Finds and imports spectra files from a folder. Currently works for reflectance files generated in Ocean Optics SpectraSuite (USB2000, USB4000 and Jaz spectrometers), CRAIC software (after exporting) and Avantes (before or after exporting).
getspec(where = getwd(), ext = "txt", lim = c(300, 700),
decimal = ".", sep = NULL, subdir = FALSE, subdir.names = FALSE,
cores = getOption("mc.cores", 2L), ignore.case = TRUE)
Arguments
| where |
(required) folder in which files are located.
|
| ext |
file extension to be searched for, without the "." (defaults to "txt").
|
| lim |
a vector with two numbers determining the wavelength limits to be considered (defaults to 300 and 700).
|
| decimal |
character to be used to identify decimal plates (defaults to ".").
|
| sep |
column delimiting characters to be considered in addition to the default (which are: tab, space, and ";")
|
| subdir |
should subdirectories within the where folder be included in the search? (defaults to FALSE).
|
| subdir.names |
should subdirectory path be included in the name of the spectra? (defaults to FALSE).
|
| cores |
Number of cores to be used. If greater than 1, import will use parallel processing (not available in Windows).
|
| ignore.case |
Logical. Should the extension search be case insensitive? (defaults to TRUE)
|
Value
A data frame, of class rspec, containing individual imported spectral files as columns. Reflectance values are interpolated to the nearest wavelength integer.
References
Montgomerie R (2006) Analyzing colors. In: Hill G, McGraw K (eds) Bird coloration. Harvard University Press, Cambridge, pp 90-147.
Examples
getspec(system.file("testdata", package = "pavo"), lim = c(400, 900))
#> 2 files found; importing spectra:
#> Warning: Could not import one or more files: #> /Users/twhite/Dropbox (Sydney Uni)/notes/research/projects/pavo/inst/testdata/failfile.txt
#> #> The spectral data contain 27 negative value(s), which may produce unexpected results if used in models. Consider using procspec() to correct them.
#> wl OceanView #> 1 400 -1.85001333 #> 2 401 -1.83632667 #> 3 402 -1.81976667 #> 4 403 -1.87096000 #> 5 404 -1.85432889 #> 6 405 -1.79413182 #> 7 406 -1.71129778 #> 8 407 -1.66359333 #> 9 408 -1.59773636 #> 10 409 -1.51895556 #> 11 410 -1.38170000 #> 12 411 -1.34129556 #> 13 412 -1.21987333 #> 14 413 -1.13581818 #> 15 414 -0.97279200 #> 16 415 -0.87202864 #> 17 416 -0.72690400 #> 18 417 -0.60824909 #> 19 418 -0.50232667 #> 20 419 -0.41930778 #> 21 420 -0.34881977 #> 22 421 -0.26366622 #> 23 422 -0.18924533 #> 24 423 -0.18617773 #> 25 424 -0.12562622 #> 26 425 -0.09831220 #> 27 426 -0.03143027 #> 28 427 0.02550981 #> 29 428 0.05055975 #> 30 429 0.13381311 #> 31 430 0.21788533 #> 32 431 0.31900911 #> 33 432 0.45502111 #> 34 433 0.59742533 #> 35 434 0.69955333 #> 36 435 0.75039500 #> 37 436 0.81478400 #> 38 437 0.94077111 #> 39 438 1.03958889 #> 40 439 1.09107333 #> 41 440 1.15579091 #> 42 441 1.21556364 #> 43 442 1.22850909 #> 44 443 1.23306136 #> 45 444 1.28651778 #> 46 445 1.30096818 #> 47 446 1.31453636 #> 48 447 1.34783182 #> 49 448 1.33573636 #> 50 449 1.33644545 #> 51 450 1.34316889 #> 52 451 1.33907333 #> 53 452 1.37330000 #> 54 453 1.45070909 #> 55 454 1.54020000 #> 56 455 1.63002000 #> 57 456 1.66520000 #> 58 457 1.71887500 #> 59 458 1.80837273 #> 60 459 1.87730000 #> 61 460 1.95645000 #> 62 461 2.04210000 #> 63 462 2.10343182 #> 64 463 2.11889318 #> 65 464 2.17003864 #> 66 465 2.19886364 #> 67 466 2.26284545 #> 68 467 2.29114773 #> 69 468 2.33358409 #> 70 469 2.35570000 #> 71 470 2.33690909 #> 72 471 2.31667727 #> 73 472 2.29979091 #> 74 473 2.29602727 #> 75 474 2.29489545 #> 76 475 2.26976000 #> 77 476 2.23601818 #> 78 477 2.25004545 #> 79 478 2.24700000 #> 80 479 2.27552727 #> 81 480 2.31204545 #> 82 481 2.36020909 #> 83 482 2.40431818 #> 84 483 2.43608182 #> 85 484 2.49750909 #> 86 485 2.53264545 #> 87 486 2.57912727 #> 88 487 2.63494545 #> 89 488 2.68787273 #> 90 489 2.74460000 #> 91 490 2.77756364 #> 92 491 2.82850000 #> 93 492 2.88741818 #> 94 493 2.91897955 #> 95 494 3.00185227 #> 96 495 3.08054773 #> 97 496 3.14864773 #> 98 497 3.18639091 #> 99 498 3.23610000 #> 100 499 3.30177727 #> 101 500 3.34482500 #> 102 501 3.40994091 #> 103 502 3.48407273 #> 104 503 3.53668182 #> 105 504 3.55827727 #> 106 505 3.58503864 #> 107 506 3.63969091 #> 108 507 3.68935116 #> 109 508 3.73627500 #> 110 509 3.78623256 #> 111 510 3.81267273 #> 112 511 3.85621818 #> 113 512 3.87510000 #> 114 513 3.92130000 #> 115 514 3.93744545 #> 116 515 3.98348182 #> 117 516 4.00478140 #> 118 517 4.04522093 #> 119 518 4.07917674 #> 120 519 4.11931395 #> 121 520 4.13809091 #> 122 521 4.17230698 #> 123 522 4.22787727 #> 124 523 4.30892045 #> 125 524 4.37150000 #> 126 525 4.43750930 #> 127 526 4.51088605 #> 128 527 4.56162558 #> 129 528 4.62346136 #> 130 529 4.67360000 #> 131 530 4.72718636 #> 132 531 4.76613256 #> 133 532 4.80919767 #> 134 533 4.81907209 #> 135 534 4.84860000 #> 136 535 4.87852093 #> 137 536 4.91514884 #> 138 537 4.94343636 #> 139 538 4.99976977 #> 140 539 5.05271818 #> 141 540 5.10200000 #> 142 541 5.11103636 #> 143 542 5.14665349 #> 144 543 5.18173488 #> 145 544 5.20706977 #> 146 545 5.22666977 #> 147 546 5.25981395 #> 148 547 5.26513864 #> 149 548 5.29246512 #> 150 549 5.31376047 #> 151 550 5.36022093 #> 152 551 5.41352558 #> 153 552 5.47350000 #> 154 553 5.52821628 #> 155 554 5.58417273 #> 156 555 5.64797674 #> 157 556 5.72082326 #> 158 557 5.79423256 #> 159 558 5.87380930 #> 160 559 5.96296047 #> 161 560 6.03876977 #> 162 561 6.10856047 #> 163 562 6.18718140 #> 164 563 6.28380909 #> 165 564 6.35669302 #> 166 565 6.44931395 #> 167 566 6.53550000 #> 168 567 6.64226744 #> 169 568 6.73753023 #> 170 569 6.83254186 #> 171 570 