.34e-01 3.20e-02 4.04e-02
e 2.27e-01 8.56e-02 6.82e-02
l 1.57e-01 1.08e-01 9.22e-02
m 1.48e-01 2.46e-02 2.12e-02
w -1.22e-01 1.23e-02 1.39e-02
n 8.52e-02 4.67e-02 4.28e-02
t 2.25e-02 5.56e-02 5.43e-02
y 9.31e-03 3.53e-02 3.50e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.133
08 -0.133 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.144
10 -0.144 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.055
12 -0.055 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.179
14 -0.179 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.005
16 -0.005 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.167
18 -0.167 1.000
DATA_CLASS 230
CLASS 230 - weight 2233 normalized weight 0.001 relative strength 2.10e-04 *******
class cross entropy w.r.t. global class 1.04e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
04 04 D SM aa 4 2.062 v -7.28e+00 4.95e-05 7.20e-02
i -7.23e+00 4.16e-05 5.74e-02
p -6.57e+00 6.37e-05 4.56e-02
w -4.74e+00 1.21e-04 1.39e-02
m -4.59e+00 2.16e-04 2.13e-02
l -3.27e+00 3.51e-03 9.22e-02
t -3.06e+00 2.55e-03 5.43e-02
q -2.66e+00 2.59e-03 3.71e-02
g 2.49e+00 9.01e-01 7.45e-02
n -2.22e+00 4.64e-03 4.28e-02
k -2.11e+00 7.10e-03 5.87e-02
y -2.11e+00 4.25e-03 3.49e-02
d -2.09e+00 7.16e-03 5.80e-02
a -1.88e+00 1.24e-02 8.17e-02
e -1.84e+00 1.08e-02 6.82e-02
f -1.70e+00 7.41e-03 4.04e-02
h -1.67e+00 4.32e-03 2.30e-02
s -1.37e+00 1.49e-02 5.85e-02
r -1.36e+00 1.31e-02 5.11e-02
c -1.33e+00 3.80e-03 1.43e-02
10 16 R MNcn psi4 1.722 ( 3.27e+00 4.04e-01) 6.07e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.722 ( 2.49e+00 1.05e+00) 1.96e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.884 (-3.50e-01 4.00e-01) 2.93e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.884 ( 4.90e+00 4.00e-01) 8.96e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.866 ( 2.47e+00 4.00e-01) 4.14e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.866 ( 4.51e+00 5.68e-01) 6.25e-02 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.201 ( 1.62e+00 1.36e+00) 5.95e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.201 ( 4.52e+00 5.60e-01) 4.66e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.197 ( 1.42e+00 1.41e+00) 4.31e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.197 ( 4.63e+00 5.27e-01) 1.58e-01 ( 4.54e+00 1.01e+00)
07 09 R MNcn phi1 0.170 ( 4.60e+00 5.13e-01) 1.17e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.170 ( 9.55e-01 1.37e+00) 1.01e-01 ( 8.17e-01 1.53e+00)
05 05 D SM aa 5 0.101 g -9.82e-01 2.79e-02 7.45e-02
p 8.84e-01 1.10e-01 4.56e-02
t 6.56e-01 1.05e-01 5.42e-02
q -5.31e-01 2.18e-02 3.71e-02
y 5.04e-01 5.78e-02 3.49e-02
a -4.48e-01 5.23e-02 8.18e-02
l -4.23e-01 6.04e-02 9.21e-02
f 3.31e-01 5.62e-02 4.04e-02
s 2.39e-01 7.44e-02 5.86e-02
k -1.84e-01 4.89e-02 5.88e-02
r -1.75e-01 4.29e-02 5.11e-02
c -1.74e-01 1.21e-02 1.44e-02
w 1.33e-01 1.59e-02 1.39e-02
m -1.25e-01 1.88e-02 2.13e-02
e -1.23e-01 6.03e-02 6.82e-02
i -1.14e-01 5.12e-02 5.74e-02
v -1.04e-01 6.48e-02 7.19e-02
d -6.31e-02 5.44e-02 5.79e-02
h -1.53e-02 2.27e-02 2.30e-02
n -1.09e-02 4.24e-02 4.29e-02
01 01 D SM aa 1 0.069 p -2.38e+00 4.23e-03 4.58e-02
i -5.04e-01 3.47e-02 5.75e-02
c 4.57e-01 2.26e-02 1.43e-02
h 4.15e-01 3.48e-02 2.30e-02
v -3.84e-01 4.91e-02 7.21e-02
n 3.70e-01 6.20e-02 4.28e-02
f 3.60e-01 5.79e-02 4.04e-02
g -3.56e-01 5.21e-02 7.44e-02
y 3.49e-01 4.95e-02 3.49e-02
s 3.25e-01 8.14e-02 5.88e-02
q 2.36e-01 4.69e-02 3.70e-02
w 2.05e-01 1.70e-02 1.38e-02
d 1.88e-01 7.02e-02 5.82e-02
l -1.68e-01 7.77e-02 9.20e-02
a -1.57e-01 6.97e-02 8.15e-02
e 1.45e-01 7.87e-02 6.81e-02
t 9.81e-02 6.01e-02 5.45e-02
k 3.37e-02 6.06e-02 5.86e-02
m -3.29e-02 2.05e-02 2.12e-02
r -1.56e-02 5.02e-02 5.09e-02
02 02 D SM aa 2 0.051 g -6.87e-01 3.75e-02 7.45e-02
p 5.83e-01 8.18e-02 4.56e-02
f 5.36e-01 6.90e-02 4.04e-02
e -5.01e-01 4.13e-02 6.81e-02
y 3.68e-01 5.05e-02 3.49e-02
w 3.57e-01 1.98e-02 1.39e-02
c -3.52e-01 1.01e-02 1.43e-02
l -2.83e-01 6.94e-02 9.21e-02
h 2.32e-01 2.90e-02 2.30e-02
r 1.90e-01 6.16e-02 5.10e-02
s 1.75e-01 6.99e-02 5.87e-02
t -1.52e-01 4.68e-02 5.44e-02
n -1.35e-01 3.74e-02 4.28e-02
i -1.30e-01 5.05e-02 5.75e-02
a -1.26e-01 7.20e-02 8.16e-02
d 1.13e-01 6.51e-02 5.82e-02
q 1.04e-01 4.11e-02 3.70e-02
m -7.08e-02 1.98e-02 2.12e-02
k -5.80e-02 5.53e-02 5.86e-02
v 1.86e-03 7.22e-02 7.21e-02
00 00 D SM aa 0 0.047 g -8.54e-01 3.17e-02 7.44e-02
v -6.45e-01 3.77e-02 7.19e-02
i -5.71e-01 3.25e-02 5.74e-02
h 3.23e-01 3.17e-02 2.30e-02
s 2.90e-01 7.91e-02 5.92e-02
p 2.59e-01 5.96e-02 4.60e-02
k 2.58e-01 7.61e-02 5.87e-02
w -2.53e-01 1.07e-02 1.38e-02
y -2.51e-01 2.71e-02 3.49e-02
m 2.10e-01 2.62e-02 2.12e-02
r 1.90e-01 6.16e-02 5.10e-02
d 1.85e-01 7.01e-02 5.83e-02
q 1.82e-01 4.44e-02 3.70e-02
t 1.58e-01 6.39e-02 5.46e-02
a 1.38e-01 9.35e-02 8.14e-02
l -7.25e-02 8.53e-02 9.17e-02
n -7.07e-02 4.00e-02 4.29e-02
e 5.46e-02 7.19e-02 6.80e-02
c 5.21e-02 1.50e-02 1.43e-02
f 3.96e-02 4.19e-02 4.03e-02
03 03 D SM aa 3 0.035 m -5.91e-01 1.18e-02 2.12e-02
s 4.59e-01 9.28e-02 5.87e-02
v -4.07e-01 4.80e-02 7.21e-02
l -3.78e-01 6.31e-02 9.22e-02
p 3.53e-01 6.48e-02 4.55e-02
t 3.50e-01 7.71e-02 5.43e-02
g -3.36e-01 5.32e-02 7.45e-02
i -2.47e-01 4.49e-02 5.75e-02
n 2.18e-01 5.33e-02 4.28e-02
h -1.27e-01 2.03e-02 2.30e-02
q 1.17e-01 4.17e-02 3.71e-02
w 7.14e-02 1.49e-02 1.39e-02
k 6.23e-02 6.23e-02 5.86e-02
y 5.43e-02 3.69e-02 3.50e-02
a 2.03e-02 8.33e-02 8.17e-02
d -1.94e-02 5.70e-02 5.81e-02
f 1.78e-02 4.11e-02 4.04e-02
r 1.25e-02 5.17e-02 5.10e-02
e -1.15e-02 6.74e-02 6.82e-02
c 2.52e-03 1.43e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.514
08 -0.514 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.355
10 -0.355 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.250
12 -0.250 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.229
14 -0.229 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.124
16 -0.124 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.211
18 -0.211 1.000
DATA_CLASS 231
CLASS 231 - weight 2229 normalized weight 0.001 relative strength 2.00e-02 *******
class cross entropy w.r.t. global class 1.68e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.434 ( 1.29e+00 4.12e-01) 7.91e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.434 ( 3.43e+00 6.27e-01) 4.16e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.714 v -7.74e+00 3.13e-05 7.21e-02
p -7.62e+00 2.24e-05 4.58e-02
i -5.16e+00 3.32e-04 5.75e-02
g 2.38e+00 8.05e-01 7.44e-02
f -2.33e+00 3.94e-03 4.04e-02
l -2.26e+00 9.57e-03 9.20e-02
m -2.13e+00 2.51e-03 2.12e-02
w -2.03e+00 1.82e-03 1.38e-02
k -2.02e+00 7.80e-03 5.86e-02
r -1.94e+00 7.33e-03 5.09e-02
t -1.93e+00 7.88e-03 5.45e-02
h -1.89e+00 3.47e-03 2.30e-02
y -1.81e+00 5.71e-03 3.49e-02
e -1.76e+00 1.18e-02 6.81e-02
n -1.75e+00 7.47e-03 4.28e-02
q -1.64e+00 7.16e-03 3.70e-02
d -1.11e+00 1.91e-02 5.82e-02
a -1.03e+00 2.90e-02 8.15e-02
c -1.36e-01 1.25e-02 1.43e-02
s -3.01e-02 5.71e-02 5.88e-02
09 14 R MNcn psi3 0.936 (-5.48e-01 4.00e-01) 3.39e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.936 ( 5.12e+00 4.00e-01) 1.45e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.924 (-6.20e-01 4.00e-01) 3.57e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.924 ( 5.12e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.918 (-5.04e-01 4.00e-01) 3.29e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.918 ( 5.16e+00 4.00e-01) 1.54e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.912 (-6.16e-01 4.00e-01) 3.56e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.912 ( 5.12e+00 4.00e-01) 1.43e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.260 ( 1.36e+00 1.53e+00) 3.54e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.260 ( 4.38e+00 4.96e-01) 3.20e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.128 d -1.30e+00 1.58e-02 5.80e-02
a 8.21e-01 1.86e-01 8.17e-02
g 7.25e-01 1.54e-01 7.45e-02
c -7.10e-01 7.06e-03 1.43e-02
t -4.53e-01 3.45e-02 5.43e-02
n -4.15e-01 2.83e-02 4.28e-02
i -3.59e-01 4.01e-02 5.74e-02
m -3.20e-01 1.54e-02 2.13e-02
l -3.07e-01 6.78e-02 9.22e-02
v -2.93e-01 5.37e-02 7.20e-02
p -2.89e-01 3.41e-02 4.56e-02
q -2.57e-01 2.87e-02 3.71e-02
e -2.30e-01 5.42e-02 6.82e-02
h -2.20e-01 1.85e-02 2.30e-02
r 1.76e-01 6.09e-02 5.11e-02
w 1.48e-01 1.61e-02 1.39e-02
k -1.40e-01 5.10e-02 5.87e-02
s 2.60e-02 6.01e-02 5.85e-02
f -1.73e-02 3.97e-02 4.04e-02
y -1.07e-02 3.46e-02 3.49e-02
03 03 D SM aa 3 0.092 c -9.69e-01 5.43e-03 1.43e-02
p -8.32e-01 1.98e-02 4.55e-02
i -8.10e-01 2.56e-02 5.75e-02
v -7.08e-01 3.55e-02 7.21e-02
g 5.82e-01 1.33e-01 7.45e-02
e 5.32e-01 1.16e-01 6.82e-02
l -4.63e-01 5.80e-02 9.22e-02
r -3.82e-01 3.48e-02 5.10e-02
a 3.36e-01 1.14e-01 8.17e-02
d 3.24e-01 8.04e-02 5.81e-02
f -3.04e-01 2.98e-02 4.04e-02
m 2.94e-01 2.85e-02 2.12e-02
w -2.90e-01 1.04e-02 1.39e-02
y -1.35e-01 3.05e-02 3.50e-02
q 5.85e-02 3.93e-02 3.71e-02
t 5.18e-02 5.72e-02 5.43e-02
k -3.32e-02 5.67e-02 5.86e-02
s -2.61e-02 5.72e-02 5.87e-02
h 2.39e-02 2.36e-02 2.30e-02
n 1.86e-02 4.36e-02 4.28e-02
05 05 D SM aa 5 0.041 p -1.08e+00 1.55e-02 4.56e-02
a 4.39e-01 1.27e-01 8.18e-02
h -3.80e-01 1.58e-02 2.30e-02
n -3.64e-01 2.98e-02 4.29e-02
d -3.12e-01 4.24e-02 5.79e-02
g -2.99e-01 5.53e-02 7.45e-02
m 2.66e-01 2.78e-02 2.13e-02
f 2.53e-01 5.19e-02 4.04e-02
y 2.52e-01 4.50e-02 3.49e-02
c 1.86e-01 1.73e-02 1.44e-02
l 1.80e-01 1.10e-01 9.21e-02
k -1.71e-01 4.96e-02 5.88e-02
q 1.34e-01 4.24e-02 3.71e-02
s -1.33e-01 5.13e-02 5.86e-02
i 1.21e-01 6.47e-02 5.74e-02
t -8.11e-02 5.00e-02 5.42e-02
r -3.90e-02 4.92e-02 5.11e-02
w 2.90e-02 1.43e-02 1.39e-02
v 8.00e-03 7.25e-02 7.19e-02
e 1.24e-03 6.83e-02 6.82e-02
02 02 D SM aa 2 0.037 p 4.89e-01 7.44e-02 4.56e-02
e 4.56e-01 1.07e-01 6.81e-02
v -3.56e-01 5.05e-02 7.21e-02
f -3.20e-01 2.93e-02 4.04e-02
l -3.11e-01 6.75e-02 9.21e-02
d 3.04e-01 7.89e-02 5.82e-02
h -2.48e-01 1.80e-02 2.30e-02
n -2.45e-01 3.35e-02 4.28e-02
g -2.36e-01 5.88e-02 7.45e-02
r -2.26e-01 4.07e-02 5.10e-02
c 1.90e-01 1.73e-02 1.43e-02
i -1.90e-01 4.76e-02 5.75e-02
s 1.78e-01 7.02e-02 5.87e-02
a 1.23e-01 9.23e-02 8.16e-02
k -7.81e-02 5.42e-02 5.86e-02
m 7.47e-02 2.29e-02 2.12e-02
w -5.46e-02 1.31e-02 1.39e-02
t -2.98e-02 5.28e-02 5.44e-02
y -2.73e-02 3.40e-02 3.49e-02
q -1.07e-02 3.66e-02 3.70e-02
00 00 D SM aa 0 0.033 h 5.88e-01 4.14e-02 2.30e-02
d -5.61e-01 3.32e-02 5.83e-02
n -4.83e-01 2.65e-02 4.29e-02
f 3.54e-01 5.74e-02 4.03e-02
y 3.38e-01 4.89e-02 3.49e-02
m 2.92e-01 2.84e-02 2.12e-02
g -2.69e-01 5.69e-02 7.44e-02
p -2.59e-01 3.55e-02 4.60e-02
w 2.36e-01 1.75e-02 1.38e-02
e -2.13e-01 5.50e-02 6.80e-02
a -1.94e-01 6.71e-02 8.14e-02
l 1.82e-01 1.10e-01 9.17e-02
q -1.50e-01 3.19e-02 3.70e-02
i 1.29e-01 6.54e-02 5.74e-02
t 1.19e-01 6.15e-02 5.46e-02
s 1.13e-01 6.62e-02 5.92e-02
c 9.16e-02 1.57e-02 1.43e-02
v -6.80e-02 6.72e-02 7.19e-02
k 5.85e-02 6.23e-02 5.87e-02
r 2.49e-02 5.22e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.590
08 -0.590 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.819
10 -0.819 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.397
12 -0.397 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.456
14 -0.456 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.225
16 -0.225 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.316
18 -0.316 1.000
DATA_CLASS 232
CLASS 232 - weight 2172 normalized weight 0.001 relative strength 1.97e-03 *******
class cross entropy w.r.t. global class 1.29e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
03 03 D SM aa 3 2.266 i -7.70e+00 2.61e-05 5.75e-02
l -7.60e+00 4.62e-05 9.22e-02
p -7.47e+00 2.59e-05 4.55e-02
v -6.91e+00 7.18e-05 7.21e-02
q -5.93e+00 9.88e-05 3.71e-02
c -5.73e+00 4.64e-05 1.43e-02
m -4.59e+00 2.16e-04 2.12e-02
t -4.57e+00 5.62e-04 5.43e-02
y -3.75e+00 8.20e-04 3.50e-02
k -3.30e+00 2.16e-03 5.86e-02
e -3.16e+00 2.89e-03 6.82e-02
r -3.04e+00 2.43e-03 5.10e-02
g 2.54e+00 9.42e-01 7.45e-02
w -2.33e+00 1.35e-03 1.39e-02
f -2.08e+00 5.03e-03 4.04e-02
a -1.94e+00 1.18e-02 8.17e-02
n -1.88e+00 6.54e-03 4.28e-02
s -1.85e+00 9.23e-03 5.87e-02
d -1.84e+00 9.26e-03 5.81e-02
h -1.36e+00 5.93e-03 2.30e-02
09 14 R MNcn psi3 1.484 ( 3.29e+00 4.00e-01) 6.18e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.484 ( 2.81e+00 9.67e-01) 1.79e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.864 ( 2.59e+00 4.00e-01) 4.44e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.864 ( 4.48e+00 6.49e-01) 9.50e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.859 ( 2.45e+00 4.00e-01) 4.10e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.859 ( 4.36e+00 5.37e-01) 3.37e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.850 ( 2.42e+00 4.00e-01) 4.02e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.850 ( 4.37e+00 5.29e-01) 3.21e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.816 ( 2.56e+00 4.15e-01) 4.21e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.816 ( 4.28e+00 6.57e-01) 4.02e-01 ( 4.54e+00 1.01e+00)
06 07 R MNcn phi0 0.209 ( 4.59e+00 4.54e-01) 9.79e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.209 ( 1.06e+00 1.43e+00) 1.64e-01 ( 8.22e-01 1.53e+00)
05 05 D SM aa 5 0.177 y 1.11e+00 1.06e-01 3.49e-02
e -1.09e+00 2.29e-02 6.82e-02
k -9.46e-01 2.28e-02 5.88e-02
d -8.90e-01 2.38e-02 5.79e-02
g -8.21e-01 3.28e-02 7.45e-02
w 6.61e-01 2.69e-02 1.39e-02
v 6.06e-01 1.32e-01 7.19e-02
i 5.93e-01 1.04e-01 5.74e-02
q -5.75e-01 2.09e-02 3.71e-02
n -5.12e-01 2.57e-02 4.29e-02
f 4.99e-01 6.64e-02 4.04e-02
r -4.63e-01 3.22e-02 5.11e-02
c 4.21e-01 2.19e-02 1.44e-02
a -3.64e-01 5.68e-02 8.18e-02
l 2.17e-01 1.14e-01 9.21e-02
m -1.46e-01 1.84e-02 2.13e-02
p -1.07e-01 4.10e-02 4.56e-02
s -6.70e-02 5.48e-02 5.86e-02
h 7.93e-03 2.32e-02 2.30e-02
t -7.17e-03 5.39e-02 5.42e-02
02 02 D SM aa 2 0.147 l -1.41e+00 2.24e-02 9.21e-02
p 1.09e+00 1.36e-01 4.56e-02
v -7.68e-01 3.35e-02 7.21e-02
m -6.22e-01 1.14e-02 2.12e-02
i -6.09e-01 3.13e-02 5.75e-02
s 5.95e-01 1.06e-01 5.87e-02
f -5.34e-01 2.37e-02 4.04e-02
y -3.07e-01 2.57e-02 3.49e-02
t 2.25e-01 6.81e-02 5.44e-02
e 2.14e-01 8.44e-02 6.81e-02
g -1.77e-01 6.24e-02 7.45e-02
w -1.66e-01 1.18e-02 1.39e-02
k 1.61e-01 6.88e-02 5.86e-02
d -1.14e-01 5.19e-02 5.82e-02
a 1.02e-01 9.03e-02 8.16e-02
r 8.20e-02 5.53e-02 5.10e-02
q 6.96e-02 3.97e-02 3.70e-02
c -6.43e-02 1.34e-02 1.43e-02
h -5.21e-02 2.18e-02 2.30e-02
n -3.71e-02 4.13e-02 4.28e-02
04 04 D SM aa 4 0.092 g -1.22e+00 2.20e-02 7.45e-02
t 7.95e-01 1.20e-01 5.43e-02
l -5.79e-01 5.17e-02 9.22e-02
q -4.79e-01 2.30e-02 3.71e-02
w 4.54e-01 2.19e-02 1.39e-02
s 3.78e-01 8.55e-02 5.85e-02
a -3.47e-01 5.78e-02 8.17e-02
p 3.19e-01 6.27e-02 4.56e-02
y 3.06e-01 4.75e-02 3.49e-02
d -2.96e-01 4.32e-02 5.80e-02
m -2.70e-01 1.62e-02 2.13e-02
f 2.23e-01 5.04e-02 4.04e-02
h -2.19e-01 1.85e-02 2.30e-02
v 2.15e-01 8.93e-02 7.20e-02
r -1.05e-01 4.60e-02 5.11e-02
e 5.69e-02 7.22e-02 6.82e-02
n -5.30e-02 4.06e-02 4.28e-02
k 1.41e-02 5.95e-02 5.87e-02
c 1.03e-02 1.45e-02 1.43e-02
i 1.52e-03 5.75e-02 5.74e-02
01 01 D SM aa 1 0.046 d -9.50e-01 2.25e-02 5.82e-02
c 7.17e-01 2.93e-02 1.43e-02
n -6.11e-01 2.32e-02 4.28e-02
w 4.88e-01 2.25e-02 1.38e-02
l -4.26e-01 6.01e-02 9.20e-02
f 3.21e-01 5.57e-02 4.04e-02
y 3.15e-01 4.79e-02 3.49e-02
r 2.28e-01 6.40e-02 5.09e-02
h 2.07e-01 2.83e-02 2.30e-02
p 1.88e-01 5.53e-02 4.58e-02
a 1.76e-01 9.72e-02 8.15e-02
s -1.71e-01 4.96e-02 5.88e-02
k 1.42e-01 6.75e-02 5.86e-02
e -1.24e-01 6.01e-02 6.81e-02
i -9.97e-02 5.21e-02 5.75e-02
v 8.69e-02 7.86e-02 7.21e-02
g -7.30e-02 6.92e-02 7.44e-02
q 5.64e-02 3.92e-02 3.70e-02
t 4.28e-02 5.69e-02 5.45e-02
m -1.76e-02 2.08e-02 2.12e-02
00 00 D SM aa 0 0.028 g -5.24e-01 4.40e-02 7.44e-02
p 4.66e-01 7.32e-02 4.60e-02
c -4.30e-01 9.29e-03 1.43e-02
h -4.15e-01 1.52e-02 2.30e-02
y -3.57e-01 2.44e-02 3.49e-02
a -2.82e-01 6.14e-02 8.14e-02
w -2.80e-01 1.04e-02 1.38e-02
l 2.05e-01 1.13e-01 9.17e-02
f 1.90e-01 4.87e-02 4.03e-02
t 1.87e-01 6.58e-02 5.46e-02
e -1.65e-01 5.77e-02 6.80e-02
i 1.59e-01 6.73e-02 5.74e-02
n 1.23e-01 4.85e-02 4.29e-02
v 6.44e-02 7.67e-02 7.19e-02
m -4.02e-02 2.04e-02 2.12e-02
s -2.00e-02 5.80e-02 5.92e-02
q 1.31e-02 3.75e-02 3.70e-02
d 1.25e-02 5.90e-02 5.83e-02
r -7.84e-03 5.06e-02 5.10e-02
k 7.10e-03 5.92e-02 5.87e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.101
08 -0.101 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.258
10 -0.258 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.133
12 -0.133 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.097
14 -0.097 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.225
16 -0.225 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.193
18 -0.193 1.000
DATA_CLASS 233
CLASS 233 - weight 2154 normalized weight 0.001 relative strength 2.47e-03 *******
class cross entropy w.r.t. global class 1.16e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
03 03 D SM aa 3 1.566 w -3.12e+00 6.13e-04 1.39e-02
t -2.82e+00 3.22e-03 5.43e-02
p 2.72e+00 6.89e-01 4.55e-02
d -2.51e+00 4.71e-03 5.81e-02
q -1.98e+00 5.14e-03 3.71e-02
g -1.87e+00 1.14e-02 7.45e-02
n -1.55e+00 9.08e-03 4.28e-02
h -1.44e+00 5.43e-03 2.30e-02
e -1.25e+00 1.95e-02 6.82e-02
v -1.13e+00 2.32e-02 7.21e-02
f -1.05e+00 1.42e-02 4.04e-02
s -1.00e-00 2.16e-02 5.87e-02
i -9.77e-01 2.17e-02 5.75e-02
y -9.26e-01 1.38e-02 3.50e-02
k -9.15e-01 2.35e-02 5.86e-02
r -7.77e-01 2.35e-02 5.10e-02
l -7.37e-01 4.41e-02 9.22e-02
m -6.92e-01 1.06e-02 2.12e-02
a -5.50e-01 4.71e-02 8.17e-02
c -5.37e-01 8.36e-03 1.43e-02
09 14 R MNcn psi3 1.221 ( 2.54e+00 4.00e-01) 4.32e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.221 ( 5.09e+00 4.00e-01) 1.36e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.935 ( 2.35e+00 4.04e-01) 3.80e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.935 ( 4.69e+00 5.01e-01) 2.92e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.871 (-4.50e-01 4.00e-01) 3.15e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.871 ( 4.81e+00 4.00e-01) 6.56e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.775 ( 2.49e+00 4.61e-01) 3.64e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.775 ( 4.18e+00 5.93e-01) 6.08e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.761 ( 2.37e+00 4.91e-01) 3.15e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.761 ( 4.51e+00 5.26e-01) 6.06e-02 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.213 ( 1.53e+00 1.35e+00) 5.22e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.213 ( 4.53e+00 5.20e-01) 2.42e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.171 g -2.19e+00 8.35e-03 7.45e-02
p 1.16e+00 1.45e-01 4.56e-02
d -1.05e+00 2.04e-02 5.82e-02
y -6.26e-01 1.87e-02 3.49e-02
w -6.00e-01 7.61e-03 1.39e-02
s -5.77e-01 3.30e-02 5.87e-02
k 4.99e-01 9.65e-02 5.86e-02
m 4.34e-01 3.27e-02 2.12e-02
n -3.79e-01 2.93e-02 4.28e-02
h -3.35e-01 1.65e-02 2.30e-02
e -2.88e-01 5.11e-02 6.81e-02
l 2.53e-01 1.19e-01 9.21e-02
f -2.31e-01 3.21e-02 4.04e-02
c -1.99e-01 1.17e-02 1.43e-02
i 1.86e-01 6.93e-02 5.75e-02
q 1.55e-01 4.32e-02 3.70e-02
t 1.50e-01 6.32e-02 5.44e-02
a -3.90e-02 7.85e-02 8.16e-02
r 2.58e-02 5.23e-02 5.10e-02
v -4.34e-03 7.18e-02 7.21e-02
05 05 D SM aa 5 0.100 p -2.25e+00 4.79e-03 4.56e-02
g -6.35e-01 3.95e-02 7.45e-02
n 5.69e-01 7.57e-02 4.29e-02
s 5.47e-01 1.01e-01 5.86e-02
h 4.92e-01 3.77e-02 2.30e-02
y 4.61e-01 5.54e-02 3.49e-02
l -4.39e-01 5.94e-02 9.21e-02
m -4.17e-01 1.40e-02 2.13e-02
d 3.44e-01 8.17e-02 5.79e-02
a -3.44e-01 5.80e-02 8.18e-02
t 3.15e-01 7.43e-02 5.42e-02
r -3.10e-01 3.75e-02 5.11e-02
i -3.02e-01 4.24e-02 5.74e-02
f 2.16e-01 5.01e-02 4.04e-02
v 2.10e-01 8.87e-02 7.19e-02
k -1.97e-01 4.83e-02 5.88e-02
w -1.24e-01 1.23e-02 1.39e-02
q 3.74e-02 3.85e-02 3.71e-02
e -3.60e-02 6.58e-02 6.82e-02
c 3.18e-02 1.48e-02 1.44e-02
04 04 D SM aa 4 0.077 h -9.93e-01 8.53e-03 2.30e-02
g -9.14e-01 2.99e-02 7.45e-02
y -7.41e-01 1.67e-02 3.49e-02
f -7.08e-01 1.99e-02 4.04e-02
p 6.30e-01 8.56e-02 4.56e-02
k 4.84e-01 9.52e-02 5.87e-02
n -4.21e-01 2.81e-02 4.28e-02
t 3.86e-01 7.99e-02 5.43e-02
v -3.26e-01 5.19e-02 7.20e-02
w -3.00e-01 1.03e-02 1.39e-02
m -2.67e-01 1.63e-02 2.13e-02
e 2.60e-01 8.85e-02 6.82e-02
s 1.61e-01 6.87e-02 5.85e-02
q 1.56e-01 4.33e-02 3.71e-02
c -1.44e-01 1.24e-02 1.43e-02
l -1.10e-01 8.26e-02 9.22e-02
d 9.63e-02 6.39e-02 5.80e-02
a 9.61e-02 9.00e-02 8.17e-02
i -9.55e-02 5.22e-02 5.74e-02
r 9.41e-02 5.61e-02 5.11e-02
01 01 D SM aa 1 0.056 g -8.39e-01 3.22e-02 7.44e-02
p 7.47e-01 9.67e-02 4.58e-02
c -6.05e-01 7.82e-03 1.43e-02
y 4.19e-01 5.31e-02 3.49e-02
a -4.13e-01 5.39e-02 8.15e-02
e 2.40e-01 8.65e-02 6.81e-02
q 2.22e-01 4.63e-02 3.70e-02
m -2.19e-01 1.70e-02 2.12e-02
h -2.16e-01 1.85e-02 2.30e-02
t 1.69e-01 6.45e-02 5.45e-02
i 1.55e-01 6.72e-02 5.75e-02
d -1.52e-01 5.00e-02 5.82e-02
w -1.52e-01 1.19e-02 1.38e-02
l -1.23e-01 8.13e-02 9.20e-02
s -1.21e-01 5.21e-02 5.88e-02
f 1.09e-01 4.51e-02 4.04e-02
n 9.59e-02 4.71e-02 4.28e-02
v -8.88e-02 6.59e-02 7.21e-02
r -6.31e-02 4.78e-02 5.09e-02
k -6.31e-02 5.50e-02 5.86e-02
00 00 D SM aa 0 0.038 w 6.73e-01 2.70e-02 1.38e-02
p 4.70e-01 7.35e-02 4.60e-02
g -4.61e-01 4.69e-02 7.44e-02
f 4.21e-01 6.14e-02 4.03e-02
k -3.66e-01 4.07e-02 5.87e-02
y 3.52e-01 4.96e-02 3.49e-02
q -3.25e-01 2.68e-02 3.70e-02
n 3.23e-01 5.92e-02 4.29e-02
r -3.02e-01 3.77e-02 5.10e-02
s -2.48e-01 4.62e-02 5.92e-02
c -1.63e-01 1.21e-02 1.43e-02
v 1.36e-01 8.24e-02 7.19e-02
t -1.19e-01 4.85e-02 5.46e-02
a -1.15e-01 7.26e-02 8.14e-02
m -1.12e-01 1.90e-02 2.12e-02
l 6.66e-02 9.80e-02 9.17e-02
d -6.12e-02 5.48e-02 5.83e-02
e -5.02e-02 6.47e-02 6.80e-02
h -3.30e-02 2.22e-02 2.30e-02
i -1.37e-02 5.67e-02 5.74e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.266
08 -0.266 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 0.135
10 0.135 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.360
12 0.360 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.071
14 -0.071 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.394
16 -0.394 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.306
18 -0.306 1.000
DATA_CLASS 234
CLASS 234 - weight 2127 normalized weight 0.001 relative strength 2.72e-05 *******
class cross entropy w.r.t. global class 1.03e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 2.295 ( 3.42e+00 4.66e-01) 5.60e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 2.295 ( 1.93e+00 8.13e-01) 3.21e+00 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 2.190 p -6.92e+00 4.49e-05 4.56e-02
w -5.75e+00 4.44e-05 1.39e-02
c -5.18e+00 8.09e-05 1.44e-02
v -4.38e+00 9.02e-04 7.19e-02
i -4.23e+00 8.33e-04 5.74e-02
l -3.62e+00 2.46e-03 9.21e-02
q -3.28e+00 1.39e-03 3.71e-02
m -3.09e+00 9.72e-04 2.13e-02
y -3.05e+00 1.66e-03 3.49e-02
t -3.05e+00 2.58e-03 5.42e-02
e -2.84e+00 4.00e-03 6.82e-02
g 2.52e+00 9.30e-01 7.45e-02
r -2.42e+00 4.54e-03 5.11e-02
n -2.32e+00 4.22e-03 4.29e-02
a -2.29e+00 8.31e-03 8.18e-02
f -2.28e+00 4.13e-03 4.04e-02
h -2.09e+00 2.85e-03 2.30e-02
k -2.09e+00 7.30e-03 5.88e-02
d -1.63e+00 1.14e-02 5.79e-02
s -1.55e+00 1.24e-02 5.86e-02
09 14 R MNcn psi3 0.782 ( 2.65e+00 5.11e-01) 3.61e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.782 ( 3.94e+00 1.17e+00) 5.13e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.255 ( 1.94e+00 1.23e+00) 9.21e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.255 ( 4.41e+00 6.00e-01) 2.28e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.242 ( 1.56e+00 1.29e+00) 5.72e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.242 ( 4.58e+00 4.98e-01) 8.15e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.202 ( 1.35e+00 1.45e+00) 3.70e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.202 ( 4.62e+00 5.02e-01) 1.57e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.144 ( 1.33e+00 1.44e+00) 3.57e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.144 ( 4.41e+00 5.87e-01) 2.27e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.140 g 1.08e+00 2.19e-01 7.45e-02
l -7.93e-01 4.17e-02 9.22e-02
m -5.92e-01 1.17e-02 2.12e-02
e -5.73e-01 3.85e-02 6.82e-02
w 5.58e-01 2.43e-02 1.39e-02
d -4.52e-01 3.70e-02 5.81e-02
i -4.32e-01 3.73e-02 5.75e-02
n -3.55e-01 3.00e-02 4.28e-02
y 2.82e-01 4.64e-02 3.50e-02
p 2.74e-01 5.99e-02 4.55e-02
k -1.97e-01 4.81e-02 5.86e-02
v -1.42e-01 6.25e-02 7.21e-02
q -1.40e-01 3.22e-02 3.71e-02
r -1.31e-01 4.48e-02 5.10e-02
c -1.18e-01 1.27e-02 1.43e-02
a -1.17e-01 7.26e-02 8.17e-02
s 9.18e-02 6.43e-02 5.87e-02
f 9.15e-02 4.43e-02 4.04e-02
h -7.05e-02 2.14e-02 2.30e-02
t -5.83e-02 5.13e-02 5.43e-02
04 04 D SM aa 4 0.062 p 8.49e-01 1.07e-01 4.56e-02
s 5.54e-01 1.02e-01 5.85e-02
l -4.48e-01 5.89e-02 9.22e-02
g -4.26e-01 4.87e-02 7.45e-02
c 3.48e-01 2.03e-02 1.43e-02
n -2.62e-01 3.30e-02 4.28e-02
q -2.15e-01 2.99e-02 3.71e-02
i -2.06e-01 4.67e-02 5.74e-02
v -1.74e-01 6.05e-02 7.20e-02
a -1.40e-01 7.11e-02 8.17e-02
w -1.32e-01 1.22e-02 1.39e-02
r 1.19e-01 5.75e-02 5.11e-02
