├── README.md ├── cdnow_transaction_log.csv └── oreilly-an-intro-to-predictive-clv-tutorial.ipynb /README.md: -------------------------------------------------------------------------------- 1 | # oreilly-intro-to-predictive-clv 2 | Repo that contains the supporting material for O'Reilly Webinar "An Intro to Predictive Modeling for Customer Lifetime Value" 3 | -------------------------------------------------------------------------------- /cdnow_transaction_log.csv: -------------------------------------------------------------------------------- 1 | cust,date,sales 2 | 4,1997-01-18,29.73 3 | 4,1997-08-02,14.96 4 | 4,1997-12-12,26.48 5 | 18,1997-01-04,14.96 6 | 21,1997-01-01,63.34 7 | 21,1997-01-13,11.77 8 | 50,1997-01-01,6.79 9 | 60,1997-02-01,21.75 10 | 71,1997-01-01,13.97 11 | 86,1997-01-01,23.94 12 | 111,1997-01-01,35.99 13 | 111,1997-01-11,32.99 14 | 111,1997-03-15,77.96 15 | 111,1997-04-16,59.3 16 | 111,1997-04-24,134.98 17 | 111,1997-06-23,91.92 18 | 111,1997-07-22,47.08 19 | 111,1997-07-26,71.96 20 | 111,1997-10-25,78.47 21 | 111,1997-12-06,83.47 22 | 111,1998-01-18,84.46 23 | 111,1998-02-15,123.96 24 | 111,1998-02-21,32.98 25 | 111,1998-02-26,23.06 26 | 111,1998-05-10,72.99 27 | 111,1998-06-20,55.47 28 | 112,1997-01-01,11.77 29 | 112,1997-02-05,11.77 30 | 113,1997-01-01,32.91 31 | 113,1998-03-04,15.27 32 | 113,1998-03-07,11.49 33 | 114,1997-01-01,16.36 34 | 114,1997-05-01,28.13 35 | 114,1997-09-08,22.97 36 | 114,1998-02-10,28.49 37 | 114,1998-02-11,28.98 38 | 131,1997-01-01,30.32 39 | 133,1997-01-01,18.99 40 | 133,1997-01-27,14.37 41 | 133,1997-02-01,9.77 42 | 133,1997-03-02,15.99 43 | 133,1997-05-04,47.33 44 | 133,1997-06-21,59.74 45 | 133,1997-11-11,32.98 46 | 151,1997-01-01,13.97 47 | 166,1997-01-01,29.53 48 | 166,1997-11-30,16.48 49 | 166,1997-12-13,36.97 50 | 166,1997-12-21,17.98 51 | 166,1997-12-24,36.97 52 | 166,1998-02-24,11.49 53 | 166,1998-03-18,11.88 54 | 166,1998-05-27,11.88 55 | 167,1997-01-19,30.32 56 | 167,1997-01-21,13.77 57 | 167,1997-03-08,14.96 58 | 167,1997-06-14,24.95 59 | 167,1997-10-11,12.99 60 | 167,1997-10-30,59.49 61 | 167,1997-11-23,11.49 62 | 167,1997-12-10,18.49 63 | 181,1997-01-01,43.7 64 | 198,1997-01-01,15.76 65 | 208,1997-01-11,63.25 66 | 208,1998-02-21,70.38 67 | 221,1997-01-01,12.49 68 | 226,1997-01-02,35.93 69 | 226,1997-02-23,26.73 70 | 226,1997-04-20,23.76 71 | 226,1997-07-19,24.74 72 | 226,1998-02-15,15.49 73 | 226,1998-05-05,43.47 74 | 228,1997-01-01,25.98 75 | 228,1997-02-06,23.54 76 | 228,1997-02-11,13.97 77 | 228,1997-02-12,27.77 78 | 228,1997-02-28,9.98 79 | 228,1997-03-11,15.36 80 | 228,1997-05-27,21.97 81 | 228,1997-05-31,17.3 82 | 228,1997-07-08,51.75 83 | 228,1997-08-07,36.74 84 | 228,1997-08-28,23.97 85 | 228,1997-12-29,41.47 86 | 228,1998-01-06,29.99 87 | 234,1997-01-01,13.97 88 | 234,1997-02-04,9.99 89 | 243,1997-01-02,17.96 90 | 256,1997-01-02,14.99 91 | 256,1997-03-02,34.6 92 | 256,1997-04-14,29.99 93 | 261,1997-01-02,8.77 94 | 281,1997-01-02,14.7 95 | 297,1997-01-02,14.96 96 | 312,1997-01-02,87.74 97 | 312,1997-12-21,14.99 98 | 314,1997-01-02,3.99 99 | 314,1997-01-13,227.14 100 | 333,1997-01-02,15.9 101 | 341,1997-01-02,26.14 102 | 341,1997-07-27,80.46 103 | 350,1997-01-02,46.37 104 | 353,1997-01-02,28.76 105 | 353,1997-02-12,40.47 106 | 367,1997-01-02,44.77 107 | 388,1997-01-02,10.77 108 | 408,1997-01-02,25.99 109 | 425,1997-01-02,14.99 110 | 429,1997-01-02,11.77 111 | 429,1997-07-11,31.14 112 | 429,1998-06-14,59.49 113 | 440,1997-01-02,14.96 114 | 441,1997-01-06,62.45 115 | 441,1997-02-13,12.49 116 | 441,1997-05-05,6.79 117 | 441,1997-05-26,6.79 118 | 441,1997-08-13,37.31 119 | 441,1997-09-16,23.98 120 | 441,1997-11-17,15.48 121 | 441,1997-11-20,14.49 122 | 441,1997-12-10,14.99 123 | 441,1998-06-03,24.48 124 | 473,1997-01-02,34.97 125 | 487,1997-01-03,11.77 126 | 489,1997-01-02,47.0 127 | 489,1997-01-17,13.97 128 | 502,1997-01-02,15.36 129 | 502,1997-10-09,16.99 130 | 516,1997-01-02,14.99 131 | 530,1997-01-03,11.97 132 | 542,1997-01-03,45.67 133 | 558,1997-01-03,49.67 134 | 562,1997-01-03,8.97 135 | 562,1997-06-23,14.96 136 | 564,1997-01-03,40.7 137 | 564,1997-01-14,14.96 138 | 564,1997-01-21,43.13 139 | 564,1997-01-27,14.96 140 | 564,1997-02-04,39.33 141 | 564,1997-04-11,29.92 142 | 564,1997-06-27,37.93 143 | 564,1997-07-10,26.73 144 | 564,1997-07-14,29.58 145 | 564,1997-07-29,14.96 146 | 564,1997-07-31,21.97 147 | 564,1997-08-28,57.47 148 | 564,1997-09-01,23.54 149 | 564,1997-10-13,32.48 150 | 564,1997-10-28,24.48 151 | 564,1997-12-14,35.97 152 | 564,1998-01-10,26.48 153 | 564,1998-02-13,28.98 154 | 564,1998-03-01,30.98 155 | 564,1998-03-05,32.47 156 | 564,1998-03-25,25.98 157 | 564,1998-04-15,11.88 158 | 564,1998-05-31,12.99 159 | 581,1997-01-03,14.37 160 | 584,1997-01-17,11.77 161 | 612,1997-01-03,12.49 162 | 619,1997-02-03,41.1 163 | 619,1997-02-07,45.28 164 | 619,1997-02-10,29.33 165 | 619,1997-02-13,29.33 166 | 619,1997-02-19,23.54 167 | 619,1997-02-24,23.54 168 | 619,1997-02-26,13.97 169 | 619,1997-03-03,29.33 170 | 619,1997-03-17,37.3 171 | 619,1997-03-21,9.99 172 | 619,1997-03-24,42.32 173 | 619,1997-03-28,11.77 174 | 619,1997-04-11,12.77 175 | 619,1997-04-15,37.54 176 | 619,1997-04-22,38.31 177 | 619,1997-04-24,15.36 178 | 619,1997-06-23,21.54 179 | 619,1997-07-24,50.48 180 | 619,1997-07-25,60.05 181 | 619,1997-09-29,28.48 182 | 619,1997-10-27,26.98 183 | 619,1997-11-14,9.49 184 | 619,1997-12-02,141.89 185 | 619,1997-12-03,38.46 186 | 619,1997-12-09,11.49 187 | 619,1997-12-15,12.49 188 | 619,1998-01-12,14.49 189 | 619,1998-02-16,25.48 190 | 619,1998-03-09,45.47 191 | 619,1998-03-11,11.49 192 | 619,1998-03-23,36.97 193 | 619,1998-04-23,25.99 194 | 619,1998-05-19,22.99 195 | 621,1997-01-03,17.9 196 | 621,1997-01-14,14.37 197 | 636,1997-01-03,27.92 198 | 645,1997-01-04,44.71 199 | 645,1997-09-30,6.49 200 | 645,1997-11-24,12.99 201 | 645,1998-03-19,36.99 202 | 656,1997-01-03,55.1 203 | 656,1998-04-11,114.79 204 | 675,1997-01-03,24.99 205 | 687,1997-01-03,12.97 206 | 687,1998-04-10,34.41 207 | 703,1997-01-04,121.34 208 | 719,1997-01-07,34.98 209 | 736,1997-01-03,28.74 210 | 755,1997-01-03,52.99 211 | 756,1997-01-03,14.37 212 | 756,1997-07-06,13.97 213 | 756,1997-08-23,42.08 214 | 760,1997-01-03,11.77 215 | 760,1997-02-02,15.36 216 | 760,1998-04-20,26.3 217 | 773,1997-01-04,56.27 218 | 773,1997-01-20,78.26 219 | 773,1997-02-24,88.94 220 | 773,1997-03-03,15.36 221 | 773,1997-07-29,31.03 222 | 773,1997-12-17,29.48 223 | 773,1997-12-18,28.49 224 | 773,1997-12-22,66.97 225 | 775,1997-01-04,186.67 226 | 780,1997-01-10,47.73 227 | 780,1997-02-01,23.99 228 | 780,1997-04-20,58.97 229 | 780,1998-01-10,11.49 230 | 789,1997-01-04,27.34 231 | 789,1997-04-27,43.13 232 | 789,1998-03-30,28.97 233 | 795,1997-01-04,13.97 234 | 816,1997-01-04,35.31 235 | 834,1997-01-04,21.98 236 | 836,1997-01-04,59.08 237 | 836,1997-01-26,144.08 238 | 836,1997-06-01,122.88 239 | 836,1997-11-12,140.42 240 | 857,1997-01-04,24.94 241 | 858,1997-01-13,26.73 242 | 875,1997-01-04,16.99 243 | 881,1997-01-04,36.94 244 | 881,1997-01-11,11.77 245 | 881,1997-06-02,71.02 246 | 881,1997-07-28,45.09 247 | 881,1998-04-18,106.03 248 | 899,1997-01-04,145.47 249 | 913,1997-01-04,12.77 250 | 918,1997-01-04,51.87 251 | 918,1997-02-14,69.23 252 | 918,1997-12-07,15.49 253 | 936,1997-01-04,14.99 254 | 947,1997-01-04,53.46 255 | 947,1997-02-09,20.77 256 | 958,1997-01-04,117.1 257 | 974,1997-01-04,18.36 258 | 989,1997-01-05,14.96 259 | 1012,1997-01-05,13.97 260 | 1012,1997-03-07,13.77 261 | 1012,1997-03-22,14.37 262 | 1012,1997-05-03,32.51 263 | 1014,1997-01-05,96.36 264 | 1034,1997-01-05,33.96 265 | 1035,1997-01-05,66.84 266 | 1035,1997-02-26,42.09 267 | 1050,1997-01-05,21.76 268 | 1062,1997-01-05,14.96 269 | 1080,1997-01-05,14.99 270 | 1099,1997-01-05,14.96 271 | 1099,1997-02-03,24.74 272 | 1099,1997-02-05,8.0 273 | 1099,1997-02-25,13.97 274 | 1099,1997-02-27,27.77 275 | 1099,1997-03-18,45.28 276 | 1099,1997-06-24,58.68 277 | 1099,1997-07-09,14.96 278 | 1099,1997-12-30,17.49 279 | 1099,1998-02-27,18.49 280 | 1099,1998-03-23,10.49 281 | 1099,1998-06-17,46.47 282 | 1101,1997-01-05,0.0 283 | 1108,1997-01-05,30.29 284 | 1108,1997-02-14,14.96 285 | 1108,1997-03-05,11.58 286 | 1108,1997-03-26,6.79 287 | 1108,1997-04-13,6.79 288 | 1108,1997-07-24,12.25 289 | 1108,1997-08-04,20.74 290 | 1108,1997-08-24,24.02 291 | 1108,1997-09-03,14.96 292 | 1108,1997-09-09,12.99 293 | 1108,1997-09-10,11.49 294 | 1108,1997-10-07,5.49 295 | 1108,1997-11-18,9.98 296 | 1108,1998-03-01,5.49 297 | 1108,1998-03-06,2.99 298 | 1115,1997-01-06,19.99 299 | 1117,1997-01-27,14.96 300 | 1131,1997-01-05,71.63 301 | 1150,1997-01-05,37.97 302 | 1158,1997-01-05,79.94 303 | 1158,1997-08-26,14.99 304 | 1167,1997-01-05,47.28 305 | 1167,1997-01-11,60.84 306 | 1167,1997-01-14,19.94 307 | 1167,1997-01-22,24.74 308 | 1167,1997-02-10,23.54 309 | 1167,1997-05-18,99.19 310 | 1167,1997-09-24,76.97 311 | 1167,1998-04-18,62.79 312 | 1174,1997-01-05,34.9 313 | 1188,1997-01-05,43.09 314 | 1209,1997-01-05,31.51 315 | 1223,1997-01-05,56.51 316 | 1240,1997-01-05,36.36 317 | 1241,1997-01-05,11.77 318 | 1241,1997-06-22,25.74 319 | 1241,1997-08-16,41.1 320 | 1241,1997-12-21,14.99 321 | 1241,1998-01-28,38.97 322 | 1251,1997-01-05,6.79 323 | 1251,1997-01-15,4.79 324 | 1251,1997-08-24,24.5 325 | 1251,1997-09-11,35.96 326 | 1251,1997-09-25,17.48 327 | 1251,1998-01-17,32.47 328 | 1251,1998-03-26,58.97 329 | 1251,1998-05-05,21.09 330 | 1252,1997-01-05,16.99 331 | 1252,1997-06-21,26.22 332 | 1265,1997-01-06,34.74 333 | 1280,1997-01-06,22.7 334 | 1283,1997-01-06,79.21 335 | 1283,1997-06-24,92.8 336 | 1291,1997-01-06,52.3 337 | 1291,1997-02-18,52.3 338 | 1295,1997-02-10,90.56 339 | 1302,1997-01-06,125.82 340 | 1317,1997-01-06,32.98 341 | 1322,1997-01-06,27.13 342 | 1322,1997-01-08,39.09 343 | 1333,1997-01-06,42.49 344 | 1333,1997-11-08,29.48 345 | 1343,1997-01-06,9.97 346 | 1343,1997-01-08,12.97 347 | 1343,1998-06-04,12.58 348 | 1350,1997-01-06,156.0 349 | 1365,1997-01-06,11.77 350 | 1377,1997-01-06,14.37 351 | 1377,1997-06-24,24.99 352 | 1380,1997-01-06,29.33 353 | 1393,1997-01-06,8.77 354 | 1393,1997-02-12,28.31 355 | 1393,1998-01-02,58.46 356 | 1393,1998-05-26,14.47 357 | 1395,1997-01-06,8.77 358 | 1402,1997-01-09,166.3 359 | 1417,1997-01-14,35.31 360 | 1417,1997-05-01,76.41 361 | 1417,1997-12-13,359.72 362 | 1420,1997-01-06,11.77 363 | 1425,1997-02-18,17.3 364 | 1433,1997-01-06,9.98 365 | 1446,1997-01-06,19.77 366 | 1463,1997-01-07,28.37 367 | 1480,1997-01-06,15.96 368 | 1480,1997-01-27,13.77 369 | 1483,1997-01-06,163.52 370 | 1499,1997-01-26,11.77 371 | 1499,1997-04-08,163.61 372 | 1504,1997-01-06,24.99 373 | 1518,1997-01-06,14.96 374 | 1528,1997-01-06,10.99 375 | 1528,1997-02-25,36.71 376 | 1528,1998-02-13,7.49 377 | 1540,1997-01-07,10.77 378 | 1544,1997-01-07,6.79 379 | 1544,1997-01-09,9.58 380 | 1544,1997-01-24,19.16 381 | 1544,1997-02-13,13.97 382 | 1544,1997-03-01,11.77 383 | 1560,1997-01-07,12.77 384 | 1560,1997-03-15,14.37 385 | 1560,1997-06-19,28.74 386 | 1560,1997-07-08,14.96 387 | 1561,1997-01-07,49.87 388 | 1561,1997-11-10,66.94 389 | 1568,1997-01-07,27.99 390 | 1568,1997-06-24,71.66 391 | 1583,1997-01-07,13.7 392 | 1583,1997-04-09,11.77 393 | 1583,1997-07-25,15.96 394 | 1583,1998-01-21,9.49 395 | 1583,1998-03-05,11.49 396 | 1583,1998-03-25,12.99 397 | 1583,1998-06-03,12.58 398 | 1583,1998-06-09,9.99 399 | 1585,1997-01-07,8.77 400 | 1585,1998-05-25,15.99 401 | 1596,1997-01-07,35.36 402 | 1596,1997-06-20,19.54 403 | 1596,1997-12-08,44.96 404 | 1596,1998-02-11,32.74 405 | 1605,1997-01-07,44.98 406 | 1605,1997-02-05,19.96 407 | 1605,1997-02-28,26.99 408 | 1618,1997-01-07,12.97 409 | 1623,1997-01-07,14.99 410 | 1623,1997-02-23,29.98 411 | 1623,1997-05-05,73.62 412 | 1623,1997-11-27,106.42 413 | 1623,1998-03-19,30.4 414 | 1623,1998-03-21,9.49 415 | 1623,1998-05-05,97.95 416 | 1627,1997-01-07,11.77 417 | 1627,1997-01-22,29.33 418 | 1631,1997-01-07,11.77 419 | 1631,1997-04-27,23.54 420 | 1640,1997-01-07,79.99 421 | 1647,1997-01-07,59.98 422 | 1647,1997-01-08,27.14 423 | 1647,1997-01-09,51.66 424 | 1647,1997-02-06,12.97 425 | 1647,1997-02-07,26.14 426 | 1647,1997-02-24,59.97 427 | 1647,1998-01-08,13.99 428 | 1647,1998-02-04,22.98 429 | 1655,1997-01-07,26.73 430 | 1655,1997-01-24,14.96 431 | 1655,1997-07-26,15.36 432 | 1661,1997-01-07,174.99 433 | 1661,1997-01-21,45.35 434 | 1661,1997-02-21,17.9 435 | 1661,1997-02-28,15.7 436 | 1661,1997-05-13,26.73 437 | 1661,1997-07-29,31.03 438 | 1661,1997-08-14,17.95 439 | 1661,1997-09-03,5.78 440 | 1661,1997-10-20,29.99 441 | 1661,1997-10-21,11.49 442 | 1661,1997-11-12,25.49 443 | 1661,1998-02-12,14.49 444 | 1661,1998-06-09,29.99 445 | 1663,1997-01-07,14.96 446 | 1663,1997-01-22,14.96 447 | 1663,1997-09-14,22.99 448 | 1664,1997-01-07,70.42 449 | 1668,1997-01-07,13.97 450 | 1668,1997-02-07,14.39 451 | 1668,1997-05-15,41.95 452 | 1668,1997-07-05,43.57 453 | 1668,1997-07-31,19.54 454 | 1668,1997-12-11,14.99 455 | 1669,1997-01-07,9.98 456 | 1669,1997-01-17,44.32 457 | 1669,1997-01-27,39.47 458 | 1669,1997-03-05,73.98 459 | 1669,1997-03-19,7.98 460 | 1669,1997-03-24,12.77 461 | 1669,1997-04-10,29.95 462 | 1669,1997-08-05,30.54 463 | 1669,1997-08-19,29.95 464 | 1669,1997-08-25,17.37 465 | 1669,1997-08-26,26.73 466 | 1669,1997-09-11,12.99 467 | 1669,1997-09-17,43.92 468 | 1669,1997-09-29,11.49 469 | 1669,1997-10-06,24.48 470 | 1669,1997-10-28,20.99 471 | 1669,1997-12-09,27.98 472 | 1669,1998-03-10,37.17 473 | 1669,1998-03-13,33.98 474 | 1686,1997-01-07,13.97 475 | 1686,1997-12-09,25.98 476 | 1686,1998-01-30,28.48 477 | 1686,1998-02-20,35.47 478 | 1686,1998-04-19,34.21 479 | 1686,1998-04-28,15.99 480 | 1696,1997-01-07,46.48 481 | 1696,1997-01-22,35.31 482 | 1696,1997-02-03,26.14 483 | 1696,1997-07-31,28.93 484 | 1696,1997-08-26,23.74 485 | 1696,1997-11-14,22.48 486 | 1696,1997-11-24,12.99 487 | 1705,1997-01-07,11.77 488 | 1705,1997-02-23,59.84 489 | 1705,1997-07-14,14.79 490 | 1705,1997-09-08,10.77 491 | 1705,1997-09-11,14.37 492 | 1712,1997-01-07,30.97 493 | 1727,1997-01-19,35.31 494 | 1733,1997-01-07,11.77 495 | 1739,1997-01-07,15.36 496 | 1739,1997-01-27,16.7 497 | 1750,1997-01-18,20.97 498 | 1750,1997-05-05,100.59 499 | 1753,1997-01-07,0.0 500 | 1758,1997-01-07,11.77 501 | 1758,1997-02-21,34.32 502 | 1760,1997-01-07,11.99 503 | 1760,1997-01-10,9.97 504 | 1760,1997-01-14,13.97 505 | 1760,1997-01-19,46.08 506 | 1760,1997-01-22,5.99 507 | 1760,1997-01-29,27.94 508 | 1760,1997-02-03,23.98 509 | 1760,1997-02-15,55.47 510 | 1760,1997-03-14,14.99 511 | 1760,1997-03-20,14.96 512 | 1760,1997-04-02,14.96 513 | 1760,1997-04-04,72.44 514 | 1760,1997-04-08,27.94 515 | 1760,1997-04-18,26.93 516 | 1760,1997-04-20,14.96 517 | 1760,1997-05-04,12.77 518 | 1760,1997-05-08,14.96 519 | 1760,1997-05-15,12.77 520 | 1760,1997-06-02,41.69 521 | 1760,1997-06-27,29.92 522 | 1760,1997-07-06,15.36 523 | 1760,1997-07-22,15.96 524 | 1760,1997-07-31,14.96 525 | 1760,1997-08-03,14.96 526 | 1760,1997-08-20,29.92 527 | 1760,1997-09-06,15.36 528 | 1760,1997-09-11,39.97 529 | 1760,1997-09-16,25.98 530 | 1760,1997-09-27,57.96 531 | 1760,1997-09-28,48.46 532 | 1760,1997-10-07,12.49 533 | 1760,1997-10-25,39.97 534 | 1760,1997-11-02,12.99 535 | 1760,1997-11-23,13.99 536 | 1760,1997-11-25,37.47 537 | 1760,1997-12-17,12.99 538 | 1760,1997-12-18,25.98 539 | 1760,1997-12-24,12.99 540 | 1760,1998-01-02,12.99 541 | 1760,1998-01-27,14.99 542 | 1760,1998-03-10,42.98 543 | 1760,1998-04-12,11.88 544 | 1760,1998-05-17,60.45 545 | 1760,1998-06-11,37.96 546 | 1763,1997-01-09,12.49 547 | 1783,1997-01-08,14.37 548 | 1792,1997-01-08,30.36 549 | 1792,1997-01-09,59.06 550 | 1792,1997-01-28,50.97 551 | 1792,1997-06-30,29.73 552 | 1809,1997-01-08,31.54 553 | 1825,1997-01-08,63.93 554 | 1825,1998-06-09,14.49 555 | 1828,1997-01-08,26.14 556 | 1828,1997-01-22,46.28 557 | 1839,1997-01-08,73.3 558 | 1845,1997-01-08,17.7 559 | 1845,1997-01-25,139.7 560 | 1845,1997-03-25,78.22 561 | 1845,1997-04-14,52.68 562 | 1845,1997-06-24,40.7 563 | 1845,1997-07-14,69.63 564 | 1845,1997-07-15,26.74 565 | 1845,1997-07-22,57.45 566 | 1845,1997-08-25,72.82 567 | 1845,1997-09-04,49.48 568 | 1845,1997-09-24,36.97 569 | 1845,1997-10-22,72.95 570 | 1845,1998-01-06,24.48 571 | 1845,1998-01-07,107.96 572 | 1845,1998-02-05,29.06 573 | 1845,1998-03-24,8.49 574 | 1845,1998-04-06,26.48 575 | 1858,1997-01-08,53.72 576 | 1877,1997-01-08,49.08 577 | 1877,1998-01-29,51.96 578 | 1890,1997-01-08,12.49 579 | 1890,1997-02-05,49.96 580 | 1890,1997-03-10,13.58 581 | 1890,1997-03-15,12.79 582 | 1890,1997-04-16,24.98 583 | 1890,1997-05-14,100.93 584 | 1890,1997-05-15,32.3 585 | 1890,1997-05-16,11.58 586 | 1890,1997-05-19,20.76 587 | 1890,1997-05-20,28.81 588 | 1890,1997-06-06,5.78 589 | 1890,1997-06-24,12.25 590 | 1890,1997-07-23,4.99 591 | 1890,1997-07-24,12.25 592 | 1890,1997-10-14,49.96 593 | 1890,1997-10-20,11.49 594 | 1890,1997-10-24,24.98 595 | 1890,1997-11-07,35.96 596 | 1890,1997-11-18,12.49 597 | 1890,1997-11-20,47.97 598 | 1890,1997-12-01,16.98 599 | 1890,1998-01-02,53.48 600 | 1890,1998-01-06,63.96 601 | 1890,1998-01-11,105.95 602 | 1890,1998-01-27,66.95 603 | 1890,1998-02-09,24.98 604 | 1890,1998-02-18,11.02 605 | 1890,1998-03-20,5.99 606 | 1890,1998-03-28,40.97 607 | 1890,1998-05-13,41.97 608 | 1893,1997-01-09,63.29 609 | 1893,1997-01-17,70.62 610 | 1893,1997-03-28,38.93 611 | 1893,1997-05-19,41.31 612 | 1893,1997-06-29,11.77 613 | 1893,1997-08-10,17.7 614 | 1893,1997-08-27,30.72 615 | 1893,1997-11-12,45.47 616 | 1893,1997-11-27,25.98 617 | 1893,1998-01-13,25.98 618 | 1893,1998-01-16,25.98 619 | 1893,1998-02-21,23.98 620 | 1893,1998-02-28,25.98 621 | 1893,1998-03-13,25.98 622 | 1893,1998-05-07,15.49 623 | 1894,1997-01-08,14.37 624 | 1908,1997-01-08,25.77 625 | 1919,1997-01-08,18.99 626 | 1919,1997-09-27,14.49 627 | 1919,1997-11-29,13.99 628 | 1919,1998-04-11,14.49 629 | 1928,1997-01-08,64.99 630 | 1944,1997-01-08,51.37 631 | 1956,1997-01-08,93.57 632 | 1971,1997-01-08,18.36 633 | 1985,1997-01-08,6.79 634 | 1991,1997-01-09,47.08 635 | 1991,1997-02-03,29.97 636 | 1991,1997-02-09,68.45 637 | 1991,1997-03-02,55.96 638 | 1991,1997-03-24,62.93 639 | 1991,1997-04-16,40.7 640 | 1991,1997-06-21,47.28 641 | 1991,1997-07-13,31.76 642 | 1991,1997-09-19,56.96 643 | 1991,1997-11-23,108.97 644 | 1991,1997-11-30,39.49 645 | 1991,1997-12-27,38.97 646 | 1991,1998-01-19,70.47 647 | 1991,1998-02-22,56.05 648 | 1991,1998-04-07,43.36 649 | 1991,1998-04-08,21.99 650 | 2005,1997-01-09,17.96 651 | 2030,1997-01-09,15.76 652 | 2046,1997-01-18,17.88 653 | 2046,1997-02-24,14.79 654 | 2046,1997-03-30,29.37 655 | 2046,1997-12-18,27.98 656 | 2049,1997-01-09,12.97 657 | 2053,1997-01-09,15.36 658 | 2053,1997-02-13,15.76 659 | 2053,1997-11-14,20.98 660 | 2053,1998-04-21,16.98 661 | 2053,1998-05-08,14.99 662 | 2071,1997-01-09,8.77 663 | 2072,1997-01-09,27.55 664 | 2072,1997-01-11,27.94 665 | 2072,1997-01-18,29.78 666 | 2072,1997-02-23,14.96 667 | 2072,1997-09-19,62.97 668 | 2072,1997-11-05,10.98 669 | 2072,1998-06-12,20.99 670 | 2087,1997-01-09,14.96 671 | 2092,1997-01-14,53.25 672 | 2092,1997-01-22,12.97 673 | 2092,1997-11-29,61.41 674 | 2092,1998-01-09,35.96 675 | 2092,1998-02-22,32.94 676 | 2099,1997-01-09,13.97 677 | 2099,1997-02-07,13.77 678 | 2099,1997-03-05,9.97 679 | 2099,1998-02-20,12.49 680 | 2102,1997-01-09,3.99 681 | 2102,1997-03-20,23.76 682 | 2102,1997-04-01,44.69 683 | 2102,1997-06-06,45.51 684 | 2102,1997-12-23,41.47 685 | 2104,1997-01-09,51.86 686 | 2104,1997-02-05,11.77 687 | 2104,1997-02-17,29.13 688 | 2104,1997-02-20,44.49 689 | 2109,1997-01-09,28.99 690 | 2127,1997-01-09,27.94 691 | 2142,1997-01-09,30.54 692 | 2161,1997-01-09,52.63 693 | 2180,1997-01-09,16.99 694 | 2181,1997-01-11,41.75 695 | 2181,1997-04-25,14.99 696 | 2194,1997-01-09,14.3 697 | 2194,1997-02-10,22.97 698 | 2194,1997-05-09,16.56 699 | 2194,1997-05-27,48.94 700 | 2194,1997-06-11,39.51 701 | 2194,1997-06-16,10.77 702 | 2194,1997-07-17,33.86 703 | 2198,1997-02-05,13.77 704 | 2199,1997-01-09,36.75 705 | 2202,1997-01-09,29.36 706 | 2202,1997-01-20,27.13 707 | 2213,1997-02-04,28.34 708 | 2213,1997-05-31,26.75 709 | 2217,1997-01-09,46.68 710 | 2217,1997-11-02,29.49 711 | 2224,1997-01-13,99.83 712 | 2224,1997-01-27,79.72 713 | 2235,1997-01-09,27.77 714 | 2254,1997-01-10,21.54 715 | 2272,1997-01-10,12.49 716 | 2272,1997-02-04,25.26 717 | 2272,1997-02-28,12.49 718 | 2274,1997-01-13,43.53 719 | 2289,1997-01-10,16.7 720 | 2289,1997-07-01,15.96 721 | 2289,1997-08-15,27.77 722 | 2294,1997-01-10,28.35 723 | 2319,1997-01-10,10.77 724 | 2331,1997-01-10,56.87 725 | 2331,1997-05-16,14.96 726 | 2336,1997-01-10,12.99 727 | 2337,1997-01-27,9.98 728 | 2361,1997-01-10,82.96 729 | 2361,1997-01-12,34.27 730 | 2363,1997-01-10,14.37 731 | 2379,1997-01-10,59.97 732 | 2389,1997-01-10,35.31 733 | 2389,1997-02-11,61.11 734 | 2389,1997-02-23,141.6 735 | 2389,1997-03-14,37.51 736 | 2389,1997-03-22,80.21 737 | 2389,1997-04-11,68.05 738 | 2389,1997-05-02,62.25 739 | 2389,1997-05-15,51.94 740 | 2389,1997-11-13,92.95 741 | 2389,1997-11-25,24.48 742 | 2389,1997-12-03,21.49 743 | 2389,1997-12-30,30.98 744 | 2389,1998-03-23,41.48 745 | 2389,1998-06-27,61.47 746 | 2390,1997-01-13,26.99 747 | 2390,1997-02-09,41.82 748 | 2390,1997-10-21,12.49 749 | 2398,1997-01-10,31.98 750 | 2419,1997-01-10,13.97 751 | 2419,1998-06-14,81.44 752 | 2427,1997-03-01,11.77 753 | 2427,1997-05-04,13.97 754 | 2427,1997-05-19,10.77 755 | 2427,1997-06-15,42.31 756 | 2427,1997-07-31,42.31 757 | 2427,1997-10-26,80.94 758 | 2442,1997-01-10,14.96 759 | 2445,1997-01-10,19.99 760 | 2445,1997-07-27,14.96 761 | 2445,1997-08-01,13.97 762 | 2445,1997-12-08,24.48 763 | 2455,1997-01-10,14.96 764 | 2455,1998-03-28,24.98 765 | 2457,1997-01-10,13.97 766 | 2457,1997-01-28,25.74 767 | 2457,1997-02-26,37.9 768 | 2457,1997-06-14,44.29 769 | 2457,1997-06-29,41.1 770 | 2457,1998-04-18,25.98 771 | 2471,1997-01-11,21.99 772 | 2471,1997-07-22,21.74 773 | 2478,1997-01-11,21.77 774 | 2492,1997-01-11,11.77 775 | 2508,1997-01-11,69.29 776 | 2509,1997-01-12,94.4 777 | 2509,1997-03-11,55.28 778 | 2509,1998-02-10,95.43 779 | 2509,1998-03-07,187.68 780 | 2509,1998-03-10,27.98 781 | 2509,1998-03-22,50.35 782 | 2521,1997-01-11,11.77 783 | 2537,1997-01-11,24.54 784 | 2541,1997-01-11,11.77 785 | 2541,1997-02-08,15.7 786 | 2541,1997-04-01,24.99 787 | 2550,1997-01-26,55.07 788 | 2550,1997-06-21,11.77 789 | 2556,1997-01-11,0.0 790 | 2563,1997-01-11,22.97 791 | 2563,1997-01-25,13.97 792 | 2568,1997-01-11,22.74 793 | 2568,1997-01-24,9.77 794 | 2574,1997-01-13,14.37 795 | 2578,1997-01-11,12.49 796 | 2578,1997-08-27,50.52 797 | 2578,1997-08-30,6.78 798 | 2578,1998-05-28,23.99 799 | 2591,1997-01-11,58.28 800 | 2591,1997-11-19,22.49 801 | 2591,1998-05-12,72.04 802 | 2597,1997-01-11,17.36 803 | 2597,1997-06-01,29.73 804 | 2597,1997-06-18,26.14 805 | 2597,1997-09-24,10.99 806 | 2597,1997-11-20,76.99 807 | 2597,1998-05-16,18.64 808 | 2597,1998-05-31,26.57 809 | 2597,1998-06-22,38.47 810 | 2610,1997-01-11,29.92 811 | 2625,1997-01-11,35.31 812 | 2645,1997-01-11,11.77 813 | 2665,1997-01-11,5.78 814 | 2681,1997-01-11,15.96 815 | 2697,1997-01-11,16.7 816 | 2709,1997-01-11,14.37 817 | 2725,1997-01-11,58.85 818 | 2745,1997-01-11,22.7 819 | 2745,1997-10-07,11.99 820 | 2745,1997-10-16,14.49 821 | 2745,1997-11-20,19.99 822 | 2745,1997-12-05,21.49 823 | 2745,1998-02-11,24.98 824 | 2753,1997-01-11,14.37 825 | 2753,1997-03-01,14.96 826 | 2753,1997-03-13,13.97 827 | 2753,1997-07-11,37.51 828 | 2753,1997-08-19,29.92 829 | 2753,1998-03-21,27.99 830 | 2761,1997-01-12,15.96 831 | 2761,1997-01-20,238.78 832 | 2761,1997-02-03,164.93 833 | 2761,1997-02-09,142.96 834 | 2761,1997-02-14,308.22 835 | 2761,1997-02-17,119.43 836 | 2765,1997-01-12,10.77 837 | 2786,1997-01-12,78.2 838 | 2790,1997-01-12,29.58 839 | 2790,1997-02-08,40.9 840 | 2790,1997-06-29,31.32 841 | 2792,1997-01-25,13.97 842 | 2792,1997-09-30,45.98 843 | 2792,1997-11-24,24.48 844 | 2803,1997-01-12,19.99 845 | 2813,1997-01-12,26.73 846 | 2813,1997-01-25,30.32 847 | 2820,1997-01-12,31.78 848 | 2820,1997-05-19,27.73 849 | 2820,1997-06-04,26.14 850 | 2820,1997-10-08,27.98 851 | 2821,1997-01-12,14.96 852 | 2839,1997-01-18,14.37 853 | 2845,1997-01-12,27.13 854 | 2855,1997-01-12,13.97 855 | 2855,1997-08-24,16.36 856 | 2855,1998-04-06,12.99 857 | 2863,1997-01-12,4.99 858 | 2871,1997-01-12,59.85 859 | 2871,1997-01-15,11.77 860 | 2871,1997-11-03,38.47 861 | 2871,1997-11-12,195.37 862 | 2888,1997-01-12,11.77 863 | 2903,1997-01-12,23.54 864 | 2903,1997-03-17,37.3 865 | 2903,1997-03-23,14.37 866 | 2903,1997-04-04,53.48 867 | 2903,1997-04-23,14.37 868 | 2903,1997-05-05,41.1 869 | 2903,1998-01-24,24.48 870 | 2904,1997-01-12,59.54 871 | 2920,1997-01-12,16.7 872 | 2932,1997-01-12,46.47 873 | 2932,1997-02-22,38.77 874 | 2939,1997-01-14,19.28 875 | 2944,1997-01-29,14.96 876 | 2944,1997-03-10,30.33 877 | 2944,1997-04-06,14.96 878 | 2944,1997-07-29,14.96 879 | 2958,1997-01-12,12.49 880 | 2958,1997-06-02,62.97 881 | 2958,1997-07-31,42.9 882 | 2961,1997-01-12,26.14 883 | 2965,1997-01-12,28.74 884 | 2965,1997-09-27,64.45 885 | 2965,1998-02-25,93.46 886 | 2983,1997-01-12,47.48 887 | 3001,1997-01-13,15.9 888 | 3001,1997-03-30,14.9 889 | 3001,1997-06-12,14.99 890 | 3001,1997-07-02,31.6 891 | 3005,1997-01-12,166.75 892 | 3008,1997-01-12,11.77 893 | 3008,1997-01-13,11.77 894 | 3011,1997-01-12,9.98 895 | 3011,1997-09-01,24.73 896 | 3011,1997-09-18,17.99 897 | 3011,1998-03-22,29.48 898 | 3016,1997-01-13,21.54 899 | 3016,1997-09-08,25.74 900 | 3016,1997-10-16,31.98 901 | 3016,1997-11-05,29.47 902 | 3016,1997-11-21,7.49 903 | 3021,1997-01-12,44.88 904 | 3021,1997-02-21,90.83 905 | 3028,1997-01-13,23.49 906 | 3028,1997-01-18,11.77 907 | 3028,1997-01-25,5.78 908 | 3028,1997-03-15,50.71 909 | 3028,1997-03-21,9.77 910 | 3028,1997-03-29,13.97 911 | 3028,1997-04-01,14.37 912 | 3028,1997-05-18,13.77 913 | 3028,1997-06-17,24.02 914 | 3028,1997-06-21,6.79 915 | 3028,1997-07-16,13.97 916 | 3028,1997-07-30,24.02 917 | 3028,1997-08-12,27.56 918 | 3028,1997-08-16,11.77 919 | 3028,1998-01-14,5.99 920 | 3030,1997-01-13,31.97 921 | 3041,1997-02-26,32.76 922 | 3041,1997-03-08,14.96 923 | 3041,1997-03-21,29.99 924 | 3041,1997-03-24,41.1 925 | 3041,1997-04-09,14.96 926 | 3041,1997-04-30,5.78 927 | 3041,1997-05-18,24.95 928 | 3041,1997-05-27,17.76 929 | 3041,1997-06-14,7.13 930 | 3041,1997-06-16,14.96 931 | 3041,1997-07-05,13.97 932 | 3041,1997-07-26,12.55 933 | 3041,1997-08-09,28.13 934 | 3041,1997-08-24,15.56 935 | 3041,1997-09-23,11.99 936 | 3041,1997-10-19,27.98 937 | 3041,1997-10-26,39.98 938 | 3041,1997-11-24,17.99 939 | 3041,1998-02-08,12.99 940 | 3041,1998-04-15,11.88 941 | 3041,1998-04-19,28.49 942 | 3041,1998-04-22,38.99 943 | 3041,1998-06-18,12.99 944 | 3041,1998-06-19,39.49 945 | 3047,1997-01-13,15.36 946 | 3060,1997-01-13,14.79 947 | 3076,1997-01-13,18.36 948 | 3087,1997-01-13,14.37 949 | 3089,1997-01-20,29.92 950 | 3089,1997-01-27,29.98 951 | 3089,1997-02-11,29.98 952 | 3089,1998-02-13,12.99 953 | 3099,1997-01-13,59.66 954 | 3099,1997-05-22,151.98 955 | 3099,1997-05-28,48.28 956 | 3099,1997-05-29,62.04 957 | 3102,1997-01-13,17.76 958 | 3102,1997-02-09,28.73 959 | 3102,1997-08-20,15.76 960 | 3102,1997-08-31,14.37 961 | 3106,1997-01-13,33.38 962 | 3106,1997-02-03,36.67 963 | 3112,1997-01-13,40.11 964 | 3134,1997-01-13,0.0 965 | 