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The attached data file contains information on e-mails. The data... The attached data file contains information on e-mails. The data includes an indicator variable (Spam)
The attached data file contains information on e-mails. The data...
The attached data file contains information on e-mails. The data includes an indicator variable (Spam) that marks if the e-mail is junk mail. Predictors include the number of recipients (Recipients) , the number of hyperlinks (Hyperlinks), and the number of characters (Characters).
Partition this data using the standard partition function in Data Mining. Use the standard 60% training and 40% validation percentages. Be sure the the random number seed option is selected with 12345 as the seed.
Now run a logistic regression model on the partitioned data to predict Spam from Recipients, Hyperlinks, and Characters. Keep 1 as the success class and 0.5 as the Success Probability cutoff. What is the Precision for the validation data. (Enter your answer to 4 decimal places)
| Record | Spam | Recipients | Hyperlinks | Characters |
| 1 | 0 | 19 | 1 | 47 |
| 2 | 0 | 15 | 1 | 58 |
| 3 | 1 | 13 | 11 | 88 |
| 4 | 1 | 17 | 11 | 68 |
| 5 | 0 | 15 | 1 | 87 |
| 6 | 0 | 17 | 2 | 49 |
| 7 | 1 | 12 | 10 | 41 |
| 8 | 0 | 13 | 3 | 66 |
| 9 | 0 | 12 | 5 | 66 |
| 10 | 1 | 15 | 9 | 41 |
| 11 | 1 | 13 | 10 | 45 |
| 12 | 1 | 13 | 11 | 68 |
| 13 | 1 | 13 | 11 | 27 |
| 14 | 1 | 12 | 9 | 88 |
| 15 | 0 | 16 | 4 | 26 |
| 16 | 1 | 12 | 12 | 52 |
| 17 | 1 | 13 | 11 | 70 |
| 18 | 1 | 12 | 11 | 39 |
| 19 | 1 | 13 | 11 | 102 |
| 20 | 1 | 13 | 3 | 65 |
| 21 | 0 | 12 | 6 | 47 |
| 22 | 0 | 13 | 2 | 81 |
| 23 | 1 | 25 | 7 | 79 |
| 24 | 1 | 18 | 5 | 42 |
| 25 | 0 | 13 | 0 | 27 |
| 26 | 1 | 15 | 11 | 25 |
| 27 | 0 | 14 | 3 | 47 |
| 28 | 1 | 16 | 11 | 93 |
| 29 | 1 | 13 | 7 | 93 |
| 30 | 1 | 13 | 5 | 28 |
| 31 | 1 | 14 | 11 | 91 |
| 32 | 1 | 23 | 9 | 58 |
| 33 | 1 | 14 | 9 | 36 |
| 34 | 0 | 18 | 3 | 89 |
| 35 | 1 | 12 | 10 | 97 |
| 36 | 0 | 18 | 0 | 103 |
| 37 | 1 | 15 | 11 | 70 |
| 38 | 1 | 12 | 12 | 28 |
| 39 | 0 | 16 | 3 | 34 |
| 40 | 1 | 14 | 8 | 81 |
| 41 | 0 | 14 | 0 | 66 |
| 42 | 1 | 13 | 8 | 78 |
| 43 | 1 | 12 | 10 | 86 |
| 44 | 0 | 15 | 5 | 77 |
| 45 | 1 | 15 | 11 | 29 |
| 46 | 1 | 15 | 9 | 63 |
| 47 | 0 | 17 | 5 | 50 |
| 48 | 1 | 13 | 12 | 73 |
| 49 | 1 | 13 | 9 | 38 |
| 50 | 0 | 12 | 1 | 80 |
| 51 | 0 | 13 | 4 | 65 |
| 52 | 0 | 14 | 7 | 83 |
| 53 | 1 | 13 | 3 | 102 |
| 54 | 1 | 14 | 6 | 20 |
| 55 | 0 | 13 | 4 | 67 |
| 56 | 1 | 29 | 3 | 21 |
| 57 | 0 | 12 | 5 | 84 |
| 58 | 1 | 52 | 1 | 30 |
| 59 | 1 | 14 | 4 | 97 |
| 60 | 1 | 14 | 6 | 98 |
| 61 | 0 | 12 | 4 | 99 |
| 62 | 1 | 12 | 11 | 47 |
| 63 | 0 | 14 | 2 | 73 |
| 64 | 1 | 24 | 1 | 101 |
| 65 | 1 | 20 | 6 | 42 |
| 66 | 0 | 12 | 10 | 74 |
| 67 | 1 | 18 | 6 | 20 |
| 68 | 1 | 13 | 6 | 32 |
| 69 | 0 | 13 | 3 | 58 |
| 70 | 1 | 12 | 7 | 22 |
| 71 | 0 | 12 | 0 | 88 |
| 72 | 1 | 12 | 2 | 83 |
| 73 | 1 | 16 | 10 | 70 |
| 74 | 0 | 12 | 2 | 64 |
| 75 | 1 | 16 | 11 | 19 |
| 76 | 1 | 13 | 9 | 32 |
| 77 | 0 | 12 | 3 | 24 |
| 78 | 0 | 14 | 3 | 48 |
| 79 | 1 | 12 | 5 | 102 |
| 80 | 1 | 12 | 4 | 67 |
| 81 | 0 | 12 | 6 | 63 |
| 82 | 1 | 15 | 11 | 52 |
