Example 4.5: Computing Kernel Density Estimates
|
See CAPKERN1 in the SAS/QC Sample Library
|
This example illustrates the use of kernel density estimates
to visualize a nonnormal data distribution.
The effective channel length (in microns)
is measured for 1225 field effect transistors.
The channel
lengths are saved as values of the variable LENGTH
in a SAS data set named CHANNEL, which is listed
in Output 4.5.1.
Output 4.5.1: Listing of the Data Set CHANNEL
| Obs |
lot |
length |
| 1 |
Lot 1 |
0.90979 |
| 2 |
Lot 1 |
1.01131 |
| 3 |
Lot 1 |
0.95001 |
| 4 |
Lot 1 |
1.12591 |
| 5 |
Lot 1 |
1.11707 |
| 6 |
Lot 1 |
0.86177 |
| 7 |
Lot 1 |
0.96033 |
| 8 |
Lot 1 |
1.16649 |
| 9 |
Lot 1 |
1.35797 |
| 10 |
Lot 1 |
1.09681 |
| 11 |
Lot 1 |
0.97602 |
| 12 |
Lot 1 |
1.26500 |
| 13 |
Lot 1 |
1.13444 |
| 14 |
Lot 1 |
0.91729 |
| 15 |
Lot 1 |
1.15434 |
| 16 |
Lot 1 |
1.25959 |
| 17 |
Lot 1 |
1.13754 |
| 18 |
Lot 1 |
0.87769 |
| 19 |
Lot 1 |
1.03130 |
| 20 |
Lot 1 |
0.99712 |
| 21 |
Lot 1 |
0.98050 |
| 22 |
Lot 1 |
0.93593 |
| 23 |
Lot 1 |
1.08512 |
| 24 |
Lot 1 |
0.92129 |
| 25 |
Lot 1 |
1.10469 |
| 26 |
Lot 1 |
0.95327 |
| 27 |
Lot 1 |
1.05129 |
| 28 |
Lot 1 |
1.05454 |
| 29 |
Lot 1 |
1.10640 |
| 30 |
Lot 1 |
1.14658 |
| 31 |
Lot 1 |
1.10567 |
| 32 |
Lot 1 |
0.98077 |
| 33 |
Lot 1 |
0.78236 |
| 34 |
Lot 1 |
1.09195 |
| 35 |
Lot 1 |
0.93934 |
| 36 |
Lot 1 |
1.05026 |
| 37 |
Lot 1 |
0.88937 |
| 38 |
Lot 1 |
1.15862 |
| 39 |
Lot 1 |
0.88343 |
| 40 |
Lot 1 |
1.18761 |
| 41 |
Lot 1 |
1.01395 |
| 42 |
Lot 1 |
1.07662 |
| 43 |
Lot 1 |
1.19283 |
| 44 |
Lot 1 |
0.93812 |
| 45 |
Lot 1 |
0.91787 |
| 46 |
Lot 1 |
1.27319 |
| 47 |
Lot 1 |
0.89531 |
| 48 |
Lot 1 |
0.88314 |
| 49 |
Lot 1 |
1.38409 |
| 50 |
Lot 1 |
1.01772 |
| 51 |
Lot 1 |
1.20846 |
| 52 |
Lot 1 |
0.99255 |
| 53 |
Lot 1 |
1.18584 |
| 54 |
Lot 1 |
1.04670 |
| 55 |
Lot 1 |
0.94903 |
| 56 |
Lot 1 |
0.91649 |
| 57 |
Lot 1 |
1.06414 |
| 58 |
Lot 1 |
1.02590 |
| 59 |
Lot 1 |
0.76347 |
| 60 |
Lot 1 |
1.04137 |
| 61 |
Lot 1 |
0.83941 |
| 62 |
Lot 1 |
0.92541 |
| 63 |
Lot 1 |
0.96196 |
| 64 |
Lot 1 |
1.22955 |
| 65 |
Lot 1 |
1.06435 |
| 66 |
Lot 1 |
1.20224 |
| 67 |
Lot 1 |
0.94027 |
| 68 |
Lot 1 |
0.73949 |
| 69 |
Lot 1 |
0.79885 |
| 70 |
Lot 1 |
1.00476 |
| 71 |
Lot 1 |
1.00044 |
| 72 |
Lot 1 |
0.97440 |
| 73 |
Lot 1 |
0.94463 |
| 74 |
Lot 1 |
1.04559 |
| 75 |
Lot 1 |
1.08990 |
| 76 |
Lot 1 |
1.07435 |
| 77 |
Lot 1 |
0.79486 |
| 78 |
Lot 1 |
1.05719 |
| 79 |
Lot 1 |
0.95656 |
| 80 |
Lot 1 |
0.99786 |
| 81 |
Lot 1 |
1.07365 |
| 82 |
Lot 1 |
0.98242 |
| 83 |
Lot 1 |
1.26055 |
| 84 |
Lot 1 |
0.99496 |
| 85 |
Lot 1 |
1.11533 |
| 86 |
Lot 1 |
0.99465 |
| 87 |
Lot 1 |
1.04984 |
| 88 |
Lot 1 |
1.12190 |
| 89 |
Lot 1 |
0.85401 |
| 90 |
Lot 1 |
0.96154 |
| 91 |
Lot 1 |
1.00634 |
| 92 |
Lot 1 |
1.21030 |
| 93 |
Lot 1 |
0.94576 |
| 94 |
Lot 1 |
0.86175 |
| 95 |
Lot 1 |
0.86349 |
| 96 |
Lot 1 |
1.19323 |
| 97 |
Lot 1 |
1.24397 |
| 98 |
Lot 1 |
0.75017 |
| 99 |
Lot 1 |
1.02780 |
| 100 |
Lot 1 |
0.83542 |
| 101 |
Lot 1 |
0.92975 |
| 102 |
Lot 1 |
0.65491 |
| 103 |
Lot 1 |
0.83883 |
| 104 |
Lot 1 |
0.91684 |
| 105 |
Lot 1 |
0.85805 |
| 106 |
Lot 1 |
1.06769 |
| 107 |
Lot 1 |
1.05093 |
| 108 |
Lot 1 |
0.95468 |
| 109 |
Lot 1 |
1.04914 |
| 110 |
Lot 1 |
1.09557 |
| 111 |
Lot 1 |
0.92769 |
| 112 |
Lot 1 |
1.02851 |
| 113 |
Lot 1 |
0.93610 |
| 114 |
Lot 1 |
0.96827 |
| 115 |
Lot 1 |
0.95367 |
| 116 |
Lot 1 |
0.98604 |
| 117 |
Lot 1 |
0.97126 |
| 118 |
Lot 1 |
0.80981 |
| 119 |
Lot 1 |
1.09652 |
| 120 |
Lot 1 |
0.94540 |
| 121 |
Lot 1 |
1.07633 |
| 122 |
Lot 1 |
0.74692 |
| 123 |
Lot 1 |
0.97256 |
| 124 |
Lot 1 |
0.94370 |
| 125 |
Lot 1 |
0.95241 |
| 126 |
Lot 1 |
0.85323 |
| 127 |
Lot 1 |
1.01972 |
| 128 |
Lot 1 |
1.07146 |
| 129 |
Lot 1 |
1.11171 |
| 130 |
Lot 1 |
1.02304 |
| 131 |
Lot 1 |
1.16495 |
| 132 |
Lot 1 |
1.05230 |
| 133 |
Lot 1 |
0.88050 |
| 134 |
Lot 1 |
1.28575 |
| 135 |
Lot 1 |
0.98845 |
| 136 |
Lot 1 |
0.82599 |
| 137 |
Lot 1 |
1.05933 |
| 138 |
Lot 1 |
1.05153 |
| 139 |
Lot 1 |
1.03027 |
| 140 |
Lot 1 |
1.14623 |
| 141 |
Lot 1 |
1.14471 |
| 142 |
Lot 1 |
0.90808 |
| 143 |
Lot 1 |
1.16539 |
| 144 |
Lot 1 |
1.17006 |
| 145 |
Lot 1 |
0.70138 |
| 146 |
Lot 1 |
0.83727 |
| 147 |
Lot 1 |
1.33099 |
| 148 |