6.94456744 #> 172 571 7.05558140 #> 173 572 7.16228372 #> 174 573 7.28368140 #> 175 574 7.39260930 #> 176 575 7.48976512 #> 177 576 7.58182093 #> 178 577 7.66536047 #> 179 578 7.77443023 #> 180 579 7.86103256 #> 181 580 7.97275581 #> 182 581 8.07847209 #> 183 582 8.17898095 #> 184 583 8.26615814 #> 185 584 8.37995814 #> 186 585 8.50337907 #> 187 586 8.61043256 #> 188 587 8.73240465 #> 189 588 8.87738837 #> 190 589 8.95826977 #> 191 590 9.06186744 #> 192 591 9.14616905 #> 193 592 9.25029535 #> 194 593 9.34788571 #> 195 594 9.40765116 #> 196 595 9.50761163 #> 197 596 9.57407381 #> 198 597 9.62028333 #> 199 598 9.70728140 #> 200 599 9.76580000 #> 201 600 9.83593333 #> 202 601 9.89744048 #> 203 602 9.95184048 #> 204 603 10.02144186 #> 205 604 10.05025581 #> 206 605 10.08241860 #> 207 606 10.11400000 #> 208 607 10.14325581 #> 209 608 10.19609302 #> 210 609 10.23469767 #> 211 610 10.28072093 #> 212 611 10.31066667 #> 213 612 10.35528571 #> 214 613 10.42714286 #> 215 614 10.49383721 #> 216 615 10.58767442 #> 217 616 10.66360465 #> 218 617 10.72957143 #> 219 618 10.80558140 #> 220 619 10.88100000 #> 221 620 10.95921429 #> 222 621 11.01948837 #> 223 622 11.05971429 #> 224 623 11.09655814 #> 225 624 11.09519048 #> 226 625 11.12451163 #> 227 626 11.13319048 #> 228 627 11.13452381 #> 229 628 11.13848837 #> 230 629 11.11695238 #> 231 630 11.09409524 #> 232 631 11.06900000 #> 233 632 11.04471429 #> 234 633 11.04471429 #> 235 634 11.01032558 #> 236 635 10.99657143 #> 237 636 10.98833333 #> 238 637 10.96590476 #> 239 638 10.96781395 #> 240 639 10.97114286 #> 241 640 10.98633333 #> 242 641 11.00097619 #> 243 642 11.00392857 #> 244 643 11.02560465 #> 245 644 11.04185714 #> 246 645 11.08652381 #> 247 646 11.11285714 #> 248 647 11.14341860 #> 249 648 11.18985714 #> 250 649 11.24028571 #> 251 650 11.28050000 #> 252 651 11.32521429 #> 253 652 11.37633333 #> 254 653 11.40502381 #> 255 654 11.42657143 #> 256 655 11.47295238 #> 257 656 11.52519048 #> 258 657 11.57078571 #> 259 658 11.61185714 #> 260 659 11.67133333 #> 261 660 11.71439024 #> 262 661 11.78500000 #> 263 662 11.85300000 #> 264 663 11.92509524 #> 265 664 12.00495238 #> 266 665 12.07283333 #> 267 666 12.13685714 #> 268 667 12.19492857 #> 269 668 12.25700000 #> 270 669 12.32085714 #> 271 670 12.36685714 #> 272 671 12.42850000 #> 273 672 12.47085714 #> 274 673 12.50951220 #> 275 674 12.54259524 #> 276 675 12.59585714 #> 277 676 12.63980952 #> 278 677 12.65759524 #> 279 678 12.69900000 #> 280 679 12.72400000 #> 281 680 12.73914286 #> 282 681 12.74304762 #> 283 682 12.76741463 #> 284 683 12.79014286 #> 285 684 12.78368293 #> 286 685 12.79258537 #> 287 686 12.81997561 #> 288 687 12.82111905 #> 289 688 12.82258537 #> 290 689 12.84931707 #> 291 690 12.86458537 #> 292 691 12.87402439 #> 293 692 12.88634146 #> 294 693 12.90200000 #> 295 694 12.93116667 #> 296 695 12.93243902 #> 297 