| 83 | 0 | 12 | 4 | 54 |
| 84 | 1 | 18 | 6 | 46 |
| 85 | 0 | 12 | 2 | 90 |
| 86 | 1 | 17 | 10 | 68 |
| 87 | 0 | 14 | 1 | 61 |
| 88 | 1 | 17 | 4 | 31 |
| 89 | 1 | 12 | 11 | 24 |
| 90 | 1 | 41 | 9 | 101 |
| 91 | 0 | 13 | 2 | 20 |
| 92 | 1 | 14 | 9 | 93 |
| 93 | 1 | 18 | 5 | 19 |
| 94 | 0 | 13 | 6 | 67 |
| 95 | 0 | 14 | 6 | 71 |
| 96 | 1 | 13 | 5 | 102 |
| 97 | 0 | 17 | 1 | 87 |
| 98 | 0 | 13 | 3 | 64 |
| 99 | 0 | 13 | 3 | 38 |
| 100 | 0 | 14 | 4 | 56 |
| 101 | 0 | 13 | 11 | 69 |
| 102 | 1 | 17 | 8 | 83 |
| 103 | 0 | 25 | 2 | 53 |
| 104 | 0 | 12 | 5 | 69 |
| 105 | 1 | 12 | 11 | 46 |
| 106 | 1 | 17 | 10 | 41 |
| 107 | 0 | 12 | 4 | 29 |
| 108 | 0 | 12 | 7 | 88 |
| 109 | 1 | 18 | 7 | 24 |
| 110 | 1 | 13 | 2 | 29 |
| 111 | 1 | 12 | 8 | 42 |
| 112 | 1 | 23 | 5 | 54 |
| 113 | 0 | 12 | 4 | 73 |
| 114 | 0 | 13 | 3 | 46 |
| 115 | 1 | 13 | 7 | 99 |
| 116 | 1 | 34 | 5 | 29 |
| 117 | 0 | 12 | 5 | 28 |
| 118 | 1 | 13 | 11 | 28 |
| 119 | 1 | 14 | 7 | 24 |
| 120 | 0 | 14 | 5 | 84 |
| 121 | 1 | 13 | 1 | 84 |
| 122 | 1 | 12 | 12 | 88 |
| 123 | 0 | 12 | 0 | 40 |
| 124 | 0 | 12 | 1 | 43 |
| 125 | 1 | 12 | 11 | 57 |
| 126 | 0 | 13 | 3 | 19 |
| 127 | 0 | 22 | 5 | 78 |
| 128 | 0 | 19 | 4 | 32 |
| 129 | 1 | 14 | 5 | 45 |
| 130 | 0 | 14 | 4 | 61 |
| 131 | 0 | 12 | 7 | 68 |
| 132 | 1 | 13 | 10 | 80 |
| 133 | 0 | 13 | 2 | 77 |
| 134 | 0 | 21 | 7 | 64 |
| 135 | 0 | 13 | 7 | 48 |
| 136 | 1 | 12 | 7 | 23 |
| 137 | 1 | 15 | 7 | 28 |
| 138 | 1 | 14 | 9 | 50 |
| 139 | 1 | 13 | 7 | 77 |
| 140 | 1 | 17 | 10 | 60 |
| 141 | 0 | 12 | 0 | 42 |
| 142 | 1 | 15 | 7 | 97 |
| 143 | 0 | 12 | 0 | 39 |
| 144 | 0 | 12 | 6 | 85 |
| 145 | 1 | 12 | 6 | 102 |
| 146 | 0 | 12 | 3 | 22 |
| 147 | 0 | 12 | 5 | 45 |
| 148 | 0 | 14 | 1 | 70 |
| 149 | 1 | 12 | 8 | 64 |
| 150 | 1 | 12 | 12 | 19 |
| 151 | 0 | 12 | 5 | 103 |
| 152 | 1 | 30 | 7 | 90 |
| 153 | 1 | 13 | 10 | 54 |
| 154 | 1 | 13 | 7 | 94 |
| 155 | 0 | 13 | 0 | 69 |
| 156 | 1 | 12 | 10 | 87 |
| 157 | 1 | 12 | 10 | 76 |
| 158 | 1 | 13 | 5 | 23 |
| 159 | 0 | 12 | 5 | 55 |
| 160 | 0 | 13 | 7 | 62 |
| 161 | 0 | 12 | 7 | 70 |
| 162 | 0 | 14 | 2 | 23 |
| 163 | 0 | 13 | 0 | 101 |
| 164 | 1 | 12 | 8 | 61 |
| 165 | 1 | 13 | 4 | 99 |
| 166 | 1 | 14 | 1 | 54 |
| 167 | 0 | 17 | 3 | 33 |
| 168 | 0 | 13 | 6 | 86 |
| 169 | 1 | 13 | 12 | 32 |
| 170 | 1 | 13 | 9 | 43 |
| 171 | 0 | 13 | 3 | 73 |
| 172 | 1 | 12 | 11 | 29 |
| 173 | 1 | 12 | 9 | 90 |
| 174 | 1 | 13 | 5 | 100 |
| 175 | 1 | 23 | 6 | 63 |
| 176 | 0 | 12 | 2 | 66 |
| 177 | 1 | 23 | 12 | 36 |
| 178 | 0 | 13 | 3 | 63 |
| 179 | 0 | 12 | 9 | 73 |
| 180 | 0 | 12 | 6 | 85 |
| 181 | 1 | 18 | 8 | 43 |
| 182 | 1 | 16 | 9 | 51 |
| 183 | 1 | 26 | 3 | 27 |
| 184 | 1 | 16 | 8 | 34 |
| 185 | 1 | 19 | 7 | 46 |
| 186 | 1 | 12 | 12 | 46 |
| 187 | 0 | 14 | 8 | 57 |
| 188 | 0 | 12 | 5 | 32 |
| 189 | 1 | 12 | 9 | 25 |
| 190 | 0 | 13 | 1 | 43 |
| 191 | 1 | 12 | 9 | 21 |
| 192 | 1 | 16 | 11 | 48 |
| 193 | 0 | 23 | 3 | 81 |
| 194 | 1 | 12 | 10 | 31 |
| 195 | 1 | 12 | 7 | 35 |
| 196 | 1 | 12 | 10 | 89 |
| 197 | 1 | 14 | 3 | 28 |
| 198 | 0 | 12 | 4 | 26 |
| 199 | 0 | 13 | 10 | 66 |
| 200 | 1 | 19 | 6 | 38 |
| 201 | 0 | 15 | 5 | 53 |
| 202 | 0 | 13 | 5 | 51 |
| 203 | 0 | 23 | 0 | 45 |
| 204 | 0 | 12 | 3 | 83 |
| 205 | 1 | 13 | 6 | 97 |