Lot 1 |
0.94857 |
| 149 |
Lot 1 |
1.34411 |
| 150 |
Lot 1 |
1.13825 |
| 151 |
Lot 1 |
1.07542 |
| 152 |
Lot 1 |
1.28387 |
| 153 |
Lot 1 |
1.14463 |
| 154 |
Lot 1 |
0.84028 |
| 155 |
Lot 1 |
1.09187 |
| 156 |
Lot 1 |
1.12012 |
| 157 |
Lot 1 |
0.98783 |
| 158 |
Lot 1 |
1.07907 |
| 159 |
Lot 1 |
0.94953 |
| 160 |
Lot 1 |
1.12399 |
| 161 |
Lot 1 |
0.70385 |
| 162 |
Lot 1 |
1.06714 |
| 163 |
Lot 1 |
1.05661 |
| 164 |
Lot 1 |
1.24158 |
| 165 |
Lot 1 |
1.17275 |
| 166 |
Lot 1 |
0.96379 |
| 167 |
Lot 1 |
0.99720 |
| 168 |
Lot 1 |
0.84684 |
| 169 |
Lot 1 |
1.24975 |
| 170 |
Lot 1 |
0.83577 |
| 171 |
Lot 1 |
1.00485 |
| 172 |
Lot 1 |
1.01232 |
| 173 |
Lot 1 |
1.07816 |
| 174 |
Lot 1 |
1.07826 |
| 175 |
Lot 1 |
0.75204 |
| 176 |
Lot 1 |
1.05583 |
| 177 |
Lot 1 |
1.08896 |
| 178 |
Lot 1 |
0.85838 |
| 179 |
Lot 1 |
1.08348 |
| 180 |
Lot 1 |
1.11194 |
| 181 |
Lot 1 |
1.19375 |
| 182 |
Lot 1 |
1.25231 |
| 183 |
Lot 1 |
0.93810 |
| 184 |
Lot 1 |
0.97478 |
| 185 |
Lot 1 |
0.81463 |
| 186 |
Lot 1 |
0.91242 |
| 187 |
Lot 1 |
0.98654 |
| 188 |
Lot 1 |
0.94012 |
| 189 |
Lot 1 |
0.93675 |
| 190 |
Lot 1 |
1.11673 |
| 191 |
Lot 1 |
1.09752 |
| 192 |
Lot 1 |
0.82201 |
| 193 |
Lot 1 |
1.17243 |
| 194 |
Lot 1 |
0.88768 |
| 195 |
Lot 1 |
0.75079 |
| 196 |
Lot 1 |
0.83893 |
| 197 |
Lot 1 |
1.10437 |
| 198 |
Lot 1 |
0.92946 |
| 199 |
Lot 1 |
1.11194 |
| 200 |
Lot 1 |
1.07171 |
| 201 |
Lot 1 |
1.20350 |
| 202 |
Lot 1 |
1.21571 |
| 203 |
Lot 1 |
0.89598 |
| 204 |
Lot 1 |
1.01179 |
| 205 |
Lot 1 |
1.17060 |
| 206 |
Lot 1 |
0.96737 |
| 207 |
Lot 1 |
1.02209 |
| 208 |
Lot 1 |
0.76893 |
| 209 |
Lot 1 |
1.06975 |
| 210 |
Lot 1 |
0.87381 |
| 211 |
Lot 1 |
0.95976 |
| 212 |
Lot 1 |
1.20618 |
| 213 |
Lot 1 |
1.03706 |
| 214 |
Lot 1 |
0.89437 |
| 215 |
Lot 1 |
0.95321 |
| 216 |
Lot 1 |
0.85936 |
| 217 |
Lot 1 |
0.84061 |
| 218 |
Lot 1 |
1.02768 |
| 219 |
Lot 1 |
1.26136 |
| 220 |
Lot 1 |
0.70513 |
| 221 |
Lot 1 |
0.75057 |
| 222 |
Lot 1 |
1.33935 |
| 223 |
Lot 1 |
1.13731 |
| 224 |
Lot 1 |
1.09122 |
| 225 |
Lot 1 |
0.84739 |
| 226 |
Lot 1 |
0.68137 |
| 227 |
Lot 1 |
0.78606 |
| 228 |
Lot 1 |
1.06280 |
| 229 |
Lot 1 |
1.11787 |
| 230 |
Lot 1 |
1.10281 |
| 231 |
Lot 1 |
0.97802 |
| 232 |
Lot 1 |
1.11284 |
| 233 |
Lot 1 |
0.98248 |
| 234 |
Lot 1 |
0.85640 |
| 235 |
Lot 1 |
1.14536 |
| 236 |
Lot 1 |
0.88695 |
| 237 |
Lot 1 |
1.21080 |
| 238 |
Lot 1 |
0.79486 |
| 239 |
Lot 1 |
1.30911 |
| 240 |
Lot 1 |
0.83619 |
| 241 |
Lot 1 |
1.05010 |
| 242 |
Lot 1 |
0.89361 |
| 243 |
Lot 1 |
1.00572 |
| 244 |
Lot 1 |
0.81181 |
| 245 |
Lot 1 |
1.09876 |
| 246 |
Lot 1 |
1.03840 |
| 247 |
Lot 1 |
1.07478 |
| 248 |
Lot 1 |
1.02371 |
| 249 |
Lot 1 |
0.91112 |
| 250 |
Lot 1 |
0.99670 |
| 251 |
Lot 1 |
0.98025 |
| 252 |
Lot 1 |
0.95423 |
| 253 |
Lot 1 |
0.82454 |
| 254 |
Lot 1 |
1.11052 |
| 255 |
Lot 1 |
1.07009 |
| 256 |
Lot 1 |
1.07147 |
| 257 |
Lot 1 |
0.88639 |
| 258 |
Lot 1 |
1.14676 |
| 259 |
Lot 1 |
1.04031 |
| 260 |
Lot 1 |
1.18713 |
| 261 |
Lot 1 |
1.06815 |
| 262 |
Lot 1 |
1.02658 |
| 263 |
Lot 1 |
1.03643 |
| 264 |
Lot 1 |
0.80820 |
| 265 |
Lot 1 |
0.92839 |
| 266 |
Lot 1 |
1.06273 |
| 267 |
Lot 1 |
0.92186 |
| 268 |
Lot 1 |
1.28990 |
| 269 |
Lot 1 |
1.04487 |
| 270 |
Lot 1 |
0.99306 |
| 271 |
Lot 1 |
0.86009 |
| 272 |
Lot 1 |
0.84260 |
| 273 |
Lot 1 |
1.21870 |
| 274 |
Lot 1 |
1.09425 |
| 275 |
Lot 1 |
1.13851 |
| 276 |
Lot 1 |
0.76016 |
| 277 |
Lot 1 |
0.85859 |
| 278 |
Lot 1 |
0.96271 |
| 279 |
Lot 1 |
1.07202 |
| 280 |
Lot 1 |
1.21126 |
| 281 |
Lot 1 |
0.92513 |
| 282 |
Lot 1 |
1.06928 |
| 283 |
Lot 1 |
1.12546 |
| 284 |
Lot 1 |
0.95251 |
| 285 |
Lot 1 |
0.92197 |
| 286 |
Lot 1 |
1.01062 |
| 287 |
Lot 1 |
1.00520 |
| 288 |
Lot 1 |
1.16058 |
| 289 |
Lot 1 |
1.23882 |
| 290 |
Lot 1 |
0.82078 |
| 291 |
Lot 1 |
1.02657 |
| 292 |
Lot 1 |
1.30588 |
| 293 |
Lot 1 |
0.78992 |
| 294 |
Lot 1 |
1.13878 |
| 295 |
Lot 1 |
1.14559 |
| 296 |
Lot 1 |
0.97329 |
| 297 |
Lot 1 |
0.82309 |
| 298 |
Lot 1 |
1.10049 |
| 299 |
Lot 1 |
1.05913 |
| 300 |
Lot 1 |
0.99631 |
| 301 |
Lot 1 |
0.58167 |
| 302 |
Lot 1 |
0.78721 |
| 303 |
Lot 1 |
1.07577 |
| 304 |
Lot 1 |
1.05847 |
| 305 |
Lot 1 |
1.06271 |
| 306 |
Lot 1 |
1.14389 |
| 307 |
Lot 1 |
1.09169 |
| 308 |
Lot 1 |
1.01135 |
| 309 |
Lot 1 |
0.87350 |