3138,1997-01-17,13.97 966 | 3138,1997-04-09,176.45 967 | 3138,1997-10-31,40.46 968 | 3138,1998-05-07,125.92 969 | 3157,1997-01-13,179.98 970 | 3157,1997-03-05,30.33 971 | 3157,1997-08-19,19.55 972 | 3157,1997-08-22,52.03 973 | 3157,1997-10-15,17.49 974 | 3157,1997-10-19,28.48 975 | 3157,1998-01-15,12.49 976 | 3157,1998-02-24,36.48 977 | 3157,1998-03-27,38.98 978 | 3158,1997-01-13,30.72 979 | 3163,1997-01-13,44.3 980 | 3163,1997-01-17,36.99 981 | 3163,1997-03-13,15.99 982 | 3163,1997-09-23,59.98 983 | 3163,1997-09-24,24.98 984 | 3163,1997-09-25,46.98 985 | 3163,1997-10-27,27.98 986 | 3163,1997-11-24,24.98 987 | 3163,1998-01-06,11.99 988 | 3163,1998-03-04,47.65 989 | 3163,1998-03-09,22.49 990 | 3163,1998-03-25,12.99 991 | 3171,1997-01-13,26.94 992 | 3182,1997-01-13,69.22 993 | 3182,1997-02-10,58.68 994 | 3182,1997-09-18,71.45 995 | 3183,1997-01-13,15.36 996 | 3183,1997-01-16,20.75 997 | 3197,1997-03-17,54.97 998 | 3197,1997-10-06,39.47 999 | 3199,1997-01-13,29.73 1000 | 3219,1997-01-14,126.9 1001 | 3238,1997-01-13,15.36 1002 | 3238,1997-01-18,18.99 1003 | 3238,1997-10-23,44.48 1004 | 3238,1998-03-01,101.97 1005 | 3242,1997-01-13,20.99 1006 | 3262,1997-01-13,12.77 1007 | 3268,1997-01-30,16.99 1008 | 3268,1997-04-07,11.77 1009 | 3268,1997-04-14,11.77 1010 | 3287,1997-01-14,38.13 1011 | 3298,1997-01-14,69.97 1012 | 3298,1997-02-22,12.77 1013 | 3298,1997-06-24,26.49 1014 | 3298,1997-09-12,20.99 1015 | 3299,1997-01-14,5.99 1016 | 3299,1997-09-25,31.48 1017 | 3311,1997-01-14,15.36 1018 | 3311,1997-05-19,69.84 1019 | 3311,1998-06-13,23.76 1020 | 3312,1997-01-14,23.99 1021 | 3318,1997-01-14,14.37 1022 | 3318,1997-02-07,14.37 1023 | 3318,1998-03-21,11.49 1024 | 3322,1997-01-15,57.51 1025 | 3333,1997-01-14,13.97 1026 | 3341,1997-01-15,53.54 1027 | 3341,1997-03-18,41.77 1028 | 3353,1997-01-14,15.36 1029 | 3374,1997-01-14,11.77 1030 | 3376,1997-01-14,84.94 1031 | 3376,1997-01-31,14.99 1032 | 3376,1997-02-02,74.95 1033 | 3376,1997-02-12,59.96 1034 | 3376,1997-02-13,45.34 1035 | 3388,1997-01-14,14.37 1036 | 3400,1997-01-14,57.1 1037 | 3400,1997-05-17,28.73 1038 | 3400,1997-09-13,22.48 1039 | 3400,1997-11-09,51.43 1040 | 3400,1998-02-15,42.46 1041 | 3400,1998-05-11,64.44 1042 | 3403,1997-01-14,51.15 1043 | 3415,1997-01-14,48.51 1044 | 3415,1997-01-15,50.97 1045 | 3415,1997-06-26,92.17 1046 | 3415,1997-07-27,137.05 1047 | 3415,1998-03-09,222.3 1048 | 3425,1997-01-14,14.7 1049 | 3438,1997-01-22,37.98 1050 | 3442,1997-03-19,119.36 1051 | 3442,1997-03-22,13.97 1052 | 3442,1997-08-10,95.2 1053 | 3442,1997-10-07,118.45 1054 | 3442,1997-11-01,101.94 1055 | 3442,1997-11-07,12.99 1056 | 3444,1997-01-14,28.74 1057 | 3451,1997-01-14,29.58 1058 | 3451,1997-06-02,29.75 1059 | 3451,1997-10-07,12.99 1060 | 3467,1997-01-14,52.27 1061 | 3469,1997-01-14,12.49 1062 | 3469,1997-05-10,48.94 1063 | 3469,1997-11-30,42.97 1064 | 3469,1997-12-08,12.49 1065 | 3487,1997-01-14,15.36 1066 | 3487,1998-06-30,11.88 1067 | 3496,1997-01-15,6.79 1068 | 3496,1997-01-16,7.98 1069 | 3496,1997-01-21,10.77 1070 | 3496,1997-02-03,28.93 1071 | 3496,1998-01-18,53.96 1072 | 3496,1998-03-04,55.45 1073 | 3496,1998-03-25,25.98 1074 | 3496,1998-04-07,38.47 1075 | 3496,1998-04-12,50.25 1076 | 3496,1998-04-28,56.99 1077 | 3496,1998-06-21,30.98 1078 | 3497,1997-01-14,10.77 1079 | 3497,1997-04-21,53.27 1080 | 3497,1997-08-26,68.22 1081 | 3497,1998-05-09,12.58 1082 | 3501,1997-01-15,12.49 1083 | 3501,1997-01-29,36.28 1084 | 3501,1997-01-30,35.55 1085 | 3501,1997-02-10,80.46 1086 | 3501,1997-02-13,28.74 1087 | 3501,1997-02-22,40.05 1088 | 3501,1997-03-01,12.77 1089 | 3501,1997-03-07,24.47 1090 | 3501,1997-03-13,28.54 1091 | 3501,1997-03-16,24.98 1092 | 3501,1997-03-19,78.98 1093 | 3501,1997-03-27,24.98 1094 | 3501,1997-03-28,29.99 1095 | 3501,1997-04-08,26.99 1096 | 3501,1997-04-10,34.95 1097 | 3501,1997-04-11,11.77 1098 | 3501,1997-04-27,51.53 1099 | 3501,1997-04-28,12.49 1100 | 3501,1997-04-29,20.37 1101 | 3501,1997-04-30,31.97 1102 | 3501,1997-05-01,27.97 1103 | 3501,1997-05-19,83.94 1104 | 3501,1997-05-25,50.97 1105 | 3501,1997-05-28,20.37 1106 | 3501,1997-06-20,85.26 1107 | 3501,1997-07-25,25.98 1108 | 3501,1998-01-05,66.94 1109 | 3501,1998-04-27,12.99 1110 | 3510,1997-01-15,23.99 1111 | 3518,1997-01-25,19.99 1112 | 3518,1997-06-13,42.0 1113 | 3518,1997-06-25,46.0 1114 | 3525,1997-01-15,19.97 1115 | 3545,1997-01-15,12.7 1116 | 3556,1997-01-15,39.96 1117 | 3558,1997-01-15,119.76 1118 | 3558,1997-01-20,92.79 1119 | 3558,1997-01-30,36.5 1120 | 3558,1997-02-08,94.57 1121 | 3558,1997-03-19,13.97 1122 | 3558,1997-06-22,59.28 1123 | 3558,1997-10-12,24.49 1124 | 3567,1997-02-02,179.21 1125 | 3571,1997-01-15,14.7 1126 | 3580,1997-02-06,35.77 1127 | 3580,1997-06-02,14.96 1128 | 3580,1997-09-25,8.97 1129 | 3584,1997-01-15,64.23 1130 | 3584,1997-01-20,11.77 1131 | 3584,1997-04-24,9.98 1132 | 3587,1997-01-15,14.96 1133 | 3601,1997-01-15,15.36 1134 | 3612,1997-01-15,26.14 1135 | 3614,1997-01-15,49.28 1136 | 3614,1997-01-23,13.97 1137 | 3614,1997-02-05,66.22 1138 | 3614,1997-02-07,98.18 1139 | 3614,1997-09-10,36.48 1140 | 3614,1997-09-24,10.49 1141 | 3614,1997-11-26,113.9 1142 | 3614,1997-12-15,20.98 1143 | 3629,1997-01-15,11.99 1144 | 3647,1997-02-09,11.77 1145 | 3647,1997-07-21,57.5 1146 | 3656,1997-01-15,11.77 1147 | 3656,1998-04-01,9.49 1148 | 3656,1998-04-14,13.99 1149 | 3656,1998-05-15,24.48 1150 | 3660,1997-01-15,8.77 1151 | 3660,1997-06-21,9.77 1152 | 3660,1998-03-19,14.42 1153 | 3669,1997-01-16,39.7 1154 | 3669,1997-03-15,15.7 1155 | 3669,1997-06-23,15.7 1156 | 3669,1997-11-21,22.49 1157 | 3674,1997-01-15,30.13 1158 | 3690,1997-01-15,19.99 1159 | 3704,1997-01-15,27.99 1160 | 3726,1997-01-15,29.98 1161 | 3743,1997-01-21,10.97 1162 | 3755,1997-01-16,21.98 1163 | 3774,1997-01-22,83.0 1164 | 3774,1997-04-30,64.24 1165 | 3774,1997-05-02,14.96 1166 | 3774,1998-04-05,58.85 1167 | 3775,1997-01-16,39.3 1168 | 3794,1997-01-16,15.36 1169 | 3805,1997-01-16,6.79 1170 | 3805,1997-06-23,4.79 1171 | 3809,1997-01-16,17.9 1172 | 3819,1997-01-16,128.36 1173 | 3819,1997-02-15,130.09 1174 | 3819,1997-06-23,27.94 1175 | 3820,1997-01-16,29.33 1176 | 3820,1997-03-24,12.77 1177 | 3824,1997-01-16,7.98 1178 | 3838,1997-01-16,11.56 1179 | 3853,1997-01-16,41.9 1180 | 3874,1997-02-06,58.47 1181 | 3876,1997-01-16,44.12 1182 | 3891,1997-01-16,9.99 1183 | 3902,1997-01-16,46.68 1184 | 3902,1997-02-03,242.98 1185 | 3911,1997-01-16,23.99 1186 | 3911,1997-03-06,58.46 1187 | 3911,1997-07-01,13.97 1188 | 3912,1997-01-16,15.36 1189 | 3926,1997-01-16,17.36 1190 | 3944,1997-01-16,19.99 1191 | 3955,1997-01-16,7.78 1192 | 3965,1997-01-16,24.99 1193 | 3965,1997-02-21,9.77 1194 | 3965,1997-03-31,9.77 1195 | 3970,1997-01-16,47.48 1196 | 3970,1997-01-29,19.74 1197 | 3970,1997-03-11,58.06 1198 | 3970,1997-04-10,63.31 1199 | 3970,1997-08-05,26.14 1200 | 3970,1997-10-01,38.97 1201 | 3975,1997-01-16,15.96 1202 | 3993,1997-01-17,15.99 1203 | 3993,1997-04-03,30.99 1204 | 3993,1997-04-26,4.79 1205 | 3993,1997-05-19,43.48 1206 | 3993,1997-11-20,33.99 1207 | 3993,1998-02-18,31.97 1208 | 3997,1997-01-17,18.77 1209 | 4005,1997-01-17,14.37 1210 | 4005,1997-04-26,24.74 1211 | 4005,1998-03-09,21.48 1212 | 4019,1997-01-17,6.78 1213 | 4019,1998-03-24,23.48 1214 | 4037,1997-01-17,14.37 1215 | 4053,1997-01-17,11.77 1216 | 4066,1997-03-11,15.36 1217 | 4066,1997-10-09,42.48 1218 | 4066,1997-12-08,32.47 1219 | 4066,1998-01-20,39.86 1220 | 4066,1998-02-26,59.55 1221 | 4066,1998-03-06,63.95 1222 | 4066,1998-03-27,63.48 1223 | 4066,1998-06-22,39.46 1224 | 4070,1997-01-17,14.37 1225 | 4087,1997-01-17,12.97 1226 | 4090,1997-01-17,29.33 1227 | 4090,1997-02-26,13.77 1228 | 4090,1998-02-04,29.48 1229 | 4090,1998-03-27,21.99 1230 | 4096,1997-01-17,27.55 1231 | 4096,1997-03-31,13.97 1232 | 4101,1997-01-17,8.79 1233 | 4101,1997-06-20,16.7 1234 | 4105,1997-01-17,15.36 1235 | 4113,1997-02-03,61.09 1236 | 4113,1997-03-29,166.25 1237 | 4113,1997-06-30,41.5 1238 | 4124,1997-01-18,42.73 1239 | 4141,1997-01-17,20.0 1240 | 4160,1997-01-17,14.99 1241 | 4165,1997-01-17,34.66 1242 | 4165,1997-01-23,17.3 1243 | 4165,1997-03-25,14.96 1244 | 4165,1997-05-01,28.34 1245 | 4165,1997-05-23,73.02 1246 | 4165,1997-07-01,45.43 1247 | 4165,1997-07-12,59.25 1248 | 4165,1997-07-26,14.96 1249 | 4165,1997-08-16,72.03 1250 | 4165,1997-09-01,13.97 1251 | 4165,1997-09-10,12.99 1252 | 4165,1997-09-29,55.97 1253 | 4165,1997-11-17,11.49 1254 | 4165,1997-11-18,11.49 1255 | 4165,1997-12-08,28.97 1256 | 4165,1997-12-11,11.49 1257 | 4165,1998-01-02,33.47 1258 | 4165,1998-02-26,17.49 1259 | 4165,1998-04-15,12.99 1260 | 4165,1998-05-19,13.99 1261 | 4165,1998-05-29,26.99 1262 | 4165,1998-06-25,12.99 1263 | 4167,1997-03-04,14.99 1264 | 4179,1997-01-17,13.97 1265 | 4198,1997-01-17,43.69 1266 | 4203,1997-01-17,26.55 1267 | 4203,1997-01-27,12.49 1268 | 4203,1997-02-01,41.68 1269 | 4203,1997-04-19,12.77 1270 | 4203,1997-08-23,24.49 1271 | 4203,1997-10-19,61.97 1272 | 4203,1997-12-05,29.48 1273 | 4203,1998-01-24,12.49 1274 | 4214,1997-01-17,14.37 1275 | 4231,1997-01-17,30.73 1276 | 4253,1997-01-18,15.36 1277 | 4269,1997-01-19,10.77 1278 | 4285,1997-01-18,15.36 1279 | 4287,1997-01-18,15.36 1280 | 4287,1997-07-18,189.64 1281 | 4288,1997-01-18,49.91 1282 | 4288,1997-02-18,23.54 1283 | 4309,1997-01-18,33.31 1284 | 4309,1997-12-15,38.97 1285 | 4316,1997-01-18,25.77 1286 | 4316,1997-02-21,16.96 1287 | 4316,1997-04-19,14.37 1288 | 4316,1997-06-16,11.77 1289 | 4322,1997-01-18,34.98 1290 | 4322,1997-03-15,29.99 1291 | 4330,1997-01-18,19.54 1292 | 4349,1997-01-18,23.54 1293 | 4365,1997-01-20,18.56 1294 | 4374,1997-01-18,6.79 1295 | 4374,1997-06-05,24.02 1296 | 4374,1997-06-20,12.25 1297 | 4379,1997-01-18,20.75 1298 | 4383,1997-01-18,14.99 1299 | 4383,1997-05-13,46.37 1300 | 4383,1997-05-25,84.19 1301 | 4383,1997-06-26,25.97 1302 | 4383,1997-07-14,25.77 1303 | 4383,1997-07-15,64.43 1304 | 4383,1997-07-28,33.96 1305 | 4383,1997-08-20,19.99 1306 | 4383,1997-08-24,57.71 1307 | 4383,1997-12-06,93.94 1308 | 4383,1998-01-06,24.49 1309 | 4383,1998-02-28,24.87 1310 | 4383,1998-04-22,61.34 1311 | 4392,1997-01-18,20.97 1312 | 4392,1997-03-02,15.38 1313 | 4392,1998-02-12,18.98 1314 | 4407,1997-01-18,11.77 1315 | 4408,1997-01-18,32.74 1316 | 4408,1997-02-06,56.66 1317 | 4408,1997-05-09,11.77 1318 | 4424,1997-01-18,28.93 1319 | 4424,1997-08-29,14.96 1320 | 4424,1998-06-11,23.76 1321 | 4427,1997-01-18,44.29 1322 | 4446,1997-01-18,55.04 1323 | 4461,1997-01-18,41.25 1324 | 4461,1997-06-19,28.34 1325 | 4461,1997-11-18,12.49 1326 | 4461,1998-04-05,24.48 1327 | 4461,1998-05-19,23.98 1328 | 4465,1997-01-18,56.66 1329 | 4474,1997-01-18,97.22 1330 | 4474,1997-01-22,15.36 1331 | 4474,1997-02-11,15.36 1332 | 4474,1997-12-30,271.82 1333 | 4474,1998-01-02,31.98 1334 | 4486,1997-01-18,73.13 1335 | 4504,1997-01-18,34.72 1336 | 4504,1997-11-14,19.98 1337 | 4513,1997-01-25,25.74 1338 | 4525,1997-01-19,26.74 1339 | 4544,1997-01-19,11.77 1340 | 4544,1998-03-02,29.49 1341 | 4564,1997-01-19,39.36 1342 | 4564,1997-12-02,30.98 1343 | 4581,1997-01-19,16.9 1344 | 4589,1997-01-19,27.13 1345 | 4589,1997-02-26,59.83 1346 | 4589,1997-04-16,45.11 1347 | 4589,1997-12-06,41.46 1348 | 4593,1997-01-19,82.41 1349 | 4593,1997-02-18,11.77 1350 | 4593,1997-06-06,14.96 1351 | 4601,1997-01-19,23.54 1352 | 4601,1998-02-03,11.88 1353 | 4601,1998-03-08,36.86 1354 | 4601,1998-04-20,29.98 1355 | 4601,1998-05-06,43.97 1356 | 4616,1997-01-19,12.49 1357 | 4630,1997-01-19,36.73 1358 | 4635,1997-02-24,39.54 1359 | 4635,1997-06-24,19.77 1360 | 4635,1998-02-21,114.1 1361 | 4635,1998-02-26,44.08 1362 | 4644,1997-01-19,21.37 1363 | 4644,1997-02-19,29.33 1364 | 4649,1997-01-19,12.49 1365 | 4649,1997-06-21,38.33 1366 | 4649,1997-08-17,11.77 1367 | 4649,1997-10-31,13.99 1368 | 4649,1998-04-10,72.99 1369 | 4649,1998-05-01,72.99 1370 | 4649,1998-06-07,42.47 1371 | 4653,1997-01-19,15.36 1372 | 4669,1997-01-19,15.36 1373 | 4687,1997-01-19,31.72 1374 | 4687,1997-10-20,49.47 1375 | 4701,1997-01-19,11.77 1376 | 4717,1997-01-19,49.87 1377 | 4718,1997-01-19,37.51 1378 | 4718,1997-03-19,25.74 1379 | 4718,1998-04-29,58.74 1380 | 4732,1997-01-19,9.77 1381 | 4749,1997-01-19,39.98 1382 | 4762,1997-02-28,12.77 1383 | 4762,1997-06-11,12.77 1384 | 4768,1997-01-19,58.89 1385 | 4791,1997-01-19,31.52 1386 | 4794,1997-01-19,15.99 1387 | 4794,1997-05-26,34.14 1388 | 4797,1997-01-19,84.02 1389 | 4797,1997-03-07,88.6 1390 | 4797,1997-07-21,106.55 1391 | 4805,1997-01-19,25.74 1392 | 4805,1997-02-16,13.97 1393 | 4805,1997-07-15,13.97 1394 | 4805,1997-07-17,12.97 1395 | 4805,1997-07-25,14.79 1396 | 4805,1997-12-05,57.96 1397 | 4805,1997-12-20,13.99 1398 | 4805,1997-12-31,53.96 1399 | 4805,1998-03-17,13.49 1400 | 4805,1998-04-14,12.99 1401 | 4805,1998-06-12,44.47 1402 | 4807,1997-01-19,13.97 1403 | 4819,1997-01-26,9.97 1404 | 4819,1997-07-01,11.77 1405 | 4819,1997-09-18,11.49 1406 | 4819,1997-11-14,11.49 1407 | 4819,1998-02-25,11.49 1408 | 4822,1997-01-19,65.97 1409 | 4836,1997-01-20,22.99 1410 | 4836,1997-03-14,24.48 1411 | 4836,1997-04-22,13.97 1412 | 4836,1997-05-26,23.88 1413 | 4836,1997-06-16,24.49 1414 | 4836,1997-07-23,23.54 1415 | 4836,1997-07-29,28.73 1416 | 4836,1998-06-04,11.88 1417 | 4842,1997-01-20,14.99 1418 | 4854,1997-01-20,18.36 1419 | 4854,1997-02-04,44.97 1420 | 4868,1997-01-20,14.96 1421 | 4870,1997-01-20,71.69 1422 | 4870,1997-03-16,27.33 1423 | 4873,1997-01-20,150.21 1424 | 4873,1997-03-23,83.39 1425 | 4873,1997-10-11,52.97 1426 | 4875,1997-01-20,25.74 1427 | 4875,1997-05-19,11.77 1428 | 4880,1997-01-20,72.25 1429 | 4880,1997-01-22,35.37 1430 | 4880,1997-04-07,27.14 1431 | 4890,1997-01-20,30.72 1432 | 4890,1997-07-29,14.37 1433 | 4892,1997-01-20,29.92 1434 | 4894,1997-01-20,17.76 1435 | 4894,1997-02-06,11.77 1436 | 4894,1997-03-28,77.48 1437 | 4894,1997-04-28,80.41 1438 | 4894,1997-05-05,34.5 1439 | 4894,1997-07-18,43.95 1440 | 4894,1997-08-04,167.65 1441 | 4894,1997-08-06,52.46 1442 | 4894,1997-11-07,26.98 1443 | 4894,1997-11-18,59.97 1444 | 4894,1997-12-15,13.99 1445 | 4894,1998-03-19,117.37 1446 | 4907,1997-01-20,19.99 1447 | 4907,1997-02-09,9.98 1448 | 4907,1997-02-17,12.77 1449 | 4907,1997-04-24,25.48 1450 | 4907,1997-05-06,27.85 1451 | 4911,1997-01-20,23.73 1452 | 4930,1997-01-20,76.23 1453 | 4947,1997-01-20,43.89 1454 | 4951,1997-01-20,15.99 1455 | 4951,1997-03-19,34.77 1456 | 4951,1997-03-21,22.77 1457 | 4951,1997-04-08,23.74 1458 | 4951,1997-04-29,15.36 1459 | 4951,1997-04-30,12.97 1460 | 4951,1997-06-13,14.37 1461 | 4951,1997-07-17,25.77 1462 | 4951,1998-01-25,21.98 1463 | 4951,1998-03-10,29.49 1464 | 4951,1998-05-04,14.99 1465 | 4951,1998-06-04,14.49 1466 | 4963,1997-01-20,59.25 1467 | 4965,1997-02-13,15.96 1468 | 4972,1997-01-20,29.33 1469 | 4972,1997-03-21,58.07 1470 | 4979,1997-02-02,11.58 1471 | 4979,1997-03-25,19.99 1472 | 4979,1997-11-24,12.99 1473 | 4982,1997-01-20,22.94 1474 | 4982,1997-05-19,38.71 1475 | 4982,1997-10-02,61.44 1476 | 4982,1997-12-30,30.47 1477 | 4987,1997-01-20,23.96 1478 | 5000,1997-01-20,29.73 1479 | 5000,1997-04-27,43.3 1480 | 5000,1997-06-30,21.77 1481 | 5000,1998-05-31,62.46 1482 | 5006,1997-01-20,16.31 1483 | 5006,1997-08-29,51.5 1484 | 5008,1997-01-20,41.91 1485 | 5008,1997-10-13,19.97 1486 | 5010,1997-01-20,25.74 1487 | 5010,1997-01-30,12.77 1488 | 5010,1997-07-14,14.96 1489 | 5010,1997-07-24,28.93 1490 | 5010,1997-08-21,29.92 1491 | 5010,1997-10-13,12.99 1492 | 5010,1997-11-18,12.49 1493 | 5022,1997-01-26,38.71 1494 | 5031,1997-01-20,51.48 1495 | 5031,1998-05-19,54.84 1496 | 5038,1997-01-20,14.37 1497 | 5038,1997-02-06,14.79 1498 | 5038,1997-12-06,51.96 1499 | 5047,1997-02-24,32.33 1500 | 5048,1997-01-20,40.73 1501 | 5066,1997-01-20,9.98 1502 | 5067,1997-01-30,41.5 1503 | 5067,1997-03-03,18.76 1504 | 5067,1998-03-09,9.48 1505 | 5067,1998-03-18,29.98 1506 | 5072,1997-01-20,26.76 1507 | 5072,1997-06-08,11.77 1508 | 5072,1997-09-13,28.48 1509 | 5072,1998-04-19,48.55 1510 | 5089,1997-01-20,30.86 1511 | 5105,1997-01-20,34.31 1512 | 5108,1997-01-20,56.87 1513 | 5108,1997-01-22,31.31 1514 | 5108,1997-09-13,25.98 1515 | 5108,1997-09-27,46.98 1516 | 5108,1997-09-29,14.49 1517 | 5108,1997-12-28,10.49 1518 | 5108,1998-03-01,19.99 1519 | 5130,1997-01-20,19.99 1520 | 5130,1997-10-13,5.49 1521 | 5130,1997-10-25,15.49 1522 | 5135,1997-01-21,49.44 1523 | 5135,1997-04-17,55.79 1524 | 5135,1997-06-19,58.1 1525 | 5135,1998-01-04,34.46 1526 | 5135,1998-03-02,56.94 1527 | 5137,1997-01-21,27.54 1528 | 5137,1997-06-21,89.48 1529 | 5137,1998-04-01,128.13 1530 | 5151,1997-01-21,14.96 1531 | 5156,1997-01-21,11.99 1532 | 5156,1997-03-22,11.97 1533 | 5176,1997-01-21,13.97 1534 | 5192,1997-01-21,31.51 1535 | 5192,1997-01-24,44.51 1536 | 5192,1997-01-28,11.77 1537 | 5192,1997-02-05,36.11 1538 | 5192,1997-02-24,81.41 1539 | 5192,1997-03-18,40.11 1540 | 5192,1997-03-24,40.71 1541 | 5192,1997-04-28,59.85 1542 | 5192,1997-05-21,65.63 1543 | 5192,1997-05-27,74.77 1544 | 5192,1997-06-23,62.04 1545 | 5192,1997-09-10,33.47 1546 | 5194,1997-01-21,13.97 1547 | 5206,1997-01-21,80.11 1548 | 5206,1997-02-07,14.79 1549 | 5206,1997-02-25,28.76 1550 | 5206,1997-03-02,33.48 1551 | 5206,1997-03-25,47.12 1552 | 5215,1997-01-21,21.99 1553 | 5221,1997-01-24,8.97 1554 | 5221,1997-02-04,19.3 1555 | 5221,1997-02-11,19.3 1556 | 5221,1997-02-20,4.77 1557 | 5221,1997-02-28,17.76 1558 | 5221,1997-03-05,77.84 1559 | 5221,1997-03-20,31.94 1560 | 5221,1997-03-25,25.96 1561 | 5221,1997-04-10,19.76 1562 | 5221,1997-04-30,30.69 1563 | 5221,1997-05-03,22.99 1564 | 5221,1997-05-20,31.03 1565 | 5221,1997-07-10,19.55 1566 | 5238,1997-01-21,9.98 1567 | 5240,1997-02-03,47.71 1568 | 5240,1997-08-09,50.33 1569 | 5240,1997-08-18,26.56 1570 | 5240,1998-02-07,27.97 1571 | 5242,1997-02-03,12.99 1572 | 5259,1997-01-21,37.48 1573 | 5259,1997-10-24,102.93 1574 | 5265,1997-01-21,26.13 1575 | 5265,1997-01-31,23.99 1576 | 5265,1997-02-08,34.0 1577 | 5265,1997-03-24,42.93 1578 | 5265,1997-05-23,30.37 1579 | 5265,1998-01-14,14.49 1580 | 5265,1998-03-09,11.99 1581 | 5265,1998-03-23,15.49 1582 | 5281,1997-01-21,14.37 1583 | 5281,1998-03-21,18.98 1584 | 5285,1997-01-21,11.97 1585 | 5285,1997-02-20,26.13 1586 | 5285,1997-06-18,44.09 1587 | 5285,1997-08-22,25.74 1588 | 5285,1997-12-06,26.98 1589 | 5297,1997-01-21,12.49 1590 | 5302,1997-01-21,12.97 1591 | 5302,1997-09-30,11.49 1592 | 5302,1997-12-23,7.49 1593 | 5309,1997-01-21,30.72 1594 | 5309,1997-02-05,15.36 1595 | 5312,1997-01-22,65.34 1596 | 5316,1997-01-21,41.98 1597 | 5330,1997-01-21,60.64 1598 | 5336,1997-01-21,38.03 1599 | 5336,1997-03-13,28.93 1600 | 5336,1997-04-24,42.9 1601 | 5336,1997-06-22,26.14 1602 | 5336,1997-06-24,41.91 1603 | 5336,1997-07-05,68.6 1604 | 5336,1997-07-26,55.07 1605 | 5336,1997-11-07,41.47 1606 | 5336,1998-01-03,20.98 1607 | 5336,1998-02-02,42.06 1608 | 5336,1998-06-27,39.97 1609 | 5350,1997-01-21,29.92 1610 | 5350,1997-02-08,39.73 1611 | 5350,1997-02-20,25.93 1612 | 5350,1997-03-01,42.9 1613 | 5353,1997-01-21,74.97 1614 | 5369,1997-01-21,14.96 1615 | 5390,1997-01-21,39.98 1616 | 5405,1997-01-22,112.72 1617 | 5405,1997-01-25,40.74 1618 | 5405,1997-08-27,14.96 1619 | 5405,1997-11-07,66.95 1620 | 5405,1997-12-15,105.93 1621 | 5413,1997-01-31,68.44 1622 | 5413,1997-02-27,58.66 1623 | 5413,1997-04-05,75.21 1624 | 5418,1997-01-22,18.75 1625 | 5420,1997-01-22,49.97 1626 | 5420,1997-01-24,84.22 1627 | 5420,1997-02-10,85.01 1628 | 5420,1997-02-14,86.4 1629 | 5420,1997-02-24,88.99 1630 | 5420,1997-03-08,71.63 1631 | 5420,1997-03-26,95.91 1632 | 5420,1997-04-07,125.69 1633 | 5420,1997-04-17,95.94 1634 | 5420,1997-04-25,100.6 1635 | 5420,1997-05-05,103.75 1636 | 5420,1997-05-12,15.36 1637 | 5420,1997-06-11,90.18 1638 | 5420,1997-06-20,76.22 1639 | 5420,1997-06-27,15.36 1640 | 5420,1997-08-18,95.98 1641 | 5420,1997-09-04,99.21 1642 | 5420,1997-09-18,69.45 1643 | 5420,1997-09-25,15.49 1644 | 5420,1997-10-06,87.44 1645 | 5420,1997-11-18,99.93 1646 | 5420,1998-01-19,102.93 1647 | 5420,1998-01-30,131.46 1648 | 5420,1998-01-31,56.46 1649 | 5433,1997-01-22,13.97 1650 | 5439,1997-01-22,44.74 1651 | 5439,1997-02-28,14.96 1652 | 5444,1997-01-23,63.05 1653 | 5444,1997-06-18,38.92 1654 | 5444,1997-11-01,25.96 1655 | 5444,1997-11-06,14.49 1656 | 5444,1997-11-08,58.95 1657 | 5444,1997-12-11,16.98 1658 | 5444,1998-03-16,29.97 1659 | 5444,1998-03-25,12.99 1660 | 5444,1998-04-14,28.46 1661 | 5444,1998-06-07,14.47 1662 | 5444,1998-06-16,15.98 1663 | 5444,1998-06-26,27.97 1664 | 5451,1997-01-22,49.97 1665 | 5461,1997-01-22,11.97 1666 | 5461,1997-03-18,37.65 1667 | 5467,1997-01-22,35.76 1668 | 5481,1997-01-23,11.77 1669 | 5502,1997-01-22,11.77 1670 | 5519,1997-01-22,11.7 1671 | 5519,1998-06-14,25.98 1672 | 5519,1998-06-18,20.98 1673 | 5525,1997-01-22,62.87 1674 | 5525,1997-02-20,11.77 1675 | 5525,1997-03-10,21.77 1676 | 5525,1997-03-23,35.31 1677 | 5525,1997-05-18,24.74 1678 | 5525,1997-08-17,43.34 1679 | 5525,1998-01-01,31.48 1680 | 5533,1997-01-22,14.77 1681 | 5554,1997-01-22,14.96 1682 | 5554,1997-09-30,41.47 1683 | 5554,1998-02-26,25.16 1684 | 5558,1997-01-22,34.98 1685 | 5575,1997-01-22,9.97 1686 | 5575,1997-06-04,13.77 1687 | 5575,1997-06-23,21.54 1688 | 5575,1997-07-30,13.97 1689 | 5575,1997-08-18,4.79 1690 | 5575,1997-09-20,11.49 1691 | 5575,1997-09-23,46.48 1692 | 5575,1997-11-03,27.99 1693 | 5575,1997-11-07,33.99 1694 | 5575,1997-11-28,31.98 1695 | 5575,1997-12-11,22.98 1696 | 5575,1997-12-19,16.99 1697 | 5575,1997-12-29,28.48 1698 | 5575,1998-03-07,15.49 1699 | 5575,1998-06-09,18.47 1700 | 5579,1997-01-22,28.13 1701 | 5595,1997-01-22,12.49 1702 | 5595,1997-03-22,20.86 1703 | 5595,1997-04-10,14.37 1704 | 5597,1997-01-22,30.36 1705 | 5615,1997-01-22,43.7 1706 | 5631,1997-01-22,30.76 1707 | 5631,1997-05-28,120.95 1708 | 5631,1997-06-30,71.22 1709 | 5631,1997-10-09,11.49 1710 | 5631,1997-10-13,13.99 1711 | 5631,1997-10-21,53.96 1712 | 5631,1997-10-27,47.97 1713 | 5633,1997-01-22,12.49 1714 | 5645,1997-01-22,17.9 1715 | 5645,1997-08-19,27.77 1716 | 5645,1998-05-03,11.88 1717 | 5646,1997-01-23,25.74 1718 | 5651,1997-01-23,17.9 1719 | 5651,1997-04-23,12.49 1720 | 5651,1998-03-09,37.96 1721 | 5664,1997-01-23,41.5 1722 | 5674,1997-01-23,23.54 1723 | 5674,1997-02-24,44.88 1724 | 5677,1997-01-23,154.92 1725 | 5677,1997-05-21,17.7 1726 | 5677,1997-08-17,137.14 1727 | 5677,1997-10-18,62.96 1728 | 5677,1998-02-01,169.38 1729 | 5683,1997-01-23,11.77 1730 | 5694,1997-01-23,9.77 1731 | 5717,1997-01-23,141.85 1732 | 5719,1997-01-23,23.94 1733 | 5719,1997-01-24,6.79 1734 | 5722,1997-01-30,39.51 1735 | 5722,1997-03-16,39.74 1736 | 5722,1997-08-29,36.71 1737 | 5722,1997-09-23,35.97 1738 | 5722,1997-10-28,25.47 1739 | 5746,1997-01-23,202.58 1740 | 5749,1997-01-23,38.5 1741 | 5749,1997-03-10,40.7 1742 | 5749,1997-09-02,26.73 1743 | 5749,1997-11-13,22.48 1744 | 5749,1997-12-05,40.47 1745 | 5749,1998-01-29,37.86 1746 | 5749,1998-03-14,12.58 1747 | 5749,1998-04-04,64.24 1748 | 5749,1998-05-03,41.97 1749 | 5770,1997-01-23,35.91 1750 | 5779,1997-01-23,124.69 1751 | 5779,1997-02-21,147.4 1752 | 5779,1997-06-29,124.51 1753 | 5788,1997-01-23,14.37 1754 | 5802,1997-01-23,29.16 1755 | 5817,1997-01-23,23.14 1756 | 5832,1997-01-23,13.97 1757 | 5837,1997-02-08,119.55 1758 | 5839,1997-01-23,70.45 1759 | 5839,1997-06-26,71.45 1760 | 5844,1997-02-17,66.96 1761 | 5844,1997-06-27,30.6 1762 | 5844,1997-10-03,30.6 1763 | 5847,1997-01-23,37.96 1764 | 5847,1997-01-28,58.95 1765 | 5847,1997-03-03,28.93 1766 | 5847,1997-04-15,46.93 1767 | 5847,1997-04-26,21.99 1768 | 5847,1997-05-16,49.31 1769 | 5847,1997-06-11,38.91 1770 | 5847,1997-06-23,42.31 1771 | 5847,1997-08-22,27.94 1772 | 5847,1997-08-27,44.3 1773 | 5847,1997-09-15,27.98 1774 | 5847,1997-11-01,53.96 1775 | 5847,1997-11-26,39.97 1776 | 5847,1997-12-05,52.46 1777 | 5847,1998-01-16,59.47 1778 | 5847,1998-03-12,36.97 1779 | 5847,1998-04-05,25.07 1780 | 5847,1998-05-19,36.97 1781 | 5847,1998-06-05,49.56 1782 | 5847,1998-06-29,12.58 1783 | 5851,1997-01-23,15.76 1784 | 5852,1997-01-23,66.96 1785 | 5852,1997-03-11,30.97 1786 | 5855,1997-01-23,33.8 1787 | 5855,1997-01-25,38.16 1788 | 5855,1997-02-06,71.24 1789 | 5855,1997-02-16,14.99 1790 | 5870,1997-01-23,14.37 1791 | 5870,1997-05-08,56.31 1792 | 5870,1997-06-02,92.96 1793 | 5870,1997-07-08,26.75 1794 | 5870,1998-06-03,34.48 1795 | 5873,1997-01-23,21.54 1796 | 5875,1997-01-23,31.8 1797 | 5875,1997-05-04,39.98 1798 | 5875,1997-09-07,23.95 1799 | 5889,1997-01-23,12.97 1800 | 5903,1997-01-23,25.14 1801 | 5922,1997-01-24,23.54 1802 | 5936,1997-01-24,39.3 1803 | 5936,1997-03-18,30.32 1804 | 5939,1997-01-24,11.77 1805 | 5939,1997-03-04,77.34 1806 | 5939,1997-08-15,15.36 1807 | 5939,1997-10-01,42.47 1808 | 5939,1997-11-17,82.44 1809 | 5939,1998-01-31,55.35 1810 | 5940,1997-01-25,86.02 1811 | 5947,1997-01-24,13.97 1812 | 5947,1997-02-14,33.99 1813 | 5947,1997-09-22,15.99 1814 | 5957,1997-01-24,42.31 1815 | 5972,1997-01-24,43.7 1816 | 5990,1997-01-24,80.59 1817 | 6002,1997-01-24,78.7 1818 | 6011,1997-01-24,14.96 1819 | 6011,1997-02-07,28.93 1820 | 6011,1997-03-02,15.36 1821 | 6011,1997-05-24,29.54 1822 | 6011,1997-06-25,15.76 1823 | 6011,1997-09-15,14.48 1824 | 6011,1997-12-07,44.47 1825 | 6011,1998-02-28,17.98 1826 | 6025,1997-01-24,9.97 1827 | 6025,1997-12-14,60.45 1828 | 6025,1998-02-20,52.54 1829 | 6044,1997-01-24,26.07 1830 | 6054,1997-01-24,13.58 1831 | 6054,1997-07-07,12.25 1832 | 6054,1997-07-17,16.36 1833 | 6054,1997-10-08,11.49 1834 | 6054,1998-03-09,12.49 1835 | 6062,1997-01-24,15.96 1836 | 6072,1997-01-24,69.22 1837 | 6072,1997-02-02,15.96 1838 | 6072,1997-02-12,52.93 1839 | 6072,1997-02-16,84.39 1840 | 6072,1997-02-20,66.54 1841 | 6072,1997-03-26,33.51 1842 | 6072,1998-02-15,69.95 1843 | 6075,1997-01-29,3.99 1844 | 6084,1997-01-24,23.54 1845 | 6084,1997-10-20,61.98 1846 | 6084,1997-10-22,25.99 1847 | 6084,1998-03-30,26.87 1848 | 6087,1997-01-24,26.94 1849 | 6087,1997-07-30,27.31 1850 | 6094,1997-01-24,86.97 1851 | 6094,1997-03-03,13.97 1852 | 6102,1997-01-24,43.09 1853 | 6103,1997-01-24,54.27 1854 | 6103,1997-03-16,59.25 1855 | 6119,1997-01-24,38.99 1856 | 6131,1997-01-28,44.77 1857 | 6131,1997-06-23,52.47 1858 | 6142,1997-01-24,197.79 1859 | 6162,1997-01-24,11.77 1860 | 6178,1997-01-24,48.98 1861 | 6196,1997-01-24,13.97 1862 | 6211,1997-01-24,26.14 1863 | 6228,1997-01-26,30.32 1864 | 6242,1997-02-20,218.49 1865 | 6242,1997-03-02,120.47 1866 | 6242,1997-03-04,13.97 1867 | 6242,1997-03-05,44.73 1868 | 6242,1997-04-05,59.48 1869 | 6242,1997-06-26,60.56 1870 | 6242,1997-06-29,33.74 1871 | 6242,1997-07-08,42.15 1872 | 6242,1997-08-10,112.14 1873 | 6242,1997-09-22,65.44 1874 | 6242,1997-10-15,85.42 1875 | 6242,1997-10-21,37.47 1876 | 6242,1997-12-15,12.99 1877 | 6242,1997-12-29,80.95 1878 | 6242,1998-01-01,13.99 1879 | 6242,1998-01-10,38.49 1880 | 6245,1997-01-25,13.97 1881 | 6262,1997-01-25,38.5 1882 | 6278,1997-01-25,12.77 1883 | 6293,1997-01-25,34.54 1884 | 6296,1997-01-29,27.13 1885 | 6296,1997-01-30,11.77 1886 | 6296,1997-02-05,11.77 1887 | 6296,1997-02-20,14.37 1888 | 6296,1997-05-06,11.77 1889 | 6296,1997-05-10,36.41 1890 | 6296,1998-03-14,19.98 1891 | 6296,1998-05-28,11.49 1892 | 6304,1997-01-25,21.7 1893 | 6304,1997-08-16,15.36 1894 | 6305,1997-01-25,33.34 1895 | 6305,1997-01-26,38.5 1896 | 6305,1997-02-27,56.86 1897 | 6305,1997-03-08,70.03 1898 | 6305,1997-03-31,15.9 1899 | 6305,1997-04-18,33.33 1900 | 6305,1997-04-26,39.52 1901 | 6305,1997-05-25,43.3 1902 | 6305,1998-03-24,18.49 1903 | 6313,1997-01-25,11.77 1904 | 6331,1997-01-25,19.77 1905 | 6335,1997-01-25,26.73 1906 | 6335,1997-03-22,12.77 1907 | 6335,1997-09-11,69.46 1908 | 6335,1997-11-15,50.46 1909 | 6335,1997-12-02,59.48 1910 | 6335,1997-12-13,80.44 1911 | 6335,1998-03-22,41.47 1912 | 6353,1997-01-25,14.79 1913 | 6378,1997-01-25,12.49 1914 | 6378,1997-12-06,30.98 1915 | 6378,1998-02-07,12.49 1916 | 6378,1998-03-11,12.99 1917 | 6381,1997-01-25,9.77 1918 | 6381,1997-06-23,6.78 1919 | 6381,1997-07-25,9.98 1920 | 6381,1997-11-03,9.49 1921 | 6381,1997-11-20,12.49 1922 | 6392,1997-01-25,109.99 1923 | 6392,1997-10-26,62.99 1924 | 6396,1997-01-25,27.95 1925 | 6396,1997-03-14,26.73 1926 | 6396,1997-03-24,29.33 1927 | 6396,1997-04-22,26.93 1928 | 6396,1997-06-24,44.88 1929 | 6412,1997-01-25,147.22 1930 | 6412,1998-02-03,101.82 1931 | 6427,1997-01-25,71.62 1932 | 6434,1997-01-25,35.99 1933 | 6434,1997-03-02,15.36 1934 | 6434,1997-08-17,14.96 1935 | 6434,1997-08-23,13.77 1936 | 6444,1997-01-25,77.24 1937 | 6449,1997-01-25,28.74 1938 | 6449,1997-09-01,14.37 1939 | 6461,1997-01-25,14.96 1940 | 6468,1997-02-08,36.77 1941 | 6468,1997-02-18,20.99 1942 | 6468,1997-10-28,16.49 1943 | 6468,1997-11-06,16.49 1944 | 6468,1997-12-06,104.95 1945 | 6468,1997-12-13,28.99 1946 | 6475,1997-01-25,21.7 1947 | 6475,1997-04-22,29.76 1948 | 6475,1997-04-30,12.97 1949 | 6479,1997-01-25,49.96 1950 | 6479,1997-01-26,37.47 1951 | 6479,1997-06-28,36.69 1952 | 6481,1997-01-25,34.75 1953 | 6497,1997-03-24,20.76 1954 | 6497,1997-10-16,18.98 1955 | 6497,1998-01-26,2.99 1956 | 6504,1997-01-26,24.99 1957 | 6518,1997-01-26,39.48 1958 | 6528,1997-01-26,18.95 1959 | 6528,1997-02-02,35.71 1960 | 6528,1997-02-22,7.78 1961 | 6537,1997-01-26,59.26 1962 | 6551,1997-01-26,14.96 1963 | 6559,1997-01-26,19.95 1964 | 6559,1997-03-22,19.99 1965 | 6574,1997-01-26,15.76 1966 | 6579,1997-01-26,27.77 1967 | 6579,1997-07-12,13.97 1968 | 6601,1997-01-26,73.95 1969 | 6606,1997-01-26,57.85 1970 | 6606,1997-03-14,46.08 1971 | 6606,1997-04-10,29.98 1972 | 6606,1997-04-14,19.99 1973 | 6615,1997-01-26,14.37 1974 | 6631,1997-01-26,24.98 1975 | 6645,1997-01-26,9.77 1976 | 6662,1997-01-26,15.36 1977 | 6673,1997-02-10,14.37 1978 | 6682,1997-01-27,73.97 1979 | 6686,1997-01-26,28.11 1980 | 6686,1997-09-23,18.98 1981 | 6686,1997-12-08,43.96 1982 | 6686,1998-03-29,27.98 1983 | 6702,1997-01-26,13.97 1984 | 6717,1997-01-26,14.37 1985 | 6729,1997-01-26,12.77 1986 | 6729,1997-02-14,75.2 1987 | 6733,1997-01-26,14.99 1988 | 6760,1997-01-26,53.29 1989 | 6781,1997-01-26,15.36 1990 | 6797,1997-01-27,15.36 1991 | 6799,1997-01-27,50.54 1992 | 6799,1997-02-16,39.32 1993 | 6799,1997-07-05,56.07 1994 | 6799,1997-08-02,24.73 1995 | 6799,1997-10-19,41.97 1996 | 6799,1997-11-02,40.97 1997 | 6799,1998-02-08,111.3 1998 | 6799,1998-03-26,10.99 1999 | 6799,1998-04-11,12.99 2000 | 6799,1998-06-23,45.98 2001 | 6819,1997-01-27,6.79 2002 | 6821,1997-01-27,29.33 2003 | 6821,1997-02-13,18.36 2004 | 6821,1997-02-28,28.14 2005 | 6821,1997-06-27,7.78 2006 | 6821,1997-08-14,6.77 2007 | 6827,1997-03-13,25.74 2008 | 6838,1997-01-27,165.07 2009 | 6838,1998-01-27,11.88 2010 | 6848,1997-02-04,47.3 2011 | 6854,1997-01-27,14.37 2012 | 6854,1998-01-13,32.98 2013 | 6854,1998-05-11,16.99 2014 | 6869,1997-01-27,11.77 2015 | 6892,1997-01-27,24.74 2016 | 6898,1997-01-27,29.73 2017 | 6898,1997-02-07,9.98 2018 | 6898,1997-04-18,13.97 2019 | 6898,1997-11-14,10.49 2020 | 6898,1997-12-23,10.49 2021 | 6912,1997-01-28,5.78 2022 | 6918,1997-01-27,13.97 2023 | 6918,1997-03-28,15.36 2024 | 6918,1998-01-28,14.49 2025 | 6918,1998-02-01,15.49 2026 | 6918,1998-02-17,15.49 2027 | 6918,1998-04-16,44.47 2028 | 6931,1997-01-27,21.37 2029 | 6931,1997-03-13,29.33 2030 | 6931,1998-03-21,22.48 2031 | 6934,1997-01-27,36.99 2032 | 6934,1997-10-30,52.46 2033 | 6934,1997-11-25,28.48 2034 | 6955,1997-01-27,9.77 2035 | 6967,1997-01-27,28.74 2036 | 6983,1997-01-27,14.37 2037 | 6993,1997-01-27,11.77 2038 | 6993,1997-01-30,14.37 2039 | 6993,1997-02-26,14.37 2040 | 6993,1997-07-27,76.79 2041 | 6993,1997-08-07,26.83 2042 | 6993,1997-09-02,14.58 2043 | 6999,1997-01-27,31.52 2044 | 6999,1997-03-09,11.77 2045 | 7001,1997-01-27,61.05 2046 | 7001,1998-03-26,77.45 2047 | 7017,1997-01-27,37.03 2048 | 7021,1997-01-27,28.47 2049 | 7021,1997-03-18,26.73 2050 | 7024,1997-01-27,70.83 2051 | 7024,1997-03-20,28.86 2052 | 7024,1997-03-26,19.3 2053 | 7037,1997-01-27,31.32 2054 | 7037,1997-09-20,12.99 2055 | 7040,1997-01-27,24.74 2056 | 7050,1997-01-27,23.98 2057 | 7071,1997-01-27,23.54 2058 | 7093,1997-01-27,11.77 2059 | 7093,1998-05-09,5.49 2060 | 7102,1997-01-28,31.93 2061 | 7102,1997-02-18,27.13 2062 | 7102,1997-02-24,19.75 2063 | 7102,1997-02-25,44.32 2064 | 7102,1997-04-03,53.09 2065 | 7102,1997-04-18,42.9 2066 | 7102,1997-04-22,30.72 2067 | 7102,1997-05-11,14.96 2068 | 7102,1997-09-20,2.99 2069 | 7104,1997-01-28,42.9 2070 | 7104,1997-02-28,54.71 2071 | 7112,1997-01-28,28.99 2072 | 7120,1997-01-28,28.76 2073 | 7120,1997-02-08,15.96 2074 | 7120,1997-04-24,57.06 2075 | 7120,1997-07-01,27.94 2076 | 7120,1997-07-08,16.36 2077 | 7120,1997-07-25,28.97 2078 | 7120,1997-08-21,72.89 2079 | 7120,1997-10-11,25.98 2080 | 7120,1997-12-20,12.99 2081 | 7120,1998-04-25,45.47 2082 | 7122,1997-01-28,15.36 2083 | 7122,1997-03-26,34.11 2084 | 7130,1997-01-28,84.83 2085 | 7130,1997-02-04,13.97 2086 | 7130,1997-02-24,26.33 2087 | 7130,1998-01-30,61.96 2088 | 7130,1998-02-12,55.04 2089 | 7130,1998-03-17,75.96 2090 | 7130,1998-05-31,70.45 2091 | 7136,1997-01-28,32.29 2092 | 7148,1997-01-28,45.89 2093 | 7148,1997-02-07,96.93 2094 | 7148,1997-06-20,21.74 2095 | 7148,1997-07-24,92.69 2096 | 7148,1997-11-10,34.48 2097 | 7148,1997-12-09,108.43 2098 | 7152,1997-01-28,69.47 2099 | 7152,1997-02-15,87.27 2100 | 7152,1997-03-12,39.9 2101 | 7152,1997-04-08,14.96 2102 | 7152,1997-05-05,113.35 2103 | 7152,1997-06-11,86.43 2104 | 7152,1997-07-08,134.09 2105 | 7158,1997-01-28,58.31 2106 | 7162,1997-01-28,6.79 2107 | 7162,1997-06-20,14.96 2108 | 7180,1997-01-28,5.99 2109 | 7186,1997-01-28,31.35 2110 | 7186,1997-03-12,26.96 2111 | 7186,1997-05-22,30.32 2112 | 7193,1997-01-28,15.36 2113 | 7193,1997-02-07,29.77 2114 | 7193,1997-02-10,14.37 2115 | 7193,1997-04-09,13.97 2116 | 7193,1997-05-26,14.37 2117 | 7193,1997-07-23,13.76 2118 | 7193,1997-11-03,12.49 2119 | 7193,1998-01-31,7.49 2120 | 7193,1998-03-17,38.86 2121 | 7193,1998-03-25,34.86 2122 | 7193,1998-04-21,38.86 2123 | 7193,1998-05-01,11.18 2124 | 7193,1998-05-04,15.49 2125 | 7198,1997-01-28,28.74 2126 | 7204,1997-01-28,12.49 2127 | 7204,1997-08-12,10.77 2128 | 7216,1997-01-28,31.54 2129 | 7231,1997-01-28,24.99 2130 | 7244,1997-01-28,14.96 2131 | 7260,1997-01-28,27.94 2132 | 7273,1997-02-06,24.54 2133 | 7273,1997-02-27,29.93 2134 | 7273,1997-12-07,25.48 2135 | 7276,1997-01-28,19.99 2136 | 7288,1997-01-28,11.77 2137 | 7292,1997-01-29,36.97 2138 | 7292,1998-01-11,38.98 2139 | 7294,1997-01-28,21.7 2140 | 7294,1997-06-09,29.92 2141 | 7294,1998-03-13,34.8 2142 | 7305,1997-01-28,15.39 2143 | 7305,1997-03-11,21.54 2144 | 7313,1997-01-28,32.6 2145 | 7323,1997-01-28,18.95 2146 | 7323,1997-02-11,25.56 2147 | 7323,1997-02-15,15.36 2148 | 7323,1997-03-16,46.08 2149 | 7323,1997-03-18,26.99 2150 | 7323,1997-03-23,45.28 2151 | 7323,1997-03-28,31.78 2152 | 7323,1997-04-13,58.85 2153 | 7323,1997-04-20,56.97 2154 | 7323,1997-05-04,83.42 2155 | 7323,1997-05-13,55.32 2156 | 7323,1997-06-15,55.65 2157 | 7323,1997-09-09,7.49 2158 | 7323,1997-09-26,42.96 2159 | 7323,1998-01-07,90.96 2160 | 7323,1998-01-19,14.49 2161 | 7323,1998-02-22,59.34 2162 | 7323,1998-02-24,47.97 2163 | 7323,1998-02-25,11.88 2164 | 7323,1998-03-22,31.98 2165 | 7330,1997-01-28,16.36 2166 | 7333,1997-02-03,68.65 2167 | 7333,1997-02-16,88.18 2168 | 7333,1997-06-30,131.07 2169 | 7361,1997-01-28,36.48 2170 | 7367,1997-01-28,22.99 2171 | 7367,1997-02-22,24.99 2172 | 7375,1997-01-29,15.36 2173 | 7375,1997-05-15,14.96 2174 | 7375,1997-05-31,26.14 2175 | 7375,1997-10-25,12.99 2176 | 7375,1997-11-12,12.99 2177 | 7384,1997-01-29,104.17 2178 | 7384,1997-07-08,128.89 2179 | 7386,1997-01-29,13.99 2180 | 7401,1997-01-29,33.13 2181 | 7405,1997-03-10,25.74 2182 | 7405,1997-07-08,123.53 2183 | 7405,1997-10-10,63.45 2184 | 7405,1997-11-09,66.95 2185 | 7409,1997-01-29,12.97 2186 | 7409,1997-04-17,11.78 2187 | 7416,1997-02-06,51.38 2188 | 7422,1997-01-29,21.99 2189 | 7423,1997-03-05,25.54 2190 | 7435,1997-02-03,35.51 2191 | 7435,1997-02-11,33.76 2192 | 7435,1997-05-12,103.94 2193 | 7442,1997-01-30,15.36 2194 | 7449,1997-01-29,11.77 2195 | 7449,1997-02-26,37.75 2196 | 7460,1997-01-29,14.79 2197 | 7460,1997-02-02,29.58 2198 | 7462,1997-01-29,12.49 2199 | 7467,1997-02-09,22.3 2200 | 7467,1997-04-11,28.99 2201 | 7484,1997-01-29,25.76 2202 | 7500,1997-01-29,19.99 2203 | 7512,1997-01-29,9.98 2204 | 7512,1997-02-09,30.92 2205 | 7512,1997-05-30,29.92 2206 | 7512,1997-07-05,14.37 2207 | 7512,1997-08-31,14.96 2208 | 7512,1998-04-18,29.36 2209 | 7513,1997-01-29,14.7 2210 | 7513,1997-02-11,14.7 2211 | 7513,1997-02-14,9.58 2212 | 7513,1997-02-23,14.96 2213 | 7513,1997-03-24,25.74 2214 | 7513,1997-08-15,15.36 2215 | 7513,1997-09-21,17.49 2216 | 7513,1998-03-24,24.48 2217 | 7513,1998-04-29,29.98 2218 | 7513,1998-05-27,24.48 2219 | 7513,1998-06-25,17.49 2220 | 7513,1998-06-28,11.49 2221 | 7517,1997-01-29,30.36 2222 | 7517,1997-02-10,14.37 2223 | 7520,1997-01-30,14.96 2224 | 7536,1997-01-29,80.26 2225 | 7536,1997-02-20,50.27 2226 | 7536,1997-04-07,50.27 2227 | 7540,1997-01-29,27.13 2228 | 7540,1998-03-11,51.13 2229 | 7540,1998-06-24,56.46 2230 | 7561,1997-01-29,14.96 2231 | 7561,1998-02-19,17.99 2232 | 7561,1998-03-05,15.49 2233 | 7572,1997-01-29,35.34 2234 | 7572,1997-03-10,14.96 2235 | 7572,1997-04-23,13.97 2236 | 7572,1998-04-17,24.46 2237 | 7579,1997-01-29,67.47 2238 | 7587,1997-01-29,11.77 2239 | 7587,1997-01-30,14.37 2240 | 7587,1997-02-01,9.77 2241 | 7587,1997-02-23,11.77 2242 | 7587,1997-04-16,14.37 2243 | 7587,1997-05-05,14.96 2244 | 7587,1997-05-23,15.96 2245 | 7587,1997-09-30,20.99 2246 | 7587,1997-11-29,12.99 2247 | 7601,1997-01-29,15.36 2248 | 7606,1997-02-19,50.94 2249 | 7618,1997-01-29,6.79 2250 | 7636,1997-01-29,57.09 2251 | 7647,1997-01-29,26.14 2252 | 7661,1997-01-29,27.13 2253 | 7674,1997-01-29,30.15 2254 | 7674,1997-05-08,79.01 2255 | 7674,1997-06-06,51.53 2256 | 7674,1997-06-20,13.97 2257 | 7675,1997-01-29,30.13 2258 | 7691,1997-01-29,14.37 2259 | 7691,1997-02-06,25.74 2260 | 7691,1997-02-17,43.3 2261 | 7691,1997-03-11,63.86 2262 | 7691,1997-04-14,86.27 2263 | 7691,1997-05-28,93.24 2264 | 7694,1997-01-29,24.94 2265 | 7710,1997-01-30,20.54 2266 | 7726,1997-01-30,32.24 2267 | 7726,1997-10-22,201.88 2268 | 7735,1997-02-12,53.98 2269 | 7745,1997-01-30,6.79 2270 | 7764,1997-01-30,44.98 2271 | 7772,1997-01-30,28.94 2272 | 7772,1997-05-03,12.49 2273 | 7772,1998-02-27,24.07 2274 | 7780,1997-01-30,11.77 2275 | 7795,1997-01-30,28.73 2276 | 7795,1997-07-23,14.96 2277 | 7795,1998-05-05,24.87 2278 | 7800,1997-01-30,5.98 2279 | 7811,1997-01-30,14.37 2280 | 7811,1997-11-21,14.49 2281 | 7811,1997-12-29,14.49 2282 | 7811,1998-02-26,12.58 2283 | 7830,1997-01-30,40.73 2284 | 7838,1997-01-30,7.98 2285 | 7838,1997-04-21,17.7 2286 | 7838,1997-05-11,15.96 2287 | 7838,1997-10-08,15.98 2288 | 7838,1998-01-03,13.99 2289 | 7847,1997-01-30,19.98 2290 | 7854,1997-02-01,12.97 2291 | 7854,1997-02-08,46.93 2292 | 7854,1997-03-14,52.67 2293 | 7854,1997-04-04,14.96 2294 | 7854,1997-05-07,106.1 2295 | 7854,1997-09-04,38.5 2296 | 7854,1997-09-19,22.98 2297 | 7854,1997-10-24,25.98 2298 | 7854,1997-11-09,12.99 2299 | 7854,1997-12-20,131.42 2300 | 7854,1997-12-25,56.96 2301 | 7854,1998-02-07,22.48 2302 | 7854,1998-04-08,30.49 2303 | 7856,1997-01-30,90.41 2304 | 7856,1997-04-28,70.13 2305 | 7856,1997-12-12,238.33 2306 | 7856,1998-03-09,152.46 2307 | 7856,1998-05-08,99.16 2308 | 7867,1997-01-30,11.77 2309 | 7881,1997-01-30,39.98 2310 | 7887,1997-02-01,43.73 2311 | 7887,1997-02-11,38.9 2312 | 7887,1997-07-30,35.33 2313 | 7889,1997-01-30,12.49 2314 | 7889,1997-03-21,6.79 2315 | 7898,1997-02-03,23.36 2316 | 7901,1997-01-30,32.48 2317 | 7901,1997-02-11,162.99 2318 | 7901,1997-03-03,81.95 2319 | 7901,1997-03-24,28.7 2320 | 7901,1997-03-31,29.9 2321 | 7901,1997-04-05,13.97 2322 | 7901,1997-05-20,155.8 2323 | 7901,1997-07-20,9.77 2324 | 7901,1997-07-25,49.9 2325 | 7901,1997-08-19,74.21 2326 | 7901,1997-08-23,15.36 2327 | 7901,1997-10-30,132.95 2328 | 7901,1997-11-04,107.44 2329 | 7916,1997-01-30,15.36 2330 | 7937,1997-01-30,54.98 2331 | 7948,1997-01-30,16.0 2332 | 7960,1997-01-30,19.99 2333 | 7967,1997-01-30,16.36 2334 | 7967,1997-02-04,11.97 2335 | 7967,1997-03-29,14.96 2336 | 7967,1997-05-25,12.97 2337 | 7967,1998-01-26,13.99 2338 | 7974,1997-01-30,36.51 2339 | 7974,1997-05-25,12.77 2340 | 7974,1997-05-26,11.77 2341 | 7974,1997-05-30,37.5 2342 | 7982,1997-01-30,21.97 2343 | 8001,1997-01-30,23.54 2344 | 8008,1997-01-31,110.84 2345 | 8008,1997-02-16,78.01 2346 | 8008,1997-03-05,92.38 2347 | 8008,1997-04-28,107.39 2348 | 8008,1997-07-04,76.84 2349 | 8008,1997-09-30,93.44 2350 | 8008,1997-11-10,122.91 2351 | 8008,1997-12-07,54.96 2352 | 8021,1997-01-31,14.99 2353 | 8021,1997-02-27,25.94 2354 | 8021,1997-03-15,19.77 2355 | 8021,1997-03-29,12.49 2356 | 8021,1997-07-12,13.97 2357 | 8021,1997-12-07,22.98 2358 | 8021,1998-02-18,34.98 2359 | 8022,1997-01-31,72.46 2360 | 8022,1997-12-31,116.41 2361 | 8022,1998-06-30,200.57 2362 | 8039,1997-01-31,88.7 2363 | 8060,1997-01-31,45.28 2364 | 8076,1997-01-31,8.97 2365 | 8081,1997-02-10,39.75 2366 | 8092,1997-01-31,15.99 2367 | 8092,1997-11-11,2.99 2368 | 8092,1998-06-26,12.58 2369 | 8111,1997-01-31,76.8 2370 | 8135,1997-01-31,14.97 2371 | 8143,1997-01-31,30.72 2372 | 8143,1997-02-26,27.94 2373 | 8157,1997-01-31,26.73 2374 | 8173,1997-01-31,16.96 2375 | 8194,1997-01-31,11.77 2376 | 8208,1997-01-31,104.29 2377 | 8220,1997-01-31,11.77 2378 | 8220,1997-05-23,15.36 2379 | 8220,1997-11-21,26.48 2380 | 8221,1997-01-31,13.97 2381 | 8221,1997-02-02,24.98 2382 | 8222,1997-01-31,12.49 2383 | 8222,1997-02-19,6.79 2384 | 8222,1997-02-25,22.99 2385 | 8222,1997-04-06,6.79 2386 | 8228,1997-01-31,46.08 2387 | 8228,1997-04-02,28.34 2388 | 8235,1997-01-31,9.98 2389 | 8249,1997-01-31,14.96 2390 | 8268,1997-01-31,11.77 2391 | 8290,1997-02-01,8.97 2392 | 8298,1997-03-04,14.96 2393 | 8298,1998-04-04,27.48 2394 | 8307,1997-02-01,4.79 2395 | 8326,1997-02-01,66.26 2396 | 8343,1997-02-01,31.35 2397 | 8364,1997-02-01,14.37 2398 | 8377,1997-02-01,117.74 2399 | 8391,1997-02-01,12.49 2400 | 8391,1998-02-13,22.49 2401 | 8391,1998-05-16,9.49 2402 | 8405,1997-02-01,55.26 2403 | 8405,1998-02-19,22.47 2404 | 8405,1998-04-20,51.35 2405 | 8405,1998-04-24,6.28 2406 | 8408,1997-02-01,48.67 2407 | 8408,1997-02-16,50.3 2408 | 8419,1997-02-01,9.78 2409 | 8419,1997-02-08,9.98 2410 | 8419,1997-03-04,9.98 2411 | 8419,1997-03-21,23.36 2412 | 8419,1997-05-20,13.58 2413 | 8419,1997-06-06,10.98 2414 | 8419,1997-09-05,12.97 2415 | 8429,1997-02-01,38.99 2416 | 8443,1997-02-01,80.3 2417 | 8443,1997-03-14,32.37 2418 | 8444,1997-02-01,19.77 2419 | 8450,1997-02-01,89.2 2420 | 8450,1997-03-15,65.63 2421 | 8450,1997-03-30,189.0 2422 | 8450,1998-03-15,24.98 2423 | 8463,1997-02-01,25.74 2424 | 8463,1998-05-18,23.76 2425 | 8479,1997-02-01,11.77 2426 | 8481,1997-02-01,147.07 2427 | 8481,1997-03-09,63.84 2428 | 8481,1997-05-09,157.86 2429 | 8481,1997-05-30,87.22 2430 | 8481,1997-07-07,104.94 2431 | 8481,1997-07-18,160.87 2432 | 8481,1997-09-04,159.65 2433 | 8481,1997-09-25,137.9 2434 | 8481,1997-11-06,120.41 2435 | 8481,1998-03-21,201.55 2436 | 8481,1998-04-07,107.43 2437 | 8481,1998-05-05,76.8 2438 | 8496,1997-02-02,42.98 2439 | 8496,1997-02-05,40.98 2440 | 8496,1997-03-12,14.99 2441 | 8496,1997-04-04,26.74 2442 | 8496,1997-04-10,28.33 2443 | 8496,1997-04-26,57.34 2444 | 8496,1997-05-08,25.74 2445 | 8496,1997-05-09,11.97 2446 | 8496,1997-06-06,47.7 2447 | 8496,1997-06-30,23.54 2448 | 8496,1997-07-10,14.37 2449 | 8496,1997-07-16,32.01 2450 | 8496,1997-07-28,35.37 2451 | 8496,1997-09-27,12.99 2452 | 8496,1997-10-18,30.48 2453 | 8496,1997-11-03,41.98 2454 | 8496,1997-11-11,25.48 2455 | 8496,1997-12-22,71.49 2456 | 8496,1998-01-03,25.48 2457 | 8496,1998-01-07,53.97 2458 | 8496,1998-01-14,27.48 2459 | 8496,1998-02-08,38.97 2460 | 8496,1998-03-09,24.98 2461 | 8496,1998-03-26,23.99 2462 | 8496,1998-03-29,18.98 2463 | 8496,1998-04-02,49.96 2464 | 8496,1998-04-08,34.97 2465 | 8496,1998-04-24,17.99 2466 | 8496,1998-05-01,57.96 2467 | 8496,1998-05-20,27.98 2468 | 8496,1998-06-04,46.97 2469 | 8496,1998-06-12,52.96 2470 | 8496,1998-06-20,25.48 2471 | 8500,1997-02-02,57.14 2472 | 8500,1997-02-08,64.66 2473 | 8500,1997-02-13,34.07 2474 | 8500,1997-02-14,12.97 2475 | 8500,1997-02-27,19.54 2476 | 8500,1997-03-02,11.77 2477 | 8500,1997-03-06,12.97 2478 | 8500,1997-03-13,35.51 2479 | 8502,1997-02-01,14.37 2480 | 8516,1997-02-01,16.76 2481 | 8527,1997-02-01,15.96 2482 | 8538,1997-02-01,25.75 2483 | 8538,1997-04-24,24.69 2484 | 8538,1997-06-26,40.14 2485 | 8538,1998-01-17,17.99 2486 | 8542,1997-02-01,23.54 2487 | 8560,1997-02-01,27.85 2488 | 8572,1997-02-06,182.02 2489 | 8573,1997-02-01,32.97 2490 | 8592,1997-02-01,26.67 2491 | 8601,1997-02-01,62.25 2492 | 8601,1997-03-13,49.88 2493 | 8601,1997-05-01,43.7 2494 | 8601,1998-01-15,56.96 2495 | 8601,1998-02-12,11.49 2496 | 8601,1998-03-03,11.88 2497 | 8601,1998-03-30,28.48 2498 | 8601,1998-06-08,28.98 2499 | 8601,1998-06-28,12.99 2500 | 8608,1997-03-17,43.89 2501 | 8608,1997-03-28,43.7 2502 | 8608,1997-07-02,39.71 2503 | 8608,1997-09-27,16.99 2504 | 8608,1998-02-24,40.94 2505 | 8613,1997-02-02,29.67 2506 | 8628,1997-02-02,14.37 2507 | 8656,1997-02-03,261.79 2508 | 8666,1997-02-02,23.74 2509 | 8666,1997-02-25,39.71 2510 | 8666,1997-03-19,38.51 2511 | 8666,1997-09-14,40.97 2512 | 8678,1997-02-02,68.51 2513 | 8686,1997-02-02,15.36 2514 | 8686,1997-07-07,11.77 2515 | 8693,1997-02-02,12.97 2516 | 8699,1997-02-02,52.46 2517 | 8699,1997-03-07,66.63 2518 | 8700,1997-02-02,11.77 2519 | 8700,1997-06-20,14.96 2520 | 8718,1997-02-02,76.6 2521 | 8718,1997-02-04,40.7 2522 | 8718,1997-02-08,43.7 2523 | 8720,1997-02-02,22.0 2524 | 8736,1997-03-03,218.72 2525 | 8736,1997-03-11,358.56 2526 | 8736,1997-07-05,131.86 2527 | 8736,1997-10-03,25.98 2528 | 8736,1997-10-24,316.76 2529 | 8736,1997-11-22,90.43 2530 | 8736,1998-03-25,55.45 2531 | 8736,1998-04-18,100.04 2532 | 8736,1998-05-07,37.75 2533 | 8742,1997-02-02,45.53 2534 | 8757,1997-02-02,58.53 2535 | 8769,1997-02-02,19.99 2536 | 8769,1997-04-01,13.97 2537 | 8776,1997-02-02,12.49 2538 | 8791,1997-02-02,33.7 2539 | 8811,1997-02-02,10.99 2540 | 8811,1997-06-30,44.28 2541 | 8815,1997-02-02,13.97 2542 | 8815,1997-07-19,21.75 2543 | 8816,1997-02-02,17.96 2544 | 8839,1997-02-02,18.54 2545 | 8853,1997-02-02,20.98 2546 | 8853,1998-03-21,11.49 2547 | 8868,1997-02-02,129.98 2548 | 8879,1997-02-02,15.7 2549 | 8879,1997-06-27,12.25 2550 | 8879,1997-09-07,12.25 2551 | 8881,1997-02-02,12.97 2552 | 8881,1997-02-06,12.97 2553 | 8883,1997-02-02,61.45 2554 | 8897,1997-02-02,27.13 2555 | 8897,1997-11-14,15.49 2556 | 8903,1997-02-02,14.96 2557 | 8903,1997-08-08,15.96 2558 | 8903,1997-11-08,12.99 2559 | 8903,1998-03-02,102.48 2560 | 8903,1998-06-07,50.98 2561 | 8915,1997-02-03,11.77 2562 | 8922,1997-02-03,11.77 2563 | 8922,1997-03-21,58.14 2564 | 8929,1997-02-03,119.57 2565 | 8944,1997-02-03,43.3 2566 | 8957,1997-02-24,90.37 2567 | 8957,1997-03-27,29.33 2568 | 8957,1997-04-21,26.73 2569 | 8957,1997-06-03,17.73 2570 | 8957,1997-07-06,24.14 2571 | 8957,1997-08-31,26.73 2572 | 8957,1997-12-21,44.97 2573 | 8957,1998-02-27,23.76 2574 | 8957,1998-03-02,15.49 2575 | 8957,1998-03-11,21.37 2576 | 8957,1998-03-25,24.48 2577 | 8964,1997-02-03,26.14 2578 | 8976,1997-02-03,31.72 2579 | 8976,1997-02-06,16.76 2580 | 8976,1997-12-24,10.49 2581 | 8976,1998-04-21,116.33 2582 | 8985,1997-02-03,54.77 2583 | 8990,1997-02-27,27.53 2584 | 8990,1997-05-13,7.98 2585 | 9005,1997-02-03,39.71 2586 | 9005,1997-04-18,13.97 2587 | 9005,1997-10-10,28.48 2588 | 9005,1997-10-30,24.98 2589 | 9005,1997-11-25,62.95 2590 | 9005,1998-02-27,57.57 2591 | 9005,1998-04-10,65.34 2592 | 9008,1997-02-03,13.7 2593 | 9019,1997-02-03,72.85 2594 | 9019,1997-02-13,29.98 2595 | 9024,1997-02-03,10.78 2596 | 9041,1997-02-03,29.58 2597 | 9046,1997-02-03,30.32 2598 | 9046,1997-06-03,15.96 2599 | 9046,1997-06-11,9.98 2600 | 9046,1998-01-04,40.97 2601 | 9046,1998-01-09,40.97 2602 | 9064,1997-02-03,57.54 2603 | 9080,1997-02-03,11.77 2604 | 9093,1997-02-03,10.77 2605 | 9104,1997-02-03,25.54 2606 | 9104,1997-05-18,43.09 2607 | 9109,1997-02-03,28.99 2608 | 9120,1997-02-03,14.79 2609 | 9120,1997-02-23,13.77 2610 | 9120,1997-03-16,24.98 2611 | 9120,1997-03-25,28.93 2612 | 9120,1997-04-13,14.96 2613 | 9120,1997-08-10,26.94 2614 | 9120,1997-08-15,29.93 2615 | 9120,1997-09-11,25.98 2616 | 9120,1997-10-07,51.96 2617 | 9120,1997-10-22,37.97 2618 | 9120,1997-11-07,25.98 2619 | 9120,1997-11-16,12.99 2620 | 9120,1997-12-08,27.48 2621 | 9120,1997-12-15,26.98 2622 | 9120,1998-01-07,46.96 2623 | 9120,1998-01-19,24.48 2624 | 9120,1998-02-02,11.99 2625 | 9120,1998-02-16,25.48 2626 | 9120,1998-03-03,37.86 2627 | 9120,1998-03-18,38.97 2628 | 9120,1998-05-18,14.99 2629 | 9126,1997-02-03,50.0 2630 | 9142,1997-02-03,15.36 2631 | 9160,1997-02-03,14.37 2632 | 9160,1997-12-22,8.99 2633 | 9160,1998-03-04,14.49 2634 | 9175,1997-02-03,15.36 2635 | 9197,1997-02-03,29.73 2636 | 9202,1997-02-05,23.54 2637 | 9202,1998-04-10,23.98 2638 | 9204,1997-02-03,15.76 2639 | 9204,1997-02-04,9.77 2640 | 9211,1997-02-03,14.96 2641 | 9232,1997-02-03,9.77 2642 | 9247,1997-02-03,56.35 2643 | 9247,1997-08-16,46.5 2644 | 9251,1997-02-04,32.32 2645 | 9258,1997-02-04,27.57 2646 | 9258,1997-03-28,14.96 2647 | 9258,1997-04-06,15.96 2648 | 9258,1998-03-25,12.99 2649 | 9258,1998-04-15,6.28 2650 | 9258,1998-04-17,28.49 2651 | 9258,1998-05-07,14.49 2652 | 9267,1997-02-04,29.92 2653 | 9274,1997-02-04,30.99 2654 | 9274,1997-04-14,10.77 2655 | 9274,1998-06-16,26.97 2656 | 9278,1997-02-04,14.96 2657 | 9278,1997-05-22,29.92 2658 | 9288,1997-02-04,27.76 2659 | 9303,1997-02-06,26.95 2660 | 9305,1997-02-04,23.54 2661 | 9307,1997-02-04,65.13 2662 | 9307,1997-02-07,68.41 2663 | 9307,1997-04-19,18.95 2664 | 9307,1997-06-16,32.77 2665 | 9307,1997-08-20,123.28 2666 | 9307,1998-03-04,74.93 2667 | 9307,1998-03-06,60.99 2668 | 9322,1997-02-04,10.78 2669 | 9322,1997-12-04,35.48 2670 | 9333,1997-02-04,42.98 2671 | 9348,1997-02-04,14.99 2672 | 9348,1997-05-11,51.6 2673 | 9352,1997-02-04,6.79 2674 | 9365,1997-02-04,19.99 2675 | 9389,1997-02-04,15.36 2676 | 9394,1997-02-04,48.6 2677 | 9394,1997-07-21,45.4 2678 | 9407,1997-02-04,11.58 2679 | 9420,1997-02-04,19.99 2680 | 9442,1997-02-04,30.33 2681 | 9443,1997-02-04,6.79 2682 | 9443,1997-02-05,11.77 2683 | 9443,1997-03-06,5.78 2684 | 9443,1997-03-20,9.77 2685 | 9443,1997-04-10,14.37 2686 | 9443,1997-05-18,6.79 2687 | 9454,1997-02-04,27.94 2688 | 9454,1997-04-17,14.96 2689 | 9468,1997-02-04,22.94 2690 | 9468,1998-03-20,11.49 2691 | 9468,1998-05-19,8.38 2692 | 9468,1998-06-25,9.49 2693 | 9479,1997-02-04,13.77 2694 | 9479,1997-07-28,54.73 2695 | 9479,1998-01-05,16.99 2696 | 9479,1998-04-27,35.86 2697 | 9479,1998-04-30,44.97 2698 | 9485,1997-02-04,52.77 2699 | 9489,1997-02-09,11.77 2700 | 9494,1997-02-04,33.51 2701 | 9494,1997-04-13,53.5 2702 | 9494,1998-06-04,60.84 2703 | 9504,1997-02-04,14.37 2704 | 9504,1998-04-06,22.49 2705 | 9521,1997-02-04,31.33 2706 | 9521,1997-02-20,35.51 2707 | 9525,1997-02-04,15.76 2708 | 9539,1997-02-04,20.99 2709 | 9539,1997-10-09,68.45 2710 | 9554,1997-02-04,14.77 2711 | 9555,1997-02-04,15.36 2712 | 9555,1997-02-05,26.14 2713 | 9555,1997-02-18,28.74 2714 | 9555,1997-04-22,39.51 2715 | 9555,1997-05-06,24.33 2716 | 9555,1997-05-13,20.54 2717 | 9555,1997-07-06,30.32 2718 | 9555,1997-08-05,15.36 2719 | 9555,1997-12-07,20.98 2720 | 9568,1997-02-04,25.74 2721 | 9568,1997-06-16,30.33 2722 | 9568,1997-06-25,25.74 2723 | 9568,1998-02-26,34.24 2724 | 9568,1998-04-06,9.08 2725 | 9568,1998-04-16,8.38 2726 | 9572,1997-02-04,224.28 2727 | 9572,1997-05-04,152.72 2728 | 9572,1997-11-09,204.91 2729 | 9574,1997-02-04,11.77 2730 | 9593,1997-02-04,4.79 2731 | 9611,1997-02-05,37.56 2732 | 9622,1997-02-05,92.81 2733 | 9622,1997-05-26,36.5 2734 | 9626,1997-02-05,13.77 2735 | 9650,1997-02-08,11.77 2736 | 9651,1997-02-18,493.91 2737 | 9671,1997-02-05,12.77 2738 | 9687,1997-02-05,8.77 2739 | 9704,1997-02-05,13.97 2740 | 9719,1997-02-05,30.53 2741 | 9719,1997-07-30,65.54 2742 | 9719,1997-09-22,45.48 2743 | 9719,1997-10-11,59.96 2744 | 9719,1997-12-11,59.96 2745 | 9719,1998-01-30,45.48 2746 | 9719,1998-04-22,59.96 2747 | 9722,1997-02-05,65.64 2748 | 9734,1997-02-05,14.37 2749 | 9756,1997-02-05,12.57 2750 | 9756,1997-11-09,29.97 2751 | 9756,1998-06-04,12.99 2752 | 9756,1998-06-05,14.99 2753 | 9759,1997-02-06,31.11 2754 | 9759,1997-03-17,31.48 2755 | 9759,1997-09-30,56.47 2756 | 9759,1998-01-05,78.94 2757 | 9770,1997-02-05,29.92 2758 | 9786,1997-02-05,37.47 2759 | 9793,1997-03-10,22.7 2760 | 9793,1997-04-02,32.0 2761 | 9810,1997-02-05,24.74 2762 | 9810,1998-04-22,12.58 2763 | 9810,1998-05-19,23.98 2764 | 9810,1998-06-05,23.98 2765 | 9825,1997-02-05,20.74 2766 | 9825,1997-04-06,14.37 2767 | 9825,1998-03-04,10.49 2768 | 9826,1997-02-05,13.97 2769 | 9830,1997-02-05,38.7 2770 | 9830,1997-03-25,44.57 2771 | 9830,1997-04-05,20.89 2772 | 9830,1997-06-17,9.98 2773 | 9830,1997-08-07,24.99 2774 | 9842,1997-02-05,14.37 2775 | 9848,1997-02-05,24.96 2776 | 9848,1997-03-09,25.94 2777 | 9848,1998-02-26,12.58 2778 | 9848,1998-05-01,9.49 2779 | 9848,1998-05-23,29.98 2780 | 9849,1997-02-05,20.97 2781 | 9849,1997-07-16,28.74 2782 | 9858,1997-02-05,29.92 2783 | 9873,1997-02-05,14.96 2784 | 9873,1997-02-23,17.9 2785 | 9878,1997-02-05,39.14 2786 | 9887,1997-02-05,11.77 2787 | 9887,1997-03-03,15.99 2788 | 9895,1997-02-06,15.9 2789 | 9903,1997-02-06,27.76 2790 | 9903,1997-02-22,75.84 2791 | 9903,1997-02-26,18.55 2792 | 9903,1997-03-10,9.77 2793 | 9903,1997-05-24,12.25 2794 | 9903,1998-02-27,10.49 2795 | 9911,1997-02-06,18.36 2796 | 9916,1997-02-06,30.67 2797 | 9916,1997-03-21,14.96 2798 | 9919,1997-02-06,32.92 2799 | 9919,1997-02-07,20.95 2800 | 9919,1997-02-12,26.73 2801 | 9919,1997-02-14,4.79 2802 | 9919,1997-03-03,26.93 2803 | 9919,1997-08-13,8.79 2804 | 9919,1997-09-15,21.98 2805 | 9919,1997-09-22,30.97 2806 | 9919,1997-12-09,12.99 2807 | 9919,1997-12-14,12.49 2808 | 9919,1998-02-08,4.49 2809 | 9919,1998-04-14,12.49 2810 | 9919,1998-05-07,11.88 2811 | 9926,1997-02-06,14.96 2812 | 9926,1997-02-14,30.72 2813 | 9927,1997-02-06,52.48 2814 | 9938,1997-02-06,141.16 2815 | 9938,1997-02-22,125.69 2816 | 9943,1997-02-06,11.77 2817 | 9958,1997-02-06,30.93 2818 | 9965,1997-02-06,122.9 2819 | 9965,1997-03-13,135.92 2820 | 9965,1997-05-18,142.9 2821 | 9965,1997-05-21,39.0 2822 | 9965,1997-07-24,81.0 2823 | 9971,1997-02-06,18.36 2824 | 9971,1998-06-16,11.49 2825 | 9985,1997-02-06,12.49 2826 | 9985,1997-03-25,12.79 2827 | 9987,1997-02-06,19.99 2828 | 10002,1997-02-06,77.21 2829 | 10020,1997-02-06,40.97 2830 | 10041,1997-02-06,13.97 2831 | 10048,1997-02-06,10.97 2832 | 10048,1997-02-13,13.97 2833 | 10048,1997-12-09,61.47 2834 | 10057,1997-02-06,18.99 2835 | 10061,1997-02-06,11.97 2836 | 10061,1997-03-25,28.76 2837 | 10061,1997-03-31,26.13 