R Markdown
setwd("C:/Users/Intel/Desktop/Yousif")
yousif2<-read.csv("c:/Users/Intel/Desktop/Yousif/Karpur.csv")
plot(yousif2$phi.N,yousif2$phi.core)
porosity_model <- lm(yousif2$phi.core~yousif2$phi.N)
summary(porosity_model)
##
## Call:
## lm(formula = yousif2$phi.core ~ yousif2$phi.N)
##
## Residuals:
## Min 1Q Median 3Q Max
## -13.5237 -3.0779 0.9432 3.3563 10.4025
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 30.962 0.485 63.846 <2e-16 ***
## yousif2$phi.N -18.207 2.080 -8.753 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 4.368 on 817 degrees of freedom
## Multiple R-squared: 0.08573, Adjusted R-squared: 0.08462
## F-statistic: 76.61 on 1 and 817 DF, p-value: < 2.2e-16
corrected_porosity <- predict(porosity_model)
head(cbind(yousif2$phi.core,predict(porosity_model)))
## [,1] [,2]
## 1 33.9000 23.49747
## 2 33.4131 25.37279
## 3 33.1000 27.26631
## 4 34.9000 28.79570
## 5 35.0644 29.70604
## 6 35.3152 30.08839
# porosity corrected to log Scale
print(corrected_porosity)
## 1 2 3 4 5 6 7 8
## 23.49747 25.37279 27.26631 28.79570 29.70604 30.08839 30.10660 29.96094
## 9 10 11 12 13 14 15 16
## 29.76066 29.61501 29.50577 29.66963 29.92453 30.07018 30.08839 30.05198
## 17 18 19 20 21 22 23 24
## 29.90632 29.72425 29.54218 29.36011 29.03239 28.74107 28.74107 28.90494
## 25 26 27 28 29 30 31 32
## 28.95956 28.86852 28.83211 28.79570 28.52259 28.12204 28.01280 28.35873
## 33 34 35 36 37 38 39 40
## 28.79570 29.15983 29.43294 29.54218 29.65142 29.54218 29.34190 29.23266
## 41 42 43 44 45 46 47 48
## 29.19625 29.14163 29.05059 28.85032 28.44976 28.59542 28.74107 29.15983
## 49 50 51 52 53 54 55 56
## 29.41473 29.52397 29.56039 29.63322 29.65142 29.65142 29.63322 29.56039
## 57 58 59 60 61 62 63 64
## 29.54218 29.59680 29.63322 29.57859 29.50577 29.45115 29.43294 29.39653
## 65 66 67 68 69 70 71 72
## 29.34190 29.30549 29.25087 29.23266 29.32370 29.41473 29.46935 29.48756
## 73 74 75 76 77 78 79 80
## 29.48756 29.50577 29.52397 29.54218 29.56039 29.57859 29.57859 29.56039
## 81 82 83 84 85 86 87 88
## 29.59680 29.59680 29.56039 29.57859 29.59680 29.61501 29.61501 29.61501
## 89 90 91 92 93 94 95 96
## 29.61501 29.61501 29.59680 29.59680 29.61501 29.61501 29.61501 29.61501
## 97 98 99 100 101 102 103 104
## 29.59680 29.57859 29.57859 29.61501 29.65142 29.68784 29.66963 29.56039
## 105 106 107 108 109 110 111 112
## 29.43294 29.32370 28.97777 28.65004 28.55901 28.70466 28.94135 29.01418
## 113 114 115 116 117 118 119 120
## 28.85032 28.50438 27.83073 26.93859 26.33776 26.06465 25.79155 25.77334
## 121 122 123 124 125 126 127 128
## 26.06465 26.33776 26.48341 26.61086 26.62907 26.64727 26.66548 26.62907
## 129 130 131 132 133 134 135 136
## 26.42879 26.10107 25.68231 25.33637 25.28175 25.40920 25.51844 25.55486
## 137 138 139 140 141 142 143 144
## 25.62768 25.77334 25.90079 25.97362 26.11927 26.37417 26.50162 26.44700
## 145 146 147 148 149 150 151 152
## 26.37417 26.08286 25.70051 25.39099 25.22713 25.35458 25.73693 26.17389
## 153 154 155 156 157 158 159 160
## 26.44700 26.66548 26.88397 27.08424 27.17528 27.21169 27.22990 27.21169
## 161 162 163 164 165 166 167 168