| 310 |
Lot 1 |
0.97397 |
| 311 |
Lot 1 |
1.08476 |
| 312 |
Lot 1 |
1.03201 |
| 313 |
Lot 1 |
1.07765 |
| 314 |
Lot 1 |
0.91985 |
| 315 |
Lot 1 |
1.26156 |
| 316 |
Lot 1 |
0.74085 |
| 317 |
Lot 1 |
0.97648 |
| 318 |
Lot 1 |
0.93587 |
| 319 |
Lot 1 |
0.83761 |
| 320 |
Lot 1 |
1.07228 |
| 321 |
Lot 1 |
1.03766 |
| 322 |
Lot 1 |
0.93282 |
| 323 |
Lot 1 |
0.89511 |
| 324 |
Lot 1 |
0.83302 |
| 325 |
Lot 1 |
0.90759 |
| 326 |
Lot 1 |
1.14941 |
| 327 |
Lot 1 |
1.00402 |
| 328 |
Lot 1 |
0.85776 |
| 329 |
Lot 1 |
0.87176 |
| 330 |
Lot 1 |
0.75069 |
| 331 |
Lot 1 |
1.19017 |
| 332 |
Lot 1 |
1.13348 |
| 333 |
Lot 1 |
1.13666 |
| 334 |
Lot 1 |
0.77605 |
| 335 |
Lot 1 |
1.02861 |
| 336 |
Lot 1 |
0.94962 |
| 337 |
Lot 1 |
0.77490 |
| 338 |
Lot 1 |
0.89101 |
| 339 |
Lot 1 |
0.90023 |
| 340 |
Lot 1 |
0.95937 |
| 341 |
Lot 1 |
0.95409 |
| 342 |
Lot 1 |
1.08104 |
| 343 |
Lot 1 |
1.02915 |
| 344 |
Lot 1 |
0.97582 |
| 345 |
Lot 1 |
0.99706 |
| 346 |
Lot 1 |
0.86439 |
| 347 |
Lot 1 |
1.16442 |
| 348 |
Lot 1 |
1.05256 |
| 349 |
Lot 1 |
0.96856 |
| 350 |
Lot 1 |
0.91336 |
| 351 |
Lot 1 |
1.06171 |
| 352 |
Lot 1 |
1.11631 |
| 353 |
Lot 1 |
0.97325 |
| 354 |
Lot 1 |
1.03320 |
| 355 |
Lot 1 |
0.88019 |
| 356 |
Lot 1 |
1.02235 |
| 357 |
Lot 1 |
0.98498 |
| 358 |
Lot 1 |
0.95237 |
| 359 |
Lot 1 |
0.86023 |
| 360 |
Lot 1 |
1.13776 |
| 361 |
Lot 1 |
1.14509 |
| 362 |
Lot 1 |
1.26388 |
| 363 |
Lot 1 |
0.83942 |
| 364 |
Lot 1 |
0.81729 |
| 365 |
Lot 1 |
0.91473 |
| 366 |
Lot 1 |
1.02040 |
| 367 |
Lot 1 |
0.96172 |
| 368 |
Lot 1 |
0.94632 |
| 369 |
Lot 1 |
1.16828 |
| 370 |
Lot 1 |
1.02819 |
| 371 |
Lot 1 |
0.88889 |
| 372 |
Lot 1 |
1.07404 |
| 373 |
Lot 1 |
1.05563 |
| 374 |
Lot 1 |
1.08772 |
| 375 |
Lot 1 |
0.95101 |
| 376 |
Lot 1 |
0.98731 |
| 377 |
Lot 1 |
1.37613 |
| 378 |
Lot 1 |
1.10483 |
| 379 |
Lot 1 |
0.87914 |
| 380 |
Lot 1 |
1.05345 |
| 381 |
Lot 1 |
1.17747 |
| 382 |
Lot 1 |
0.92557 |
| 383 |
Lot 1 |
1.14113 |
| 384 |
Lot 1 |
0.85962 |
| 385 |
Lot 1 |
1.24439 |
| 386 |
Lot 1 |
0.96871 |
| 387 |
Lot 1 |
1.03666 |
| 388 |
Lot 1 |
1.12320 |
| 389 |
Lot 1 |
1.09931 |
| 390 |
Lot 1 |
1.13728 |
| 391 |
Lot 1 |
1.22156 |
| 392 |
Lot 1 |
0.88668 |
| 393 |
Lot 1 |
0.93462 |
| 394 |
Lot 1 |
1.30317 |
| 395 |
Lot 1 |
0.92770 |
| 396 |
Lot 1 |
0.99883 |
| 397 |
Lot 1 |
1.06286 |
| 398 |
Lot 1 |
0.92223 |
| 399 |
Lot 1 |
1.25947 |
| 400 |
Lot 1 |
0.75494 |
| 401 |
Lot 1 |
1.23728 |
| 402 |
Lot 1 |
1.16820 |
| 403 |
Lot 1 |
1.09464 |
| 404 |
Lot 1 |
1.06317 |
| 405 |
Lot 1 |
0.78486 |
| 406 |
Lot 1 |
0.94798 |
| 407 |
Lot 1 |
0.96959 |
| 408 |
Lot 1 |
0.90050 |
| 409 |
Lot 1 |
0.98024 |
| 410 |
Lot 1 |
0.87796 |
| 411 |
Lot 1 |
0.87050 |
| 412 |
Lot 1 |
1.00332 |
| 413 |
Lot 1 |
0.83485 |
| 414 |
Lot 1 |
1.10919 |
| 415 |
Lot 1 |
1.15233 |
| 416 |
Lot 1 |
1.19583 |
| 417 |
Lot 1 |
1.21448 |
| 418 |
Lot 1 |
1.00274 |
| 419 |
Lot 1 |
0.95384 |
| 420 |
Lot 1 |
0.81624 |
| 421 |
Lot 1 |
1.15935 |
| 422 |
Lot 1 |
0.80069 |
| 423 |
Lot 1 |
0.99298 |
| 424 |
Lot 1 |
0.89302 |
| 425 |
Lot 1 |
1.16733 |
| 426 |
Lot 2 |
1.47311 |
| 427 |
Lot 2 |
1.47378 |
| 428 |
Lot 2 |
1.37084 |
| 429 |
Lot 2 |
1.45776 |
| 430 |
Lot 2 |
1.37604 |
| 431 |
Lot 2 |
1.44098 |
| 432 |
Lot 2 |
1.48916 |
| 433 |
Lot 2 |
1.41008 |
| 434 |
Lot 2 |
1.58153 |
| 435 |
Lot 2 |
1.50578 |
| 436 |
Lot 2 |
1.34393 |
| 437 |
Lot 2 |
1.30833 |
| 438 |
Lot 2 |
1.40812 |
| 439 |
Lot 2 |
1.53495 |
| 440 |
Lot 2 |
1.64652 |
| 441 |
Lot 2 |
1.27827 |
| 442 |
Lot 2 |
1.65530 |
| 443 |
Lot 2 |
1.62507 |
| 444 |
Lot 2 |
1.57813 |
| 445 |
Lot 2 |
1.41918 |
| 446 |
Lot 2 |
1.60624 |
| 447 |
Lot 2 |
1.61938 |
| 448 |
Lot 2 |
1.71623 |
| 449 |
Lot 2 |
1.48242 |
| 450 |
Lot 2 |
1.44491 |
| 451 |
Lot 2 |
1.45570 |
| 452 |
Lot 2 |
1.55329 |
| 453 |
Lot 2 |
1.43074 |
| 454 |
Lot 2 |
1.48977 |
| 455 |
Lot 2 |
1.54205 |
| 456 |
Lot 2 |
1.54611 |
| 457 |
Lot 2 |
1.45623 |
| 458 |
Lot 2 |
1.36377 |
| 459 |
Lot 2 |
1.54879 |
| 460 |
Lot 2 |
1.38848 |
| 461 |
Lot 2 |
1.65625 |
| 462 |
Lot 2 |
1.65400 |
| 463 |
Lot 2 |
1.50411 |
| 464 |
Lot 2 |
1.61424 |
| 465 |
Lot 2 |
1.64734 |
| 466 |
Lot 2 |
1.41052 |
| 467 |
Lot 2 |
1.45566 |
| 468 |
Lot 2 |
1.54403 |
| 469 |
Lot 2 |
1.35005 |
| 470 |
Lot 2 |
1.60132 |
| 471 |
Lot 2 |