m -1.04e-01 1.92e-02 2.13e-02
f -9.99e-02 3.65e-02 4.04e-02
d -8.78e-02 5.32e-02 5.80e-02
e 8.16e-02 7.40e-02 6.82e-02
y -7.88e-02 3.23e-02 3.49e-02
h -6.70e-02 2.15e-02 2.30e-02
t 5.88e-02 5.75e-02 5.43e-02
k -2.36e-03 5.85e-02 5.87e-02
01 01 D SM aa 1 0.043 e -7.32e-01 3.28e-02 6.81e-02
g -6.03e-01 4.07e-02 7.44e-02
p 4.64e-01 7.29e-02 4.58e-02
s 4.63e-01 9.35e-02 5.88e-02
r -3.32e-01 3.65e-02 5.09e-02
t 2.02e-01 6.67e-02 5.45e-02
n 1.95e-01 5.20e-02 4.28e-02
k -1.78e-01 4.90e-02 5.86e-02
w -1.37e-01 1.21e-02 1.38e-02
f 1.30e-01 4.60e-02 4.04e-02
i 1.09e-01 6.42e-02 5.75e-02
m 9.91e-02 2.34e-02 2.12e-02
y 9.60e-02 3.84e-02 3.49e-02
v 8.24e-02 7.82e-02 7.21e-02
l -7.99e-02 8.49e-02 9.20e-02
q -7.91e-02 3.42e-02 3.70e-02
h 4.89e-02 2.41e-02 2.30e-02
a -3.21e-02 7.89e-02 8.15e-02
d -2.31e-02 5.69e-02 5.82e-02
c 1.43e-02 1.45e-02 1.43e-02
00 00 D SM aa 0 0.036 c 7.48e-01 3.02e-02 1.43e-02
g -6.08e-01 4.05e-02 7.44e-02
e -5.05e-01 4.11e-02 6.80e-02
t 3.30e-01 7.59e-02 5.46e-02
v 2.66e-01 9.39e-02 7.19e-02
r 2.52e-01 6.55e-02 5.10e-02
d -2.41e-01 4.58e-02 5.83e-02
a -1.73e-01 6.85e-02 8.14e-02
i 1.73e-01 6.83e-02 5.74e-02
m 1.49e-01 2.47e-02 2.12e-02
q -1.20e-01 3.29e-02 3.70e-02
n -1.07e-01 3.85e-02 4.29e-02
y 1.04e-01 3.87e-02 3.49e-02
h 1.00e-01 2.54e-02 2.30e-02
p 6.22e-02 4.89e-02 4.60e-02
f 5.69e-02 4.27e-02 4.03e-02
k -4.03e-02 5.64e-02 5.87e-02
w -3.98e-02 1.33e-02 1.38e-02
s -1.82e-02 5.81e-02 5.92e-02
l -8.84e-03 9.09e-02 9.17e-02
02 02 D SM aa 2 0.031 w 8.10e-01 3.12e-02 1.39e-02
p 4.39e-01 7.08e-02 4.56e-02
f 3.43e-01 5.69e-02 4.04e-02
i -3.42e-01 4.09e-02 5.75e-02
m -2.69e-01 1.62e-02 2.12e-02
c -2.55e-01 1.11e-02 1.43e-02
t 2.54e-01 7.01e-02 5.44e-02
l -2.48e-01 7.19e-02 9.21e-02
a -2.34e-01 6.46e-02 8.16e-02
v -1.77e-01 6.04e-02 7.21e-02
e -1.75e-01 5.72e-02 6.81e-02
g -1.55e-01 6.38e-02 7.45e-02
n 1.33e-01 4.89e-02 4.28e-02
k 1.16e-01 6.58e-02 5.86e-02
y -8.64e-02 3.21e-02 3.49e-02
s 7.53e-02 6.33e-02 5.87e-02
h 6.86e-02 2.46e-02 2.30e-02
r 6.80e-02 5.46e-02 5.10e-02
q 6.55e-02 3.95e-02 3.70e-02
d -3.46e-02 5.62e-02 5.82e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.209
08 -0.209 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.175
10 -0.175 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.378
12 -0.378 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.560
14 -0.560 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.251
16 -0.251 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.454
18 -0.454 1.000
DATA_CLASS 235
CLASS 235 - weight 2126 normalized weight 0.001 relative strength 6.50e-03 *******
class cross entropy w.r.t. global class 1.80e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.888 ( 1.31e+00 4.00e-01) 8.07e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.888 ( 2.56e-01 4.90e-01) 1.14e+00 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 1.155 p -7.57e+00 2.35e-05 4.56e-02
v -7.36e+00 4.56e-05 7.21e-02
i -4.51e+00 6.30e-04 5.75e-02
t -2.77e+00 3.40e-03 5.44e-02
g 2.06e+00 5.83e-01 7.45e-02
l -2.04e+00 1.20e-02 9.21e-02
w -1.79e+00 2.32e-03 1.39e-02
m -1.56e+00 4.44e-03 2.12e-02
a -1.42e+00 1.97e-02 8.16e-02
f -1.27e+00 1.14e-02 4.04e-02
n 1.12e+00 1.31e-01 4.28e-02
e -1.01e+00 2.49e-02 6.81e-02
r -8.64e-01 2.15e-02 5.10e-02
s -8.61e-01 2.48e-02 5.87e-02
y -8.23e-01 1.53e-02 3.49e-02
k -7.95e-01 2.64e-02 5.86e-02
h -6.43e-01 1.21e-02 2.30e-02
q -5.67e-01 2.10e-02 3.70e-02
c -4.47e-01 9.15e-03 1.43e-02
d 2.74e-01 7.65e-02 5.82e-02
07 10 R MNcn psi1 0.997 ( 2.42e+00 4.00e-01) 4.00e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.997 ( 4.92e+00 5.30e-01) 7.10e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.967 ( 2.47e+00 4.00e-01) 4.15e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.967 ( 4.69e+00 4.72e-01) 3.10e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.933 ( 2.53e+00 4.64e-01) 3.71e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.933 ( 4.74e+00 4.88e-01) 3.97e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.923 (-5.38e-01 4.00e-01) 3.37e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.923 ( 5.11e+00 4.00e-01) 1.41e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.398 m -1.98e+00 2.94e-03 2.13e-02
l -1.43e+00 2.21e-02 9.22e-02
f -1.42e+00 9.75e-03 4.04e-02
i -1.42e+00 1.39e-02 5.74e-02
w -1.34e+00 3.63e-03 1.39e-02
p 1.24e+00 1.58e-01 4.56e-02
s 9.99e-01 1.59e-01 5.85e-02
y -9.69e-01 1.33e-02 3.49e-02
v -9.20e-01 2.87e-02 7.20e-02
c -8.95e-01 5.86e-03 1.43e-02
d 8.81e-01 1.40e-01 5.80e-02
a -8.75e-01 3.41e-02 8.17e-02
t 8.29e-01 1.24e-01 5.43e-02
n 6.71e-01 8.38e-02 4.28e-02
e -4.89e-01 4.18e-02 6.82e-02
g -4.84e-01 4.59e-02 7.45e-02
q -4.58e-01 2.35e-02 3.71e-02
r -4.50e-01 3.26e-02 5.11e-02
k -3.63e-01 4.08e-02 5.87e-02
h -3.42e-01 1.64e-02 2.30e-02
06 08 R MNcn psi0 0.299 ( 1.80e+00 1.18e+00) 8.34e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.299 ( 4.52e+00 4.97e-01) 3.76e-02 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.141 p 1.22e+00 1.56e-01 4.58e-02
g -1.00e+00 2.73e-02 7.44e-02
l -6.92e-01 4.60e-02 9.20e-02
m -4.69e-01 1.33e-02 2.12e-02
f -4.41e-01 2.60e-02 4.04e-02
i -3.81e-01 3.93e-02 5.75e-02
k 3.63e-01 8.43e-02 5.86e-02
n -3.49e-01 3.02e-02 4.28e-02
v -3.37e-01 5.14e-02 7.21e-02
e 3.29e-01 9.46e-02 6.81e-02
h -2.91e-01 1.72e-02 2.30e-02
y -2.33e-01 2.77e-02 3.49e-02
s 1.94e-01 7.15e-02 5.88e-02
r 1.30e-01 5.80e-02 5.09e-02
w -1.25e-01 1.22e-02 1.38e-02
c -1.08e-01 1.29e-02 1.43e-02
q -9.15e-02 3.38e-02 3.70e-02
a 5.72e-02 8.63e-02 8.15e-02
t -1.97e-02 5.34e-02 5.45e-02
d 1.12e-02 5.88e-02 5.82e-02
03 03 D SM aa 3 0.107 g -1.16e+00 2.33e-02 7.45e-02
n -1.07e+00 1.47e-02 4.28e-02
s -7.65e-01 2.73e-02 5.87e-02
d -6.95e-01 2.90e-02 5.81e-02
m 6.30e-01 3.99e-02 2.12e-02
c 5.55e-01 2.49e-02 1.43e-02
v 5.55e-01 1.25e-01 7.21e-02
l 3.98e-01 1.37e-01 9.22e-02
i 3.69e-01 8.32e-02 5.75e-02
f 3.41e-01 5.68e-02 4.04e-02
r -3.19e-01 3.71e-02 5.10e-02
h -3.06e-01 1.70e-02 2.30e-02
w 3.04e-01 1.88e-02 1.39e-02
p -2.86e-01 3.42e-02 4.55e-02
e -2.11e-01 5.52e-02 6.82e-02
q 2.01e-01 4.53e-02 3.71e-02
k 6.22e-02 6.23e-02 5.86e-02
t -3.61e-02 5.24e-02 5.43e-02
y -1.05e-02 3.46e-02 3.50e-02
a -4.83e-03 8.13e-02 8.17e-02
00 00 D SM aa 0 0.095 d -1.13e+00 1.88e-02 5.83e-02
n -7.39e-01 2.05e-02 4.29e-02
e -6.36e-01 3.60e-02 6.80e-02
s -6.27e-01 3.16e-02 5.92e-02
p 5.75e-01 8.17e-02 4.60e-02
g -4.86e-01 4.58e-02 7.44e-02
c 4.61e-01 2.27e-02 1.43e-02
v 4.60e-01 1.14e-01 7.19e-02
f 4.09e-01 6.07e-02 4.03e-02
i 3.93e-01 8.51e-02 5.74e-02
l 3.55e-01 1.31e-01 9.17e-02
y 2.76e-01 4.60e-02 3.49e-02
r -2.61e-01 3.92e-02 5.10e-02
h -2.25e-01 1.83e-02 2.30e-02
q -1.36e-01 3.23e-02 3.70e-02
t -1.36e-01 4.76e-02 5.46e-02
a -1.08e-01 7.31e-02 8.14e-02
w 8.64e-02 1.50e-02 1.38e-02
m 7.92e-02 2.30e-02 2.12e-02
k -1.84e-02 5.77e-02 5.87e-02
05 05 D SM aa 5 0.078 p 1.04e+00 1.29e-01 4.56e-02
g -9.52e-01 2.88e-02 7.45e-02
c -5.09e-01 8.63e-03 1.44e-02
n -4.48e-01 2.74e-02 4.29e-02
q -3.55e-01 2.60e-02 3.71e-02
h 1.88e-01 2.78e-02 2.30e-02
y -1.68e-01 2.95e-02 3.49e-02
t -1.37e-01 4.73e-02 5.42e-02
l 1.11e-01 1.03e-01 9.21e-02
i 7.81e-02 6.20e-02 5.74e-02
d -6.74e-02 5.42e-02 5.79e-02
s -6.00e-02 5.52e-02 5.86e-02
v -5.95e-02 6.77e-02 7.19e-02
w 5.74e-02 1.47e-02 1.39e-02
a -2.54e-02 7.97e-02 8.18e-02
r -1.91e-02 5.02e-02 5.11e-02
k 1.55e-02 5.97e-02 5.88e-02
f -1.41e-02 3.98e-02 4.04e-02
m -5.04e-03 2.12e-02 2.13e-02
e 4.61e-03 6.85e-02 6.82e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.086
08 -0.086 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.313
10 -0.313 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.746
12 -0.746 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.060
14 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.175
16 -0.175 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.423
18 -0.423 1.000
DATA_CLASS 236
CLASS 236 - weight 2109 normalized weight 0.001 relative strength 1.37e-02 *******
class cross entropy w.r.t. global class 1.80e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.830 ( 1.35e+00 4.00e-01) 7.99e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.830 ( 2.23e-01 4.00e-01) 1.50e+00 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 1.338 p -7.57e+00 2.37e-05 4.60e-02
i -4.56e+00 6.03e-04 5.74e-02
v -4.30e+00 9.79e-04 7.19e-02
t -2.66e+00 3.84e-03 5.46e-02
g 2.22e+00 6.83e-01 7.44e-02
a -1.92e+00 1.19e-02 8.14e-02
s -1.73e+00 1.05e-02 5.92e-02
f -1.59e+00 8.26e-03 4.03e-02
l -1.58e+00 1.90e-02 9.17e-02
m -1.45e+00 4.96e-03 2.12e-02
w -1.39e+00 3.44e-03 1.38e-02
e -1.32e+00 1.81e-02 6.80e-02
y -1.19e+00 1.06e-02 3.49e-02
c -1.14e+00 4.57e-03 1.43e-02
r -6.13e-01 2.76e-02 5.10e-02
q -6.11e-01 2.01e-02 3.70e-02
n 5.61e-01 7.51e-02 4.29e-02
h -4.64e-01 1.44e-02 2.30e-02
k -3.70e-01 4.06e-02 5.87e-02
d -3.30e-01 4.19e-02 5.83e-02
10 16 R MNcn psi4 1.169 ( 2.65e+00 4.00e-01) 4.59e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.169 ( 3.63e+00 4.00e-01) 2.29e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.911 ( 2.30e+00 4.00e-01) 3.72e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.911 ( 4.74e+00 4.93e-01) 3.95e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.872 ( 2.42e+00 4.00e-01) 4.03e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.872 ( 4.09e+00 4.87e-01) 9.31e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.869 (-4.76e-01 4.00e-01) 3.21e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.869 ( 4.60e+00 4.00e-01) 1.43e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.297 ( 1.69e+00 1.30e+00) 6.71e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.297 ( 4.58e+00 4.63e-01) 8.90e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.241 g -1.92e+00 1.09e-02 7.45e-02
d -1.29e+00 1.60e-02 5.82e-02
n -1.28e+00 1.19e-02 4.28e-02
i 9.05e-01 1.42e-01 5.75e-02
v 8.40e-01 1.67e-01 7.21e-02
p 7.29e-01 9.46e-02 4.56e-02
e -7.00e-01 3.38e-02 6.81e-02
k -6.59e-01 3.03e-02 5.86e-02
w -6.55e-01 7.21e-03 1.39e-02
s -5.47e-01 3.40e-02 5.87e-02
m -5.28e-01 1.25e-02 2.12e-02
r -4.55e-01 3.24e-02 5.10e-02
c 4.47e-01 2.24e-02 1.43e-02
q -3.93e-01 2.50e-02 3.70e-02
l 3.71e-01 1.33e-01 9.21e-02
t -3.61e-01 3.79e-02 5.44e-02
f 3.15e-01 5.53e-02 4.04e-02
h -2.44e-01 1.80e-02 2.30e-02
y 6.29e-02 3.72e-02 3.49e-02
a -4.79e-02 7.78e-02 8.16e-02
01 01 D SM aa 1 0.175 p -2.14e+00 5.37e-03 4.58e-02
w -1.51e+00 3.05e-03 1.38e-02
g -1.18e+00 2.29e-02 7.44e-02
k 1.01e+00 1.61e-01 5.86e-02
q 6.04e-01 6.77e-02 3.70e-02
c -6.02e-01 7.84e-03 1.43e-02
e 5.65e-01 1.20e-01 6.81e-02
f -4.85e-01 2.49e-02 4.04e-02
r 4.65e-01 8.11e-02 5.09e-02
i -4.47e-01 3.68e-02 5.75e-02
m -3.63e-01 1.47e-02 2.12e-02
y -3.56e-01 2.44e-02 3.49e-02
d -3.20e-01 4.23e-02 5.82e-02
l -2.85e-01 6.91e-02 9.20e-02
a -2.10e-01 6.60e-02 8.15e-02
t 2.03e-01 6.68e-02 5.45e-02
h -1.45e-01 1.99e-02 2.30e-02
n -1.11e-01 3.83e-02 4.28e-02
v -2.83e-02 7.00e-02 7.21e-02
s -2.22e-02 5.76e-02 5.88e-02
04 04 D SM aa 4 0.139 p -7.56e+00 2.37e-05 4.56e-02
n -8.32e-01 1.86e-02 4.28e-02
c 7.71e-01 3.10e-02 1.43e-02
w 7.15e-01 2.84e-02 1.39e-02
g 6.64e-01 1.45e-01 7.45e-02
f 5.43e-01 6.95e-02 4.04e-02
a 5.26e-01 1.38e-01 8.17e-02
l -4.79e-01 5.71e-02 9.22e-02
d -4.29e-01 3.78e-02 5.80e-02
q -3.34e-01 2.65e-02 3.71e-02
e -3.06e-01 5.02e-02 6.82e-02
v -2.29e-01 5.72e-02 7.20e-02
y 1.78e-01 4.17e-02 3.49e-02
k -1.62e-01 4.99e-02 5.87e-02
h 1.57e-01 2.69e-02 2.30e-02
t -1.51e-01 4.66e-02 5.43e-02
i -1.49e-01 4.95e-02 5.74e-02
s -1.06e-01 5.27e-02 5.85e-02
m 5.26e-02 2.24e-02 2.13e-02
r -7.77e-03 5.07e-02 5.11e-02
03 03 D SM aa 3 0.137 g -1.89e+00 1.12e-02 7.45e-02
e -7.00e-01 3.39e-02 6.82e-02
n -6.58e-01 2.22e-02 4.28e-02
v 6.55e-01 1.39e-01 7.21e-02
i 6.48e-01 1.10e-01 5.75e-02
d 6.05e-01 1.06e-01 5.81e-02
w -4.10e-01 9.21e-03 1.39e-02
p -3.77e-01 3.12e-02 4.55e-02
y -3.58e-01 2.44e-02 3.50e-02
c -3.20e-01 1.04e-02 1.43e-02
l 3.04e-01 1.25e-01 9.22e-02
s -2.82e-01 4.42e-02 5.87e-02
a -2.71e-01 6.23e-02 8.17e-02
f -2.45e-01 3.16e-02 4.04e-02
k 2.18e-01 7.29e-02 5.86e-02
h -2.05e-01 1.88e-02 2.30e-02
m -1.80e-01 1.77e-02 2.12e-02
r -9.98e-02 4.62e-02 5.10e-02
q -8.85e-02 3.39e-02 3.71e-02
t -8.65e-02 4.98e-02 5.43e-02
05 05 D SM aa 5 0.078 n -7.31e-01 2.06e-02 4.29e-02
i 6.40e-01 1.09e-01 5.74e-02
v 5.57e-01 1.26e-01 7.19e-02
d -5.35e-01 3.39e-02 5.79e-02
k -5.31e-01 3.46e-02 5.88e-02
r -4.62e-01 3.22e-02 5.11e-02
m 4.00e-01 3.17e-02 2.13e-02
p -3.74e-01 3.14e-02 4.56e-02
g -3.60e-01 5.20e-02 7.45e-02
w 3.29e-01 1.93e-02 1.39e-02
l -3.15e-01 6.73e-02 9.21e-02
t 2.94e-01 7.28e-02 5.42e-02
f 2.34e-01 5.10e-02 4.04e-02
y 2.25e-01 4.38e-02 3.49e-02
c -1.92e-01 1.18e-02 1.44e-02
s -1.54e-01 5.02e-02 5.86e-02
e -1.32e-01 5.98e-02 6.82e-02
a 1.09e-01 9.12e-02 8.18e-02
q 5.01e-02 3.90e-02 3.71e-02
h 2.92e-03 2.31e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.556
08 -0.556 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.240
10 -0.240 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.278
12 -0.278 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.248
14 -0.248 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.515
16 -0.515 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.105
18 -0.105 1.000
DATA_CLASS 237
CLASS 237 - weight 2084 normalized weight 0.001 relative strength 4.36e-03 *******
class cross entropy w.r.t. global class 1.09e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 0.903 ( 2.33e+00 4.00e-01) 3.80e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.903 ( 4.76e+00 5.11e-01) 4.24e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.875 (-3.58e-01 4.00e-01) 2.93e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.875 ( 5.08e+00 4.00e-01) 1.35e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.866 (-3.55e-01 4.00e-01) 2.91e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.866 ( 4.66e+00 4.00e-01) 2.91e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.797 ( 2.48e+00 4.28e-01) 3.90e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.797 ( 4.17e+00 5.93e-01) 6.37e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.791 (-9.65e-02 4.00e-01) 2.27e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.791 ( 4.71e+00 4.00e-01) 4.14e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.557 ( 2.21e+00 6.42e-01) 2.17e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.557 ( 4.54e+00 5.90e-01) 4.72e-03 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.392 p 1.79e+00 2.75e-01 4.58e-02
c -1.57e+00 2.99e-03 1.43e-02
i -1.44e+00 1.37e-02 5.75e-02
v -1.15e+00 2.28e-02 7.21e-02
f -1.03e+00 1.45e-02 4.04e-02
y -8.51e-01 1.49e-02 3.49e-02
m -8.28e-01 9.26e-03 2.12e-02
g -8.27e-01 3.25e-02 7.44e-02
l -8.12e-01 4.08e-02 9.20e-02
k 4.06e-01 8.79e-02 5.86e-02
s 3.91e-01 8.70e-02 5.88e-02
h -3.66e-01 1.59e-02 2.30e-02
n -3.20e-01 3.11e-02 4.28e-02
r -2.20e-01 4.09e-02 5.09e-02
a -2.10e-01 6.61e-02 8.15e-02
e 1.60e-01 7.99e-02 6.81e-02
w -1.48e-01 1.19e-02 1.38e-02
t 8.40e-02 5.93e-02 5.45e-02
q -5.52e-02 3.50e-02 3.70e-02
d 4.25e-03 5.84e-02 5.82e-02
00 00 D SM aa 0 0.260 d 1.11e+00 1.77e-01 5.83e-02
i -1.11e+00 1.90e-02 5.74e-02
v -1.02e+00 2.60e-02 7.19e-02
h 1.01e+00 6.30e-02 2.30e-02
k -8.47e-01 2.52e-02 5.87e-02
m -8.40e-01 9.17e-03 2.12e-02
n 8.36e-01 9.90e-02 4.29e-02
e -7.78e-01 3.12e-02 6.80e-02
q -7.63e-01 1.73e-02 3.70e-02
a -7.32e-01 3.92e-02 8.14e-02
g -6.55e-01 3.86e-02 7.44e-02
p 6.06e-01 8.43e-02 4.60e-02
s 5.83e-01 1.06e-01 5.92e-02
c 4.45e-01 2.23e-02 1.43e-02
f -2.92e-01 3.01e-02 4.03e-02
r -2.69e-01 3.90e-02 5.10e-02
y -2.14e-01 2.81e-02 3.49e-02
l -2.12e-01 7.42e-02 9.17e-02
t 6.22e-02 5.81e-02 5.46e-02
w -3.86e-02 1.33e-02 1.38e-02
02 02 D SM aa 2 0.249 p -2.37e+00 4.28e-03 4.56e-02
i -2.21e+00 6.31e-03 5.75e-02
v -1.87e+00 1.11e-02 7.21e-02
l -9.86e-01 3.44e-02 9.21e-02
n 9.79e-01 1.14e-01 4.28e-02
c -9.06e-01 5.78e-03 1.43e-02
d 8.54e-01 1.37e-01 5.82e-02
m -6.61e-01 1.10e-02 2.12e-02
s 6.12e-01 1.08e-01 5.87e-02
h 3.99e-01 3.43e-02 2.30e-02
f -3.91e-01 2.73e-02 4.04e-02
t 3.41e-01 7.65e-02 5.44e-02
a -3.13e-01 5.97e-02 8.16e-02
w 2.66e-01 1.81e-02 1.39e-02
e 2.06e-01 8.37e-02 6.81e-02
y 1.03e-01 3.87e-02 3.49e-02
q 7.65e-02 4.00e-02 3.70e-02
g 5.49e-02 7.87e-02 7.45e-02
k 3.42e-02 6.06e-02 5.86e-02
r -6.04e-03 5.07e-02 5.10e-02
04 04 D SM aa 4 0.196 c -1.78e+00 2.41e-03 1.43e-02
f -1.13e+00 1.30e-02 4.04e-02
l -1.13e+00 2.98e-02 9.22e-02
g -1.00e-00 2.74e-02 7.45e-02
i -9.12e-01 2.31e-02 5.74e-02
k 8.14e-01 1.32e-01 5.87e-02
p 7.33e-01 9.49e-02 4.56e-02
y -6.79e-01 1.77e-02 3.49e-02
t 6.63e-01 1.05e-01 5.43e-02
v -5.57e-01 4.12e-02 7.20e-02
w -5.20e-01 8.26e-03 1.39e-02
m -4.98e-01 1.29e-02 2.13e-02
r 4.61e-01 8.10e-02 5.11e-02
a -4.05e-01 5.45e-02 8.17e-02
q 3.90e-01 5.47e-02 3.71e-02
d 3.85e-01 8.53e-02 5.80e-02
s 2.73e-01 7.69e-02 5.85e-02
e 1.08e-01 7.60e-02 6.82e-02
n -5.37e-02 4.06e-02 4.28e-02
h -2.12e-02 2.25e-02 2.30e-02
03 03 D SM aa 3 0.182 p -2.36e+00 4.30e-03 4.55e-02
c 1.33e+00 5.39e-02 1.43e-02
r -1.06e+00 1.77e-02 5.10e-02
e -8.80e-01 2.83e-02 6.82e-02
g -8.52e-01 3.18e-02 7.45e-02
m -7.59e-01 9.94e-03 2.12e-02
s 7.06e-01 1.19e-01 5.87e-02
k -7.01e-01 2.91e-02 5.86e-02
v 5.12e-01 1.20e-01 7.21e-02
w -4.81e-01 8.58e-03 1.39e-02
q -4.19e-01 2.44e-02 3.71e-02
t 3.78e-01 7.93e-02 5.43e-02
h -3.71e-01 1.59e-02 2.30e-02
l 3.41e-01 1.30e-01 9.22e-02
f -2.74e-01 3.07e-02 4.04e-02
a 2.66e-01 1.07e-01 8.17e-02
n -2.59e-01 3.31e-02 4.28e-02
i 1.71e-01 6.82e-02 5.75e-02
y -7.39e-02 3.25e-02 3.50e-02
d -1.72e-02 5.71e-02 5.81e-02
05 05 D SM aa 5 0.080 p -3.24e+00 1.79e-03 4.56e-02
y 5.07e-01 5.80e-02 3.49e-02
s 4.62e-01 9.30e-02 5.86e-02
l -4.55e-01 5.84e-02 9.21e-02
g -4.39e-01 4.80e-02 7.45e-02
i -4.06e-01 3.82e-02 5.74e-02
m -3.26e-01 1.53e-02 2.13e-02
n 2.75e-01 5.64e-02 4.29e-02
t 2.62e-01 7.05e-02 5.42e-02
f 2.44e-01 5.15e-02 4.04e-02
e 2.24e-01 8.54e-02 6.82e-02
h 2.08e-01 2.84e-02 2.30e-02
c 1.93e-01 1.74e-02 1.44e-02
d 1.54e-01 6.76e-02 5.79e-02
q -1.51e-01 3.19e-02 3.71e-02
w 1.16e-01 1.56e-02 1.39e-02
a -6.07e-02 7.70e-02 8.18e-02
v 4.69e-02 7.53e-02 7.19e-02
r 4.48e-02 5.35e-02 5.11e-02
k -3.53e-02 5.68e-02 5.88e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.090
08 0.090 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.413
10 -0.413 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.400
12 -0.400 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.108
14 -0.108 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.454
16 -0.454 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.225
18 -0.225 1.000
DATA_CLASS 238
CLASS 238 - weight 2026 normalized weight 0.001 relative strength 9.61e-05 *******
class cross entropy w.r.t. global class 1.43e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.957 ( 1.21e+00 4.00e-01) 8.33e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.957 ( 4.22e-01 4.54e-01) 8.53e-01 ( 8.09e-01 1.53e+00)
06 08 R MNcn psi0 0.893 (-2.90e-01 4.17e-01) 2.67e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.893 ( 4.80e+00 4.00e-01) 6.56e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.828 (-1.19e-01 4.00e-01) 2.32e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.828 ( 4.69e+00 4.00e-01) 3.59e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.817 p -4.36e+00 5.80e-04 4.56e-02
i -3.47e+00 1.78e-03 5.74e-02
v -2.61e+00 5.28e-03 7.20e-02
g 1.92e+00 5.06e-01 7.45e-02
t -1.90e+00 8.13e-03 5.43e-02
l -1.22e+00 2.73e-02 9.22e-02
e -8.62e-01 2.88e-02 6.82e-02
s -8.34e-01 2.54e-02 5.85e-02
a -8.05e-01 3.65e-02 8.17e-02
m -7.43e-01 1.01e-02 2.13e-02
n 6.55e-01 8.25e-02 4.28e-02
d -4.90e-01 3.56e-02 5.80e-02
w -4.78e-01 8.62e-03 1.39e-02
y -4.06e-01 2.33e-02 3.49e-02
f -3.37e-01 2.88e-02 4.04e-02
c -2.71e-01 1.09e-02 1.43e-02
q -2.32e-01 2.94e-02 3.71e-02
r -1.17e-01 4.54e-02 5.11e-02
h 8.85e-02 2.52e-02 2.30e-02
k 2.78e-02 6.03e-02 5.87e-02
08 11 R MNcn phi2 0.353 ( 3.90e+00 1.68e+00) 3.83e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.353 ( 8.44e-01 1.46e+00) 2.11e-02 ( 8.13e-01 1.53e+00)
01 01 D SM aa 1 0.222 p -2.55e+00 3.56e-03 4.58e-02
d 1.22e+00 1.97e-01 5.82e-02
c 9.17e-01 3.58e-02 1.43e-02
n 8.03e-01 9.55e-02 4.28e-02
v -7.69e-01 3.34e-02 7.21e-02
g -7.04e-01 3.68e-02 7.44e-02
i -5.80e-01 3.22e-02 5.75e-02
l -4.71e-01 5.74e-02 9.20e-02
m -4.31e-01 1.38e-02 2.12e-02
e -3.38e-01 4.86e-02 6.81e-02
s 3.14e-01 8.05e-02 5.88e-02
f -2.76e-01 3.06e-02 4.04e-02
r -2.73e-01 3.88e-02 5.09e-02
h 2.39e-01 2.92e-02 2.30e-02
a -1.91e-01 6.73e-02 8.15e-02
w 1.68e-01 1.64e-02 1.38e-02
k -1.13e-01 5.23e-02 5.86e-02
t 9.63e-02 6.00e-02 5.45e-02
y -2.67e-02 3.40e-02 3.49e-02
q -1.10e-03 3.70e-02 3.70e-02
03 03 D SM aa 3 0.210 g -1.09e+00 2.50e-02 7.45e-02
d 1.07e+00 1.70e-01 5.81e-02
v -8.77e-01 3.00e-02 7.21e-02
n 8.57e-01 1.01e-01 4.28e-02
i -8.35e-01 2.50e-02 5.75e-02
t 7.79e-01 1.18e-01 5.43e-02
w -6.22e-01 7.46e-03 1.39e-02
a -5.69e-01 4.62e-02 8.17e-02
f -4.59e-01 2.55e-02 4.04e-02
y -4.45e-01 2.24e-02 3.50e-02
e -3.93e-01 4.60e-02 6.82e-02
m -3.82e-01 1.45e-02 2.12e-02
s 3.79e-01 8.57e-02 5.87e-02
c 3.63e-01 2.06e-02 1.43e-02
k -2.67e-01 4.48e-02 5.86e-02
q -2.36e-01 2.93e-02 3.71e-02
l -1.51e-01 7.92e-02 9.22e-02
r -1.27e-01 4.49e-02 5.10e-02
p -7.87e-02 4.21e-02 4.55e-02
h -5.65e-02 2.17e-02 2.30e-02
02 02 D SM aa 2 0.187 l -1.13e+00 2.99e-02 9.21e-02
p 1.08e+00 1.35e-01 4.56e-02
v -1.08e+00 2.44e-02 7.21e-02
i -8.93e-01 2.36e-02 5.75e-02
g 8.01e-01 1.66e-01 7.45e-02
m -7.26e-01 1.03e-02 2.12e-02
c 6.84e-01 2.84e-02 1.43e-02
e -3.86e-01 4.63e-02 6.81e-02
a -3.79e-01 5.59e-02 8.16e-02
n 3.72e-01 6.21e-02 4.28e-02
y -2.62e-01 2.69e-02 3.49e-02
r 2.09e-01 6.28e-02 5.10e-02
f -2.03e-01 3.30e-02 4.04e-02
q -1.94e-01 3.05e-02 3.70e-02
w -1.39e-01 1.21e-02 1.39e-02
d 1.24e-01 6.58e-02 5.82e-02
h -8.27e-02 2.12e-02 2.30e-02
k -7.41e-02 5.44e-02 5.86e-02
s -3.91e-02 5.65e-02 5.87e-02
t 1.36e-02 5.52e-02 5.44e-02
07 10 R MNcn psi1 0.180 ( 1.33e+00 1.35e+00) 3.84e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.180 ( 4.59e+00 5.31e-01) 9.24e-02 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.172 ( 1.32e+00 1.46e+00) 3.53e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.172 ( 4.59e+00 5.45e-01) 8.89e-02 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.053 g -9.37e-01 2.92e-02 7.45e-02
c 6.08e-01 2.64e-02 1.44e-02
p -5.18e-01 2.72e-02 4.56e-02
m -3.96e-01 1.43e-02 2.13e-02
r 3.91e-01 7.56e-02 5.11e-02
t 3.87e-01 7.99e-02 5.42e-02
a -3.48e-01 5.77e-02 8.18e-02
v -3.44e-01 5.10e-02 7.19e-02
d 3.43e-01 8.16e-02 5.79e-02
q 2.24e-01 4.64e-02 3.71e-02
k 2.03e-01 7.20e-02 5.88e-02
w -1.63e-01 1.18e-02 1.39e-02
y 1.52e-01 4.07e-02 3.49e-02
h 1.31e-01 2.63e-02 2.30e-02
i -7.95e-02 5.30e-02 5.74e-02
f -7.80e-02 3.73e-02 4.04e-02
n 5.83e-02 4.54e-02 4.29e-02
s 5.08e-02 6.16e-02 5.86e-02
l 1.77e-02 9.38e-02 9.21e-02
e 8.11e-03 6.88e-02 6.82e-02
00 00 D SM aa 0 0.022 g -7.19e-01 3.63e-02 7.44e-02
w 3.05e-01 1.87e-02 1.38e-02
n -2.74e-01 3.26e-02 4.29e-02
e -2.35e-01 5.38e-02 6.80e-02
c -2.29e-01 1.14e-02 1.43e-02
y 2.12e-01 4.31e-02 3.49e-02
t 2.02e-01 6.68e-02 5.46e-02
l 1.63e-01 1.08e-01 9.17e-02
r 1.60e-01 5.98e-02 5.10e-02
v -1.48e-01 6.20e-02 7.19e-02
m 1.24e-01 2.41e-02 2.12e-02
d 1.18e-01 6.55e-02 5.83e-02
p 1.00e-01 5.08e-02 4.60e-02
s 7.56e-02 6.38e-02 5.92e-02
k 7.53e-02 6.33e-02 5.87e-02
f 6.43e-02 4.30e-02 4.03e-02
q -3.34e-02 3.58e-02 3.70e-02
i -1.91e-02 5.63e-02 5.74e-02
h 1.20e-02 2.32e-02 2.30e-02
a 1.16e-03 8.15e-02 8.14e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.626
08 -0.626 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.199
10 -0.199 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.118
12 -0.118 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.517
14 -0.517 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.635
16 -0.635 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.321
18 -0.321 1.000
DATA_CLASS 239
CLASS 239 - weight 1969 normalized weight 0.001 relative strength 3.98e-04 *******
class cross entropy w.r.t. global class 1.19e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
01 01 D SM aa 1 1.804 p -7.06e+00 3.94e-05 4.58e-02
v -3.15e+00 3.09e-03 7.21e-02
m -2.89e+00 1.18e-03 2.12e-02
f -2.88e+00 2.27e-03 4.04e-02
y -2.74e+00 2.26e-03 3.49e-02
i -2.71e+00 3.81e-03 5.75e-02
l -2.45e+00 7.93e-03 9.20e-02
w -2.44e+00 1.21e-03 1.38e-02
g 2.43e+00 8.42e-01 7.44e-02
c -2.05e+00 1.85e-03 1.43e-02
a -1.77e+00 1.38e-02 8.15e-02
t -1.67e+00 1.03e-02 5.45e-02
e -1.63e+00 1.33e-02 6.81e-02
k -1.63e+00 1.15e-02 5.86e-02
r -1.61e+00 1.01e-02 5.09e-02
q -1.49e+00 8.37e-03 3.70e-02
s -1.22e+00 1.73e-02 5.88e-02
d -9.54e-01 2.24e-02 5.82e-02
h -9.36e-01 9.01e-03 2.30e-02
n -8.71e-01 1.79e-02 4.28e-02