## 27.08424 26.86576 26.73831 26.72010 26.70190 26.66548 26.64727 26.68369
## 169 170 171 172 173 174 175 176
## 26.70190 26.61086 26.42879 26.22851 25.99182 25.71872 25.60948 25.84617
## 177 178 179 180 181 182 183 184
## 26.24672 26.50162 26.64727 26.84755 27.30273 28.10383 28.32231 28.52259
## 185 186 187 188 189 190 191 192
## 28.44976 27.92176 27.30273 26.97500 26.75652 26.55624 26.37417 26.30134
## 193 194 195 196 197 198 199 200
## 26.41058 26.37417 26.44700 26.82934 26.88397 26.88397 27.10245 27.75790
## 201 202 203 204 205 206 207 208
## 28.74107 29.52397 29.74246 29.96094 30.16122 30.05198 29.65142 28.99597
## 209 210 211 212 213 214 215 216
## 28.23128 27.53942 27.12066 26.88397 26.77472 26.75652 26.75652 26.73831
## 217 218 219 220 221 222 223 224
## 26.73831 26.72010 26.66548 26.55624 26.41058 26.26493 26.24672 26.21031
## 225 226 227 228 229 230 231 232
## 26.30134 26.59265 27.12066 27.73969 28.17666 28.24949 27.97638 27.61224
## 233 234 235 236 237 238 239 240
## 27.26631 27.01141 26.81114 26.70190 26.59265 26.46520 26.37417 26.37417
## 241 242 243 244 245 246 247 248
## 26.41058 26.42879 26.42879 26.37417 26.30134 26.26493 26.22851 26.19210
## 249 250 251 252 253 254 255 256
## 26.15569 26.15569 26.21031 26.28314 26.33776 26.31955 26.30134 26.24672
## 257 258 259 260 261 262 263 264
## 26.17389 26.11927 26.10107 26.01003 25.77334 25.71872 25.68231 25.75513
## 265 266 267 268 269 270 271 272
## 25.73693 25.70051 25.71872 25.77334 25.84617 25.93720 26.01003 26.10107
## 273 274 275 276 277 278 279 280
## 26.15569 26.19210 26.19210 26.17389 26.22851 26.53803 27.12066 27.73969
## 281 282 283 284 285 286 287 288
## 27.92176 28.08562 28.21307 28.37694 28.61363 28.86852 29.14163 29.41473
## 289 290 291 292 293 294 295 296
## 29.66963 29.88811 30.05198 30.17942 30.28867 30.39791 30.48894 30.57998
## 297 298 299 300 301 302 303 304
## 30.65281 30.68922 30.68922 30.67101 30.61639 30.56177 30.34329 29.94273
## 305 306 307 308 309 310 311 312
## 29.36011 28.48618 27.44838 26.62907 26.26493 26.13748 26.26493 26.48341
## 313 314 315 316 317 318 319 320
## 26.64727 26.90217 27.15707 27.28452 27.33914 27.35735 27.35735 27.41197
## 321 322 323 324 325 326 327 328
## 27.48479 27.52121 27.52121 27.48479 27.43017 27.43017 27.46659 27.50300
## 329 330 331 332 333 334 335 336
## 27.53942 27.55762 27.59404 27.63045 27.61224 27.44838 27.24810 27.19348
## 337 338 339 340 341 342 343 344
## 27.19348 27.04783 26.93859 27.01141 27.12066 27.19348 27.21169 27.15707
## 345 346 347 348 349 350 351 352
## 27.04783 26.92038 26.84755 26.86576 26.88397 26.84755 26.86576 27.10245
## 353 354 355 356 357 358 359 360
## 27.32093 27.46659 27.44838 27.15707 26.68369 26.19210 25.75513 25.59127
## 361 362 363 364 365 366 367 368
## 25.42741 25.31817 25.42741 25.71872 25.97362 26.08286 26.11927 26.15569
## 369 370 371 372 373 374 375 376
## 26.21031 26.35596 26.53803 26.68369 26.84755 26.92038 26.93859 26.92038
## 377 378 379 380 381 382 383 384
## 26.86576 26.81114 26.73831 26.62907 26.57445 26.51983 26.50162 26.59265
## 385 386 387 388 389 390 391 392
## 26.61086 26.53803 26.50162 26.42879 26.35596 