1.43309 |
| 472 |
Lot 2 |
1.35735 |
| 473 |
Lot 2 |
1.31913 |
| 474 |
Lot 2 |
1.45451 |
| 475 |
Lot 2 |
1.28999 |
| 476 |
Lot 2 |
1.54343 |
| 477 |
Lot 2 |
1.38419 |
| 478 |
Lot 2 |
1.43404 |
| 479 |
Lot 2 |
1.43295 |
| 480 |
Lot 2 |
1.46571 |
| 481 |
Lot 2 |
1.56659 |
| 482 |
Lot 2 |
1.49731 |
| 483 |
Lot 2 |
1.38164 |
| 484 |
Lot 2 |
1.79790 |
| 485 |
Lot 2 |
1.49774 |
| 486 |
Lot 2 |
1.26602 |
| 487 |
Lot 2 |
1.46852 |
| 488 |
Lot 2 |
1.33706 |
| 489 |
Lot 2 |
1.61825 |
| 490 |
Lot 2 |
1.47046 |
| 491 |
Lot 2 |
1.32831 |
| 492 |
Lot 2 |
1.52918 |
| 493 |
Lot 2 |
1.23784 |
| 494 |
Lot 2 |
1.73236 |
| 495 |
Lot 2 |
1.37473 |
| 496 |
Lot 2 |
1.53700 |
| 497 |
Lot 2 |
1.29003 |
| 498 |
Lot 2 |
1.48763 |
| 499 |
Lot 2 |
1.30551 |
| 500 |
Lot 2 |
1.60653 |
| 501 |
Lot 2 |
1.48433 |
| 502 |
Lot 2 |
1.36471 |
| 503 |
Lot 2 |
1.63190 |
| 504 |
Lot 2 |
1.59147 |
| 505 |
Lot 2 |
1.54531 |
| 506 |
Lot 2 |
1.50954 |
| 507 |
Lot 2 |
1.62686 |
| 508 |
Lot 2 |
1.50484 |
| 509 |
Lot 2 |
1.48394 |
| 510 |
Lot 2 |
1.44807 |
| 511 |
Lot 2 |
1.42326 |
| 512 |
Lot 2 |
1.58195 |
| 513 |
Lot 2 |
1.56949 |
| 514 |
Lot 2 |
1.64320 |
| 515 |
Lot 2 |
1.59578 |
| 516 |
Lot 2 |
1.37527 |
| 517 |
Lot 2 |
1.52312 |
| 518 |
Lot 2 |
1.49760 |
| 519 |
Lot 2 |
1.46567 |
| 520 |
Lot 2 |
1.49738 |
| 521 |
Lot 2 |
1.56914 |
| 522 |
Lot 2 |
1.43669 |
| 523 |
Lot 2 |
1.32954 |
| 524 |
Lot 2 |
1.54257 |
| 525 |
Lot 2 |
1.48797 |
| 526 |
Lot 2 |
1.45981 |
| 527 |
Lot 2 |
1.58808 |
| 528 |
Lot 2 |
1.49669 |
| 529 |
Lot 2 |
1.66566 |
| 530 |
Lot 2 |
1.54797 |
| 531 |
Lot 2 |
1.68836 |
| 532 |
Lot 2 |
1.60706 |
| 533 |
Lot 2 |
1.34787 |
| 534 |
Lot 2 |
1.90138 |
| 535 |
Lot 2 |
1.67119 |
| 536 |
Lot 2 |
1.65648 |
| 537 |
Lot 2 |
1.24417 |
| 538 |
Lot 2 |
1.48168 |
| 539 |
Lot 2 |
1.43169 |
| 540 |
Lot 2 |
1.54324 |
| 541 |
Lot 2 |
1.42634 |
| 542 |
Lot 2 |
1.45135 |
| 543 |
Lot 2 |
1.50635 |
| 544 |
Lot 2 |
1.55570 |
| 545 |
Lot 2 |
1.58583 |
| 546 |
Lot 2 |
1.52167 |
| 547 |
Lot 2 |
1.49809 |
| 548 |
Lot 2 |
1.54848 |
| 549 |
Lot 2 |
1.49417 |
| 550 |
Lot 2 |
1.33012 |
| 551 |
Lot 2 |
1.57136 |
| 552 |
Lot 2 |
1.48511 |
| 553 |
Lot 2 |
1.39433 |
| 554 |
Lot 2 |
1.61783 |
| 555 |
Lot 2 |
1.45626 |
| 556 |
Lot 2 |
1.57379 |
| 557 |
Lot 2 |
1.52895 |
| 558 |
Lot 2 |
1.53779 |
| 559 |
Lot 2 |
1.78524 |
| 560 |
Lot 2 |
1.43078 |
| 561 |
Lot 2 |
1.64584 |
| 562 |
Lot 2 |
1.44497 |
| 563 |
Lot 2 |
1.33850 |
| 564 |
Lot 2 |
1.43922 |
| 565 |
Lot 2 |
1.38815 |
| 566 |
Lot 2 |
1.54659 |
| 567 |
Lot 2 |
1.63583 |
| 568 |
Lot 2 |
1.67751 |
| 569 |
Lot 2 |
1.35324 |
| 570 |
Lot 2 |
1.58295 |
| 571 |
Lot 2 |
1.81766 |
| 572 |
Lot 2 |
1.30772 |
| 573 |
Lot 2 |
1.31634 |
| 574 |
Lot 2 |
1.47960 |
| 575 |
Lot 2 |
1.44478 |
| 576 |
Lot 2 |
1.69606 |
| 577 |
Lot 2 |
1.45339 |
| 578 |
Lot 2 |
1.52202 |
| 579 |
Lot 2 |
1.35534 |
| 580 |
Lot 2 |
1.56046 |
| 581 |
Lot 2 |
1.61808 |
| 582 |
Lot 2 |
1.72785 |
| 583 |
Lot 2 |
1.53807 |
| 584 |
Lot 2 |
1.84108 |
| 585 |
Lot 2 |
1.34975 |
| 586 |
Lot 2 |
1.37743 |
| 587 |
Lot 2 |
1.73260 |
| 588 |
Lot 2 |
1.59806 |
| 589 |
Lot 2 |
1.46346 |
| 590 |
Lot 2 |
1.82014 |
| 591 |
Lot 2 |
1.48668 |
| 592 |
Lot 2 |
1.63524 |
| 593 |
Lot 2 |
1.68510 |
| 594 |
Lot 2 |
1.32401 |
| 595 |
Lot 2 |
1.35924 |
| 596 |
Lot 2 |
1.34219 |
| 597 |
Lot 2 |
1.33713 |
| 598 |
Lot 2 |
1.50268 |
| 599 |
Lot 2 |
1.70776 |
| 600 |
Lot 2 |
1.37963 |
| 601 |
Lot 2 |
1.40600 |
| 602 |
Lot 2 |
1.54938 |
| 603 |
Lot 2 |
1.37180 |
| 604 |
Lot 2 |
1.41624 |
| 605 |
Lot 2 |
1.52192 |
| 606 |
Lot 2 |
1.31297 |
| 607 |
Lot 2 |
1.17108 |
| 608 |
Lot 2 |
1.64865 |
| 609 |
Lot 2 |
1.45247 |
| 610 |
Lot 2 |
1.66487 |
| 611 |
Lot 2 |
1.53230 |
| 612 |
Lot 2 |
1.55120 |
| 613 |
Lot 2 |
1.38835 |
| 614 |
Lot 2 |
1.51061 |
| 615 |
Lot 2 |
1.42387 |
| 616 |
Lot 2 |
1.41539 |
| 617 |
Lot 2 |
1.59116 |
| 618 |
Lot 2 |
1.38320 |
| 619 |
Lot 2 |
1.59402 |
| 620 |
Lot 2 |
1.59106 |
| 621 |
Lot 2 |
1.58796 |
| 622 |
Lot 2 |
1.74233 |
| 623 |
Lot 2 |
1.57344 |
| 624 |
Lot 2 |
1.70301 |
| 625 |
Lot 2 |
1.43151 |
| 626 |
Lot 2 |
1.35495 |
| 627 |
Lot 2 |
1.35561 |
| 628 |
Lot 2 |
1.28954 |
| 629 |
Lot 2 |
1.53931 |
| 630 |
Lot 2 |
1.53672 |
| 631 |
Lot 2 |
1.19019 |
| 632 |
Lot 2 |
1.41069 |
| 633 |