07 10 R MNcn psi1 1.652 ( 3.39e+00 5.55e-01) 4.64e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 1.652 ( 2.48e+00 1.21e+00) 1.71e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.910 (-5.07e-01 4.00e-01) 3.29e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.910 ( 5.03e+00 4.00e-01) 1.22e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.888 ( 2.46e+00 4.80e-01) 3.44e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.888 ( 4.73e+00 4.77e-01) 3.87e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.852 ( 2.44e+00 4.00e-01) 4.07e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.852 ( 4.49e+00 5.62e-01) 9.85e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.302 ( 1.86e+00 1.15e+00) 9.10e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.302 ( 4.55e+00 5.26e-01) 1.12e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.207 p 1.09e+00 1.35e-01 4.56e-02
m -9.62e-01 8.13e-03 2.13e-02
f -8.19e-01 1.78e-02 4.04e-02
d 8.05e-01 1.30e-01 5.80e-02
k -7.16e-01 2.87e-02 5.87e-02
g -6.22e-01 4.00e-02 7.45e-02
q -6.21e-01 1.99e-02 3.71e-02
e -6.17e-01 3.68e-02 6.82e-02
w -6.10e-01 7.55e-03 1.39e-02
t 6.01e-01 9.90e-02 5.43e-02
a -5.84e-01 4.56e-02 8.17e-02
n 5.80e-01 7.65e-02 4.28e-02
s 5.75e-01 1.04e-01 5.85e-02
l -5.00e-01 5.59e-02 9.22e-02
y -3.96e-01 2.35e-02 3.49e-02
i -3.86e-01 3.90e-02 5.74e-02
v -3.74e-01 4.95e-02 7.20e-02
c 3.60e-01 2.06e-02 1.43e-02
r -2.39e-01 4.02e-02 5.11e-02
h -3.32e-02 2.23e-02 2.30e-02
06 08 R MNcn psi0 0.190 ( 1.47e+00 1.40e+00) 4.62e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.190 ( 4.39e+00 5.45e-01) 2.77e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.107 d -1.10e+00 1.93e-02 5.81e-02
g -6.76e-01 3.79e-02 7.45e-02
i 6.55e-01 1.11e-01 5.75e-02
v 6.49e-01 1.38e-01 7.21e-02
e -5.46e-01 3.95e-02 6.82e-02
n -5.38e-01 2.50e-02 4.28e-02
a -4.30e-01 5.31e-02 8.17e-02
s -4.28e-01 3.83e-02 5.87e-02
m 4.09e-01 3.20e-02 2.12e-02
f 2.91e-01 5.40e-02 4.04e-02
p 2.79e-01 6.02e-02 4.55e-02
l 2.65e-01 1.20e-01 9.22e-02
k -2.51e-01 4.56e-02 5.86e-02
q -2.18e-01 2.98e-02 3.71e-02
y 1.80e-01 4.18e-02 3.50e-02
h 1.68e-01 2.72e-02 2.30e-02
c 9.62e-02 1.58e-02 1.43e-02
w -8.68e-02 1.27e-02 1.39e-02
r -6.63e-02 4.78e-02 5.10e-02
t -5.60e-02 5.14e-02 5.43e-02
05 05 D SM aa 5 0.080 g -1.04e+00 2.63e-02 7.45e-02
p 9.73e-01 1.21e-01 4.56e-02
n -5.33e-01 2.52e-02 4.29e-02
y -4.49e-01 2.23e-02 3.49e-02
f -3.31e-01 2.90e-02 4.04e-02
w 2.89e-01 1.86e-02 1.39e-02
t 2.16e-01 6.74e-02 5.42e-02
v 1.98e-01 8.76e-02 7.19e-02
q -1.90e-01 3.07e-02 3.71e-02
k -1.67e-01 4.98e-02 5.88e-02
e -1.47e-01 5.89e-02 6.82e-02
l 1.46e-01 1.07e-01 9.21e-02
c 1.25e-01 1.63e-02 1.44e-02
m -1.17e-01 1.89e-02 2.13e-02
h -9.60e-02 2.09e-02 2.30e-02
s -9.34e-02 5.34e-02 5.86e-02
a 7.73e-02 8.84e-02 8.18e-02
r -7.49e-02 4.75e-02 5.11e-02
d -5.07e-02 5.51e-02 5.79e-02
i -9.27e-03 5.68e-02 5.74e-02
02 02 D SM aa 2 0.070 w 9.01e-01 3.41e-02 1.39e-02
p 6.64e-01 8.87e-02 4.56e-02
q -6.15e-01 2.00e-02 3.70e-02
l -6.08e-01 5.01e-02 9.21e-02
g -5.74e-01 4.19e-02 7.45e-02
m -3.84e-01 1.44e-02 2.12e-02
c -3.83e-01 9.76e-03 1.43e-02
t 3.34e-01 7.60e-02 5.44e-02
v -3.33e-01 5.17e-02 7.21e-02
h -2.94e-01 1.71e-02 2.30e-02
e 2.81e-01 9.02e-02 6.81e-02
n 2.47e-01 5.48e-02 4.28e-02
y 2.04e-01 4.28e-02 3.49e-02
s 1.97e-01 7.15e-02 5.87e-02
i -1.76e-01 4.82e-02 5.75e-02
a -1.51e-01 7.02e-02 8.16e-02
f 1.39e-01 4.64e-02 4.04e-02
r -9.16e-02 4.65e-02 5.10e-02
d 9.14e-02 6.37e-02 5.82e-02
k 4.97e-02 6.15e-02 5.86e-02
00 00 D SM aa 0 0.028 c 5.65e-01 2.51e-02 1.43e-02
h 4.67e-01 3.67e-02 2.30e-02
t 3.79e-01 7.97e-02 5.46e-02
g -3.45e-01 5.27e-02 7.44e-02
l -3.23e-01 6.64e-02 9.17e-02
p -3.11e-01 3.37e-02 4.60e-02
s 3.05e-01 8.02e-02 5.92e-02
w 2.82e-01 1.83e-02 1.38e-02
a -1.22e-01 7.21e-02 8.14e-02
v 1.19e-01 8.10e-02 7.19e-02
f 1.19e-01 4.54e-02 4.03e-02
d -1.17e-01 5.18e-02 5.83e-02
n -8.60e-02 3.93e-02 4.29e-02
q 8.51e-02 4.03e-02 3.70e-02
i -6.73e-02 5.37e-02 5.74e-02
e -6.69e-02 6.36e-02 6.80e-02
m -6.66e-02 1.99e-02 2.12e-02
k -4.93e-02 5.59e-02 5.87e-02
y -4.53e-02 3.33e-02 3.49e-02
r -3.31e-03 5.08e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.382
08 -0.382 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.132
10 -0.132 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.100
12 -0.100 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.164
14 -0.164 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.107
16 -0.107 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.443
18 -0.443 1.000
DATA_CLASS 240
CLASS 240 - weight 1935 normalized weight 0.001 relative strength 9.88e-02 *******
class cross entropy w.r.t. global class 1.79e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 3.042 ( 1.44e+00 4.00e-01) 7.75e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.042 ( 3.19e+00 6.30e-01) 3.77e+00 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 2.144 p -7.48e+00 2.58e-05 4.56e-02
w -6.29e+00 2.58e-05 1.39e-02
v -4.14e+00 1.14e-03 7.19e-02
i -3.68e+00 1.45e-03 5.74e-02
f -3.67e+00 1.03e-03 4.04e-02
m -3.55e+00 6.14e-04 2.13e-02
c -3.35e+00 5.03e-04 1.44e-02
l -3.08e+00 4.22e-03 9.21e-02
h -3.06e+00 1.08e-03 2.30e-02
e -2.72e+00 4.49e-03 6.82e-02
y -2.66e+00 2.45e-03 3.49e-02
d -2.58e+00 4.39e-03 5.79e-02
t -2.54e+00 4.28e-03 5.42e-02
n -2.54e+00 3.39e-03 4.29e-02
g 2.51e+00 9.20e-01 7.45e-02
r -2.06e+00 6.49e-03 5.11e-02
a -2.00e+00 1.10e-02 8.18e-02
s -2.00e+00 7.91e-03 5.86e-02
q -1.50e+00 8.27e-03 3.71e-02
k -1.23e+00 1.71e-02 5.88e-02
06 08 R MNcn psi0 0.937 (-6.87e-01 4.00e-01) 3.77e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.937 ( 5.14e+00 4.00e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.924 (-6.51e-01 4.00e-01) 3.67e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.924 ( 5.15e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.903 (-6.08e-01 4.00e-01) 3.55e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.903 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.885 (-6.13e-01 4.00e-01) 3.56e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.885 ( 4.89e+00 4.00e-01) 8.67e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.847 (-3.26e-01 4.00e-01) 2.84e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.847 ( 4.65e+00 4.00e-01) 2.72e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.226 p -3.75e+00 1.08e-03 4.56e-02
d -1.28e+00 1.61e-02 5.80e-02
y 1.13e+00 1.08e-01 3.49e-02
g -1.01e+00 2.71e-02 7.45e-02
f 9.54e-01 1.05e-01 4.04e-02
s -9.04e-01 2.37e-02 5.85e-02
h 7.32e-01 4.79e-02 2.30e-02
t -5.98e-01 2.99e-02 5.43e-02
l 5.07e-01 1.53e-01 9.22e-02
e -4.88e-01 4.19e-02 6.82e-02
c 3.46e-01 2.03e-02 1.43e-02
i 2.89e-01 7.67e-02 5.74e-02
w 2.25e-01 1.74e-02 1.39e-02
m 1.95e-01 2.59e-02 2.13e-02
a -1.73e-01 6.87e-02 8.17e-02
k -1.69e-01 4.96e-02 5.87e-02
r -1.45e-01 4.42e-02 5.11e-02
q -9.04e-02 3.39e-02 3.71e-02
n -6.60e-02 4.01e-02 4.28e-02
v -2.86e-02 6.99e-02 7.20e-02
02 02 D SM aa 2 0.151 p -2.17e+00 5.19e-03 4.56e-02
c -1.16e+00 4.48e-03 1.43e-02
g -9.99e-01 2.74e-02 7.45e-02
v -7.86e-01 3.28e-02 7.21e-02
k 6.77e-01 1.15e-01 5.86e-02
e 6.55e-01 1.31e-01 6.81e-02
r 5.95e-01 9.24e-02 5.10e-02
f -5.59e-01 2.31e-02 4.04e-02
i -5.32e-01 3.38e-02 5.75e-02
y -4.30e-01 2.27e-02 3.49e-02
q 3.98e-01 5.51e-02 3.70e-02
t -3.82e-01 3.71e-02 5.44e-02
a 3.21e-01 1.12e-01 8.16e-02
n -2.40e-01 3.37e-02 4.28e-02
w -2.20e-01 1.11e-02 1.39e-02
d 1.39e-01 6.68e-02 5.82e-02
m 5.07e-02 2.23e-02 2.12e-02
s -1.55e-02 5.78e-02 5.87e-02
h -5.93e-03 2.29e-02 2.30e-02
l 1.71e-03 9.22e-02 9.21e-02
00 00 D SM aa 0 0.120 p -1.11e+00 1.51e-02 4.60e-02
g -1.00e-00 2.74e-02 7.44e-02
n -6.88e-01 2.16e-02 4.29e-02
i 6.03e-01 1.05e-01 5.74e-02
l 6.01e-01 1.67e-01 9.17e-02
s -5.78e-01 3.32e-02 5.92e-02
m 5.78e-01 3.79e-02 2.12e-02
d -5.14e-01 3.48e-02 5.83e-02
k -4.49e-01 3.75e-02 5.87e-02
c 4.12e-01 2.16e-02 1.43e-02
w 3.74e-01 2.01e-02 1.38e-02
r -3.36e-01 3.64e-02 5.10e-02
a 3.09e-01 1.11e-01 8.14e-02
e -2.47e-01 5.32e-02 6.80e-02
v 2.38e-01 9.13e-02 7.19e-02
y 2.34e-01 4.40e-02 3.49e-02
q -1.98e-01 3.04e-02 3.70e-02
t -1.62e-01 4.64e-02 5.46e-02
f 1.24e-01 4.56e-02 4.03e-02
h -1.15e-01 2.05e-02 2.30e-02
03 03 D SM aa 3 0.115 p -2.46e+00 3.90e-03 4.55e-02
g -1.39e+00 1.86e-02 7.45e-02
k 6.18e-01 1.09e-01 5.86e-02
d -4.85e-01 3.58e-02 5.81e-02
q 4.33e-01 5.72e-02 3.71e-02
m 4.25e-01 3.25e-02 2.12e-02
n -4.07e-01 2.85e-02 4.28e-02
r 3.89e-01 7.53e-02 5.10e-02
f -3.83e-01 2.75e-02 4.04e-02
s -3.69e-01 4.06e-02 5.87e-02
e 3.67e-01 9.84e-02 6.82e-02
h 2.48e-01 2.95e-02 2.30e-02
w -1.74e-01 1.17e-02 1.39e-02
l 1.73e-01 1.10e-01 9.22e-02
c 1.51e-01 1.66e-02 1.43e-02
a 1.32e-01 9.32e-02 8.17e-02
y -1.25e-01 3.09e-02 3.50e-02
v -8.79e-02 6.60e-02 7.21e-02
i 3.98e-02 5.99e-02 5.75e-02
t 2.52e-02 5.57e-02 5.43e-02
01 01 D SM aa 1 0.107 p -1.66e+00 8.69e-03 4.58e-02
g -1.02e+00 2.69e-02 7.44e-02
d -9.46e-01 2.26e-02 5.82e-02
n -6.69e-01 2.19e-02 4.28e-02
t -5.57e-01 3.12e-02 5.45e-02
l 4.58e-01 1.45e-01 9.20e-02
a 3.94e-01 1.21e-01 8.15e-02
s -3.55e-01 4.13e-02 5.88e-02
i 3.45e-01 8.12e-02 5.75e-02
c 3.15e-01 1.96e-02 1.43e-02
r 3.03e-01 6.90e-02 5.09e-02
f 2.66e-01 5.27e-02 4.04e-02
k 2.24e-01 7.33e-02 5.86e-02
m 1.88e-01 2.56e-02 2.12e-02
w 1.68e-01 1.64e-02 1.38e-02
h -1.48e-01 1.98e-02 2.30e-02
v 1.32e-01 8.22e-02 7.21e-02
y 1.15e-01 3.92e-02 3.49e-02
e -9.34e-02 6.20e-02 6.81e-02
q 8.04e-02 4.01e-02 3.70e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.198
08 -0.198 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.157
10 -0.157 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.119
12 -0.119 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.122
14 -0.122 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.403
16 -0.403 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.672
18 -0.672 1.000
DATA_CLASS 241
CLASS 241 - weight 1923 normalized weight 0.001 relative strength 5.18e-03 *******
class cross entropy w.r.t. global class 1.09e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.931 (-4.92e-01 4.00e-01) 3.25e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.931 ( 5.07e+00 4.00e-01) 1.32e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.848 (-3.87e-01 4.00e-01) 3.02e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.848 ( 5.05e+00 4.00e-01) 1.27e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.844 (-3.18e-01 4.34e-01) 2.60e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.844 ( 4.76e+00 4.02e-01) 5.32e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.803 ( 2.33e+00 4.68e-01) 3.24e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.803 ( 4.71e+00 5.37e-01) 3.05e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.792 (-1.15e-01 4.00e-01) 2.33e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.792 ( 4.64e+00 4.00e-01) 2.46e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.587 ( 2.28e+00 5.95e-01) 2.47e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.587 ( 4.42e+00 6.01e-01) 2.03e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.438 p -2.36e+00 4.30e-03 4.56e-02
d 1.44e+00 2.45e-01 5.80e-02
l -1.40e+00 2.27e-02 9.22e-02
m -1.22e+00 6.29e-03 2.13e-02
n 1.20e+00 1.42e-01 4.28e-02
v -1.02e+00 2.60e-02 7.20e-02
i -9.33e-01 2.26e-02 5.74e-02
s 8.54e-01 1.37e-01 5.85e-02
g -7.19e-01 3.63e-02 7.45e-02
a -7.16e-01 3.99e-02 8.17e-02
k -6.83e-01 2.97e-02 5.87e-02
q -6.57e-01 1.92e-02 3.71e-02
w -5.56e-01 7.97e-03 1.39e-02
e -3.82e-01 4.66e-02 6.82e-02
t 3.48e-01 7.69e-02 5.43e-02
r -3.48e-01 3.61e-02 5.11e-02
f -3.45e-01 2.86e-02 4.04e-02
h 1.19e-01 2.59e-02 2.30e-02
y -5.94e-02 3.29e-02 3.49e-02
c -1.85e-02 1.41e-02 1.43e-02
03 03 D SM aa 3 0.257 c -1.49e+00 3.23e-03 1.43e-02
i -1.37e+00 1.46e-02 5.75e-02
p 1.24e+00 1.57e-01 4.55e-02
l -1.12e+00 3.01e-02 9.22e-02
f -9.81e-01 1.51e-02 4.04e-02
g -9.26e-01 2.95e-02 7.45e-02
w -8.80e-01 5.76e-03 1.39e-02
k 8.36e-01 1.35e-01 5.86e-02
m -7.93e-01 9.61e-03 2.12e-02
y -7.78e-01 1.61e-02 3.50e-02
v -6.78e-01 3.66e-02 7.21e-02
t 5.57e-01 9.48e-02 5.43e-02
a -4.07e-01 5.43e-02 8.17e-02
r 3.58e-01 7.30e-02 5.10e-02
h -3.58e-01 1.61e-02 2.30e-02
n 2.68e-01 5.60e-02 4.28e-02
s 2.33e-01 7.40e-02 5.87e-02
q 1.67e-01 4.38e-02 3.71e-02
d 1.33e-01 6.64e-02 5.81e-02
e 7.61e-03 6.87e-02 6.82e-02
05 05 D SM aa 5 0.195 p 1.44e+00 1.93e-01 4.56e-02
c -1.13e+00 4.66e-03 1.44e-02
g -1.05e+00 2.62e-02 7.45e-02
m -7.90e-01 9.65e-03 2.13e-02
i -5.60e-01 3.28e-02 5.74e-02
f -5.09e-01 2.42e-02 4.04e-02
n -5.09e-01 2.58e-02 4.29e-02
h -5.09e-01 1.39e-02 2.30e-02
w 4.71e-01 2.22e-02 1.39e-02
v -4.60e-01 4.54e-02 7.19e-02
k 3.32e-01 8.20e-02 5.88e-02
s -2.67e-01 4.49e-02 5.86e-02
d 1.88e-01 6.99e-02 5.79e-02
y -1.64e-01 2.96e-02 3.49e-02
a -1.60e-01 6.97e-02 8.18e-02
l -1.25e-01 8.13e-02 9.21e-02
t 1.23e-01 6.14e-02 5.42e-02
e 1.23e-01 7.72e-02 6.82e-02
q -5.60e-02 3.50e-02 3.71e-02
r -4.91e-03 5.09e-02 5.11e-02
02 02 D SM aa 2 0.172 p -2.67e+00 3.18e-03 4.56e-02
k -1.26e+00 1.66e-02 5.86e-02
c 1.13e+00 4.42e-02 1.43e-02
s 8.93e-01 1.43e-01 5.87e-02
g -8.47e-01 3.19e-02 7.45e-02
e -7.37e-01 3.26e-02 6.81e-02
r -7.34e-01 2.45e-02 5.10e-02
f 3.28e-01 5.61e-02 4.04e-02
t 3.19e-01 7.49e-02 5.44e-02
i 3.03e-01 7.79e-02 5.75e-02
a 2.94e-01 1.10e-01 8.16e-02
y 2.62e-01 4.54e-02 3.49e-02
q -2.34e-01 2.93e-02 3.70e-02
h 1.71e-01 2.73e-02 2.30e-02
m -1.40e-01 1.84e-02 2.12e-02
l -1.35e-01 8.05e-02 9.21e-02
n -1.13e-01 3.83e-02 4.28e-02
w -9.77e-02 1.26e-02 1.39e-02
v 4.27e-02 7.52e-02 7.21e-02
d 1.39e-04 5.82e-02 5.82e-02
01 01 D SM aa 1 0.106 p -2.52e+00 3.69e-03 4.58e-02
v -8.49e-01 3.08e-02 7.21e-02
i -7.84e-01 2.63e-02 5.75e-02
g -6.61e-01 3.84e-02 7.44e-02
n 6.32e-01 8.05e-02 4.28e-02
h 4.26e-01 3.52e-02 2.30e-02
q 3.89e-01 5.47e-02 3.70e-02
k 3.64e-01 8.43e-02 5.86e-02
y 3.51e-01 4.96e-02 3.49e-02
d 3.50e-01 8.26e-02 5.82e-02
c -2.76e-01 1.09e-02 1.43e-02
s 2.23e-01 7.35e-02 5.88e-02
t 2.13e-01 6.75e-02 5.45e-02
w 1.67e-01 1.63e-02 1.38e-02
l -1.45e-01 7.96e-02 9.20e-02
e 9.28e-02 7.47e-02 6.81e-02
a -5.34e-02 7.73e-02 8.15e-02
r 3.96e-02 5.30e-02 5.09e-02
f -1.04e-02 4.00e-02 4.04e-02
m -1.23e-04 2.12e-02 2.12e-02
00 00 D SM aa 0 0.097 i -1.13e+00 1.86e-02 5.74e-02
v -9.67e-01 2.73e-02 7.19e-02
g -8.80e-01 3.08e-02 7.44e-02
p 6.21e-01 8.55e-02 4.60e-02
y -4.98e-01 2.12e-02 3.49e-02
k 4.88e-01 9.57e-02 5.87e-02
c 4.77e-01 2.30e-02 1.43e-02
w -4.61e-01 8.70e-03 1.38e-02
f -4.17e-01 2.66e-02 4.03e-02
e 2.89e-01 9.08e-02 6.80e-02
s 2.88e-01 7.89e-02 5.92e-02
m 2.84e-01 2.82e-02 2.12e-02
t -2.24e-01 4.36e-02 5.46e-02
h -2.00e-01 1.88e-02 2.30e-02
d 1.84e-01 7.00e-02 5.83e-02
a 1.70e-01 9.65e-02 8.14e-02
l 1.11e-01 1.03e-01 9.17e-02
q 5.68e-02 3.92e-02 3.70e-02
n -1.06e-02 4.24e-02 4.29e-02
r 9.26e-03 5.14e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.220
08 -0.220 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.371
10 -0.371 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.082
12 0.082 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.554
14 -0.554 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.163
16 -0.163 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.512
18 -0.512 1.000
DATA_CLASS 242
CLASS 242 - weight 1878 normalized weight 0.001 relative strength 8.67e-04 *******
class cross entropy w.r.t. global class 1.29e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 2.464 ( 3.34e+00 5.15e-01) 4.91e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 2.464 ( 1.75e+00 6.70e-01) 4.17e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 2.232 p -7.44e+00 2.66e-05 4.55e-02
i -7.19e+00 4.35e-05 5.75e-02
w -6.22e+00 2.75e-05 1.39e-02
v -4.67e+00 6.75e-04 7.21e-02
m -3.58e+00 5.91e-04 2.12e-02
f -3.23e+00 1.59e-03 4.04e-02
e -3.23e+00 2.70e-03 6.82e-02
l -3.18e+00 3.82e-03 9.22e-02
c -3.02e+00 6.96e-04 1.43e-02
t -2.88e+00 3.05e-03 5.43e-02
y -2.84e+00 2.05e-03 3.50e-02
r -2.60e+00 3.78e-03 5.10e-02
g 2.53e+00 9.39e-01 7.45e-02
s -2.37e+00 5.47e-03 5.87e-02
h -2.33e+00 2.24e-03 2.30e-02
q -2.22e+00 4.04e-03 3.71e-02
k -2.15e+00 6.85e-03 5.86e-02
d -2.10e+00 7.11e-03 5.81e-02
a -2.08e+00 1.02e-02 8.17e-02
n -1.96e+00 6.01e-03 4.28e-02
06 08 R MNcn psi0 0.881 (-4.83e-01 4.00e-01) 3.26e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.881 ( 5.09e+00 4.00e-01) 1.38e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.851 (-4.51e-01 4.00e-01) 3.17e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.851 ( 4.84e+00 4.00e-01) 7.36e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.324 ( 1.83e+00 1.16e+00) 8.81e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.324 ( 4.65e+00 5.04e-01) 2.05e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.309 ( 2.34e-01 1.17e+00) 4.94e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.309 ( 4.66e+00 4.00e-01) 2.98e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.285 ( 1.85e+00 1.23e+00) 8.48e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.285 ( 4.60e+00 5.60e-01) 9.13e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.120 p -3.75e+00 1.08e-03 4.56e-02
y 8.94e-01 8.54e-02 3.49e-02
f 7.41e-01 8.48e-02 4.04e-02
g -7.25e-01 3.60e-02 7.45e-02
h 6.06e-01 4.22e-02 2.30e-02
d -4.99e-01 3.53e-02 5.82e-02
c 4.11e-01 2.16e-02 1.43e-02
v -4.00e-01 4.83e-02 7.21e-02
e -2.91e-01 5.09e-02 6.81e-02
m 2.13e-01 2.62e-02 2.12e-02
l 2.05e-01 1.13e-01 9.21e-02
n 8.27e-02 4.65e-02 4.28e-02
w 7.57e-02 1.50e-02 1.39e-02
q 5.54e-02 3.91e-02 3.70e-02
i -4.26e-02 5.51e-02 5.75e-02
r -4.18e-02 4.89e-02 5.10e-02
s -3.42e-02 5.68e-02 5.87e-02
t -3.28e-02 5.27e-02 5.44e-02
a 1.43e-02 8.28e-02 8.16e-02
k -5.73e-03 5.82e-02 5.86e-02
04 04 D SM aa 4 0.105 g -1.30e+00 2.03e-02 7.45e-02
p 8.11e-01 1.03e-01 4.56e-02
w -6.35e-01 7.36e-03 1.39e-02
d 5.18e-01 9.74e-02 5.80e-02
n 5.17e-01 7.19e-02 4.28e-02
a -4.97e-01 4.97e-02 8.17e-02
q -4.80e-01 2.29e-02 3.71e-02
l -3.60e-01 6.43e-02 9.22e-02
i -3.50e-01 4.05e-02 5.74e-02
v -3.19e-01 5.23e-02 7.20e-02
t 3.17e-01 7.45e-02 5.43e-02
s 3.16e-01 8.03e-02 5.85e-02
h 1.57e-01 2.69e-02 2.30e-02
c -1.51e-01 1.23e-02 1.43e-02
y 1.45e-01 4.04e-02 3.49e-02
f 1.18e-01 4.54e-02 4.04e-02
k -1.16e-01 5.23e-02 5.87e-02
m 7.96e-02 2.30e-02 2.13e-02
r -6.25e-02 4.80e-02 5.11e-02
e -9.92e-03 6.76e-02 6.82e-02
05 05 D SM aa 5 0.089 g -8.91e-01 3.06e-02 7.45e-02
p 7.74e-01 9.89e-02 4.56e-02
e -7.63e-01 3.18e-02 6.82e-02
w 7.59e-01 2.97e-02 1.39e-02
y 7.25e-01 7.21e-02 3.49e-02
a -4.27e-01 5.34e-02 8.18e-02
h 2.90e-01 3.08e-02 2.30e-02
v 2.25e-01 9.00e-02 7.19e-02
d -2.21e-01 4.64e-02 5.79e-02
f -2.01e-01 3.30e-02 4.04e-02
k -1.87e-01 4.88e-02 5.88e-02
q -1.76e-01 3.11e-02 3.71e-02
t 1.71e-01 6.44e-02 5.42e-02
l -1.37e-01 8.03e-02 9.21e-02
c -1.17e-01 1.28e-02 1.44e-02
r 1.07e-01 5.69e-02 5.11e-02
n 7.59e-02 4.62e-02 4.29e-02
i 5.73e-02 6.07e-02 5.74e-02
s 5.45e-02 6.19e-02 5.86e-02
m -4.93e-02 2.02e-02 2.13e-02
00 00 D SM aa 0 0.085 v -7.24e-01 3.49e-02 7.19e-02
y -6.76e-01 1.77e-02 3.49e-02
e 6.51e-01 1.30e-01 6.80e-02
g -6.30e-01 3.96e-02 7.44e-02
c -5.99e-01 7.85e-03 1.43e-02
f -5.70e-01 2.28e-02 4.03e-02
i -4.60e-01 3.62e-02 5.74e-02
n -4.22e-01 2.81e-02 4.29e-02
k 3.98e-01 8.74e-02 5.87e-02
s 3.74e-01 8.60e-02 5.92e-02
p 3.39e-01 6.45e-02 4.60e-02
r 3.22e-01 7.03e-02 5.10e-02
a 2.30e-01 1.02e-01 8.14e-02
m -1.76e-01 1.78e-02 2.12e-02
t -1.53e-01 4.69e-02 5.46e-02
d -9.97e-02 5.27e-02 5.83e-02
q -9.11e-02 3.38e-02 3.70e-02
l -8.40e-02 8.43e-02 9.17e-02
w -6.43e-02 1.29e-02 1.38e-02
h 4.96e-03 2.31e-02 2.30e-02
01 01 D SM aa 1 0.071 p -2.41e+00 4.10e-03 4.58e-02
g -8.62e-01 3.14e-02 7.44e-02
r 3.79e-01 7.44e-02 5.09e-02
k 3.54e-01 8.35e-02 5.86e-02
d 3.04e-01 7.88e-02 5.82e-02
e 2.79e-01 9.00e-02 6.81e-02
v -2.77e-01 5.46e-02 7.21e-02
q 2.71e-01 4.86e-02 3.70e-02
c -2.26e-01 1.14e-02 1.43e-02
m 2.09e-01 2.61e-02 2.12e-02
i -1.93e-01 4.74e-02 5.75e-02
h -1.92e-01 1.90e-02 2.30e-02
w 1.74e-01 1.65e-02 1.38e-02
y -1.22e-01 3.09e-02 3.49e-02
n -1.22e-01 3.79e-02 4.28e-02
s 1.17e-01 6.61e-02 5.88e-02
t 9.46e-02 5.99e-02 5.45e-02
a 4.78e-02 8.55e-02 8.15e-02
f 1.16e-02 4.09e-02 4.04e-02
l 9.79e-03 9.29e-02 9.20e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.255
08 -0.255 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.256
10 -0.256 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.035
12 -0.035 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.341
14 -0.341 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.116
16 -0.116 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.354
18 -0.354 1.000
DATA_CLASS 243
CLASS 243 - weight 1862 normalized weight 0.001 relative strength 4.17e-02 *******
class cross entropy w.r.t. global class 1.86e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.688 ( 1.21e+00 4.00e-01) 8.32e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.688 ( 3.96e+00 4.33e-01) 7.24e+00 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 1.549 p -7.45e+00 2.68e-05 4.60e-02
i -3.78e+00 1.31e-03 5.74e-02
v -2.95e+00 3.77e-03 7.19e-02
t -2.60e+00 4.05e-03 5.46e-02
l -2.36e+00 8.68e-03 9.17e-02
g 2.33e+00 7.64e-01 7.44e-02
y -2.09e+00 4.32e-03 3.49e-02
c -1.95e+00 2.03e-03 1.43e-02
m -1.89e+00 3.20e-03 2.12e-02
f -1.84e+00 6.40e-03 4.03e-02
w -1.54e+00 2.96e-03 1.38e-02
a -1.43e+00 1.94e-02 8.14e-02
s -1.33e+00 1.56e-02 5.92e-02
r -1.29e+00 1.41e-02 5.10e-02
q -1.22e+00 1.09e-02 3.70e-02
e -1.21e+00 2.04e-02 6.80e-02
h -1.12e+00 7.53e-03 2.30e-02
k -6.92e-01 2.94e-02 5.87e-02
n -4.92e-01 2.62e-02 4.29e-02
d -5.32e-02 5.52e-02 5.83e-02
08 12 R MNcn psi2 0.953 ( 2.48e+00 4.00e-01) 4.17e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.953 ( 4.47e+00 4.44e-01) 1.63e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.914 ( 2.39e+00 4.00e-01) 3.96e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.914 ( 4.29e+00 4.30e-01) 5.94e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.879 ( 2.40e+00 4.00e-01) 3.96e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.879 ( 4.32e+00 4.68e-01) 4.78e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.877 ( 2.39e+00 4.00e-01) 3.94e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.877 ( 4.34e+00 4.71e-01) 4.30e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.755 ( 7.11e-02 4.00e-01) 1.86e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.755 ( 4.61e+00 4.00e-01) 1.77e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.428 v -2.33e+00 7.04e-03 7.21e-02
i -1.97e+00 8.00e-03 5.75e-02
c -1.94e+00 2.06e-03 1.43e-02
l -1.61e+00 1.84e-02 9.20e-02
d 1.41e+00 2.38e-01 5.82e-02
m -1.31e+00 5.74e-03 2.12e-02
n 1.23e+00 1.47e-01 4.28e-02
f -1.16e+00 1.27e-02 4.04e-02
y -8.90e-01 1.43e-02 3.49e-02
w -7.81e-01 6.34e-03 1.38e-02
a -6.92e-01 4.08e-02 8.15e-02
g -3.97e-01 5.00e-02 7.44e-02
s 3.90e-01 8.69e-02 5.88e-02
q -3.15e-01 2.70e-02 3.70e-02
h -2.97e-01 1.71e-02 2.30e-02
e 2.65e-01 8.88e-02 6.81e-02
r 1.64e-01 6.00e-02 5.09e-02
k 1.49e-01 6.80e-02 5.86e-02
t 4.84e-02 5.72e-02 5.45e-02
p -2.39e-02 4.48e-02 4.58e-02
04 04 D SM aa 4 0.174 d -1.71e+00 1.05e-02 5.80e-02
n -1.38e+00 1.07e-02 4.28e-02
g -1.09e+00 2.51e-02 7.45e-02
y 7.37e-01 7.31e-02 3.49e-02
v 6.97e-01 1.45e-01 7.20e-02
i 6.63e-01 1.11e-01 5.74e-02
w 6.08e-01 2.55e-02 1.39e-02
f 5.72e-01 7.15e-02 4.04e-02
e -5.19e-01 4.06e-02 6.82e-02
a -4.35e-01 5.29e-02 8.17e-02
m -4.20e-01 1.40e-02 2.13e-02
k -4.18e-01 3.86e-02 5.87e-02
p -4.14e-01 3.01e-02 4.56e-02
c -2.85e-01 1.08e-02 1.43e-02
l 2.72e-01 1.21e-01 9.22e-02
q -2.27e-01 2.95e-02 3.71e-02
t 1.47e-01 6.28e-02 5.43e-02
s -1.22e-01 5.18e-02 5.85e-02
h -8.11e-02 2.12e-02 2.30e-02
r 5.92e-02 5.42e-02 5.11e-02
05 05 D SM aa 5 0.102 d -8.79e-01 2.41e-02 5.79e-02
g -7.05e-01 3.68e-02 7.45e-02
q -6.53e-01 1.93e-02 3.71e-02
v 6.02e-01 1.31e-01 7.19e-02
c 5.86e-01 2.58e-02 1.44e-02
k -5.75e-01 3.31e-02 5.88e-02
i 5.50e-01 9.94e-02 5.74e-02
e -5.09e-01 4.10e-02 6.82e-02
f 4.39e-01 6.26e-02 4.04e-02
n -4.25e-01 2.80e-02 4.29e-02
w 3.41e-01 1.95e-02 1.39e-02
l 3.22e-01 1.27e-01 9.21e-02
r -2.95e-01 3.81e-02 5.11e-02
t 2.88e-01 7.24e-02 5.42e-02
a -2.30e-01 6.50e-02 8.18e-02
s -2.07e-01 4.76e-02 5.86e-02
m -1.07e-01 1.91e-02 2.13e-02
y 1.05e-01 3.88e-02 3.49e-02
h 6.93e-02 2.47e-02 2.30e-02
p 1.62e-02 4.64e-02 4.56e-02
02 02 D SM aa 2 0.101 p -4.11e+00 7.49e-04 4.56e-02
c -8.39e-01 6.19e-03 1.43e-02
g -7.48e-01 3.52e-02 7.45e-02
i -5.08e-01 3.46e-02 5.75e-02
k 5.04e-01 9.69e-02 5.86e-02
w 4.79e-01 2.24e-02 1.39e-02
t 4.71e-01 8.71e-02 5.44e-02
y 3.88e-01 5.15e-02 3.49e-02
f 2.90e-01 5.40e-02 4.04e-02
a -2.87e-01 6.12e-02 8.16e-02
h 2.78e-01 3.04e-02 2.30e-02
s 2.56e-01 7.59e-02 5.87e-02
l -2.43e-01 7.22e-02 9.21e-02
e 2.22e-01 8.51e-02 6.81e-02
q 1.25e-01 4.20e-02 3.70e-02
r 1.04e-01 5.66e-02 5.10e-02
n 9.31e-02 4.70e-02 4.28e-02
d -8.46e-02 5.35e-02 5.82e-02
v -7.90e-02 6.66e-02 7.21e-02
m -1.60e-02 2.09e-02 2.12e-02
03 03 D SM aa 3 0.100 g -9.85e-01 2.78e-02 7.45e-02
n -8.97e-01 1.75e-02 4.28e-02
d -8.65e-01 2.45e-02 5.81e-02