26.31955 26.33776 26.37417
## 393 394 395 396 397 398 399 400
## 26.39238 26.41058 26.37417 26.28314 26.15569 26.11927 26.17389 26.21031
## 401 402 403 404 405 406 407 408
## 26.22851 26.24672 26.33776 26.48341 26.53803 26.50162 26.48341 26.53803
## 409 410 411 412 413 414 415 416
## 26.66548 26.72010 26.73831 26.79293 26.88397 26.95679 27.06603 27.13886
## 417 418 419 420 421 422 423 424
## 27.12066 27.17528 27.17528 27.10245 26.93859 26.72010 26.64727 26.62907
## 425 426 427 428 429 430 431 432
## 26.44700 26.31955 26.21031 25.99182 25.71872 25.50024 25.35458 25.26355
## 433 434 435 436 437 438 439 440
## 25.19072 25.15430 25.15430 25.15430 25.04506 24.88120 24.80837 24.80837
## 441 442 443 444 445 446 447 448
## 24.55347 24.02547 23.77058 23.77058 23.66133 23.64313 23.62492 23.64313
## 449 450 451 452 453 454 455 456
## 23.77058 23.97085 24.20754 24.46244 24.77196 24.99044 25.15430 25.33637
## 457 458 459 460 461 462 463 464
## 25.59127 25.82796 25.88258 25.88258 25.84617 25.86438 25.82796 25.73693
## 465 466 467 468 469 470 471 472
## 25.68231 25.70051 25.75513 25.80975 25.90079 26.06465 26.22851 26.35596
## 473 474 475 476 477 478 479 480
## 26.41058 26.46520 26.53803 26.59265 26.57445 26.53803 26.48341 26.33776
## 481 482 483 484 485 486 487 488
## 26.17389 26.10107 26.08286 26.11927 26.15569 26.15569 26.15569 26.15569
## 489 490 491 492 493 494 495 496
## 26.13748 26.15569 26.15569 26.24672 26.19210 26.19210 26.17389 26.19210
## 497 498 499 500 501 502 503 504
## 26.28314 26.48341 26.81114 27.08424 27.24810 27.28452 27.32093 27.33914
## 505 506 507 508 509 510 511 512
## 27.39376 27.46659 27.53942 27.63045 27.70328 27.70328 27.59404 27.37555
## 513 514 515 516 517 518 519 520
## 27.13886 26.97500 26.92038 26.90217 26.88397 26.75652 26.62907 26.53803
## 521 522 523 524 525 526 527 528
## 26.50162 26.51983 26.55624 26.57445 26.48341 26.39238 26.33776 26.35596
## 529 530 531 532 533 534 535 536
## 26.41058 26.41058 26.39238 26.41058 26.41058 26.39238 26.39238 26.33776
## 537 538 539 540 541 542 543 544
## 26.22851 26.11927 26.04644 26.02824 26.08286 26.26493 26.46520 26.53803
## 545 546 547 548 549 550 551 552
## 26.50162 26.46520 26.44700 26.41058 26.39238 26.35596 26.33776 26.28314
## 553 554 555 556 557 558 559 560
## 26.24672 26.28314 26.26493 26.15569 26.02824 25.88258 25.80975 25.79155
## 561 562 563 564 565 566 567 568
## 25.79155 25.79155 25.79155 25.80975 25.84617 25.88258 25.91900 25.95541
## 569 570 571 572 573 574 575 576
## 25.99182 26.08286 26.13748 26.15569 26.08286 26.01003 26.01003 26.04644
## 577 578 579 580 581 582 583 584
## 26.02824 25.99182 25.93720 25.86438 25.82796 25.82796 25.84617 25.80975
## 585 586 587 588 589 590 591 592
## 25.82796 25.86438 25.90079 25.99182 26.01003 25.99182 26.02824 26.11927
## 593 594 595 596 597 598 599 600
## 26.30134 26.61086 26.88397 26.88397 26.62907 26.33776 26.22851 26.22851
## 601 602 603 604 605 606 607 608
## 26.17389 26.04644 25.93720 25.88258 25.90079 25.95541 25.97362 26.01003
## 609 610 611 612 613 614 615 616
## 25.99182 25.95541 25.86438 25.70051 25.57306 25.57306 25.60948 25.66410
## 617 618 619 620 621 622 