| 206 | 0 | 13 | 4 | 78 |
| 207 | 1 | 17 | 9 | 50 |
| 208 | 1 | 17 | 11 | 101 |
| 209 | 0 | 14 | 1 | 42 |
| 210 | 1 | 12 | 10 | 34 |
| 211 | 0 | 12 | 1 | 96 |
| 212 | 1 | 14 | 1 | 40 |
| 213 | 1 | 13 | 7 | 31 |
| 214 | 1 | 36 | 5 | 23 |
| 215 | 0 | 13 | 5 | 55 |
| 216 | 0 | 14 | 1 | 53 |
| 217 | 1 | 14 | 5 | 65 |
| 218 | 0 | 14 | 4 | 39 |
| 219 | 0 | 13 | 6 | 69 |
| 220 | 1 | 12 | 8 | 33 |
| 221 | 0 | 20 | 3 | 28 |
| 222 | 0 | 13 | 4 | 64 |
| 223 | 1 | 12 | 10 | 48 |
| 224 | 0 | 16 | 1 | 45 |
| 225 | 1 | 14 | 6 | 20 |
| 226 | 1 | 13 | 10 | 35 |
| 227 | 1 | 12 | 10 | 99 |
| 228 | 1 | 13 | 8 | 47 |
| 229 | 1 | 39 | 8 | 56 |
| 230 | 1 | 12 | 11 | 102 |
| 231 | 1 | 12 | 12 | 46 |
| 232 | 0 | 13 | 6 | 78 |
| 233 | 0 | 16 | 0 | 65 |
| 234 | 0 | 13 | 0 | 102 |
| 235 | 1 | 13 | 10 | 55 |
| 236 | 0 | 14 | 0 | 57 |
| 237 | 1 | 13 | 11 | 81 |
| 238 | 0 | 12 | 4 | 84 |
| 239 | 0 | 12 | 7 | 80 |
| 240 | 0 | 15 | 5 | 67 |
| 241 | 1 | 16 | 12 | 52 |
| 242 | 1 | 16 | 9 | 97 |
| 243 | 1 | 14 | 10 | 18 |
| 244 | 0 | 12 | 7 | 36 |
| 245 | 0 | 13 | 8 | 48 |
| 246 | 0 | 13 | 6 | 64 |
| 247 | 0 | 13 | 4 | 26 |
| 248 | 1 | 15 | 10 | 102 |
| 249 | 1 | 13 | 11 | 98 |
| 250 | 0 | 12 | 7 | 78 |
| 251 | 0 | 13 | 3 | 35 |
| 252 | 0 | 13 | 7 | 79 |
| 253 | 0 | 13 | 5 | 37 |
| 254 | 0 | 17 | 4 | 84 |
| 255 | 0 | 12 | 6 | 90 |
| 256 | 0 | 24 | 2 | 51 |
| 257 | 1 | 12 | 4 | 24 |
| 258 | 1 | 13 | 9 | 22 |
| 259 | 0 | 13 | 3 | 87 |
| 260 | 1 | 12 | 9 | 40 |
| 261 | 1 | 13 | 12 | 77 |
| 262 | 1 | 13 | 11 | 35 |
| 263 | 0 | 15 | 2 | 54 |
| 264 | 1 | 12 | 11 | 43 |
| 265 | 1 | 13 | 3 | 21 |
| 266 | 0 | 13 | 7 | 50 |
| 267 | 1 | 13 | 8 | 28 |
| 268 | 1 | 12 | 4 | 54 |
| 269 | 0 | 15 | 5 | 58 |
| 270 | 0 | 13 | 1 | 23 |
| 271 | 0 | 12 | 4 | 28 |
| 272 | 0 | 12 | 5 | 40 |
| 273 | 1 | 13 | 11 | 22 |
| 274 | 1 | 15 | 11 | 23 |
| 275 | 1 | 19 | 9 | 79 |
| 276 | 0 | 13 | 0 | 52 |
| 277 | 0 | 13 | 6 | 76 |
| 278 | 1 | 14 | 2 | 22 |
| 279 | 0 | 16 | 3 | 50 |
| 280 | 0 | 12 | 5 | 33 |
| 281 | 1 | 12 | 11 | 24 |
| 282 | 0 | 14 | 2 | 77 |
| 283 | 1 | 17 | 10 | 88 |
| 284 | 1 | 12 | 10 | 83 |
| 285 | 0 | 13 | 5 | 92 |
| 286 | 1 | 12 | 10 | 36 |
| 287 | 0 | 12 | 0 | 74 |
| 288 | 0 | 12 | 1 | 91 |
| 289 | 0 | 15 | 7 | 80 |
| 290 | 1 | 13 | 4 | 19 |
| 291 | 0 | 12 | 7 | 39 |
| 292 | 1 | 16 | 12 | 51 |
| 293 | 1 | 15 | 7 | 29 |
| 294 | 0 | 13 | 10 | 67 |
| 295 | 1 | 12 | 11 | 100 |
| 296 | 0 | 14 | 0 | 100 |
| 297 | 0 | 13 | 2 | 29 |
| 298 | 1 | 13 | 8 | 86 |
| 299 | 1 | 12 | 10 | 92 |
| 300 | 1 | 13 | 11 | 94 |
| 301 | 1 | 12 | 12 | 48 |
| 302 | 1 | 18 | 3 | 70 |
| 303 | 1 | 20 | 9 | 83 |
| 304 | 0 | 12 | 7 | 39 |
| 305 | 0 | 13 | 0 | 99 |
| 306 | 1 | 18 | 7 | 50 |
| 307 | 0 | 12 | 5 | 76 |
| 308 | 1 | 12 | 10 | 31 |
| 309 | 0 | 14 | 0 | 53 |
| 310 | 0 | 13 | 10 | 61 |
| 311 | 0 | 13 | 1 | 76 |
| 312 | 1 | 13 | 12 | 26 |
| 313 | 0 | 13 | 1 | 47 |
| 314 | 0 | 13 | 6 | 32 |
| 315 | 0 | 12 | 1 | 52 |
| 316 | 1 | 12 | 10 | 46 |
| 317 | 1 | 24 | 9 | 62 |
| 318 | 1 | 12 | 12 | 41 |
| 319 | 0 | 15 | 1 | 65 |
| 320 | 1 | 13 | 11 | 47 |
| 321 | 0 | 12 | 4 | 26 |
| 322 | 1 | 14 | 8 | 91 |
| 323 | 0 | 12 | 6 | 70 |
| 324 | 1 | 13 | 10 | 25 |
| 325 | 1 | 13 | 3 | 67 |
| 326 | 0 | 13 | 10 | 71 |
| 327 | 1 | 12 | 6 | 30 |