w 6.72e-01 2.72e-02 1.39e-02
y 5.87e-01 6.29e-02 3.50e-02
v 5.61e-01 1.26e-01 7.21e-02
h -4.56e-01 1.46e-02 2.30e-02
e -4.36e-01 4.41e-02 6.82e-02
a -3.92e-01 5.52e-02 8.17e-02
s -3.51e-01 4.13e-02 5.87e-02
t 3.04e-01 7.37e-02 5.43e-02
f 2.85e-01 5.37e-02 4.04e-02
l 2.80e-01 1.22e-01 9.22e-02
i 2.48e-01 7.37e-02 5.75e-02
m -2.09e-01 1.72e-02 2.12e-02
r 1.95e-01 6.20e-02 5.10e-02
p 1.09e-01 5.07e-02 4.55e-02
q -9.01e-02 3.39e-02 3.71e-02
c 2.78e-02 1.47e-02 1.43e-02
k -2.34e-02 5.72e-02 5.86e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.527
08 -0.527 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.353
10 -0.353 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.214
12 -0.214 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.113
14 -0.113 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.194
16 -0.194 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.147
18 -0.147 1.000
DATA_CLASS 244
CLASS 244 - weight 1853 normalized weight 0.001 relative strength 1.06e-04 *******
class cross entropy w.r.t. global class 9.02e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 1.051 ( 2.91e+00 5.87e-01) 3.58e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.051 ( 3.41e+00 1.42e+00) 7.98e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.897 (-4.41e-01 4.00e-01) 3.14e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.897 ( 5.15e+00 4.00e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.838 (-3.10e-01 4.00e-01) 2.81e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.838 ( 4.90e+00 4.00e-01) 8.97e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.630 ( 2.35e+00 5.65e-01) 2.70e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.630 ( 4.49e+00 6.12e-01) 8.24e-02 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.518 g 1.76e+00 4.33e-01 7.45e-02
l -1.22e+00 2.71e-02 9.21e-02
v -1.10e+00 2.40e-02 7.19e-02
i -9.13e-01 2.30e-02 5.74e-02
m -6.58e-01 1.10e-02 2.13e-02
d -6.44e-01 3.04e-02 5.79e-02
n -5.82e-01 2.40e-02 4.29e-02
y -5.30e-01 2.06e-02 3.49e-02
q -4.99e-01 2.25e-02 3.71e-02
e -4.35e-01 4.42e-02 6.82e-02
r -4.22e-01 3.35e-02 5.11e-02
a -4.09e-01 5.43e-02 8.18e-02
f -3.94e-01 2.72e-02 4.04e-02
w 3.71e-01 2.01e-02 1.39e-02
k -3.57e-01 4.11e-02 5.88e-02
t -3.49e-01 3.83e-02 5.42e-02
h -2.25e-01 1.84e-02 2.30e-02
p -2.10e-01 3.70e-02 4.56e-02
c -4.44e-02 1.37e-02 1.44e-02
s -4.19e-02 5.62e-02 5.86e-02
00 00 D SM aa 0 0.352 i -1.37e+00 1.46e-02 5.74e-02
d 1.31e+00 2.15e-01 5.83e-02
l -1.21e+00 2.74e-02 9.17e-02
a -1.08e+00 2.77e-02 8.14e-02
n 9.56e-01 1.12e-01 4.29e-02
e -9.40e-01 2.66e-02 6.80e-02
s 8.12e-01 1.33e-01 5.92e-02
v -7.82e-01 3.29e-02 7.19e-02
g -7.05e-01 3.67e-02 7.44e-02
f -6.54e-01 2.10e-02 4.03e-02
h 5.46e-01 3.96e-02 2.30e-02
r -5.38e-01 2.97e-02 5.10e-02
k -5.12e-01 3.52e-02 5.87e-02
w -4.93e-01 8.43e-03 1.38e-02
c 4.84e-01 2.32e-02 1.43e-02
t 4.06e-01 8.19e-02 5.46e-02
p 3.31e-01 6.40e-02 4.60e-02
m -2.98e-01 1.58e-02 2.12e-02
q -2.81e-01 2.80e-02 3.70e-02
y -2.34e-01 2.76e-02 3.49e-02
01 01 D SM aa 1 0.316 p 1.78e+00 2.71e-01 4.58e-02
g -1.09e+00 2.51e-02 7.44e-02
c -9.70e-01 5.43e-03 1.43e-02
i -6.01e-01 3.15e-02 5.75e-02
q -5.92e-01 2.05e-02 3.70e-02
n -5.69e-01 2.42e-02 4.28e-02
y -4.56e-01 2.21e-02 3.49e-02
m -4.55e-01 1.35e-02 2.12e-02
v -4.31e-01 4.68e-02 7.21e-02
w -3.98e-01 9.29e-03 1.38e-02
l -2.94e-01 6.85e-02 9.20e-02
r -2.61e-01 3.93e-02 5.09e-02
h -2.46e-01 1.80e-02 2.30e-02
t -1.81e-01 4.55e-02 5.45e-02
f -1.51e-01 3.47e-02 4.04e-02
e 1.35e-01 7.80e-02 6.81e-02
d -1.29e-01 5.11e-02 5.82e-02
a -1.02e-01 7.36e-02 8.15e-02
s 5.21e-02 6.20e-02 5.88e-02
k 2.59e-02 6.01e-02 5.86e-02
10 16 R MNcn psi4 0.172 ( 1.36e+00 1.41e+00) 3.91e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.172 ( 4.63e+00 5.57e-01) 1.56e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.144 ( 1.11e+00 1.33e+00) 2.24e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.144 ( 4.47e+00 5.48e-01) 1.32e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.144 p -1.74e+00 8.03e-03 4.56e-02
v -8.84e-01 2.98e-02 7.21e-02
c -8.74e-01 5.97e-03 1.43e-02
i -7.13e-01 2.82e-02 5.75e-02
e 7.07e-01 1.38e-01 6.81e-02
l -6.66e-01 4.73e-02 9.21e-02
d 6.26e-01 1.09e-01 5.82e-02
s 5.87e-01 1.06e-01 5.87e-02
m -4.97e-01 1.29e-02 2.12e-02
g -4.70e-01 4.66e-02 7.45e-02
w 4.43e-01 2.16e-02 1.39e-02
n 3.44e-01 6.04e-02 4.28e-02
t 3.15e-01 7.45e-02 5.44e-02
f -2.44e-01 3.17e-02 4.04e-02
k 1.17e-01 6.59e-02 5.86e-02
r -1.14e-01 4.55e-02 5.10e-02
y -1.04e-01 3.15e-02 3.49e-02
a -5.99e-02 7.69e-02 8.16e-02
h 5.68e-02 2.43e-02 2.30e-02
q -1.31e-02 3.66e-02 3.70e-02
04 04 D SM aa 4 0.121 p 1.24e+00 1.58e-01 4.56e-02
v -6.62e-01 3.71e-02 7.20e-02
e -4.83e-01 4.21e-02 6.82e-02
q -4.51e-01 2.36e-02 3.71e-02
n 4.47e-01 6.70e-02 4.28e-02
l -3.75e-01 6.33e-02 9.22e-02
i -3.75e-01 3.95e-02 5.74e-02
m -2.22e-01 1.70e-02 2.13e-02
k -2.05e-01 4.78e-02 5.87e-02
a -1.74e-01 6.87e-02 8.17e-02
f 1.73e-01 4.80e-02 4.04e-02
s 1.13e-01 6.55e-02 5.85e-02
d -1.10e-01 5.20e-02 5.80e-02
g 7.27e-02 8.01e-02 7.45e-02
w 6.53e-02 1.48e-02 1.39e-02
r -4.51e-02 4.88e-02 5.11e-02
h 4.36e-02 2.41e-02 2.30e-02
t -2.87e-02 5.27e-02 5.43e-02
y 2.83e-02 3.59e-02 3.49e-02
c -7.02e-03 1.42e-02 1.43e-02
03 03 D SM aa 3 0.100 p -3.43e+00 1.47e-03 4.55e-02
d 6.32e-01 1.09e-01 5.81e-02
g -5.21e-01 4.42e-02 7.45e-02
y 5.06e-01 5.80e-02 3.50e-02
h 5.00e-01 3.80e-02 2.30e-02
n 4.84e-01 6.95e-02 4.28e-02
f 4.55e-01 6.37e-02 4.04e-02
w 4.08e-01 2.09e-02 1.39e-02
l -3.70e-01 6.37e-02 9.22e-02
c 3.31e-01 1.99e-02 1.43e-02
i -2.40e-01 4.52e-02 5.75e-02
v -2.10e-01 5.84e-02 7.21e-02
e -1.80e-01 5.70e-02 6.82e-02
a -1.22e-01 7.23e-02 8.17e-02
s 1.12e-01 6.56e-02 5.87e-02
k -9.88e-02 5.31e-02 5.86e-02
m -9.59e-02 1.93e-02 2.12e-02
t -7.77e-02 5.03e-02 5.43e-02
r 6.48e-02 5.44e-02 5.10e-02
q -3.39e-02 3.58e-02 3.71e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.108
08 -0.108 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.372
10 -0.372 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.385
12 -0.385 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.222
14 -0.222 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.071
16 -0.071 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.655
18 -0.655 1.000
DATA_CLASS 245
CLASS 245 - weight 1842 normalized weight 0.001 relative strength 1.52e-02 *******
class cross entropy w.r.t. global class 1.49e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
02 02 D SM aa 2 2.343 p -7.25e+00 3.23e-05 4.56e-02
l -7.07e+00 7.80e-05 9.21e-02
f -6.98e+00 3.77e-05 4.04e-02
t -6.64e+00 7.15e-05 5.44e-02
m -6.45e+00 3.35e-05 2.12e-02
q -6.39e+00 6.21e-05 3.70e-02
c -5.62e+00 5.17e-05 1.43e-02
i -4.56e+00 6.02e-04 5.75e-02
v -3.83e+00 1.56e-03 7.21e-02
r -3.72e+00 1.23e-03 5.10e-02
w -3.38e+00 4.73e-04 1.39e-02
d -3.14e+00 2.53e-03 5.82e-02
y -2.90e+00 1.92e-03 3.49e-02
e -2.89e+00 3.79e-03 6.81e-02
n -2.76e+00 2.72e-03 4.28e-02
a -2.62e+00 5.92e-03 8.16e-02
g 2.55e+00 9.58e-01 7.45e-02
k -2.20e+00 6.48e-03 5.86e-02
s -1.92e+00 8.59e-03 5.87e-02
h -1.36e+00 5.91e-03 2.30e-02
08 12 R MNcn psi2 1.729 ( 3.28e+00 4.42e-01) 5.59e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.729 ( 2.44e+00 1.03e+00) 2.05e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.879 ( 2.42e+00 4.00e-01) 4.01e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.879 ( 4.40e+00 4.85e-01) 3.05e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.875 ( 2.46e+00 4.00e-01) 4.13e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.875 ( 4.27e+00 5.08e-01) 5.33e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.868 (-4.83e-01 4.00e-01) 3.26e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.868 ( 5.05e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.858 ( 2.50e+00 4.00e-01) 4.23e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.858 ( 4.45e+00 6.11e-01) 1.57e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.799 (-1.24e-01 4.25e-01) 2.22e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.799 ( 4.62e+00 4.00e-01) 1.89e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.155 g -1.26e+00 2.11e-02 7.44e-02
c -1.16e+00 4.46e-03 1.43e-02
p 9.41e-01 1.18e-01 4.60e-02
y -8.78e-01 1.45e-02 3.49e-02
w -7.96e-01 6.23e-03 1.38e-02
f -6.61e-01 2.08e-02 4.03e-02
l -6.19e-01 4.94e-02 9.17e-02
v -5.82e-01 4.02e-02 7.19e-02
e 5.61e-01 1.19e-01 6.80e-02
k 5.33e-01 1.00e-01 5.87e-02
i -4.78e-01 3.56e-02 5.74e-02
s 4.55e-01 9.32e-02 5.92e-02
m -3.96e-01 1.43e-02 2.12e-02
n -3.94e-01 2.89e-02 4.29e-02
h -2.46e-01 1.80e-02 2.30e-02
q 2.39e-01 4.70e-02 3.70e-02
d 1.46e-01 6.74e-02 5.83e-02
a 1.44e-01 9.40e-02 8.14e-02
r 3.61e-02 5.28e-02 5.10e-02
t 4.91e-03 5.49e-02 5.46e-02
01 01 D SM aa 1 0.124 p -3.90e+00 9.24e-04 4.58e-02
v -1.01e+00 2.61e-02 7.21e-02
n 7.27e-01 8.86e-02 4.28e-02
h 6.59e-01 4.44e-02 2.30e-02
i -6.07e-01 3.14e-02 5.75e-02
y 4.26e-01 5.35e-02 3.49e-02
m -4.10e-01 1.41e-02 2.12e-02
d 3.82e-01 8.52e-02 5.82e-02
f 3.78e-01 5.90e-02 4.04e-02
c -3.67e-01 9.92e-03 1.43e-02
g -3.35e-01 5.32e-02 7.44e-02
l -3.32e-01 6.60e-02 9.20e-02
e 2.11e-01 8.41e-02 6.81e-02
w -2.11e-01 1.12e-02 1.38e-02
k 1.96e-01 7.13e-02 5.86e-02
r 1.78e-01 6.09e-02 5.09e-02
q 1.64e-01 4.36e-02 3.70e-02
s 1.41e-01 6.77e-02 5.88e-02
a -1.34e-01 7.13e-02 8.15e-02
t 5.43e-02 5.76e-02 5.45e-02
04 04 D SM aa 4 0.105 d -1.05e+00 2.04e-02 5.80e-02
v 7.61e-01 1.54e-01 7.20e-02
n -7.01e-01 2.12e-02 4.28e-02
g -6.99e-01 3.71e-02 7.45e-02
i 5.27e-01 9.73e-02 5.74e-02
h 5.18e-01 3.86e-02 2.30e-02
e -4.42e-01 4.38e-02 6.82e-02
a -4.27e-01 5.33e-02 8.17e-02
w 3.77e-01 2.03e-02 1.39e-02
s -3.57e-01 4.09e-02 5.85e-02
f 2.30e-01 5.08e-02 4.04e-02
y 2.14e-01 4.33e-02 3.49e-02
k -1.35e-01 5.13e-02 5.87e-02
p 1.29e-01 5.19e-02 4.56e-02
l 9.60e-02 1.01e-01 9.22e-02
t 9.50e-02 5.97e-02 5.43e-02
r -9.05e-02 4.66e-02 5.11e-02
c -8.42e-02 1.32e-02 1.43e-02
q -7.47e-02 3.44e-02 3.71e-02
m -4.71e-02 2.03e-02 2.13e-02
05 05 D SM aa 5 0.071 g -1.16e+00 2.35e-02 7.45e-02
d -6.55e-01 3.01e-02 5.79e-02
w 4.56e-01 2.19e-02 1.39e-02
i 4.50e-01 9.00e-02 5.74e-02
c 4.34e-01 2.22e-02 1.44e-02
v 4.32e-01 1.11e-01 7.19e-02
f 3.33e-01 5.63e-02 4.04e-02
e -3.00e-01 5.05e-02 6.82e-02
n -2.94e-01 3.19e-02 4.29e-02
y 2.68e-01 4.57e-02 3.49e-02
p 2.56e-01 5.89e-02 4.56e-02
h -2.46e-01 1.80e-02 2.30e-02
a -2.44e-01 6.41e-02 8.18e-02
q -2.41e-01 2.91e-02 3.71e-02
l 2.10e-01 1.14e-01 9.21e-02
r -1.94e-01 4.21e-02 5.11e-02
t 1.57e-01 6.35e-02 5.42e-02
s -1.52e-01 5.03e-02 5.86e-02
m 1.03e-01 2.36e-02 2.13e-02
k -8.59e-02 5.40e-02 5.88e-02
03 03 D SM aa 3 0.054 p 6.59e-01 8.80e-02 4.55e-02
g -6.15e-01 4.03e-02 7.45e-02
d -4.35e-01 3.76e-02 5.81e-02
v 3.60e-01 1.03e-01 7.21e-02
a -3.59e-01 5.70e-02 8.17e-02
y 3.13e-01 4.78e-02 3.50e-02
f 3.03e-01 5.47e-02 4.04e-02
h -2.77e-01 1.74e-02 2.30e-02
c 2.72e-01 1.88e-02 1.43e-02
w 2.67e-01 1.81e-02 1.39e-02
l -2.51e-01 7.17e-02 9.22e-02
i 2.48e-01 7.37e-02 5.75e-02
n -2.40e-01 3.37e-02 4.28e-02
q -2.37e-01 2.92e-02 3.71e-02
t 1.86e-01 6.54e-02 5.43e-02
e -9.43e-02 6.21e-02 6.82e-02
k -9.26e-02 5.34e-02 5.86e-02
r -3.77e-02 4.91e-02 5.10e-02
s -1.84e-02 5.76e-02 5.87e-02
m -1.38e-02 2.09e-02 2.12e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.179
08 -0.179 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.496
10 -0.496 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.051
12 0.051 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.312
14 -0.312 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.207
16 -0.207 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.088
18 -0.088 1.000
DATA_CLASS 246
CLASS 246 - weight 1786 normalized weight 0.001 relative strength 4.25e-04 *******
class cross entropy w.r.t. global class 9.60e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 16 R MNcn psi4 0.845 (-3.87e-01 4.41e-01) 2.71e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.845 ( 4.74e+00 4.00e-01) 4.93e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.802 ( 2.42e+00 4.12e-01) 3.90e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.802 ( 4.56e+00 6.37e-01) 2.37e-02 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.793 (-3.49e-01 4.65e-01) 2.51e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.793 ( 4.73e+00 4.00e-01) 4.73e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.776 ( 2.43e+00 4.67e-01) 3.44e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.776 ( 4.60e+00 6.04e-01) 1.00e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.680 ( 2.52e+00 5.38e-01) 3.19e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.680 ( 4.13e+00 6.69e-01) 6.14e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.620 ( 2.47e+00 5.79e-01) 2.86e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.620 ( 4.07e+00 6.88e-01) 6.83e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.173 p 1.30e+00 1.66e-01 4.55e-02
e -1.04e+00 2.41e-02 6.82e-02
k -7.39e-01 2.80e-02 5.86e-02
r -6.70e-01 2.61e-02 5.10e-02
g -5.63e-01 4.24e-02 7.45e-02
c 5.31e-01 2.43e-02 1.43e-02
l -4.53e-01 5.86e-02 9.22e-02
s 4.40e-01 9.11e-02 5.87e-02
q -3.91e-01 2.51e-02 3.71e-02
i 3.28e-01 7.98e-02 5.75e-02
a -3.05e-01 6.02e-02 8.17e-02
v 2.74e-01 9.48e-02 7.21e-02
y -2.31e-01 2.77e-02 3.50e-02
n -2.03e-01 3.50e-02 4.28e-02
d -1.64e-01 4.93e-02 5.81e-02
t 1.49e-01 6.31e-02 5.43e-02
f 1.35e-01 4.62e-02 4.04e-02
m 7.79e-02 2.30e-02 2.12e-02
w -6.06e-02 1.31e-02 1.39e-02
h -5.69e-02 2.17e-02 2.30e-02
02 02 D SM aa 2 0.102 p -2.38e+00 4.24e-03 4.56e-02
l -9.54e-01 3.55e-02 9.21e-02
m -7.86e-01 9.66e-03 2.12e-02
k 4.81e-01 9.47e-02 5.86e-02
r 4.46e-01 7.96e-02 5.10e-02
h 4.24e-01 3.51e-02 2.30e-02
i -4.13e-01 3.81e-02 5.75e-02
y 3.61e-01 5.02e-02 3.49e-02
v -3.48e-01 5.09e-02 7.21e-02
n 3.36e-01 5.99e-02 4.28e-02
w -3.21e-01 1.01e-02 1.39e-02
e 2.99e-01 9.18e-02 6.81e-02
g 2.98e-01 1.00e-01 7.45e-02
a -2.70e-01 6.23e-02 8.16e-02
c -1.98e-01 1.17e-02 1.43e-02
t 1.43e-01 6.28e-02 5.44e-02
q 1.18e-01 4.17e-02 3.70e-02
d 4.89e-02 6.11e-02 5.82e-02
s 2.08e-02 6.00e-02 5.87e-02
f -4.10e-04 4.04e-02 4.04e-02
05 05 D SM aa 5 0.080 p -1.85e+00 7.15e-03 4.56e-02
f 5.72e-01 7.15e-02 4.04e-02
s 5.32e-01 9.97e-02 5.86e-02
h 4.91e-01 3.76e-02 2.30e-02
l -4.71e-01 5.75e-02 9.21e-02
y 4.71e-01 5.59e-02 3.49e-02
w 3.90e-01 2.05e-02 1.39e-02
q -3.78e-01 2.54e-02 3.71e-02
m -3.15e-01 1.55e-02 2.13e-02
n 2.80e-01 5.67e-02 4.29e-02
a -2.56e-01 6.33e-02 8.18e-02
v -2.53e-01 5.58e-02 7.19e-02
e -2.43e-01 5.35e-02 6.82e-02
g 2.11e-01 9.20e-02 7.45e-02
d 1.79e-01 6.93e-02 5.79e-02
i -1.67e-01 4.85e-02 5.74e-02
r -1.43e-01 4.43e-02 5.11e-02
k -7.98e-02 5.43e-02 5.88e-02
t 5.84e-02 5.75e-02 5.42e-02
c -3.68e-02 1.38e-02 1.44e-02
00 00 D SM aa 0 0.079 e -1.01e+00 2.47e-02 6.80e-02
k -9.23e-01 2.33e-02 5.87e-02
c 7.11e-01 2.91e-02 1.43e-02
p 7.07e-01 9.32e-02 4.60e-02
r -4.54e-01 3.24e-02 5.10e-02
s 3.98e-01 8.81e-02 5.92e-02
v 2.89e-01 9.60e-02 7.19e-02
i 2.81e-01 7.60e-02 5.74e-02
g -2.43e-01 5.83e-02 7.44e-02
d -2.37e-01 4.60e-02 5.83e-02
f 2.16e-01 5.01e-02 4.03e-02
q -1.84e-01 3.08e-02 3.70e-02
m -1.81e-01 1.77e-02 2.12e-02
a -9.49e-02 7.41e-02 8.14e-02
t 8.85e-02 5.96e-02 5.46e-02
w -7.83e-02 1.28e-02 1.38e-02
h -4.85e-02 2.19e-02 2.30e-02
n -3.85e-02 4.13e-02 4.29e-02
l -1.68e-02 9.02e-02 9.17e-02
y -8.16e-03 3.46e-02 3.49e-02
01 01 D SM aa 1 0.071 g -8.42e-01 3.21e-02 7.44e-02
p 7.53e-01 9.73e-02 4.58e-02
f -6.40e-01 2.13e-02 4.04e-02
h -4.67e-01 1.44e-02 2.30e-02
y -4.40e-01 2.25e-02 3.49e-02
w 3.80e-01 2.02e-02 1.38e-02
t 3.51e-01 7.74e-02 5.45e-02
d 3.25e-01 8.05e-02 5.82e-02
k 3.16e-01 8.04e-02 5.86e-02
m -3.09e-01 1.56e-02 2.12e-02
r -2.88e-01 3.82e-02 5.09e-02
a -2.84e-01 6.14e-02 8.15e-02
l -2.50e-01 7.16e-02 9.20e-02
s 2.39e-01 7.47e-02 5.88e-02
i -1.63e-01 4.89e-02 5.75e-02
c -1.38e-01 1.25e-02 1.43e-02
e 1.37e-01 7.81e-02 6.81e-02
n 9.52e-02 4.71e-02 4.28e-02
q -4.33e-02 3.55e-02 3.70e-02
v -2.33e-02 7.04e-02 7.21e-02
04 04 D SM aa 4 0.060 p 6.55e-01 8.78e-02 4.56e-02
y -5.66e-01 1.98e-02 3.49e-02
g -5.23e-01 4.41e-02 7.45e-02
c -5.12e-01 8.60e-03 1.43e-02
a -4.88e-01 5.02e-02 8.17e-02
w -4.56e-01 8.81e-03 1.39e-02
d 4.53e-01 9.13e-02 5.80e-02
t 3.54e-01 7.73e-02 5.43e-02
q -3.13e-01 2.71e-02 3.71e-02
f -2.87e-01 3.03e-02 4.04e-02
m -2.58e-01 1.64e-02 2.13e-02
n 2.35e-01 5.42e-02 4.28e-02
e -2.22e-01 5.47e-02 6.82e-02
h 2.17e-01 2.86e-02 2.30e-02
s 1.99e-01 7.14e-02 5.85e-02
v -1.89e-01 5.96e-02 7.20e-02
l 1.46e-01 1.07e-01 9.22e-02
k -1.34e-01 5.13e-02 5.87e-02
r 1.18e-01 5.75e-02 5.11e-02
i -5.76e-02 5.42e-02 5.74e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.238
08 -0.238 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.453
10 -0.453 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.259
12 -0.259 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.101
14 -0.101 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.524
16 -0.524 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.276
18 -0.276 1.000
DATA_CLASS 247
CLASS 247 - weight 1775 normalized weight 0.001 relative strength 6.29e-04 *******
class cross entropy w.r.t. global class 1.48e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.882 ( 1.26e+00 4.00e-01) 8.20e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.882 ( 3.90e-01 4.88e-01) 8.86e-01 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 0.885 p -3.99e+00 8.51e-04 4.60e-02
v -2.84e+00 4.19e-03 7.19e-02
i -2.84e+00 3.36e-03 5.74e-02
t -2.15e+00 6.33e-03 5.46e-02
g 1.93e+00 5.14e-01 7.44e-02
l -1.40e+00 2.27e-02 9.17e-02
f -1.07e+00 1.39e-02 4.03e-02
w -1.03e+00 4.90e-03 1.38e-02
a -9.70e-01 3.09e-02 8.14e-02
n 8.83e-01 1.04e-01 4.29e-02
r -8.04e-01 2.28e-02 5.10e-02
e -7.93e-01 3.08e-02 6.80e-02
q -7.54e-01 1.74e-02 3.70e-02
s -7.49e-01 2.80e-02 5.92e-02
m -5.28e-01 1.25e-02 2.12e-02
h 4.04e-01 3.44e-02 2.30e-02
y -3.85e-01 2.37e-02 3.49e-02
k -3.03e-01 4.34e-02 5.87e-02
c -2.04e-01 1.16e-02 1.43e-02
d 1.91e-01 7.05e-02 5.83e-02
09 14 R MNcn psi3 0.844 (-3.25e-01 4.00e-01) 2.84e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.844 ( 5.05e+00 4.00e-01) 1.26e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.784 ( 2.34e+00 4.94e-01) 3.10e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.784 ( 4.66e+00 5.15e-01) 2.21e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.729 (-3.03e-02 4.67e-01) 1.80e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.729 ( 4.62e+00 4.00e-01) 1.92e-01 ( 4.54e+00 1.01e+00)
08 11 R MNcn phi2 0.222 ( 4.89e+00 5.18e-01) 6.60e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.222 ( 9.80e-01 1.47e+00) 1.14e-01 ( 8.13e-01 1.53e+00)
07 10 R MNcn psi1 0.193 ( 1.26e+00 1.43e+00) 3.10e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.193 ( 4.71e+00 5.16e-01) 3.31e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.185 p -2.71e+00 3.03e-03 4.56e-02
v -1.30e+00 1.95e-02 7.20e-02
i -1.08e+00 1.95e-02 5.74e-02
n 1.02e+00 1.18e-01 4.28e-02
w 8.34e-01 3.20e-02 1.39e-02
d 6.48e-01 1.11e-01 5.80e-02
h 5.28e-01 3.90e-02 2.30e-02
g -4.94e-01 4.55e-02 7.45e-02
m -3.88e-01 1.44e-02 2.13e-02
y 3.56e-01 4.99e-02 3.49e-02
a -3.48e-01 5.77e-02 8.17e-02
l -3.47e-01 6.52e-02 9.22e-02
t 3.14e-01 7.43e-02 5.43e-02
r 3.13e-01 6.98e-02 5.11e-02
e -3.00e-01 5.05e-02 6.82e-02
s 2.21e-01 7.30e-02 5.85e-02
c -1.70e-01 1.21e-02 1.43e-02
f 1.31e-01 4.60e-02 4.04e-02
k 3.93e-02 6.10e-02 5.87e-02
q 3.34e-02 3.83e-02 3.71e-02
02 02 D SM aa 2 0.170 v -1.18e+00 2.22e-02 7.21e-02
p 9.91e-01 1.23e-01 4.56e-02
d 8.82e-01 1.41e-01 5.82e-02
g -7.69e-01 3.45e-02 7.45e-02
i -7.19e-01 2.80e-02 5.75e-02
m -6.59e-01 1.10e-02 2.12e-02
w 5.56e-01 2.42e-02 1.39e-02
s 4.72e-01 9.42e-02 5.87e-02
k -4.51e-01 3.73e-02 5.86e-02
l -3.82e-01 6.29e-02 9.21e-02
q -3.79e-01 2.53e-02 3.70e-02
h 3.61e-01 3.30e-02 2.30e-02
n 3.53e-01 6.10e-02 4.28e-02
a -2.76e-01 6.19e-02 8.16e-02
y -2.32e-01 2.77e-02 3.49e-02
c -2.16e-01 1.15e-02 1.43e-02
f -1.54e-01 3.46e-02 4.04e-02
r -1.24e-01 4.51e-02 5.10e-02
t 9.10e-02 5.96e-02 5.44e-02
e -8.54e-02 6.25e-02 6.81e-02
03 03 D SM aa 3 0.132 p 1.14e+00 1.42e-01 4.55e-02
g -7.55e-01 3.50e-02 7.45e-02
i -7.17e-01 2.81e-02 5.75e-02
v -6.40e-01 3.80e-02 7.21e-02
y -5.87e-01 1.94e-02 3.50e-02
d 4.89e-01 9.48e-02 5.81e-02
c -4.67e-01 8.97e-03 1.43e-02
s 4.48e-01 9.18e-02 5.87e-02
l -3.98e-01 6.19e-02 9.22e-02
m -3.53e-01 1.49e-02 2.12e-02
f -3.17e-01 2.94e-02 4.04e-02
w -1.91e-01 1.15e-02 1.39e-02
t -1.81e-01 4.54e-02 5.43e-02
e 1.52e-01 7.94e-02 6.82e-02
a 1.52e-01 9.50e-02 8.17e-02
r -1.28e-01 4.49e-02 5.10e-02
n -8.64e-02 3.93e-02 4.28e-02
q -6.05e-02 3.49e-02 3.71e-02
h 4.83e-02 2.42e-02 2.30e-02
k 3.92e-02 6.09e-02 5.86e-02
05 05 D SM aa 5 0.059 g -1.08e+00 2.52e-02 7.45e-02
c 6.67e-01 2.80e-02 1.44e-02
p -6.59e-01 2.36e-02 4.56e-02
m 5.73e-01 3.77e-02 2.13e-02
e -4.70e-01 4.26e-02 6.82e-02
f 3.89e-01 5.96e-02 4.04e-02
r -3.69e-01 3.54e-02 5.11e-02
y 2.76e-01 4.60e-02 3.49e-02
k -2.63e-01 4.52e-02 5.88e-02
d 1.95e-01 7.04e-02 5.79e-02
v 1.89e-01 8.69e-02 7.19e-02
w 1.76e-01 1.66e-02 1.39e-02
t 1.28e-01 6.16e-02 5.42e-02
s 1.26e-01 6.65e-02 5.86e-02
a 1.09e-01 9.12e-02 8.18e-02
q 9.44e-02 4.07e-02 3.71e-02
l 8.35e-02 1.00e-01 9.21e-02
n -7.89e-02 3.96e-02 4.29e-02
i 4.73e-02 6.01e-02 5.74e-02
h -2.82e-03 2.30e-02 2.30e-02
01 01 D SM aa 1 0.053 g -7.82e-01 3.41e-02 7.44e-02
l 5.57e-01 1.60e-01 9.20e-02
e -4.54e-01 4.32e-02 6.81e-02
p -3.85e-01 3.12e-02 4.58e-02
c 3.21e-01 1.97e-02 1.43e-02
k -2.64e-01 4.50e-02 5.86e-02
h -2.59e-01 1.77e-02 2.30e-02
w 2.18e-01 1.72e-02 1.38e-02
i 2.01e-01 7.03e-02 5.75e-02
v -1.87e-01 5.97e-02 7.21e-02
y 1.83e-01 4.19e-02 3.49e-02
f 1.79e-01 4.83e-02 4.04e-02
n -1.70e-01 3.61e-02 4.28e-02
t -1.47e-01 4.71e-02 5.45e-02
a 1.28e-01 9.27e-02 8.15e-02
s 1.15e-01 6.60e-02 5.88e-02
m 9.53e-02 2.33e-02 2.12e-02
d 9.04e-02 6.37e-02 5.82e-02
q -7.23e-02 3.45e-02 3.70e-02
r -6.57e-02 4.77e-02 5.09e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.700
08 -0.700 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.246
10 -0.246 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.482
12 -0.482 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.326
14 -0.326 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.476
16 -0.476 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.068
18 0.068 1.000
DATA_CLASS 248
CLASS 248 - weight 1752 normalized weight 0.001 relative strength 3.34e-04 *******
class cross entropy w.r.t. global class 1.86e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 13 R MNcn phi3 3.930 ( 1.26e+00 4.00e-01) 8.20e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 3.930 ( 3.41e-01 4.00e-01) 1.17e+00 ( 8.11e-01 1.53e+00)
08 11 R MNcn phi2 2.043 ( 2.69e+00 1.81e+00) 1.03e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 2.043 ( 3.14e-01 4.16e-01) 1.20e+00 ( 8.13e-01 1.53e+00)
03 03 D SM aa 3 1.062 p -7.36e+00 2.90e-05 4.55e-02
i -3.40e+00 1.92e-03 5.75e-02
v -2.81e+00 4.36e-03 7.21e-02
g 2.07e+00 5.92e-01 7.45e-02
t -2.00e+00 7.32e-03 5.43e-02
l -1.81e+00 1.51e-02 9.22e-02
e -1.29e+00 1.87e-02 6.82e-02
a -1.11e+00 2.70e-02 8.17e-02
s -9.68e-01 2.23e-02 5.87e-02
c -9.00e-01 5.82e-03 1.43e-02
m -8.15e-01 9.40e-03 2.12e-02
r -7.89e-01 2.32e-02 5.10e-02
q -7.25e-01 1.80e-02 3.71e-02
n 7.01e-01 8.64e-02 4.28e-02
k -6.71e-01 2.99e-02 5.86e-02
h -6.16e-01 1.24e-02 2.30e-02
d -2.80e-01 4.39e-02 5.81e-02
f -2.53e-01 3.14e-02 4.04e-02
w 1.91e-01 1.68e-02 1.39e-02
y -2.91e-02 3.40e-02 3.50e-02
07 10 R MNcn psi1 0.906 (-9.98e-02 4.97e-01) 1.84e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.906 ( 4.77e+00 4.09e-01) 5.42e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.888 (-5.20e-01 4.00e-01) 3.35e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.888 ( 5.05e+00 4.00e-01) 1.27e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.389 ( 1.62e+00 1.46e+00) 5.58e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.389 ( 3.65e+00 1.56e+00) 5.75e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.281 ( 1.28e+00 1.37e+00) 3.43e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.281 ( 4.72e+00 4.19e-01) 4.23e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.269 p -7.29e+00 3.13e-05 4.56e-02
v -2.36e+00 6.83e-03 7.21e-02
i -2.16e+00 6.61e-03 5.75e-02
w -1.66e+00 2.62e-03 1.39e-02
n 1.06e+00 1.24e-01 4.28e-02
g 8.86e-01 1.81e-01 7.45e-02
f -7.45e-01 1.92e-02 4.04e-02
h 4.83e-01 3.73e-02 2.30e-02
d 3.44e-01 8.20e-02 5.82e-02
c -3.07e-01 1.05e-02 1.43e-02
y -3.01e-01 2.59e-02 3.49e-02
l -2.88e-01 6.90e-02 9.21e-02
m -2.74e-01 1.61e-02 2.12e-02
r 2.59e-01 6.60e-02 5.10e-02
t -2.38e-01 4.29e-02 5.44e-02
q 2.31e-01 4.66e-02 3.70e-02
k 1.61e-01 6.88e-02 5.86e-02
a -1.39e-01 7.10e-02 8.16e-02
s -4.30e-02 5.63e-02 5.87e-02
e -4.46e-03 6.78e-02 6.81e-02
05 05 D SM aa 5 0.142 g 1.06e+00 2.15e-01 7.45e-02
r -7.27e-01 2.47e-02 5.11e-02