623 624
## 25.70051 25.70051 25.64589 25.55486 25.50024 25.50024 25.53665 25.57306
## 625 626 627 628 629 630 631 632
## 25.64589 25.73693 25.86438 26.02824 26.19210 26.28314 26.35596 26.35596
## 633 634 635 636 637 638 639 640
## 26.30134 26.24672 26.22851 26.24672 26.22851 26.21031 26.22851 26.24672
## 641 642 643 644 645 646 647 648
## 26.22851 26.17389 26.15569 26.15569 26.19210 26.21031 26.19210 26.15569
## 649 650 651 652 653 654 655 656
## 26.10107 26.02824 25.95541 25.93720 25.95541 26.02824 26.08286 26.10107
## 657 658 659 660 661 662 663 664
## 26.08286 26.10107 26.11927 26.17389 26.19210 26.17389 26.21031 26.30134
## 665 666 667 668 669 670 671 672
## 26.37417 26.42879 26.46520 26.44700 26.37417 26.33776 26.30134 26.21031
## 673 674 675 676 677 678 679 680
## 26.17389 26.17389 26.17389 26.17389 26.15569 26.11927 26.08286 26.04644
## 681 682 683 684 685 686 687 688
## 26.02824 26.01003 26.01003 26.02824 26.06465 26.11927 26.15569 26.15569
## 689 690 691 692 693 694 695 696
## 26.15569 26.15569 26.13748 26.04644 25.93720 25.86438 25.82796 25.79155
## 697 698 699 700 701 702 703 704
## 25.75513 25.73693 25.77334 25.80975 25.80975 25.80975 25.84617 25.93720
## 705 706 707 708 709 710 711 712
## 26.06465 26.15569 26.30134 26.44700 26.41058 26.31955 26.30134 26.35596
## 713 714 715 716 717 718 719 720
## 26.35596 26.33776 26.28314 26.30134 26.31955 26.28314 26.24672 26.30134
## 721 722 723 724 725 726 727 728
## 26.41058 26.51983 26.57445 26.57445 26.50162 26.39238 26.24672 26.19210
## 729 730 731 732 733 734 735 736
## 26.26493 26.35596 26.41058 26.41058 26.41058 26.42879 26.48341 26.50162
## 737 738 739 740 741 742 743 744
## 26.44700 26.44700 26.79293 27.43017 27.88535 27.92176 27.53942 26.95679
## 745 746 747 748 749 750 751 752
## 26.77472 26.72010 26.79293 26.92038 26.86576 26.84755 26.86576 26.90217
## 753 754 755 756 757 758 759 760
## 26.95679 27.01141 27.08424 27.33914 27.55762 27.61224 27.41197 27.10245
## 761 762 763 764 765 766 767 768
## 26.86576 26.75652 26.73831 26.75652 26.75652 26.70190 26.61086 26.57445
## 769 770 771 772 773 774 775 776
## 26.72010 26.77472 26.79293 26.82934 26.86576 26.86576 26.88397 26.84755
## 777 778 779 780 781 782 783 784
## 26.72010 26.59265 26.59265 26.70190 26.92038 27.08424 27.06603 26.88397
## 785 786 787 788 789 790 791 792
## 26.73831 26.75652 26.79293 26.75652 26.73831 26.77472 26.81114 26.92038
## 793 794 795 796 797 798 799 800
## 26.92038 26.77472 26.59265 26.44700 26.37417 26.42879 26.86576 26.95679
## 801 802 803 804 805 806 807 808
## 26.97500 27.02962 27.17528 27.26631 27.08424 27.02962 26.95679 26.93859
## 809 810 811 812 813 814 815 816
## 26.95679 26.90217 26.84755 26.86576 26.97500 27.17528 27.06603 26.81114
## 817 818 819
## 26.53803 26.30134 26.13748
permeability_model <- lm(yousif2$k.core~corrected_porosity)
summary(permeability_model)
##
## Call:
## lm(formula = yousif2$k.core ~ corrected_porosity)
##
## Residuals:
## Min 1Q Median 3Q Max
## -3187.3 -1406.4 -768.6 971.2 13338.4
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -8852.2 1529.1 -5.789 1.01e-08 ***