| 328 | 0 | 12 | 4 | 58 |
| 329 | 0 | 20 | 4 | 89 |
| 330 | 0 | 12 | 9 | 54 |
| 331 | 0 | 15 | 6 | 68 |
| 332 | 1 | 12 | 7 | 35 |
| 333 | 0 | 13 | 7 | 71 |
| 334 | 0 | 16 | 7 | 76 |
| 335 | 1 | 16 | 11 | 59 |
| 336 | 1 | 12 | 11 | 25 |
| 337 | 1 | 23 | 8 | 28 |
| 338 | 1 | 13 | 12 | 29 |
| 339 | 1 | 14 | 11 | 59 |
| 340 | 0 | 13 | 8 | 51 |
| 341 | 0 | 12 | 4 | 48 |
| 342 | 0 | 18 | 6 | 64 |
| 343 | 0 | 17 | 1 | 67 |
| 344 | 0 | 15 | 3 | 78 |
| 345 | 1 | 20 | 6 | 92 |
| 346 | 1 | 13 | 5 | 24 |
| 347 | 0 | 12 | 2 | 42 |
| 348 | 0 | 12 | 2 | 66 |
| 349 | 0 | 16 | 2 | 76 |
| 350 | 1 | 17 | 7 | 66 |
| 351 | 1 | 12 | 8 | 97 |
| 352 | 1 | 13 | 10 | 89 |
| 353 | 0 | 13 | 7 | 68 |
| 354 | 1 | 12 | 11 | 84 |
| 355 | 1 | 13 | 3 | 32 |
| 356 | 0 | 12 | 9 | 45 |
| 357 | 0 | 28 | 0 | 45 |
| 358 | 0 | 12 | 2 | 66 |
| 359 | 0 | 12 | 0 | 51 |
| 360 | 0 | 15 | 2 | 56 |
| 361 | 1 | 15 | 10 | 93 |
| 362 | 0 | 13 | 10 | 53 |
| 363 | 0 | 13 | 2 | 65 |
| 364 | 1 | 14 | 10 | 82 |
| 365 | 1 | 13 | 10 | 63 |
| 366 | 1 | 13 | 9 | 81 |
| 367 | 0 | 12 | 3 | 82 |
| 368 | 0 | 12 | 4 | 73 |
| 369 | 1 | 13 | 12 | 88 |
| 370 | 1 | 13 | 9 | 103 |
| 371 | 0 | 13 | 2 | 65 |
| 372 | 0 | 14 | 7 | 68 |
| 373 | 1 | 12 | 10 | 89 |
| 374 | 0 | 14 | 7 | 58 |
| 375 | 1 | 19 | 11 | 83 |
| 376 | 0 | 18 | 5 | 81 |
| 377 | 0 | 13 | 8 | 64 |
| 378 | 1 | 13 | 8 | 41 |
| 379 | 1 | 12 | 6 | 35 |
| 380 | 0 | 12 | 9 | 74 |
| 381 | 1 | 14 | 10 | 91 |
| 382 | 1 | 12 | 5 | 95 |
| 383 | 1 | 14 | 2 | 89 |
| 384 | 0 | 15 | 0 | 69 |
| 385 | 0 | 13 | 4 | 91 |
| 386 | 0 | 13 | 6 | 58 |
| 387 | 1 | 13 | 9 | 23 |
| 388 | 0 | 17 | 10 | 70 |
| 389 | 0 | 14 | 2 | 34 |
| 390 | 1 | 13 | 10 | 46 |
| 391 | 1 | 17 | 8 | 34 |
| 392 | 0 | 14 | 4 | 43 |
| 393 | 0 | 13 | 2 | 89 |
| 394 | 1 | 13 | 9 | 91 |
| 395 | 1 | 12 | 4 | 55 |
| 396 | 1 | 12 | 11 | 21 |
| 397 | 0 | 12 | 1 | 46 |
| 398 | 0 | 12 | 2 | 56 |
| 399 | 0 | 13 | 8 | 76 |
| 400 | 1 | 13 | 9 | 27 |
| 401 | 0 | 28 | 4 | 68 |
| 402 | 1 | 13 | 8 | 29 |
| 403 | 1 | 12 | 5 | 38 |
| 404 | 1 | 12 | 11 | 89 |
| 405 | 0 | 12 | 3 | 75 |
| 406 | 1 | 12 | 12 | 46 |
| 407 | 1 | 12 | 6 | 23 |
| 408 | 0 | 14 | 5 | 87 |
| 409 | 1 | 14 | 9 | 22 |
| 410 | 1 | 13 | 8 | 67 |
| 411 | 0 | 14 | 4 | 43 |
| 412 | 1 | 13 | 9 | 93 |
| 413 | 1 | 12 | 10 | 67 |
| 414 | 1 | 12 | 5 | 43 |
| 415 | 1 | 13 | 6 | 99 |
| 416 | 1 | 30 | 11 | 38 |
| 417 | 0 | 14 | 7 | 86 |
| 418 | 0 | 12 | 1 | 21 |
| 419 | 0 | 13 | 4 | 44 |
| 420 | 1 | 15 | 3 | 23 |
| 421 | 0 | 27 | 3 | 64 |
| 422 | 1 | 13 | 1 | 66 |
| 423 | 0 | 14 | 4 | 36 |
| 424 | 0 | 12 | 2 | 42 |
| 425 | 1 | 12 | 7 | 101 |
| 426 | 1 | 15 | 11 | 87 |
| 427 | 1 | 12 | 11 | 45 |
| 428 | 0 | 17 | 2 | 72 |
| 429 | 0 | 12 | 8 | 45 |
| 430 | 0 | 13 | 6 | 77 |
| 431 | 1 | 12 | 6 | 21 |
| 432 | 1 | 13 | 6 | 19 |
| 433 | 1 | 16 | 12 | 37 |
| 434 | 1 | 18 | 8 | 29 |
| 435 | 1 | 19 | 11 | 82 |
| 436 | 0 | 14 | 5 | 83 |
| 437 | 1 | 13 | 6 | 36 |
| 438 | 1 | 13 | 12 | 91 |
| 439 | 0 | 15 | 6 | 59 |
| 440 | 0 | 15 | 8 | 46 |
| 441 | 0 | 13 | 3 | 87 |
| 442 | 0 | 19 | 6 | 82 |
| 443 | 1 | 13 | 3 | 22 |
| 444 | 1 | 13 | 12 | 68 |
| 445 | 1 | 12 | 11 | 51 |
| 446 | 1 | 12 | 3 | 102 |
| 447 | 1 | 12 | 10 | 71 |
| 448 | 0 | 13 | 9 | 80 |