e -6.26e-01 3.65e-02 6.82e-02
h -5.55e-01 1.32e-02 2.30e-02
a -5.18e-01 4.87e-02 8.18e-02
v -4.58e-01 4.55e-02 7.19e-02
k -4.54e-01 3.73e-02 5.88e-02
i -4.24e-01 3.75e-02 5.74e-02
q -3.93e-01 2.50e-02 3.71e-02
d -3.75e-01 3.98e-02 5.79e-02
p 2.73e-01 5.99e-02 4.56e-02
f 2.43e-01 5.14e-02 4.04e-02
c 2.40e-01 1.82e-02 1.44e-02
y 1.93e-01 4.24e-02 3.49e-02
n 1.72e-01 5.09e-02 4.29e-02
t 1.68e-01 6.42e-02 5.42e-02
s -1.13e-01 5.23e-02 5.86e-02
l 9.08e-02 1.01e-01 9.21e-02
m 7.23e-02 2.29e-02 2.13e-02
w -5.45e-02 1.32e-02 1.39e-02
01 01 D SM aa 1 0.137 p -5.68e+00 1.56e-04 4.58e-02
i -9.84e-01 2.15e-02 5.75e-02
v -8.23e-01 3.17e-02 7.21e-02
c 6.45e-01 2.73e-02 1.43e-02
g -6.05e-01 4.06e-02 7.44e-02
e -5.59e-01 3.90e-02 6.81e-02
t 5.58e-01 9.53e-02 5.45e-02
h 4.69e-01 3.67e-02 2.30e-02
n 4.43e-01 6.67e-02 4.28e-02
s 4.31e-01 9.05e-02 5.88e-02
w -3.60e-01 9.66e-03 1.38e-02
m 2.95e-01 2.85e-02 2.12e-02
l 2.69e-01 1.20e-01 9.20e-02
y 2.53e-01 4.50e-02 3.49e-02
a 2.27e-01 1.02e-01 8.15e-02
f 1.91e-01 4.89e-02 4.04e-02
k -1.87e-01 4.86e-02 5.86e-02
d 1.48e-01 6.74e-02 5.82e-02
q -1.36e-01 3.23e-02 3.70e-02
r -6.64e-02 4.77e-02 5.09e-02
04 04 D SM aa 4 0.106 g -1.34e+00 1.96e-02 7.45e-02
p -9.61e-01 1.74e-02 4.56e-02
r 6.30e-01 9.59e-02 5.11e-02
q 6.28e-01 6.95e-02 3.71e-02
k 5.97e-01 1.07e-01 5.87e-02
i -4.99e-01 3.49e-02 5.74e-02
y -4.17e-01 2.30e-02 3.49e-02
n 3.72e-01 6.21e-02 4.28e-02
f -3.58e-01 2.82e-02 4.04e-02
l 2.68e-01 1.20e-01 9.22e-02
v -2.47e-01 5.62e-02 7.20e-02
c -2.39e-01 1.13e-02 1.43e-02
a -2.28e-01 6.51e-02 8.17e-02
w -2.17e-01 1.12e-02 1.39e-02
h 1.91e-01 2.79e-02 2.30e-02
m -1.40e-01 1.85e-02 2.13e-02
d 1.28e-01 6.60e-02 5.80e-02
e -1.08e-01 6.12e-02 6.82e-02
t -7.99e-02 5.01e-02 5.43e-02
s -6.37e-02 5.49e-02 5.85e-02
00 00 D SM aa 0 0.057 p -9.48e-01 1.78e-02 4.60e-02
g -7.94e-01 3.36e-02 7.44e-02
m 4.85e-01 3.45e-02 2.12e-02
a 4.64e-01 1.29e-01 8.14e-02
n -4.28e-01 2.79e-02 4.29e-02
d -3.88e-01 3.95e-02 5.83e-02
t -3.02e-01 4.03e-02 5.46e-02
k 2.58e-01 7.61e-02 5.87e-02
v -2.09e-01 5.84e-02 7.19e-02
f 1.99e-01 4.92e-02 4.03e-02
e 1.98e-01 8.29e-02 6.80e-02
l 1.39e-01 1.05e-01 9.17e-02
y 1.27e-01 3.96e-02 3.49e-02
i 1.15e-01 6.44e-02 5.74e-02
h -1.07e-01 2.06e-02 2.30e-02
w 8.94e-02 1.51e-02 1.38e-02
q 7.66e-02 4.00e-02 3.70e-02
r 4.40e-02 5.33e-02 5.10e-02
s -3.28e-02 5.72e-02 5.92e-02
c 2.30e-02 1.46e-02 1.43e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.278
08 -0.278 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.818
10 -0.818 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.823
12 -0.823 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.563
14 -0.563 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.213
16 -0.213 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.093
18 -0.093 1.000
DATA_CLASS 249
CLASS 249 - weight 1661 normalized weight 0.001 relative strength 6.18e-04 *******
class cross entropy w.r.t. global class 1.38e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 2.221 ( 1.63e+00 6.04e-01) 4.83e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 2.221 ( 2.04e+00 1.47e+00) 8.32e-01 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 1.498 p -4.29e+00 6.30e-04 4.60e-02
g 2.33e+00 7.68e-01 7.44e-02
i -2.19e+00 6.41e-03 5.74e-02
d -1.76e+00 1.00e-02 5.83e-02
e -1.69e+00 1.25e-02 6.80e-02
v -1.66e+00 1.36e-02 7.19e-02
y -1.66e+00 6.65e-03 3.49e-02
m -1.54e+00 4.56e-03 2.12e-02
a -1.50e+00 1.82e-02 8.14e-02
l -1.47e+00 2.10e-02 9.17e-02
t -1.45e+00 1.28e-02 5.46e-02
r -1.39e+00 1.27e-02 5.10e-02
q -1.34e+00 9.71e-03 3.70e-02
w -1.29e+00 3.81e-03 1.38e-02
s -1.08e+00 2.00e-02 5.92e-02
h -9.64e-01 8.76e-03 2.30e-02
k -9.30e-01 2.32e-02 5.87e-02
f -7.69e-01 1.87e-02 4.03e-02
c -7.61e-01 6.67e-03 1.43e-02
n -6.51e-01 2.24e-02 4.29e-02
09 14 R MNcn psi3 0.938 (-6.51e-01 4.00e-01) 3.65e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.938 ( 5.23e+00 4.00e-01) 1.71e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.921 (-6.49e-01 4.00e-01) 3.64e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.921 ( 5.15e+00 4.00e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.917 (-6.13e-01 4.00e-01) 3.55e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.917 ( 5.05e+00 4.00e-01) 1.28e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.585 ( 2.56e+00 7.26e-01) 2.40e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.585 ( 4.50e+00 6.95e-01) 6.24e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.454 i -2.18e+00 6.51e-03 5.75e-02
l -1.64e+00 1.79e-02 9.21e-02
m -1.63e+00 4.17e-03 2.12e-02
v -1.59e+00 1.47e-02 7.21e-02
f -1.43e+00 9.67e-03 4.04e-02
q -1.20e+00 1.11e-02 3.70e-02
e -1.09e+00 2.29e-02 6.81e-02
d 1.06e+00 1.68e-01 5.82e-02
g 9.26e-01 1.88e-01 7.45e-02
n 9.22e-01 1.08e-01 4.28e-02
w -9.08e-01 5.59e-03 1.39e-02
s 8.96e-01 1.44e-01 5.87e-02
a -8.93e-01 3.34e-02 8.16e-02
r -8.85e-01 2.10e-02 5.10e-02
k -7.39e-01 2.80e-02 5.86e-02
t 7.07e-01 1.10e-01 5.44e-02
y -6.46e-01 1.83e-02 3.49e-02
c 4.54e-01 2.25e-02 1.43e-02
p -3.49e-02 4.41e-02 4.56e-02
h -2.60e-02 2.24e-02 2.30e-02
07 10 R MNcn psi1 0.152 ( 1.37e+00 1.34e+00) 4.10e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.152 ( 4.44e+00 5.69e-01) 1.74e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.110 p 1.24e+00 1.57e-01 4.55e-02
c -6.95e-01 7.14e-03 1.43e-02
g -5.27e-01 4.39e-02 7.45e-02
n -4.92e-01 2.62e-02 4.28e-02
q -4.84e-01 2.28e-02 3.71e-02
h -3.09e-01 1.69e-02 2.30e-02
w 3.02e-01 1.88e-02 1.39e-02
t -2.67e-01 4.16e-02 5.43e-02
e 2.56e-01 8.81e-02 6.82e-02
s -2.24e-01 4.69e-02 5.87e-02
k -1.96e-01 4.81e-02 5.86e-02
d -1.92e-01 4.80e-02 5.81e-02
r 1.34e-01 5.83e-02 5.10e-02
m -9.88e-02 1.92e-02 2.12e-02
l -9.50e-02 8.38e-02 9.22e-02
v -7.18e-02 6.71e-02 7.21e-02
a -6.77e-02 7.63e-02 8.17e-02
i -6.02e-02 5.42e-02 5.75e-02
y 2.29e-02 3.58e-02 3.50e-02
f -1.79e-02 3.97e-02 4.04e-02
05 05 D SM aa 5 0.103 p -1.27e+00 1.28e-02 4.56e-02
w -8.32e-01 6.05e-03 1.39e-02
i -7.25e-01 2.78e-02 5.74e-02
c 6.94e-01 2.87e-02 1.44e-02
e 5.46e-01 1.18e-01 6.82e-02
l -5.44e-01 5.35e-02 9.21e-02
g 5.42e-01 1.28e-01 7.45e-02
y -5.32e-01 2.05e-02 3.49e-02
f -4.40e-01 2.60e-02 4.04e-02
d 4.40e-01 9.00e-02 5.79e-02
t 3.78e-01 7.91e-02 5.42e-02
h 3.33e-01 3.22e-02 2.30e-02
n -2.95e-01 3.19e-02 4.29e-02
k -2.86e-01 4.42e-02 5.88e-02
r -2.83e-01 3.86e-02 5.11e-02
v -2.38e-01 5.67e-02 7.19e-02
m -2.14e-01 1.72e-02 2.13e-02
q 1.49e-01 4.30e-02 3.71e-02
a 1.01e-01 9.05e-02 8.18e-02
s -5.31e-02 5.55e-02 5.86e-02
04 04 D SM aa 4 0.092 c -1.07e+00 4.93e-03 1.43e-02
e 8.43e-01 1.58e-01 6.82e-02
p -6.47e-01 2.39e-02 4.56e-02
l -6.47e-01 4.83e-02 9.22e-02
g -4.96e-01 4.54e-02 7.45e-02
f -3.86e-01 2.74e-02 4.04e-02
d 3.18e-01 7.97e-02 5.80e-02
n -2.71e-01 3.27e-02 4.28e-02
v -2.68e-01 5.50e-02 7.20e-02
y -2.67e-01 2.67e-02 3.49e-02
a 2.61e-01 1.06e-01 8.17e-02
s 2.45e-01 7.48e-02 5.85e-02
r -2.13e-01 4.13e-02 5.11e-02
q 1.84e-01 4.45e-02 3.71e-02
h 1.63e-01 2.71e-02 2.30e-02
w 1.39e-01 1.60e-02 1.39e-02
t -8.66e-02 4.98e-02 5.43e-02
m 6.73e-02 2.27e-02 2.13e-02
i -5.50e-02 5.44e-02 5.74e-02
k 3.57e-02 6.08e-02 5.87e-02
01 01 D SM aa 1 0.029 m 5.83e-01 3.80e-02 2.12e-02
d -5.30e-01 3.42e-02 5.82e-02
k -4.91e-01 3.58e-02 5.86e-02
q -3.51e-01 2.61e-02 3.70e-02
w -3.22e-01 1.00e-02 1.38e-02
e -3.12e-01 4.98e-02 6.81e-02
h 2.59e-01 2.98e-02 2.30e-02
y 2.43e-01 4.45e-02 3.49e-02
r -2.28e-01 4.06e-02 5.09e-02
n 1.94e-01 5.20e-02 4.28e-02
c 1.65e-01 1.69e-02 1.43e-02
t 1.58e-01 6.38e-02 5.45e-02
p -1.45e-01 3.97e-02 4.58e-02
a 1.35e-01 9.33e-02 8.15e-02
i 1.10e-01 6.42e-02 5.75e-02
s 1.04e-01 6.53e-02 5.88e-02
v 1.00e-01 7.97e-02 7.21e-02
f 9.43e-02 4.44e-02 4.04e-02
g 9.03e-02 8.15e-02 7.44e-02
l -1.68e-02 9.04e-02 9.20e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.165
08 0.165 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.164
10 -0.164 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 0.020
12 0.020 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.201
14 -0.201 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.160
16 -0.160 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.332
18 -0.332 1.000
DATA_CLASS 250
CLASS 250 - weight 1614 normalized weight 0.001 relative strength 5.29e-04 *******
class cross entropy w.r.t. global class 1.56e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.875 ( 1.30e+00 4.00e-01) 8.10e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.875 ( 2.36e-01 4.84e-01) 1.18e+00 ( 8.09e-01 1.53e+00)
09 14 R MNcn psi3 1.168 ( 2.40e+00 4.00e-01) 3.97e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.168 ( 5.08e+00 4.00e-01) 1.35e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.958 v -4.01e+00 1.31e-03 7.20e-02
p -3.35e+00 1.60e-03 4.56e-02
i -2.78e+00 3.57e-03 5.74e-02
g 1.98e+00 5.39e-01 7.45e-02
t -1.88e+00 8.32e-03 5.43e-02
a -1.57e+00 1.70e-02 8.17e-02
s -1.17e+00 1.82e-02 5.85e-02
l -1.12e+00 3.02e-02 9.22e-02
n 9.73e-01 1.13e-01 4.28e-02
w -8.86e-01 5.73e-03 1.39e-02
m -8.34e-01 9.24e-03 2.13e-02
c -7.96e-01 6.47e-03 1.43e-02
r -7.93e-01 2.31e-02 5.11e-02
q -7.44e-01 1.76e-02 3.71e-02
e -6.83e-01 3.44e-02 6.82e-02
k -6.82e-01 2.97e-02 5.87e-02
f -5.41e-01 2.35e-02 4.04e-02
y -3.58e-01 2.44e-02 3.49e-02
d 1.75e-01 6.91e-02 5.80e-02
h 3.06e-02 2.37e-02 2.30e-02
07 10 R MNcn psi1 0.826 (-3.22e-01 4.23e-01) 2.69e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.826 ( 4.79e+00 4.19e-01) 5.96e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.645 ( 2.36e+00 6.05e-01) 2.54e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.645 ( 4.57e+00 5.64e-01) 5.45e-02 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.275 ( 1.69e+00 1.34e+00) 6.59e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.275 ( 4.64e+00 4.98e-01) 1.89e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.262 ( 1.96e+00 1.12e+00) 1.03e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.262 ( 4.28e+00 6.40e-01) 4.10e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.235 p 1.53e+00 2.10e-01 4.55e-02
g -1.13e+00 2.40e-02 7.45e-02
c -1.11e+00 4.71e-03 1.43e-02
w -8.88e-01 5.71e-03 1.39e-02
i -6.18e-01 3.10e-02 5.75e-02
l -6.17e-01 4.97e-02 9.22e-02
m -5.97e-01 1.17e-02 2.12e-02
v -4.82e-01 4.45e-02 7.21e-02
t -4.55e-01 3.45e-02 5.43e-02
k 3.39e-01 8.22e-02 5.86e-02
h -3.14e-01 1.68e-02 2.30e-02
f -2.91e-01 3.02e-02 4.04e-02
e 2.70e-01 8.93e-02 6.82e-02
y 2.64e-01 4.55e-02 3.50e-02
d 2.51e-01 7.47e-02 5.81e-02
s -2.42e-01 4.60e-02 5.87e-02
a -1.66e-01 6.92e-02 8.17e-02
r -1.31e-01 4.48e-02 5.10e-02
n 1.19e-01 4.82e-02 4.28e-02
q 1.23e-02 3.75e-02 3.71e-02
00 00 D SM aa 0 0.117 c 1.10e+00 4.28e-02 1.43e-02
s 8.23e-01 1.35e-01 5.92e-02
k -7.52e-01 2.77e-02 5.87e-02
i -6.57e-01 2.98e-02 5.74e-02
p 5.43e-01 7.92e-02 4.60e-02
m -4.98e-01 1.29e-02 2.12e-02
e -4.62e-01 4.29e-02 6.80e-02
l -4.62e-01 5.78e-02 9.17e-02
v -4.26e-01 4.70e-02 7.19e-02
t 3.89e-01 8.06e-02 5.46e-02
r -3.76e-01 3.50e-02 5.10e-02
f -3.39e-01 2.87e-02 4.03e-02
d 2.54e-01 7.51e-02 5.83e-02
n 2.31e-01 5.40e-02 4.29e-02
h 1.98e-01 2.80e-02 2.30e-02
w -1.91e-01 1.14e-02 1.38e-02
a -1.48e-01 7.02e-02 8.14e-02
y -6.85e-02 3.25e-02 3.49e-02
q 5.17e-02 3.90e-02 3.70e-02
g -5.02e-02 7.07e-02 7.44e-02
01 01 D SM aa 1 0.111 p 1.18e+00 1.50e-01 4.58e-02
m -7.43e-01 1.01e-02 2.12e-02
g -6.67e-01 3.82e-02 7.44e-02
c -4.84e-01 8.83e-03 1.43e-02
t 4.69e-01 8.71e-02 5.45e-02
f -4.65e-01 2.54e-02 4.04e-02
e -3.61e-01 4.74e-02 6.81e-02
s 2.48e-01 7.54e-02 5.88e-02
a -2.31e-01 6.47e-02 8.15e-02
l -2.28e-01 7.32e-02 9.20e-02
w -1.97e-01 1.14e-02 1.38e-02
y -1.23e-01 3.09e-02 3.49e-02
r -1.13e-01 4.55e-02 5.09e-02
i -1.03e-01 5.19e-02 5.75e-02
h -1.02e-01 2.07e-02 2.30e-02
q -6.66e-02 3.46e-02 3.70e-02
n -6.29e-02 4.02e-02 4.28e-02
v -5.50e-02 6.82e-02 7.21e-02
k -2.94e-03 5.84e-02 5.86e-02
d -1.61e-03 5.81e-02 5.82e-02
02 02 D SM aa 2 0.061 p -2.72e+00 3.00e-03 4.56e-02
y 4.84e-01 5.67e-02 3.49e-02
d -3.72e-01 4.01e-02 5.82e-02
m -3.61e-01 1.48e-02 2.12e-02
l -3.39e-01 6.56e-02 9.21e-02
r 3.20e-01 7.02e-02 5.10e-02
f 2.97e-01 5.44e-02 4.04e-02
t 2.46e-01 6.95e-02 5.44e-02
i -2.25e-01 4.60e-02 5.75e-02
h 2.19e-01 2.86e-02 2.30e-02
q 2.15e-01 4.59e-02 3.70e-02
c -2.14e-01 1.15e-02 1.43e-02
w 2.00e-01 1.69e-02 1.39e-02
e 1.64e-01 8.03e-02 6.81e-02
n -1.04e-01 3.86e-02 4.28e-02
k 9.50e-02 6.44e-02 5.86e-02
a 6.94e-02 8.75e-02 8.16e-02
s -3.38e-02 5.68e-02 5.87e-02
v 3.04e-02 7.43e-02 7.21e-02
g 5.27e-03 7.49e-02 7.45e-02
05 05 D SM aa 5 0.043 c 7.29e-01 2.97e-02 1.44e-02
q 5.17e-01 6.21e-02 3.71e-02
l -4.62e-01 5.81e-02 9.21e-02
g -4.07e-01 4.96e-02 7.45e-02
n -3.55e-01 3.00e-02 4.29e-02
v 3.34e-01 1.00e-01 7.19e-02
t 3.24e-01 7.50e-02 5.42e-02
p -2.84e-01 3.43e-02 4.56e-02
s 2.30e-01 7.37e-02 5.86e-02
f -2.24e-01 3.23e-02 4.04e-02
k 1.49e-01 6.83e-02 5.88e-02
e -1.35e-01 5.96e-02 6.82e-02
d -1.15e-01 5.17e-02 5.79e-02
a -1.04e-01 7.37e-02 8.18e-02
r 1.03e-01 5.67e-02 5.11e-02
i -7.75e-02 5.31e-02 5.74e-02
w -5.45e-02 1.32e-02 1.39e-02
y -3.99e-02 3.36e-02 3.49e-02
m 3.71e-02 2.21e-02 2.13e-02
h -1.14e-02 2.28e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.019
08 -0.019 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.513
10 -0.513 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.344
12 -0.344 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.271
14 -0.271 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.677
16 -0.677 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.234
18 -0.234 1.000
DATA_CLASS 251
CLASS 251 - weight 1574 normalized weight 0.001 relative strength 8.07e-07 *******
class cross entropy w.r.t. global class 1.50e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 4.147 ( 1.08e+00 4.00e-01) 8.65e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 4.147 ( 5.19e-01 4.25e-01) 6.83e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 1.044 ( 3.03e+00 1.70e+00) 8.89e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 1.044 ( 1.30e+00 1.32e+00) 3.69e-01 ( 8.09e-01 1.53e+00)
06 08 R MNcn psi0 0.796 (-2.02e-01 5.21e-01) 1.97e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.796 ( 4.02e+00 1.51e+00) 3.47e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.653 ( 1.67e+00 1.16e+00) 7.36e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.653 ( 3.62e+00 1.66e+00) 5.58e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.504 p -3.83e+00 9.93e-04 4.56e-02
i -2.87e+00 3.25e-03 5.74e-02
v -2.80e+00 4.38e-03 7.20e-02
t -1.77e+00 9.29e-03 5.43e-02
n 1.38e+00 1.70e-01 4.28e-02
g 1.27e+00 2.66e-01 7.45e-02
l -1.20e+00 2.79e-02 9.22e-02
h 6.99e-01 4.63e-02 2.30e-02
m -6.44e-01 1.12e-02 2.13e-02
d 6.22e-01 1.08e-01 5.80e-02
w -5.12e-01 8.33e-03 1.39e-02
a -4.90e-01 5.01e-02 8.17e-02
r -4.25e-01 3.34e-02 5.11e-02
k -4.00e-01 3.93e-02 5.87e-02
e -3.87e-01 4.63e-02 6.82e-02
f -1.92e-01 3.33e-02 4.04e-02
c -6.72e-02 1.34e-02 1.43e-02
s -5.41e-02 5.54e-02 5.85e-02
y 2.41e-02 3.58e-02 3.49e-02
q -9.76e-04 3.70e-02 3.71e-02
05 05 D SM aa 5 0.298 g 1.45e+00 3.17e-01 7.45e-02
e -7.31e-01 3.28e-02 6.82e-02
t -6.55e-01 2.82e-02 5.42e-02
i -6.52e-01 2.99e-02 5.74e-02
v -6.22e-01 3.86e-02 7.19e-02
n 5.76e-01 7.62e-02 4.29e-02
p -5.25e-01 2.70e-02 4.56e-02
f -5.18e-01 2.40e-02 4.04e-02
a -4.75e-01 5.08e-02 8.18e-02
w -4.56e-01 8.81e-03 1.39e-02
r -4.24e-01 3.35e-02 5.11e-02
l -4.12e-01 6.10e-02 9.21e-02
m -3.67e-01 1.47e-02 2.13e-02
d -3.43e-01 4.11e-02 5.79e-02
k -2.65e-01 4.51e-02 5.88e-02
y -2.57e-01 2.70e-02 3.49e-02
s 2.13e-01 7.25e-02 5.86e-02
h -2.09e-01 1.87e-02 2.30e-02
c 9.66e-02 1.58e-02 1.44e-02
q -1.01e-02 3.67e-02 3.71e-02
07 10 R MNcn psi1 0.170 ( 1.29e+00 1.42e+00) 3.33e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.170 ( 4.57e+00 5.31e-01) 4.55e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.164 ( 1.45e+00 1.39e+00) 4.57e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.164 ( 4.58e+00 5.81e-01) 5.95e-02 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.095 i -1.09e+00 1.94e-02 5.74e-02
v -1.03e+00 2.58e-02 7.19e-02
g 6.79e-01 1.47e-01 7.44e-02
m -5.88e-01 1.18e-02 2.12e-02
n 4.49e-01 6.72e-02 4.29e-02
f -4.26e-01 2.63e-02 4.03e-02
s 3.92e-01 8.75e-02 5.92e-02
w 3.52e-01 1.96e-02 1.38e-02
y -3.08e-01 2.56e-02 3.49e-02
h -3.04e-01 1.69e-02 2.30e-02
t 2.95e-01 7.33e-02 5.46e-02
c 2.72e-01 1.87e-02 1.43e-02
l -2.49e-01 7.15e-02 9.17e-02
e -2.42e-01 5.34e-02 6.80e-02
d 2.29e-01 7.32e-02 5.83e-02
q 1.44e-01 4.28e-02 3.70e-02
p -1.25e-01 4.06e-02 4.60e-02
r -1.10e-01 4.56e-02 5.10e-02
k -4.79e-02 5.60e-02 5.87e-02
a -4.37e-02 7.79e-02 8.14e-02
03 03 D SM aa 3 0.070 i -7.19e-01 2.80e-02 5.75e-02
l -6.64e-01 4.75e-02 9.22e-02
y 5.60e-01 6.12e-02 3.50e-02
m -5.53e-01 1.22e-02 2.12e-02
v -4.43e-01 4.63e-02 7.21e-02
w -4.40e-01 8.94e-03 1.39e-02
h 4.06e-01 3.45e-02 2.30e-02
n 4.01e-01 6.40e-02 4.28e-02
p 3.89e-01 6.71e-02 4.55e-02
d 3.85e-01 8.54e-02 5.81e-02
a -3.66e-01 5.66e-02 8.17e-02
g 3.66e-01 1.07e-01 7.45e-02
f 3.31e-01 5.63e-02 4.04e-02
s -9.27e-02 5.35e-02 5.87e-02
q -7.47e-02 3.44e-02 3.71e-02
e -6.93e-02 6.36e-02 6.82e-02
r -6.37e-02 4.79e-02 5.10e-02
k -2.91e-02 5.69e-02 5.86e-02
c -2.06e-02 1.40e-02 1.43e-02
t -1.51e-03 5.43e-02 5.43e-02
01 01 D SM aa 1 0.070 p -1.31e+00 1.24e-02 4.58e-02
c 5.41e-01 2.46e-02 1.43e-02
g -5.27e-01 4.40e-02 7.44e-02
h 4.99e-01 3.79e-02 2.30e-02
n 4.78e-01 6.91e-02 4.28e-02
s 4.29e-01 9.03e-02 5.88e-02
q 3.66e-01 5.34e-02 3.70e-02
v -3.60e-01 5.03e-02 7.21e-02
y 3.59e-01 5.00e-02 3.49e-02
i -3.27e-01 4.15e-02 5.75e-02
t 3.14e-01 7.46e-02 5.45e-02
a -3.08e-01 5.99e-02 8.15e-02
k -2.97e-01 4.35e-02 5.86e-02
d 2.22e-01 7.27e-02 5.82e-02
l -1.54e-01 7.88e-02 9.20e-02
m -1.40e-01 1.84e-02 2.12e-02
w 1.18e-01 1.56e-02 1.38e-02
r 6.94e-02 5.46e-02 5.09e-02
f -6.82e-02 3.77e-02 4.04e-02
e 3.91e-02 7.08e-02 6.81e-02
02 02 D SM aa 2 0.050 c 7.85e-01 3.14e-02 1.43e-02
p 5.99e-01 8.31e-02 4.56e-02
g -5.93e-01 4.12e-02 7.45e-02
w 5.61e-01 2.43e-02 1.39e-02
e -3.95e-01 4.59e-02 6.81e-02
i -3.90e-01 3.90e-02 5.75e-02
h 3.55e-01 3.28e-02 2.30e-02
a -3.01e-01 6.04e-02 8.16e-02
f 2.73e-01 5.31e-02 4.04e-02
q 2.14e-01 4.59e-02 3.70e-02
y 1.65e-01 4.12e-02 3.49e-02
m -1.40e-01 1.84e-02 2.12e-02
k -1.34e-01 5.12e-02 5.86e-02
n 1.33e-01 4.89e-02 4.28e-02
s 1.18e-01 6.61e-02 5.87e-02
r -9.95e-02 4.62e-02 5.10e-02
v -5.24e-02 6.84e-02 7.21e-02
t 2.80e-02 5.59e-02 5.44e-02
l -2.49e-02 8.98e-02 9.21e-02
d -2.38e-02 5.68e-02 5.82e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.621
08 -0.621 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.209
10 -0.209 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.092
12 -0.092 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.413
14 0.413 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.529
16 -0.529 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 0.467
18 0.467 1.000
DATA_CLASS 252
CLASS 252 - weight 1540 normalized weight 0.001 relative strength 4.29e-02 *******
class cross entropy w.r.t. global class 1.89e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.829 ( 1.13e+00 4.00e-01) 8.52e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.829 ( 4.11e+00 4.00e-01) 8.22e+00 ( 8.13e-01 1.53e+00)
02 02 D SM aa 2 1.477 p -7.25e+00 3.24e-05 4.56e-02
t -4.51e+00 5.99e-04 5.44e-02
v -3.10e+00 3.26e-03 7.21e-02
i -2.69e+00 3.90e-03 5.75e-02
g 2.29e+00 7.32e-01 7.45e-02
l -2.27e+00 9.49e-03 9.21e-02
y -2.23e+00 3.75e-03 3.49e-02
c -2.19e+00 1.60e-03 1.43e-02
w -1.93e+00 2.02e-03 1.39e-02
s -1.91e+00 8.70e-03 5.87e-02
f -1.71e+00 7.32e-03 4.04e-02
a -1.64e+00 1.58e-02 8.16e-02
m -1.54e+00 4.53e-03 2.12e-02
r -1.22e+00 1.51e-02 5.10e-02
h -1.08e+00 7.81e-03 2.30e-02
q -9.07e-01 1.49e-02 3.70e-02
e -9.07e-01 2.75e-02 6.81e-02
k -6.36e-01 3.10e-02 5.86e-02
d 1.86e-01 7.00e-02 5.82e-02
n -6.33e-02 4.02e-02 4.28e-02
10 16 R MNcn psi4 1.005 ( 2.49e+00 4.00e-01) 4.20e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 1.005 ( 4.45e+00 4.00e-01) 2.28e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.892 ( 2.34e+00 4.00e-01) 3.83e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.892 ( 4.36e+00 4.35e-01) 4.34e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.891 ( 2.35e+00 4.00e-01) 3.82e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.891 ( 4.33e+00 4.36e-01) 4.94e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.816 ( 1.91e+00 4.00e-01) 2.72e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.816 ( 4.02e+00 4.00e-01) 1.32e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.732 ( 1.10e-01 4.00e-01) 1.75e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.732 ( 4.60e+00 4.00e-01) 1.37e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.495 v -2.38e+00 6.68e-03 7.21e-02
i -1.89e+00 8.68e-03 5.75e-02
l -1.81e+00 1.51e-02 9.22e-02
f -1.77e+00 6.91e-03 4.04e-02
w -1.75e+00 2.42e-03 1.39e-02
m -1.62e+00 4.22e-03 2.12e-02
d 1.50e+00 2.59e-01 5.81e-02
y -1.29e+00 9.62e-03 3.50e-02
n 1.29e+00 1.56e-01 4.28e-02
c -1.01e+00 5.20e-03 1.43e-02
a -6.00e-01 4.48e-02 8.17e-02
p -5.04e-01 2.75e-02 4.55e-02
q -4.44e-01 2.38e-02 3.71e-02
s 4.17e-01 8.91e-02 5.87e-02
e 3.48e-01 9.66e-02 6.82e-02
g -3.09e-01 5.47e-02 7.45e-02
h -2.30e-01 1.83e-02 2.30e-02
k 1.50e-01 6.81e-02 5.86e-02
t -4.03e-02 5.22e-02 5.43e-02
r 4.82e-03 5.13e-02 5.10e-02
01 01 D SM aa 1 0.151 p -3.49e+00 1.39e-03 4.58e-02
g -2.47e+00 6.31e-03 7.44e-02
t -6.83e-01 2.75e-02 5.45e-02
q 5.36e-01 6.33e-02 3.70e-02
v 5.30e-01 1.22e-01 7.21e-02
c 5.04e-01 2.37e-02 1.43e-02
y 4.52e-01 5.49e-02 3.49e-02
w -4.00e-01 9.28e-03 1.38e-02
l -3.73e-01 6.33e-02 9.20e-02
a -3.68e-01 5.64e-02 8.15e-02
i 3.23e-01 7.95e-02 5.75e-02
d 2.79e-01 7.69e-02 5.82e-02
h 2.15e-01 2.85e-02 2.30e-02
e 2.04e-01 8.35e-02 6.81e-02
r 1.77e-01 6.08e-02 5.09e-02
m -1.35e-01 1.85e-02 2.12e-02
s 1.31e-01 6.71e-02 5.88e-02
n 1.27e-01 4.86e-02 4.28e-02
k 1.08e-01 6.53e-02 5.86e-02
f 5.72e-02 4.28e-02 4.04e-02
00 00 D SM aa 0 0.148 d -1.39e+00 1.45e-02 5.83e-02
g -9.48e-01 2.88e-02 7.44e-02
r 8.38e-01 1.18e-01 5.10e-02
n -7.00e-01 2.13e-02 4.29e-02
e -6.84e-01 3.43e-02 6.80e-02
k 6.42e-01 1.12e-01 5.87e-02
a -5.86e-01 4.53e-02 8.14e-02
q 5.45e-01 6.39e-02 3.70e-02
y 5.14e-01 5.83e-02 3.49e-02
t 4.06e-01 8.19e-02 5.46e-02
p -3.65e-01 3.19e-02 4.60e-02
l -2.72e-01 6.99e-02 9.17e-02
v 2.46e-01 9.20e-02 7.19e-02
m 1.76e-01 2.53e-02 2.12e-02
f -1.00e-01 3.65e-02 4.03e-02
c 6.96e-02 1.53e-02 1.43e-02
w -4.75e-02 1.32e-02 1.38e-02
h -1.88e-02 2.25e-02 2.30e-02
s -1.78e-02 5.81e-02 5.92e-02
i 1.21e-03 5.75e-02 5.74e-02
04 04 D SM aa 4 0.127 p -7.21e+00 3.36e-05 4.56e-02
c -1.36e+00 3.70e-03 1.43e-02
g -1.11e+00 2.46e-02 7.45e-02
t 5.87e-01 9.76e-02 5.43e-02
k 5.86e-01 1.05e-01 5.87e-02
q 4.12e-01 5.59e-02 3.71e-02
h 3.58e-01 3.29e-02 2.30e-02
e 3.49e-01 9.67e-02 6.82e-02
a -3.44e-01 5.80e-02 8.17e-02
y 3.15e-01 4.79e-02 3.49e-02
i -3.05e-01 4.23e-02 5.74e-02
m -2.88e-01 1.59e-02 2.13e-02
f 2.35e-01 5.11e-02 4.04e-02
w 2.28e-01 1.75e-02 1.39e-02
l -1.74e-01 7.75e-02 9.22e-02
n -1.58e-01 3.66e-02 4.28e-02
v -8.19e-02 6.63e-02 7.20e-02
s 6.69e-02 6.26e-02 5.85e-02
r -3.28e-02 4.94e-02 5.11e-02
d -1.08e-03 5.80e-02 5.80e-02
05 05 D SM aa 5 0.127 d -1.12e+00 1.88e-02 5.79e-02
g -1.05e+00 2.60e-02 7.45e-02
n -8.04e-01 1.92e-02 4.29e-02
v 6.58e-01 1.39e-01 7.19e-02
a -6.56e-01 4.24e-02 8.18e-02
w 6.27e-01 2.60e-02 1.39e-02
c 5.95e-01 2.60e-02 1.44e-02
y 5.50e-01 6.05e-02 3.49e-02
t 4.50e-01 8.51e-02 5.42e-02
h -4.38e-01 1.49e-02 2.30e-02
l 3.80e-01 1.35e-01 9.21e-02
s -3.43e-01 4.16e-02 5.86e-02
e -3.09e-01 5.01e-02 6.82e-02
i 2.96e-01 7.71e-02 5.74e-02
p -2.31e-01 3.62e-02 4.56e-02
m -1.26e-01 1.88e-02 2.13e-02
k -7.34e-02 5.46e-02 5.88e-02
q -6.49e-02 3.47e-02 3.71e-02
f 5.68e-02 4.27e-02 4.04e-02
r 9.45e-03 5.16e-02 5.11e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.188
08 -0.188 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.066
10 -0.066 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.061
12 -0.061 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.247
14 -0.247 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.283
16 -0.283 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.116
18 -0.116 1.000
DATA_CLASS 253
CLASS 253 - weight 1533 normalized weight 0.001 relative strength 1.14e-02 *******
class cross entropy w.r.t. global class 1.42e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
03 03 D SM aa 3 1.971 i -7.22e+00 4.22e-05 5.75e-02
v -7.12e+00 5.83e-05 7.21e-02
e -6.96e+00 6.48e-05 6.82e-02
p -6.73e+00 5.42e-05 4.55e-02
k -6.43e+00 9.46e-05 5.86e-02
y -6.32e+00 6.29e-05 3.50e-02
m -5.96e+00 5.48e-05 2.12e-02
h -5.78e+00 7.10e-05 2.30e-02
w -5.20e+00 7.63e-05 1.39e-02
l -4.92e+00 6.76e-04 9.22e-02
f -4.04e+00 7.11e-04 4.04e-02
q -3.15e+00 1.60e-03 3.71e-02
g 2.44e+00 8.57e-01 7.45e-02
n -1.98e+00 5.92e-03 4.28e-02
d -1.61e+00 1.16e-02 5.81e-02