2838 | 10061,1997-05-16,14.79 2839 | 10061,1997-06-30,26.75 2840 | 10061,1997-07-14,38.1 2841 | 10061,1997-08-12,11.77 2842 | 10061,1997-09-05,14.79 2843 | 10061,1997-10-10,41.97 2844 | 10061,1998-03-25,38.55 2845 | 10061,1998-04-12,49.47 2846 | 10061,1998-06-04,29.48 2847 | 10064,1997-02-06,13.97 2848 | 10064,1997-04-24,42.02 2849 | 10064,1998-01-19,22.99 2850 | 10081,1997-02-06,25.76 2851 | 10081,1998-01-28,28.07 2852 | 10085,1997-02-06,29.33 2853 | 10085,1997-02-26,29.92 2854 | 10085,1997-03-03,44.9 2855 | 10085,1997-04-22,14.37 2856 | 10085,1997-06-20,39.51 2857 | 10085,1997-07-27,57.5 2858 | 10085,1997-09-03,68.77 2859 | 10085,1997-12-15,27.48 2860 | 10085,1998-02-17,28.21 2861 | 10085,1998-03-14,23.98 2862 | 10085,1998-03-23,14.49 2863 | 10096,1997-02-06,9.97 2864 | 10096,1998-01-09,13.49 2865 | 10096,1998-01-18,68.99 2866 | 10096,1998-06-28,28.48 2867 | 10102,1997-02-06,80.71 2868 | 10102,1997-02-12,49.33 2869 | 10102,1997-02-22,41.29 2870 | 10102,1997-06-02,28.93 2871 | 10102,1997-06-04,5.76 2872 | 10102,1997-06-14,42.77 2873 | 10102,1998-02-15,33.99 2874 | 10102,1998-05-02,56.98 2875 | 10112,1997-02-06,9.77 2876 | 10122,1997-02-06,25.54 2877 | 10122,1997-03-30,9.97 2878 | 10122,1997-05-17,14.96 2879 | 10126,1997-02-06,96.29 2880 | 10137,1997-02-06,28.99 2881 | 10137,1997-06-08,38.51 2882 | 10145,1997-02-06,31.52 2883 | 10151,1997-02-06,37.31 2884 | 10151,1997-02-09,32.74 2885 | 10151,1997-07-23,29.98 2886 | 10151,1997-07-27,115.36 2887 | 10151,1997-07-29,9.99 2888 | 10151,1997-09-03,54.67 2889 | 10151,1997-09-07,39.7 2890 | 10162,1997-02-06,14.96 2891 | 10163,1997-02-06,56.27 2892 | 10163,1997-03-23,22.97 2893 | 10163,1997-04-27,50.74 2894 | 10163,1998-01-18,37.49 2895 | 10178,1997-02-06,15.36 2896 | 10189,1997-03-14,15.36 2897 | 10193,1997-02-06,17.9 2898 | 10193,1997-11-09,15.98 2899 | 10193,1998-02-20,14.99 2900 | 10193,1998-03-15,14.99 2901 | 10193,1998-03-17,11.88 2902 | 10196,1997-02-07,30.31 2903 | 10196,1997-04-16,41.49 2904 | 10196,1997-05-30,35.3 2905 | 10208,1997-02-06,113.94 2906 | 10216,1997-02-15,44.77 2907 | 10220,1997-02-07,16.7 2908 | 10220,1997-05-31,31.6 2909 | 10220,1997-08-16,23.54 2910 | 10220,1997-10-07,25.98 2911 | 10227,1997-02-07,13.97 2912 | 10227,1998-01-05,15.49 2913 | 10235,1997-03-12,22.77 2914 | 10235,1997-05-13,22.77 2915 | 10245,1997-02-07,13.97 2916 | 10248,1997-02-07,40.74 2917 | 10248,1997-04-08,36.44 2918 | 10248,1997-04-09,20.74 2919 | 10248,1997-04-30,28.3 2920 | 10248,1997-06-24,30.42 2921 | 10248,1997-07-26,77.63 2922 | 10248,1997-08-01,16.7 2923 | 10248,1998-05-25,25.98 2924 | 10260,1997-02-07,28.93 2925 | 10279,1997-02-07,28.34 2926 | 10282,1997-02-07,14.96 2927 | 10282,1997-06-27,43.9 2928 | 10296,1997-03-10,10.77 2929 | 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10533,1998-01-09,9.49 2996 | 10533,1998-03-26,14.98 2997 | 10542,1997-02-08,13.97 2998 | 10542,1998-03-17,14.42 2999 | 10559,1997-02-08,32.99 3000 | 10565,1997-02-08,24.73 3001 | 10565,1997-03-01,26.14 3002 | 10565,1997-04-19,37.91 3003 | 10565,1997-08-09,56.92 3004 | 10576,1997-02-09,51.7 3005 | 10576,1997-12-06,117.43 3006 | 10593,1997-02-08,28.74 3007 | 10600,1997-02-08,10.78 3008 | 10600,1997-02-20,9.98 3009 | 10600,1997-02-22,10.78 3010 | 10600,1997-03-28,19.55 3011 | 10600,1997-04-04,9.98 3012 | 10600,1997-04-26,10.78 3013 | 10600,1997-05-05,9.98 3014 | 10600,1997-06-16,9.98 3015 | 10600,1997-07-07,20.76 3016 | 10600,1997-07-21,9.98 3017 | 10600,1997-07-28,20.76 3018 | 10600,1997-09-02,10.78 3019 | 10600,1997-09-23,10.99 3020 | 10600,1997-10-10,10.99 3021 | 10600,1997-10-11,10.99 3022 | 10600,1997-10-17,11.99 3023 | 10600,1997-10-21,32.97 3024 | 10600,1998-01-22,12.49 3025 | 10600,1998-01-26,21.98 3026 | 10600,1998-02-11,21.98 3027 | 10600,1998-03-01,22.48 3028 | 10600,1998-03-08,11.99 3029 | 10600,1998-04-21,14.98 3030 | 10600,1998-05-07,13.99 3031 | 10600,1998-05-11,34.97 3032 | 10600,1998-06-24,21.98 3033 | 10609,1997-02-08,24.77 3034 | 10609,1997-04-13,49.48 3035 | 10609,1998-01-10,62.46 3036 | 10609,1998-03-04,81.03 3037 | 10609,1998-05-22,21.87 3038 | 10610,1997-02-08,9.97 3039 | 10627,1997-02-08,17.7 3040 | 10634,1997-02-08,41.14 3041 | 10634,1997-06-22,29.6 3042 | 10634,1997-07-08,29.6 3043 | 10642,1997-02-08,19.97 3044 | 10659,1997-02-08,11.77 3045 | 10676,1997-02-08,28.67 3046 | 10689,1997-02-08,42.9 3047 | 10689,1998-01-05,43.97 3048 | 10689,1998-02-26,25.57 3049 | 10689,1998-04-17,23.76 3050 | 10707,1997-02-08,15.96 3051 | 10722,1997-02-08,17.99 3052 | 10734,1997-02-08,14.96 3053 | 10734,1997-10-22,20.48 3054 | 10753,1997-02-08,43.99 3055 | 10766,1997-02-08,11.77 3056 | 10783,1997-02-08,153.16 3057 | 10796,1997-02-08,12.97 3058 | 10814,1997-02-08,20.99 3059 | 10814,1997-11-08,21.49 3060 | 10814,1998-03-21,33.98 3061 | 10814,1998-06-18,14.49 3062 | 10818,1997-02-09,11.77 3063 | 10818,1997-04-01,9.77 3064 | 10818,1997-05-12,10.98 3065 | 10818,1997-06-15,24.75 3066 | 10830,1997-02-08,14.37 3067 | 10844,1997-02-08,17.9 3068 | 10861,1997-02-08,20.99 3069 | 10863,1997-02-08,19.7 3070 | 10863,1997-02-12,35.76 3071 | 10863,1997-03-13,41.98 3072 | 10863,1997-04-14,43.94 3073 | 10863,1997-05-19,11.77 3074 | 10863,1997-11-09,12.99 3075 | 10863,1998-01-06,43.47 3076 | 10863,1998-01-23,16.99 3077 | 10875,1997-02-09,12.49 3078 | 10879,1997-02-12,9.99 3079 | 10879,1997-03-24,49.98 3080 | 10879,1997-04-08,14.96 3081 | 10879,1997-07-30,9.99 3082 | 10879,1997-09-07,14.99 3083 | 10879,1997-09-27,40.97 3084 | 10879,1997-10-20,12.99 3085 | 10879,1997-11-03,9.49 3086 | 10879,1997-11-14,19.49 3087 | 10879,1997-12-12,12.99 3088 | 10879,1998-01-02,27.98 3089 | 10879,1998-01-07,89.49 3090 | 10879,1998-02-08,11.88 3091 | 10879,1998-03-17,15.99 3092 | 10879,1998-04-18,29.98 3093 | 10879,1998-04-22,12.99 3094 | 10879,1998-05-02,11.88 3095 | 10879,1998-05-05,14.49 3096 | 10879,1998-05-26,11.88 3097 | 10880,1997-02-09,12.77 3098 | 10880,1997-09-30,19.49 3099 | 10896,1997-02-09,9.99 3100 | 10907,1997-02-09,162.04 3101 | 10907,1997-02-13,13.97 3102 | 10912,1997-02-09,50.88 3103 | 10925,1997-02-09,44.7 3104 | 10937,1997-02-09,9.97 3105 | 10957,1997-02-09,15.36 3106 | 10961,1997-03-22,112.2 3107 | 10974,1997-02-09,61.68 3108 | 10974,1997-04-29,14.79 3109 | 10974,1997-07-01,8.97 3110 | 10974,1997-07-05,13.97 3111 | 10974,1997-08-03,28.74 3112 | 10974,1997-10-19,13.99 3113 | 10974,1997-11-14,46.99 3114 | 10977,1997-02-09,74.95 3115 | 10977,1997-11-03,61.96 3116 | 10977,1997-12-16,14.49 3117 | 10977,1998-02-13,30.48 3118 | 10977,1998-06-11,74.33 3119 | 10993,1997-02-09,61.47 3120 | 11011,1997-02-09,14.37 3121 | 11011,1997-02-11,19.99 3122 | 11011,1997-06-23,13.97 3123 | 11011,1998-02-26,15.49 3124 | 11014,1997-02-09,28.99 3125 | 11018,1997-02-10,22.99 3126 | 11018,1997-02-24,12.77 3127 | 11018,1997-03-10,13.97 3128 | 11021,1997-02-09,33.31 3129 | 11021,1997-05-07,42.69 3130 | 11021,1997-06-08,29.33 3131 | 11021,1997-08-16,52.91 3132 | 11021,1997-09-18,30.48 3133 | 11021,1997-09-23,27.48 3134 | 11021,1997-10-05,78.45 3135 | 11021,1998-01-01,52.46 3136 | 11021,1998-01-15,11.99 3137 | 11021,1998-04-09,49.63 3138 | 11021,1998-06-27,59.39 3139 | 11032,1997-02-09,42.9 3140 | 11044,1997-02-09,54.97 3141 | 11044,1997-04-21,40.48 3142 | 11044,1997-06-22,42.17 3143 | 11044,1997-07-31,118.72 3144 | 11044,1997-10-24,35.49 3145 | 11044,1998-01-14,35.49 3146 | 11046,1997-02-09,150.66 3147 | 11046,1997-02-10,11.99 3148 | 11049,1997-02-09,57.59 3149 | 11064,1997-02-09,9.77 3150 | 11067,1997-02-09,14.77 3151 | 11067,1997-02-24,41.92 3152 | 11067,1997-05-02,25.74 3153 | 11067,1997-05-12,14.96 3154 | 11084,1997-02-09,13.97 3155 | 11100,1997-02-09,86.6 3156 | 11122,1997-02-09,27.94 3157 | 11147,1997-02-09,20.99 3158 | 11165,1997-02-10,21.76 3159 | 11179,1997-03-08,12.49 3160 | 11179,1997-09-08,12.25 3161 | 11179,1997-12-13,12.49 3162 | 11185,1997-02-10,27.73 3163 | 11198,1997-02-10,15.36 3164 | 11203,1997-02-10,15.99 3165 | 11203,1997-03-05,19.99 3166 | 11203,1997-03-16,12.49 3167 | 11203,1998-04-03,12.49 3168 | 11207,1997-02-10,13.97 3169 | 11207,1997-05-06,37.71 3170 | 11207,1997-05-16,11.77 3171 | 11207,1997-06-25,11.77 3172 | 11220,1997-02-13,50.76 3173 | 11221,1997-02-10,15.36 3174 | 11239,1997-02-10,22.74 3175 | 11258,1997-02-10,40.7 3176 | 11270,1997-02-10,0.0 3177 | 11283,1997-03-04,55.73 3178 | 11283,1997-03-12,15.99 3179 | 11283,1997-04-11,14.96 3180 | 11283,1997-11-08,33.98 3181 | 11288,1997-02-10,60.64 3182 | 11288,1997-02-13,98.5 3183 | 11288,1997-02-22,105.76 3184 | 11288,1997-02-25,98.16 3185 | 11288,1997-03-09,85.21 3186 | 11288,1997-03-26,112.51 3187 | 11288,1997-04-07,119.71 3188 | 11288,1997-05-16,96.95 3189 | 11288,1997-06-02,110.18 3190 | 11288,1997-07-28,128.69 3191 | 11288,1997-07-30,96.74 3192 | 11288,1997-09-22,119.41 3193 | 11288,1997-10-29,116.91 3194 | 11288,1997-12-16,118.91 3195 | 11288,1998-02-11,72.82 3196 | 11288,1998-05-17,83.94 3197 | 11291,1997-02-10,13.97 3198 | 11307,1997-02-10,13.97 3199 | 11314,1997-02-10,12.77 3200 | 11314,1997-02-11,80.31 3201 | 11314,1997-02-26,15.36 3202 | 11319,1997-02-10,27.3 3203 | 11326,1997-02-23,55.07 3204 | 11326,1997-05-01,29.99 3205 | 11326,1997-11-11,88.93 3206 | 11326,1997-12-22,99.92 3207 | 11326,1998-03-08,104.2 3208 | 11332,1997-02-10,26.99 3209 | 11332,1997-06-23,9.98 3210 | 11339,1997-02-10,26.98 3211 | 11341,1997-02-10,69.96 3212 | 11341,1997-02-17,74.96 3213 | 11341,1997-03-03,19.99 3214 | 11341,1997-03-16,73.7 3215 | 11341,1997-07-04,91.83 3216 | 11341,1997-08-02,64.42 3217 | 11341,1997-08-03,14.37 3218 | 11341,1997-08-30,127.64 3219 | 11341,1997-10-07,55.49 3220 | 11341,1997-10-29,39.47 3221 | 11341,1997-12-07,75.44 3222 | 11341,1997-12-18,20.98 3223 | 11341,1998-01-03,13.99 3224 | 11341,1998-01-17,101.41 3225 | 11341,1998-02-18,11.49 3226 | 11341,1998-02-28,31.98 3227 | 11341,1998-03-13,53.36 3228 | 11347,1997-02-11,15.36 3229 | 11347,1997-06-19,14.99 3230 | 11347,1998-03-05,12.99 3231 | 11353,1997-02-10,11.77 3232 | 11368,1997-02-10,12.97 3233 | 11379,1997-02-10,17.96 3234 | 11379,1997-06-23,5.99 3235 | 11386,1997-02-10,12.49 3236 | 11397,1997-02-10,12.49 3237 | 11397,1997-03-24,39.94 3238 | 11397,1997-04-14,12.49 3239 | 11397,1997-05-05,27.75 3240 | 11403,1997-02-10,12.49 3241 | 11405,1997-02-10,19.54 3242 | 11405,1997-03-13,17.75 3243 | 11405,1997-08-25,45.49 3244 | 11423,1997-02-11,6.79 3245 | 11437,1997-02-10,37.71 3246 | 11445,1997-02-10,30.53 3247 | 11445,1997-02-24,14.37 3248 | 11448,1997-02-10,15.54 3249 | 11454,1997-02-10,6.79 3250 | 11454,1997-02-18,13.58 3251 | 11454,1997-04-09,28.34 3252 | 11454,1997-05-06,14.99 3253 | 11454,1997-08-04,13.77 3254 | 11462,1997-02-11,168.03 3255 | 11462,1998-02-22,162.89 3256 | 11462,1998-02-28,177.5 3257 | 11462,1998-05-10,258.15 3258 | 11478,1997-02-11,50.5 3259 | 11496,1997-02-11,33.31 3260 | 11512,1997-02-11,38.33 3261 | 11514,1997-02-11,111.49 3262 | 11514,1997-04-12,22.4 3263 | 11521,1997-02-11,9.77 3264 | 11521,1997-02-24,15.36 3265 | 11521,1997-05-23,9.77 3266 | 11521,1997-09-11,27.98 3267 | 11521,1998-03-26,19.56 3268 | 11539,1997-02-11,12.97 3269 | 11553,1997-02-11,26.53 3270 | 11556,1997-02-11,14.96 3271 | 11556,1997-06-20,14.96 3272 | 11556,1997-11-25,14.99 3273 | 11556,1998-05-02,8.38 3274 | 11557,1997-02-11,85.42 3275 | 11557,1997-02-17,27.94 3276 | 11574,1997-02-11,26.73 3277 | 11574,1997-02-12,29.73 3278 | 11574,1997-03-11,15.36 3279 | 11574,1997-03-24,45.28 3280 | 11574,1997-04-07,14.96 3281 | 11574,1997-05-07,27.56 3282 | 11574,1997-06-20,14.96 3283 | 11574,1997-10-31,8.49 3284 | 11574,1997-11-25,13.99 3285 | 11574,1998-04-02,41.06 3286 | 11574,1998-06-01,25.37 3287 | 11578,1997-02-11,15.96 3288 | 11593,1997-02-11,16.7 3289 | 11602,1997-02-12,11.78 3290 | 11604,1997-02-14,69.94 3291 | 11604,1997-05-21,17.9 3292 | 11604,1997-07-02,41.69 3293 | 11604,1997-07-08,32.72 3294 | 11604,1997-11-02,26.98 3295 | 11604,1997-12-02,16.49 3296 | 11604,1998-06-14,38.24 3297 | 11610,1997-02-11,13.97 3298 | 11610,1997-03-11,48.88 3299 | 11610,1997-06-17,14.96 3300 | 11610,1997-07-27,63.67 3301 | 11610,1997-09-02,64.43 3302 | 11610,1997-11-04,73.95 3303 | 11610,1997-12-31,25.47 3304 | 11610,1998-03-18,39.36 3305 | 11610,1998-06-11,19.56 3306 | 11613,1997-02-11,33.94 3307 | 11626,1997-02-11,15.96 3308 | 11632,1997-02-11,54.08 3309 | 11632,1997-02-20,51.87 3310 | 11646,1997-02-11,13.97 3311 | 11652,1997-02-11,29.73 3312 | 11652,1997-03-09,45.5 3313 | 11652,1997-04-21,67.95 3314 | 11652,1997-10-03,50.48 3315 | 11652,1997-10-17,13.99 3316 | 11652,1997-11-25,48.98 3317 | 11652,1998-04-07,33.98 3318 | 11662,1997-02-11,25.74 3319 | 11673,1997-02-24,15.36 3320 | 11679,1997-02-11,13.97 3321 | 11679,1997-02-28,11.77 3322 | 11680,1997-02-11,36.11 3323 | 11680,1997-02-22,30.33 3324 | 11680,1997-03-21,80.24 3325 | 11680,1997-04-20,62.1 3326 | 11682,1997-02-11,15.96 3327 | 11682,1997-02-15,28.53 3328 | 11682,1997-02-23,15.36 3329 | 11682,1997-07-10,29.58 3330 | 11682,1997-07-15,89.47 3331 | 11682,1997-07-27,70.26 3332 | 11682,1997-08-18,58.67 3333 | 11682,1997-09-12,34.97 3334 | 11682,1997-10-02,24.48 3335 | 11682,1997-10-13,21.48 3336 | 11682,1997-10-25,21.48 3337 | 11682,1997-11-10,24.48 3338 | 11682,1997-11-18,38.97 3339 | 11682,1998-01-11,64.45 3340 | 11682,1998-01-12,86.94 3341 | 11682,1998-02-01,61.05 3342 | 11687,1997-02-11,39.35 3343 | 11687,1997-04-05,41.35 3344 | 11687,1997-05-27,50.28 3345 | 11687,1998-03-29,57.95 3346 | 11688,1997-02-11,23.09 3347 | 11693,1997-02-11,27.94 3348 | 11693,1997-04-12,29.92 3349 | 11693,1997-06-08,57.5 3350 | 11693,1997-06-26,29.92 3351 | 11693,1997-09-14,56.96 3352 | 11693,1997-09-24,56.96 3353 | 11693,1997-11-30,42.97 3354 | 11693,1998-01-10,35.98 3355 | 11693,1998-02-14,51.98 3356 | 11693,1998-02-21,13.99 3357 | 11693,1998-03-10,18.48 3358 | 11693,1998-05-29,27.58 3359 | 11709,1997-02-11,15.96 3360 | 11728,1997-02-11,44.98 3361 | 11742,1997-02-11,25.74 3362 | 11749,1997-02-12,69.55 3363 | 11749,1997-02-15,60.64 3364 | 11749,1997-02-17,29.66 3365 | 11749,1997-02-24,150.5 3366 | 11749,1997-02-25,14.96 3367 | 11749,1997-03-12,59.07 3368 | 11749,1997-03-17,62.47 3369 | 11749,1997-03-29,37.11 3370 | 11749,1997-04-01,38.5 3371 | 11749,1997-04-06,54.11 3372 | 11749,1997-04-15,40.4 3373 | 11749,1997-05-07,45.88 3374 | 11749,1997-06-16,30.32 3375 | 11749,1998-02-02,22.49 3376 | 11749,1998-02-08,40.36 3377 | 11749,1998-06-04,78.44 3378 | 11749,1998-06-11,35.07 3379 | 11749,1998-06-17,23.76 3380 | 11759,1997-02-12,78.43 3381 | 11759,1997-06-21,35.71 3382 | 11759,1997-10-25,48.96 3383 | 11759,1997-11-08,74.47 3384 | 11759,1997-12-10,49.47 3385 | 11759,1997-12-15,65.99 3386 | 11762,1997-02-12,14.96 3387 | 11763,1997-02-14,48.31 3388 | 11763,1997-04-03,12.77 3389 | 11763,1997-04-10,31.05 3390 | 11763,1997-05-22,29.92 3391 | 11763,1997-07-09,4.79 3392 | 11763,1997-10-17,9.99 3393 | 11763,1997-12-14,34.47 3394 | 11763,1998-02-10,21.48 3395 | 11768,1997-02-12,28.76 3396 | 11768,1997-06-24,30.15 3397 | 11777,1997-02-12,14.99 3398 | 11777,1997-11-09,72.45 3399 | 11789,1997-02-12,28.33 3400 | 11789,1997-02-17,13.97 3401 | 11793,1997-02-12,11.99 3402 | 11807,1997-02-12,39.7 3403 | 11835,1997-02-12,75.97 3404 | 11855,1997-02-12,11.77 3405 | 11866,1997-02-12,32.99 3406 | 11866,1997-03-04,18.28 3407 | 11866,1997-03-11,9.99 3408 | 11866,1997-04-13,12.49 3409 | 11871,1997-02-12,19.54 3410 | 11888,1997-02-12,16.36 3411 | 11901,1997-02-12,9.77 3412 | 11924,1997-02-12,29.99 3413 | 11946,1997-02-12,42.77 3414 | 11949,1997-02-12,92.07 3415 | 11949,1997-05-08,103.18 3416 | 11963,1997-02-12,24.98 3417 | 11971,1997-02-12,30.33 3418 | 11971,1997-02-16,14.96 3419 | 11980,1997-02-12,9.77 3420 | 11996,1997-02-12,9.97 3421 | 12018,1997-02-12,14.37 3422 | 12024,1997-02-13,74.37 3423 | 12024,1997-07-18,19.98 3424 | 12024,1997-08-24,54.77 3425 | 12024,1997-09-19,56.97 3426 | 12024,1997-09-21,26.98 3427 | 12024,1997-10-15,28.48 3428 | 12024,1997-10-21,65.99 3429 | 12024,1997-11-21,20.98 3430 | 12024,1997-12-23,19.48 3431 | 12024,1998-01-02,18.49 3432 | 12024,1998-01-23,25.98 3433 | 12037,1997-02-13,19.99 3434 | 12061,1997-02-13,32.72 3435 | 12078,1997-02-13,49.99 3436 | 12083,1997-03-24,45.11 3437 | 12083,1997-06-17,25.34 3438 | 12089,1997-02-13,30.73 3439 | 12089,1997-04-08,37.54 3440 | 12089,1997-06-01,24.54 3441 | 12089,1997-10-07,20.99 3442 | 12089,1998-03-25,9.33 3443 | 12089,1998-06-14,59.47 3444 | 12095,1997-02-13,77.42 3445 | 12108,1997-02-13,88.8 3446 | 12108,1997-02-17,54.88 3447 | 12108,1997-02-18,27.13 3448 | 12108,1997-02-19,27.93 3449 | 12108,1997-02-22,38.7 3450 | 12108,1998-03-27,14.84 3451 | 12108,1998-03-30,21.98 3452 | 12108,1998-04-04,21.66 3453 | 12108,1998-05-07,9.99 3454 | 12108,1998-05-15,35.99 3455 | 12108,1998-05-19,15.99 3456 | 12108,1998-05-22,13.49 3457 | 12108,1998-05-28,116.9 3458 | 12108,1998-06-01,4.49 3459 | 12108,1998-06-03,15.49 3460 | 12108,1998-06-24,12.99 3461 | 12112,1997-02-13,12.97 3462 | 12112,1998-03-28,20.98 3463 | 12123,1997-02-13,11.77 3464 | 12123,1997-02-18,9.97 3465 | 12123,1998-01-08,11.49 3466 | 12124,1997-02-13,15.96 3467 | 12125,1997-02-13,46.52 3468 | 12125,1997-03-04,59.97 3469 | 12143,1997-02-13,12.97 3470 | 12161,1997-02-13,12.49 3471 | 12161,1997-02-27,14.96 3472 | 12161,1997-02-28,14.96 3473 | 12161,1997-03-27,13.97 3474 | 12162,1997-02-13,28.74 3475 | 12179,1997-02-13,12.49 3476 | 12191,1997-03-06,144.68 3477 | 12191,1997-03-07,26.14 3478 | 12191,1997-03-30,84.04 3479 | 12191,1997-05-13,82.45 3480 | 12191,1997-10-08,80.44 3481 | 12191,1997-11-23,64.45 3482 | 12191,1998-01-06,66.45 3483 | 12195,1997-02-13,59.28 3484 | 12212,1997-02-13,10.97 3485 | 12233,1997-02-13,5.78 3486 | 12248,1997-02-13,27.94 3487 | 12248,1997-04-16,32.26 3488 | 12252,1997-02-13,13.97 3489 | 12270,1997-02-13,13.97 3490 | 12270,1998-03-05,28.98 3491 | 12270,1998-06-13,37.47 3492 | 12272,1997-02-13,50.67 3493 | 12272,1997-02-17,43.73 3494 | 12272,1997-08-18,28.74 3495 | 12272,1997-08-31,28.18 3496 | 12272,1997-10-13,18.98 3497 | 12272,1998-02-08,50.48 3498 | 12272,1998-03-07,65.45 3499 | 12272,1998-03-09,9.49 3500 | 12272,1998-03-19,16.99 3501 | 12272,1998-03-31,37.96 3502 | 12272,1998-04-15,30.98 3503 | 12272,1998-05-14,46.47 3504 | 12272,1998-06-04,9.49 3505 | 12272,1998-06-14,61.45 3506 | 12283,1997-02-13,22.76 3507 | 12303,1997-02-14,26.73 3508 | 12303,1997-09-13,38.97 3509 | 12305,1997-02-14,14.37 3510 | 12310,1997-02-14,14.37 3511 | 12310,1997-09-14,42.97 3512 | 12310,1997-09-30,41.97 3513 | 12310,1997-10-18,13.99 3514 | 12310,1997-10-26,22.49 3515 | 12310,1997-11-30,15.49 3516 | 12310,1998-01-18,40.56 3517 | 12310,1998-05-12,15.49 3518 | 12310,1998-05-16,42.98 3519 | 12311,1997-02-14,42.36 3520 | 12311,1997-03-11,15.36 3521 | 12311,1997-12-15,18.49 3522 | 12322,1997-02-14,14.37 3523 | 12322,1997-08-02,28.93 3524 | 12322,1997-09-24,25.98 3525 | 12322,1998-01-02,25.98 3526 | 12322,1998-06-04,51.03 3527 | 12324,1997-02-14,62.87 3528 | 12324,1997-02-20,21.74 3529 | 12325,1997-02-26,64.74 3530 | 12327,1997-02-14,21.95 3531 | 12345,1997-02-14,15.36 3532 | 12349,1997-02-14,63.37 3533 | 12349,1997-02-15,49.28 3534 | 12349,1997-02-22,24.37 3535 | 12354,1997-02-16,15.36 3536 | 12354,1997-02-21,11.97 3537 | 12354,1997-03-14,25.14 3538 | 12354,1997-08-16,33.37 3539 | 12354,1997-10-03,25.98 3540 | 12354,1997-11-13,9.49 3541 | 12354,1998-01-09,18.49 3542 | 12354,1998-01-29,27.47 3543 | 12354,1998-04-29,24.98 3544 | 12357,1997-02-14,11.77 3545 | 12357,1997-02-25,11.77 3546 | 12357,1997-12-21,15.49 3547 | 12357,1998-06-09,20.98 3548 | 12366,1997-02-14,0.0 3549 | 12380,1997-02-18,23.94 3550 | 12393,1997-02-14,15.96 3551 | 12410,1997-02-14,41.54 3552 | 12425,1997-02-16,52.87 3553 | 12432,1997-02-14,24.74 3554 | 12432,1997-02-18,24.74 3555 | 12439,1997-02-14,58.24 3556 | 12439,1997-02-24,44.93 3557 | 12439,1997-03-21,14.99 3558 | 12439,1997-03-31,23.14 3559 | 12439,1997-04-20,12.7 3560 | 12439,1997-04-24,19.99 3561 | 12439,1997-05-07,51.89 3562 | 12439,1997-05-30,14.99 3563 | 12439,1997-10-07,13.99 3564 | 12442,1997-02-14,25.94 3565 | 12455,1997-02-14,9.98 3566 | 12455,1997-03-18,35.51 3567 | 12455,1997-03-27,43.92 3568 | 12455,1997-05-20,62.26 3569 | 12455,1997-06-27,29.94 3570 | 12455,1997-07-24,42.7 3571 | 12455,1997-08-20,32.69 3572 | 12455,1997-10-01,47.95 3573 | 12455,1997-12-02,9.99 3574 | 12455,1997-12-09,25.97 3575 | 12455,1998-01-19,47.96 3576 | 12455,1998-01-20,25.48 3577 | 12455,1998-02-26,60.34 3578 | 12455,1998-03-18,33.54 3579 | 12455,1998-03-19,13.99 3580 | 12455,1998-05-20,39.25 3581 | 12455,1998-06-10,47.35 3582 | 12463,1997-02-14,14.99 3583 | 12476,1997-02-14,28.27 3584 | 12476,1997-02-22,15.96 3585 | 12476,1997-04-26,44.43 3586 | 12476,1997-06-01,29.33 3587 | 12476,1997-06-08,42.69 3588 | 12476,1997-08-21,42.11 3589 | 12476,1997-09-09,39.47 3590 | 12476,1997-10-07,27.98 3591 | 12476,1997-10-10,28.49 3592 | 12476,1997-10-16,44.47 3593 | 12476,1997-10-23,45.47 3594 | 12476,1997-10-27,41.47 3595 | 12476,1997-10-31,40.97 3596 | 12476,1997-11-10,30.48 3597 | 12476,1997-11-17,38.47 3598 | 12476,1997-11-18,11.49 3599 | 12476,1997-11-27,65.95 3600 | 12476,1997-12-07,64.46 3601 | 12476,1997-12-10,25.98 3602 | 12476,1998-01-01,30.47 3603 | 12476,1998-01-04,41.97 3604 | 12476,1998-01-11,32.97 3605 | 12476,1998-01-17,41.47 3606 | 12476,1998-02-02,70.58 3607 | 12476,1998-02-03,15.49 3608 | 12476,1998-02-05,26.48 3609 | 12476,1998-02-14,22.98 3610 | 12476,1998-02-28,123.92 3611 | 12476,1998-03-01,39.47 3612 | 12476,1998-03-02,39.97 3613 | 12476,1998-03-09,11.49 3614 | 12476,1998-03-24,29.98 3615 | 12476,1998-04-16,27.37 3616 | 12476,1998-04-24,49.4 3617 | 12476,1998-04-26,27.37 3618 | 12476,1998-05-03,20.98 3619 | 12476,1998-05-07,38.0 3620 | 12476,1998-05-18,45.47 3621 | 12476,1998-05-26,38.07 3622 | 12476,1998-06-06,12.58 3623 | 12476,1998-06-26,43.36 3624 | 12485,1997-02-14,14.96 3625 | 12499,1997-02-14,34.97 3626 | 12520,1997-02-14,26.57 3627 | 12533,1997-02-14,58.05 3628 | 12533,1997-02-16,46.29 3629 | 12545,1997-02-15,67.51 3630 | 12547,1997-02-16,14.37 3631 | 12547,1997-04-08,12.77 3632 | 12547,1997-04-29,15.36 3633 | 12547,1997-08-28,5.79 3634 | 12547,1997-10-21,26.48 3635 | 12547,1997-11-28,12.49 3636 | 12547,1998-02-21,25.48 3637 | 12565,1997-02-15,25.74 3638 | 12582,1997-02-15,24.73 3639 | 12582,1997-10-30,51.97 3640 | 12595,1997-02-15,66.85 3641 | 12595,1997-11-06,56.96 3642 | 12595,1998-03-05,35.47 3643 | 12609,1997-02-15,35.31 3644 | 12622,1997-02-15,49.99 3645 | 12638,1997-02-15,11.77 3646 | 12638,1998-02-22,28.56 3647 | 12650,1997-02-15,101.11 3648 | 12658,1997-02-15,28.98 3649 | 12658,1997-03-30,13.97 3650 | 12673,1997-02-15,14.37 3651 | 12687,1997-02-15,14.37 3652 | 12693,1997-02-15,59.06 3653 | 12693,1997-03-13,56.28 3654 | 12693,1998-05-28,40.47 3655 | 12700,1997-02-16,86.52 3656 | 12702,1997-02-19,41.23 3657 | 12713,1997-02-15,20.99 3658 | 12713,1997-10-14,11.49 3659 | 12733,1997-02-15,29.73 3660 | 12739,1997-03-05,15.56 3661 | 12752,1997-02-15,3.99 3662 | 12769,1997-02-15,12.97 3663 | 12784,1997-02-15,37.51 3664 | 12798,1997-02-15,12.49 3665 | 12798,1998-06-02,32.98 3666 | 12798,1998-06-11,69.95 3667 | 12798,1998-06-19,27.98 3668 | 12804,1997-02-15,31.52 3669 | 12804,1997-06-29,26.93 3670 | 12804,1997-07-26,40.7 3671 | 12804,1997-08-31,28.73 3672 | 12804,1997-11-04,26.98 3673 | 12804,1998-03-04,30.98 3674 | 12804,1998-05-29,32.97 3675 | 12815,1997-02-15,11.77 3676 | 12833,1997-02-15,15.76 3677 | 12845,1997-02-16,29.33 3678 | 12845,1997-02-24,15.36 3679 | 12845,1997-03-26,43.3 3680 | 12845,1997-03-29,28.93 3681 | 12845,1997-04-03,37.73 3682 | 12845,1997-04-20,40.71 3683 | 12845,1997-07-10,25.74 3684 | 12845,1997-07-19,54.52 3685 | 12845,1997-07-27,54.9 3686 | 12845,1997-10-19,38.97 3687 | 12845,1998-02-22,75.95 3688 | 12845,1998-03-01,98.6 3689 | 12845,1998-04-04,109.89 3690 | 12845,1998-04-08,65.99 3691 | 12849,1997-02-16,14.37 3692 | 12853,1997-02-17,30.72 3693 | 12853,1997-02-18,6.79 3694 | 12861,1997-02-16,34.31 3695 | 12861,1997-02-22,11.77 3696 | 12868,1997-02-16,24.9 3697 | 12882,1997-02-16,15.96 3698 | 12882,1998-01-02,81.94 3699 | 12882,1998-05-09,82.81 3700 | 12882,1998-05-10,16.49 3701 | 12882,1998-05-22,27.99 3702 | 12884,1997-02-16,62.65 3703 | 12884,1997-04-06,36.33 3704 | 12884,1997-05-19,46.28 3705 | 12900,1997-02-16,12.77 3706 | 12924,1997-02-16,47.98 3707 | 12924,1998-03-08,13.49 3708 | 12929,1997-02-25,23.54 3709 | 12929,1997-05-09,31.13 3710 | 12934,1997-02-16,12.49 3711 | 12934,1997-02-22,12.97 3712 | 12934,1997-03-25,14.9 3713 | 12934,1997-04-25,12.49 3714 | 12934,1997-05-10,19.55 3715 | 12934,1997-05-24,12.25 3716 | 12934,1997-05-31,18.52 3717 | 12934,1997-06-07,12.25 3718 | 12934,1997-06-18,21.0 3719 | 12934,1997-06-24,12.25 3720 | 12934,1997-07-08,16.65 3721 | 12934,1997-09-20,12.49 3722 | 12934,1997-10-19,33.98 3723 | 12934,1997-11-23,9.99 3724 | 12934,1997-12-17,9.49 3725 | 12934,1998-02-14,44.97 3726 | 12934,1998-03-22,21.49 3727 | 12934,1998-04-11,12.58 3728 | 12934,1998-04-18,46.47 3729 | 12934,1998-05-23,37.97 3730 | 12934,1998-05-30,20.99 3731 | 12934,1998-06-16,6.49 3732 | 12940,1997-02-16,32.37 3733 | 12952,1997-02-16,39.91 3734 | 12952,1997-02-25,39.74 3735 | 12953,1997-02-16,46.49 3736 | 12953,1997-02-22,31.98 3737 | 12953,1997-03-11,30.95 3738 | 12953,1997-03-23,41.56 3739 | 12953,1997-07-25,36.22 3740 | 12953,1997-09-03,13.72 3741 | 12953,1997-09-05,5.79 3742 | 12953,1997-09-29,11.49 3743 | 12953,1997-09-30,24.98 3744 | 12953,1997-11-22,12.49 3745 | 12953,1998-01-02,24.98 3746 | 12953,1998-01-27,21.49 3747 | 12953,1998-03-18,36.47 3748 | 12953,1998-04-20,34.51 3749 | 12953,1998-04-21,19.49 3750 | 12957,1997-02-16,51.67 3751 | 12962,1997-02-16,15.36 3752 | 12962,1997-03-13,12.77 3753 | 12973,1997-02-16,39.35 3754 | 12973,1998-05-23,122.9 3755 | 12981,1997-02-16,30.72 3756 | 12981,1997-04-12,29.33 3757 | 12989,1997-02-16,28.76 3758 | 13004,1997-02-16,11.77 3759 | 13023,1997-02-16,39.91 3760 | 13023,1997-04-16,66.04 3761 | 13023,1997-05-29,47.1 3762 | 13023,1997-07-30,28.34 3763 | 13023,1997-10-14,41.47 3764 | 13023,1997-11-08,39.47 3765 | 13028,1997-02-16,36.31 3766 | 13041,1997-02-16,17.97 3767 | 13052,1997-02-16,13.97 3768 | 13052,1998-01-20,41.97 3769 | 13052,1998-04-15,11.49 3770 | 13052,1998-05-04,64.35 3771 | 13052,1998-06-10,33.95 3772 | 13068,1997-02-16,21.76 3773 | 13083,1997-02-16,10.77 3774 | 13085,1997-02-16,32.92 3775 | 13085,1997-04-15,84.96 3776 | 13085,1997-05-14,77.01 3777 | 13085,1997-05-27,72.2 3778 | 13093,1997-02-16,104.72 3779 | 13093,1997-03-08,51.73 3780 | 13093,1997-10-05,66.96 3781 | 13093,1998-01-08,79.44 3782 | 13093,1998-02-28,48.94 3783 | 13093,1998-03-16,93.97 3784 | 13093,1998-03-25,59.45 3785 | 13093,1998-06-10,91.92 3786 | 13098,1997-02-16,11.77 3787 | 13103,1997-02-16,14.79 3788 | 13103,1997-07-05,13.77 3789 | 13108,1997-02-24,34.6 3790 | 13108,1997-03-12,17.3 3791 | 13122,1997-02-16,46.36 3792 | 13122,1997-02-22,26.66 3793 | 13122,1997-04-06,52.9 3794 | 13122,1997-05-05,25.77 3795 | 13122,1997-06-15,158.44 3796 | 13122,1997-07-20,59.99 3797 | 13122,1997-08-10,119.98 3798 | 13123,1997-02-16,15.36 3799 | 13128,1997-02-16,11.77 3800 | 13128,1997-05-03,11.97 3801 | 13128,1997-07-16,13.97 3802 | 13128,1997-12-28,27.98 3803 | 13128,1998-01-26,13.99 3804 | 13128,1998-04-09,14.49 3805 | 13141,1997-02-17,33.4 3806 | 13142,1997-02-17,23.94 3807 | 