| 449 | 0 | 20 | 5 | 70 |
| 450 | 1 | 12 | 5 | 24 |
| 451 | 0 | 12 | 4 | 90 |
| 452 | 1 | 13 | 7 | 49 |
| 453 | 0 | 13 | 1 | 37 |
| 454 | 1 | 14 | 11 | 68 |
| 455 | 1 | 13 | 12 | 40 |
| 456 | 0 | 16 | 8 | 60 |
| 457 | 0 | 20 | 6 | 48 |
| 458 | 0 | 13 | 8 | 39 |
| 459 | 0 | 14 | 7 | 73 |
| 460 | 0 | 12 | 5 | 31 |
| 461 | 0 | 13 | 5 | 86 |
| 462 | 0 | 12 | 1 | 63 |
| 463 | 0 | 15 | 3 | 37 |
| 464 | 0 | 14 | 6 | 37 |
| 465 | 0 | 15 | 3 | 86 |
| 466 | 1 | 13 | 12 | 22 |
| 467 | 0 | 12 | 4 | 37 |
| 468 | 0 | 12 | 0 | 70 |
| 469 | 0 | 14 | 8 | 47 |
| 470 | 0 | 12 | 5 | 60 |
| 471 | 1 | 13 | 6 | 28 |
| 472 | 0 | 23 | 2 | 66 |
| 473 | 1 | 14 | 5 | 18 |
| 474 | 1 | 12 | 11 | 65 |
| 475 | 1 | 16 | 11 | 51 |
| 476 | 0 | 12 | 1 | 36 |
| 477 | 1 | 12 | 8 | 89 |
| 478 | 0 | 12 | 8 | 51 |
| 479 | 1 | 13 | 10 | 86 |
| 480 | 0 | 12 | 2 | 44 |
| 481 | 1 | 14 | 11 | 82 |
| 482 | 0 | 14 | 7 | 69 |
| 483 | 0 | 12 | 5 | 58 |
| 484 | 1 | 14 | 11 | 86 |
| 485 | 1 | 12 | 9 | 70 |
| 486 | 0 | 15 | 4 | 57 |
| 487 | 0 | 12 | 4 | 41 |
| 488 | 0 | 14 | 5 | 91 |
| 489 | 0 | 12 | 3 | 89 |
| 490 | 1 | 16 | 8 | 31 |
| 491 | 1 | 12 | 6 | 42 |
| 492 | 0 | 12 | 7 | 48 |
| 493 | 0 | 13 | 1 | 24 |
| 494 | 1 | 18 | 6 | 38 |
| 495 | 0 | 15 | 1 | 41 |
| 496 | 0 | 15 | 2 | 97 |
| 497 | 0 | 20 | 5 | 72 |
| 498 | 1 | 41 | 11 | 52 |
| 499 | 1 | 16 | 11 | 74 |
| 500 | 1 | 13 | 2 | 32 |
The attached data file contains information on e-mails. The data...
The attached data file contains information on e-mails. The data includes an indicator variable (Spam) that marks if the e-mail is junk mail. Predictors include the number of recipients (Recipients) , the number of hyperlinks (Hyperlinks), and the number of characters (Characters).
Partition this data using the standard partition function in Data Mining. Use the standard 60% training and 40% validation percentages. Be sure the the random number seed option is selected with 12345 as the seed.
Now run a logistic regression model on the partitioned data to predict Spam from Recipients, Hyperlinks, and Characters. Keep 1 as the success class and 0.5 as the Success Probability cutoff. What is the Precision for the validation data. (Enter your answer to 4 decimal places)
| Record | Spam | Recipients | Hyperlinks | Characters |
| 1 | 0 | 19 | 1 | 47 |
| 2 | 0 | 15 | 1 | 58 |
| 3 | 1 | 13 | 11 | 88 |
| 4 | 1 | 17 | 11 | 68 |
| 5 | 0 | 15 | 1 | 87 |
| 6 | 0 | 17 | 2 | 49 |
| 7 | 1 | 12 | 10 | 41 |
| 8 | 0 | 13 | 3 | 66 |
| 9 | 0 | 12 | 5 | 66 |
| 10 | 1 | 15 | 9 | 41 |
| 11 | 1 | 13 | 10 | 45 |
| 12 | 1 | 13 | 11 | 68 |
| 13 | 1 | 13 | 11 | 27 |
| 14 | 1 | 12 | 9 | 88 |
| 15 | 0 | 16 | 4 | 26 |
| 16 | 1 | 12 | 12 | 52 |
| 17 | 1 | 13 | 11 | 70 |
| 18 | 1 | 12 | 11 | 39 |
| 19 | 1 | 13 | 11 | 102 |
| 20 | 1 | 13 | 3 | 65 |
| 21 | 0 | 12 | 6 | 47 |
| 22 | 0 | 13 | 2 | 81 |
| 23 | 1 | 25 | 7 | 79 |
| 24 | 1 | 18 | 5 | 42 |
| 25 | 0 | 13 | 0 | 27 |
| 26 | 1 | 15 | 11 | 25 |
| 27 | 0 | 14 | 3 | 47 |
| 28 | 1 | 16 | 11 | 93 |
| 29 | 1 | 13 | 7 | 93 |
| 30 | 1 | 13 | 5 | 28 |
| 31 | 1 | 14 | 11 | 91 |
| 32 | 1 | 23 | 9 | 58 |
| 33 | 1 | 14 | 9 | 36 |
| 34 | 0 | 18 | 3 | 89 |
| 35 | 1 | 12 | 10 | 97 |
| 36 | 0 | 18 | 0 | 103 |
| 37 | 1 | 15 | 11 | 70 |
| 38 | 1 | 12 | 12 | 28 |