r -1.51e+00 1.12e-02 5.10e-02
a -1.20e+00 2.46e-02 8.17e-02
c -8.14e-01 6.34e-03 1.43e-02
t -6.39e-01 2.87e-02 5.43e-02
s -1.33e-01 5.14e-02 5.87e-02
09 14 R MNcn psi3 1.338 ( 3.29e+00 4.13e-01) 6.00e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.338 ( 3.05e+00 1.06e+00) 1.42e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.959 (-4.63e-01 4.00e-01) 3.18e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.959 ( 5.08e+00 4.00e-01) 1.33e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.900 ( 2.36e+00 4.00e-01) 3.84e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.900 ( 4.28e+00 4.26e-01) 6.24e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.898 ( 2.38e+00 4.00e-01) 3.89e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.898 ( 4.27e+00 4.40e-01) 6.22e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.857 ( 2.41e+00 4.26e-01) 3.76e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.857 ( 4.26e+00 4.93e-01) 5.74e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.743 ( 2.54e+00 5.16e-01) 3.35e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.743 ( 4.53e+00 6.47e-01) 2.41e-02 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.314 v -1.52e+00 1.57e-02 7.20e-02
i -1.51e+00 1.28e-02 5.74e-02
d 1.15e+00 1.83e-01 5.80e-02
m -1.04e+00 7.51e-03 2.13e-02
k -9.24e-01 2.33e-02 5.87e-02
l -9.22e-01 3.67e-02 9.22e-02
s 9.18e-01 1.47e-01 5.85e-02
e -8.81e-01 2.83e-02 6.82e-02
f -7.91e-01 1.83e-02 4.04e-02
n 7.59e-01 9.15e-02 4.28e-02
q -6.63e-01 1.91e-02 3.71e-02
r -5.85e-01 2.84e-02 5.11e-02
h 5.34e-01 3.93e-02 2.30e-02
p 4.88e-01 7.43e-02 4.56e-02
y -4.40e-01 2.25e-02 3.49e-02
a -4.18e-01 5.38e-02 8.17e-02
t 4.08e-01 8.16e-02 5.43e-02
w -2.93e-01 1.04e-02 1.39e-02
c 2.92e-01 1.92e-02 1.43e-02
g 1.68e-01 8.82e-02 7.45e-02
01 01 D SM aa 1 0.194 d -2.27e+00 6.00e-03 5.82e-02
e -1.13e+00 2.21e-02 6.81e-02
c 8.80e-01 3.45e-02 1.43e-02
i 8.30e-01 1.32e-01 5.75e-02
q -7.32e-01 1.78e-02 3.70e-02
v 6.91e-01 1.44e-01 7.21e-02
p -6.42e-01 2.41e-02 4.58e-02
f 5.46e-01 6.97e-02 4.04e-02
n -5.36e-01 2.50e-02 4.28e-02
k -5.21e-01 3.48e-02 5.86e-02
y 4.60e-01 5.53e-02 3.49e-02
r -4.46e-01 3.26e-02 5.09e-02
m 4.42e-01 3.30e-02 2.12e-02
h -3.72e-01 1.58e-02 2.30e-02
g -3.63e-01 5.18e-02 7.44e-02
l 3.50e-01 1.30e-01 9.20e-02
w 3.31e-01 1.93e-02 1.38e-02
s -2.97e-01 4.37e-02 5.88e-02
a -2.92e-01 6.09e-02 8.15e-02
t -1.40e-01 4.74e-02 5.45e-02
00 00 D SM aa 0 0.165 d -1.32e+00 1.56e-02 5.83e-02
v 8.57e-01 1.69e-01 7.19e-02
n -7.90e-01 1.95e-02 4.29e-02
g -7.48e-01 3.52e-02 7.44e-02
e -7.42e-01 3.24e-02 6.80e-02
p -7.32e-01 2.21e-02 4.60e-02
i 7.05e-01 1.16e-01 5.74e-02
y 4.88e-01 5.68e-02 3.49e-02
k -4.58e-01 3.71e-02 5.87e-02
f 4.15e-01 6.11e-02 4.03e-02
r -3.98e-01 3.42e-02 5.10e-02
q -3.96e-01 2.49e-02 3.70e-02
l 3.84e-01 1.35e-01 9.17e-02
h -3.76e-01 1.58e-02 2.30e-02
s -1.70e-01 4.99e-02 5.92e-02
t -1.40e-01 4.75e-02 5.46e-02
a -7.37e-02 7.56e-02 8.14e-02
c 6.95e-02 1.53e-02 1.43e-02
m 6.45e-02 2.27e-02 2.12e-02
w 1.92e-02 1.41e-02 1.38e-02
05 05 D SM aa 5 0.103 p 1.09e+00 1.35e-01 4.56e-02
w 6.51e-01 2.66e-02 1.39e-02
g -6.21e-01 4.00e-02 7.45e-02
r -5.88e-01 2.84e-02 5.11e-02
n -5.47e-01 2.48e-02 4.29e-02
k -5.42e-01 3.42e-02 5.88e-02
m 3.02e-01 2.88e-02 2.13e-02
e -3.01e-01 5.05e-02 6.82e-02
h -2.96e-01 1.71e-02 2.30e-02
a 2.91e-01 1.09e-01 8.18e-02
c -2.78e-01 1.09e-02 1.44e-02
y -2.59e-01 2.70e-02 3.49e-02
q -2.36e-01 2.93e-02 3.71e-02
l -2.06e-01 7.50e-02 9.21e-02
i 1.95e-01 6.97e-02 5.74e-02
t 1.17e-01 6.10e-02 5.42e-02
v 7.11e-02 7.72e-02 7.19e-02
d -3.62e-02 5.59e-02 5.79e-02
f -3.24e-02 3.91e-02 4.04e-02
s 2.04e-02 5.98e-02 5.86e-02
02 02 D SM aa 2 0.087 c 8.74e-01 3.43e-02 1.43e-02
g -7.68e-01 3.46e-02 7.45e-02
n -6.58e-01 2.22e-02 4.28e-02
i 6.20e-01 1.07e-01 5.75e-02
d -5.66e-01 3.30e-02 5.82e-02
v 5.24e-01 1.22e-01 7.21e-02
p -4.15e-01 3.02e-02 4.56e-02
r -4.00e-01 3.42e-02 5.10e-02
k -3.98e-01 3.93e-02 5.86e-02
w 2.96e-01 1.86e-02 1.39e-02
t 2.66e-01 7.10e-02 5.44e-02
l -2.60e-01 7.10e-02 9.21e-02
f 2.57e-01 5.23e-02 4.04e-02
e -2.22e-01 5.46e-02 6.81e-02
s 1.80e-01 7.03e-02 5.87e-02
m 1.14e-01 2.38e-02 2.12e-02
y 9.29e-02 3.84e-02 3.49e-02
q -6.76e-02 3.46e-02 3.70e-02
a 5.52e-02 8.62e-02 8.16e-02
h -5.84e-03 2.29e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.166
08 -0.166 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.230
10 -0.230 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.351
12 -0.351 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.153
14 -0.153 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.207
16 -0.207 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.603
18 -0.603 1.000
DATA_CLASS 254
CLASS 254 - weight 1465 normalized weight 0.001 relative strength 9.10e-03 *******
class cross entropy w.r.t. global class 1.47e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
09 14 R MNcn psi3 1.805 ( 3.26e+00 7.64e-01) 3.20e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.805 ( 2.22e+00 1.37e+00) 1.69e+00 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 1.548 p -7.13e+00 3.66e-05 4.55e-02
w -5.99e+00 3.49e-05 1.39e-02
i -4.34e+00 7.53e-04 5.75e-02
v -2.97e+00 3.70e-03 7.21e-02
f -2.73e+00 2.63e-03 4.04e-02
l -2.61e+00 6.81e-03 9.22e-02
g 2.32e+00 7.60e-01 7.45e-02
m -2.29e+00 2.15e-03 2.12e-02
h -2.05e+00 2.95e-03 2.30e-02
y -1.84e+00 5.56e-03 3.50e-02
e -1.71e+00 1.23e-02 6.82e-02
a -1.46e+00 1.89e-02 8.17e-02
d -1.40e+00 1.43e-02 5.81e-02
r -1.36e+00 1.31e-02 5.10e-02
n -1.25e+00 1.22e-02 4.28e-02
c -1.22e+00 4.24e-03 1.43e-02
q -8.92e-01 1.52e-02 3.71e-02
k -6.89e-01 2.94e-02 5.86e-02
t -2.63e-01 4.18e-02 5.43e-02
s -7.96e-02 5.42e-02 5.87e-02
10 16 R MNcn psi4 0.931 (-4.64e-01 4.00e-01) 3.18e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.931 ( 5.15e+00 4.00e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.920 (-4.04e-01 4.31e-01) 2.81e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.920 ( 5.02e+00 4.00e-01) 1.18e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.900 (-5.79e-01 4.00e-01) 3.50e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.900 ( 5.12e+00 4.00e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.871 (-5.51e-01 4.00e-01) 3.42e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.871 ( 4.92e+00 4.00e-01) 9.29e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.854 (-2.69e-01 4.00e-01) 2.70e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.854 ( 4.63e+00 4.00e-01) 2.15e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.189 p -3.12e+00 2.01e-03 4.56e-02
f 1.01e+00 1.11e-01 4.04e-02
y 9.39e-01 8.94e-02 3.49e-02
t -8.78e-01 2.26e-02 5.44e-02
d -7.47e-01 2.76e-02 5.82e-02
g -6.84e-01 3.76e-02 7.45e-02
s -6.75e-01 2.99e-02 5.87e-02
l 6.22e-01 1.71e-01 9.21e-02
n -4.42e-01 2.75e-02 4.28e-02
h 2.78e-01 3.04e-02 2.30e-02
r -2.67e-01 3.90e-02 5.10e-02
e -2.56e-01 5.27e-02 6.81e-02
c 2.00e-01 1.75e-02 1.43e-02
a -1.93e-01 6.73e-02 8.16e-02
i 1.85e-01 6.92e-02 5.75e-02
q -1.78e-01 3.10e-02 3.70e-02
w 1.75e-01 1.65e-02 1.39e-02
m 1.64e-01 2.50e-02 2.12e-02
v 5.63e-02 7.63e-02 7.21e-02
k -4.82e-02 5.58e-02 5.86e-02
05 05 D SM aa 5 0.157 p -1.68e+00 8.52e-03 4.56e-02
v -9.43e-01 2.80e-02 7.19e-02
c -9.07e-01 5.80e-03 1.44e-02
i -8.03e-01 2.57e-02 5.74e-02
e 7.53e-01 1.45e-01 6.82e-02
d 7.10e-01 1.18e-01 5.79e-02
f -7.01e-01 2.00e-02 4.04e-02
n 5.74e-01 7.61e-02 4.29e-02
w -5.26e-01 8.21e-03 1.39e-02
l -5.04e-01 5.56e-02 9.21e-02
k 4.86e-01 9.56e-02 5.88e-02
t -3.75e-01 3.73e-02 5.42e-02
y -3.71e-01 2.41e-02 3.49e-02
m -3.43e-01 1.51e-02 2.13e-02
g -2.48e-01 5.82e-02 7.45e-02
h 1.80e-01 2.76e-02 2.30e-02
s 1.79e-01 7.01e-02 5.86e-02
q 1.30e-01 4.22e-02 3.71e-02
a 9.65e-02 9.01e-02 8.18e-02
r -3.96e-02 4.92e-02 5.11e-02
04 04 D SM aa 4 0.129 p 1.03e+00 1.27e-01 4.56e-02
w -8.73e-01 5.81e-03 1.39e-02
e 6.23e-01 1.27e-01 6.82e-02
d 5.87e-01 1.04e-01 5.80e-02
m -5.30e-01 1.25e-02 2.13e-02
t -5.26e-01 3.21e-02 5.43e-02
v -4.93e-01 4.40e-02 7.20e-02
h -4.85e-01 1.42e-02 2.30e-02
l -4.77e-01 5.72e-02 9.22e-02
g -4.68e-01 4.67e-02 7.45e-02
r -4.53e-01 3.25e-02 5.11e-02
y -3.45e-01 2.48e-02 3.49e-02
f -3.37e-01 2.88e-02 4.04e-02
i -3.18e-01 4.18e-02 5.74e-02
q -2.52e-01 2.88e-02 3.71e-02
k 1.66e-01 6.93e-02 5.87e-02
n -1.37e-01 3.74e-02 4.28e-02
s 1.24e-01 6.63e-02 5.85e-02
c 4.75e-02 1.50e-02 1.43e-02
a 2.70e-02 8.40e-02 8.17e-02
00 00 D SM aa 0 0.067 c -1.03e+00 5.09e-03 1.43e-02
g -7.48e-01 3.52e-02 7.44e-02
e 5.15e-01 1.14e-01 6.80e-02
i -5.12e-01 3.44e-02 5.74e-02
v -4.77e-01 4.46e-02 7.19e-02
t -4.71e-01 3.41e-02 5.46e-02
k 4.38e-01 9.10e-02 5.87e-02
w 4.05e-01 2.07e-02 1.38e-02
r 3.97e-01 7.58e-02 5.10e-02
f -2.90e-01 3.02e-02 4.03e-02
q 2.57e-01 4.79e-02 3.70e-02
d 2.29e-01 7.32e-02 5.83e-02
p -1.85e-01 3.82e-02 4.60e-02
a 1.48e-01 9.44e-02 8.14e-02
y 1.27e-01 3.96e-02 3.49e-02
n -1.25e-01 3.79e-02 4.29e-02
m -1.20e-01 1.89e-02 2.12e-02
h -8.74e-02 2.10e-02 2.30e-02
l -6.93e-02 8.56e-02 9.17e-02
s -1.35e-02 5.84e-02 5.92e-02
01 01 D SM aa 1 0.066 p -1.72e+00 8.24e-03 4.58e-02
g -9.28e-01 2.94e-02 7.44e-02
w -5.09e-01 8.32e-03 1.38e-02
k 4.69e-01 9.37e-02 5.86e-02
h 3.44e-01 3.24e-02 2.30e-02
d -2.97e-01 4.32e-02 5.82e-02
m 2.70e-01 2.78e-02 2.12e-02
e 2.69e-01 8.91e-02 6.81e-02
r 2.64e-01 6.64e-02 5.09e-02
a 2.19e-01 1.02e-01 8.15e-02
c 1.85e-01 1.72e-02 1.43e-02
q 1.77e-01 4.42e-02 3.70e-02
f -1.52e-01 3.47e-02 4.04e-02
n -1.46e-01 3.70e-02 4.28e-02
y -1.39e-01 3.04e-02 3.49e-02
s -1.13e-01 5.25e-02 5.88e-02
l 8.87e-02 1.00e-01 9.20e-02
t -2.18e-02 5.33e-02 5.45e-02
i 1.12e-02 5.82e-02 5.75e-02
v -2.48e-03 7.19e-02 7.21e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.156
08 -0.156 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.149
10 -0.149 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.480
12 -0.480 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.143
14 0.143 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.498
16 -0.498 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.640
18 -0.640 1.000
DATA_CLASS 255
CLASS 255 - weight 1436 normalized weight 0.001 relative strength 6.37e-05 *******
class cross entropy w.r.t. global class 1.95e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 17 R MNcn phi5 3.817 ( 1.31e+00 4.00e-01) 8.08e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.817 ( 2.42e-01 5.18e-01) 1.09e+00 ( 8.09e-01 1.53e+00)
07 09 R MNcn phi1 3.807 ( 1.29e+00 4.00e-01) 8.13e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.807 ( 3.61e-01 4.92e-01) 9.27e-01 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.005 p -7.18e+00 3.48e-05 4.58e-02
v -3.08e+00 3.31e-03 7.21e-02
i -2.70e+00 3.86e-03 5.75e-02
t -2.12e+00 6.53e-03 5.45e-02
g 2.03e+00 5.66e-01 7.44e-02
w -1.64e+00 2.69e-03 1.38e-02
l -1.61e+00 1.84e-02 9.20e-02
e -1.15e+00 2.15e-02 6.81e-02
m -1.13e+00 6.87e-03 2.12e-02
y -9.50e-01 1.35e-02 3.49e-02
a -9.22e-01 3.24e-02 8.15e-02
c -8.75e-01 5.97e-03 1.43e-02
n 8.10e-01 9.62e-02 4.28e-02
f -7.36e-01 1.93e-02 4.04e-02
s -7.25e-01 2.85e-02 5.88e-02
r -7.13e-01 2.50e-02 5.09e-02
k -6.41e-01 3.09e-02 5.86e-02
q -1.48e-01 3.19e-02 3.70e-02
d 7.77e-02 6.29e-02 5.82e-02
h 6.34e-02 2.45e-02 2.30e-02
05 05 D SM aa 5 0.924 p -7.01e+00 4.13e-05 4.56e-02
i -3.65e+00 1.50e-03 5.74e-02
v -2.44e+00 6.28e-03 7.19e-02
g 1.97e+00 5.33e-01 7.45e-02
t -1.88e+00 8.30e-03 5.42e-02
l -1.20e+00 2.77e-02 9.21e-02
m -1.19e+00 6.44e-03 2.13e-02
s -1.19e+00 1.79e-02 5.86e-02
e -1.16e+00 2.14e-02 6.82e-02
w -1.04e+00 4.90e-03 1.39e-02
a -1.04e+00 2.90e-02 8.18e-02
k -1.03e+00 2.10e-02 5.88e-02
n 8.10e-01 9.63e-02 4.29e-02
c -5.75e-01 8.08e-03 1.44e-02
f -5.74e-01 2.27e-02 4.04e-02
q -4.94e-01 2.26e-02 3.71e-02
h -1.61e-01 1.96e-02 2.30e-02
d 1.37e-01 6.64e-02 5.79e-02
r 3.07e-02 5.27e-02 5.11e-02
y -2.28e-02 3.41e-02 3.49e-02
10 16 R MNcn psi4 0.362 ( 1.70e+00 1.25e+00) 7.12e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.362 ( 4.89e+00 5.12e-01) 6.83e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.296 ( 1.84e+00 1.26e+00) 8.18e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.296 ( 4.63e+00 5.26e-01) 1.59e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.286 ( 1.76e+00 1.30e+00) 7.32e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.286 ( 4.68e+00 5.18e-01) 2.66e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.119 g -1.38e+00 1.87e-02 7.45e-02
p 1.03e+00 1.28e-01 4.56e-02
m -9.27e-01 8.42e-03 2.13e-02
h 8.00e-01 5.12e-02 2.30e-02
c -6.14e-01 7.77e-03 1.43e-02
i -3.57e-01 4.02e-02 5.74e-02
v -3.19e-01 5.23e-02 7.20e-02
y 2.98e-01 4.71e-02 3.49e-02
a -2.71e-01 6.23e-02 8.17e-02
l -2.65e-01 7.07e-02 9.22e-02
s 2.34e-01 7.40e-02 5.85e-02
r -2.21e-01 4.09e-02 5.11e-02
d 2.13e-01 7.18e-02 5.80e-02
w -1.60e-01 1.18e-02 1.39e-02
q -1.47e-01 3.20e-02 3.71e-02
t 1.46e-01 6.28e-02 5.43e-02
f 1.09e-01 4.50e-02 4.04e-02
k 9.65e-02 6.46e-02 5.87e-02
e -1.04e-02 6.75e-02 6.82e-02
n -7.36e-03 4.25e-02 4.28e-02
03 03 D SM aa 3 0.087 p 1.10e+00 1.37e-01 4.55e-02
h -6.29e-01 1.23e-02 2.30e-02
g -6.20e-01 4.00e-02 7.45e-02
y -3.64e-01 2.43e-02 3.50e-02
m -3.17e-01 1.55e-02 2.12e-02
k 3.08e-01 7.97e-02 5.86e-02
a -2.89e-01 6.12e-02 8.17e-02
l -2.46e-01 7.21e-02 9.22e-02
d -2.18e-01 4.67e-02 5.81e-02
f -1.59e-01 3.44e-02 4.04e-02
n -1.58e-01 3.66e-02 4.28e-02
e 1.34e-01 7.80e-02 6.82e-02
s -1.22e-01 5.19e-02 5.87e-02
w -1.10e-01 1.24e-02 1.39e-02
v 1.04e-01 8.00e-02 7.21e-02
t 7.55e-02 5.86e-02 5.43e-02
c -7.23e-02 1.33e-02 1.43e-02
i 2.26e-02 5.88e-02 5.75e-02
q -1.76e-02 3.64e-02 3.71e-02
r -7.80e-03 5.06e-02 5.10e-02
06 08 R MNcn psi0 0.079 ( 1.07e+00 1.30e+00) 1.89e-01 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.079 ( 4.43e+00 1.15e+00) 9.36e-02 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.069 g -7.54e-01 3.50e-02 7.45e-02
l 5.39e-01 1.58e-01 9.21e-02
i 5.09e-01 9.58e-02 5.75e-02
p -5.03e-01 2.76e-02 4.56e-02
y -4.98e-01 2.12e-02 3.49e-02
h -4.05e-01 1.53e-02 2.30e-02
d -3.65e-01 4.04e-02 5.82e-02
n -3.55e-01 3.00e-02 4.28e-02
e -3.33e-01 4.88e-02 6.81e-02
m 3.11e-01 2.89e-02 2.12e-02
w 3.04e-01 1.88e-02 1.39e-02
c 2.86e-01 1.90e-02 1.43e-02
r 2.38e-01 6.47e-02 5.10e-02
v 2.17e-01 8.95e-02 7.21e-02
a -1.93e-01 6.73e-02 8.16e-02
f 1.60e-01 4.74e-02 4.04e-02
t -1.34e-01 4.76e-02 5.44e-02
q -1.25e-01 3.27e-02 3.70e-02
k -5.54e-02 5.54e-02 5.86e-02
s -3.73e-02 5.66e-02 5.87e-02
00 00 D SM aa 0 0.046 v -9.52e-01 2.78e-02 7.19e-02
i -4.98e-01 3.49e-02 5.74e-02
p 4.90e-01 7.50e-02 4.60e-02
y 4.13e-01 5.27e-02 3.49e-02
g -4.04e-01 4.97e-02 7.44e-02
w -2.76e-01 1.05e-02 1.38e-02
h 2.64e-01 2.99e-02 2.30e-02
n 2.45e-01 5.48e-02 4.29e-02
e -2.12e-01 5.50e-02 6.80e-02
t 1.79e-01 6.53e-02 5.46e-02
f 1.29e-01 4.59e-02 4.03e-02
s 1.20e-01 6.67e-02 5.92e-02
l 1.00e-01 1.01e-01 9.17e-02
c -9.83e-02 1.29e-02 1.43e-02
a 6.78e-02 8.71e-02 8.14e-02
k 4.66e-02 6.15e-02 5.87e-02
m 4.07e-02 2.21e-02 2.12e-02
q 1.62e-02 3.77e-02 3.70e-02
d -1.21e-02 5.76e-02 5.83e-02
r 1.13e-02 5.15e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.088
08 0.088 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.630
10 -0.630 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.218
12 -0.218 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.248
14 -0.248 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 0.190
16 0.190 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.663
18 -0.663 1.000
DATA_CLASS 256
CLASS 256 - weight 1433 normalized weight 0.001 relative strength 1.04e-03 *******
class cross entropy w.r.t. global class 1.54e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.913 ( 1.25e+00 4.00e-01) 8.23e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.913 ( 3.64e-01 4.47e-01) 1.01e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 0.993 p -6.10e+00 1.03e-04 4.58e-02
i -4.05e+00 9.98e-04 5.75e-02
v -3.42e+00 2.36e-03 7.21e-02
g 2.02e+00 5.62e-01 7.44e-02
t -1.91e+00 8.11e-03 5.45e-02
l -1.74e+00 1.61e-02 9.20e-02
s -1.57e+00 1.22e-02 5.88e-02
w -1.29e+00 3.82e-03 1.38e-02
f -1.09e+00 1.36e-02 4.04e-02
a -1.02e+00 2.94e-02 8.15e-02
m -8.41e-01 9.14e-03 2.12e-02
y -6.95e-01 1.74e-02 3.49e-02
c -6.63e-01 7.38e-03 1.43e-02
n 6.63e-01 8.31e-02 4.28e-02
e -4.62e-01 4.29e-02 6.81e-02
r -4.39e-01 3.28e-02 5.09e-02
q -4.23e-01 2.43e-02 3.70e-02
k -2.36e-01 4.63e-02 5.86e-02
h 1.40e-01 2.64e-02 2.30e-02
d 5.70e-02 6.16e-02 5.82e-02
08 12 R MNcn psi2 0.849 (-3.29e-01 4.28e-01) 2.67e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.849 ( 4.83e+00 4.24e-01) 6.75e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.822 (-2.80e-01 4.00e-01) 2.72e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.822 ( 4.68e+00 4.00e-01) 3.38e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.806 ( 2.54e+00 4.00e-01) 4.31e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.806 ( 4.18e+00 7.47e-01) 4.81e-01 ( 4.54e+00 1.01e+00)
06 07 R MNcn phi0 0.305 ( 4.84e+00 4.00e-01) 7.52e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.305 ( 9.50e-01 1.31e+00) 9.71e-02 ( 8.22e-01 1.53e+00)
09 14 R MNcn psi3 0.271 ( 1.26e+00 1.43e+00) 3.16e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.271 ( 4.61e+00 5.77e-01) 1.23e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.161 c -1.49e+00 3.22e-03 1.43e-02
d 1.10e+00 1.74e-01 5.80e-02
i -1.03e+00 2.05e-02 5.74e-02
g -9.60e-01 2.85e-02 7.45e-02
v -8.98e-01 2.93e-02 7.20e-02
m -5.13e-01 1.27e-02 2.13e-02
f -4.89e-01 2.48e-02 4.04e-02
k 4.76e-01 9.44e-02 5.87e-02
n 3.06e-01 5.82e-02 4.28e-02
q 2.95e-01 4.98e-02 3.71e-02
l -2.78e-01 6.98e-02 9.22e-02
r 2.53e-01 6.57e-02 5.11e-02
y -2.48e-01 2.73e-02 3.49e-02
w -2.30e-01 1.10e-02 1.39e-02
p -2.01e-01 3.73e-02 4.56e-02
s 1.93e-01 7.10e-02 5.85e-02
h 1.56e-01 2.69e-02 2.30e-02
t 1.28e-01 6.16e-02 5.43e-02
a -1.14e-01 7.29e-02 8.17e-02
e -1.07e-01 6.13e-02 6.82e-02
03 03 D SM aa 3 0.088 p -1.03e+00 1.63e-02 4.55e-02
k -8.14e-01 2.60e-02 5.86e-02
r -7.02e-01 2.53e-02 5.10e-02
n -5.43e-01 2.49e-02 4.28e-02
i 5.30e-01 9.78e-02 5.75e-02
f 4.94e-01 6.62e-02 4.04e-02
m -4.69e-01 1.33e-02 2.12e-02
t -4.10e-01 3.60e-02 5.43e-02
y 3.70e-01 5.06e-02 3.50e-02
d 3.68e-01 8.40e-02 5.81e-02
g -3.55e-01 5.22e-02 7.45e-02
a 3.31e-01 1.14e-01 8.17e-02
l -3.31e-01 6.62e-02 9.22e-02
h 3.29e-01 3.20e-02 2.30e-02
w -3.05e-01 1.02e-02 1.39e-02
v 2.52e-01 9.27e-02 7.21e-02
c 1.93e-01 1.74e-02 1.43e-02
s 1.79e-01 7.01e-02 5.87e-02
q -4.61e-02 3.54e-02 3.71e-02
e 2.29e-02 6.98e-02 6.82e-02
00 00 D SM aa 0 0.079 i -8.87e-01 2.37e-02 5.74e-02
v -7.67e-01 3.34e-02 7.19e-02
g -7.14e-01 3.64e-02 7.44e-02
f -5.39e-01 2.35e-02 4.03e-02
p 5.06e-01 7.63e-02 4.60e-02
d 4.88e-01 9.49e-02 5.83e-02
t 4.45e-01 8.52e-02 5.46e-02
c -3.93e-01 9.65e-03 1.43e-02
y -3.48e-01 2.46e-02 3.49e-02
n 3.15e-01 5.88e-02 4.29e-02
m -2.89e-01 1.59e-02 2.12e-02
s 2.59e-01 7.67e-02 5.92e-02
k 1.63e-01 6.91e-02 5.87e-02
l -1.52e-01 7.88e-02 9.17e-02
q 1.23e-01 4.19e-02 3.70e-02
a 1.20e-01 9.18e-02 8.14e-02
w -1.11e-01 1.23e-02 1.38e-02
e 1.08e-01 7.58e-02 6.80e-02
r -5.91e-02 4.80e-02 5.10e-02
h 9.61e-03 2.32e-02 2.30e-02
05 05 D SM aa 5 0.067 p -6.78e+00 5.20e-05 4.56e-02
h -4.52e-01 1.47e-02 2.30e-02
f 4.15e-01 6.11e-02 4.04e-02
e -3.35e-01 4.88e-02 6.82e-02
c 3.15e-01 1.97e-02 1.44e-02
a 2.83e-01 1.09e-01 8.18e-02
q -2.75e-01 2.82e-02 3.71e-02
y 2.65e-01 4.55e-02 3.49e-02
s 2.27e-01 7.35e-02 5.86e-02
r 2.26e-01 6.41e-02 5.11e-02
m 1.99e-01 2.60e-02 2.13e-02
k -1.39e-01 5.11e-02 5.88e-02
n -1.30e-01 3.76e-02 4.29e-02
g -8.50e-02 6.85e-02 7.45e-02
v -7.02e-02 6.70e-02 7.19e-02
w 6.36e-02 1.48e-02 1.39e-02
i 5.53e-02 6.06e-02 5.74e-02
l 4.96e-02 9.68e-02 9.21e-02
t 2.52e-02 5.56e-02 5.42e-02
d -3.66e-03 5.77e-02 5.79e-02
02 02 D SM aa 2 0.057 p -7.20e-01 2.22e-02 4.56e-02
g -6.94e-01 3.72e-02 7.45e-02
d -6.47e-01 3.05e-02 5.82e-02
n -4.78e-01 2.66e-02 4.28e-02
l 4.68e-01 1.47e-01 9.21e-02
f 4.46e-01 6.31e-02 4.04e-02
k 3.35e-01 8.19e-02 5.86e-02
w 2.25e-01 1.74e-02 1.39e-02
t -1.90e-01 4.50e-02 5.44e-02
m 1.62e-01 2.49e-02 2.12e-02
a 1.46e-01 9.45e-02 8.16e-02
s 1.22e-01 6.63e-02 5.87e-02
c 9.18e-02 1.57e-02 1.43e-02
i -7.53e-02 5.34e-02 5.75e-02
v -6.71e-02 6.74e-02 7.21e-02
h 5.72e-02 2.43e-02 2.30e-02
e -5.30e-02 6.46e-02 6.81e-02
q -4.13e-02 3.55e-02 3.70e-02
y -4.12e-02 3.35e-02 3.49e-02
r -4.11e-02 4.89e-02 5.10e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 0.132
08 0.132 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.608
10 -0.608 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.596
12 -0.596 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.733
14 -0.733 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.349
16 -0.349 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.366
18 -0.366 1.000
DATA_CLASS 257
CLASS 257 - weight 1418 normalized weight 0.001 relative strength 3.15e-04 *******
class cross entropy w.r.t. global class 1.40e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.489 ( 1.28e+00 4.09e-01) 7.97e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.489 ( 3.48e+00 5.67e-01) 4.69e+00 ( 8.22e-01 1.53e+00)
00 00 D SM aa 0 1.783 v -7.56e+00 3.75e-05 7.19e-02
p -7.00e+00 4.20e-05 4.60e-02
i -4.48e+00 6.53e-04 5.74e-02
h -2.48e+00 1.93e-03 2.30e-02
g 2.42e+00 8.35e-01 7.44e-02
l -2.24e+00 9.72e-03 9.17e-02
n -2.18e+00 4.83e-03 4.29e-02
m -2.12e+00 2.56e-03 2.12e-02
y -2.11e+00 4.22e-03 3.49e-02
e -1.95e+00 9.68e-03 6.80e-02
c -1.68e+00 2.66e-03 1.43e-02
f -1.64e+00 7.86e-03 4.03e-02
a -1.47e+00 1.87e-02 8.14e-02
r -1.41e+00 1.24e-02 5.10e-02
t -1.37e+00 1.39e-02 5.46e-02
q -1.21e+00 1.10e-02 3.70e-02
k -1.16e+00 1.83e-02 5.87e-02
s -1.15e+00 1.87e-02 5.92e-02
d -1.07e+00 2.00e-02 5.83e-02
w -6.20e-01 7.42e-03 1.38e-02
08 12 R MNcn psi2 0.894 (-1.32e-01 4.00e-01) 2.36e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.894 ( 4.79e+00 4.00e-01) 6.19e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.874 (-3.00e-01 4.00e-01) 2.79e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.874 ( 5.04e+00 4.00e-01) 1.24e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.249 ( 1.70e+00 1.30e+00) 6.81e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.249 ( 4.60e+00 5.59e-01) 9.99e-02 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.177 ( 1.38e+00 1.37e+00) 4.16e-01 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.177 ( 4.56e+00 5.56e-01) 2.41e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.176 p -1.87e+00 7.00e-03 4.55e-02
g 1.03e+00 2.08e-01 7.45e-02
e -7.98e-01 3.07e-02 6.82e-02
d -7.51e-01 2.74e-02 5.81e-02
c 7.47e-01 3.02e-02 1.43e-02
a 5.13e-01 1.36e-01 8.17e-02
l -4.71e-01 5.75e-02 9.22e-02
i -4.63e-01 3.62e-02 5.75e-02
q -3.77e-01 2.54e-02 3.71e-02
k -3.62e-01 4.08e-02 5.86e-02
s 3.25e-01 8.12e-02 5.87e-02
m -2.75e-01 1.61e-02 2.12e-02
w -2.58e-01 1.07e-02 1.39e-02
f -2.31e-01 3.21e-02 4.04e-02
v -2.23e-01 5.77e-02 7.21e-02
t -1.13e-01 4.85e-02 5.43e-02
n 7.95e-02 4.64e-02 4.28e-02
r -5.75e-02 4.82e-02 5.10e-02
y 5.44e-02 3.69e-02 3.50e-02
h -1.90e-02 2.26e-02 2.30e-02
02 02 D SM aa 2 0.161 p -2.96e+00 2.36e-03 4.56e-02
i -1.39e+00 1.43e-02 5.75e-02
v -1.09e+00 2.43e-02 7.21e-02
n 7.59e-01 9.15e-02 4.28e-02
d 7.27e-01 1.20e-01 5.82e-02
h 6.61e-01 4.45e-02 2.30e-02
m -6.36e-01 1.12e-02 2.12e-02
c -5.88e-01 7.95e-03 1.43e-02
l -5.00e-01 5.59e-02 9.21e-02
g -3.73e-01 5.13e-02 7.45e-02
s 3.23e-01 8.12e-02 5.87e-02
e 2.69e-01 8.91e-02 6.81e-02
y 2.54e-01 4.51e-02 3.49e-02
k 1.54e-01 6.83e-02 5.86e-02
q 1.29e-01 4.21e-02 3.70e-02
f 6.75e-02 4.32e-02 4.04e-02
a 6.13e-02 8.68e-02 8.16e-02
r 1.51e-02 5.18e-02 5.10e-02
t 9.69e-03 5.49e-02 5.44e-02
w 1.22e-03 1.39e-02 1.39e-02
09 14 R MNcn psi3 0.155 ( 1.40e+00 1.41e+00) 4.22e-01 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.155 ( 4.14e+00 1.38e+00) 2.95e-01 ( 4.54e+00 1.01e+00)
01 01 D SM aa 1 0.153 p 1.01e+00 1.26e-01 4.58e-02
i -9.34e-01 2.26e-02 5.75e-02
v -7.98e-01 3.24e-02 7.21e-02
l -7.81e-01 4.21e-02 9.20e-02
d 7.27e-01 1.20e-01 5.82e-02
m -5.36e-01 1.24e-02 2.12e-02
t -4.52e-01 3.47e-02 5.45e-02
e 4.43e-01 1.06e-01 6.81e-02
s 4.29e-01 9.04e-02 5.88e-02
g -4.03e-01 4.97e-02 7.44e-02
c 3.98e-01 2.13e-02 1.43e-02
f -3.84e-01 2.75e-02 4.04e-02
q -3.45e-01 2.62e-02 3.70e-02
r -3.11e-01 3.73e-02 5.09e-02
k -1.43e-01 5.08e-02 5.86e-02
n 1.11e-01 4.78e-02 4.28e-02
w 9.97e-02 1.53e-02 1.38e-02
h -9.45e-02 2.09e-02 2.30e-02
y -7.04e-02 3.25e-02 3.49e-02
a 2.71e-02 8.38e-02 8.15e-02
04 04 D SM aa 4 0.044 h -8.74e-01 9.61e-03 2.30e-02
c 7.01e-01 2.89e-02 1.43e-02
p 5.64e-01 8.02e-02 4.56e-02
a -3.68e-01 5.66e-02 8.17e-02
f 3.65e-01 5.82e-02 4.04e-02
g -3.18e-01 5.42e-02 7.45e-02
e -2.86e-01 5.13e-02 6.82e-02
r 2.74e-01 6.72e-02 5.11e-02
l -2.64e-01 7.08e-02 9.22e-02
w 2.60e-01 1.80e-02 1.39e-02
y 2.59e-01 4.53e-02 3.49e-02
n -2.02e-01 3.50e-02 4.28e-02
s 1.53e-01 6.82e-02 5.85e-02