13142,1997-03-09,8.78 3808 | 13150,1997-02-17,13.97 3809 | 13150,1997-02-22,14.96 3810 | 13158,1997-02-17,40.09 3811 | 13168,1997-02-17,22.77 3812 | 13168,1997-03-20,26.56 3813 | 13168,1997-05-05,47.13 3814 | 13168,1997-05-11,14.37 3815 | 13168,1997-10-26,13.99 3816 | 13168,1997-11-25,11.49 3817 | 13168,1998-03-14,13.99 3818 | 13177,1997-02-26,11.77 3819 | 13177,1997-03-17,14.79 3820 | 13177,1998-01-24,11.49 3821 | 13182,1997-02-17,29.98 3822 | 13182,1997-05-04,43.7 3823 | 13182,1997-06-28,28.34 3824 | 13182,1997-10-27,54.96 3825 | 13182,1998-02-14,31.48 3826 | 13188,1997-02-17,26.56 3827 | 13202,1997-02-17,13.97 3828 | 13220,1997-02-17,89.74 3829 | 13224,1997-02-17,16.7 3830 | 13224,1997-02-19,61.67 3831 | 13224,1997-03-06,46.17 3832 | 13234,1997-02-17,18.99 3833 | 13234,1997-04-09,18.99 3834 | 13242,1997-02-17,28.47 3835 | 13242,1997-06-08,29.73 3836 | 13243,1997-02-17,13.97 3837 | 13243,1997-10-13,16.49 3838 | 13257,1997-02-17,14.79 3839 | 13280,1997-03-07,11.77 3840 | 13280,1997-07-31,27.94 3841 | 13284,1997-02-17,11.77 3842 | 13304,1997-02-18,140.93 3843 | 13314,1997-02-18,52.97 3844 | 13314,1997-05-26,26.73 3845 | 13314,1997-07-19,41.74 3846 | 13322,1997-02-17,15.96 3847 | 13330,1997-02-17,58.95 3848 | 13330,1997-02-23,17.76 3849 | 13330,1997-02-24,17.76 3850 | 13330,1997-02-27,14.37 3851 | 13339,1997-02-17,15.36 3852 | 13339,1997-03-27,14.96 3853 | 13339,1997-04-16,12.97 3854 | 13343,1997-02-17,44.69 3855 | 13350,1997-02-17,26.99 3856 | 13350,1997-02-21,11.77 3857 | 13350,1997-03-18,16.36 3858 | 13350,1997-07-01,14.79 3859 | 13357,1997-02-17,31.72 3860 | 13372,1997-02-17,15.96 3861 | 13372,1998-05-31,50.73 3862 | 13375,1997-02-17,60.97 3863 | 13375,1997-04-02,25.37 3864 | 13386,1997-02-17,49.97 3865 | 13386,1997-02-25,69.96 3866 | 13386,1997-04-21,93.24 3867 | 13386,1997-08-08,86.33 3868 | 13386,1997-08-09,24.98 3869 | 13386,1997-10-23,48.98 3870 | 13386,1997-11-09,19.49 3871 | 13386,1997-11-13,114.92 3872 | 13386,1997-11-18,127.94 3873 | 13386,1997-12-09,26.48 3874 | 13386,1998-02-02,36.98 3875 | 13386,1998-03-02,24.98 3876 | 13386,1998-04-26,11.49 3877 | 13386,1998-05-06,29.98 3878 | 13386,1998-05-27,78.98 3879 | 13386,1998-06-02,66.99 3880 | 13386,1998-06-23,63.47 3881 | 13391,1997-02-17,14.79 3882 | 13403,1997-02-17,36.11 3883 | 13403,1997-03-17,17.74 3884 | 13403,1997-04-15,10.77 3885 | 13403,1997-05-12,39.7 3886 | 13403,1997-05-29,26.94 3887 | 13403,1997-08-19,10.77 3888 | 13403,1997-09-20,12.99 3889 | 13403,1997-10-26,9.49 3890 | 13403,1997-11-09,35.98 3891 | 13403,1997-12-17,28.98 3892 | 13403,1998-02-08,39.55 3893 | 13403,1998-03-05,35.85 3894 | 13403,1998-03-25,43.47 3895 | 13403,1998-04-01,34.86 3896 | 13403,1998-04-08,24.98 3897 | 13403,1998-04-12,29.99 3898 | 13403,1998-04-21,47.97 3899 | 13403,1998-05-09,24.98 3900 | 13403,1998-05-16,24.48 3901 | 13403,1998-05-17,10.49 3902 | 13403,1998-06-01,72.94 3903 | 13403,1998-06-19,23.98 3904 | 13408,1997-02-17,0.0 3905 | 13413,1997-02-17,15.9 3906 | 13413,1997-03-30,17.54 3907 | 13417,1997-02-17,74.59 3908 | 13417,1997-09-16,28.48 3909 | 13417,1998-02-14,46.46 3910 | 13425,1997-02-17,23.77 3911 | 13425,1997-02-27,28.74 3912 | 13425,1997-04-12,11.77 3913 | 13425,1997-06-03,29.13 3914 | 13425,1997-08-30,44.3 3915 | 13425,1997-11-22,105.93 3916 | 13425,1998-05-29,70.33 3917 | 13425,1998-06-20,52.63 3918 | 13427,1997-02-17,31.53 3919 | 13427,1997-10-04,16.99 3920 | 13427,1997-12-16,12.49 3921 | 13435,1997-02-17,27.13 3922 | 13435,1997-08-25,13.97 3923 | 13435,1997-08-26,27.93 3924 | 13435,1997-12-07,53.97 3925 | 13435,1997-12-12,9.49 3926 | 13435,1998-01-19,54.95 3927 | 13435,1998-02-28,14.49 3928 | 13444,1997-02-17,145.74 3929 | 13454,1997-02-20,28.93 3930 | 13458,1997-02-17,22.99 3931 | 13458,1997-03-16,50.84 3932 | 13458,1997-04-13,23.99 3933 | 13458,1997-06-01,25.32 3934 | 13458,1997-09-26,24.98 3935 | 13476,1997-02-18,16.76 3936 | 13480,1997-02-18,27.94 3937 | 13480,1997-09-14,36.97 3938 | 13488,1997-02-18,106.18 3939 | 13489,1997-02-18,14.96 3940 | 13489,1997-06-24,16.36 3941 | 13504,1997-02-18,44.28 3942 | 13504,1997-03-14,246.51 3943 | 13504,1997-04-15,99.56 3944 | 13508,1997-02-18,126.37 3945 | 13526,1997-02-18,50.97 3946 | 13535,1997-02-18,13.97 3947 | 13535,1997-04-30,14.79 3948 | 13535,1998-05-10,12.72 3949 | 13547,1997-02-18,20.55 3950 | 13559,1997-02-18,41.9 3951 | 13567,1997-02-18,55.07 3952 | 13567,1997-03-18,23.74 3953 | 13567,1997-05-12,29.75 3954 | 13567,1997-10-29,38.97 3955 | 13567,1998-06-04,31.98 3956 | 13571,1997-02-18,62.44 3957 | 13571,1997-04-23,26.73 3958 | 13580,1997-02-18,36.73 3959 | 13598,1997-02-18,32.72 3960 | 13614,1997-02-18,27.28 3961 | 13614,1997-03-18,13.97 3962 | 13614,1997-03-24,14.96 3963 | 13614,1997-04-03,29.58 3964 | 13616,1997-02-18,29.98 3965 | 13617,1997-03-17,19.56 3966 | 13629,1997-02-18,13.97 3967 | 13648,1997-02-18,29.27 3968 | 13663,1997-02-18,86.11 3969 | 13679,1997-02-18,29.98 3970 | 13698,1997-02-18,35.77 3971 | 13701,1997-02-18,26.56 3972 | 13701,1997-07-01,11.97 3973 | 13701,1998-06-23,22.98 3974 | 13709,1997-02-18,24.98 3975 | 13709,1997-09-11,23.49 3976 | 13709,1997-10-08,2.99 3977 | 13709,1997-12-07,22.98 3978 | 13709,1998-01-06,24.98 3979 | 13709,1998-06-17,27.98 3980 | 13710,1997-02-18,36.54 3981 | 13710,1997-03-05,13.97 3982 | 13710,1997-05-20,74.29 3983 | 13710,1997-08-03,49.48 3984 | 13710,1997-12-27,15.49 3985 | 13710,1998-03-21,39.75 3986 | 13710,1998-05-01,29.36 3987 | 13719,1997-02-18,54.77 3988 | 13719,1997-05-26,11.77 3989 | 13719,1997-08-27,54.5 3990 | 13719,1997-11-19,25.48 3991 | 13719,1998-01-26,21.98 3992 | 13726,1997-02-18,24.99 3993 | 13736,1997-02-24,46.08 3994 | 13736,1997-08-14,56.46 3995 | 13736,1997-08-27,51.62 3996 | 13736,1998-04-17,88.14 3997 | 13739,1997-02-18,11.77 3998 | 13751,1997-02-18,5.78 3999 | 13764,1997-02-18,15.3 4000 | 13764,1997-03-22,15.3 4001 | 13771,1997-02-19,15.36 4002 | 13786,1997-02-19,19.99 4003 | 13786,1997-03-08,13.97 4004 | 13786,1997-04-13,14.96 4005 | 13786,1997-07-06,29.33 4006 | 13786,1997-09-11,24.97 4007 | 13786,1997-11-13,38.97 4008 | 13794,1997-02-19,29.58 4009 | 13802,1997-02-19,11.77 4010 | 13802,1997-03-02,44.11 4011 | 13811,1997-02-19,13.97 4012 | 13811,1997-02-20,12.77 4013 | 13811,1997-02-27,42.31 4014 | 13811,1997-03-14,6.79 4015 | 13813,1997-02-24,42.49 4016 | 13829,1997-02-19,11.77 4017 | 13844,1997-02-19,19.99 4018 | 13857,1997-02-19,29.73 4019 | 13857,1997-12-09,50.46 4020 | 13857,1998-01-21,70.96 4021 | 13869,1997-02-19,26.14 4022 | 13883,1997-02-19,12.79 4023 | 13898,1997-02-19,13.97 4024 | 13901,1997-02-19,33.72 4025 | 13901,1997-09-14,12.99 4026 | 13901,1997-09-21,31.49 4027 | 13901,1997-09-22,11.49 4028 | 13901,1997-10-02,25.48 4029 | 13901,1998-01-14,37.48 4030 | 13901,1998-01-28,48.51 4031 | 13901,1998-02-06,11.02 4032 | 13902,1997-02-19,14.79 4033 | 13902,1997-08-04,71.62 4034 | 13902,1998-03-02,88.44 4035 | 13902,1998-06-09,48.46 4036 | 13917,1997-02-19,20.97 4037 | 13924,1997-02-19,29.48 4038 | 13924,1997-02-26,14.37 4039 | 13938,1997-02-19,50.28 4040 | 13938,1997-09-21,41.47 4041 | 13938,1997-12-11,35.48 4042 | 13938,1998-02-27,26.75 4043 | 13938,1998-06-16,28.49 4044 | 13939,1997-02-19,31.99 4045 | 13939,1997-02-22,15.36 4046 | 13939,1997-05-08,35.99 4047 | 13941,1997-02-19,13.97 4048 | 13941,1997-10-02,39.97 4049 | 13954,1997-02-19,11.77 4050 | 13954,1997-05-15,14.37 4051 | 13954,1997-08-08,45.1 4052 | 13954,1997-11-13,27.98 4053 | 13954,1998-04-27,27.48 4054 | 13954,1998-06-10,3.49 4055 | 13959,1997-02-19,33.51 4056 | 13959,1997-11-02,152.89 4057 | 13959,1998-03-28,66.95 4058 | 13970,1997-02-26,65.04 4059 | 13978,1997-02-19,15.36 4060 | 13978,1997-11-13,11.49 4061 | 13995,1997-02-19,26.0 4062 | 14006,1997-02-19,27.73 4063 | 14006,1997-05-17,14.96 4064 | 14006,1997-06-20,40.7 4065 | 14006,1997-08-18,48.68 4066 | 14006,1997-11-06,41.47 4067 | 14006,1998-02-10,22.98 4068 | 14006,1998-05-01,36.47 4069 | 14006,1998-05-24,11.49 4070 | 14013,1997-02-19,14.79 4071 | 14021,1997-02-19,11.77 4072 | 14021,1997-09-21,12.99 4073 | 14029,1997-02-19,37.97 4074 | 14045,1997-02-19,14.37 4075 | 14045,1997-07-04,11.77 4076 | 14050,1997-02-19,14.37 4077 | 14056,1997-02-27,20.99 4078 | 14056,1997-03-20,20.99 4079 | 14066,1997-02-20,13.97 4080 | 14069,1997-02-20,12.49 4081 | 14069,1997-03-23,62.58 4082 | 14069,1997-04-03,29.92 4083 | 14069,1997-04-15,14.37 4084 | 14069,1997-04-20,106.32 4085 | 14069,1998-02-05,42.36 4086 | 14088,1997-02-20,15.96 4087 | 14092,1997-02-20,9.97 4088 | 14092,1997-04-27,11.77 4089 | 14092,1997-08-03,26.14 4090 | 14093,1997-02-21,21.56 4091 | 14093,1997-02-28,21.74 4092 | 14111,1997-02-20,16.7 4093 | 14112,1997-02-20,42.31 4094 | 14112,1997-05-02,19.95 4095 | 14112,1997-05-31,29.92 4096 | 14112,1997-06-03,27.73 4097 | 14112,1997-06-28,28.34 4098 | 14112,1997-08-21,12.97 4099 | 14112,1997-10-04,22.98 4100 | 14112,1997-10-11,61.95 4101 | 14112,1997-11-09,44.97 4102 | 14112,1998-01-25,69.88 4103 | 14112,1998-03-17,9.49 4104 | 14112,1998-04-17,14.99 4105 | 14112,1998-06-12,46.53 4106 | 14131,1997-02-20,15.36 4107 | 14148,1997-02-20,27.71 4108 | 14162,1997-02-20,28.34 4109 | 14162,1997-03-29,27.94 4110 | 14168,1997-02-20,13.97 4111 | 14187,1997-02-20,27.99 4112 | 14206,1997-02-20,14.9 4113 | 14206,1997-07-31,5.78 4114 | 14208,1997-02-24,101.76 4115 | 14208,1997-04-03,121.15 4116 | 14208,1997-05-21,66.44 4117 | 14208,1997-10-27,53.96 4118 | 14208,1997-11-21,96.46 4119 | 14208,1998-01-07,163.9 4120 | 14208,1998-01-13,9.99 4121 | 14208,1998-04-03,53.96 4122 | 14211,1997-02-20,33.8 4123 | 14222,1997-02-20,81.96 4124 | 14223,1997-02-20,15.9 4125 | 14223,1997-05-08,29.92 4126 | 14223,1997-05-13,38.5 4127 | 14223,1998-04-15,9.49 4128 | 14243,1997-02-20,12.99 4129 | 14243,1997-11-10,15.49 4130 | 14259,1997-02-20,10.99 4131 | 14269,1997-03-09,36.11 4132 | 14269,1997-11-08,41.97 4133 | 14269,1998-04-17,58.89 4134 | 14269,1998-05-25,43.97 4135 | 14277,1997-02-20,58.28 4136 | 14294,1997-02-20,11.77 4137 | 14313,1997-02-20,15.76 4138 | 14314,1997-02-20,107.13 4139 | 14314,1997-02-22,18.76 4140 | 14314,1997-03-02,19.99 4141 | 14314,1997-08-16,70.83 4142 | 14314,1997-09-20,35.97 4143 | 14314,1998-01-01,3.49 4144 | 14314,1998-03-05,62.96 4145 | 14314,1998-03-23,54.97 4146 | 14314,1998-06-27,51.36 4147 | 14315,1997-02-20,21.56 4148 | 14315,1997-03-27,42.1 4149 | 14315,1997-10-22,22.49 4150 | 14315,1998-03-18,18.98 4151 | 14315,1998-05-30,37.65 4152 | 14331,1997-02-20,16.99 4153 | 14342,1997-02-21,23.54 4154 | 14342,1997-02-23,20.54 4155 | 14342,1997-04-04,37.51 4156 | 14342,1997-04-18,14.96 4157 | 14342,1997-06-02,29.42 4158 | 14342,1997-07-31,11.56 4159 | 14353,1997-02-21,24.37 4160 | 14366,1997-02-21,12.49 4161 | 14379,1997-02-26,97.63 4162 | 14379,1997-03-26,9.98 4163 | 14379,1997-04-03,25.15 4164 | 14382,1997-02-21,35.31 4165 | 14390,1997-02-21,67.7 4166 | 14390,1997-04-15,93.84 4167 | 14401,1997-02-21,28.34 4168 | 14417,1997-02-21,37.51 4169 | 14417,1997-05-10,25.54 4170 | 14417,1997-10-22,39.47 4171 | 14417,1998-06-04,15.49 4172 | 14418,1997-02-21,11.77 4173 | 14438,1997-02-21,27.94 4174 | 14438,1997-04-18,15.36 4175 | 14439,1997-02-21,15.96 4176 | 14441,1997-02-21,21.74 4177 | 14441,1997-04-08,23.94 4178 | 14456,1997-02-21,14.99 4179 | 14474,1997-02-21,12.49 4180 | 14489,1997-02-21,14.79 4181 | 14501,1997-02-21,35.99 4182 | 14502,1997-02-26,30.32 4183 | 14502,1997-04-02,37.73 4184 | 14502,1997-05-08,36.5 4185 | 14502,1997-05-29,29.33 4186 | 14502,1997-08-23,14.37 4187 | 14502,1997-12-30,35.48 4188 | 14502,1998-05-23,11.88 4189 | 14503,1997-02-21,13.97 4190 | 14503,1997-02-27,29.37 4191 | 14519,1997-02-21,9.97 4192 | 14519,1997-03-25,9.99 4193 | 14519,1997-07-13,15.96 4194 | 14519,1997-09-06,10.77 4195 | 14519,1997-11-27,11.49 4196 | 14519,1997-11-30,27.99 4197 | 14519,1997-12-12,12.99 4198 | 14520,1997-02-21,14.99 4199 | 14539,1997-02-21,11.77 4200 | 14548,1997-02-21,20.78 4201 | 14548,1997-03-07,15.96 4202 | 14548,1997-05-30,8.97 4203 | 14554,1997-02-21,9.98 4204 | 14568,1997-02-21,14.79 4205 | 14568,1997-02-26,15.36 4206 | 14568,1997-03-08,13.97 4207 | 14568,1997-03-16,17.9 4208 | 14568,1997-04-09,14.96 4209 | 14568,1997-04-29,41.31 4210 | 14568,1997-05-15,12.25 4211 | 14568,1997-06-03,15.36 4212 | 14568,1997-06-10,15.36 4213 | 14568,1997-06-14,19.77 4214 | 14568,1997-06-24,13.97 4215 | 14568,1997-07-29,22.15 4216 | 14568,1997-09-06,15.36 4217 | 14568,1997-09-14,26.98 4218 | 14568,1997-09-21,21.49 4219 | 14568,1997-11-10,15.49 4220 | 14568,1997-12-08,62.96 4221 | 14568,1998-01-11,9.49 4222 | 14568,1998-02-01,11.99 4223 | 14568,1998-02-05,15.49 4224 | 14568,1998-03-08,29.99 4225 | 14569,1997-02-21,179.71 4226 | 14569,1997-03-19,151.77 4227 | 14569,1997-03-24,23.99 4228 | 14569,1997-04-01,42.13 4229 | 14569,1997-06-19,151.77 4230 | 14569,1997-10-23,65.99 4231 | 14569,1997-12-11,54.96 4232 | 14569,1998-01-18,25.48 4233 | 14569,1998-02-07,61.99 4234 | 14576,1997-02-22,12.77 4235 | 14593,1997-02-22,29.98 4236 | 14614,1997-02-22,12.49 4237 | 14632,1997-02-22,11.77 4238 | 14632,1998-04-29,44.74 4239 | 14632,1998-04-30,57.47 4240 | 14632,1998-05-14,57.85 4241 | 14632,1998-06-08,41.4 4242 | 14647,1997-02-22,14.37 4243 | 14660,1997-02-22,17.76 4244 | 14673,1997-02-22,15.36 4245 | 14673,1997-03-06,19.95 4246 | 14673,1997-09-21,2.99 4247 | 14673,1997-10-10,28.98 4248 | 14673,1997-11-19,9.49 4249 | 14673,1997-12-05,25.98 4250 | 14674,1997-02-22,41.1 4251 | 14688,1997-02-22,8.97 4252 | 14688,1998-03-21,24.46 4253 | 14689,1997-02-24,11.77 4254 | 14689,1997-02-26,17.3 4255 | 14689,1997-07-08,14.96 4256 | 14694,1997-02-22,9.77 4257 | 14694,1997-04-08,5.98 4258 | 14694,1997-08-14,14.79 4259 | 14694,1998-05-11,91.94 4260 | 14698,1997-02-28,28.52 4261 | 14706,1997-02-22,23.54 4262 | 14709,1997-02-22,35.94 4263 | 14709,1997-04-06,43.55 4264 | 14709,1997-05-18,14.96 4265 | 14709,1997-07-03,22.77 4266 | 14728,1997-02-22,100.59 4267 | 14742,1997-02-22,12.77 4268 | 14742,1997-03-10,29.99 4269 | 14742,1997-04-07,9.98 4270 | 14743,1997-02-22,22.7 4271 | 14750,1997-03-02,32.33 4272 | 14750,1997-04-01,18.36 4273 | 14750,1997-11-25,18.99 4274 | 14757,1997-02-22,18.54 4275 | 14764,1997-02-22,19.77 4276 | 14764,1997-03-04,14.96 4277 | 14764,1998-03-02,50.05 4278 | 14764,1998-03-07,57.74 4279 | 14769,1997-02-24,29.92 4280 | 14770,1997-02-22,13.97 4281 | 14770,1997-09-02,12.25 4282 | 14770,1997-11-24,15.49 4283 | 14774,1997-02-22,49.37 4284 | 14774,1997-02-23,23.74 4285 | 14774,1997-03-02,29.13 4286 | 14774,1997-04-17,16.36 4287 | 14774,1997-05-01,42.13 4288 | 14774,1997-05-22,31.31 4289 | 14774,1997-07-09,27.76 4290 | 14774,1998-02-03,21.49 4291 | 14777,1997-02-22,17.76 4292 | 14777,1997-08-24,13.97 4293 | 14777,1998-02-08,17.99 4294 | 14785,1997-02-22,47.68 4295 | 14785,1997-03-21,45.07 4296 | 14785,1997-04-20,42.3 4297 | 14785,1997-05-04,43.3 4298 | 14785,1997-05-19,20.74 4299 | 14785,1997-05-31,29.33 4300 | 14785,1997-06-29,43.7 4301 | 14792,1997-02-22,79.94 4302 | 14792,1998-05-11,26.99 4303 | 14792,1998-06-11,9.99 4304 | 14796,1997-02-22,29.33 4305 | 14796,1997-03-13,14.96 4306 | 14796,1997-11-24,38.47 4307 | 14796,1997-11-28,33.96 4308 | 14801,1997-02-22,41.99 4309 | 14801,1997-03-11,14.37 4310 | 14801,1997-04-15,11.77 4311 | 14810,1997-02-22,53.46 4312 | 14810,1998-03-05,40.46 4313 | 14810,1998-05-01,27.48 4314 | 14828,1997-02-22,38.34 4315 | 14836,1997-02-22,13.99 4316 | 14836,1997-07-02,27.94 4317 | 14836,1997-07-30,45.68 4318 | 14836,1998-04-05,34.47 4319 | 14836,1998-06-22,28.47 4320 | 14838,1997-02-22,47.08 4321 | 14838,1997-07-30,78.52 4322 | 14838,1998-06-03,24.48 4323 | 14844,1997-03-03,14.37 4324 | 14844,1997-06-19,45.33 4325 | 14844,1997-06-29,13.97 4326 | 14844,1997-07-27,14.96 4327 | 14844,1998-01-10,13.99 4328 | 14844,1998-04-17,11.88 4329 | 14844,1998-06-06,11.88 4330 | 14845,1997-02-22,33.14 4331 | 14856,1997-02-22,38.31 4332 | 14856,1997-06-30,13.77 4333 | 14856,1997-07-22,50.27 4334 | 14857,1997-02-22,12.77 4335 | 14857,1997-09-28,15.49 4336 | 14857,1997-10-04,35.98 4337 | 14857,1997-10-05,13.99 4338 | 14862,1997-02-22,42.9 4339 | 14877,1997-02-23,42.13 4340 | 14880,1997-02-23,25.34 4341 | 14880,1997-05-03,26.54 4342 | 14880,1997-07-20,27.94 4343 | 14891,1997-02-23,21.54 4344 | 14908,1997-02-23,10.77 4345 | 14918,1997-02-23,21.54 4346 | 14918,1997-04-17,24.74 4347 | 14918,1997-04-30,33.96 4348 | 14918,1997-06-25,28.13 4349 | 14918,1997-11-27,9.49 4350 | 14929,1997-02-23,39.93 4351 | 14929,1998-04-09,20.98 4352 | 14946,1997-02-23,25.34 4353 | 14963,1997-02-23,11.77 4354 | 14976,1997-02-23,17.76 4355 | 14988,1997-02-23,11.77 4356 | 15003,1997-02-23,506.97 4357 | 15025,1997-02-23,4.79 4358 | 15025,1998-03-06,12.58 4359 | 15025,1998-04-12,7.69 4360 | 15042,1997-02-23,22.75 4361 | 15042,1997-03-03,15.36 4362 | 15042,1997-04-08,90.2 4363 | 15042,1997-04-18,58.07 4364 | 15042,1997-05-26,12.25 4365 | 15042,1997-12-09,15.49 4366 | 15045,1997-03-08,24.73 4367 | 15045,1998-02-20,11.88 4368 | 15046,1997-02-23,19.99 4369 | 15057,1997-02-23,49.97 4370 | 15057,1997-03-03,36.97 4371 | 15057,1997-04-23,39.95 4372 | 15057,1997-07-11,29.32 4373 | 15057,1997-07-14,23.54 4374 | 15057,1998-03-11,11.88 4375 | 15060,1997-02-23,6.79 4376 | 15061,1997-02-23,11.77 4377 | 15061,1997-04-06,28.74 4378 | 15061,1998-02-12,14.49 4379 | 15061,1998-03-29,49.45 4380 | 15078,1997-02-23,29.73 4381 | 15093,1997-02-23,10.78 4382 | 15096,1997-03-05,15.36 4383 | 15096,1997-04-05,23.94 4384 | 15096,1997-06-17,56.35 4385 | 15096,1997-07-25,36.26 4386 | 15096,1997-08-01,14.96 4387 | 15096,1997-09-07,26.56 4388 | 15096,1997-10-25,62.99 4389 | 15096,1997-11-07,9.99 4390 | 15096,1997-11-08,12.99 4391 | 15096,1997-12-09,11.99 4392 | 15096,1997-12-31,11.49 4393 | 15096,1998-01-17,18.98 4394 | 15096,1998-03-10,25.98 4395 | 15105,1997-02-23,140.68 4396 | 15105,1997-02-25,43.51 4397 | 15105,1997-03-05,57.87 4398 | 15105,1997-04-10,85.21 4399 | 15105,1997-06-03,114.73 4400 | 15105,1997-09-15,134.9 4401 | 15105,1997-10-05,120.42 4402 | 15105,1998-02-16,253.09 4403 | 15105,1998-05-04,215.32 4404 | 15112,1997-02-25,13.97 4405 | 15131,1997-02-23,11.77 4406 | 15142,1997-02-23,122.33 4407 | 15142,1997-03-24,100.96 4408 | 15142,1997-08-30,58.66 4409 | 15142,1998-04-24,29.49 4410 | 15147,1997-02-23,29.92 4411 | 15147,1998-06-26,30.98 4412 | 15165,1997-02-24,51.43 4413 | 15189,1997-02-24,24.73 4414 | 15189,1997-06-21,11.77 4415 | 15189,1998-05-15,11.49 4416 | 15189,1998-06-03,37.99 4417 | 15191,1997-02-24,38.99 4418 | 15204,1997-02-24,12.97 4419 | 15222,1997-02-24,30.72 4420 | 15239,1997-02-24,43.35 4421 | 15250,1997-03-03,29.92 4422 | 15256,1997-02-24,13.97 4423 | 15272,1997-02-24,27.94 4424 | 15273,1997-02-24,14.37 4425 | 15273,1997-08-26,52.87 4426 | 15286,1997-02-24,25.77 4427 | 15286,1997-03-16,28.34 4428 | 15286,1997-03-31,29.33 4429 | 15291,1997-02-24,15.36 4430 | 15306,1997-02-24,11.77 4431 | 15306,1998-02-03,9.49 4432 | 15306,1998-05-10,26.98 4433 | 15322,1997-02-24,19.77 4434 | 15343,1997-02-24,61.25 4435 | 15350,1997-02-24,40.1 4436 | 15350,1997-03-09,15.76 4437 | 15350,1997-04-21,34.33 4438 | 15350,1997-07-29,50.1 4439 | 15361,1997-02-24,14.96 4440 | 15361,1998-05-29,29.99 4441 | 15361,1998-06-11,12.99 4442 | 15373,1997-02-24,25.14 4443 | 15373,1997-03-31,31.52 4444 | 15373,1997-06-01,15.76 4445 | 15373,1997-06-30,31.52 4446 | 15373,1997-07-28,9.79 4447 | 15387,1997-02-24,32.32 4448 | 15394,1997-02-24,20.97 4449 | 15394,1997-03-10,13.97 4450 | 15405,1997-02-24,19.99 4451 | 15422,1997-02-24,12.79 4452 | 15423,1997-02-24,19.97 4453 | 15423,1997-07-14,23.88 4454 | 15423,1997-08-20,121.05 4455 | 15423,1997-08-24,146.37 4456 | 15423,1997-11-09,54.47 4457 | 15423,1997-11-12,120.43 4458 | 15423,1997-12-17,15.49 4459 | 15423,1998-04-25,65.89 4460 | 15423,1998-05-31,76.53 4461 | 15423,1998-06-28,25.48 4462 | 15431,1997-02-24,35.31 4463 | 15431,1997-03-18,49.27 4464 | 15442,1997-02-24,56.29 4465 | 15457,1997-02-24,59.25 4466 | 15457,1997-04-28,111.53 4467 | 15457,1997-08-19,89.17 4468 | 15457,1997-11-06,25.98 4469 | 15457,1998-03-30,77.64 4470 | 15459,1997-03-13,50.73 4471 | 15460,1997-02-25,21.28 4472 | 15460,1998-03-31,73.42 4473 | 15474,1997-02-24,5.78 4474 | 15477,1997-02-24,9.98 4475 | 15477,1997-03-20,23.95 4476 | 15477,1997-03-24,9.77 4477 | 15499,1997-02-25,37.26 4478 | 15511,1997-02-27,16.96 4479 | 15511,1997-07-31,29.92 4480 | 15518,1997-02-25,77.04 4481 | 15518,1997-04-01,73.81 4482 | 15518,1997-04-21,83.44 4483 | 15518,1997-04-30,84.64 4484 | 15518,1997-07-08,89.43 4485 | 15518,1997-10-28,110.97 4486 | 15518,1998-05-01,68.95 4487 | 15518,1998-05-29,59.47 4488 | 15520,1997-02-25,12.77 4489 | 15535,1997-02-25,19.99 4490 | 15535,1998-05-29,59.46 4491 | 15560,1997-02-25,14.96 4492 | 15562,1997-02-25,11.77 4493 | 15562,1997-02-28,65.85 4494 | 15562,1997-03-29,58.25 4495 | 15562,1997-06-09,28.34 4496 | 15562,1997-06-11,25.14 4497 | 15562,1997-07-02,11.77 4498 | 15562,1997-07-05,10.77 4499 | 15562,1997-07-11,24.14 4500 | 15562,1997-07-21,35.31 4501 | 15562,1997-07-22,57.19 4502 | 15562,1997-07-24,192.57 4503 | 15562,1997-07-26,23.54 4504 | 15562,1997-07-30,88.02 4505 | 15562,1997-08-02,43.3 4506 | 15562,1997-08-08,75.44 4507 | 15562,1997-08-10,25.74 4508 | 15562,1997-08-12,26.14 4509 | 15562,1997-08-18,28.3 4510 | 15562,1997-08-20,29.73 4511 | 15562,1997-08-22,9.97 4512 | 15562,1997-09-06,30.31 4513 | 15562,1997-09-10,11.49 4514 | 15562,1997-09-14,26.48 4515 | 15562,1997-09-16,21.49 4516 | 15562,1997-09-17,32.48 4517 | 15562,1997-09-21,28.48 4518 | 15562,1997-09-29,28.98 4519 | 15562,1997-10-15,11.49 4520 | 15562,1997-10-21,14.99 4521 | 15562,1997-10-24,38.47 4522 | 15562,1997-10-30,17.99 4523 | 15562,1997-11-07,14.49 4524 | 15562,1997-11-15,9.49 4525 | 15562,1997-12-13,50.96 4526 | 15562,1997-12-21,12.99 4527 | 15562,1998-01-21,22.98 4528 | 15562,1998-01-30,35.97 4529 | 15562,1998-03-02,37.98 4530 | 15562,1998-04-26,14.42 4531 | 15562,1998-05-10,26.98 4532 | 15562,1998-05-26,92.94 4533 | 15562,1998-06-10,26.98 4534 | 15572,1997-02-25,30.13 4535 | 15572,1997-09-27,11.49 4536 | 15583,1997-02-25,129.82 4537 | 15583,1997-03-11,15.36 4538 | 15583,1997-03-26,28.34 4539 | 15583,1997-04-02,38.71 4540 | 15583,1997-04-13,37.53 4541 | 15583,1997-04-16,109.82 4542 | 15583,1997-08-27,15.36 4543 | 15583,1997-10-07,9.49 4544 | 15586,1997-02-25,11.58 4545 | 15599,1997-02-25,14.37 4546 | 15622,1997-02-25,26.67 4547 | 15622,1997-04-24,14.9 4548 | 15631,1997-02-25,59.69 4549 | 15648,1997-02-25,14.96 4550 | 15664,1997-02-25,36.37 4551 | 15674,1997-02-25,23.98 4552 | 15674,1997-09-06,11.77 4553 | 15674,1997-09-27,23.48 4554 | 15674,1997-12-03,26.98 4555 | 15674,1998-03-07,26.48 4556 | 15681,1997-02-25,11.77 4557 | 15696,1997-02-25,14.37 4558 | 15696,1997-10-22,12.99 4559 | 15711,1997-02-25,11.77 4560 | 15712,1997-03-19,38.77 4561 | 15712,1997-11-11,58.46 4562 | 15714,1997-02-25,46.08 4563 | 15714,1997-03-04,84.85 4564 | 15714,1997-03-08,51.48 4565 | 15725,1997-02-25,14.37 4566 | 15728,1997-02-27,17.88 4567 | 15739,1997-02-25,27.13 4568 | 15743,1997-02-25,11.77 4569 | 15743,1997-06-27,26.94 4570 | 15750,1997-02-25,28.74 4571 | 15750,1997-04-21,15.99 4572 | 15750,1997-07-13,29.92 4573 | 15750,1998-01-19,11.88 4574 | 15750,1998-02-23,45.47 4575 | 15750,1998-04-04,13.99 4576 | 15750,1998-06-27,51.08 4577 | 15760,1997-02-25,11.99 4578 | 15765,1997-02-25,31.76 4579 | 15765,1997-09-18,10.48 4580 | 15780,1997-02-25,9.77 4581 | 15793,1997-02-25,30.99 4582 | 15813,1997-02-25,37.47 4583 | 15823,1997-02-26,17.0 4584 | 15827,1997-02-26,14.96 4585 | 15827,1997-03-17,11.77 4586 | 15838,1997-02-26,105.61 4587 | 15838,1997-03-26,51.11 4588 | 15838,1997-05-14,51.11 4589 | 15838,1997-07-01,70.62 4590 | 15838,1997-07-24,37.14 4591 | 15838,1997-08-27,122.37 4592 | 15838,1997-09-19,70.46 4593 | 15839,1997-02-26,36.77 4594 | 15856,1997-02-26,24.26 4595 | 15856,1997-11-11,25.48 4596 | 15861,1997-02-26,39.11 4597 | 15861,1997-02-27,15.36 4598 | 15867,1997-02-27,100.42 4599 | 15867,1997-03-26,16.36 4600 | 15878,1997-02-26,14.96 4601 | 15878,1997-03-18,11.97 4602 | 15878,1997-04-25,13.77 4603 | 15878,1997-08-27,21.0 4604 | 15878,1997-10-24,11.49 4605 | 15878,1997-11-12,11.49 4606 | 15878,1998-05-17,29.48 4607 | 15880,1997-02-26,19.77 4608 | 15880,1997-03-13,13.97 4609 | 15880,1998-04-08,12.58 4610 | 15883,1997-02-26,14.96 4611 | 15902,1997-02-26,10.77 4612 | 15902,1998-03-09,11.49 4613 | 15914,1997-02-26,14.96 4614 | 15914,1997-11-21,18.49 4615 | 15927,1997-02-26,9.98 4616 | 15929,1997-02-27,40.05 4617 | 15929,1997-03-04,14.96 4618 | 15929,1997-03-06,13.97 4619 | 15929,1997-04-25,12.77 4620 | 15929,1997-04-28,14.96 4621 | 15929,1997-04-30,12.77 4622 | 15929,1997-05-13,14.37 4623 | 15929,1997-05-16,47.41 4624 | 15929,1997-05-19,32.45 4625 | 15929,1997-05-22,56.46 4626 | 15929,1997-10-03,81.96 4627 | 15929,1997-10-25,71.45 4628 | 15929,1997-10-27,64.45 4629 | 15929,1998-04-16,168.15 4630 | 15930,1997-02-26,34.71 4631 | 15930,1997-06-20,50.48 4632 | 15930,1997-10-29,22.98 4633 | 15930,1997-11-16,11.49 4634 | 15930,1998-04-06,14.99 4635 | 15933,1997-02-26,11.77 4636 | 15933,1997-03-14,11.97 4637 | 15948,1997-02-26,17.36 4638 | 15953,1997-02-26,421.73 4639 | 15953,1997-03-06,54.97 4640 | 15953,1997-03-18,17.9 4641 | 15953,1997-03-20,34.98 4642 | 15953,1997-03-27,179.91 4643 | 15953,1997-03-30,192.65 4644 | 15953,1997-04-06,149.92 4645 | 15953,1997-04-16,119.94 4646 | 15953,1997-09-15,189.39 4647 | 15953,1997-10-09,56.47 4648 | 15953,1998-05-11,57.46 4649 | 15953,1998-05-28,53.47 4650 | 15953,1998-06-23,19.49 4651 | 15959,1997-03-05,72.82 4652 | 15959,1997-03-17,112.14 4653 | 15959,1997-03-31,86.79 4654 | 15959,1997-04-18,72.31 4655 | 15963,1997-02-26,15.36 4656 | 15979,1997-02-26,5.96 4657 | 15997,1997-02-26,21.97 4658 | 16011,1997-02-26,14.96 4659 | 16024,1997-02-26,5.78 4660 | 16041,1997-02-26,13.97 4661 | 16042,1997-02-26,10.77 4662 | 16042,1997-02-27,14.96 4663 | 16042,1997-08-22,10.97 4664 | 16042,1997-08-26,27.73 4665 | 16042,1997-10-28,34.48 4666 | 16058,1997-02-26,55.97 4667 | 16073,1997-02-26,56.5 4668 | 16073,1997-04-05,27.34 4669 | 16075,1997-02-26,11.77 4670 | 16087,1997-02-26,15.36 4671 | 16091,1997-02-26,29.66 4672 | 16091,1997-03-09,15.96 4673 | 16091,1997-06-21,12.25 4674 | 16091,1997-09-26,38.97 4675 | 16091,1997-10-21,42.97 4676 | 16091,1998-02-06,11.49 4677 | 16091,1998-02-18,12.99 4678 | 16108,1997-02-26,11.77 4679 | 16108,1997-10-11,35.97 4680 | 16108,1998-01-19,24.48 4681 | 16112,1997-02-26,14.37 4682 | 16112,1997-03-06,14.37 4683 | 16131,1997-02-27,13.97 4684 | 16146,1997-02-27,17.9 4685 | 16154,1997-02-27,29.33 4686 | 16154,1997-04-19,14.96 4687 | 16154,1997-06-11,27.94 4688 | 16154,1997-08-31,41.69 4689 | 16154,1997-12-05,14.49 4690 | 16164,1997-02-27,44.98 4691 | 16164,1997-11-30,57.96 4692 | 16178,1997-02-27,26.74 4693 | 16189,1997-02-27,29.13 4694 | 16208,1997-02-27,46.68 4695 | 16217,1997-02-27,38.51 4696 | 16217,1997-04-21,26.74 4697 | 16226,1997-02-27,13.97 4698 | 16243,1997-02-27,13.97 4699 | 16261,1997-02-27,15.96 4700 | 16273,1997-02-27,10.78 4701 | 16285,1997-02-27,9.97 4702 | 16285,1997-03-13,9.97 4703 | 16292,1997-03-10,15.36 4704 | 16293,1997-02-27,40.11 4705 | 16307,1997-02-27,28.93 4706 | 16307,1997-03-19,15.36 4707 | 16307,1997-03-27,29.92 4708 | 16309,1997-02-27,11.77 4709 | 16309,1997-12-07,53.96 4710 | 16319,1997-02-27,52.1 4711 | 16319,1997-03-08,37.91 