| 39 | 0 | 16 | 3 | 34 |
| 40 | 1 | 14 | 8 | 81 |
| 41 | 0 | 14 | 0 | 66 |
| 42 | 1 | 13 | 8 | 78 |
| 43 | 1 | 12 | 10 | 86 |
| 44 | 0 | 15 | 5 | 77 |
| 45 | 1 | 15 | 11 | 29 |
| 46 | 1 | 15 | 9 | 63 |
| 47 | 0 | 17 | 5 | 50 |
| 48 | 1 | 13 | 12 | 73 |
| 49 | 1 | 13 | 9 | 38 |
| 50 | 0 | 12 | 1 | 80 |
| 51 | 0 | 13 | 4 | 65 |
| 52 | 0 | 14 | 7 | 83 |
| 53 | 1 | 13 | 3 | 102 |
| 54 | 1 | 14 | 6 | 20 |
| 55 | 0 | 13 | 4 | 67 |
| 56 | 1 | 29 | 3 | 21 |
| 57 | 0 | 12 | 5 | 84 |
| 58 | 1 | 52 | 1 | 30 |
| 59 | 1 | 14 | 4 | 97 |
| 60 | 1 | 14 | 6 | 98 |
| 61 | 0 | 12 | 4 | 99 |
| 62 | 1 | 12 | 11 | 47 |
| 63 | 0 | 14 | 2 | 73 |
| 64 | 1 | 24 | 1 | 101 |
| 65 | 1 | 20 | 6 | 42 |
| 66 | 0 | 12 | 10 | 74 |
| 67 | 1 | 18 | 6 | 20 |
| 68 | 1 | 13 | 6 | 32 |
| 69 | 0 | 13 | 3 | 58 |
| 70 | 1 | 12 | 7 | 22 |
| 71 | 0 | 12 | 0 | 88 |
| 72 | 1 | 12 | 2 | 83 |
| 73 | 1 | 16 | 10 | 70 |
| 74 | 0 | 12 | 2 | 64 |
| 75 | 1 | 16 | 11 | 19 |
| 76 | 1 | 13 | 9 | 32 |
| 77 | 0 | 12 | 3 | 24 |
| 78 | 0 | 14 | 3 | 48 |
| 79 | 1 | 12 | 5 | 102 |
| 80 | 1 | 12 | 4 | 67 |
| 81 | 0 | 12 | 6 | 63 |
| 82 | 1 | 15 | 11 | 52 |
| 83 | 0 | 12 | 4 | 54 |
| 84 | 1 | 18 | 6 | 46 |
| 85 | 0 | 12 | 2 | 90 |
| 86 | 1 | 17 | 10 | 68 |
| 87 | 0 | 14 | 1 | 61 |
| 88 | 1 | 17 | 4 | 31 |
| 89 | 1 | 12 | 11 | 24 |
| 90 | 1 | 41 | 9 | 101 |
| 91 | 0 | 13 | 2 | 20 |
| 92 | 1 | 14 | 9 | 93 |
| 93 | 1 | 18 | 5 | 19 |
| 94 | 0 | 13 | 6 | 67 |
| 95 | 0 | 14 | 6 | 71 |
| 96 | 1 | 13 | 5 | 102 |
| 97 | 0 | 17 | 1 | 87 |
| 98 | 0 | 13 | 3 | 64 |
| 99 | 0 | 13 | 3 | 38 |
| 100 | 0 | 14 | 4 | 56 |
| 101 | 0 | 13 | 11 | 69 |
| 102 | 1 | 17 | 8 | 83 |
| 103 | 0 | 25 | 2 | 53 |
| 104 | 0 | 12 | 5 | 69 |
| 105 | 1 | 12 | 11 | 46 |
| 106 | 1 | 17 | 10 | 41 |
| 107 | 0 | 12 | 4 | 29 |
| 108 | 0 | 12 | 7 | 88 |
| 109 | 1 | 18 | 7 | 24 |
| 110 | 1 | 13 | 2 | 29 |
| 111 | 1 | 12 | 8 | 42 |
| 112 | 1 | 23 | 5 | 54 |
| 113 | 0 | 12 | 4 | 73 |
| 114 | 0 | 13 | 3 | 46 |
| 115 | 1 | 13 | 7 | 99 |
| 116 | 1 | 34 | 5 | 29 |
| 117 | 0 | 12 | 5 | 28 |
| 118 | 1 | 13 | 11 | 28 |
| 119 | 1 | 14 | 7 | 24 |
| 120 | 0 | 14 | 5 | 84 |
| 121 | 1 | 13 | 1 | 84 |
| 122 | 1 | 12 | 12 | 88 |
| 123 | 0 | 12 | 0 | 40 |
| 124 | 0 | 12 | 1 | 43 |
| 125 | 1 | 12 | 11 | 57 |
| 126 | 0 | 13 | 3 | 19 |
| 127 | 0 | 22 | 5 | 78 |
| 128 | 0 | 19 | 4 | 32 |
| 129 | 1 | 14 | 5 | 45 |
| 130 | 0 | 14 | 4 | 61 |
| 131 | 0 | 12 | 7 | 68 |
| 132 | 1 | 13 | 10 | 80 |
| 133 | 0 | 13 | 2 | 77 |
| 134 | 0 | 21 | 7 | 64 |
| 135 | 0 | 13 | 7 | 48 |
| 136 | 1 | 12 | 7 | 23 |
| 137 | 1 | 15 | 7 | 28 |
| 138 | 1 | 14 | 9 | 50 |
| 139 | 1 | 13 | 7 | 77 |
| 140 | 1 | 17 | 10 | 60 |
| 141 | 0 | 12 | 0 | 42 |
| 142 | 1 | 15 | 7 | 97 |
| 143 | 0 | 12 | 0 | 39 |
| 144 | 0 | 12 | 6 | 85 |
| 145 | 1 | 12 | 6 | 102 |
| 146 | 0 | 12 | 3 | 22 |
| 147 | 0 | 12 | 5 | 45 |
| 148 | 0 | 14 | 1 | 70 |
| 149 | 1 | 12 | 8 | 64 |
| 150 | 1 | 12 | 12 | 19 |
| 151 | 0 | 12 | 5 | 103 |
| 152 | 1 | 30 | 7 | 90 |
| 153 | 1 | 13 | 10 | 54 |
| 154 | 1 | 13 | 7 | 94 |
| 155 | 0 | 13 | 0 | 69 |
| 156 | 1 | 12 | 10 | 87 |
| 157 | 1 | 12 | 10 | 76 |
| 158 | 1 | 13 | 5 | 23 |
| 159 | 0 | 12 | 5 | 55 |
| 160 | 0 | 13 | 7 | 62 |
| 161 | 0 | 12 | 7 | 70 |
| 162 | 0 | 14 | 2 | 23 |