m -1.40e-01 1.85e-02 2.13e-02
i -1.20e-01 5.09e-02 5.74e-02
t 7.17e-02 5.83e-02 5.43e-02
v 5.78e-02 7.63e-02 7.20e-02
d -3.07e-02 5.63e-02 5.80e-02
k 1.47e-02 5.96e-02 5.87e-02
q -6.75e-03 3.68e-02 3.71e-02
05 05 D SM aa 5 0.031 k -5.04e-01 3.55e-02 5.88e-02
f 3.59e-01 5.78e-02 4.04e-02
a -3.27e-01 5.90e-02 8.18e-02
g -3.24e-01 5.39e-02 7.45e-02
v 3.20e-01 9.90e-02 7.19e-02
d -2.92e-01 4.33e-02 5.79e-02
m -2.77e-01 1.61e-02 2.13e-02
e -2.70e-01 5.21e-02 6.82e-02
p 2.50e-01 5.86e-02 4.56e-02
w 2.19e-01 1.73e-02 1.39e-02
i 1.99e-01 7.00e-02 5.74e-02
n 1.92e-01 5.19e-02 4.29e-02
t 1.60e-01 6.37e-02 5.42e-02
y 1.07e-01 3.89e-02 3.49e-02
l 8.32e-02 1.00e-01 9.21e-02
c -8.21e-02 1.32e-02 1.44e-02
s 7.14e-02 6.29e-02 5.86e-02
h -6.24e-02 2.16e-02 2.30e-02
q -5.33e-02 3.51e-02 3.71e-02
r -2.20e-02 5.00e-02 5.11e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.812
08 -0.812 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.480
10 -0.480 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.663
12 -0.663 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.114
14 -0.114 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.362
16 -0.362 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.417
18 -0.417 1.000
DATA_CLASS 258
CLASS 258 - weight 1380 normalized weight 0.001 relative strength 6.40e-05 *******
class cross entropy w.r.t. global class 1.66e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
06 07 R MNcn phi0 3.957 ( 1.27e+00 4.00e-01) 8.18e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.957 ( 3.51e-01 4.84e-01) 9.73e-01 ( 8.22e-01 1.53e+00)
09 13 R MNcn phi3 1.630 ( 2.80e+00 1.71e+00) 1.02e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 1.630 ( 8.90e-02 5.61e-01) 1.29e+00 ( 8.11e-01 1.53e+00)
00 00 D SM aa 0 0.973 p -3.87e+00 9.60e-04 4.60e-02
v -3.15e+00 3.09e-03 7.19e-02
i -2.77e+00 3.61e-03 5.74e-02
g 1.98e+00 5.41e-01 7.44e-02
l -1.96e+00 1.29e-02 9.17e-02
t -1.82e+00 8.82e-03 5.46e-02
w -1.73e+00 2.46e-03 1.38e-02
e -1.18e+00 2.09e-02 6.80e-02
y -1.13e+00 1.12e-02 3.49e-02
s -1.03e+00 2.10e-02 5.92e-02
n 1.01e+00 1.18e-01 4.29e-02
r -8.68e-01 2.14e-02 5.10e-02
m -8.31e-01 9.25e-03 2.12e-02
a -6.94e-01 4.07e-02 8.14e-02
q -6.40e-01 1.95e-02 3.70e-02
f -4.52e-01 2.57e-02 4.03e-02
k -2.67e-01 4.50e-02 5.87e-02
h -5.69e-02 2.17e-02 2.30e-02
c 1.88e-02 1.46e-02 1.43e-02
d -1.59e-03 5.82e-02 5.83e-02
10 16 R MNcn psi4 0.889 ( 2.50e+00 4.02e-01) 4.21e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.889 ( 4.57e+00 5.59e-01) 5.30e-02 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.499 v -2.12e+00 8.64e-03 7.21e-02
g 1.53e+00 3.45e-01 7.45e-02
i -1.51e+00 1.26e-02 5.75e-02
n 1.13e+00 1.32e-01 4.28e-02
l -1.09e+00 3.11e-02 9.22e-02
m -1.02e+00 7.64e-03 2.12e-02
q -8.66e-01 1.56e-02 3.71e-02
a -8.49e-01 3.49e-02 8.17e-02
f -8.38e-01 1.75e-02 4.04e-02
e -6.05e-01 3.72e-02 6.82e-02
d 5.49e-01 1.01e-01 5.81e-02
p -5.40e-01 2.65e-02 4.55e-02
r -5.34e-01 2.99e-02 5.10e-02
y -5.05e-01 2.11e-02 3.50e-02
w -4.95e-01 8.46e-03 1.39e-02
k -4.32e-01 3.80e-02 5.86e-02
h 2.85e-01 3.06e-02 2.30e-02
t -2.66e-01 4.16e-02 5.43e-02
s -1.99e-01 4.81e-02 5.87e-02
c -1.48e-01 1.23e-02 1.43e-02
11 18 R MNcn psi5 0.367 ( 2.06e+00 1.07e+00) 1.17e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.367 ( 4.58e+00 5.42e-01) 6.34e-02 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.268 ( 1.74e+00 1.27e+00) 7.25e-01 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.268 ( 4.76e+00 5.64e-01) 3.80e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.253 ( 1.56e+00 1.31e+00) 5.71e-01 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.253 ( 4.64e+00 4.92e-01) 1.94e-01 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.177 p 1.10e+00 1.38e-01 4.56e-02
l -8.73e-01 3.84e-02 9.21e-02
s 7.83e-01 1.28e-01 5.87e-02
i -7.18e-01 2.81e-02 5.75e-02
g -7.17e-01 3.63e-02 7.45e-02
w -7.14e-01 6.79e-03 1.39e-02
v -6.55e-01 3.74e-02 7.21e-02
a -5.96e-01 4.50e-02 8.16e-02
t 4.92e-01 8.90e-02 5.44e-02
y -3.69e-01 2.42e-02 3.49e-02
m -3.15e-01 1.55e-02 2.12e-02
q -3.07e-01 2.72e-02 3.70e-02
k 2.85e-01 7.78e-02 5.86e-02
d 2.60e-01 7.54e-02 5.82e-02
f -2.59e-01 3.12e-02 4.04e-02
r -2.30e-01 4.05e-02 5.10e-02
e 1.75e-01 8.12e-02 6.81e-02
c 9.76e-02 1.58e-02 1.43e-02
h -8.93e-02 2.10e-02 2.30e-02
n 5.72e-03 4.31e-02 4.28e-02
05 05 D SM aa 5 0.165 p 1.30e+00 1.68e-01 4.56e-02
g -1.09e+00 2.50e-02 7.45e-02
l -7.09e-01 4.54e-02 9.21e-02
m -6.22e-01 1.14e-02 2.13e-02
q -5.22e-01 2.20e-02 3.71e-02
a -4.19e-01 5.38e-02 8.18e-02
t 3.99e-01 8.08e-02 5.42e-02
v -3.66e-01 4.98e-02 7.19e-02
s 3.31e-01 8.16e-02 5.86e-02
i -2.89e-01 4.30e-02 5.74e-02
k 1.97e-01 7.16e-02 5.88e-02
d 1.71e-01 6.88e-02 5.79e-02
e -1.57e-01 5.83e-02 6.82e-02
f -1.53e-01 3.46e-02 4.04e-02
y 1.51e-01 4.06e-02 3.49e-02
w -1.23e-01 1.23e-02 1.39e-02
h 7.25e-02 2.48e-02 2.30e-02
c -2.24e-02 1.40e-02 1.44e-02
n 1.13e-02 4.33e-02 4.29e-02
r -3.73e-03 5.09e-02 5.11e-02
04 04 D SM aa 4 0.039 p -7.23e-01 2.21e-02 4.56e-02
d -5.18e-01 3.46e-02 5.80e-02
q -4.96e-01 2.26e-02 3.71e-02
v 4.56e-01 1.14e-01 7.20e-02
a -3.96e-01 5.50e-02 8.17e-02
c 2.51e-01 1.85e-02 1.43e-02
t 1.91e-01 6.57e-02 5.43e-02
i 1.88e-01 6.93e-02 5.74e-02
k -1.86e-01 4.87e-02 5.87e-02
m -1.77e-01 1.78e-02 2.13e-02
l 1.74e-01 1.10e-01 9.22e-02
f 1.60e-01 4.74e-02 4.04e-02
w -1.35e-01 1.21e-02 1.39e-02
g 1.12e-01 8.33e-02 7.45e-02
n -1.07e-01 3.85e-02 4.28e-02
s 8.99e-02 6.40e-02 5.85e-02
r 7.26e-02 5.49e-02 5.11e-02
e -6.82e-02 6.37e-02 6.82e-02
h -5.86e-02 2.17e-02 2.30e-02
y 4.93e-02 3.67e-02 3.49e-02
01 01 D SM aa 1 0.038 g -7.14e-01 3.64e-02 7.44e-02
w -4.98e-01 8.41e-03 1.38e-02
q 4.64e-01 5.89e-02 3.70e-02
c 4.53e-01 2.25e-02 1.43e-02
e -4.37e-01 4.40e-02 6.81e-02
m 3.43e-01 2.99e-02 2.12e-02
a -2.59e-01 6.29e-02 8.15e-02
p -2.45e-01 3.59e-02 4.58e-02
d 2.25e-01 7.28e-02 5.82e-02
l 2.06e-01 1.13e-01 9.20e-02
r 1.69e-01 6.03e-02 5.09e-02
y -1.60e-01 2.98e-02 3.49e-02
s -1.43e-01 5.10e-02 5.88e-02
v 1.32e-01 8.22e-02 7.21e-02
k 1.24e-01 6.63e-02 5.86e-02
t 8.00e-02 5.91e-02 5.45e-02
n -7.23e-02 3.98e-02 4.28e-02
i 6.74e-02 6.15e-02 5.75e-02
h 4.66e-02 2.41e-02 2.30e-02
f 1.79e-02 4.11e-02 4.04e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.781
08 -0.781 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.094
10 -0.094 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.131
12 -0.131 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.559
14 -0.559 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.075
16 -0.075 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.167
18 -0.167 1.000
DATA_CLASS 259
CLASS 259 - weight 1289 normalized weight 0.001 relative strength 8.86e-04 *******
class cross entropy w.r.t. global class 1.02e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.935 (-4.71e-01 4.00e-01) 3.20e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.935 ( 5.03e+00 4.00e-01) 1.21e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.838 ( 2.48e+00 4.68e-01) 3.56e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.838 ( 4.68e+00 5.54e-01) 2.41e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.783 ( 2.45e+00 5.02e-01) 3.26e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.783 ( 4.63e+00 5.51e-01) 1.53e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.774 (-1.74e-01 4.45e-01) 2.24e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.774 ( 4.69e+00 4.00e-01) 3.71e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.700 ( 2.53e+00 4.75e-01) 3.61e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.700 ( 4.23e+00 7.82e-01) 4.00e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.656 (-1.78e-01 5.64e-01) 1.76e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.656 ( 4.74e+00 4.00e-01) 4.91e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.288 p 1.22e+00 1.55e-01 4.56e-02
l -1.09e+00 3.11e-02 9.22e-02
q -1.08e+00 1.26e-02 3.71e-02
r -8.77e-01 2.13e-02 5.11e-02
m -8.48e-01 9.11e-03 2.13e-02
d 7.77e-01 1.26e-01 5.80e-02
s 7.45e-01 1.23e-01 5.85e-02
c 7.33e-01 2.99e-02 1.43e-02
g -7.26e-01 3.61e-02 7.45e-02
e -7.19e-01 3.33e-02 6.82e-02
t 6.80e-01 1.07e-01 5.43e-02
a -6.79e-01 4.14e-02 8.17e-02
k -6.69e-01 3.01e-02 5.87e-02
n 5.95e-01 7.77e-02 4.28e-02
w -5.77e-01 7.80e-03 1.39e-02
y -5.51e-01 2.01e-02 3.49e-02
v -4.70e-01 4.50e-02 7.20e-02
f -4.50e-01 2.57e-02 4.04e-02
i -2.57e-01 4.44e-02 5.74e-02
h 1.61e-03 2.31e-02 2.30e-02
02 02 D SM aa 2 0.179 p 1.17e+00 1.47e-01 4.56e-02
f -1.07e+00 1.38e-02 4.04e-02
c -1.03e+00 5.13e-03 1.43e-02
w -1.02e+00 4.98e-03 1.39e-02
i -9.14e-01 2.31e-02 5.75e-02
m -6.31e-01 1.13e-02 2.12e-02
d 6.07e-01 1.07e-01 5.82e-02
v -5.93e-01 3.98e-02 7.21e-02
l -5.81e-01 5.15e-02 9.21e-02
g -5.52e-01 4.29e-02 7.45e-02
h -5.52e-01 1.32e-02 2.30e-02
a -4.76e-01 5.07e-02 8.16e-02
y -4.42e-01 2.25e-02 3.49e-02
t 4.17e-01 8.26e-02 5.44e-02
k 3.99e-01 8.73e-02 5.86e-02
e 2.74e-01 8.96e-02 6.81e-02
n 1.68e-01 5.07e-02 4.28e-02
s 1.61e-01 6.90e-02 5.87e-02
q -5.67e-02 3.50e-02 3.70e-02
r 4.50e-02 5.33e-02 5.10e-02
05 05 D SM aa 5 0.129 p 1.26e+00 1.60e-01 4.56e-02
g -1.09e+00 2.51e-02 7.45e-02
h -7.45e-01 1.09e-02 2.30e-02
c -6.77e-01 7.29e-03 1.44e-02
q -4.37e-01 2.39e-02 3.71e-02
k -3.54e-01 4.12e-02 5.88e-02
n -3.30e-01 3.08e-02 4.29e-02
y -2.71e-01 2.66e-02 3.49e-02
m -2.70e-01 1.62e-02 2.13e-02
a -1.87e-01 6.78e-02 8.18e-02
l 1.83e-01 1.11e-01 9.21e-02
s 1.39e-01 6.73e-02 5.86e-02
d -1.20e-01 5.14e-02 5.79e-02
i -7.34e-02 5.33e-02 5.74e-02
f 7.30e-02 4.34e-02 4.04e-02
w 7.17e-02 1.49e-02 1.39e-02
v 3.08e-02 7.41e-02 7.19e-02
t 1.69e-02 5.52e-02 5.42e-02
e -1.30e-03 6.81e-02 6.82e-02
r 2.82e-04 5.12e-02 5.11e-02
01 01 D SM aa 1 0.115 p -1.84e+00 7.31e-03 4.58e-02
c 8.56e-01 3.37e-02 1.43e-02
k -7.96e-01 2.64e-02 5.86e-02
g -7.26e-01 3.60e-02 7.44e-02
s 6.99e-01 1.18e-01 5.88e-02
e -5.42e-01 3.96e-02 6.81e-02
f 5.40e-01 6.93e-02 4.04e-02
w 4.80e-01 2.24e-02 1.38e-02
t 4.37e-01 8.44e-02 5.45e-02
v -2.79e-01 5.45e-02 7.21e-02
d -2.34e-01 4.60e-02 5.82e-02
l 2.31e-01 1.16e-01 9.20e-02
y 1.86e-01 4.20e-02 3.49e-02
h 1.72e-01 2.73e-02 2.30e-02
q -1.42e-01 3.21e-02 3.70e-02
r -1.42e-01 4.42e-02 5.09e-02
i -5.58e-02 5.44e-02 5.75e-02
n -4.30e-02 4.10e-02 4.28e-02
a 3.05e-02 8.40e-02 8.15e-02
m -1.55e-02 2.09e-02 2.12e-02
03 03 D SM aa 3 0.099 p -3.43e+00 1.47e-03 4.55e-02
f 9.01e-01 9.94e-02 4.04e-02
a -4.81e-01 5.05e-02 8.17e-02
d -3.68e-01 4.02e-02 5.81e-02
y 3.65e-01 5.03e-02 3.50e-02
w -3.59e-01 9.69e-03 1.39e-02
c 3.46e-01 2.02e-02 1.43e-02
s -3.00e-01 4.35e-02 5.87e-02
e 2.62e-01 8.86e-02 6.82e-02
r 2.51e-01 6.56e-02 5.10e-02
v 2.45e-01 9.21e-02 7.21e-02
n -2.34e-01 3.39e-02 4.28e-02
l -2.23e-01 7.37e-02 9.22e-02
i 1.70e-01 6.82e-02 5.75e-02
h 1.59e-01 2.70e-02 2.30e-02
g -1.43e-01 6.45e-02 7.45e-02
k -7.58e-02 5.43e-02 5.86e-02
t 6.30e-02 5.79e-02 5.43e-02
m 4.13e-02 2.21e-02 2.12e-02
q -7.12e-03 3.68e-02 3.71e-02
00 00 D SM aa 0 0.067 v -6.66e-01 3.70e-02 7.19e-02
n 6.10e-01 7.89e-02 4.29e-02
i -6.06e-01 3.13e-02 5.74e-02
d 5.24e-01 9.84e-02 5.83e-02
m -5.22e-01 1.26e-02 2.12e-02
g -5.08e-01 4.47e-02 7.44e-02
s 3.93e-01 8.76e-02 5.92e-02
c -3.91e-01 9.66e-03 1.43e-02
t 3.54e-01 7.77e-02 5.46e-02
a -2.76e-01 6.18e-02 8.14e-02
l -2.03e-01 7.48e-02 9.17e-02
w 1.96e-01 1.68e-02 1.38e-02
k 1.69e-01 6.96e-02 5.87e-02
r -1.40e-01 4.43e-02 5.10e-02
h 9.58e-02 2.53e-02 2.30e-02
e 4.61e-02 7.12e-02 6.80e-02
y -2.16e-02 3.41e-02 3.49e-02
f 2.12e-02 4.12e-02 4.03e-02
p -7.67e-03 4.56e-02 4.60e-02
q 4.57e-03 3.72e-02 3.70e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.457
08 -0.457 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.087
10 -0.087 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.422
12 -0.422 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.250
14 -0.250 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.041
16 -0.041 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.555
18 -0.555 1.000
DATA_CLASS 260
CLASS 260 - weight 1247 normalized weight 0.001 relative strength 7.65e-02 *******
class cross entropy w.r.t. global class 1.80e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 3.189 ( 1.39e+00 4.23e-01) 7.47e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 3.189 ( 3.29e+00 6.55e-01) 3.78e+00 ( 8.09e-01 1.53e+00)
04 04 D SM aa 4 2.035 p -7.04e+00 4.01e-05 4.56e-02
i -6.88e+00 5.89e-05 5.74e-02
w -5.85e+00 4.01e-05 1.39e-02
v -3.79e+00 1.62e-03 7.20e-02
f -3.66e+00 1.04e-03 4.04e-02
m -3.38e+00 7.26e-04 2.13e-02
h -3.24e+00 9.04e-04 2.30e-02
l -3.09e+00 4.19e-03 9.22e-02
c -2.84e+00 8.39e-04 1.43e-02
y -2.76e+00 2.20e-03 3.49e-02
d -2.55e+00 4.54e-03 5.80e-02
g 2.48e+00 8.93e-01 7.45e-02
n -2.38e+00 3.96e-03 4.28e-02
e -2.26e+00 7.10e-03 6.82e-02
a -1.96e+00 1.15e-02 8.17e-02
t -1.83e+00 8.74e-03 5.43e-02
r -1.66e+00 9.67e-03 5.11e-02
s -1.59e+00 1.19e-02 5.85e-02
q -1.06e+00 1.28e-02 3.71e-02
k -8.49e-01 2.51e-02 5.87e-02
06 08 R MNcn psi0 0.927 (-6.43e-01 4.00e-01) 3.66e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.927 ( 5.16e+00 4.00e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.900 (-5.83e-01 4.00e-01) 3.50e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.900 ( 5.11e+00 4.00e-01) 1.42e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.881 (-5.91e-01 4.00e-01) 3.51e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.881 ( 4.88e+00 4.00e-01) 8.39e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.878 (-3.10e-01 4.93e-01) 2.27e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.878 ( 5.02e+00 4.00e-01) 1.19e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.838 (-2.98e-01 4.00e-01) 2.77e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.838 ( 4.64e+00 4.00e-01) 2.43e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.303 p -3.99e+00 8.42e-04 4.55e-02
t -1.29e+00 1.50e-02 5.43e-02
g -1.22e+00 2.19e-02 7.45e-02
d -1.22e+00 1.72e-02 5.81e-02
y 1.17e+00 1.13e-01 3.50e-02
f 1.09e+00 1.21e-01 4.04e-02
s -1.06e+00 2.02e-02 5.87e-02
n -8.42e-01 1.85e-02 4.28e-02
l 7.24e-01 1.90e-01 9.22e-02
e -6.21e-01 3.66e-02 6.82e-02
h 5.80e-01 4.11e-02 2.30e-02
q -4.20e-01 2.44e-02 3.71e-02
r -3.05e-01 3.76e-02 5.10e-02
w 2.98e-01 1.87e-02 1.39e-02
i 2.92e-01 7.71e-02 5.75e-02
c 2.71e-01 1.88e-02 1.43e-02
k -1.67e-01 4.96e-02 5.86e-02
m 1.39e-01 2.44e-02 2.12e-02
v 5.59e-02 7.62e-02 7.21e-02
a -3.98e-02 7.85e-02 8.17e-02
01 01 D SM aa 1 0.166 p -1.72e+00 8.20e-03 4.58e-02
c -1.41e+00 3.51e-03 1.43e-02
g -9.44e-01 2.89e-02 7.44e-02
v -8.41e-01 3.11e-02 7.21e-02
i -8.09e-01 2.56e-02 5.75e-02
e 7.38e-01 1.42e-01 6.81e-02
f -7.16e-01 1.97e-02 4.04e-02
k 6.82e-01 1.16e-01 5.86e-02
r 5.45e-01 8.79e-02 5.09e-02
t -4.72e-01 3.40e-02 5.45e-02
y -4.64e-01 2.19e-02 3.49e-02
q 4.42e-01 5.76e-02 3.70e-02
d 3.65e-01 8.38e-02 5.82e-02
a 2.48e-01 1.04e-01 8.15e-02
h 2.24e-01 2.87e-02 2.30e-02
w -2.20e-01 1.11e-02 1.38e-02
l -1.76e-01 7.71e-02 9.20e-02
n -1.46e-01 3.70e-02 4.28e-02
m -4.09e-02 2.03e-02 2.12e-02
s 2.75e-02 6.05e-02 5.88e-02
05 05 D SM aa 5 0.138 w -9.00e-01 5.65e-03 1.39e-02
p 8.84e-01 1.10e-01 4.56e-02
d 8.09e-01 1.30e-01 5.79e-02
v -6.58e-01 3.72e-02 7.19e-02
i -5.86e-01 3.19e-02 5.74e-02
e 5.80e-01 1.22e-01 6.82e-02
l -5.71e-01 5.20e-02 9.21e-02
c -5.26e-01 8.48e-03 1.44e-02
m -4.84e-01 1.31e-02 2.13e-02
h -4.38e-01 1.49e-02 2.30e-02
y -4.16e-01 2.30e-02 3.49e-02
g -3.97e-01 5.01e-02 7.45e-02
f -3.63e-01 2.81e-02 4.04e-02
t -3.62e-01 3.78e-02 5.42e-02
n 3.42e-01 6.03e-02 4.29e-02
r -3.08e-01 3.76e-02 5.11e-02
q -2.88e-01 2.78e-02 3.71e-02
s 1.97e-01 7.13e-02 5.86e-02
a -1.08e-01 7.34e-02 8.18e-02
k 9.88e-02 6.49e-02 5.88e-02
02 02 D SM aa 2 0.097 p -1.87e+00 7.06e-03 4.56e-02
g -1.17e+00 2.32e-02 7.45e-02
k 6.61e-01 1.13e-01 5.86e-02
s -5.16e-01 3.51e-02 5.87e-02
h 4.02e-01 3.44e-02 2.30e-02
d -3.75e-01 4.00e-02 5.82e-02
q 3.41e-01 5.21e-02 3.70e-02
f -3.36e-01 2.89e-02 4.04e-02
e 3.23e-01 9.41e-02 6.81e-02
r 3.22e-01 7.04e-02 5.10e-02
n -3.22e-01 3.11e-02 4.28e-02
w -2.19e-01 1.11e-02 1.39e-02
c 2.18e-01 1.78e-02 1.43e-02
a 1.65e-01 9.62e-02 8.16e-02
l 8.99e-02 1.01e-01 9.21e-02
i 5.14e-02 6.06e-02 5.75e-02
t 5.01e-02 5.72e-02 5.44e-02
y -4.90e-02 3.33e-02 3.49e-02
m -5.54e-03 2.11e-02 2.12e-02
v 4.61e-03 7.24e-02 7.21e-02
00 00 D SM aa 0 0.076 d -8.92e-01 2.39e-02 5.83e-02
g -8.85e-01 3.07e-02 7.44e-02
t -5.07e-01 3.29e-02 5.46e-02
r 4.70e-01 8.15e-02 5.10e-02
n -4.69e-01 2.68e-02 4.29e-02
p -4.23e-01 3.01e-02 4.60e-02
l 4.05e-01 1.38e-01 9.17e-02
h -3.41e-01 1.63e-02 2.30e-02
k 3.12e-01 8.03e-02 5.87e-02
e -3.03e-01 5.03e-02 6.80e-02
a 2.76e-01 1.07e-01 8.14e-02
i 2.65e-01 7.49e-02 5.74e-02
s -2.46e-01 4.62e-02 5.92e-02
f 2.29e-01 5.07e-02 4.03e-02
w 2.07e-01 1.70e-02 1.38e-02
m 1.54e-01 2.48e-02 2.12e-02
v 8.98e-02 7.87e-02 7.19e-02
c 5.10e-02 1.50e-02 1.43e-02
q 4.73e-02 3.88e-02 3.70e-02
y 4.01e-02 3.63e-02 3.49e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.178
08 -0.178 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.176
10 -0.176 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.161
12 -0.161 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.392
14 -0.392 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.787
16 -0.787 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.707
18 -0.707 1.000
DATA_CLASS 261
CLASS 261 - weight 1220 normalized weight 0.001 relative strength 2.96e-04 *******
class cross entropy w.r.t. global class 9.34e+00 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
11 18 R MNcn psi5 0.940 (-4.41e-01 4.00e-01) 3.12e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.940 ( 5.03e+00 4.00e-01) 1.22e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.776 ( 2.44e+00 4.69e-01) 3.46e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.776 ( 4.62e+00 6.06e-01) 1.30e-01 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.761 (-2.91e-01 4.77e-01) 2.31e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.761 ( 4.73e+00 4.11e-01) 4.44e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.729 (-2.16e-01 5.03e-01) 2.06e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.729 ( 4.70e+00 4.00e-01) 3.92e-01 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.528 ( 2.45e+00 6.50e-01) 2.52e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.528 ( 4.16e+00 9.11e-01) 4.22e-01 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.520 ( 2.36e+00 6.14e-01) 2.51e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.520 ( 4.25e+00 7.91e-01) 3.66e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.340 p -1.93e+00 6.65e-03 4.56e-02
m -1.75e+00 3.70e-03 2.13e-02
l -1.24e+00 2.66e-02 9.22e-02
d 1.18e+00 1.89e-01 5.80e-02
v -1.17e+00 2.23e-02 7.20e-02
s 9.59e-01 1.53e-01 5.85e-02
n 9.19e-01 1.07e-01 4.28e-02
i -8.12e-01 2.55e-02 5.74e-02
a -7.05e-01 4.04e-02 8.17e-02
k -6.72e-01 3.00e-02 5.87e-02
e -6.53e-01 3.55e-02 6.82e-02
t 5.08e-01 9.02e-02 5.43e-02
q -4.98e-01 2.25e-02 3.71e-02
w -4.61e-01 8.76e-03 1.39e-02
f -3.81e-01 2.76e-02 4.04e-02
g 3.73e-01 1.08e-01 7.45e-02
r -2.87e-01 3.83e-02 5.11e-02
h -2.47e-01 1.80e-02 2.30e-02
c -1.97e-01 1.18e-02 1.43e-02
y 8.61e-03 3.52e-02 3.49e-02
02 02 D SM aa 2 0.194 p 1.45e+00 1.95e-01 4.56e-02
e -8.05e-01 3.04e-02 6.81e-02
l -7.35e-01 4.41e-02 9.21e-02
k -6.62e-01 3.02e-02 5.86e-02
m -5.89e-01 1.18e-02 2.12e-02
g -4.60e-01 4.70e-02 7.45e-02
a -4.06e-01 5.44e-02 8.16e-02
s 2.99e-01 7.92e-02 5.87e-02
y -2.91e-01 2.61e-02 3.49e-02
h -2.78e-01 1.74e-02 2.30e-02
t 2.51e-01 6.99e-02 5.44e-02
q -1.88e-01 3.07e-02 3.70e-02
r -1.44e-01 4.42e-02 5.10e-02
f 1.39e-01 4.64e-02 4.04e-02
i 1.15e-01 6.46e-02 5.75e-02
d 9.30e-02 6.38e-02 5.82e-02
c 6.22e-02 1.52e-02 1.43e-02
w -4.55e-02 1.33e-02 1.39e-02
n 9.90e-03 4.33e-02 4.28e-02
v 7.32e-03 7.26e-02 7.21e-02
05 05 D SM aa 5 0.141 p 1.33e+00 1.72e-01 4.56e-02
g -7.59e-01 3.49e-02 7.45e-02
v -7.29e-01 3.47e-02 7.19e-02
c -5.16e-01 8.57e-03 1.44e-02
q -4.70e-01 2.32e-02 3.71e-02
m -4.68e-01 1.33e-02 2.13e-02
h 3.50e-01 3.27e-02 2.30e-02
i -2.25e-01 4.58e-02 5.74e-02
f -2.04e-01 3.29e-02 4.04e-02
a -2.02e-01 6.68e-02 8.18e-02
l -1.40e-01 8.01e-02 9.21e-02
s 1.37e-01 6.72e-02 5.86e-02
n -1.25e-01 3.78e-02 4.29e-02
y 1.23e-01 3.95e-02 3.49e-02
t 1.21e-01 6.12e-02 5.42e-02
k -9.40e-02 5.35e-02 5.88e-02
r 7.39e-02 5.51e-02 5.11e-02
d 6.66e-02 6.19e-02 5.79e-02
e -5.10e-02 6.48e-02 6.82e-02
w -1.61e-04 1.39e-02 1.39e-02
01 01 D SM aa 1 0.057 p -1.95e+00 6.52e-03 4.58e-02
m -4.97e-01 1.29e-02 2.12e-02
a -4.42e-01 5.24e-02 8.15e-02
g 3.70e-01 1.08e-01 7.44e-02
h 3.68e-01 3.32e-02 2.30e-02
f 3.55e-01 5.76e-02 4.04e-02
y 2.99e-01 4.71e-02 3.49e-02
r 2.89e-01 6.80e-02 5.09e-02
n 2.36e-01 5.42e-02 4.28e-02
t 2.08e-01 6.71e-02 5.45e-02
v -1.77e-01 6.04e-02 7.21e-02
w -1.69e-01 1.17e-02 1.38e-02
i -1.60e-01 4.90e-02 5.75e-02
k -1.50e-01 5.04e-02 5.86e-02
e -1.10e-01 6.10e-02 6.81e-02
l -1.09e-01 8.25e-02 9.20e-02
q 1.00e-01 4.09e-02 3.70e-02
s 6.98e-02 6.31e-02 5.88e-02
c -5.09e-02 1.36e-02 1.43e-02
d 4.27e-02 6.07e-02 5.82e-02
03 03 D SM aa 3 0.052 g -7.01e-01 3.69e-02 7.45e-02
p 6.76e-01 8.94e-02 4.55e-02
t 5.41e-01 9.33e-02 5.43e-02
m -5.17e-01 1.27e-02 2.12e-02
l -2.51e-01 7.17e-02 9.22e-02
y -2.50e-01 2.72e-02 3.50e-02
v -2.23e-01 5.76e-02 7.21e-02
k 2.21e-01 7.31e-02 5.86e-02
s 1.76e-01 6.99e-02 5.87e-02
f 1.61e-01 4.75e-02 4.04e-02
i -1.50e-01 4.95e-02 5.75e-02
h 1.36e-01 2.64e-02 2.30e-02
a -1.19e-01 7.25e-02 8.17e-02
e -1.10e-01 6.11e-02 6.82e-02
d -6.18e-02 5.46e-02 5.81e-02
c -4.23e-02 1.37e-02 1.43e-02
r -3.72e-02 4.92e-02 5.10e-02
w -2.96e-02 1.35e-02 1.39e-02
n 6.69e-03 4.31e-02 4.28e-02
q -3.19e-04 3.71e-02 3.71e-02
00 00 D SM aa 0 0.047 y 6.49e-01 6.67e-02 3.49e-02
w 6.18e-01 2.56e-02 1.38e-02
n 5.87e-01 7.71e-02 4.29e-02
g -5.55e-01 4.27e-02 7.44e-02
i -3.27e-01 4.14e-02 5.74e-02
q -2.87e-01 2.78e-02 3.70e-02
r -2.79e-01 3.85e-02 5.10e-02
e -2.47e-01 5.31e-02 6.80e-02
d 2.38e-01 7.39e-02 5.83e-02
v -2.37e-01 5.67e-02 7.19e-02
f 1.67e-01 4.76e-02 4.03e-02
m -1.60e-01 1.81e-02 2.12e-02
t 1.31e-01 6.23e-02 5.46e-02
a -8.49e-02 7.48e-02 8.14e-02
s 8.28e-02 6.43e-02 5.92e-02
k -6.37e-02 5.51e-02 5.87e-02
c -3.06e-02 1.39e-02 1.43e-02
h 1.94e-02 2.34e-02 2.30e-02
l -1.41e-02 9.04e-02 9.17e-02
p 1.17e-02 4.65e-02 4.60e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.460
08 -0.460 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.219
10 -0.219 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.078
12 -0.078 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.480
14 -0.480 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.377
16 -0.377 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.585
18 -0.585 1.000
DATA_CLASS 262
CLASS 262 - weight 1212 normalized weight 0.001 relative strength 1.76e-02 *******
class cross entropy w.r.t. global class 1.87e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.824 ( 1.34e+00 4.00e-01) 8.00e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.824 ( 2.93e-01 4.00e-01) 1.31e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.203 i -7.24e+00 4.12e-05 5.75e-02
p -7.01e+00 4.12e-05 4.58e-02
v -4.42e+00 8.66e-04 7.21e-02
t -2.95e+00 2.86e-03 5.45e-02
g 2.14e+00 6.30e-01 7.44e-02
s -1.95e+00 8.38e-03 5.88e-02
a -1.91e+00 1.21e-02 8.15e-02
w -1.67e+00 2.60e-03 1.38e-02
f -1.20e+00 1.22e-02 4.04e-02
e -1.18e+00 2.09e-02 6.81e-02
l -1.08e+00 3.12e-02 9.20e-02
y -1.08e+00 1.19e-02 3.49e-02
n 7.64e-01 9.19e-02 4.28e-02
q -5.48e-01 2.14e-02 3.70e-02
m -5.43e-01 1.23e-02 2.12e-02
r -4.85e-01 3.14e-02 5.09e-02
h -4.40e-01 1.48e-02 2.30e-02
d -3.77e-01 3.99e-02 5.82e-02
c -3.04e-01 1.06e-02 1.43e-02
k -2.72e-01 4.46e-02 5.86e-02
09 14 R MNcn psi3 1.008 ( 2.27e+00 4.00e-01) 3.63e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 1.008 ( 4.87e+00 4.00e-01) 8.20e-01 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.936 ( 2.49e+00 4.00e-01) 4.18e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.936 ( 4.60e+00 4.95e-01) 1.06e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.857 ( 2.60e+00 4.70e-01) 3.80e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.857 ( 3.77e+00 7.58e-01) 1.02e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.856 (-4.11e-01 4.00e-01) 3.05e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.856 ( 4.62e+00 4.00e-01) 1.96e-01 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.765 (-4.57e-02 4.00e-01) 2.17e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.765 ( 4.61e+00 4.00e-01) 1.66e-01 ( 4.54e+00 1.01e+00)
00 00 D SM aa 0 0.313 p -2.00e+00 6.21e-03 4.60e-02
g -1.71e+00 1.35e-02 7.44e-02
v -1.50e+00 1.61e-02 7.19e-02
i -1.36e+00 1.47e-02 5.74e-02
m -1.13e+00 6.83e-03 2.12e-02
t 1.05e+00 1.56e-01 5.46e-02
n 9.99e-01 1.16e-01 4.29e-02
d 9.46e-01 1.50e-01 5.83e-02
a -5.65e-01 4.63e-02 8.14e-02
w -5.50e-01 7.96e-03 1.38e-02
s 5.08e-01 9.83e-02 5.92e-02