4712 | 16319,1997-04-05,54.9 4713 | 16319,1997-04-14,52.51 4714 | 16319,1997-07-19,91.88 4715 | 16319,1997-12-04,80.94 4716 | 16319,1998-05-11,57.85 4717 | 16324,1997-02-27,64.92 4718 | 16324,1997-08-21,186.26 4719 | 16327,1997-02-27,12.49 4720 | 16329,1997-02-28,19.99 4721 | 16329,1997-03-07,23.99 4722 | 16329,1997-05-14,14.79 4723 | 16329,1997-07-01,26.13 4724 | 16348,1997-02-27,31.05 4725 | 16359,1997-03-14,24.74 4726 | 16359,1997-04-02,35.34 4727 | 16359,1997-05-20,26.13 4728 | 16359,1997-06-28,26.14 4729 | 16362,1997-02-28,13.97 4730 | 16362,1997-03-13,14.37 4731 | 16362,1997-04-11,14.96 4732 | 16365,1997-02-27,11.77 4733 | 16365,1998-04-15,24.87 4734 | 16386,1997-02-27,20.54 4735 | 16402,1997-02-27,13.97 4736 | 16417,1997-02-27,24.13 4737 | 16432,1997-02-27,70.14 4738 | 16432,1997-03-02,104.96 4739 | 16432,1997-07-27,69.96 4740 | 16433,1997-02-27,10.77 4741 | 16445,1997-02-27,15.96 4742 | 16445,1997-08-19,14.96 4743 | 16445,1998-06-21,26.48 4744 | 16447,1997-02-27,11.77 4745 | 16447,1997-09-27,12.99 4746 | 16447,1997-10-04,6.49 4747 | 16447,1998-03-17,23.07 4748 | 16447,1998-04-04,27.48 4749 | 16451,1997-02-28,50.68 4750 | 16465,1997-02-28,396.95 4751 | 16465,1997-03-07,27.77 4752 | 16465,1997-09-10,14.49 4753 | 16466,1997-02-28,16.36 4754 | 16466,1997-06-13,61.67 4755 | 16466,1997-06-23,15.36 4756 | 16466,1997-07-27,65.8 4757 | 16466,1997-07-30,39.5 4758 | 16466,1997-09-15,17.49 4759 | 16466,1997-12-14,38.98 4760 | 16466,1998-01-14,57.48 4761 | 16466,1998-04-30,112.92 4762 | 16470,1997-02-28,100.34 4763 | 16487,1997-02-28,12.9 4764 | 16487,1997-06-24,15.96 4765 | 16487,1998-02-08,33.97 4766 | 16491,1997-02-28,80.31 4767 | 16507,1997-02-28,19.96 4768 | 16514,1997-02-28,11.77 4769 | 16514,1997-03-12,10.77 4770 | 16521,1997-02-28,40.76 4771 | 16521,1997-08-28,19.55 4772 | 16521,1998-06-09,29.98 4773 | 16525,1997-02-28,37.51 4774 | 16543,1997-02-28,37.51 4775 | 16543,1998-03-07,38.86 4776 | 16543,1998-03-13,64.46 4777 | 16543,1998-03-15,11.88 4778 | 16543,1998-05-01,21.49 4779 | 16543,1998-05-12,21.49 4780 | 16557,1997-02-28,49.7 4781 | 16571,1997-02-28,35.78 4782 | 16580,1997-03-05,28.48 4783 | 16580,1997-06-17,32.53 4784 | 16580,1997-06-20,35.72 4785 | 16580,1998-05-03,17.87 4786 | 16580,1998-05-30,28.48 4787 | 16588,1997-02-28,11.77 4788 | 16588,1997-03-23,48.36 4789 | 16588,1997-12-24,34.47 4790 | 16593,1997-02-28,52.27 4791 | 16607,1997-02-28,8.79 4792 | 16607,1997-04-14,42.1 4793 | 16607,1997-07-02,10.77 4794 | 16607,1997-08-07,37.51 4795 | 16607,1997-08-11,25.74 4796 | 16607,1997-08-28,27.93 4797 | 16607,1997-10-09,19.98 4798 | 16607,1997-10-30,43.47 4799 | 16607,1997-11-07,23.98 4800 | 16607,1997-11-22,59.96 4801 | 16607,1997-12-17,30.98 4802 | 16607,1998-01-13,56.95 4803 | 16607,1998-01-30,50.97 4804 | 16607,1998-03-13,59.95 4805 | 16607,1998-05-21,17.98 4806 | 16607,1998-06-01,30.97 4807 | 16613,1997-02-28,14.37 4808 | 16613,1997-09-13,60.44 4809 | 16614,1997-02-28,28.93 4810 | 16614,1997-10-02,19.98 4811 | 16614,1997-10-13,35.97 4812 | 16614,1997-11-05,41.97 4813 | 16618,1997-02-28,5.99 4814 | 16618,1997-04-09,12.49 4815 | 16632,1997-03-02,46.28 4816 | 16646,1997-02-28,11.77 4817 | 16660,1997-02-28,9.97 4818 | 16660,1997-03-06,13.54 4819 | 16660,1997-06-03,11.77 4820 | 16660,1997-07-28,118.23 4821 | 16660,1997-09-03,13.97 4822 | 16660,1997-10-13,12.99 4823 | 16660,1997-12-09,13.99 4824 | 16660,1997-12-19,9.49 4825 | 16660,1997-12-24,23.98 4826 | 16660,1998-01-16,24.47 4827 | 16660,1998-03-06,25.98 4828 | 16660,1998-04-08,11.49 4829 | 16660,1998-05-01,25.57 4830 | 16660,1998-06-11,48.05 4831 | 16662,1997-02-28,23.74 4832 | 16677,1997-02-28,55.65 4833 | 16693,1997-02-28,7.98 4834 | 16713,1997-02-28,13.97 4835 | 16727,1997-02-28,10.77 4836 | 16745,1997-03-01,18.36 4837 | 16761,1997-03-01,37.31 4838 | 16779,1997-03-01,83.2 4839 | 16790,1997-03-01,12.77 4840 | 16790,1997-06-30,33.86 4841 | 16799,1997-03-01,17.3 4842 | 16799,1998-05-06,15.49 4843 | 16810,1997-03-01,36.94 4844 | 16810,1997-03-24,38.31 4845 | 16814,1997-03-01,33.53 4846 | 16814,1998-02-18,34.97 4847 | 16815,1997-03-01,40.5 4848 | 16815,1997-04-02,28.93 4849 | 16815,1997-05-02,11.77 4850 | 16815,1997-12-16,25.98 4851 | 16815,1998-01-31,41.97 4852 | 16830,1997-03-01,33.27 4853 | 16845,1997-03-01,25.54 4854 | 16862,1997-03-01,12.49 4855 | 16871,1997-03-01,8.77 4856 | 16871,1997-03-09,9.77 4857 | 16871,1997-08-19,15.36 4858 | 16882,1997-03-04,58.65 4859 | 16889,1997-03-01,22.54 4860 | 16889,1997-04-01,32.31 4861 | 16889,1997-05-04,29.33 4862 | 16889,1997-06-19,11.77 4863 | 16889,1997-07-25,21.37 4864 | 16889,1997-11-08,27.98 4865 | 16889,1997-11-17,5.49 4866 | 16898,1997-03-01,20.97 4867 | 16910,1997-03-01,15.76 4868 | 16921,1997-03-16,0.0 4869 | 16930,1997-03-01,97.21 4870 | 16942,1997-03-01,15.36 4871 | 16948,1997-03-01,44.34 4872 | 16948,1997-06-10,29.93 4873 | 16948,1997-07-16,47.52 4874 | 16957,1997-03-01,21.99 4875 | 16975,1997-03-01,35.34 4876 | 16992,1997-03-01,22.74 4877 | 17006,1997-03-01,23.99 4878 | 17006,1997-06-27,14.96 4879 | 17006,1997-10-21,35.47 4880 | 17006,1997-12-02,56.45 4881 | 17006,1998-03-16,28.98 4882 | 17006,1998-03-23,45.97 4883 | 17007,1997-03-01,12.49 4884 | 17020,1997-03-01,30.76 4885 | 17020,1997-04-12,24.73 4886 | 17020,1998-03-14,26.87 4887 | 17020,1998-05-11,11.88 4888 | 17029,1997-03-02,63.69 4889 | 17035,1997-03-02,29.73 4890 | 17035,1997-04-28,41.5 4891 | 17035,1997-06-03,10.77 4892 | 17035,1997-06-28,10.76 4893 | 17035,1997-11-30,39.47 4894 | 17035,1998-03-28,30.98 4895 | 17035,1998-06-19,34.97 4896 | 17042,1997-03-02,45.28 4897 | 17042,1997-06-11,29.92 4898 | 17042,1997-08-31,13.97 4899 | 17042,1997-09-30,25.98 4900 | 17042,1997-11-19,54.96 4901 | 17042,1998-03-16,24.46 4902 | 17054,1997-03-02,323.68 4903 | 17054,1998-02-12,37.47 4904 | 17068,1997-03-09,42.34 4905 | 17072,1997-03-02,128.68 4906 | 17072,1997-04-30,44.69 4907 | 17072,1997-08-29,45.68 4908 | 17072,1997-11-29,101.94 4909 | 17072,1997-12-16,65.45 4910 | 17072,1998-01-06,12.99 4911 | 17072,1998-01-31,12.58 4912 | 17072,1998-02-12,47.65 4913 | 17072,1998-02-27,34.24 4914 | 17072,1998-05-05,12.58 4915 | 17074,1997-03-02,14.37 4916 | 17074,1997-12-19,13.99 4917 | 17079,1997-03-02,41.69 4918 | 17079,1997-07-28,56.77 4919 | 17079,1998-06-02,23.08 4920 | 17093,1997-03-02,14.99 4921 | 17109,1997-03-02,14.37 4922 | 17109,1997-08-21,28.74 4923 | 17115,1997-03-02,60.94 4924 | 17131,1997-03-02,14.37 4925 | 17145,1997-03-02,82.61 4926 | 17151,1997-03-02,54.28 4927 | 17151,1997-05-18,56.29 4928 | 17151,1997-06-22,62.47 4929 | 17151,1997-07-27,144.72 4930 | 17151,1997-09-04,37.5 4931 | 17151,1997-09-16,14.96 4932 | 17151,1997-11-08,81.94 4933 | 17151,1997-11-12,42.47 4934 | 17151,1998-03-22,139.02 4935 | 17151,1998-04-08,259.74 4936 | 17151,1998-04-14,9.99 4937 | 17151,1998-06-11,126.92 4938 | 17151,1998-06-14,77.52 4939 | 17155,1997-03-02,12.77 4940 | 17155,1997-04-29,22.54 4941 | 17163,1997-03-02,12.97 4942 | 17163,1997-03-18,12.97 4943 | 17163,1997-04-16,14.96 4944 | 17163,1997-07-08,11.77 4945 | 17163,1997-12-18,9.49 4946 | 17167,1997-03-02,22.96 4947 | 17170,1997-03-02,9.99 4948 | 17170,1997-06-24,11.77 4949 | 17170,1997-07-16,11.77 4950 | 17170,1997-12-22,27.48 4951 | 17170,1998-05-31,62.99 4952 | 17172,1997-03-02,66.97 4953 | 17172,1997-03-15,25.99 4954 | 17184,1997-03-02,30.32 4955 | 17189,1997-03-02,12.49 4956 | 17189,1997-05-12,28.08 4957 | 17189,1997-11-26,99.42 4958 | 17189,1998-02-26,50.95 4959 | 17189,1998-03-15,40.97 4960 | 17189,1998-05-21,23.99 4961 | 17202,1997-03-02,14.99 4962 | 17217,1997-03-02,53.32 4963 | 17232,1997-03-02,14.79 4964 | 17245,1997-03-02,41.71 4965 | 17245,1997-08-03,13.97 4966 | 17257,1997-03-02,65.26 4967 | 17257,1998-01-02,58.47 4968 | 17278,1997-03-03,22.3 4969 | 17279,1997-03-02,24.76 4970 | 17279,1997-03-15,42.71 4971 | 17279,1997-03-29,36.9 4972 | 17279,1997-12-14,35.47 4973 | 17297,1997-03-02,40.53 4974 | 17311,1997-03-02,32.48 4975 | 17327,1997-03-02,14.96 4976 | 17327,1997-11-25,19.49 4977 | 17344,1997-03-03,26.13 4978 | 17344,1997-03-14,20.15 4979 | 17344,1997-03-23,4.79 4980 | 17344,1997-03-28,30.32 4981 | 17344,1997-04-04,28.14 4982 | 17344,1997-09-29,20.96 4983 | 17351,1997-03-03,14.37 4984 | 17358,1997-03-03,29.33 4985 | 17358,1997-03-12,22.3 4986 | 17358,1997-03-17,14.37 4987 | 17364,1997-03-03,11.77 4988 | 17377,1997-03-03,12.49 4989 | 17402,1997-03-03,30.78 4990 | 17417,1997-03-03,14.37 4991 | 17436,1997-03-03,14.37 4992 | 17446,1997-03-03,5.78 4993 | 17446,1997-03-12,5.78 4994 | 17460,1997-03-03,12.77 4995 | 17460,1997-06-24,14.96 4996 | 17461,1997-03-03,12.77 4997 | 17474,1997-03-03,77.24 4998 | 17482,1997-03-03,15.36 4999 | 17482,1997-04-07,13.97 5000 | 17482,1997-04-13,41.74 5001 | 17482,1997-06-06,63.07 5002 | 17482,1997-06-23,35.93 5003 | 17482,1997-07-13,37.14 5004 | 17482,1997-08-11,26.73 5005 | 17482,1997-09-02,18.36 5006 | 17482,1997-09-03,27.77 5007 | 17482,1997-09-19,24.48 5008 | 17482,1997-10-27,26.98 5009 | 17482,1997-11-13,25.48 5010 | 17482,1997-12-05,94.47 5011 | 17482,1997-12-08,71.46 5012 | 17482,1997-12-11,12.99 5013 | 17482,1997-12-16,8.49 5014 | 17482,1997-12-17,42.98 5015 | 17482,1998-02-18,29.99 5016 | 17482,1998-03-27,12.99 5017 | 17482,1998-03-31,66.47 5018 | 17482,1998-04-01,15.49 5019 | 17482,1998-04-27,27.57 5020 | 17482,1998-05-27,13.57 5021 | 17482,1998-06-25,41.55 5022 | 17492,1997-03-03,14.96 5023 | 17492,1997-03-25,43.5 5024 | 17492,1997-05-04,38.77 5025 | 17497,1997-03-03,12.49 5026 | 17517,1997-03-04,15.96 5027 | 17529,1997-03-03,68.06 5028 | 17529,1997-04-16,52.5 5029 | 17530,1997-03-03,55.27 5030 | 17530,1997-03-18,116.47 5031 | 17530,1998-02-05,41.87 5032 | 17534,1997-03-03,46.04 5033 | 17550,1997-03-03,10.97 5034 | 17566,1997-03-03,17.9 5035 | 17570,1997-03-03,41.1 5036 | 17570,1997-08-03,41.11 5037 | 17575,1997-03-03,13.97 5038 | 17575,1997-08-03,43.89 5039 | 17575,1997-12-08,34.47 5040 | 17575,1998-05-07,38.47 5041 | 17585,1997-03-03,23.99 5042 | 17585,1997-10-28,12.49 5043 | 17585,1998-01-05,12.49 5044 | 17585,1998-01-29,11.98 5045 | 17585,1998-03-07,31.45 5046 | 17585,1998-05-06,15.49 5047 | 17585,1998-05-07,24.98 5048 | 17585,1998-05-23,47.97 5049 | 17598,1997-03-03,15.36 5050 | 17614,1997-03-03,6.79 5051 | 17625,1997-03-08,19.99 5052 | 17625,1998-03-25,13.99 5053 | 17625,1998-04-02,15.49 5054 | 17630,1997-03-03,9.77 5055 | 17649,1997-03-04,13.97 5056 | 17660,1997-03-04,23.48 5057 | 17676,1997-03-04,63.08 5058 | 17676,1997-03-06,11.77 5059 | 17676,1997-07-29,65.68 5060 | 17676,1997-09-28,52.96 5061 | 17676,1997-12-15,54.47 5062 | 17676,1998-05-10,68.48 5063 | 17681,1997-03-04,48.37 5064 | 17698,1997-03-04,14.96 5065 | 17714,1997-03-04,29.27 5066 | 17717,1997-03-04,15.96 5067 | 17717,1997-07-28,15.36 5068 | 17717,1998-01-19,30.98 5069 | 17717,1998-02-20,32.49 5070 | 17724,1997-03-11,49.87 5071 | 17724,1997-03-28,35.71 5072 | 17724,1997-04-08,36.51 5073 | 17732,1997-03-04,26.14 5074 | 17750,1997-03-04,13.97 5075 | 17769,1997-03-04,16.36 5076 | 17782,1997-03-04,15.96 5077 | 17792,1997-03-04,17.7 5078 | 17792,1997-05-15,12.25 5079 | 17792,1997-08-27,32.45 5080 | 17792,1997-10-09,24.98 5081 | 17792,1997-10-14,12.49 5082 | 17792,1998-03-30,28.48 5083 | 17792,1998-06-09,27.48 5084 | 17795,1997-03-04,26.73 5085 | 17807,1997-03-04,11.77 5086 | 17807,1997-05-24,14.96 5087 | 17807,1997-08-16,25.32 5088 | 17807,1997-08-25,50.64 5089 | 17807,1997-08-27,14.96 5090 | 17807,1997-10-13,15.99 5091 | 17807,1997-12-16,14.99 5092 | 17818,1997-03-04,52.28 5093 | 17829,1997-03-04,13.97 5094 | 17829,1997-04-28,30.92 5095 | 17829,1997-08-13,49.28 5096 | 17829,1997-08-20,39.54 5097 | 17829,1997-09-19,14.49 5098 | 17829,1998-03-25,25.91 5099 | 17829,1998-06-18,47.97 5100 | 17834,1997-03-04,13.97 5101 | 17834,1997-04-23,35.72 5102 | 17834,1997-07-25,19.99 5103 | 17834,1997-08-22,42.66 5104 | 17834,1997-10-27,33.47 5105 | 17834,1997-11-06,23.97 5106 | 17834,1998-05-15,20.96 5107 | 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17960,1997-03-04,14.9 5141 | 17987,1997-03-05,30.15 5142 | 18002,1997-03-05,11.97 5143 | 18008,1997-03-05,17.54 5144 | 18008,1997-03-25,29.33 5145 | 18008,1997-07-28,59.84 5146 | 18008,1997-08-25,26.53 5147 | 18008,1998-01-20,26.3 5148 | 18008,1998-06-04,36.25 5149 | 18012,1997-03-05,15.9 5150 | 18012,1997-03-15,29.99 5151 | 18012,1997-07-01,9.99 5152 | 18027,1997-03-05,13.77 5153 | 18027,1997-04-14,23.99 5154 | 18027,1997-04-28,39.96 5155 | 18027,1997-06-04,13.97 5156 | 18027,1997-09-07,52.7 5157 | 18027,1997-10-31,41.97 5158 | 18027,1997-11-25,14.49 5159 | 18027,1997-12-09,26.48 5160 | 18027,1998-03-20,26.15 5161 | 18027,1998-03-23,13.99 5162 | 18028,1997-03-24,35.95 5163 | 18033,1997-03-05,17.9 5164 | 18033,1998-03-06,12.58 5165 | 18035,1997-03-05,59.9 5166 | 18035,1997-03-18,12.77 5167 | 18035,1997-03-22,12.77 5168 | 18035,1997-03-28,12.97 5169 | 18035,1997-04-04,14.96 5170 | 18035,1997-04-08,11.77 5171 | 18035,1997-04-26,12.49 5172 | 18035,1997-09-17,12.49 5173 | 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18580,1997-04-28,47.1 5339 | 18580,1997-05-11,52.67 5340 | 18580,1997-06-19,70.85 5341 | 18580,1997-07-16,124.52 5342 | 18580,1997-08-01,80.2 5343 | 18580,1997-08-17,52.34 5344 | 18580,1997-10-02,93.94 5345 | 18580,1997-11-12,44.97 5346 | 18580,1997-11-23,200.4 5347 | 18580,1998-01-14,82.94 5348 | 18580,1998-01-22,82.94 5349 | 18580,1998-04-20,60.97 5350 | 18586,1997-03-06,37.12 5351 | 18586,1997-04-07,56.68 5352 | 18586,1997-05-19,23.49 5353 | 18586,1997-09-13,17.98 5354 | 18586,1997-09-19,9.49 5355 | 18586,1997-10-30,48.46 5356 | 18589,1997-03-06,41.11 5357 | 18589,1997-05-17,63.43 5358 | 18589,1997-09-15,32.47 5359 | 18596,1997-03-06,21.74 5360 | 18611,1997-03-06,57.48 5361 | 18611,1998-04-18,39.47 5362 | 18617,1997-03-06,11.77 5363 | 18617,1997-04-10,48.31 5364 | 18617,1997-12-17,42.47 5365 | 18617,1998-04-04,15.49 5366 | 18617,1998-04-15,11.99 5367 | 18629,1997-03-06,96.72 5368 | 18629,1997-03-13,18.99 5369 | 18629,1997-03-28,52.98 5370 | 18629,1997-04-04,37.98 5371 | 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18764,1998-02-12,58.47 5405 | 18764,1998-02-23,51.06 5406 | 18764,1998-03-24,24.07 5407 | 18764,1998-05-13,48.96 5408 | 18764,1998-05-22,22.98 5409 | 18770,1997-03-07,13.97 5410 | 18771,1997-03-07,21.54 5411 | 18771,1997-06-15,36.7 5412 | 18778,1997-03-07,30.15 5413 | 18778,1997-03-20,14.79 5414 | 18778,1997-06-03,58.26 5415 | 18778,1997-06-17,44.88 5416 | 18778,1997-08-21,41.69 5417 | 18778,1997-09-29,40.97 5418 | 18778,1997-12-08,31.48 5419 | 18778,1998-03-05,25.98 5420 | 18778,1998-06-17,42.97 5421 | 18785,1997-03-07,14.37 5422 | 18802,1997-03-07,15.36 5423 | 18802,1997-08-29,14.96 5424 | 18802,1998-02-09,11.18 5425 | 18806,1997-03-07,27.13 5426 | 18819,1997-03-15,14.37 5427 | 18827,1997-03-07,15.96 5428 | 18841,1997-03-08,38.06 5429 | 18856,1997-03-07,5.78 5430 | 18857,1997-03-07,17.9 5431 | 18857,1997-09-12,12.99 5432 | 18857,1997-11-12,61.45 5433 | 18857,1997-12-19,12.99 5434 | 18875,1997-03-07,19.99 5435 | 18891,1997-03-07,13.96 5436 | 18891,1997-05-14,14.99 5437 | 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19339,1997-03-15,188.56 5570 | 19339,1997-03-16,147.26 5571 | 19339,1997-03-18,621.84 5572 | 19339,1997-03-19,292.66 5573 | 19339,1997-03-20,1554.58 5574 | 19339,1997-03-21,641.32 5575 | 19339,1997-03-22,45.34 5576 | 19339,1997-03-23,251.02 5577 | 19339,1997-03-24,38.35 5578 | 19339,1997-03-25,206.65 5579 | 19339,1997-03-26,219.88 5580 | 19339,1997-03-27,265.89 5581 | 19339,1997-03-28,466.32 5582 | 19339,1997-03-29,130.13 5583 | 19339,1997-03-30,230.3 5584 | 19339,1997-04-01,94.7 5585 | 19339,1997-04-02,214.77 5586 | 19339,1997-04-11,65.23 5587 | 19347,1997-03-09,43.73 5588 | 19347,1997-05-31,111.76 5589 | 19347,1997-07-30,38.33 5590 | 19347,1998-03-17,53.35 5591 | 19347,1998-05-24,68.47 5592 | 19360,1997-03-09,22.55 5593 | 19374,1997-03-13,55.47 5594 | 19374,1998-02-16,99.93 5595 | 19375,1997-03-09,28.97 5596 | 19390,1997-03-09,13.97 5597 | 19392,1997-03-09,33.54 5598 | 19392,1997-04-18,11.77 5599 | 19392,1997-05-28,13.97 5600 | 19392,1997-07-26,27.93 5601 | 19392,1998-06-15,40.06 5602 | 19410,1997-03-09,10.99 5603 | 19422,1997-03-09,17.99 5604 | 19426,1997-03-09,13.97 5605 | 19426,1997-04-13,29.92 5606 | 19426,1997-05-18,12.97 5607 | 19426,1997-06-30,15.54 5608 | 19430,1997-03-09,24.74 5609 | 19430,1997-05-09,46.71 5610 | 19430,1997-07-31,28.93 5611 | 19430,1997-11-13,6.49 5612 | 19443,1997-03-09,25.28 5613 | 19443,1997-03-24,12.79 5614 | 19447,1997-03-09,71.02 5615 | 19458,1997-03-09,21.99 5616 | 19467,1997-03-09,200.45 5617 | 19467,1997-03-12,42.49 5618 | 19475,1997-03-10,24.69 5619 | 19475,1997-04-15,34.93 5620 | 19478,1997-03-10,9.77 5621 | 19496,1997-03-10,12.77 5622 | 19505,1997-03-10,36.86 5623 | 19505,1997-04-13,14.96 5624 | 19505,1997-04-25,10.77 5625 | 19505,1997-05-14,13.97 5626 | 19505,1997-09-26,12.99 5627 | 19505,1998-02-12,14.49 5628 | 19505,1998-05-20,19.56 5629 | 19505,1998-06-06,21.37 5630 | 19505,1998-06-14,26.3 5631 | 19515,1997-03-10,38.5 5632 | 19530,1997-03-10,7.98 5633 | 19542,1997-03-10,34.98 5634 | 19542,1998-01-04,83.45 5635 | 19559,1997-03-10,11.97 5636 | 19559,1997-03-24,9.77 5637 | 19559,1997-09-21,14.49 5638 | 19559,1997-10-23,12.99 5639 | 19559,1997-11-16,14.49 5640 | 19562,1997-03-10,19.77 5641 | 19579,1997-03-10,15.99 5642 | 19584,1997-03-10,71.49 5643 | 19584,1997-08-16,14.96 5644 | 19593,1997-03-11,27.97 5645 | 19611,1997-03-10,13.77 5646 | 19615,1997-03-10,14.37 5647 | 19615,1997-07-22,15.76 5648 | 19628,1997-03-10,22.54 5649 | 19628,1997-05-27,20.54 5650 | 19631,1997-03-10,11.77 5651 | 19647,1997-03-10,29.58 5652 | 19670,1997-03-11,49.37 5653 | 19685,1997-03-10,38.29 5654 | 19687,1997-03-10,74.73 5655 | 19687,1997-04-04,27.34 5656 | 19687,1997-09-20,42.47 5657 | 19700,1997-03-10,26.77 5658 | 19700,1997-11-07,15.99 5659 | 19700,1997-12-02,13.99 5660 | 19714,1997-03-10,23.54 5661 | 19714,1997-11-07,31.97 5662 | 19714,1998-02-17,41.97 5663 | 19730,1997-03-10,31.0 5664 | 19751,1997-03-10,24.98 5665 | 19751,1997-03-12,55.08 5666 | 19751,1997-07-29,9.97 5667 | 19755,1997-03-10,33.76 5668 | 19757,1997-03-12,14.37 5669 | 19775,1997-03-11,11.77 5670 | 19775,1997-06-25,26.14 5671 | 19778,1997-03-11,20.75 5672 | 19778,1998-05-28,24.98 5673 | 19792,1997-03-11,75.09 5674 | 19805,1997-03-11,41.35 5675 | 19805,1997-03-21,70.82 5676 | 19805,1997-04-23,35.31 5677 | 19805,1997-04-25,33.17 5678 | 19805,1997-06-18,31.86 5679 | 19805,1997-07-04,29.6 5680 | 19805,1997-08-07,28.74 5681 | 19805,1997-11-18,49.97 5682 | 19817,1997-03-11,34.14 5683 | 19830,1997-03-11,16.36 5684 | 19830,1997-03-21,11.77 5685 | 19830,1997-04-15,44.51 5686 | 19830,1997-05-07,11.77 5687 | 19830,1997-05-15,25.74 5688 | 19830,1997-05-19,36.36 5689 | 19830,1997-06-02,28.76 5690 | 19830,1997-06-17,40.49 5691 | 19830,1997-07-01,26.73 5692 | 19830,1997-07-11,33.51 5693 | 19830,1997-07-25,41.5 5694 | 19830,1997-08-21,29.33 5695 | 19841,1997-03-11,25.73 5696 | 19859,1997-03-11,50.47 5697 | 19873,1997-03-11,11.77 5698 | 19873,1997-04-07,14.96 5699 | 19878,1997-03-11,13.97 5700 | 19878,1997-03-22,13.97 5701 | 19880,1997-03-11,29.75 5702 | 19885,1997-03-11,33.74 5703 | 19885,1997-09-23,11.49 5704 | 19885,1997-11-11,77.44 5705 | 19886,1997-03-24,39.37 5706 | 19888,1997-03-11,67.57 5707 | 19888,1997-07-17,38.97 5708 | 19888,1997-11-12,23.48 5709 | 19892,1997-03-11,14.96 5710 | 19892,1997-03-17,14.96 5711 | 19892,1997-05-26,84.97 5712 | 19892,1998-06-07,11.49 5713 | 19892,1998-06-22,38.97 5714 | 19894,1997-03-11,40.3 5715 | 19894,1997-09-04,15.36 5716 | 19894,1997-09-05,35.95 5717 | 19894,1997-11-05,47.47 5718 | 19902,1997-03-11,14.96 5719 | 19914,1997-03-11,46.08 5720 | 19914,1997-03-14,19.99 5721 | 19914,1997-03-20,15.36 5722 | 19914,1997-03-21,77.0 5723 | 19914,1998-04-08,15.49 5724 | 19924,1997-03-11,14.96 5725 | 19938,1997-03-11,21.76 5726 | 19954,1997-03-11,43.89 5727 | 19970,1997-03-11,24.14 5728 | 19988,1997-03-11,29.33 5729 | 20004,1997-03-11,8.77 5730 | 20015,1997-03-11,6.77 5731 | 20028,1997-03-14,12.49 5732 | 20037,1997-03-11,70.87 5733 | 20055,1997-03-12,14.37 5734 | 20072,1997-03-12,5.98 5735 | 20096,1997-03-12,32.97 5736 | 20104,1997-03-12,29.73 5737 | 20104,1997-03-24,60.25 5738 | 20111,1997-03-12,44.71 5739 | 20111,1997-03-13,66.66 5740 | 20111,1997-04-18,44.88 5741 | 20111,1997-05-15,44.88 5742 | 20111,1997-06-12,60.84 5743 | 20111,1997-06-20,51.67 5744 | 20111,1997-06-25,45.88 5745 | 20111,1997-07-04,44.88 5746 | 20111,1997-07-08,43.89 5747 | 20111,1997-07-16,45.29 5748 | 20111,1997-07-21,61.84 5749 | 20111,1997-07-29,46.88 5750 | 20111,1997-08-05,44.88 5751 | 20111,1997-08-20,49.67 5752 | 20111,1997-09-05,50.87 5753 | 20111,1997-09-16,77.94 5754 | 20111,1997-09-19,25.98 5755 | 20111,1997-09-27,12.99 5756 | 20111,1997-10-01,39.97 5757 | 20111,1997-10-02,12.99 5758 | 20111,1997-10-04,56.96 5759 | 20111,1997-10-09,38.97 5760 | 20111,1997-10-20,38.97 5761 | 20111,1997-10-30,38.97 5762 | 20111,1997-11-01,38.97 5763 | 20111,1997-11-06,38.97 5764 | 20111,1997-11-07,37.97 5765 | 20111,1997-11-20,40.97 5766 | 20111,1997-12-06,53.46 5767 | 20111,1998-01-06,28.98 5768 | 20111,1998-01-15,12.99 5769 | 20111,1998-01-26,38.86 5770 | 20111,1998-02-03,39.56 5771 | 20111,1998-02-12,37.86 5772 | 20111,1998-02-17,36.97 5773 | 20111,1998-03-26,41.47 5774 | 20111,1998-04-14,40.97 5775 | 20111,1998-04-29,32.97 5776 | 20111,1998-05-07,36.75 5777 | 20111,1998-05-13,12.58 5778 | 20111,1998-05-28,37.86 5779 | 20111,1998-06-17,47.96 5780 | 20116,1997-03-13,100.52 5781 | 20117,1997-03-12,35.74 5782 | 20117,1997-05-28,14.96 5783 | 20117,1997-08-25,15.36 5784 | 20117,1997-11-29,5.49 5785 | 20117,1997-12-06,11.49 5786 | 20117,1998-03-20,13.99 5787 | 20130,1997-03-12,20.99 5788 | 20130,1997-05-05,31.76 5789 | 20130,1997-06-03,39.95 5790 | 20133,1997-03-12,15.36 5791 | 20133,1997-10-02,19.49 5792 | 20133,1997-10-20,21.98 5793 | 20136,1997-03-14,8.77 5794 | 20136,1997-07-07,26.22 5795 | 20136,1997-09-07,43.57 5796 | 20140,1997-03-12,36.12 5797 | 20140,1997-03-20,42.31 5798 | 20140,1997-04-02,10.77 5799 | 20150,1997-03-12,15.36 5800 | 20155,1997-03-12,15.36 5801 | 20155,1997-06-21,11.97 5802 | 20155,1997-08-08,29.33 5803 | 20155,1997-11-05,11.49 5804 | 20168,1997-03-12,5.78 5805 | 20181,1997-03-12,14.37 5806 | 20192,1997-03-12,14.37 5807 | 20192,1997-11-21,19.49 5808 | 20192,1998-06-13,14.49 5809 | 20205,1997-03-12,11.77 5810 | 20219,1997-03-12,13.97 5811 | 20219,1997-07-07,13.97 5812 | 20223,1997-03-12,28.74 5813 | 20223,1997-12-26,33.47 5814 | 20239,1997-03-12,11.77 5815 | 20255,1997-03-12,11.77 5816 | 20271,1997-03-12,20.3 5817 | 20285,1997-03-12,11.77 5818 | 20285,1997-12-01,9.49 5819 | 20299,1997-03-12,14.37 5820 | 20315,1997-03-12,13.99 5821 | 20330,1997-03-12,13.97 5822 | 20345,1997-03-13,192.79 5823 | 20345,1997-03-22,67.45 5824 | 20345,1997-06-11,66.09 5825 | 20345,1997-07-02,55.31 5826 | 20345,1998-02-25,29.98 5827 | 20345,1998-04-29,35.47 5828 | 20350,1997-03-13,22.77 5829 | 20354,1997-03-13,19.54 5830 | 20354,1997-08-19,21.7 5831 | 20354,1998-01-14,12.99 5832 | 20364,1997-03-13,51.87 5833 | 20364,1998-04-06,9.99 5834 | 20380,1997-03-13,11.78 5835 | 20390,1997-03-13,14.37 5836 | 20390,1997-06-27,19.99 5837 | 20396,1997-03-13,9.99 5838 | 20411,1997-03-14,36.83 5839 | 20411,1997-03-20,19.99 5840 | 20411,1997-03-31,34.38 5841 | 20411,1997-07-10,25.14 5842 | 20411,1997-08-13,26.73 5843 | 20411,1997-11-23,25.98 5844 | 20411,1998-01-29,16.47 5845 | 20411,1998-03-24,32.49 5846 | 20411,1998-03-31,15.49 5847 | 20411,1998-06-19,12.99 5848 | 20412,1997-03-13,27.99 5849 | 20412,1997-04-20,13.97 5850 | 20412,1997-05-11,26.22 5851 | 20412,1998-01-28,25.98 5852 | 20412,1998-03-28,13.99 5853 | 20412,1998-06-14,24.98 5854 | 20414,1997-03-13,20.99 5855 | 20431,1997-03-13,93.4 5856 | 20445,1997-03-13,11.77 5857 | 20459,1997-03-13,20.99 5858 | 20462,1997-03-13,44.77 5859 | 20462,1997-06-30,11.77 5860 | 20462,1997-12-16,11.49 5861 | 20462,1998-03-12,14.49 5862 | 20473,1997-03-13,18.36 5863 | 20491,1997-03-13,33.51 5864 | 20512,1997-03-13,6.79 5865 | 20525,1997-03-13,58.66 5866 | 20525,1998-03-27,29.48 5867 | 20532,1997-03-13,26.74 5868 | 20532,1997-06-12,27.94 5869 | 20532,1998-01-19,14.49 5870 | 20532,1998-03-09,9.99 5871 | 20532,1998-03-26,15.49 5872 | 20532,1998-05-14,19.99 5873 | 20545,1997-03-13,12.49 5874 | 20547,1997-03-13,14.37 5875 | 20547,1997-03-14,14.79 5876 | 20547,1997-04-04,14.79 5877 | 20547,1997-04-12,11.77 5878 | 20547,1997-05-11,13.97 5879 | 20547,1997-06-17,25.94 5880 | 20547,1997-07-06,19.99 5881 | 20547,1997-08-30,14.96 5882 | 20565,1997-03-13,15.36 5883 | 20582,1997-03-13,28.34 5884 | 20592,1997-03-13,14.99 5885 | 20592,1997-05-13,10.77 5886 | 20592,1998-03-22,12.18 5887 | 20601,1997-03-13,17.96 5888 | 20617,1997-03-14,9.97 5889 | 20617,1997-10-05,18.99 5890 | 20617,1998-03-26,14.49 5891 | 20626,1997-03-14,15.36 5892 | 20626,1997-03-30,13.77 5893 | 20637,1997-03-14,17.54 5894 | 20649,1997-03-14,79.2 5895 | 20666,1997-03-14,9.97 5896 | 20678,1997-03-14,22.48 5897 | 20683,1997-03-14,8.77 5898 | 20683,1997-03-17,11.77 5899 | 20683,1997-05-20,14.37 5900 | 20684,1997-03-14,55.06 5901 | 20684,1997-03-29,66.43 5902 | 20684,1998-03-31,54.46 5903 | 20693,1997-03-14,10.97 5904 | 20695,1997-03-14,38.51 5905 | 20695,1997-08-01,30.72 5906 | 20695,1997-08-21,30.72 5907 | 20695,1997-09-03,61.43 5908 | 20695,1997-09-06,27.77 5909 | 20695,1997-10-14,10.99 5910 | 20695,1997-12-01,24.48 5911 | 20695,1997-12-12,49.49 5912 | 20695,1997-12-18,25.99 5913 | 20695,1998-01-08,15.49 5914 | 20695,1998-01-28,32.48 5915 | 20695,1998-03-05,61.46 5916 | 20695,1998-03-11,75.99 5917 | 20695,1998-04-07,87.63 5918 | 20695,1998-04-19,102.96 5919 | 20704,1997-03-14,51.12 5920 | 20704,1997-04-01,10.77 5921 | 20704,1997-04-23,51.1 5922 | 20704,1997-10-03,14.99 5923 | 20704,1997-10-31,87.45 5924 | 20704,1997-11-07,13.99 5925 | 20704,1997-11-09,40.97 5926 | 20704,1998-03-23,17.99 5927 | 20704,1998-05-28,41.16 5928 | 20704,1998-06-08,29.57 5929 | 20706,1997-03-14,349.9 5930 | 20723,1997-03-14,13.97 5931 | 20723,1997-11-19,5.49 5932 | 20723,1998-03-13,6.49 5933 | 20730,1997-03-14,36.92 5934 | 20730,1997-06-26,14.79 5935 | 20743,1997-03-14,23.54 5936 | 20743,1997-05-30,43.69 5937 | 20743,1997-06-25,53.51 5938 | 20743,1997-06-27,33.91 5939 | 20747,1997-03-14,11.77 5940 | 20766,1997-03-14,74.25 5941 | 20768,1997-03-14,24.98 5942 | 20768,1997-05-30,12.25 5943 | 20787,1997-03-14,12.49 5944 | 20799,1997-03-14,42.71 5945 | 20813,1997-03-14,75.01 5946 | 20813,1997-06-14,50.48 5947 | 20813,1997-11-12,59.96 5948 | 20820,1997-03-14,33.31 5949 | 20828,1997-03-14,16.36 5950 | 20828,1997-05-12,14.96 5951 | 20840,1997-03-14,10.77 5952 | 20840,1997-09-08,122.37 5953 | 20841,1997-03-14,9.77 5954 | 20862,1997-03-14,17.7 5955 | 20873,1997-03-18,101.41 5956 | 20873,1997-07-17,91.73 5957 | 20873,1997-07-18,44.71 5958 | 20873,1997-07-28,60.04 5959 | 20873,1997-08-12,14.37 5960 | 20873,1997-09-05,14.96 5961 | 20873,1997-09-18,12.99 5962 | 20873,1997-09-22,25.98 5963 | 20873,1997-10-02,14.49 5964 | 20873,1997-10-16,12.99 5965 | 20873,1997-10-22,92.94 5966 | 20873,1997-11-05,28.98 5967 | 20873,1997-11-07,171.87 5968 | 20873,1997-11-09,42.97 5969 | 20873,1997-11-13,25.98 5970 | 20873,1997-11-14,38.97 5971 | 20873,1997-11-21,68.95 5972 | 