| 163 | 0 | 13 | 0 | 101 |
| 164 | 1 | 12 | 8 | 61 |
| 165 | 1 | 13 | 4 | 99 |
| 166 | 1 | 14 | 1 | 54 |
| 167 | 0 | 17 | 3 | 33 |
| 168 | 0 | 13 | 6 | 86 |
| 169 | 1 | 13 | 12 | 32 |
| 170 | 1 | 13 | 9 | 43 |
| 171 | 0 | 13 | 3 | 73 |
| 172 | 1 | 12 | 11 | 29 |
| 173 | 1 | 12 | 9 | 90 |
| 174 | 1 | 13 | 5 | 100 |
| 175 | 1 | 23 | 6 | 63 |
| 176 | 0 | 12 | 2 | 66 |
| 177 | 1 | 23 | 12 | 36 |
| 178 | 0 | 13 | 3 | 63 |
| 179 | 0 | 12 | 9 | 73 |
| 180 | 0 | 12 | 6 | 85 |
| 181 | 1 | 18 | 8 | 43 |
| 182 | 1 | 16 | 9 | 51 |
| 183 | 1 | 26 | 3 | 27 |
| 184 | 1 | 16 | 8 | 34 |
| 185 | 1 | 19 | 7 | 46 |
| 186 | 1 | 12 | 12 | 46 |
| 187 | 0 | 14 | 8 | 57 |
| 188 | 0 | 12 | 5 | 32 |
| 189 | 1 | 12 | 9 | 25 |
| 190 | 0 | 13 | 1 | 43 |
| 191 | 1 | 12 | 9 | 21 |
| 192 | 1 | 16 | 11 | 48 |
| 193 | 0 | 23 | 3 | 81 |
| 194 | 1 | 12 | 10 | 31 |
| 195 | 1 | 12 | 7 | 35 |
| 196 | 1 | 12 | 10 | 89 |
| 197 | 1 | 14 | 3 | 28 |
| 198 | 0 | 12 | 4 | 26 |
| 199 | 0 | 13 | 10 | 66 |
| 200 | 1 | 19 | 6 | 38 |
| 201 | 0 | 15 | 5 | 53 |
| 202 | 0 | 13 | 5 | 51 |
| 203 | 0 | 23 | 0 | 45 |
| 204 | 0 | 12 | 3 | 83 |
| 205 | 1 | 13 | 6 | 97 |
| 206 | 0 | 13 | 4 | 78 |
| 207 | 1 | 17 | 9 | 50 |
| 208 | 1 | 17 | 11 | 101 |
| 209 | 0 | 14 | 1 | 42 |
| 210 | 1 | 12 | 10 | 34 |
| 211 | 0 | 12 | 1 | 96 |
| 212 | 1 | 14 | 1 | 40 |
| 213 | 1 | 13 | 7 | 31 |
| 214 | 1 | 36 | 5 | 23 |
| 215 | 0 | 13 | 5 | 55 |
| 216 | 0 | 14 | 1 | 53 |
| 217 | 1 | 14 | 5 | 65 |
| 218 | 0 | 14 | 4 | 39 |
| 219 | 0 | 13 | 6 | 69 |
| 220 | 1 | 12 | 8 | 33 |
| 221 | 0 | 20 | 3 | 28 |
| 222 | 0 | 13 | 4 | 64 |
| 223 | 1 | 12 | 10 | 48 |
| 224 | 0 | 16 | 1 | 45 |
| 225 | 1 | 14 | 6 | 20 |
| 226 | 1 | 13 | 10 | 35 |
| 227 | 1 | 12 | 10 | 99 |
| 228 | 1 | 13 | 8 | 47 |
| 229 | 1 | 39 | 8 | 56 |
| 230 | 1 | 12 | 11 | 102 |
| 231 | 1 | 12 | 12 | 46 |
| 232 | 0 | 13 | 6 | 78 |
| 233 | 0 | 16 | 0 | 65 |
| 234 | 0 | 13 | 0 | 102 |
| 235 | 1 | 13 | 10 | 55 |
| 236 | 0 | 14 | 0 | 57 |
| 237 | 1 | 13 | 11 | 81 |
| 238 | 0 | 12 | 4 | 84 |
| 239 | 0 | 12 | 7 | 80 |
| 240 | 0 | 15 | 5 | 67 |
| 241 | 1 | 16 | 12 | 52 |
| 242 | 1 | 16 | 9 | 97 |
| 243 | 1 | 14 | 10 | 18 |
| 244 | 0 | 12 | 7 | 36 |
| 245 | 0 | 13 | 8 | 48 |
| 246 | 0 | 13 | 6 | 64 |
| 247 | 0 | 13 | 4 | 26 |
| 248 | 1 | 15 | 10 | 102 |
| 249 | 1 | 13 | 11 | 98 |
| 250 | 0 | 12 | 7 | 78 |
| 251 | 0 | 13 | 3 | 35 |
| 252 | 0 | 13 | 7 | 79 |
| 253 | 0 | 13 | 5 | 37 |
| 254 | 0 | 17 | 4 | 84 |
| 255 | 0 | 12 | 6 | 90 |
| 256 | 0 | 24 | 2 | 51 |
| 257 | 1 | 12 | 4 | 24 |
| 258 | 1 | 13 | 9 | 22 |
| 259 | 0 | 13 | 3 | 87 |
| 260 | 1 | 12 | 9 | 40 |
| 261 | 1 | 13 | 12 | 77 |
| 262 | 1 | 13 | 11 | 35 |
| 263 | 0 | 15 | 2 | 54 |
| 264 | 1 | 12 | 11 | 43 |
| 265 | 1 | 13 | 3 | 21 |
| 266 | 0 | 13 | 7 | 50 |
| 267 | 1 | 13 | 8 | 28 |
| 268 | 1 | 12 | 4 | 54 |
| 269 | 0 | 15 | 5 | 58 |
| 270 | 0 | 13 | 1 | 23 |
| 271 | 0 | 12 | 4 | 28 |
| 272 | 0 | 12 | 5 | 40 |
| 273 | 1 | 13 | 11 | 22 |
| 274 | 1 | 15 | 11 | 23 |
| 275 | 1 | 19 | 9 | 79 |
| 276 | 0 | 13 | 0 | 52 |
| 277 | 0 | 13 | 6 | 76 |
| 278 | 1 | 14 | 2 | 22 |
| 279 | 0 | 16 | 3 | 50 |
| 280 | 0 | 12 | 5 | 33 |
| 281 | 1 | 12 | 11 | 24 |
| 282 | 0 | 14 | 2 | 77 |
| 283 | 1 | 17 | 10 | 88 |
| 284 | 1 | 12 | 10 | 83 |