696 12.92887805 #> 298 697 12.93107317 #> 299 698 12.90170732 #> 300 699 12.87670732 #> 301 700 12.85007143 #> 302 701 12.83146341 #> 303 702 12.79523810 #> 304 703 12.73882927 #> 305 704 12.69443902 #> 306 705 12.66456098 #> 307 706 12.63575610 #> 308 707 12.61853659 #> 309 708 12.57885714 #> 310 709 12.55819512 #> 311 710 12.51519512 #> 312 711 12.50776190 #> 313 712 12.47275610 #> 314 713 12.44480488 #> 315 714 12.41765854 #> 316 715 12.36680488 #> 317 716 12.33664286 #> 318 717 12.29195122 #> 319 718 12.25292857 #> 320 719 12.22648780 #> 321 720 12.19907143 #> 322 721 12.16956098 #> 323 722 12.14424390 #> 324 723 12.11400000 #> 325 724 12.07841463 #> 326 725 12.04875610 #> 327 726 12.04324390 #> 328 727 12.04736585 #> 329 728 12.01395122 #> 330 729 12.00197561 #> 331 730 11.99212195 #> 332 731 12.00456098 #> 333 732 12.01285366 #> 334 733 12.03217073 #> 335 734 12.05017073 #> 336 735 12.07497561 #> 337 736 12.07741463 #> 338 737 12.08690244 #> 339 738 12.06343902 #> 340 739 12.08263415 #> 341 740 12.09056098 #> 342 741 12.11163415 #> 343 742 12.10768293 #> 344 743 12.09139024 #> 345 744 12.06865854 #> 346 745 12.05143902 #> 347 746 12.05710000 #> 348 747 12.04326829 #> 349 748 12.01948780 #> 350 749 12.01843902 #> 351 750 11.97721951 #> 352 751 11.98568293 #> 353 752 11.99672500 #> 354 753 11.99153659 #> 355 754 11.98726829 #> 356 755 11.98925000 #> 357 756 11.98431707 #> 358 757 11.96502439 #> 359 758 11.94856098 #> 360 759 11.95110000 #> 361 760 11.93937500 #> 362 761 11.94153659 #> 363 762 11.93460976 #> 364 763 11.92241463 #> 365 764 11.91292683 #> 366 765 11.91960976 #> 367 766 11.90920000 #> 368 767 11.89360976 #> 369 768 11.90950000 #> 370 769 11.88200000 #> 371 770 11.90139024 #> 372 771 11.87229268 #> 373 772 11.88200000 #> 374 773 11.85577500 #> 375 774 11.86185000 #> 376 775 11.83456098 #> 377 776 11.82870732 #> 378 777 11.79068293 #> 379 778 11.73331707 #> 380 779 11.72260000 #> 381 780 11.74256098 #> 382 781 11.71546341 #> 383 782 11.68336585 #> 384 783 11.65256098 #> 385 784 11.62190000 #> 386 785 11.58375000 #> 387 786 11.56485000 #> 388 787 11.58065854 #> 389 788 11.51037500 #> 390 789 11.47070000 #> 391 790 11.43490244 #> 392 791 11.43137500 #> 393 792 11.42655000 #> 394 793 11.39025000 #> 395 794 11.37720000 #> 396 795 11.36345000 #> 397 796 11.31650000 #> 398 797 11.30500000 #> 399 798 11.27890244 #> 400 799 11.25535000 #> 401 800 11.22875000 #> 402 801 11.20130000 #> 403 802 11.18010000 #> 404 803 11.13355000 #> 405 804 11.09925000 #> 406 805 11.09660000 #> 407 806 11.07865000 #> 408 807 11.05790000 #> 409 808 11.01220000 #> 410 809 10.99755000 #> 411 810 10.96590000 #> 412 811 10.93051282 #> 413 812 10.93085000 #> 414 813 10.87740000 #> 415 814 10.86620000 #> 416 815 10.82860000 #> 417 816 10.78485000 #> 418 817 10.77164103 #> 419 818 10.72770000 #> 420 819 10.75950000 #> 421 820 