## corrected_porosity 412.3 56.7 7.271 8.38e-13 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2168 on 817 degrees of freedom
## Multiple R-squared: 0.06077, Adjusted R-squared: 0.05962
## F-statistic: 52.86 on 1 and 817 DF, p-value: 8.376e-13
corrected_permeability <- predict(permeability_model)
head(cbind(yousif2$k.core,corrected_permeability))
## corrected_permeability
## 1 2442.590 835.3875
## 2 3006.989 1608.5507
## 3 3370.000 2389.2202
## 4 2270.000 3019.7610
## 5 2530.758 3395.0829
## 6 2928.314 3552.7181
# pearmeability corrected to log scale
print(corrected_permeability)
## 1 2 3 4 5 6 7 8
## 835.3875 1608.5507 2389.2202 3019.7610 3395.0829 3552.7181 3560.2246 3500.1731
## 9 10 11 12 13 14 15 16
## 3417.6022 3357.5507 3312.5121 3380.0700 3485.1602 3545.2117 3552.7181 3537.7052
## 17 18 19 20 21 22 23 24
## 3477.6537 3402.5894 3327.5250 3252.4606 3117.3447 2997.2417 2997.2417 3064.7996
## 25 26 27 28 29 30 31 32
## 3087.3190 3049.7868 3034.7739 3019.7610 2907.1644 2742.0228 2696.9842 2839.6065
## 33 34 35 36 37 38 39 40
## 3019.7610 3169.8898 3282.4863 3327.5250 3372.5636 3327.5250 3244.9542 3199.9155
## 41 42 43 44 45 46 47 48
## 3184.9027 3162.3833 3124.8511 3042.2803 2877.1387 2937.1902 2997.2417 3169.8898
## 49 50 51 52 53 54 55 56
## 3274.9799 3320.0185 3335.0314 3365.0572 3372.5636 3372.5636 3365.0572 3335.0314
## 57 58 59 60 61 62 63 64
## 3327.5250 3350.0443 3365.0572 3342.5379 3312.5121 3289.9928 3282.4863 3267.4735
## 65 66 67 68 69 70 71 72
## 3244.9542 3229.9413 3207.4220 3199.9155 3237.4477 3274.9799 3297.4992 3305.0057
## 73 74 75 76 77 78 79 80
## 3305.0057 3312.5121 3320.0185 3327.5250 3335.0314 3342.5379 3342.5379 3335.0314
## 81 82 83 84 85 86 87 88
## 3350.0443 3350.0443 3335.0314 3342.5379 3350.0443 3357.5507 3357.5507 3357.5507
## 89 90 91 92 93 94 95 96
## 3357.5507 3357.5507 3350.0443 3350.0443 3357.5507 3357.5507 3357.5507 3357.5507
## 97 98 99 100 101 102 103 104
## 3350.0443 3342.5379 3342.5379 3357.5507 3372.5636 3387.5765 3380.0700 3335.0314
## 105 106 107 108 109 110 111 112
## 3282.4863 3237.4477 3094.8254 2959.7095 2922.1773 2982.2288 3079.8125 3109.8383
## 113 114 115 116 117 118 119 120
## 3042.2803 2899.6580 2621.9198 2254.1043 2006.3919 1893.7953 1781.1987 1773.6923
## 121 122 123 124 125 126 127 128
## 1893.7953 2006.3919 2066.4434 2118.9884 2126.4949 2134.0013 2141.5078 2126.4949
## 129 130 131 132 133 134 135 136
## 2043.9241 1908.8082 1736.1601 1593.5378 1571.0185 1623.5635 1668.6022 1683.6150
## 137 138 139 140 141 142 143 144
## 1713.6408 1773.6923 1826.2374 1856.2631 1916.3146 2021.4047 2073.9498 2051.4305
## 145 146 147 148 149 150 151 152
## 2021.4047 1901.3017 1743.6665 1616.0571 1548.4991 1601.0442 1758.6794 1938.8339
## 153 154 155 156 157 158 159 160
## 2051.4305 2141.5078 2231.5850 2314.1558 2351.6880 2366.7009 2374.2073 2366.7009
## 161 162 163 164 165 166 167 168
## 2314.1558 2224.0786 2171.5335 2164.0271 2156.5206 2141.5078 2134.0013 2149.0142
## 169 170 171 172 173 174 175 176
## 2156.5206 2118.9884 2043.9241 1961.3532 1863.7695 1751.1730 1706.1343 1803.7180
## 177 178 179 180 181 182 183 184
## 1968.8597 2073.9498 2134.0013 2216.5721 2404.2331 