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 (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