10.75458974 #> 422 821 10.78300000 #> 423 822 10.77400000 #> 424 823 10.76825000 #> 425 824 10.76885000 #> 426 825 10.76935000 #> 427 826 10.73570000 #> 428 827 10.69222500 #> 429 828 10.62223077 #> 430 829 10.57050000 #> 431 830 10.51075000 #> 432 831 10.49605000 #> 433 832 10.46233333 #> 434 833 10.40587500 #> 435 834 10.39150000 #> 436 835 10.41022500 #> 437 836 10.38950000 #> 438 837 10.33980000 #> 439 838 10.32046154 #> 440 839 10.26615000 #> 441 840 10.17961538 #> 442 841 10.15650000 #> 443 842 10.12680000 #> 444 843 10.05720000 #> 445 844 10.02255000 #> 446 845 10.01656410 #> 447 846 9.96031250 #> 448 847 9.93246500 #> 449 848 9.92007692 #> 450 849 9.92555385 #> 451 850 9.89874615 #> 452 851 9.83922308 #> 453 852 9.78412308 #> 454 853 9.75693846 #> 455 854 9.72865385 #> 456 855 9.70964615 #> 457 856 9.72064615 #> 458 857 9.72046923 #> 459 858 9.69414615 #> 460 859 9.66870000 #> 461 860 9.67673500 #> 462 861 9.67470769 #> 463 862 9.62124359 #> 464 863 9.59161282 #> 465 864 9.53448718 #> 466 865 9.48221795 #> 467 866 9.42532308 #> 468 867 9.42196154 #> 469 868 9.41169231 #> 470 869 9.33900256 #> 471 870 9.34273500 #> 472 871 9.35832564 #> 473 872 9.32860000 #> 474 873 9.32593333 #> 475 874 9.30863846 #> 476 875 9.30343846 #> 477 876 9.31858462 #> 478 877 9.35144359 #> 479 878 9.37162308 #> 480 879 9.33505641 #> 481 880 9.39662308 #> 482 881 9.40768718 #> 483 882 9.43258205 #> 484 883 9.43595385 #> 485 884 9.45801538 #> 486 885 9.39966154 #> 487 886 9.34719231 #> 488 887 9.33137692 #> 489 888 9.20959231 #> 490 889 9.14444615 #> 491 890 9.07412308 #> 492 891 9.07272308 #> 493 892 8.99676154 #> 494 893 8.97930000 #> 495 894 8.99405897 #> 496 895 9.02053684 #> 497 896 9.03753590 #> 498 897 9.01471579 #> 499 898 9.03112821 #> 500 899 8.97823684 #> 501 900 8.95550769
getspec(system.file("testdata", package = "pavo"), ext = 'ttt')
#> 2 files found; importing spectra:
#> wl avantes_export_long avantes_export #> 1 300 13.624678 3.1487 #> 2 301 5.276307 3.1589 #> 3 302 11.023560 3.5700 #> 4 303 10.307208 3.9215 #> 5 304 8.980705 3.4034 #> 6 305 8.278200 3.7878 #> 7 306 9.208788 3.5876 #> 8 307 12.413864 4.0819 #> 9 308 7.878000 3.3291 #> 10 309 8.753368 3.4895 #> 11 310 11.325100 3.5958 #> 12 311 11.308051 3.2791 #> 13 312 11.806000 3.7085 #> 14 313 13.005017 3.1833 #> 15 314 13.445000 3.3174 #> 16 315 11.249267 3.1272 #> 17 316 11.846600 3.4802 #> 18 317 10.768883 3.2053 #> 19 318 11.304133 3.7435 #> 20 319 10.657750 3.5064 #> 21 320 10.128167 3.5004 #> 22 321 8.113640 3.7695 #> 23 322 7.936045 3.0782 #> 24 323 7.105346 3.6174 #> 25 324 7.995267 3.7919 #> 26 325 11.300900 3.8025 #> 27 326 8.664300 3.4200 #> 28 327 8.854781 3.6270 #> 29 328 9.942625 3.6022 #> 30 329 11.164167 3.3715 #> 31 330 9.333339 3.7531 #> 32 331 10.228905 3.5897 #> 33 332 8.529324 3.2939 #> 34 333 7.262425 3.4864 #> 35 334 8.113873 3.6349 #> 