f -4.23e-01 2.64e-02 4.03e-02
l -3.60e-01 6.40e-02 9.17e-02
y -2.35e-01 2.75e-02 3.49e-02
r -2.15e-01 4.11e-02 5.10e-02
c 1.94e-01 1.73e-02 1.43e-02
q 1.31e-01 4.22e-02 3.70e-02
h -1.01e-01 2.08e-02 2.30e-02
k 2.76e-02 6.04e-02 5.87e-02
e -9.34e-03 6.74e-02 6.80e-02
03 03 D SM aa 3 0.193 g -1.76e+00 1.28e-02 7.45e-02
p 1.07e+00 1.33e-01 4.55e-02
m -8.42e-01 9.15e-03 2.12e-02
q -7.55e-01 1.74e-02 3.71e-02
w -7.28e-01 6.71e-03 1.39e-02
e -6.84e-01 3.44e-02 6.82e-02
v 6.80e-01 1.42e-01 7.21e-02
n -6.10e-01 2.33e-02 4.28e-02
i 5.98e-01 1.05e-01 5.75e-02
a -5.92e-01 4.52e-02 8.17e-02
y -5.92e-01 1.93e-02 3.50e-02
c 5.15e-01 2.39e-02 1.43e-02
d -3.76e-01 3.99e-02 5.81e-02
r -3.31e-01 3.66e-02 5.10e-02
l 2.46e-01 1.18e-01 9.22e-02
k -2.36e-01 4.63e-02 5.86e-02
s 1.66e-01 6.92e-02 5.87e-02
h -1.55e-01 1.97e-02 2.30e-02
t 4.14e-02 5.66e-02 5.43e-02
f 2.53e-02 4.14e-02 4.04e-02
02 02 D SM aa 2 0.177 p -2.03e+00 5.97e-03 4.56e-02
g -1.16e+00 2.34e-02 7.45e-02
k 8.70e-01 1.40e-01 5.86e-02
c -7.47e-01 6.78e-03 1.43e-02
w -7.37e-01 6.64e-03 1.39e-02
e 6.54e-01 1.31e-01 6.81e-02
r 6.53e-01 9.79e-02 5.10e-02
q 5.87e-01 6.66e-02 3.70e-02
d -5.85e-01 3.24e-02 5.82e-02
h -4.38e-01 1.48e-02 2.30e-02
a -4.38e-01 5.27e-02 8.16e-02
i -4.28e-01 3.75e-02 5.75e-02
l -3.88e-01 6.25e-02 9.21e-02
f -3.24e-01 2.92e-02 4.04e-02
m -3.15e-01 1.55e-02 2.12e-02
t 2.59e-01 7.05e-02 5.44e-02
s -2.30e-01 4.66e-02 5.87e-02
n 1.90e-01 5.18e-02 4.28e-02
y 1.13e-01 3.91e-02 3.49e-02
v -4.07e-02 6.92e-02 7.21e-02
04 04 D SM aa 4 0.164 g -1.79e+00 1.25e-02 7.45e-02
e -8.96e-01 2.78e-02 6.82e-02
i 7.84e-01 1.26e-01 5.74e-02
v 6.88e-01 1.43e-01 7.20e-02
l 5.96e-01 1.67e-01 9.22e-02
q -5.83e-01 2.07e-02 3.71e-02
n -5.54e-01 2.46e-02 4.28e-02
a -5.15e-01 4.88e-02 8.17e-02
h -4.47e-01 1.47e-02 2.30e-02
s -3.05e-01 4.31e-02 5.85e-02
p 2.41e-01 5.80e-02 4.56e-02
y -2.26e-01 2.79e-02 3.49e-02
r -2.20e-01 4.10e-02 5.11e-02
c 2.06e-01 1.76e-02 1.43e-02
d -1.86e-01 4.82e-02 5.80e-02
f -1.72e-01 3.40e-02 4.04e-02
w -1.19e-01 1.23e-02 1.39e-02
k -1.01e-01 5.30e-02 5.87e-02
t 8.95e-02 5.93e-02 5.43e-02
m -6.25e-02 2.00e-02 2.13e-02
05 05 D SM aa 5 0.147 p -3.51e+00 1.36e-03 4.56e-02
w 1.12e+00 4.25e-02 1.39e-02
g 8.22e-01 1.70e-01 7.45e-02
q -6.42e-01 1.95e-02 3.71e-02
r -5.78e-01 2.87e-02 5.11e-02
f 5.13e-01 6.74e-02 4.04e-02
l -4.87e-01 5.66e-02 9.21e-02
m -4.15e-01 1.40e-02 2.13e-02
c 3.80e-01 2.10e-02 1.44e-02
e -3.56e-01 4.78e-02 6.82e-02
k -3.22e-01 4.26e-02 5.88e-02
a 2.79e-01 1.08e-01 8.18e-02
v -2.76e-01 5.46e-02 7.19e-02
y 2.27e-01 4.38e-02 3.49e-02
i -2.09e-01 4.65e-02 5.74e-02
n -1.49e-01 3.69e-02 4.29e-02
s 1.14e-01 6.56e-02 5.86e-02
d -7.05e-02 5.40e-02 5.79e-02
h 4.29e-02 2.41e-02 2.30e-02
t 1.99e-02 5.53e-02 5.42e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.272
08 -0.272 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.581
10 -0.581 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.197
12 -0.197 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 0.013
14 0.013 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.322
16 -0.322 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.600
18 -0.600 1.000
DATA_CLASS 263
CLASS 263 - weight 900 normalized weight 0.001 relative strength 1.34e-02 *******
class cross entropy w.r.t. global class 2.40e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
10 15 R MNcn phi4 4.089 ( 1.13e+00 4.01e-01) 8.52e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 4.089 ( 5.76e-01 4.01e-01) 5.82e-01 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 3.213 ( 1.29e+00 4.01e-01) 8.11e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 3.213 ( 7.27e-01 1.17e+00) 7.04e-02 ( 8.09e-01 1.53e+00)
05 05 D SM aa 5 1.127 i -6.93e+00 5.59e-05 5.74e-02
p -6.71e+00 5.55e-05 4.56e-02
v -2.79e+00 4.43e-03 7.19e-02
g 2.10e+00 6.10e-01 7.45e-02
t -1.92e+00 7.95e-03 5.42e-02
e -1.81e+00 1.11e-02 6.82e-02
l -1.62e+00 1.82e-02 9.21e-02
r -1.16e+00 1.61e-02 5.11e-02
m -1.13e+00 6.87e-03 2.13e-02
q -1.09e+00 1.24e-02 3.71e-02
k -1.06e+00 2.04e-02 5.88e-02
a -1.05e+00 2.86e-02 8.18e-02
c -7.59e-01 6.72e-03 1.44e-02
s -7.26e-01 2.84e-02 5.86e-02
n 6.53e-01 8.23e-02 4.29e-02
w 5.66e-01 2.45e-02 1.39e-02
h -3.92e-01 1.56e-02 2.30e-02
d -3.86e-01 3.94e-02 5.79e-02
f -2.64e-01 3.10e-02 4.04e-02
y 1.84e-02 3.56e-02 3.49e-02
06 08 R MNcn psi0 0.942 (-6.71e-01 4.01e-01) 3.73e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.942 ( 5.16e+00 4.01e-01) 1.55e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.922 (-6.74e-01 4.01e-01) 3.72e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.922 ( 5.12e+00 4.01e-01) 1.44e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.862 (-4.88e-01 4.01e-01) 3.25e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.862 ( 5.02e+00 4.01e-01) 1.18e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.782 ( 1.09e-01 4.13e-01) 1.70e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.782 ( 4.60e+00 4.01e-01) 1.33e-01 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.649 p -6.71e+00 5.55e-05 4.56e-02
i -3.90e+00 1.17e-03 5.74e-02
v -2.96e+00 3.71e-03 7.20e-02
w -2.48e+00 1.17e-03 1.39e-02
t -1.86e+00 8.43e-03 5.43e-02
f -1.64e+00 7.83e-03 4.04e-02
g 1.57e+00 3.57e-01 7.45e-02
m -1.42e+00 5.14e-03 2.13e-02
l -1.26e+00 2.61e-02 9.22e-02
y -1.23e+00 1.02e-02 3.49e-02
c -1.17e+00 4.44e-03 1.43e-02
n 1.16e+00 1.37e-01 4.28e-02
a -6.36e-01 4.33e-02 8.17e-02
s -5.85e-01 3.26e-02 5.85e-02
d 5.08e-01 9.64e-02 5.80e-02
k 2.62e-01 7.63e-02 5.87e-02
q 2.10e-01 4.57e-02 3.71e-02
r 1.87e-01 6.16e-02 5.11e-02
e -1.86e-01 5.67e-02 6.82e-02
h 7.32e-02 2.48e-02 2.30e-02
03 03 D SM aa 3 0.252 p -6.68e+00 5.74e-05 4.55e-02
e -1.51e+00 1.50e-02 6.82e-02
d -1.19e+00 1.77e-02 5.81e-02
t 9.78e-01 1.44e-01 5.43e-02
g -7.98e-01 3.35e-02 7.45e-02
s 7.24e-01 1.21e-01 5.87e-02
i -6.83e-01 2.90e-02 5.75e-02
v -6.32e-01 3.83e-02 7.21e-02
k -6.10e-01 3.18e-02 5.86e-02
h 5.56e-01 4.01e-02 2.30e-02
n 5.43e-01 7.37e-02 4.28e-02
f 4.70e-01 6.47e-02 4.04e-02
q -4.62e-01 2.34e-02 3.71e-02
y 4.51e-01 5.49e-02 3.50e-02
r -4.20e-01 3.35e-02 5.10e-02
m 3.86e-01 3.13e-02 2.12e-02
l 3.45e-01 1.30e-01 9.22e-02
c 2.72e-01 1.88e-02 1.43e-02
w -4.95e-02 1.32e-02 1.39e-02
a 4.52e-02 8.54e-02 8.17e-02
01 01 D SM aa 1 0.141 c -1.73e+00 2.54e-03 1.43e-02
p -1.28e+00 1.27e-02 4.58e-02
g -9.85e-01 2.78e-02 7.44e-02
k 7.55e-01 1.25e-01 5.86e-02
e 7.15e-01 1.39e-01 6.81e-02
q 6.90e-01 7.38e-02 3.70e-02
v -6.44e-01 3.78e-02 7.21e-02
f -5.52e-01 2.33e-02 4.04e-02
l -3.74e-01 6.32e-02 9.20e-02
s -3.36e-01 4.20e-02 5.88e-02
w -3.10e-01 1.02e-02 1.38e-02
r 3.02e-01 6.89e-02 5.09e-02
h 1.90e-01 2.78e-02 2.30e-02
i -1.07e-01 5.17e-02 5.75e-02
d 1.04e-01 6.46e-02 5.82e-02
n -7.43e-02 3.97e-02 4.28e-02
t -4.32e-02 5.22e-02 5.45e-02
m 1.92e-02 2.16e-02 2.12e-02
a -5.16e-03 8.11e-02 8.15e-02
y 4.71e-03 3.51e-02 3.49e-02
02 02 D SM aa 2 0.117 p -3.04e+00 2.19e-03 4.56e-02
g -1.02e+00 2.70e-02 7.45e-02
t -7.11e-01 2.67e-02 5.44e-02
a 5.24e-01 1.38e-01 8.16e-02
m 5.15e-01 3.55e-02 2.12e-02
k 4.18e-01 8.89e-02 5.86e-02
v -4.11e-01 4.78e-02 7.21e-02
d -4.01e-01 3.89e-02 5.82e-02
w -3.89e-01 9.40e-03 1.39e-02
q 3.70e-01 5.36e-02 3.70e-02
n -3.09e-01 3.15e-02 4.28e-02
l 3.00e-01 1.24e-01 9.21e-02
e 2.85e-01 9.06e-02 6.81e-02
h 2.46e-01 2.94e-02 2.30e-02
y 1.54e-01 4.08e-02 3.49e-02
i -1.40e-01 5.00e-02 5.75e-02
f 1.20e-01 4.55e-02 4.04e-02
s -1.01e-01 5.31e-02 5.87e-02
c -8.52e-02 1.31e-02 1.43e-02
r 5.18e-02 5.37e-02 5.10e-02
00 00 D SM aa 0 0.086 g -1.11e+00 2.46e-02 7.44e-02
w 8.77e-01 3.32e-02 1.38e-02
p -8.27e-01 2.01e-02 4.60e-02
l 5.81e-01 1.64e-01 9.17e-02
m 5.79e-01 3.79e-02 2.12e-02
c -4.90e-01 8.75e-03 1.43e-02
y 4.74e-01 5.60e-02 3.49e-02
d -2.90e-01 4.36e-02 5.83e-02
s -2.70e-01 4.52e-02 5.92e-02
t -2.49e-01 4.26e-02 5.46e-02
q -2.22e-01 2.97e-02 3.70e-02
n -1.92e-01 3.54e-02 4.29e-02
v -1.83e-01 5.99e-02 7.19e-02
a 1.76e-01 9.71e-02 8.14e-02
f 1.11e-01 4.51e-02 4.03e-02
r -8.03e-02 4.70e-02 5.10e-02
k 6.43e-02 6.26e-02 5.87e-02
e -5.72e-02 6.43e-02 6.80e-02
i 5.59e-02 6.07e-02 5.74e-02
h -2.55e-02 2.24e-02 2.30e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.263
08 -0.263 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.112
10 -0.112 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.191
12 -0.191 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.540
14 -0.540 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.631
16 -0.631 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.121
18 -0.121 1.000
DATA_CLASS 264
CLASS 264 - weight 891 normalized weight 0.001 relative strength 7.50e-02 *******
class cross entropy w.r.t. global class 1.53e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
02 02 D SM aa 2 1.301 p -5.83e+00 1.34e-04 4.56e-02
g -4.82e+00 6.00e-04 7.45e-02
e -4.60e+00 6.87e-04 6.81e-02
a -4.56e+00 8.53e-04 8.16e-02
l -4.43e+00 1.10e-03 9.21e-02
k -3.92e+00 1.16e-03 5.86e-02
n -3.71e+00 1.05e-03 4.28e-02
q -3.34e+00 1.31e-03 3.70e-02
d -3.28e+00 2.19e-03 5.82e-02
r -3.22e+00 2.04e-03 5.10e-02
w 2.69e+00 2.05e-01 1.39e-02
s -2.61e+00 4.30e-03 5.87e-02
m 1.37e+00 8.31e-02 2.12e-02
i 1.17e+00 1.85e-01 5.75e-02
f 1.13e+00 1.26e-01 4.04e-02
v 1.10e+00 2.17e-01 7.21e-02
h 9.92e-01 6.20e-02 2.30e-02
y 7.26e-01 7.23e-02 3.49e-02
t -7.05e-01 2.69e-02 5.44e-02
c -6.20e-01 7.70e-03 1.43e-02
09 14 R MNcn psi3 0.947 (-7.41e-01 4.01e-01) 3.87e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.947 ( 5.18e+00 4.01e-01) 1.58e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 0.945 (-7.42e-01 4.01e-01) 3.88e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 0.945 ( 5.15e+00 4.01e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 0.940 (-7.05e-01 4.01e-01) 3.81e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 0.940 ( 5.17e+00 4.01e-01) 1.56e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.940 (-7.12e-01 4.01e-01) 3.81e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.940 ( 5.17e+00 4.01e-01) 1.57e+00 ( 4.54e+00 1.01e+00)
05 05 D SM aa 5 0.940 p -5.67e+00 1.57e-04 4.56e-02
v -5.24e+00 3.80e-04 7.19e-02
i -5.18e+00 3.22e-04 5.74e-02
l -4.61e+00 9.17e-04 9.21e-02
r -4.44e+00 6.06e-04 5.11e-02
k -4.32e+00 7.80e-04 5.88e-02
q -3.10e+00 1.67e-03 3.71e-02
h -2.62e+00 1.67e-03 2.30e-02
g 1.80e+00 4.51e-01 7.45e-02
w 1.43e+00 5.78e-02 1.39e-02
s 7.76e-01 1.27e-01 5.86e-02
y -7.28e-01 1.69e-02 3.49e-02
a -5.90e-01 4.53e-02 8.18e-02
f -4.67e-01 2.53e-02 4.04e-02
m 4.15e-01 3.22e-02 2.13e-02
n 3.74e-01 6.23e-02 4.29e-02
d -3.16e-01 4.22e-02 5.79e-02
e -1.99e-01 5.59e-02 6.82e-02
c -1.94e-01 1.18e-02 1.44e-02
t 1.93e-01 6.58e-02 5.42e-02
10 16 R MNcn psi4 0.931 (-7.05e-01 4.01e-01) 3.78e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.931 ( 5.14e+00 4.01e-01) 1.49e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.931 (-6.87e-01 4.01e-01) 3.74e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.931 ( 5.16e+00 4.01e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
04 04 D SM aa 4 0.749 p -6.00e+00 1.13e-04 4.56e-02
s -4.60e+00 5.91e-04 5.85e-02
g -4.54e+00 7.94e-04 7.45e-02
n -2.91e+00 2.34e-03 4.28e-02
e -2.64e+00 4.89e-03 6.82e-02
k -2.55e+00 4.59e-03 5.87e-02
d -2.52e+00 4.69e-03 5.80e-02
f 1.58e+00 1.96e-01 4.04e-02
r -1.54e+00 1.09e-02 5.11e-02
l 1.14e+00 2.87e-01 9.22e-02
i 9.26e-01 1.45e-01 5.74e-02
h -9.25e-01 9.13e-03 2.30e-02
m 9.21e-01 5.34e-02 2.13e-02
a -6.80e-01 4.14e-02 8.17e-02
q -6.26e-01 1.98e-02 3.71e-02
w 6.13e-01 2.57e-02 1.39e-02
y 5.31e-01 5.94e-02 3.49e-02
c -3.46e-01 1.02e-02 1.43e-02
t -3.29e-01 3.90e-02 5.43e-02
v 1.62e-01 8.46e-02 7.20e-02
03 03 D SM aa 3 0.379 p -4.33e+00 5.97e-04 4.55e-02
r -4.30e+00 6.95e-04 5.10e-02
c -3.60e+00 3.93e-04 1.43e-02
h -3.10e+00 1.03e-03 2.30e-02
k -1.45e+00 1.37e-02 5.86e-02
y -1.42e+00 8.46e-03 3.50e-02
v -1.07e+00 2.47e-02 7.21e-02
a 1.07e+00 2.37e-01 8.17e-02
g -9.00e-01 3.03e-02 7.45e-02
f 8.21e-01 9.18e-02 4.04e-02
s 7.90e-01 1.29e-01 5.87e-02
l -5.31e-01 5.42e-02 9.22e-02
n 4.83e-01 6.94e-02 4.28e-02
m 4.80e-01 3.43e-02 2.12e-02
t 4.18e-01 8.25e-02 5.43e-02
d -2.17e-01 4.68e-02 5.81e-02
w -1.80e-01 1.16e-02 1.39e-02
e 6.16e-02 7.25e-02 6.82e-02
q -5.13e-02 3.52e-02 3.71e-02
i -3.79e-02 5.54e-02 5.75e-02
00 00 D SM aa 0 0.370 i -3.50e+00 1.74e-03 5.74e-02
h -3.42e+00 7.50e-04 2.30e-02
q -3.36e+00 1.29e-03 3.70e-02
v -1.57e+00 1.50e-02 7.19e-02
n -1.50e+00 9.53e-03 4.29e-02
d 1.26e+00 2.05e-01 5.83e-02
g -1.20e+00 2.25e-02 7.44e-02
m 1.02e+00 5.92e-02 2.12e-02
w 7.41e-01 2.90e-02 1.38e-02
e -6.42e-01 3.58e-02 6.80e-02
k -5.72e-01 3.31e-02 5.87e-02
a 5.25e-01 1.38e-01 8.14e-02
c -5.02e-01 8.65e-03 1.43e-02
r 4.39e-01 7.90e-02 5.10e-02
y 4.01e-01 5.21e-02 3.49e-02
f 3.93e-01 5.97e-02 4.03e-02
s -3.17e-01 4.31e-02 5.92e-02
l 1.40e-01 1.05e-01 9.17e-02
p -8.93e-02 4.21e-02 4.60e-02
t 8.41e-02 5.94e-02 5.46e-02
01 01 D SM aa 1 0.334 y -4.20e+00 5.26e-04 3.49e-02
p -3.18e+00 1.91e-03 4.58e-02
k -2.52e+00 4.71e-03 5.86e-02
n -1.87e+00 6.63e-03 4.28e-02
c 1.51e+00 6.46e-02 1.43e-02
m 1.42e+00 8.77e-02 2.12e-02
e -1.09e+00 2.30e-02 6.81e-02
w 9.87e-01 3.71e-02 1.38e-02
s -9.55e-01 2.26e-02 5.88e-02
h -6.75e-01 1.17e-02 2.30e-02
q -5.46e-01 2.15e-02 3.70e-02
i 4.59e-01 9.11e-02 5.75e-02
f 4.51e-01 6.34e-02 4.04e-02
v 4.25e-01 1.10e-01 7.21e-02
l 4.21e-01 1.40e-01 9.20e-02
t -3.77e-01 3.74e-02 5.45e-02
a 1.10e-01 9.10e-02 8.15e-02
r -5.91e-02 4.80e-02 5.09e-02
g 5.15e-02 7.84e-02 7.44e-02
d 5.62e-03 5.85e-02 5.82e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.095
08 -0.095 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.067
10 -0.067 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.077
12 -0.077 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.040
14 -0.040 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.089
16 -0.089 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.135
18 -0.135 1.000
DATA_CLASS 265
CLASS 265 - weight 520 normalized weight 0.000 relative strength 2.96e-02 *******
class cross entropy w.r.t. global class 2.06e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
07 09 R MNcn phi1 3.912 ( 1.33e+00 4.01e-01) 8.00e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 3.912 ( 1.91e-01 4.27e-01) 1.47e+00 ( 8.17e-01 1.53e+00)
01 01 D SM aa 1 1.179 p -6.16e+00 9.65e-05 4.58e-02
i -5.90e+00 1.57e-04 5.75e-02
v -4.54e+00 7.66e-04 7.21e-02
t -3.66e+00 1.40e-03 5.45e-02
g 2.10e+00 6.07e-01 7.44e-02
m -1.55e+00 4.51e-03 2.12e-02
y -1.54e+00 7.48e-03 3.49e-02
k -1.47e+00 1.35e-02 5.86e-02
l -1.40e+00 2.26e-02 9.20e-02
q -1.38e+00 9.33e-03 3.70e-02
w -1.29e+00 3.80e-03 1.38e-02
s -1.19e+00 1.79e-02 5.88e-02
r -1.07e+00 1.74e-02 5.09e-02
n 9.86e-01 1.15e-01 4.28e-02
e -9.38e-01 2.67e-02 6.81e-02
a -8.59e-01 3.45e-02 8.15e-02
f -3.15e-01 2.95e-02 4.04e-02
d -1.43e-01 5.04e-02 5.82e-02
c 1.19e-01 1.61e-02 1.43e-02
h -4.40e-02 2.20e-02 2.30e-02
06 08 R MNcn psi0 1.163 ( 2.40e+00 4.01e-01) 3.94e+00 ( 8.22e-01 1.53e+00)
06 07 R MNcn phi0 1.163 ( 5.11e+00 4.01e-01) 1.41e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 1.120 ( 2.70e+00 4.60e-01) 4.10e+00 ( 8.13e-01 1.53e+00)
08 11 R MNcn phi2 1.120 ( 4.79e+00 4.11e-01) 6.02e-01 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.973 (-5.71e-01 4.01e-01) 3.44e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.973 ( 5.06e+00 4.01e-01) 1.29e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.920 (-5.47e-01 4.01e-01) 3.38e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.920 ( 5.09e+00 4.01e-01) 1.37e+00 ( 4.54e+00 1.01e+00)
09 14 R MNcn psi3 0.916 (-5.51e-01 4.01e-01) 3.40e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.916 ( 5.16e+00 4.01e-01) 1.53e+00 ( 4.54e+00 1.01e+00)
02 02 D SM aa 2 0.636 i -6.22e+00 1.14e-04 5.75e-02
m -4.94e+00 1.52e-04 2.12e-02
v -2.09e+00 8.92e-03 7.21e-02
l -2.09e+00 1.14e-02 9.21e-02
s 1.51e+00 2.67e-01 5.87e-02
r -1.41e+00 1.25e-02 5.10e-02
e -1.32e+00 1.82e-02 6.81e-02
f -1.31e+00 1.09e-02 4.04e-02
p -1.30e+00 1.24e-02 4.56e-02
k -1.11e+00 1.93e-02 5.86e-02
t 1.07e+00 1.58e-01 5.44e-02
w -1.02e+00 4.99e-03 1.39e-02
h 9.02e-01 5.67e-02 2.30e-02
y -8.00e-01 1.57e-02 3.49e-02
q -7.51e-01 1.75e-02 3.70e-02
g 7.10e-01 1.51e-01 7.45e-02
a -7.03e-01 4.04e-02 8.16e-02
d 5.62e-01 1.02e-01 5.82e-02
n 5.05e-01 7.10e-02 4.28e-02
c 4.00e-01 2.13e-02 1.43e-02
03 03 D SM aa 3 0.314 n -1.92e+00 6.27e-03 4.28e-02
p 1.72e+00 2.54e-01 4.55e-02
c -1.31e+00 3.85e-03 1.43e-02
h -1.09e+00 7.73e-03 2.30e-02
f -1.02e+00 1.46e-02 4.04e-02
w -9.30e-01 5.48e-03 1.39e-02
g -5.64e-01 4.24e-02 7.45e-02
y -4.21e-01 2.29e-02 3.50e-02
a 3.85e-01 1.20e-01 8.17e-02
k -3.38e-01 4.18e-02 5.86e-02
l -3.09e-01 6.77e-02 9.22e-02
r -2.54e-01 3.96e-02 5.10e-02
t -2.43e-01 4.26e-02 5.43e-02
e -2.40e-01 5.37e-02 6.82e-02
s 2.26e-01 7.36e-02 5.87e-02
d -2.16e-01 4.68e-02 5.81e-02
i -2.14e-01 4.64e-02 5.75e-02
q -2.10e-01 3.00e-02 3.71e-02
v -2.05e-01 5.87e-02 7.21e-02
m 3.45e-02 2.20e-02 2.12e-02
00 00 D SM aa 0 0.239 g -2.01e+00 9.97e-03 7.44e-02
p 1.40e+00 1.87e-01 4.60e-02
w -1.08e+00 4.67e-03 1.38e-02
c -1.01e+00 5.23e-03 1.43e-02
n -9.62e-01 1.64e-02 4.29e-02
i -9.41e-01 2.24e-02 5.74e-02
h 6.30e-01 4.31e-02 2.30e-02
t -5.94e-01 3.01e-02 5.46e-02
l -4.84e-01 5.66e-02 9.17e-02
d -4.56e-01 3.69e-02 5.83e-02
y 3.35e-01 4.87e-02 3.49e-02
k 3.07e-01 7.98e-02 5.87e-02
e 3.03e-01 9.21e-02 6.80e-02
f -2.48e-01 3.15e-02 4.03e-02
v -2.27e-01 5.73e-02 7.19e-02
a 1.75e-01 9.70e-02 8.14e-02
m 1.34e-01 2.43e-02 2.12e-02
q 8.91e-02 4.05e-02 3.70e-02
s 7.56e-02 6.38e-02 5.92e-02
r 2.51e-02 5.23e-02 5.10e-02
04 04 D SM aa 4 0.101 p -1.38e+00 1.15e-02 4.56e-02
c -9.70e-01 5.44e-03 1.43e-02
k -6.77e-01 2.98e-02 5.87e-02
a 6.13e-01 1.51e-01 8.17e-02
e 5.69e-01 1.21e-01 6.82e-02
w 5.44e-01 2.39e-02 1.39e-02
i -5.22e-01 3.41e-02 5.74e-02
m -5.19e-01 1.27e-02 2.13e-02
s -3.95e-01 3.94e-02 5.85e-02
r -3.69e-01 3.53e-02 5.11e-02
d -3.50e-01 4.09e-02 5.80e-02
l 3.34e-01 1.29e-01 9.22e-02
y 2.40e-01 4.44e-02 3.49e-02
f 2.13e-01 5.00e-02 4.04e-02
n -1.89e-01 3.55e-02 4.28e-02
g -1.79e-01 6.23e-02 7.45e-02
v -1.30e-01 6.32e-02 7.20e-02
h -1.09e-01 2.07e-02 2.30e-02
q -2.11e-02 3.63e-02 3.71e-02
t 7.24e-03 5.47e-02 5.43e-02
05 05 D SM aa 5 0.093 k -1.32e+00 1.58e-02 5.88e-02
p -1.29e+00 1.25e-02 4.56e-02
h 6.51e-01 4.42e-02 2.30e-02
t -5.75e-01 3.05e-02 5.42e-02
e 5.65e-01 1.20e-01 6.82e-02
s 4.22e-01 8.93e-02 5.86e-02
c 3.82e-01 2.10e-02 1.44e-02
n -3.69e-01 2.96e-02 4.29e-02
i -3.17e-01 4.18e-02 5.74e-02
w 3.09e-01 1.89e-02 1.39e-02
a 2.93e-01 1.10e-01 8.18e-02
m 2.56e-01 2.75e-02 2.13e-02
l -2.20e-01 7.40e-02 9.21e-02
d 1.98e-01 7.06e-02 5.79e-02
y -1.76e-01 2.93e-02 3.49e-02
q -1.25e-01 3.27e-02 3.71e-02
v -1.15e-01 6.41e-02 7.19e-02
f 1.06e-01 4.49e-02 4.04e-02
r -9.72e-02 4.64e-02 5.11e-02
g 3.55e-02 7.72e-02 7.45e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.169
08 -0.169 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.690
10 -0.690 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.357
12 -0.357 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.346
14 -0.346 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.420
16 -0.420 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.579
18 -0.579 1.000
DATA_CLASS 266
CLASS 266 - weight 429 normalized weight 0.000 relative strength 4.46e-02 *******
class cross entropy w.r.t. global class 2.49e+01 *******
DISCRETE ATTRIBUTE (t = D) log(
numb t mtt description I-jk Value name/Index Prob-jkl/ Prob Prob
t a Prob-*kl) -jkl -*kl
REAL ATTRIBUTE (t = R) |Mean-jk -
numb t mtt description I-jk Mean StDev Mean-*k|/ Mean StDev
t a -jk -jk StDev-jk -*k -*k
08 11 R MNcn phi2 3.314 ( 1.57e+00 4.13e-01) 7.20e+00 ( 4.54e+00 1.01e+00)
08 12 R MNcn psi2 3.314 ( 3.03e-01 4.01e-01) 1.27e+00 ( 8.13e-01 1.53e+00)
06 07 R MNcn phi0 3.140 ( 1.26e+00 4.01e-01) 8.18e+00 ( 4.54e+00 1.01e+00)
06 08 R MNcn psi0 3.140 ( 1.10e+00 1.57e+00) 1.77e-01 ( 8.22e-01 1.53e+00)
02 02 D SM aa 2 1.601 i -6.01e+00 1.41e-04 5.75e-02
p -5.97e+00 1.16e-04 4.56e-02
c -4.81e+00 1.16e-04 1.43e-02
v -3.28e+00 2.70e-03 7.21e-02
g 2.36e+00 7.85e-01 7.45e-02
y -2.18e+00 3.95e-03 3.49e-02
l -2.10e+00 1.13e-02 9.21e-02
t -2.06e+00 6.93e-03 5.44e-02
w -1.71e+00 2.52e-03 1.39e-02
f -1.49e+00 9.13e-03 4.04e-02
e -1.45e+00 1.59e-02 6.81e-02
s -1.44e+00 1.40e-02 5.87e-02
a -1.36e+00 2.10e-02 8.16e-02
q -1.36e+00 9.53e-03 3.70e-02
k -1.31e+00 1.58e-02 5.86e-02
h -8.35e-01 9.98e-03 2.30e-02
d -7.34e-01 2.79e-02 5.82e-02
n -6.22e-01 2.30e-02 4.28e-02
m -6.15e-01 1.15e-02 2.12e-02
r -5.37e-01 2.98e-02 5.10e-02
00 00 D SM aa 0 1.071 i -5.88e+00 1.61e-04 5.74e-02
w -4.77e+00 1.16e-04 1.38e-02
c -4.41e+00 1.73e-04 1.43e-02
p -2.93e+00 2.44e-03 4.60e-02
g 2.10e+00 6.08e-01 7.44e-02
v -2.03e+00 9.43e-03 7.19e-02
y -1.92e+00 5.12e-03 3.49e-02
l -1.89e+00 1.39e-02 9.17e-02
t -1.75e+00 9.45e-03 5.46e-02
m -1.24e+00 6.16e-03 2.12e-02
e -1.20e+00 2.04e-02 6.80e-02
q -6.85e-01 1.87e-02 3.70e-02
f -6.72e-01 2.06e-02 4.03e-02
h -6.07e-01 1.25e-02 2.30e-02
s -6.01e-01 3.24e-02 5.92e-02
k -5.90e-01 3.26e-02 5.87e-02
d -3.36e-01 4.16e-02 5.83e-02
n 2.70e-01 5.62e-02 4.29e-02
r -2.32e-01 4.04e-02 5.10e-02
a -1.53e-01 6.99e-02 8.14e-02
09 14 R MNcn psi3 0.950 (-7.41e-01 4.01e-01) 3.87e+00 ( 8.11e-01 1.53e+00)
09 13 R MNcn phi3 0.950 ( 5.19e+00 4.01e-01) 1.60e+00 ( 4.54e+00 1.01e+00)
11 18 R MNcn psi5 0.933 (-7.00e-01 4.01e-01) 3.76e+00 ( 8.09e-01 1.53e+00)
11 17 R MNcn phi5 0.933 ( 5.16e+00 4.01e-01) 1.52e+00 ( 4.54e+00 1.01e+00)
10 16 R MNcn psi4 0.928 (-6.98e-01 4.01e-01) 3.75e+00 ( 8.09e-01 1.53e+00)
10 15 R MNcn phi4 0.928 ( 5.15e+00 4.01e-01) 1.51e+00 ( 4.54e+00 1.01e+00)
07 10 R MNcn psi1 0.816 (-1.57e-01 4.01e-01) 2.43e+00 ( 8.17e-01 1.53e+00)
07 09 R MNcn phi1 0.816 ( 4.74e+00 4.01e-01) 4.86e-01 ( 4.54e+00 1.01e+00)
03 03 D SM aa 3 0.642 p -2.46e+00 3.90e-03 4.55e-02
k 1.98e+00 4.26e-01 5.86e-02
d -1.56e+00 1.22e-02 5.81e-02
e -1.47e+00 1.58e-02 6.82e-02
m -1.10e+00 7.04e-03 2.12e-02
w -1.05e+00 4.84e-03 1.39e-02
v -8.71e-01 3.02e-02 7.21e-02
n -8.27e-01 1.87e-02 4.28e-02
c -8.06e-01 6.39e-03 1.43e-02
r -7.71e-01 2.36e-02 5.10e-02
q -6.83e-01 1.87e-02 3.71e-02
g -6.17e-01 4.02e-02 7.45e-02
l -5.02e-01 5.58e-02 9.22e-02
t -3.77e-01 3.73e-02 5.43e-02
f -2.65e-01 3.10e-02 4.04e-02
y 2.35e-01 4.42e-02 3.50e-02
s 1.22e-01 6.63e-02 5.87e-02
h 1.11e-01 2.57e-02 2.30e-02
i -7.44e-02 5.34e-02 5.75e-02
a -3.44e-02 7.89e-02 8.17e-02
04 04 D SM aa 4 0.634 k -2.51e+00 4.77e-03 5.87e-02
c 1.93e+00 9.91e-02 1.43e-02
t 1.58e+00 2.63e-01 5.43e-02
p -1.53e+00 9.87e-03 4.56e-02
q -1.41e+00 9.00e-03 3.71e-02
i -1.24e+00 1.66e-02 5.74e-02
s 1.21e+00 1.97e-01 5.85e-02
v -1.20e+00 2.16e-02 7.20e-02
l -1.07e+00 3.15e-02 9.22e-02
a -9.37e-01 3.20e-02 8.17e-02
e -8.89e-01 2.81e-02 6.82e-02
n -8.18e-01 1.89e-02 4.28e-02
w -7.12e-01 6.82e-03 1.39e-02
f -6.48e-01 2.11e-02 4.04e-02
d -5.71e-01 3.28e-02 5.80e-02
r -5.56e-01 2.93e-02 5.11e-02
h -3.62e-01 1.60e-02 2.30e-02
g 3.37e-01 1.04e-01 7.45e-02
m 1.90e-01 2.57e-02 2.13e-02
y -7.80e-02 3.23e-02 3.49e-02
01 01 D SM aa 1 0.399 p -2.59e+00 3.45e-03 4.58e-02
c 1.97e+00 1.03e-01 1.43e-02
y -1.71e+00 6.31e-03 3.49e-02
f -1.61e+00 8.05e-03 4.04e-02
s 1.21e+00 1.97e-01 5.88e-02
n -1.10e+00 1.43e-02 4.28e-02
e -9.10e-01 2.74e-02 6.81e-02
t 8.37e-01 1.26e-01 5.45e-02
g -6.88e-01 3.74e-02 7.44e-02
i -6.39e-01 3.04e-02 5.75e-02
r -5.20e-01 3.03e-02 5.09e-02
v 4.73e-01 1.16e-01 7.21e-02
k -4.46e-01 3.75e-02 5.86e-02
w -4.37e-01 8.94e-03 1.38e-02
d -4.30e-01 3.79e-02 5.82e-02
l -4.20e-01 6.04e-02 9.20e-02
h -2.46e-01 1.80e-02 2.30e-02
q -1.74e-01 3.11e-02 3.70e-02
m -1.62e-01 1.80e-02 2.12e-02
a 9.24e-02 8.94e-02 8.15e-02
05 05 D SM aa 5 0.352 t 1.63e+00 2.77e-01 5.42e-02
i -1.00e+00 2.10e-02 5.74e-02
g -1.00e+00 2.74e-02 7.45e-02
n -9.60e-01 1.64e-02 4.29e-02
d -8.93e-01 2.37e-02 5.79e-02
p -8.50e-01 1.95e-02 4.56e-02
m -7.69e-01 9.86e-03 2.13e-02
q -7.20e-01 1.80e-02 3.71e-02
f -6.83e-01 2.04e-02 4.04e-02
s 5.93e-01 1.06e-01 5.86e-02
h 5.20e-01 3.87e-02 2.30e-02
y -4.60e-01 2.20e-02 3.49e-02
k -4.20e-01 3.86e-02 5.88e-02
l -4.18e-01 6.07e-02 9.21e-02
r -3.70e-01 3.53e-02 5.11e-02
a 2.62e-01 1.06e-01 8.18e-02
c -2.00e-01 1.18e-02 1.44e-02
e -8.84e-02 6.25e-02 6.82e-02
v -1.79e-02 7.06e-02 7.19e-02
w 1.25e-02 1.41e-02 1.39e-02
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
7 8
07 1.000 -0.406
08 -0.406 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
9 10
09 1.000 -0.461
10 -0.461 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
11 12
11 1.000 -0.269
12 -0.269 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
13 14
13 1.000 -0.146
14 -0.146 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
15 16
15 1.000 -0.060
16 -0.060 1.000
DATA_CORR_MATRIX
Correlation matrix (row & column indices are attribute numbers)
17 18
17 1.000 -0.140
18 -0.140 1.000