2734.5164 2824.5936 2907.1644
## 185 186 187 188 189 190 191 192
## 2877.1387 2659.4520 2404.2331 2269.1172 2179.0399 2096.4691 2021.4047 1991.3790
## 193 194 195 196 197 198 199 200
## 2036.4176 2021.4047 2051.4305 2209.0657 2231.5850 2231.5850 2321.6623 2591.8940
## 201 202 203 204 205 206 207 208
## 2997.2417 3320.0185 3410.0958 3500.1731 3582.7439 3537.7052 3372.5636 3102.3318
## 209 210 211 212 213 214 215 216
## 2787.0614 2501.8168 2329.1687 2231.5850 2186.5464 2179.0399 2179.0399 2171.5335
## 217 218 219 220 221 222 223 224
## 2171.5335 2164.0271 2141.5078 2096.4691 2036.4176 1976.3661 1968.8597 1953.8468
## 225 226 227 228 229 230 231 232
## 1991.3790 2111.4820 2329.1687 2584.3876 2764.5421 2794.5679 2681.9713 2531.8425
## 233 234 235 236 237 238 239 240
## 2389.2202 2284.1301 2201.5593 2156.5206 2111.4820 2058.9369 2021.4047 2021.4047
## 241 242 243 244 245 246 247 248
## 2036.4176 2043.9241 2043.9241 2021.4047 1991.3790 1976.3661 1961.3532 1946.3404
## 249 250 251 252 253 254 255 256
## 1931.3275 1931.3275 1953.8468 1983.8726 2006.3919 1998.8854 1991.3790 1968.8597
## 257 258 259 260 261 262 263 264
## 1938.8339 1916.3146 1908.8082 1871.2760 1773.6923 1751.1730 1736.1601 1766.1859
## 265 266 267 268 269 270 271 272
## 1758.6794 1743.6665 1751.1730 1773.6923 1803.7180 1841.2502 1871.2760 1908.8082
## 273 274 275 276 277 278 279 280
## 1931.3275 1946.3404 1946.3404 1938.8339 1961.3532 2088.9627 2329.1687 2584.3876
## 281 282 283 284 285 286 287 288
## 2659.4520 2727.0099 2779.5550 2847.1129 2944.6966 3049.7868 3162.3833 3274.9799
## 289 290 291 292 293 294 295 296
## 3380.0700 3470.1473 3537.7052 3590.2503 3635.2889 3680.3276 3717.8598 3755.3919
## 297 298 299 300 301 302 303 304
## 3785.4177 3800.4306 3800.4306 3792.9241 3770.4048 3747.8855 3657.8082 3492.6666
## 305 306 307 308 309 310 311 312
## 3252.4606 2892.1516 2464.2846 2126.4949 1976.3661 1923.8211 1976.3661 2066.4434
## 313 314 315 316 317 318 319 320
## 2134.0013 2239.0915 2344.1816 2396.7267 2419.2460 2426.7524 2426.7524 2449.2717
## 321 322 323 324 325 326 327 328
## 2479.2975 2494.3103 2494.3103 2479.2975 2456.7782 2456.7782 2471.7910 2486.8039
## 329 330 331 332 333 334 335 336
## 2501.8168 2509.3232 2524.3361 2539.3490 2531.8425 2464.2846 2381.7138 2359.1945
## 337 338 339 340 341 342 343 344
## 2359.1945 2299.1430 2254.1043 2284.1301 2329.1687 2359.1945 2366.7009 2344.1816
## 345 346 347 348 349 350 351 352
## 2299.1430 2246.5979 2216.5721 2224.0786 2231.5850 2216.5721 2224.0786 2321.6623
## 353 354 355 356 357 358 359 360
## 2411.7395 2471.7910 2464.2846 2344.1816 2149.0142 1946.3404 1766.1859 1698.6279
## 361 362 363 364 365 366 367 368
## 1631.0700 1586.0313 1631.0700 1751.1730 1856.2631 1901.3017 1916.3146 1931.3275
## 369 370 371 372 373 374 375 376
## 1953.8468 2013.8983 2088.9627 2149.0142 2216.5721 2246.5979 2254.1043 2246.5979
## 377 378 379 380 381 382 383 384
## 2224.0786 2201.5593 2171.5335 2126.4949 2103.9756 2081.4563 2073.9498 2111.4820
## 385 386 387 388 389 390 391 392
## 2118.9884 2088.9627 2073.9498 2043.9241 2013.8983 1998.8854 2006.3919 2021.4047
## 393 394 395 396 397 398 399 400