20873,1997-12-01,40.97 5973 | 20873,1997-12-08,53.45 5974 | 20873,1997-12-14,126.4 5975 | 20873,1997-12-25,11.49 5976 | 20873,1997-12-30,11.49 5977 | 20873,1998-01-04,18.98 5978 | 20873,1998-01-07,98.94 5979 | 20873,1998-01-14,11.49 5980 | 20873,1998-03-04,55.05 5981 | 20873,1998-03-13,60.23 5982 | 20873,1998-03-17,71.44 5983 | 20873,1998-05-26,12.99 5984 | 20876,1997-03-15,38.95 5985 | 20888,1997-03-15,45.88 5986 | 20900,1997-03-15,13.97 5987 | 20913,1997-03-15,38.13 5988 | 20931,1997-03-15,55.46 5989 | 20931,1998-04-23,50.96 5990 | 20947,1997-03-15,21.74 5991 | 20961,1997-03-15,37.51 5992 | 20961,1997-06-24,39.7 5993 | 20961,1997-09-25,38.97 5994 | 20961,1997-12-27,8.99 5995 | 20961,1998-03-28,30.47 5996 | 20967,1997-03-15,43.98 5997 | 20967,1997-03-19,14.96 5998 | 20967,1997-05-11,14.96 5999 | 20967,1997-09-25,28.48 6000 | 20967,1998-02-08,34.07 6001 | 20970,1997-03-15,19.95 6002 | 20980,1997-03-15,5.77 6003 | 20980,1997-06-20,8.97 6004 | 20980,1998-02-04,27.98 6005 | 20980,1998-06-17,46.84 6006 | 20992,1997-03-15,48.16 6007 | 20994,1997-03-15,22.54 6008 | 20994,1997-04-13,35.91 6009 | 20994,1997-12-04,31.47 6010 | 20994,1998-02-17,38.06 6011 | 21001,1997-03-15,15.96 6012 | 21001,1997-08-10,28.74 6013 | 21001,1997-11-01,22.98 6014 | 21001,1997-12-14,11.49 6015 | 21002,1997-03-15,23.47 6016 | 21002,1997-04-14,7.45 6017 | 21002,1997-04-16,14.79 6018 | 21002,1997-05-05,12.57 6019 | 21004,1997-03-15,19.97 6020 | 21004,1997-08-04,23.76 6021 | 21004,1997-09-04,44.52 6022 | 21004,1997-09-25,12.99 6023 | 21004,1997-12-01,28.98 6024 | 21004,1997-12-04,40.97 6025 | 21004,1997-12-08,19.99 6026 | 21008,1997-03-15,10.77 6027 | 21008,1998-01-25,11.88 6028 | 21022,1997-03-15,41.48 6029 | 21035,1997-03-22,44.3 6030 | 21035,1998-02-11,34.47 6031 | 21042,1997-03-15,15.36 6032 | 21042,1997-12-15,14.49 6033 | 21042,1997-12-19,32.99 6034 | 21042,1997-12-24,32.99 6035 | 21054,1997-03-15,29.92 6036 | 21054,1997-11-17,28.48 6037 | 21054,1997-12-07,21.48 6038 | 21054,1998-03-10,25.87 6039 | 21066,1997-03-15,24.54 6040 | 21066,1997-03-25,4.79 6041 | 21071,1997-03-15,14.37 6042 | 21086,1997-03-15,89.35 6043 | 21086,1997-04-05,44.88 6044 | 21086,1997-05-13,45.09 6045 | 21086,1997-10-25,25.98 6046 | 21086,1997-11-28,47.48 6047 | 21086,1998-03-07,24.46 6048 | 21088,1997-03-15,11.97 6049 | 21103,1997-03-15,54.97 6050 | 21103,1997-03-21,14.96 6051 | 21106,1997-03-16,97.79 6052 | 21106,1998-01-15,62.45 6053 | 21118,1997-03-16,11.77 6054 | 21128,1997-03-16,11.77 6055 | 21128,1997-09-30,12.99 6056 | 21128,1997-11-26,12.99 6057 | 21131,1997-03-16,28.13 6058 | 21131,1997-03-25,16.36 6059 | 21137,1997-03-16,25.94 6060 | 21144,1997-03-16,23.99 6061 | 21144,1997-04-01,14.79 6062 | 21144,1997-04-23,28.53 6063 | 21144,1997-12-30,39.98 6064 | 21150,1997-03-16,9.98 6065 | 21161,1997-03-16,29.92 6066 | 21161,1997-07-20,21.77 6067 | 21161,1997-08-18,29.93 6068 | 21161,1998-03-07,37.48 6069 | 21164,1997-03-16,12.49 6070 | 21171,1997-03-16,50.45 6071 | 21171,1997-07-08,63.35 6072 | 21171,1997-07-19,35.11 6073 | 21171,1997-09-14,38.47 6074 | 21171,1997-11-09,60.46 6075 | 21171,1997-11-12,55.46 6076 | 21177,1997-03-16,9.98 6077 | 21181,1997-03-16,32.97 6078 | 21181,1997-03-22,83.34 6079 | 21181,1997-04-12,67.48 6080 | 21181,1997-05-04,38.5 6081 | 21181,1997-06-02,118.93 6082 | 21192,1997-03-16,74.22 6083 | 21192,1998-03-14,170.9 6084 | 21198,1997-03-16,28.36 6085 | 21198,1997-06-01,31.76 6086 | 21198,1997-11-25,28.98 6087 | 21200,1997-03-16,15.76 6088 | 21200,1997-05-08,54.51 6089 | 21209,1997-03-16,51.68 6090 | 21223,1997-03-16,21.53 6091 | 21223,1998-02-23,47.96 6092 | 21223,1998-03-08,14.99 6093 | 21223,1998-06-01,15.49 6094 | 21224,1997-03-16,45.88 6095 | 21224,1997-07-26,48.91 6096 | 21242,1997-03-16,22.95 6097 | 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22995,1997-03-23,7.78 6494 | 23011,1997-03-23,14.37 6495 | 23024,1997-03-23,36.9 6496 | 23024,1997-03-30,57.09 6497 | 23024,1997-04-04,11.77 6498 | 23024,1997-04-20,49.48 6499 | 23024,1997-05-03,59.16 6500 | 23024,1997-05-21,30.32 6501 | 23024,1997-06-24,42.92 6502 | 23027,1997-03-23,19.77 6503 | 23049,1997-03-23,35.91 6504 | 23049,1997-12-02,27.98 6505 | 23062,1997-03-23,41.31 6506 | 23078,1997-03-23,14.99 6507 | 23087,1997-03-23,27.13 6508 | 23087,1997-07-12,29.33 6509 | 23092,1997-03-23,13.97 6510 | 23106,1997-03-23,11.77 6511 | 23111,1997-03-23,33.72 6512 | 23111,1997-04-06,14.37 6513 | 23111,1997-07-09,29.92 6514 | 23111,1998-01-18,12.99 6515 | 23111,1998-06-14,39.86 6516 | 23114,1997-03-23,20.76 6517 | 23114,1997-04-18,22.74 6518 | 23114,1997-04-30,40.48 6519 | 23114,1997-05-20,87.04 6520 | 23114,1997-06-19,15.36 6521 | 23114,1997-07-08,27.43 6522 | 23114,1997-08-18,14.96 6523 | 23114,1997-10-16,11.99 6524 | 23114,1997-10-27,16.99 6525 | 23114,1998-02-06,52.88 6526 | 23114,1998-02-18,48.97 6527 | 23123,1997-03-24,15.99 6528 | 23136,1997-03-24,26.73 6529 | 23136,1997-06-16,36.74 6530 | 23136,1997-08-04,39.99 6531 | 23136,1998-03-14,39.45 6532 | 23140,1997-03-24,14.96 6533 | 23147,1997-03-24,14.37 6534 | 23147,1997-04-03,26.94 6535 | 23147,1997-04-12,30.72 6536 | 23147,1997-05-23,44.69 6537 | 23147,1997-06-20,41.5 6538 | 23147,1997-08-03,56.7 6539 | 23147,1997-08-18,11.77 6540 | 23147,1997-09-04,57.66 6541 | 23147,1998-02-06,42.47 6542 | 23147,1998-06-11,44.47 6543 | 23160,1997-03-24,13.38 6544 | 23163,1997-03-24,17.9 6545 | 23163,1997-09-11,27.98 6546 | 23163,1997-10-20,7.49 6547 | 23163,1997-11-29,28.98 6548 | 23164,1997-03-24,41.1 6549 | 23164,1997-04-30,41.1 6550 | 23164,1997-05-21,39.71 6551 | 23164,1997-12-16,24.48 6552 | 23168,1997-03-24,11.77 6553 | 23168,1997-05-06,14.96 6554 | 23168,1998-01-21,11.88 6555 | 23175,1997-03-24,53.96 6556 | 23175,1997-04-04,28.93 6557 | 23177,1997-03-24,31.92 6558 | 23177,1997-03-27,15.96 6559 | 23177,1998-04-02,68.96 6560 | 23181,1997-03-24,27.28 6561 | 23202,1997-03-24,38.33 6562 | 23204,1997-03-24,11.77 6563 | 23204,1997-09-21,12.49 6564 | 23204,1997-11-09,12.49 6565 | 23204,1998-01-19,12.49 6566 | 23204,1998-02-07,12.49 6567 | 23204,1998-03-30,36.94 6568 | 23204,1998-06-28,33.99 6569 | 23205,1997-03-24,14.37 6570 | 23205,1997-04-22,26.14 6571 | 23205,1997-05-20,11.77 6572 | 23205,1997-06-01,39.96 6573 | 23205,1997-06-02,11.77 6574 | 23205,1997-07-28,13.77 6575 | 23215,1997-03-24,59.25 6576 | 23223,1997-03-24,34.31 6577 | 23223,1997-05-18,50.87 6578 | 23231,1997-03-24,15.96 6579 | 23231,1998-06-02,14.99 6580 | 23243,1997-03-24,37.5 6581 | 23245,1997-03-24,19.97 6582 | 23245,1997-04-26,37.73 6583 | 23245,1997-06-25,9.58 6584 | 23245,1998-06-16,26.87 6585 | 23245,1998-06-23,13.98 6586 | 23261,1997-03-24,12.77 6587 | 23277,1997-03-24,41.91 6588 | 23291,1997-03-24,29.99 6589 | 23291,1998-01-22,29.49 6590 | 23303,1997-03-24,33.14 6591 | 23316,1997-03-24,13.99 6592 | 23328,1997-03-24,23.99 6593 | 23330,1997-03-24,21.7 6594 | 23330,1997-04-11,22.99 6595 | 23343,1997-03-24,18.74 6596 | 23355,1997-03-24,63.84 6597 | 23373,1997-03-25,29.92 6598 | 23373,1997-06-29,15.36 6599 | 23373,1997-10-22,28.98 6600 | 23373,1997-10-31,17.49 6601 | 23373,1998-01-14,25.98 6602 | 23373,1998-03-04,11.88 6603 | 23373,1998-05-18,20.27 6604 | 23378,1997-03-25,27.94 6605 | 23379,1997-03-25,173.19 6606 | 23379,1997-04-22,227.24 6607 | 23379,1997-05-16,131.28 6608 | 23379,1997-05-26,118.09 6609 | 23379,1997-06-10,125.5 6610 | 23379,1997-06-24,132.67 6611 | 23385,1997-03-25,37.5 6612 | 23385,1997-08-15,68.63 6613 | 23385,1998-03-09,88.13 6614 | 23398,1997-03-25,163.38 6615 | 23408,1997-03-25,43.68 6616 | 23408,1997-04-12,32.91 6617 | 23414,1997-03-25,11.77 6618 | 23414,1997-04-01,14.96 6619 | 23414,1997-05-12,28.74 6620 | 23414,1997-11-07,27.48 6621 | 23414,1997-12-27,5.49 6622 | 23418,1997-03-25,27.94 6623 | 23432,1997-03-25,12.49 6624 | 23437,1997-03-25,19.99 6625 | 23437,1997-06-15,21.0 6626 | 23439,1997-03-25,44.52 6627 | 23439,1997-05-08,44.89 6628 | 23439,1997-07-26,42.71 6629 | 23439,1997-10-12,28.98 6630 | 23439,1998-01-25,39.47 6631 | 23439,1998-02-25,26.36 6632 | 23439,1998-03-10,44.56 6633 | 23448,1997-03-25,15.36 6634 | 23463,1997-03-25,65.47 6635 | 23463,1997-05-08,52.69 6636 | 23463,1997-11-05,13.99 6637 | 23463,1997-12-23,13.49 6638 | 23465,1997-03-25,31.92 6639 | 23465,1998-03-02,61.93 6640 | 23465,1998-04-27,44.47 6641 | 23466,1997-03-25,42.44 6642 | 23466,1997-05-12,11.77 6643 | 23466,1997-06-17,18.7 6644 | 23466,1998-02-12,13.49 6645 | 23466,1998-03-24,11.49 6646 | 23466,1998-05-24,9.49 6647 | 23482,1997-03-25,11.77 6648 | 23485,1997-03-25,56.97 6649 | 23485,1997-05-17,11.77 6650 | 23485,1998-05-16,9.99 6651 | 23498,1997-03-25,60.66 6652 | 23498,1997-04-04,50.28 6653 | 23498,1997-06-02,14.99 6654 | 23498,1997-11-09,53.46 6655 | 23498,1997-12-30,51.96 6656 | 23498,1998-02-24,58.45 6657 | 23498,1998-05-23,11.49 6658 | 23500,1997-03-25,13.97 6659 | 23500,1997-05-07,15.36 6660 | 23500,1997-05-09,14.37 6661 | 23500,1997-05-29,14.37 6662 | 23500,1997-06-25,14.37 6663 | 23500,1997-07-05,15.36 6664 | 23500,1997-07-19,26.73 6665 | 23500,1997-09-10,13.99 6666 | 23500,1997-10-10,14.99 6667 | 23500,1998-02-04,12.99 6668 | 23506,1997-03-25,14.37 6669 | 23506,1997-05-29,13.97 6670 | 23507,1997-03-25,43.74 6671 | 23507,1997-08-12,15.36 6672 | 23507,1997-08-25,21.75 6673 | 23507,1997-10-13,18.48 6674 | 23507,1997-12-15,66.96 6675 | 23509,1997-03-25,14.37 6676 | 23523,1997-03-25,13.97 6677 | 23523,1998-02-22,14.49 6678 | 23537,1997-03-25,29.92 6679 | 23537,1998-02-02,13.57 6680 | 23537,1998-03-30,25.98 6681 | 23551,1997-03-25,39.99 6682 | 23551,1997-06-19,12.99 6683 | 23551,1997-08-08,102.36 6684 | 23551,1997-08-15,85.75 6685 | 23551,1997-09-04,11.77 6686 | 23551,1997-09-11,11.77 6687 | 23554,1997-03-25,11.77 6688 | 23554,1998-02-01,24.6 6689 | 23556,1997-03-25,11.77 6690 | 23556,1997-06-10,26.73 6691 | 23556,1997-07-19,29.33 6692 | 23556,1997-07-26,45.74 6693 | 23556,1997-09-27,31.47 6694 | 23556,1998-01-03,28.98 6695 | 23556,1998-06-07,28.98 6696 | 23569,1997-03-25,25.74 6697 | -------------------------------------------------------------------------------- /oreilly-an-intro-to-predictive-clv-tutorial.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": { 6 | "_datascience": {} 7 | }, 8 | "source": [ 9 | "# An Intro to Predictive Modeling for Customer Lifetime Value (CLV) -- Tutorial Notebook \n", 10 | "\n", 11 | "In this notebook, you will be introduced to the workflow necessary to train a Pareto/NBD model (e.g. Schmittlein et al. 1987) on a transactional dataset. An extension to the Pareto/NBD model includes predictions for the monetary value as well (Gamma-Gamma model -- Fader et al. 2004). \n", 12 | "\n", 13 | "The Pareto/NBD model is a good introductory probabilistic model to the non-contractual setting with continous purchase opportunity. It's a simple enough model that is easy to train and generally produces good results when the assumptions behind the model are met. It's a good first shot at CLV modeling ! \n", 14 | "\n", 15 | "\n", 16 | "## A few words on the CDNOW Dataset \n", 17 | "The CDNOW dataset is a very popular dataset used in academic papers addressing CLV models. CDNOW used to be an online retailer of CDs in the 1990's. The dataset in question includes the transactional data of a cohort of customers who have made their first purchase in the first quarter of 1997. All transactions from these customers between their purchase and June 1998 are included. The transactional data was downsampled to contain transactions of 10% of the customers population (2357 customers). \n", 18 | "\n", 19 | "The CDNOW dataset is a good example of a non-contractual setting with a continuous purchasing opportunity. It has been used extensively in the CLV literature.\n", 20 | "\n", 21 | "\n", 22 | "## A Few Warnings/Disclaimers : \n", 23 | "* In this notebook, I favored code simplicity over performance. Some of you may find that operations done on dataframes and in the STAN code could be optimized for performance. That is certainly the case.\n", 24 | "* The sample log-likelihood of the Pareto/NBD model can be derived analytically and model parameters can be found via standard optimization routines. In principle, one does not have to use STAN to obtain the parameters of the Pareto/NBD model. The purpose of the STAN code is to allow users to potentially extend the model beyond sample log-likelihoods that cannot be expressed analytically and require MCMC evaluation.\n", 25 | "* The main focus of this notebook is to predict the purchase count. I left it for you as an exercise to implement the gamma-gamma model for the monetary value component, as described in this paper by Fader et al. (2005). I put the solution at the bottom of the notebook.\n", 26 | "\n", 27 | "\n", 28 | "## Requirements \n", 29 | "This notebook was tested with \n", 30 | "* ipython version 3.0.0 \n", 31 | "* Mac OS X El Captian version 10.11.6\n", 32 | "\n", 33 | "We recommend a few Gb of RAM (2-3).\n", 34 | "\n", 35 | "Please download and place the file `cdnow_transaction_log.csv` in the same directory as this file. " 36 | ] 37 | }, 38 | { 39 | "cell_type": "markdown", 40 | "metadata": { 41 | "_datascience": {} 42 | }, 43 | "source": [ 44 | "# Training a Pareto/NBD Model on the CDNOW Dataset " 45 | ] 46 | }, 47 | { 48 | "cell_type": "code", 49 | "execution_count": null, 50 | "metadata": { 51 | "_datascience": {}, 52 | "collapsed": false, 53 | "scrolled": false 54 | }, 55 | "outputs": [], 56 | "source": [ 57 | "# Doing the necessary installations. You can install these from your notebook or \n", 58 | "# from a terminal window if you are prompted for a password. \n", 59 | "\n", 60 | "# You may have to do `sudo pip ...` for all of the packages below. \n", 61 | "\n", 62 | "!pip install numpy==1.12.0 \n", 63 | "!pip install pandas==0.19.2\n", 64 | "!pip install scipy==0.18.1\n", 65 | "!pip install matplotlib==2.0.0\n", 66 | "!pip install pickle\n", 67 | "!pip install cython==0.23.5\n", 68 | "!sudo pip install pystan==2.10.0" 69 | ] 70 | }, 71 | { 72 | "cell_type": "code", 73 | "execution_count": null, 74 | "metadata": { 75 | "_datascience": {}, 76 | "collapsed": false 77 | }, 78 | "outputs": [], 79 | "source": [ 80 | "# Doing all the necessary imports here \n", 81 | "\n", 82 | "import os \n", 83 | "import sys \n", 84 | "import pandas as pd\n", 85 | "import numpy as np \n", 86 | "import pystan \n", 87 | "import matplotlib.pyplot as plt\n", 88 | "import pickle\n", 89 | "from datetime import datetime \n", 90 | "from scipy.stats import gaussian_kde\n", 91 | "from hashlib import md5\n", 92 | "%matplotlib inline \n", 93 | "%pylab inline\n", 94 | "pylab.rcParams['figure.figsize'] = (10, 10)\n", 95 | "\n", 96 | "# if you are having issues with matplotlib on macosx, I recommend taking a look \n", 97 | "# at this stakoverflow thread : \n", 98 | "# http://stackoverflow.com/questions/21784641/installation-issue-with-matplotlib-python \n", 99 | "# 1) cd ~/.matplotlib\n", 100 | "# 2) vim matplotlibrc\n", 101 | "# 3) add to the file : backend: TkAgg\n", 102 | "# 4) restart the ipython kernel " 103 | ] 104 | }, 105 | { 106 | "cell_type": "markdown", 107 | "metadata": {}, 108 | "source": [ 109 | "## Import the dataset into a Pandas DataFrame " 110 | ] 111 | }, 112 | { 113 | "cell_type": "code", 114 | "execution_count": null, 115 | "metadata": { 116 | "_datascience": {}, 117 | "collapsed": false 118 | }, 119 | "outputs": [], 120 | "source": [ 121 | "# Load the cdnow dataset into a Pandas DataFrame\n", 122 | "\n", 123 | "transactions = pd.read_csv('cdnow_transaction_log.csv')" 124 | ] 125 | }, 126 | { 127 | "cell_type": "code", 128 | "execution_count": null, 129 | "metadata": { 130 | "_datascience": {}, 131 | "collapsed": false 132 | }, 133 | "outputs": [], 134 | "source": [ 135 | "# Lets Explore the dataframe\n", 136 | "\n", 137 | "transactions.head(15)" 138 | ] 139 | }, 140 | { 141 | "cell_type": "markdown", 142 | "metadata": {}, 143 | "source": [ 144 | "The dataframe has the familiar structure of a transactional dataset. There is a column for customer ID, a transaction date and the amount of the transaction. We have everything we need to train the model. " 145 | ] 146 | }, 147 | { 148 | "cell_type": "code", 149 | "execution_count": null, 150 | "metadata": { 151 | "_datascience": {}, 152 | "collapsed": false 153 | }, 154 | "outputs": [], 155 | "source": [ 156 | "# Lets convert the data field into a datetime object : \n", 157 | "\n", 158 | "transactions['date'] = pd.to_datetime(transactions['date'])" 159 | ] 160 | }, 161 | { 162 | "cell_type": "markdown", 163 | "metadata": { 164 | "_datascience": {} 165 | }, 166 | "source": [ 167 | "# Exploration of the Transactional Data \n", 168 | "\n", 169 | "Here we're going to do some basic exploration of the dataset. For the readers who are already familiar with the CDNOW dataset, go to the \"Compute the RFM Dataframe\" section directly " 170 | ] 171 | }, 172 | { 173 | "cell_type": "code", 174 | "execution_count": null, 175 | "metadata": { 176 | "_datascience": {}, 177 | "collapsed": false 178 | }, 179 | "outputs": [], 180 | "source": [ 181 | "# total number of transactions \n", 182 | "\n", 183 | "transactions.shape " 184 | ] 185 | }, 186 | { 187 | "cell_type": "code", 188 | "execution_count": null, 189 | "metadata": { 190 | "_datascience": {}, 191 | "collapsed": false 192 | }, 193 | "outputs": [], 194 | "source": [ 195 | "# Number of customers : \n", 196 | "\n", 197 | "print transactions.groupby(['cust']).size().shape" 198 | ] 199 | }, 200 | { 201 | "cell_type": "code", 202 | "execution_count": null, 203 | "metadata": { 204 | "_datascience": {}, 205 | "collapsed": false 206 | }, 207 | "outputs": [], 208 | "source": [ 209 | "# date range of the dataset : \n", 210 | "\n", 211 | "print transactions['date'].min(), transactions['date'].max()" 212 | ] 213 | }, 214 | { 215 | "cell_type": "markdown", 216 | "metadata": {}, 217 | "source": [ 218 | "The dataset spans 1.5 year of data. A natural breakdown would be to train on one year of data and validate on the following 6 months. " 219 | ] 220 | }, 221 | { 222 | "cell_type": "code", 223 | "execution_count": null, 224 | "metadata": { 225 | "_datascience": {}, 226 | "collapsed": false, 227 | "scrolled": false 228 | }, 229 | "outputs": [], 230 | "source": [ 231 | "# Time series of the number of transactions (daily) \n", 232 | "\n", 233 | "ts_transactions = transactions.groupby(['date']).size()\n", 234 | "plt.ylabel('Transaction Count') \n", 235 | "ts_transactions.plot()" 236 | ] 237 | }, 238 | { 239 | "cell_type": "markdown", 240 | "metadata": {}, 241 | "source": [ 242 | "The chart above looks at the number of transactions per day for the 2357 customers in this dataset. As you probably \n", 243 | "noticed, there is a sharp break in the counts at the end of `1997-03`. That is because the dataset only includes the customers who made their first purchase in the first quarter of 1997. If the dataset would have also included the customers who made their first purchase post 1997-Q1, the count per day would have likely continued to increase. \n", 244 | "\n", 245 | "This is a standard practice when modeling CLV. The cohorts of customers used to train the models are generally based on their time of first purchase. That way, one can study the evolution of the population parameters over time and pinpoint possible problems in the long run. \n", 246 | "\n", 247 | "The drawback of using such cohort-based approach is that you have fewer datapoints to constrain the priors parameters. " 248 | ] 249 | }, 250 | { 251 | "cell_type": "code", 252 | "execution_count": null, 253 | "metadata": { 254 | "collapsed": false 255 | }, 256 | "outputs": [], 257 | "source": [ 258 | "transactions.head()" 259 | ] 260 | }, 261 | { 262 | "cell_type": "code", 263 | "execution_count": null, 264 | "metadata": { 265 | "collapsed": false 266 | }, 267 | "outputs": [], 268 | "source": [ 269 | "# Let's take a look at the typical inter-purchase time and IPT distribution \n", 270 | "\n", 271 | "def shift_date(x): \n", 272 | " x['shifted_date'] = x['date'].shift(-1) \n", 273 | " return x\n", 274 | "\n", 275 | "# We'll apply a shift of -1 between the 'date' column and a newly shifted date column shift_date. \n", 276 | "# That way, we'll be able to subtract date from shifted_date at the customer level and compute \n", 277 | "# the inter purchase time (IPT) directly : \n", 278 | "transactions_tmp = transactions.sort_values(['date']).\\\n", 279 | " groupby(['cust'], as_index=True).apply(shift_date) \n", 280 | "\n", 281 | "# Let's re-order by customer and date : \n", 282 | "transactions_tmp.sort_values(['cust','date'], ascending=True, inplace=True)\n", 283 | "transactions_tmp.dropna(inplace=True)\n", 284 | "\n", 285 | "# Compute the IPT in days : \n", 286 | "transactions_tmp['IPT'] = (transactions_tmp['shifted_date'] - transactions_tmp['date']).apply(lambda x : x.days)\n", 287 | "\n", 288 | "transactions_tmp.head(5) " 289 | ] 290 | }, 291 | { 292 | "cell_type": "code", 293 | "execution_count": null, 294 | "metadata": { 295 | "collapsed": false 296 | }, 297 | "outputs": [], 298 | "source": [ 299 | "# let's print the mean IPT. Our training period of 365 days is long enough. \n", 300 | "\n", 301 | "print(transactions_tmp['IPT'].mean())" 302 | ] 303 | }, 304 | { 305 | "cell_type": "code", 306 | "execution_count": null, 307 | "metadata": { 308 | "collapsed": false 309 | }, 310 | "outputs": [], 311 | "source": [ 312 | "# Distribution of IPT : \n", 313 | "\n", 314 | "transactions_tmp['IPT'].hist(bins=40)\n", 315 | "plt.yscale('log')\n", 316 | "plt.xlabel('IPT (days)') \n", 317 | "plt.ylabel('Number of Purchases') \n", 318 | "\n", 319 | "# 275 (365-90) days to avoid right censorship issues. \n", 320 | "plt.xlim([0,270])" 321 | ] 322 | }, 323 | { 324 | "cell_type": "code", 325 | "execution_count": null, 326 | "metadata": { 327 | "collapsed": false 328 | }, 329 | "outputs": [], 330 | "source": [ 331 | "# Let's look at the distribution of the number of purchases per customer : \n", 332 | "\n", 333 | "n_purchases = transactions.groupby(['cust']).size()\n", 334 | "print(n_purchases.min(axis=0), n_purchases.max(axis=0))\n", 335 | "n_purchases.hist(bins=(n_purchases.max(axis=0) - n_purchases.min(axis=0)) + 1)\n", 336 | "plt.xlabel('Number of Purchases') \n", 337 | "plt.ylabel('Number of Customers') " 338 | ] 339 | }, 340 | { 341 | "cell_type": "markdown", 342 | "metadata": {}, 343 | "source": [ 344 | "As we see in the figure above, more than 50% (1200/2357) of the customers made only a single purchase in the 1.5 year period covered by the dataset. " 345 | ] 346 | }, 347 | { 348 | "cell_type": "markdown", 349 | "metadata": { 350 | "_datascience": {} 351 | }, 352 | "source": [ 353 | "# Compute the RFM Dataframe \n", 354 | "\n", 355 | "In this section, we will generate the recency-frequency-monetary value (RFM) object. \n", 356 | "\n", 357 | "* Recency : time between first and last transaction\n", 358 | "* Frequency : here frequency really refers to repeat frequency, i.e. the number of purchases beyond the initial one. i.e. repeat frequency = purchase counts - 1 )\n", 359 | "* monetary value : mean of all the transactions in the training periods \n", 360 | "* T : time between first purchase and end of calibration period \n", 361 | "\n", 362 | "RFM data structures are used to constrain the Pareto/NBD and BG/NBD models. Extensions to the RFM structure are needed for the Pareto/GGG model (Platzer & Reutterer 2016) or to include the clumpiness estimate (Zhang et al. 2015), for example. " 363 | ] 364 | }, 365 | { 366 | "cell_type": "code", 367 | "execution_count": null, 368 | "metadata": { 369 | "_datascience": {}, 370 | "collapsed": false 371 | }, 372 | "outputs": [], 373 | "source": [ 374 | "# Select calibration and holdout periods \n", 375 | "# Lets select a training period of one year and and a holdout period of 6 months. \n", 376 | "\n", 377 | "end_calibration = pd.to_datetime('1997-12-31')\n", 378 | "train = transactions[transactions.date <= end_calibration]\n", 379 | "holdout = transactions[transactions.date > end_calibration]" 380 | ] 381 | }, 382 | { 383 | "cell_type": "markdown", 384 | "metadata": { 385 | "_datascience": {} 386 | }, 387 | "source": [ 388 | "## Bin transactions by day" 389 | ] 390 | }, 391 | { 392 | "cell_type": "code", 393 | "execution_count": null, 394 | "metadata": { 395 | "_datascience": {}, 396 | "collapsed": false 397 | }, 398 | "outputs": [], 399 | "source": [ 400 | "# Sum the monetary value by customer and by date : \n", 401 | "\n", 402 | "train2 = train.sort_values(['date'], ascending=True).groupby(['cust', 'date'], \n", 403 | " as_index=False)['sales'].sum()" 404 | ] 405 | }, 406 | { 407 | "cell_type": "code", 408 | "execution_count": null, 409 | "metadata": { 410 | "_datascience": {}, 411 | "collapsed": false 412 | }, 413 | "outputs": [], 414 | "source": [ 415 | "# Let's take a look at the data : \n", 416 | "\n", 417 | "train2.head()" 418 | ] 419 | }, 420 | { 421 | "cell_type": "code", 422 | "execution_count": null, 423 | "metadata": { 424 | "_datascience": {}, 425 | "collapsed": true 426 | }, 427 | "outputs": [], 428 | "source": [ 429 | "# let's define a single function that can be applied at the customer level and \n", 430 | "# compute all the relevant RFM quantities at once : \n", 431 | "\n", 432 | "def compute_rfm(x, end_calibration): \n", 433 | " x['recency'] = (x['date'].max() - x['date'].min()).days\n", 434 | " x['frequency'] = x['date'].count()-1\n", 435 | " x['T'] = (end_calibration - x['date'].min()).days\n", 436 | " x['monetary_value'] = x['sales'].mean()\n", 437 | " return x" 438 | ] 439 | }, 440 | { 441 | "cell_type": "code", 442 | "execution_count": null, 443 | "metadata": { 444 | "_datascience": {}, 445 | "collapsed": false 446 | }, 447 | "outputs": [], 448 | "source": [ 449 | "# use the function compute_rfm to compute recency, frequency, T and monetary value \n", 450 | "# for each group (each customer). \n", 451 | "\n", 452 | "train3 = train2.groupby(['cust']).apply(lambda x: compute_rfm(x, end_calibration))" 453 | ] 454 | }, 455 | { 456 | "cell_type": "code", 457 | "execution_count": null, 458 | "metadata": { 459 | "_datascience": {}, 460 | "collapsed": false 461 | }, 462 | "outputs": [], 463 | "source": [ 464 | "# Let's look at the data : \n", 465 | "\n", 466 | "train3.head()" 467 | ] 468 | }, 469 | { 470 | "cell_type": "code", 471 | "execution_count": null, 472 | "metadata": { 473 | "_datascience": {}, 474 | "collapsed": false 475 | }, 476 | "outputs": [], 477 | "source": [ 478 | "# lets take the first row for each customer and only the relevant columns of interest. \n", 479 | "\n", 480 | "rfm = train3[['cust', 'recency', 'frequency', 'T', 'monetary_value']].groupby(['cust']).first()" 481 | ] 482 | }, 483 | { 484 | "cell_type": "code", 485 | "execution_count": null, 486 | "metadata": { 487 | "_datascience": {}, 488 | "collapsed": false 489 | }, 490 | "outputs": [], 491 | "source": [ 492 | "# Let's look at the results : \n", 493 | "\n", 494 | "rfm.head()" 495 | ] 496 | }, 497 | { 498 | "cell_type": "code", 499 | "execution_count": null, 500 | "metadata": { 501 | "_datascience": {}, 502 | "collapsed": false 503 | }, 504 | "outputs": [], 