Lot 2 |
1.35311 |
| 634 |
Lot 2 |
1.65804 |
| 635 |
Lot 2 |
1.41535 |
| 636 |
Lot 2 |
1.27464 |
| 637 |
Lot 2 |
1.25408 |
| 638 |
Lot 2 |
1.56758 |
| 639 |
Lot 2 |
1.42142 |
| 640 |
Lot 2 |
1.55744 |
| 641 |
Lot 2 |
1.61292 |
| 642 |
Lot 2 |
1.41969 |
| 643 |
Lot 2 |
1.66090 |
| 644 |
Lot 2 |
1.55590 |
| 645 |
Lot 2 |
1.65976 |
| 646 |
Lot 2 |
1.71899 |
| 647 |
Lot 2 |
1.32058 |
| 648 |
Lot 2 |
1.47373 |
| 649 |
Lot 2 |
1.29542 |
| 650 |
Lot 2 |
1.36759 |
| 651 |
Lot 2 |
1.72261 |
| 652 |
Lot 2 |
1.30517 |
| 653 |
Lot 2 |
1.44459 |
| 654 |
Lot 2 |
1.61234 |
| 655 |
Lot 2 |
1.65767 |
| 656 |
Lot 2 |
1.44459 |
| 657 |
Lot 2 |
1.42745 |
| 658 |
Lot 2 |
1.47802 |
| 659 |
Lot 2 |
1.75430 |
| 660 |
Lot 2 |
1.52337 |
| 661 |
Lot 2 |
1.61418 |
| 662 |
Lot 2 |
1.38014 |
| 663 |
Lot 2 |
1.58235 |
| 664 |
Lot 2 |
1.41702 |
| 665 |
Lot 2 |
1.28674 |
| 666 |
Lot 2 |
1.46387 |
| 667 |
Lot 2 |
1.46477 |
| 668 |
Lot 2 |
1.54026 |
| 669 |
Lot 2 |
1.52889 |
| 670 |
Lot 2 |
1.50646 |
| 671 |
Lot 2 |
1.53052 |
| 672 |
Lot 2 |
1.70727 |
| 673 |
Lot 2 |
1.49950 |
| 674 |
Lot 2 |
1.39294 |
| 675 |
Lot 2 |
1.36742 |
| 676 |
Lot 2 |
1.31805 |
| 677 |
Lot 2 |
1.54019 |
| 678 |
Lot 2 |
1.31095 |
| 679 |
Lot 2 |
1.43970 |
| 680 |
Lot 2 |
1.50818 |
| 681 |
Lot 2 |
1.42585 |
| 682 |
Lot 2 |
1.38156 |
| 683 |
Lot 2 |
1.54966 |
| 684 |
Lot 2 |
1.46781 |
| 685 |
Lot 2 |
1.62361 |
| 686 |
Lot 2 |
1.50676 |
| 687 |
Lot 2 |
1.54552 |
| 688 |
Lot 2 |
1.45274 |
| 689 |
Lot 2 |
1.45830 |
| 690 |
Lot 2 |
1.47613 |
| 691 |
Lot 2 |
1.49769 |
| 692 |
Lot 2 |
1.38806 |
| 693 |
Lot 2 |
1.40342 |
| 694 |
Lot 2 |
1.14409 |
| 695 |
Lot 2 |
1.41095 |
| 696 |
Lot 2 |
1.59593 |
| 697 |
Lot 2 |
1.22509 |
| 698 |
Lot 2 |
1.51492 |
| 699 |
Lot 2 |
1.56627 |
| 700 |
Lot 2 |
1.46945 |
| 701 |
Lot 2 |
1.56167 |
| 702 |
Lot 2 |
1.43441 |
| 703 |
Lot 2 |
1.78195 |
| 704 |
Lot 2 |
1.47754 |
| 705 |
Lot 2 |
1.24751 |
| 706 |
Lot 2 |
1.45636 |
| 707 |
Lot 2 |
1.53501 |
| 708 |
Lot 2 |
1.47189 |
| 709 |
Lot 2 |
1.20527 |
| 710 |
Lot 2 |
1.41246 |
| 711 |
Lot 2 |
1.54389 |
| 712 |
Lot 2 |
1.66847 |
| 713 |
Lot 2 |
1.79702 |
| 714 |
Lot 2 |
1.49514 |
| 715 |
Lot 2 |
1.67578 |
| 716 |
Lot 2 |
1.46302 |
| 717 |
Lot 2 |
1.66952 |
| 718 |
Lot 2 |
1.34817 |
| 719 |
Lot 2 |
1.57949 |
| 720 |
Lot 2 |
1.60327 |
| 721 |
Lot 2 |
1.48056 |
| 722 |
Lot 2 |
1.52580 |
| 723 |
Lot 2 |
1.57490 |
| 724 |
Lot 2 |
1.24903 |
| 725 |
Lot 2 |
1.56475 |
| 726 |
Lot 2 |
1.32832 |
| 727 |
Lot 2 |
1.39252 |
| 728 |
Lot 2 |
1.47083 |
| 729 |
Lot 2 |
1.34095 |
| 730 |
Lot 2 |
1.40270 |
| 731 |
Lot 2 |
1.41603 |
| 732 |
Lot 2 |
1.54966 |
| 733 |
Lot 2 |
1.24927 |
| 734 |
Lot 2 |
1.62829 |
| 735 |
Lot 2 |
1.36251 |
| 736 |
Lot 2 |
1.33094 |
| 737 |
Lot 2 |
1.55609 |
| 738 |
Lot 2 |
1.33021 |
| 739 |
Lot 2 |
1.48687 |
| 740 |
Lot 2 |
1.39493 |
| 741 |
Lot 2 |
1.52113 |
| 742 |
Lot 2 |
1.52397 |
| 743 |
Lot 2 |
1.00937 |
| 744 |
Lot 2 |
1.29215 |
| 745 |
Lot 2 |
1.42786 |
| 746 |
Lot 2 |
1.41809 |
| 747 |
Lot 2 |
1.61111 |
| 748 |
Lot 2 |
1.52887 |
| 749 |
Lot 2 |
1.32184 |
| 750 |
Lot 2 |
1.61972 |
| 751 |
Lot 2 |
1.23627 |
| 752 |
Lot 2 |
1.39387 |
| 753 |
Lot 2 |
1.61852 |
| 754 |
Lot 2 |
1.53792 |
| 755 |
Lot 2 |
1.46759 |
| 756 |
Lot 2 |
1.52640 |
| 757 |
Lot 2 |
1.56763 |
| 758 |
Lot 2 |
1.52088 |
| 759 |
Lot 2 |
1.45015 |
| 760 |
Lot 2 |
1.24149 |
| 761 |
Lot 2 |
1.50208 |
| 762 |
Lot 2 |
1.47015 |
| 763 |
Lot 2 |
1.45432 |
| 764 |
Lot 2 |
1.77834 |
| 765 |
Lot 2 |
1.63856 |
| 766 |
Lot 2 |
1.42169 |
| 767 |
Lot 2 |
1.32376 |
| 768 |
Lot 2 |
1.63391 |
| 769 |
Lot 2 |
1.39325 |
| 770 |
Lot 2 |
1.72380 |
| 771 |
Lot 2 |
1.54790 |
| 772 |
Lot 2 |
1.45768 |
| 773 |
Lot 2 |
1.32716 |
| 774 |
Lot 2 |
1.37573 |
| 775 |
Lot 2 |
1.39244 |
| 776 |
Lot 2 |
1.52063 |
| 777 |
Lot 2 |
1.51445 |
| 778 |
Lot 2 |
1.59107 |
| 779 |
Lot 2 |
1.48473 |
| 780 |
Lot 2 |
1.20472 |
| 781 |
Lot 2 |
1.16401 |
| 782 |
Lot 2 |
1.41484 |
| 783 |
Lot 2 |
1.55454 |
| 784 |
Lot 2 |
1.34961 |
| 785 |
Lot 2 |
1.66510 |
| 786 |
Lot 2 |
1.40634 |
| 787 |
Lot 2 |
1.46409 |
| 788 |
Lot 2 |
1.25743 |
| 789 |
Lot 2 |
1.43833 |
| 790 |
Lot 2 |
1.42760 |
| 791 |
Lot 2 |
1.71957 |
| 792 |
Lot 2 |
1.61184 |
| 793 |
Lot 2 |
1.63072 |
| 794 |
Lot 2 |
1.54718 |