## 2028.9112 2036.4176 2021.4047 1983.8726 1931.3275 1916.3146 1938.8339 1953.8468
## 401 402 403 404 405 406 407 408
## 1961.3532 1968.8597 2006.3919 2066.4434 2088.9627 2073.9498 2066.4434 2088.9627
## 409 410 411 412 413 414 415 416
## 2141.5078 2164.0271 2171.5335 2194.0528 2231.5850 2261.6108 2306.6494 2336.6751
## 417 418 419 420 421 422 423 424
## 2329.1687 2351.6880 2351.6880 2321.6623 2254.1043 2164.0271 2134.0013 2126.4949
## 425 426 427 428 429 430 431 432
## 2051.4305 1998.8854 1953.8468 1863.7695 1751.1730 1661.0957 1601.0442 1563.5120
## 433 434 435 436 437 438 439 440
## 1533.4863 1518.4734 1518.4734 1518.4734 1473.4348 1405.8768 1375.8511 1375.8511
## 441 442 443 444 445 446 447 448
## 1270.7609 1053.0742 947.9841 947.9841 902.9455 895.4390 887.9326 895.4390
## 449 450 451 452 453 454 455 456
## 947.9841 1030.5549 1128.1386 1233.2288 1360.8382 1450.9155 1518.4734 1593.5378
## 457 458 459 460 461 462 463 464
## 1698.6279 1796.2116 1818.7309 1818.7309 1803.7180 1811.2245 1796.2116 1758.6794
## 465 466 467 468 469 470 471 472
## 1736.1601 1743.6665 1766.1859 1788.7052 1826.2374 1893.7953 1961.3532 2013.8983
## 473 474 475 476 477 478 479 480
## 2036.4176 2058.9369 2088.9627 2111.4820 2103.9756 2088.9627 2066.4434 2006.3919
## 481 482 483 484 485 486 487 488
## 1938.8339 1908.8082 1901.3017 1916.3146 1931.3275 1931.3275 1931.3275 1931.3275
## 489 490 491 492 493 494 495 496
## 1923.8211 1931.3275 1931.3275 1968.8597 1946.3404 1946.3404 1938.8339 1946.3404
## 497 498 499 500 501 502 503 504
## 1983.8726 2066.4434 2201.5593 2314.1558 2381.7138 2396.7267 2411.7395 2419.2460
## 505 506 507 508 509 510 511 512
## 2441.7653 2471.7910 2501.8168 2539.3490 2569.3747 2569.3747 2524.3361 2434.2588
## 513 514 515 516 517 518 519 520
## 2336.6751 2269.1172 2246.5979 2239.0915 2231.5850 2179.0399 2126.4949 2088.9627
## 521 522 523 524 525 526 527 528
## 2073.9498 2081.4563 2096.4691 2103.9756 2066.4434 2028.9112 2006.3919 2013.8983
## 529 530 531 532 533 534 535 536
## 2036.4176 2036.4176 2028.9112 2036.4176 2036.4176 2028.9112 2028.9112 2006.3919
## 537 538 539 540 541 542 543 544
## 1961.3532 1916.3146 1886.2889 1878.7824 1901.3017 1976.3661 2058.9369 2088.9627
## 545 546 547 548 549 550 551 552
## 2073.9498 2058.9369 2051.4305 2036.4176 2028.9112 2013.8983 2006.3919 1983.8726
## 553 554 555 556 557 558 559 560
## 1968.8597 1983.8726 1976.3661 1931.3275 1878.7824 1818.7309 1788.7052 1781.1987
## 561 562 563 564 565 566 567 568
## 1781.1987 1781.1987 1781.1987 1788.7052 1803.7180 1818.7309 1833.7438 1848.7567
## 569 570 571 572 573 574 575 576
## 1863.7695 1901.3017 1923.8211 1931.3275 1901.3017 1871.2760 1871.2760 1886.2889
## 577 578 579 580 581 582 583 584
## 1878.7824 1863.7695 1841.2502 1811.2245 1796.2116 1796.2116 1803.7180 1788.7052
## 585 586 587 588 589 590 591 592
## 1796.2116 1811.2245 1826.2374 1863.7695 1871.2760 1863.7695 1878.7824 1916.3146
## 593 594 595 596 597 598 599 600
## 1991.3790 2118.9884 2231.5850 2231.5850 2126.4949 2006.3919 1961.3532 1961.3532
## 601 602 603 604 605 606 607 608
## 1938.8339 1886.2889 1841.2502 1818.7309 1826.2374 1848.7567 