| 285 | 0 | 13 | 5 | 92 |
| 286 | 1 | 12 | 10 | 36 |
| 287 | 0 | 12 | 0 | 74 |
| 288 | 0 | 12 | 1 | 91 |
| 289 | 0 | 15 | 7 | 80 |
| 290 | 1 | 13 | 4 | 19 |
| 291 | 0 | 12 | 7 | 39 |
| 292 | 1 | 16 | 12 | 51 |
| 293 | 1 | 15 | 7 | 29 |
| 294 | 0 | 13 | 10 | 67 |
| 295 | 1 | 12 | 11 | 100 |
| 296 | 0 | 14 | 0 | 100 |
| 297 | 0 | 13 | 2 | 29 |
| 298 | 1 | 13 | 8 | 86 |
| 299 | 1 | 12 | 10 | 92 |
| 300 | 1 | 13 | 11 | 94 |
| 301 | 1 | 12 | 12 | 48 |
| 302 | 1 | 18 | 3 | 70 |
| 303 | 1 | 20 | 9 | 83 |
| 304 | 0 | 12 | 7 | 39 |
| 305 | 0 | 13 | 0 | 99 |
| 306 | 1 | 18 | 7 | 50 |
| 307 | 0 | 12 | 5 | 76 |
| 308 | 1 | 12 | 10 | 31 |
| 309 | 0 | 14 | 0 | 53 |
| 310 | 0 | 13 | 10 | 61 |
| 311 | 0 | 13 | 1 | 76 |
| 312 | 1 | 13 | 12 | 26 |
| 313 | 0 | 13 | 1 | 47 |
| 314 | 0 | 13 | 6 | 32 |
| 315 | 0 | 12 | 1 | 52 |
| 316 | 1 | 12 | 10 | 46 |
| 317 | 1 | 24 | 9 | 62 |
| 318 | 1 | 12 | 12 | 41 |
| 319 | 0 | 15 | 1 | 65 |
| 320 | 1 | 13 | 11 | 47 |
| 321 | 0 | 12 | 4 | 26 |
| 322 | 1 | 14 | 8 | 91 |
| 323 | 0 | 12 | 6 | 70 |
| 324 | 1 | 13 | 10 | 25 |
| 325 | 1 | 13 | 3 | 67 |
| 326 | 0 | 13 | 10 | 71 |
| 327 | 1 | 12 | 6 | 30 |
| 328 | 0 | 12 | 4 | 58 |
| 329 | 0 | 20 | 4 | 89 |
| 330 | 0 | 12 | 9 | 54 |
| 331 | 0 | 15 | 6 | 68 |
| 332 | 1 | 12 | 7 | 35 |
| 333 | 0 | 13 | 7 | 71 |
| 334 | 0 | 16 | 7 | 76 |
| 335 | 1 | 16 | 11 | 59 |
| 336 | 1 | 12 | 11 | 25 |
| 337 | 1 | 23 | 8 | 28 |
| 338 | 1 | 13 | 12 | 29 |
| 339 | 1 | 14 | 11 | 59 |
| 340 | 0 | 13 | 8 | 51 |
| 341 | 0 | 12 | 4 | 48 |
| 342 | 0 | 18 | 6 | 64 |
| 343 | 0 | 17 | 1 | 67 |
| 344 | 0 | 15 | 3 | 78 |
| 345 | 1 | 20 | 6 | 92 |
| 346 | 1 | 13 | 5 | 24 |
| 347 | 0 | 12 | 2 | 42 |
| 348 | 0 | 12 | 2 | 66 |
| 349 | 0 | 16 | 2 | 76 |
| 350 | 1 | 17 | 7 | 66 |
| 351 | 1 | 12 | 8 | 97 |
| 352 | 1 | 13 | 10 | 89 |
| 353 | 0 | 13 | 7 | 68 |
| 354 | 1 | 12 | 11 | 84 |
| 355 | 1 | 13 | 3 | 32 |
| 356 | 0 | 12 | 9 | 45 |
| 357 | 0 | 28 | 0 | 45 |
| 358 | 0 | 12 | 2 | 66 |
| 359 | 0 | 12 | 0 | 51 |
| 360 | 0 | 15 | 2 | 56 |
| 361 | 1 | 15 | 10 | 93 |
| 362 | 0 | 13 | 10 | 53 |
| 363 | 0 | 13 | 2 | 65 |
| 364 | 1 | 14 | 10 | 82 |
| 365 | 1 | 13 | 10 | 63 |
| 366 | 1 | 13 | 9 | 81 |
| 367 | 0 | 12 | 3 | 82 |
| 368 | 0 | 12 | 4 | 73 |
| 369 | 1 | 13 | 12 | 88 |
| 370 | 1 | 13 | 9 | 103 |
| 371 | 0 | 13 | 2 | 65 |
| 372 | 0 | 14 | 7 | 68 |
| 373 | 1 | 12 | 10 | 89 |
| 374 | 0 | 14 | 7 | 58 |
| 375 | 1 | 19 | 11 | 83 |
| 376 | 0 | 18 | 5 | 81 |
| 377 | 0 | 13 | 8 | 64 |
| 378 | 1 | 13 | 8 | 41 |
| 379 | 1 | 12 | 6 | 35 |
| 380 | 0 | 12 | 9 | 74 |
| 381 | 1 | 14 | 10 | 91 |
| 382 | 1 | 12 | 5 | 95 |
| 383 | 1 | 14 | 2 | 89 |
| 384 | 0 | 15 | 0 | 69 |
| 385 | 0 | 13 | 4 | 91 |
| 386 | 0 | 13 | 6 | 58 |
| 387 | 1 | 13 | 9 | 23 |
| 388 | 0 | 17 | 10 | 70 |
| 389 | 0 | 14 | 2 | 34 |
| 390 | 1 | 13 | 10 | 46 |
| 391 | 1 | 17 | 8 | 34 |
| 392 | 0 | 14 | 4 | 43 |
| 393 | 0 | 13 | 2 | 89 |
| 394 | 1 | 13 | 9 | 91 |
| 395 | 1 | 12 | 4 | 55 |
| 396 | 1 | 12 | 11 | 21 |
| 397 | 0 | 12 | 1 | 46 |
| 398 | 0 | 12 | 2 | 56 |
| 399 | 0 | 13 | 8 | 76 |
| 400 | 1 | 13 | 9 | 27 |
| 401 | 0 | 28 | 4 | 68 |
| 402 | 1 | 13 | 8 | 29 |
| 403 | 1 | 12 | 5 | 38 |
| 404 | 1 | 12 | 11 | 89 |
| 405 | 0 | 12 | 3 | 75 |
| 406 | 1 | 12 |