| 795 |
Lot 2 |
1.45513 |
| 796 |
Lot 2 |
1.63686 |
| 797 |
Lot 2 |
1.38180 |
| 798 |
Lot 2 |
1.57006 |
| 799 |
Lot 2 |
1.37843 |
| 800 |
Lot 2 |
1.67382 |
| 801 |
Lot 2 |
1.43103 |
| 802 |
Lot 2 |
1.30835 |
| 803 |
Lot 2 |
1.64154 |
| 804 |
Lot 2 |
1.44140 |
| 805 |
Lot 2 |
1.33580 |
| 806 |
Lot 2 |
1.09593 |
| 807 |
Lot 2 |
1.24077 |
| 808 |
Lot 2 |
1.45304 |
| 809 |
Lot 2 |
1.61270 |
| 810 |
Lot 2 |
1.55860 |
| 811 |
Lot 2 |
1.36415 |
| 812 |
Lot 2 |
1.52350 |
| 813 |
Lot 2 |
1.43309 |
| 814 |
Lot 2 |
1.63299 |
| 815 |
Lot 2 |
1.28368 |
| 816 |
Lot 2 |
1.49338 |
| 817 |
Lot 2 |
1.31346 |
| 818 |
Lot 2 |
1.30865 |
| 819 |
Lot 2 |
1.65851 |
| 820 |
Lot 2 |
1.70701 |
| 821 |
Lot 2 |
1.48047 |
| 822 |
Lot 2 |
1.51725 |
| 823 |
Lot 2 |
1.65449 |
| 824 |
Lot 2 |
1.59358 |
| 825 |
Lot 2 |
1.55675 |
| 826 |
Lot 2 |
1.41275 |
| 827 |
Lot 2 |
1.45033 |
| 828 |
Lot 2 |
1.28325 |
| 829 |
Lot 2 |
1.30644 |
| 830 |
Lot 2 |
1.57454 |
| 831 |
Lot 2 |
1.55369 |
| 832 |
Lot 2 |
1.42407 |
| 833 |
Lot 2 |
1.37259 |
| 834 |
Lot 2 |
1.53697 |
| 835 |
Lot 2 |
1.45393 |
| 836 |
Lot 2 |
1.48936 |
| 837 |
Lot 2 |
1.52773 |
| 838 |
Lot 2 |
1.60130 |
| 839 |
Lot 2 |
1.35470 |
| 840 |
Lot 2 |
1.66643 |
| 841 |
Lot 2 |
1.47163 |
| 842 |
Lot 2 |
1.42790 |
| 843 |
Lot 2 |
1.58815 |
| 844 |
Lot 2 |
1.56431 |
| 845 |
Lot 2 |
1.40448 |
| 846 |
Lot 2 |
1.55292 |
| 847 |
Lot 2 |
1.34133 |
| 848 |
Lot 2 |
1.45676 |
| 849 |
Lot 2 |
1.36231 |
| 850 |
Lot 2 |
1.56449 |
| 851 |
Lot 2 |
1.46608 |
| 852 |
Lot 2 |
1.62492 |
| 853 |
Lot 2 |
1.31140 |
| 854 |
Lot 2 |
1.56976 |
| 855 |
Lot 2 |
1.46419 |
| 856 |
Lot 2 |
1.44885 |
| 857 |
Lot 2 |
1.39514 |
| 858 |
Lot 2 |
1.46187 |
| 859 |
Lot 2 |
1.37966 |
| 860 |
Lot 2 |
1.55513 |
| 861 |
Lot 2 |
1.17741 |
| 862 |
Lot 2 |
1.61359 |
| 863 |
Lot 2 |
1.47488 |
| 864 |
Lot 2 |
1.45336 |
| 865 |
Lot 2 |
1.45136 |
| 866 |
Lot 2 |
1.37233 |
| 867 |
Lot 2 |
1.45759 |
| 868 |
Lot 2 |
1.61259 |
| 869 |
Lot 2 |
1.55266 |
| 870 |
Lot 2 |
1.43994 |
| 871 |
Lot 2 |
1.22339 |
| 872 |
Lot 2 |
1.79732 |
| 873 |
Lot 2 |
1.61525 |
| 874 |
Lot 2 |
1.48528 |
| 875 |
Lot 2 |
1.49657 |
| 876 |
Lot 2 |
1.44674 |
| 877 |
Lot 2 |
1.45677 |
| 878 |
Lot 2 |
1.44845 |
| 879 |
Lot 2 |
1.59821 |
| 880 |
Lot 2 |
1.60446 |
| 881 |
Lot 2 |
1.46961 |
| 882 |
Lot 2 |
1.55370 |
| 883 |
Lot 2 |
1.70478 |
| 884 |
Lot 2 |
1.44140 |
| 885 |
Lot 2 |
1.46037 |
| 886 |
Lot 2 |
1.36754 |
| 887 |
Lot 2 |
1.30677 |
| 888 |
Lot 2 |
1.52161 |
| 889 |
Lot 2 |
1.60725 |
| 890 |
Lot 2 |
1.43852 |
| 891 |
Lot 2 |
1.66089 |
| 892 |
Lot 2 |
1.63517 |
| 893 |
Lot 2 |
1.47391 |
| 894 |
Lot 2 |
1.40687 |
| 895 |
Lot 2 |
1.39367 |
| 896 |
Lot 2 |
1.51964 |
| 897 |
Lot 2 |
1.47369 |
| 898 |
Lot 2 |
1.41530 |
| 899 |
Lot 2 |
1.50512 |
| 900 |
Lot 2 |
1.78236 |
| 901 |
Lot 2 |
1.27624 |
| 902 |
Lot 2 |
1.17777 |
| 903 |
Lot 2 |
1.68548 |
| 904 |
Lot 2 |
1.48111 |
| 905 |
Lot 2 |
1.81923 |
| 906 |
Lot 2 |
1.61345 |
| 907 |
Lot 2 |
1.63498 |
| 908 |
Lot 2 |
1.29088 |
| 909 |
Lot 2 |
1.58176 |
| 910 |
Lot 2 |
1.32086 |
| 911 |
Lot 2 |
1.44865 |
| 912 |
Lot 2 |
1.63069 |
| 913 |
Lot 2 |
1.65280 |
| 914 |
Lot 2 |
1.39127 |
| 915 |
Lot 2 |
1.44854 |
| 916 |
Lot 2 |
1.27377 |
| 917 |
Lot 2 |
1.18443 |
| 918 |
Lot 2 |
1.24800 |
| 919 |
Lot 2 |
1.45834 |
| 920 |
Lot 2 |
1.61849 |
| 921 |
Lot 2 |
1.30137 |
| 922 |
Lot 2 |
1.54326 |
| 923 |
Lot 2 |
1.67289 |
| 924 |
Lot 2 |
1.43097 |
| 925 |
Lot 2 |
1.39117 |
| 926 |
Lot 3 |
2.04266 |
| 927 |
Lot 3 |
2.07960 |
| 928 |
Lot 3 |
2.16395 |
| 929 |
Lot 3 |
1.79549 |
| 930 |
Lot 3 |
2.15640 |
| 931 |
Lot 3 |
1.86307 |
| 932 |
Lot 3 |
1.95628 |
| 933 |
Lot 3 |
2.07610 |
| 934 |
Lot 3 |
2.07416 |
| 935 |
Lot 3 |
2.28429 |
| 936 |
Lot 3 |
2.00682 |
| 937 |
Lot 3 |
2.24903 |
| 938 |
Lot 3 |
1.92413 |
| 939 |
Lot 3 |
1.88491 |
| 940 |
Lot 3 |
2.16160 |
| 941 |
Lot 3 |
1.96278 |
| 942 |
Lot 3 |
1.91233 |
| 943 |
Lot 3 |
2.08217 |
| 944 |
Lot 3 |
2.22482 |
| 945 |
Lot 3 |
2.03489 |
| 946 |
Lot 3 |
1.97437 |
| 947 |
Lot 3 |
2.07715 |
| 948 |
Lot 3 |
2.27395 |
| 949 |
Lot 3 |
1.94277 |
| 950 |
Lot 3 |
1.97253 |
| 951 |
Lot 3 |
1.88442 |
| 952 |
Lot 3 |
2.01456 |
| 953 |
Lot 3 |
1.74219 |
| 954 |
Lot 3 |
2.05303 |
| 955 |
Lot 3 |
1.85021 |
| 956 |
Lot 3 |