505 | "source": [ 506 | "# Let's look at the range of values for each column. Make sure the results make sense \n", 507 | "# before going any further with the analysis. No NaNs, \n", 508 | "# no negative values, no recency > 364 days, etc. \n", 509 | "\n", 510 | "rfm.describe()" 511 | ] 512 | }, 513 | { 514 | "cell_type": "markdown", 515 | "metadata": {}, 516 | "source": [ 517 | "The results look good so far! You could also take a look at the distribution of recency, frequency, T, and monetary value. before going any further. \n" 518 | ] 519 | }, 520 | { 521 | "cell_type": "markdown", 522 | "metadata": { 523 | "_datascience": {} 524 | }, 525 | "source": [ 526 | "# Train a simple Pareto/NBD Model over the training/holdout period. \n", 527 | "\n", 528 | "Now that we have an RFM vector for each customer and for the training period (`rfm` dataframe above), let's train the Pareto/NBD object). For this step, we're going to use the python API to the STAN library. STAN is a probabilistic langauge and has been used in many fields, including physics, engineering, and business. STAN provides APIs for several languages including R, Python, Matlab, and Julia. \n", 529 | "\n", 530 | "The script below is divided into 4 parts : \n", 531 | "\n", 532 | "* data (the raw data) \n", 533 | "* parameters (the model parameters that have to be evaluated) \n", 534 | "* model (code of the model) \n", 535 | "\n", 536 | "The individual-level likelihood function of the Pareto/NBD model can be easily derived (e.g. Schmittlein et al. 1987; Fader et al. 2005) and will be used in the STAN code below : \n", 537 | "$$ L(\\lambda, \\mu | x, t_x, T) = \\frac{\\lambda^x \\mu}{\\lambda+\\mu}e^{-(\\lambda+\\mu)t_x}+\\frac{\\lambda^{x+1}}{\\lambda+\\mu}e^{-(\\lambda+\\mu)T} $$\n", 538 | "\n", 539 | "As discussed during the webcast, $\\lambda$ is the count rate that goes in the Poisson distribution and $\\mu$ is the slope of the lifetime exponential distribution. The typical lifetime corresponds to $\\sim 1/\\mu$. \n", 540 | "\n", 541 | "The priors for $\\lambda$ and $\\mu$ are gamma distributed : \n", 542 | "$$g(\\lambda|r,\\alpha) = \\frac{\\alpha^r}{\\Gamma(r)}\\lambda^{r-1}e^{-\\lambda \\alpha} $$\n", 543 | "and \n", 544 | "$$g(\\mu|s,\\beta) = \\frac{\\beta^s}{\\Gamma(s)}\\mu^{s-1}e^{-\\mu \\beta} \\; . $$ \n", 545 | "\n", 546 | "For each of the four model parameters $(r,\\alpha,s,\\beta)$, I assigned hyperpriors that are normally distributed. " 547 | ] 548 | }, 549 | { 550 | "cell_type": "code", 551 | "execution_count": null, 552 | "metadata": { 553 | "_datascience": {}, 554 | "collapsed": false 555 | }, 556 | "outputs": [], 557 | "source": [ 558 | "# Training the STAN model over several 1000's iterations can take a long time. \n", 559 | "# I recommend running the STAN models for at least 5000 iterations with a warmup \n", 560 | "# of a few 100. To get a thorough understanding of the code below and the fit results, \n", 561 | "# I highly recommend reading the STAN documentation. \n", 562 | "\n", 563 | "# Although running a STAN model is not necessary to solve a Pareto/NBD model, \n", 564 | "# it allows you to extend/change the model with ease. \n", 565 | "\n", 566 | "paretonbd_model=\"\"\"\n", 567 | "data{\n", 568 | "int n_cust; //number of customers \n", 569 | "vector[n_cust] x; \n", 570 | "vector[n_cust] tx; \n", 571 | "vector[n_cust] T; \n", 572 | "}\n", 573 | "\n", 574 | "parameters{\n", 575 | "// vectors of lambda and mu for each customer. \n", 576 | "// Here I apply limits between 0 and 1 for each \n", 577 | "// parameter. A value of lambda or mu > 1.0 is unphysical \n", 578 | "// since you don't enough time resolution to go less than \n", 579 | "// 1 time unit. \n", 580 | "vector [n_cust] lambda; \n", 581 | "vector [n_cust] mu;\n", 582 | "\n", 583 | "// parameters of the prior distributions : r, alpha, s, beta. \n", 584 | "// for both lambda and mu\n", 585 | "real r;\n", 586 | "real alpha;\n", 587 | "real s;\n", 588 | "real beta;\n", 589 | "}\n", 590 | "\n", 591 | "model{\n", 592 | "\n", 593 | "// temporary variables : \n", 594 | "vector[n_cust] like1; // likelihood\n", 595 | "vector[n_cust] like2; // likelihood \n", 596 | "\n", 597 | "// Establishing hyperpriors on parameters r, alpha, s, and beta. \n", 598 | "r ~ normal(0.5,0.1);\n", 599 | "alpha ~ normal(10,1);\n", 600 | "s ~ normal(0.5,0.1);\n", 601 | "beta ~ normal(10,1);\n", 602 | "\n", 603 | "// Establishing the Prior Distributions for lambda and mu : \n", 604 | "lambda ~ gamma(r,alpha); \n", 605 | "mu ~ gamma(s,beta);\n", 606 | "\n", 607 | "// The likelihood of the Pareto/NBD model : \n", 608 | "like1 = x .* log(lambda) + log(mu) - log(mu+lambda) - tx .* (mu+lambda);\n", 609 | "like2 = (x + 1) .* log(lambda) - log(mu+lambda) - T .* (lambda+mu);\n", 610 | "\n", 611 | "// Here we increment the log probability density (target) accordingly \n", 612 | "target+= log(exp(like1)+exp(like2));\n", 613 | "}\n", 614 | "\"\"\"\n", 615 | "\n", 616 | "# here's the data we will provide to STAN : \n", 617 | "data={'n_cust':len(rfm),\n", 618 | " 'x':rfm['frequency'].values,\n", 619 | " 'tx':rfm['recency'].values,\n", 620 | " 'T':rfm['T'].values\n", 621 | "}" 622 | ] 623 | }, 624 | { 625 | "cell_type": "code", 626 | "execution_count": null, 627 | "metadata": { 628 | "_datascience": {}, 629 | "collapsed": false 630 | }, 631 | "outputs": [], 632 | "source": [ 633 | "# STAN models can take a while to fit. Let's pickle the model to disk as a precautionary measure. \n", 634 | "# We can always read the model from disk later on. Note that this file is sizable > 100 MB. \n", 635 | "\n", 636 | "# Utility function to pull a stan model that has been pickled. \n", 637 | "# from pystan docs : https://pystan.readthedocs.io/en/latest/avoiding_recompilation.html\n", 638 | "def stan_cache(model_code, model_name=None, **kwargs):\n", 639 | " \"\"\"Use just as you would `stan`\"\"\"\n", 640 | " code_hash = md5(model_code.encode('ascii')).hexdigest()\n", 641 | " if model_name is None:\n", 642 | " cache_fn = 'cached-model-{}.pkl'.format(code_hash)\n", 643 | " else:\n", 644 | " cache_fn = 'cached-{}-{}.pkl'.format(model_name, code_hash)\n", 645 | " try:\n", 646 | " sm = pickle.load(open(cache_fn, 'rb'))\n", 647 | " except:\n", 648 | " sm = pystan.StanModel(model_code=model_code)\n", 649 | " with open(cache_fn, 'wb') as f:\n", 650 | " pickle.dump(sm, f)\n", 651 | " else:\n", 652 | " print(\"Using cached StanModel\")\n", 653 | " return sm.sampling(**kwargs)\n", 654 | "\n", 655 | "# I recommend training for several 1000's iterations. Here we run the STAN model : \n", 656 | "pareto_nbd_fit = stan_cache(paretonbd_model, model_name='pareto_nbd_fit', \\\n", 657 | " data=data, chains=1, iter=1000, warmup=500)" 658 | ] 659 | }, 660 | { 661 | "cell_type": "code", 662 | "execution_count": null, 663 | "metadata": { 664 | "_datascience": {}, 665 | "collapsed": true 666 | }, 667 | "outputs": [], 668 | "source": [ 669 | "# Here we'll extract the traces for the lambda and mu parameters. We get the posterior \n", 670 | "# distribution of these parameters for \"free\" when using STAN. We can then assign the mean \n", 671 | "# value of lambda and mu for each customer as their expected lambda and mu values. \n", 672 | "\n", 673 | "trace = pareto_nbd_fit.extract()\n", 674 | "lambdas = trace['lambda']\n", 675 | "mus = trace['mu']\n", 676 | "# compute the mean at the individual level : \n", 677 | "mean_mus = np.mean(mus, axis=0)\n", 678 | "mean_lambdas = np.mean(lambdas, axis=0)" 679 | ] 680 | }, 681 | { 682 | "cell_type": "markdown", 683 | "metadata": {}, 684 | "source": [ 685 | "# Comparisons Between Model Predictions and Training Set Observations \n", 686 | "\n", 687 | "Here we will perform a series of comparisons between the model predictions in the training period vs the observations over the same period of time. \n", 688 | "\n", 689 | "The fit above gives us all four model parameters $(r,\\alpha,s,\\beta)$. Furthermore, the MCMC chain also gives us the values of $\\lambda,\\mu$ for each customer. Given $(\\lambda,\\mu)$ it becomes relatively easy to derive the expected number of purchases made by each customer in the period $[T,T+dt)$ : \n", 690 | "$$ E[Y(dt)~|~\\lambda, \\mu, \\rm{alive~at~T}] = \\frac{\\lambda}{\\mu}-\\frac{\\lambda}{\\mu}e^{-\\mu t } $$" 691 | ] 692 | }, 693 | { 694 | "cell_type": "markdown", 695 | "metadata": {}, 696 | "source": [ 697 | "## Scatter Plot of the Purchase Counts : Observations vs Predictions " 698 | ] 699 | }, 700 | { 701 | "cell_type": "code", 702 | "execution_count": null, 703 | "metadata": { 704 | "collapsed": true 705 | }, 706 | "outputs": [], 707 | "source": [ 708 | "dt_train = 365.0 # 12 months \n", 709 | "training_predictions = mean_lambdas/mean_mus-mean_lambdas/mean_mus*np.exp(-mean_mus*dt_train)\n", 710 | "rfm['model_train_count'] = training_predictions " 711 | ] 712 | }, 713 | { 714 | "cell_type": "code", 715 | "execution_count": null, 716 | "metadata": { 717 | "collapsed": false 718 | }, 719 | "outputs": [], 720 | "source": [ 721 | "rmse_train_count = (rfm['model_train_count'] - rfm['frequency']).apply(lambda x : x*x)\n", 722 | "rmse_train_count = np.sqrt(rmse_train_count.sum()/len(rfm))\n", 723 | "print('RMSE =', rmse_train_count)" 724 | ] 725 | }, 726 | { 727 | "cell_type": "code", 728 | "execution_count": null, 729 | "metadata": { 730 | "collapsed": true 731 | }, 732 | "outputs": [], 733 | "source": [ 734 | "def plot_scatter(dataframe, colx, coly, xlabel='Observed Counts', \n", 735 | " ylabel='Predicted Counts', \n", 736 | " xlim=[0,15], ylim=[0,15], density=True): \n", 737 | " \"\"\"This function will plot a scatter plot of colx on the x-axis vs coly on the y-axis. \n", 738 | " If you want to add a color to indicate the density of points, set density=True\n", 739 | " \n", 740 | " Args : \n", 741 | " - dataframe (dataframe) : pandas dataframe containing the data of interest \n", 742 | " - colx (str) : name of the column you want to put on the x axis \n", 743 | " - coly (str) : same but for the y axis \n", 744 | " - xlabel (str) : label to put on the x axis \n", 745 | " - ylabel (str) : same for y axis \n", 746 | " - xlim (list) : defines the range of x values displayed on the chart \n", 747 | " - ylim (list) same for the y axis. \n", 748 | " - density (bool) : set True to add color to indicate density of point. \n", 749 | " \n", 750 | " \"\"\"\n", 751 | "\n", 752 | " if not density : \n", 753 | " plt.scatter(dataframe[colx].values, dataframe[coly].values)\n", 754 | " else:\n", 755 | " xvals = dataframe[colx].values\n", 756 | " yvals = dataframe[coly].values\n", 757 | " xy = np.vstack([xvals, yvals])\n", 758 | " z = gaussian_kde(xy)(xy)\n", 759 | " plt.scatter(xvals, yvals, c=z, s=10, edgecolor='')\n", 760 | " plt.xlabel(xlabel)\n", 761 | " plt.ylabel(ylabel)\n", 762 | " plt.plot(np.linspace(xlim[0], xlim[1], 100), \n", 763 | " np.linspace(ylim[0], ylim[1], 100), \n", 764 | " color='black')\n", 765 | " plt.xlim(xlim)\n", 766 | " plt.ylim(ylim)\n", 767 | " plt.plot()" 768 | ] 769 | }, 770 | { 771 | "cell_type": "code", 772 | "execution_count": null, 773 | "metadata": { 774 | "collapsed": false 775 | }, 776 | "outputs": [], 777 | "source": [ 778 | "# Let's see the scatter plot predicted vs observed purchase counts in the training period. \n", 779 | "\n", 780 | "plot_scatter(rfm, 'frequency', 'model_train_count')" 781 | ] 782 | }, 783 | { 784 | "cell_type": "markdown", 785 | "metadata": {}, 786 | "source": [ 787 | "Not bad. Though this is expected given that this dataset was used to train the model. A more meaningful comparison would be done on a holdout period that the model has not seen yet. That's what we'll do below. \n", 788 | "\n", 789 | "I recommend adding to the diagnostics scatter plot above. A few suggestions include : \n", 790 | "* A chart showing the residuals per observed counts. This may indicate where the model performs poorly. \n", 791 | "* A cumulative distribution function (CDF) of the total number of purchases. This will be useful to determine whether or not the model can be used to forecast demand for this particular cohort of customers \n", 792 | "\n", 793 | "**All of these and more advanced diagnostics are accessible to our DataScience Cloud Platform customers in our CLV Playbook and Library. Coming soon (03/17)! **" 794 | ] 795 | }, 796 | { 797 | "cell_type": "markdown", 798 | "metadata": { 799 | "_datascience": {} 800 | }, 801 | "source": [ 802 | "# Comparisons Between Predictions and the Holdout (validation) Set Observations\n", 803 | "\n", 804 | "As discussed below, we will now take a look at the holdout period. " 805 | ] 806 | }, 807 | { 808 | "cell_type": "code", 809 | "execution_count": null, 810 | "metadata": { 811 | "_datascience": {}, 812 | "collapsed": false 813 | }, 814 | "outputs": [], 815 | "source": [ 816 | "# Predictions made over the holdout period of 6 months : \n", 817 | "dt_hold = 180.0 # 6 months \n", 818 | "holdout_predictions = mean_lambdas/mean_mus - mean_lambdas/mean_mus*np.exp(-mean_mus*dt_hold)\n", 819 | "rfm['model_holdout_count'] = holdout_predictions " 820 | ] 821 | }, 822 | { 823 | "cell_type": "code", 824 | "execution_count": null, 825 | "metadata": { 826 | "_datascience": {}, 827 | "collapsed": false 828 | }, 829 | "outputs": [], 830 | "source": [ 831 | "# lets look at the observed number of transactions during the same time period : \n", 832 | "# counts per customer per date : \n", 833 | "holdout_counts = holdout.groupby(['cust', 'date'], as_index=False).size().reset_index()\n", 834 | "\n", 835 | "# counts per customer : \n", 836 | "holdout_counts = holdout_counts.groupby(['cust']).size()\n", 837 | "\n", 838 | "# Let's merge with the rfm object. \n", 839 | "rfm = rfm.merge(pd.DataFrame(holdout_counts), how='left', left_index=True, right_index=True)\n", 840 | "rfm.rename(columns={0:'obs_holdout_count'}, inplace=True)\n", 841 | "rfm.fillna(0, inplace=True)" 842 | ] 843 | }, 844 | { 845 | "cell_type": "code", 846 | "execution_count": null, 847 | "metadata": { 848 | "_datascience": {}, 849 | "collapsed": false 850 | }, 851 | "outputs": [], 852 | "source": [ 853 | "# Let's now plot the data : \n", 854 | "\n", 855 | "rmse_holdout_count=(rfm['model_holdout_count']-rfm['obs_holdout_count']).apply(lambda x :x*x)\n", 856 | "rmse_holdout_count=np.sqrt(rmse_holdout_count.sum()/len(rfm))\n", 857 | "print('RMSE =',rmse_holdout_count)\n", 858 | "plot_scatter(rfm, 'obs_holdout_count', 'model_holdout_count')" 859 | ] 860 | }, 861 | { 862 | "cell_type": "markdown", 863 | "metadata": {}, 864 | "source": [ 865 | "Not surprisingly we're not doing as well on the holdout set than we did on the training set. Not too bad though as the RMSE is less than 1 purchase count. \n", 866 | "\n", 867 | "There are several ways to improve the holdout results. Segmentation is one of them. \n", 868 | "\n", 869 | "**DataScience's advisory services for our platform customers will guide you through the process of implementing and refining your CLV models and put them in production. **" 870 | ] 871 | }, 872 | { 873 | "cell_type": "markdown", 874 | "metadata": { 875 | "_datascience": {} 876 | }, 877 | "source": [ 878 | "# Training a simple Gamma-Gamma model on the monetary value \n", 879 | "\n", 880 | "The next steps is to look at the monetary value model. This model follows closely the Gamma-Gamma model discussed in Fader et al. (2004). Note that the monetary value component is generally very difficult to model. Many factors can affect the price of items in ways that are not accounted for by the model. Long term changes in prices over several years (akin to inflation), discounts, promotions, etc. are difficult to capture in this and other simple monetary value models. That is something to keep in mind when doing comparisons over the holdout period and making predictions for future purchases. \n", 881 | "\n", 882 | "In the gamma model, the observed average order value in the training period is an imperfect metric of the latent mean transaction value $E(M)$ at the customer level. \n", 883 | "\n", 884 | "The main assumption behind the gamma model is that the average order value at the customer level is distributed according to a gamma distribution of shape $p$ and scale $\\nu$ \n", 885 | "$$ p(m_x~|~p, \\nu, x) = \\frac{(\\nu x)^{px}m_x^{px-1}e^{-\\nu x m_x}}{\\Gamma(px)}$$\n", 886 | "\n", 887 | "where \n", 888 | "* $x$ is the total number of transactions (`rfm['frequency']+1`) \n", 889 | "* $m_x$ is the average order value\n", 890 | "* $p$ is the shape of the gamma distribution. The model assumes that this parameter is the same for all customers. \n", 891 | "* $\\nu$ is the scale parameter. $\\nu$ varies across customers and has a prior that is also gamma distributed with parameters $(q,\\gamma)$\n", 892 | "\n", 893 | "Ultimately, this model will give us the expected average transaction value for a customer with an average spend of $m_x$ dolalrs across $x$ transactions in the training period: \n", 894 | "$$E(M~|~p,q,\\gamma,m_x,x) = \\frac{(\\gamma + m_x x)p}{px+q-1} $$\n", 895 | "\n", 896 | "$E(M~|~p,q,\\gamma,m_x,x)$ will then be multiplied by $E[Y(dt)~|~\\lambda, \\mu, \\rm{alive~at~T}]$ to give us the CLV of each customer in the holdout period. " 897 | ] 898 | }, 899 | { 900 | "cell_type": "code", 901 | "execution_count": null, 902 | "metadata": { 903 | "_datascience": {}, 904 | "collapsed": false 905 | }, 906 | "outputs": [], 907 | "source": [ 908 | "# This gamma-gamm model follows the Fader et al. (2004) Gamma-Gamma model closely. \n", 909 | "# Again, this model can take a while to train. Recommend a few 1000's iterations. \n", 910 | "\n", 911 | "gamma_gamma_model=\"\"\"\n", 912 | "data {\n", 913 | " // this is the data we pass to STAN : \n", 914 | " int n_cust; // number of customers \n", 915 | " vector[n_cust] x; // frequency + 1 \n", 916 | " vector[n_cust] mx; // average purchase amount for each customer \n", 917 | "}\n", 918 | "\n", 919 | "parameters {\n", 920 | " // These are the model parameters : \n", 921 | " real p; // scale parameter of the gamma distribution. Note that \n", 922 | " // this parameter is not a vector. All customers will have the \n", 923 | " // same value of p. \n", 924 | " vector [n_cust] v; // shape parameter of the gamma distribution (nu)\n", 925 | " real q; // shape parameter of the gamma prior distribtion on v \n", 926 | " real y; // scale parameter of the gamma prior distribution on v \n", 927 | "}\n", 928 | "\n", 929 | "transformed parameters {\n", 930 | " vector [n_cust] px;\n", 931 | " vector [n_cust] nx; \n", 932 | " px <- p * x; // getting px from p and x \n", 933 | " for (i in 1:n_cust) \n", 934 | " nx[i] <- v[i] * x[i]; \n", 935 | "}\n", 936 | "\n", 937 | "model {\n", 938 | " p ~ exponential(0.1); // prior distribution on p\n", 939 | " q ~ exponential(0.5); // hyperprior distribution on q \n", 940 | " y ~ exponential(0.1); // hyperprior distribution on y \n", 941 | "// v ~ gamma(q, q ./ y); // prior distribution on nu \n", 942 | "// mx ~ gamma(px, v); // likelihood function \n", 943 | " v ~ gamma(q,y); \n", 944 | " mx ~ gamma(px,nx); \n", 945 | "}\n", 946 | "\"\"\"\n", 947 | "\n", 948 | "# here's the data we will provide to STAN : \n", 949 | "data_gg={'n_cust':len(rfm),\n", 950 | " 'x':rfm['frequency'].values+1.0,\n", 951 | " 'mx':rfm['monetary_value'].values\n", 952 | " }\n", 953 | "\n", 954 | "# I recommend training for several 1000's iterations. \n", 955 | "gamma_gamma_fit = stan_cache(gamma_gamma_model, model_name='gamma_gamma_fit', \\\n", 956 | " data=data_gg, chains=1, iter=1000, warmup=500)" 957 | ] 958 | }, 959 | { 960 | "cell_type": "code", 961 | "execution_count": null, 962 | "metadata": { 963 | "collapsed": true 964 | }, 965 | "outputs": [], 966 | "source": [ 967 | "# Here I extract the useful parameters from the fit \n", 968 | "\n", 969 | "trace_gg = gamma_gamma_fit.extract()\n", 970 | "p=np.mean(trace_gg['p'])\n", 971 | "gamma=np.mean(trace_gg['y'])\n", 972 | "q=np.mean(trace_gg['q'])" 973 | ] 974 | }, 975 | { 976 | "cell_type": "code", 977 | "execution_count": null, 978 | "metadata": { 979 | "collapsed": true 980 | }, 981 | "outputs": [], 982 | "source": [ 983 | "# Now let's compute E(M) and join it to the rfm object : \n", 984 | "\n", 985 | "E_M = (gamma+rfm['monetary_value']*(rfm['frequency']+1))*p/(p*(rfm['frequency']+1)+q-1.0)\n", 986 | "rfm = rfm.merge(pd.DataFrame(E_M), how='left', left_index=True, right_index=True)\n", 987 | "rfm.rename(columns={0:'E_M'}, inplace=True)" 988 | ] 989 | }, 990 | { 991 | "cell_type": "code", 992 | "execution_count": null, 993 | "metadata": { 994 | "collapsed": false, 995 | "scrolled": true 996 | }, 997 | "outputs": [], 998 | "source": [ 999 | "rfm[['monetary_value', 'E_M']].head()" 1000 | ] 1001 | }, 1002 | { 1003 | "cell_type": "markdown", 1004 | "metadata": {}, 1005 | "source": [ 1006 | "## Comparisons between E(M) and observed mean in training period " 1007 | ] 1008 | }, 1009 | { 1010 | "cell_type": "code", 1011 | "execution_count": null, 1012 | "metadata": { 1013 | "collapsed": false 1014 | }, 1015 | "outputs": [], 1016 | "source": [ 1017 | "# Let's explore the results : \n", 1018 | "\n", 1019 | "plot_scatter(rfm,'monetary_value','E_M', \n", 1020 | " xlabel='Average Order Value in Training Period ($)', \n", 1021 | " ylabel='E(M) ($)', \n", 1022 | " xlim=[0,50], ylim=[0,50])" 1023 | ] 1024 | }, 1025 | { 1026 | "cell_type": "markdown", 1027 | "metadata": {}, 1028 | "source": [ 1029 | "In the figure above, what can be perceived as different \"lines\" correspond to different values of \"x\". " 1030 | ] 1031 | }, 1032 | { 1033 | "cell_type": "markdown", 1034 | "metadata": {}, 1035 | "source": [ 1036 | "## Comparisons between E(M) and observed mean in holdout/validation period " 1037 | ] 1038 | }, 1039 | { 1040 | "cell_type": "code", 1041 | "execution_count": null, 1042 | "metadata": { 1043 | "collapsed": false 1044 | }, 1045 | "outputs": [], 1046 | "source": [ 1047 | "# Let's compute the observed mean transaction value per customer in the holdout period : \n", 1048 | "\n", 1049 | "holdout_value = holdout.groupby(['cust', 'date'], as_index=False)['sales'].sum().reset_index()\n", 1050 | "holdout_value = holdout_value[['cust', 'sales']].groupby(['cust'])['sales'].mean()\n", 1051 | "holdout_value=pd.DataFrame(holdout_value)\n", 1052 | "holdout_value.rename(columns={'sales':'obs_holdout_monetary_value'}, inplace=True)\n", 1053 | "holdout_value.head()" 1054 | ] 1055 | }, 1056 | { 1057 | "cell_type": "code", 1058 | "execution_count": null, 1059 | "metadata": { 1060 | "collapsed": false 1061 | }, 1062 | "outputs": [], 1063 | "source": [ 1064 | "# merge with rfm object : \n", 1065 | "rfm = rfm.merge(holdout_value, how='left', left_index=True, right_index=True)\n", 1066 | "rfm.fillna(0,inplace=True)" 1067 | ] 1068 | }, 1069 | { 1070 | "cell_type": "code", 1071 | "execution_count": null, 1072 | "metadata": { 1073 | "collapsed": false 1074 | }, 1075 | "outputs": [], 1076 | "source": [ 1077 | "plot_scatter(rfm,'obs_holdout_monetary_value','E_M', \n", 1078 | " xlabel='Average Order Value in holdout Period ($)', \n", 1079 | " ylabel='E(M) ($)', \n", 1080 | " xlim=[0,80], ylim=[0,80])" 1081 | ] 1082 | }, 1083 | { 1084 | "cell_type": "markdown", 1085 | "metadata": {}, 1086 | "source": [ 1087 | "This chart above highlights how difficult it is to accurately model the monetary value. Most of the data points are found along the observed value of 0. This is because most customers did not make a purchase in the holdout period. For the ones who did, the scatter is very large. The model tends to overestimate the monetary value in the holdout period. " 1088 | ] 1089 | }, 1090 | { 1091 | "cell_type": "markdown", 1092 | "metadata": {}, 1093 | "source": [ 1094 | "# Finally, computing the CLV in the holdout period and comparing with with model predictions \n", 1095 | "\n", 1096 | "We are at the end of this exercise. The last step is to compute the customer-level CLV predictions for the holdout period. I invite you to do the same comparison for the training period. \n", 1097 | "\n", 1098 | "CLV is obtained by \n", 1099 | "$$CLV(t,t+dt) = E(M~|~p,q,\\gamma,m_x,x)~\\times~ E[Y(dt)~|~\\lambda, \\mu, \\rm{alive~at~T}] $$" 1100 | ] 1101 | }, 1102 | { 1103 | "cell_type": "code", 1104 | "execution_count": null, 1105 | "metadata": { 1106 | "collapsed": true 1107 | }, 1108 | "outputs": [], 1109 | "source": [ 1110 | "# compute both modeled and observed CLV in the holdout period : \n", 1111 | "\n", 1112 | "rfm['model_holdout_clv'] = rfm['model_holdout_count'] * rfm['E_M']\n", 1113 | "rfm['obs_holdout_clv'] = rfm['obs_holdout_count'] * rfm['obs_holdout_monetary_value']\n", 1114 | "rmse_holdout_clv = (rfm['model_holdout_clv'] - rfm['obs_holdout_clv'])* \\\n", 1115 | " (rfm['model_holdout_clv'] - rfm['obs_holdout_clv'])\n", 1116 | "rmse_holdout_clv = np.sqrt(rmse_holdout_clv.sum()/len(rfm))" 1117 | ] 1118 | }, 1119 | { 1120 | "cell_type": "code", 1121 | "execution_count": null, 1122 | "metadata": { 1123 | "collapsed": false 1124 | }, 1125 | "outputs": [], 1126 | "source": [ 1127 | "# plot the final results : \n", 1128 | "print('RMSE =', rmse_holdout_clv)\n", 1129 | "plot_scatter(rfm, 'obs_holdout_clv', 'model_holdout_clv',\n", 1130 | " xlabel='Observed Value in the Holdout Period',\n", 1131 | " ylabel='Modeled Value in the Holdout Period', \n", 1132 | " xlim=[0,300.0],ylim=[0,300.0])" 1133 | ] 1134 | }, 1135 | { 1136 | "cell_type": "markdown", 1137 | "metadata": {}, 1138 | "source": [ 1139 | "# In conclusion \n", 1140 | "\n", 1141 | "The Pareto/NBD model is a good introduction to CLV modeling. The gamma-gamma model for monetary value is easy and simple to train. \n", 1142 | "\n", 1143 | "There are however several limitations to these approaches. More sophisticated models could include user segmentation. Bayes hierarchical models may also be able to better discriminate groups of customers who exhibit different behaviors and model their $\\lambda$ and $\\mu$ accordingly. \n", 1144 | "\n", 1145 | "The team of data scientists at DataScience can help you designing and improve these models. For our DataScience Cloud Platform customers, we provide a CLV playbook along with a library of CLV models, diagnostics and support. " 1146 | ] 1147 | }, 1148 | { 1149 | "cell_type": "code", 1150 | "execution_count": null, 1151 | "metadata": { 1152 | "collapsed": true 1153 | }, 1154 | "outputs": [], 1155 | "source": [] 1156 | } 1157 | ], 1158 | "metadata": { 1159 | "_datascience": { 1160 | "notebookId": 679 1161 | }, 1162 | "kernelspec": { 1163 | "display_name": "Python 2", 1164 | "language": "python", 1165 | "name": "python2" 1166 | }, 1167 | "language_info": { 1168 | "codemirror_mode": { 1169 | "name": "ipython", 1170 | "version": 2 1171 | }, 1172 | "file_extension": ".py", 1173 | "mimetype": "text/x-python", 1174 | "name": "python", 1175 | "nbconvert_exporter": "python", 1176 | "pygments_lexer": "ipython2", 1177 | "version": "2.7.10" 1178 | } 1179 | }, 1180 | "nbformat": 4, 1181 | "nbformat_minor": 2 1182 | } 1183 | --------------------------------------------------------------------------------