1856.2631 1871.2760
## 609 610 611 612 613 614 615 616
## 1863.7695 1848.7567 1811.2245 1743.6665 1691.1215 1691.1215 1706.1343 1728.6537
## 617 618 619 620 621 622 623 624
## 1743.6665 1743.6665 1721.1472 1683.6150 1661.0957 1661.0957 1676.1086 1691.1215
## 625 626 627 628 629 630 631 632
## 1721.1472 1758.6794 1811.2245 1878.7824 1946.3404 1983.8726 2013.8983 2013.8983
## 633 634 635 636 637 638 639 640
## 1991.3790 1968.8597 1961.3532 1968.8597 1961.3532 1953.8468 1961.3532 1968.8597
## 641 642 643 644 645 646 647 648
## 1961.3532 1938.8339 1931.3275 1931.3275 1946.3404 1953.8468 1946.3404 1931.3275
## 649 650 651 652 653 654 655 656
## 1908.8082 1878.7824 1848.7567 1841.2502 1848.7567 1878.7824 1901.3017 1908.8082
## 657 658 659 660 661 662 663 664
## 1901.3017 1908.8082 1916.3146 1938.8339 1946.3404 1938.8339 1953.8468 1991.3790
## 665 666 667 668 669 670 671 672
## 2021.4047 2043.9241 2058.9369 2051.4305 2021.4047 2006.3919 1991.3790 1953.8468
## 673 674 675 676 677 678 679 680
## 1938.8339 1938.8339 1938.8339 1938.8339 1931.3275 1916.3146 1901.3017 1886.2889
## 681 682 683 684 685 686 687 688
## 1878.7824 1871.2760 1871.2760 1878.7824 1893.7953 1916.3146 1931.3275 1931.3275
## 689 690 691 692 693 694 695 696
## 1931.3275 1931.3275 1923.8211 1886.2889 1841.2502 1811.2245 1796.2116 1781.1987
## 697 698 699 700 701 702 703 704
## 1766.1859 1758.6794 1773.6923 1788.7052 1788.7052 1788.7052 1803.7180 1841.2502
## 705 706 707 708 709 710 711 712
## 1893.7953 1931.3275 1991.3790 2051.4305 2036.4176 1998.8854 1991.3790 2013.8983
## 713 714 715 716 717 718 719 720
## 2013.8983 2006.3919 1983.8726 1991.3790 1998.8854 1983.8726 1968.8597 1991.3790
## 721 722 723 724 725 726 727 728
## 2036.4176 2081.4563 2103.9756 2103.9756 2073.9498 2028.9112 1968.8597 1946.3404
## 729 730 731 732 733 734 735 736
## 1976.3661 2013.8983 2036.4176 2036.4176 2036.4176 2043.9241 2066.4434 2073.9498
## 737 738 739 740 741 742 743 744
## 2051.4305 2051.4305 2194.0528 2456.7782 2644.4391 2659.4520 2501.8168 2261.6108
## 745 746 747 748 749 750 751 752
## 2186.5464 2164.0271 2194.0528 2246.5979 2224.0786 2216.5721 2224.0786 2239.0915
## 753 754 755 756 757 758 759 760
## 2261.6108 2284.1301 2314.1558 2419.2460 2509.3232 2531.8425 2449.2717 2321.6623
## 761 762 763 764 765 766 767 768
## 2224.0786 2179.0399 2171.5335 2179.0399 2179.0399 2156.5206 2118.9884 2103.9756
## 769 770 771 772 773 774 775 776
## 2164.0271 2186.5464 2194.0528 2209.0657 2224.0786 2224.0786 2231.5850 2216.5721
## 777 778 779 780 781 782 783 784
## 2164.0271 2111.4820 2111.4820 2156.5206 2246.5979 2314.1558 2306.6494 2231.5850
## 785 786 787 788 789 790 791 792
## 2171.5335 2179.0399 2194.0528 2179.0399 2171.5335 2186.5464 2201.5593 2246.5979
## 793 794 795 796 797 798 799 800
## 2246.5979 2186.5464 2111.4820 2051.4305 2021.4047 2043.9241 2224.0786 2261.6108
## 801 802 803 804 805 806 807 808
## 2269.1172 2291.6365 2351.6880 2389.2202 2314.1558 2291.6365 2261.6108 2254.1043
## 809 810 811 812 813 814 815 816
## 2261.6108 2239.0915 2216.5721 2224.0786 2269.1172 2351.6880 2306.6494 2201.5593
## 817 818 819
## 2088.9627 1991.3790 1923.8211