1.72481 |
| 957 |
Lot 3 |
2.16791 |
| 958 |
Lot 3 |
2.08421 |
| 959 |
Lot 3 |
2.14498 |
| 960 |
Lot 3 |
2.02017 |
| 961 |
Lot 3 |
2.00161 |
| 962 |
Lot 3 |
2.04126 |
| 963 |
Lot 3 |
2.12188 |
| 964 |
Lot 3 |
1.85126 |
| 965 |
Lot 3 |
2.00424 |
| 966 |
Lot 3 |
2.05069 |
| 967 |
Lot 3 |
2.03057 |
| 968 |
Lot 3 |
2.01860 |
| 969 |
Lot 3 |
1.87873 |
| 970 |
Lot 3 |
1.82393 |
| 971 |
Lot 3 |
2.15672 |
| 972 |
Lot 3 |
1.91205 |
| 973 |
Lot 3 |
2.02670 |
| 974 |
Lot 3 |
1.99349 |
| 975 |
Lot 3 |
1.97362 |
| 976 |
Lot 3 |
2.03783 |
| 977 |
Lot 3 |
1.72683 |
| 978 |
Lot 3 |
2.17071 |
| 979 |
Lot 3 |
1.94813 |
| 980 |
Lot 3 |
1.82908 |
| 981 |
Lot 3 |
1.80623 |
| 982 |
Lot 3 |
1.98269 |
| 983 |
Lot 3 |
2.04678 |
| 984 |
Lot 3 |
2.09196 |
| 985 |
Lot 3 |
2.07484 |
| 986 |
Lot 3 |
1.94882 |
| 987 |
Lot 3 |
1.81773 |
| 988 |
Lot 3 |
1.98002 |
| 989 |
Lot 3 |
2.07046 |
| 990 |
Lot 3 |
1.93806 |
| 991 |
Lot 3 |
1.91534 |
| 992 |
Lot 3 |
1.82352 |
| 993 |
Lot 3 |
2.21132 |
| 994 |
Lot 3 |
2.02926 |
| 995 |
Lot 3 |
1.91346 |
| 996 |
Lot 3 |
1.87191 |
| 997 |
Lot 3 |
1.86816 |
| 998 |
Lot 3 |
2.10903 |
| 999 |
Lot 3 |
2.26794 |
| 1000 |
Lot 3 |
2.09454 |
| 1001 |
Lot 3 |
2.04791 |
| 1002 |
Lot 3 |
2.29149 |
| 1003 |
Lot 3 |
2.10219 |
| 1004 |
Lot 3 |
2.08209 |
| 1005 |
Lot 3 |
1.92614 |
| 1006 |
Lot 3 |
1.80999 |
| 1007 |
Lot 3 |
2.02712 |
| 1008 |
Lot 3 |
2.17076 |
| 1009 |
Lot 3 |
1.74012 |
| 1010 |
Lot 3 |
1.79254 |
| 1011 |
Lot 3 |
2.14412 |
| 1012 |
Lot 3 |
1.84990 |
| 1013 |
Lot 3 |
2.34948 |
| 1014 |
Lot 3 |
1.83349 |
| 1015 |
Lot 3 |
2.08549 |
| 1016 |
Lot 3 |
2.13565 |
| 1017 |
Lot 3 |
2.29370 |
| 1018 |
Lot 3 |
2.06554 |
| 1019 |
Lot 3 |
2.22324 |
| 1020 |
Lot 3 |
1.98854 |
| 1021 |
Lot 3 |
2.20574 |
| 1022 |
Lot 3 |
2.19813 |
| 1023 |
Lot 3 |
1.85383 |
| 1024 |
Lot 3 |
2.00600 |
| 1025 |
Lot 3 |
1.84439 |
| 1026 |
Lot 3 |
1.86879 |
| 1027 |
Lot 3 |
1.82902 |
| 1028 |
Lot 3 |
1.87557 |
| 1029 |
Lot 3 |
1.82747 |
| 1030 |
Lot 3 |
2.00520 |
| 1031 |
Lot 3 |
1.74956 |
| 1032 |
Lot 3 |
1.93267 |
| 1033 |
Lot 3 |
1.88265 |
| 1034 |
Lot 3 |
2.09015 |
| 1035 |
Lot 3 |
2.05661 |
| 1036 |
Lot 3 |
2.01283 |
| 1037 |
Lot 3 |
2.17999 |
| 1038 |
Lot 3 |
2.08991 |
| 1039 |
Lot 3 |
1.85977 |
| 1040 |
Lot 3 |
2.09413 |
| 1041 |
Lot 3 |
1.81553 |
| 1042 |
Lot 3 |
2.00106 |
| 1043 |
Lot 3 |
2.13495 |
| 1044 |
Lot 3 |
1.79832 |
| 1045 |
Lot 3 |
2.12211 |
| 1046 |
Lot 3 |
2.10057 |
| 1047 |
Lot 3 |
2.03579 |
| 1048 |
Lot 3 |
2.05735 |
| 1049 |
Lot 3 |
2.11621 |
| 1050 |
Lot 3 |
1.81230 |
| 1051 |
Lot 3 |
1.93250 |
| 1052 |
Lot 3 |
2.27886 |
| 1053 |
Lot 3 |
2.21472 |
| 1054 |
Lot 3 |
1.92129 |
| 1055 |
Lot 3 |
2.43461 |
| 1056 |
Lot 3 |
1.83919 |
| 1057 |
Lot 3 |
2.05633 |
| 1058 |
Lot 3 |
1.94348 |
| 1059 |
Lot 3 |
2.03158 |
| 1060 |
Lot 3 |
2.02605 |
| 1061 |
Lot 3 |
1.98769 |
| 1062 |
Lot 3 |
2.04835 |
| 1063 |
Lot 3 |
1.89022 |
| 1064 |
Lot 3 |
2.07261 |
| 1065 |
Lot 3 |
1.90845 |
| 1066 |
Lot 3 |
1.92419 |
| 1067 |
Lot 3 |
1.91193 |
| 1068 |
Lot 3 |
2.14609 |
| 1069 |
Lot 3 |
2.00147 |
| 1070 |
Lot 3 |
2.04194 |
| 1071 |
Lot 3 |
2.17043 |
| 1072 |
Lot 3 |
2.30613 |
| 1073 |
Lot 3 |
1.90129 |
| 1074 |
Lot 3 |
1.90972 |
| 1075 |
Lot 3 |
2.14349 |
| 1076 |
Lot 3 |
2.09952 |
| 1077 |
Lot 3 |
2.01137 |
| 1078 |
Lot 3 |
1.93490 |
| 1079 |
Lot 3 |
2.13189 |
| 1080 |
Lot 3 |
2.09105 |
| 1081 |
Lot 3 |
2.02507 |
| 1082 |
Lot 3 |
2.05630 |
| 1083 |
Lot 3 |
2.17262 |
| 1084 |
Lot 3 |
2.04542 |
| 1085 |
Lot 3 |
2.20673 |
| 1086 |
Lot 3 |
2.16543 |
| 1087 |
Lot 3 |
1.98721 |
| 1088 |
Lot 3 |
1.91953 |
| 1089 |
Lot 3 |
2.09476 |
| 1090 |
Lot 3 |
1.91292 |
| 1091 |
Lot 3 |
1.73330 |
| 1092 |
Lot 3 |
1.99272 |
| 1093 |
Lot 3 |
2.15314 |
| 1094 |
Lot 3 |
1.93338 |
| 1095 |
Lot 3 |
1.95603 |
| 1096 |
Lot 3 |
2.00773 |
| 1097 |
Lot 3 |
2.27006 |
| 1098 |
Lot 3 |
1.94997 |
| 1099 |
Lot 3 |
1.81357 |
| 1100 |
Lot 3 |
1.93330 |
| 1101 |
Lot 3 |
1.81967 |
| 1102 |
Lot 3 |
2.04415 |
| 1103 |
Lot 3 |
2.33827 |
| 1104 |
Lot 3 |
2.21068 |
| 1105 |
Lot 3 |
1.99011 |
| 1106 |
Lot 3 |
1.90984 |
| 1107 |
Lot 3 |
2.00705 |
| 1108 |
Lot 3 |
2.17589 |
| 1109 |
Lot 3 |
2.19985 |
| 1110 |
Lot 3 |
2.17166 |
| 1111 |
Lot 3 |
1.89119 |
| 1112 |
Lot 3 |
2.09630 |
| 1113 |
Lot 3 |
1.60722 |