36 335 9.275302 3.0949 #> 37 336 10.992119 3.4867 #> 38 337 10.386067 3.5221 #> 39 338 9.720155 3.6964 #> 40 339 7.871376 3.4029 #> 41 340 8.426892 3.8356 #> 42 341 8.799900 3.9707 #> 43 342 8.122002 3.8189 #> 44 343 7.711958 3.8735 #> 45 344 9.007375 3.8944 #> 46 345 7.726317 3.9409 #> 47 346 7.432240 3.7156 #> 48 347 6.736702 3.5390 #> 49 348 7.721527 3.2439 #> 50 349 8.723975 3.5024 #> 51 350 8.626022 3.5816 #> 52 351 10.438700 4.0566 #> 53 352 10.158525 3.8713 #> 54 353 9.061749 3.9149 #> 55 354 8.295241 3.6999 #> 56 355 6.732814 3.5429 #> 57 356 6.407437 4.4038 #> 58 357 6.656164 3.7897 #> 59 358 8.540753 3.8220 #> 60 359 7.981805 4.0388 #> 61 360 8.200731 3.2907 #> 62 361 8.013527 3.6802 #> 63 362 8.018747 3.7239 #> 64 363 6.993866 3.6247 #> 65 364 6.948975 3.7148 #> 66 365 7.489102 3.8681 #> 67 366 7.989460 3.7169 #> 68 367 7.021139 3.6990 #> 69 368 7.589832 3.8144 #> 70 369 7.913195 3.8825 #> 71 370 7.447000 3.8171 #> 72 371 7.222630 3.7668 #> 73 372 7.176832 3.9765 #> 74 373 6.605175 3.7089 #> 75 374 6.285100 4.0894 #> 76 375 6.179647 3.6340 #> 77 376 6.614023 3.6828 #> 78 377 6.453842 4.0658 #> 79 378 6.711854 3.8002 #> 80 379 6.932268 3.9557 #> 81 380 6.968403 3.8227 #> 82 381 6.274686 3.8255 #> 83 382 6.190197 3.7804 #> 84 383 7.218693 3.9949 #> 85 384 6.932875 3.9315 #> 86 385 6.373603 3.9693 #> 87 386 6.005068 4.0217 #> 88 387 6.388133 3.8500 #> 89 388 6.663022 3.9628 #> 90 389 6.418460 4.0558 #> 91 390 6.388644 3.9115 #> 92 391 6.967334 4.0783 #> 93 392 6.819356 3.7879 #> 94 393 6.349461 3.8102 #> 95 394 6.256687 3.9478 #> 96 395 6.273366 4.4452 #> 97 396 6.553588 3.8187 #> 98 397 6.108805 4.0266 #> 99 398 5.898819 4.1396 #> 100 399 5.991895 4.0911 #> 101 400 5.639232 4.0899 #> 102 401 6.342615 3.9514 #> 103 402 6.147300 4.1269 #> 104 403 6.010692 4.2617 #> 105 404 6.333537 4.1683 #> 106 405 6.490569 4.0871 #> 107 406 6.241358 4.1305 #> 108 407 5.788260 4.1424 #> 109 408 6.157814 4.0957 #> 110 409 5.701488 4.2277 #> 111 410 5.940147 4.1021 #> 112 411 6.924328 4.1617 #> 113 412 6.087992 3.8605 #> 114 413 5.849449 4.3850 #> 115 414 5.683373 4.3590 #> 116 415 5.838020 4.3059 #> 117 416 5.885167 4.4339 #> 118 417 5.832951 4.2900 #> 119 418 6.246788 4.3030 #> 120 419 5.946205 4.2505 #> 121 420 5.753285 4.2643 #> 122 421 5.775020 4.3192 #> 123 422 6.060010 4.2917 #> 124 423 5.666710 4.4013 #> 125 424 5.300876 4.4192 #> 126 425 6.260776 4.4296 #> 127 426 5.927868 4.4799 #> 128 427 5.523244 4.3402 #> 129 428 5.680359 4.4549 #> 130 429 5.862654 4.3710 #> 131 430 6.005478 4.4217 #> 132 431 5.852803 4.3626 #> 133 432 5.633202 4.3898 #> 134 433 5.685012 4.4096 #> 135 434 5.652256 4.5058 #> 136 435 5.674714 4.5011 #> 137 436 5.632305 4.5701 #> 138 437 5.785119 4.6274 #> 139 438 5.828331 4.5987 #> 140 439 5.523895 4.5806 #> 141 440 5.687512 4.6629 #> 142 441 5.226607 4.6117 #> 143 442 5.539847 4.6966 #> 