| 1114 |
Lot 3 |
2.04216 |
| 1115 |
Lot 3 |
2.23812 |
| 1116 |
Lot 3 |
1.84898 |
| 1117 |
Lot 3 |
2.11749 |
| 1118 |
Lot 3 |
2.22721 |
| 1119 |
Lot 3 |
2.01137 |
| 1120 |
Lot 3 |
2.19244 |
| 1121 |
Lot 3 |
1.86209 |
| 1122 |
Lot 3 |
2.09919 |
| 1123 |
Lot 3 |
1.98120 |
| 1124 |
Lot 3 |
1.90303 |
| 1125 |
Lot 3 |
2.15117 |
| 1126 |
Lot 3 |
2.14839 |
| 1127 |
Lot 3 |
1.86236 |
| 1128 |
Lot 3 |
2.11459 |
| 1129 |
Lot 3 |
1.90807 |
| 1130 |
Lot 3 |
2.04670 |
| 1131 |
Lot 3 |
2.29291 |
| 1132 |
Lot 3 |
1.95729 |
| 1133 |
Lot 3 |
2.00755 |
| 1134 |
Lot 3 |
2.09608 |
| 1135 |
Lot 3 |
1.96898 |
| 1136 |
Lot 3 |
1.94999 |
| 1137 |
Lot 3 |
1.76128 |
| 1138 |
Lot 3 |
2.01990 |
| 1139 |
Lot 3 |
1.96063 |
| 1140 |
Lot 3 |
1.75357 |
| 1141 |
Lot 3 |
1.97765 |
| 1142 |
Lot 3 |
2.00927 |
| 1143 |
Lot 3 |
1.93078 |
| 1144 |
Lot 3 |
1.94478 |
| 1145 |
Lot 3 |
2.08202 |
| 1146 |
Lot 3 |
2.01952 |
| 1147 |
Lot 3 |
2.00505 |
| 1148 |
Lot 3 |
2.09173 |
| 1149 |
Lot 3 |
1.95537 |
| 1150 |
Lot 3 |
2.03200 |
| 1151 |
Lot 3 |
2.05684 |
| 1152 |
Lot 3 |
1.72144 |
| 1153 |
Lot 3 |
2.10320 |
| 1154 |
Lot 3 |
1.96737 |
| 1155 |
Lot 3 |
2.06146 |
| 1156 |
Lot 3 |
1.81416 |
| 1157 |
Lot 3 |
2.21583 |
| 1158 |
Lot 3 |
2.01167 |
| 1159 |
Lot 3 |
2.29375 |
| 1160 |
Lot 3 |
2.20723 |
| 1161 |
Lot 3 |
1.99232 |
| 1162 |
Lot 3 |
2.04028 |
| 1163 |
Lot 3 |
2.41460 |
| 1164 |
Lot 3 |
2.16190 |
| 1165 |
Lot 3 |
2.00234 |
| 1166 |
Lot 3 |
2.01448 |
| 1167 |
Lot 3 |
1.82413 |
| 1168 |
Lot 3 |
1.89349 |
| 1169 |
Lot 3 |
1.88715 |
| 1170 |
Lot 3 |
1.70038 |
| 1171 |
Lot 3 |
2.09219 |
| 1172 |
Lot 3 |
1.84821 |
| 1173 |
Lot 3 |
1.84076 |
| 1174 |
Lot 3 |
1.96689 |
| 1175 |
Lot 3 |
2.11278 |
| 1176 |
Lot 3 |
1.66253 |
| 1177 |
Lot 3 |
2.03011 |
| 1178 |
Lot 3 |
1.87907 |
| 1179 |
Lot 3 |
2.13133 |
| 1180 |
Lot 3 |
2.08584 |
| 1181 |
Lot 3 |
2.10619 |
| 1182 |
Lot 3 |
2.06970 |
| 1183 |
Lot 3 |
1.98759 |
| 1184 |
Lot 3 |
2.05885 |
| 1185 |
Lot 3 |
2.29365 |
| 1186 |
Lot 3 |
1.73999 |
| 1187 |
Lot 3 |
2.02307 |
| 1188 |
Lot 3 |
2.13992 |
| 1189 |
Lot 3 |
2.09643 |
| 1190 |
Lot 3 |
1.92930 |
| 1191 |
Lot 3 |
1.96045 |
| 1192 |
Lot 3 |
2.28519 |
| 1193 |
Lot 3 |
1.95831 |
| 1194 |
Lot 3 |
1.97006 |
| 1195 |
Lot 3 |
1.97058 |
| 1196 |
Lot 3 |
1.82884 |
| 1197 |
Lot 3 |
2.01931 |
| 1198 |
Lot 3 |
2.13335 |
| 1199 |
Lot 3 |
1.96838 |
| 1200 |
Lot 3 |
1.99496 |
| 1201 |
Lot 3 |
1.79985 |
| 1202 |
Lot 3 |
2.34848 |
| 1203 |
Lot 3 |
2.23196 |
| 1204 |
Lot 3 |
1.95762 |
| 1205 |
Lot 3 |
2.15828 |
| 1206 |
Lot 3 |
2.07509 |
| 1207 |
Lot 3 |
2.05993 |
| 1208 |
Lot 3 |
2.02818 |
| 1209 |
Lot 3 |
2.17559 |
| 1210 |
Lot 3 |
1.82686 |
| 1211 |
Lot 3 |
2.13377 |
| 1212 |
Lot 3 |
2.04830 |
| 1213 |
Lot 3 |
1.90278 |
| 1214 |
Lot 3 |
2.06882 |
| 1215 |
Lot 3 |
2.14537 |
| 1216 |
Lot 3 |
1.95554 |
| 1217 |
Lot 3 |
2.14669 |
| 1218 |
Lot 3 |
1.89255 |
| 1219 |
Lot 3 |
2.15088 |
| 1220 |
Lot 3 |
2.04184 |
| 1221 |
Lot 3 |
1.95165 |
| 1222 |
Lot 3 |
1.92780 |
| 1223 |
Lot 3 |
2.21661 |
| 1224 |
Lot 3 |
1.74088 |
| 1225 |
Lot 3 |
1.91107 |
|
When you use kernel density estimates to explore a
data distribution, you should try
several choices for the bandwidth parameter c since
this determines the smoothness and closeness of the fit.
You can specify a list of C= values with the KERNEL option
to request multiple density estimates, as shown in
the following statements:
title "FET Channel Length Analysis";
legend1 frame cframe=ligr cborder=black position=center;
proc capability data=channel noprint;
histogram length / kernel(c = 0.25 0.50 0.75 1.00
l = 1 20 2 34
color=yellow)
cfill = blue
cframe = ligr
legend = legend1;
run;
The L= option specifies distinct line types for the curves
(the L= values are paired with the C= values in the order
listed).
The display, shown in Output 4.5.2, demonstrates
the effect of c. In general, larger values
of c yield smoother density estimates, and smaller
values yield estimates that more closely fit the data distribution.
Output 4.5.2: Multiple Kernel Density Estimates
Output 4.5.2 reveals strong trimodality in
the data, which are explored further
in "Creating a One-Way Comparative Histogram".
Copyright © 1999 by SAS Institute Inc., Cary, NC, USA. All rights reserved.