144 443 6.160193 4.6784 #> 145 444 5.510503 4.7690 #> 146 445 5.146653 4.8087 #> 147 446 5.039732 4.7808 #> 148 447 5.310500 4.8390 #> 149 448 5.649003 4.7986 #> 150 449 5.478061 4.8194 #> 151 450 5.218336 4.7875 #> 152 451 5.043793 4.7548 #> 153 452 5.435142 4.8210 #> 154 453 5.490605 4.9284 #> 155 454 5.834531 4.9248 #> 156 455 5.419097 5.0411 #> 157 456 6.047166 4.9363 #> 158 457 5.647617 5.0931 #> 159 458 5.406690 5.1138 #> 160 459 5.528110 5.0922 #> 161 460 5.847405 5.0276 #> 162 461 5.387800 5.1436 #> 163 462 5.063932 5.1816 #> 164 463 5.582700 5.1351 #> 165 464 5.462236 5.1034 #> 166 465 5.317108 5.1094 #> 167 466 5.637495 5.2988 #> 168 467 5.655116 5.0824 #> 169 468 5.531605 5.3410 #> 170 469 5.819490 5.3130 #> 171 470 5.806069 5.4010 #> 172 471 5.512176 5.2865 #> 173 472 5.273651 5.4104 #> 174 473 5.208234 5.5426 #> 175 474 5.351749 5.4377 #> 176 475 5.154792 5.5361 #> 177 476 5.388203 5.5596 #> 178 477 5.727675 5.5779 #> 179 478 5.950737 5.5648 #> 180 479 5.577909 5.5523 #> 181 480 5.477063 5.6653 #> 182 481 5.242231 5.6848 #> 183 482 5.374976 5.9212 #> 184 483 5.289807 5.8023 #> 185 484 5.091486 5.8743 #> 186 485 5.020537 5.9438 #> 187 486 5.142619 6.0388 #> 188 487 5.584985 5.9844 #> 189 488 5.175155 5.9544 #> 190 489 5.353825 5.9673 #> 191 490 5.709149 5.9115 #> 192 491 5.660500 6.0270 #> 193 492 5.618659 5.9752 #> 194 493 5.799031 6.2257 #> 195 494 5.698181 6.1121 #> 196 495 5.599755 6.2249 #> 197 496 5.196344 6.2125 #> 198 497 4.968624 6.2169 #> 199 498 5.025175 6.3501 #> 200 499 5.416758 6.2448 #> 201 500 5.636221 6.3877 #> 202 501 5.312793 6.3081 #> 203 502 5.644676 6.3649 #> 204 503 5.838385 6.4647 #> 205 504 5.874092 6.5877 #> 206 505 6.091984 6.5909 #> 207 506 5.812376 6.6324 #> 208 507 5.867271 6.4650 #> 209 508 5.420700 6.8351 #> 210 509 5.978405 6.8298 #> 211 510 5.888144 6.8113 #> 212 511 5.703202 6.9653 #> 213 512 5.575362 7.1235 #> 214 513 5.852566 7.0988 #> 215 514 5.670325 7.1244 #> 216 515 5.457093 7.1753 #> 217 516 5.783445 7.3012 #> 218 517 5.866984 7.3441 #> 219 518 5.780283 7.4322 #> 220 519 5.283485 7.2770 #> 221 520 5.763528 7.4944 #> 222 521 6.105460 7.5469 #> 223 522 5.756359 7.7945 #> 224 523 5.640051 7.7307 #> 225 524 5.741637 7.6106 #> 226 525 5.490468 7.7908 #> 227 526 5.645300 7.7892 #> 228 527 5.974745 7.8941 #> 229 528 6.130259 8.0406 #> 230 529 5.960550 8.0048 #> 231 530 5.735507 8.1355 #> 232 531 6.272810 8.2338 #> 233 532 5.971000 8.3604 #> 234 533 6.086697 8.4753 #> 235 534 6.097878 8.5502 #> 236 535 5.808900 8.5203 #> 237 536 6.324705 8.4856 #> 238 537 6.567258 8.4818 #> 239 538 6.111478 8.6828 #> 240 539 5.758576 8.6916 #> 241 540 5.573954 8.8087 #> 242 541 5.684269 9.1011 #> 243 542 5.885340 9.1397 #> 244 543 6.116086 9.1865 #> 245 544 6.157486 9.2986 #> 246 545 6.122153 9.3508 #> 247 546 6.166800 9.4986 #> 248 547 6.210924 9.7391 #> 249 548 6.387291 9.5321 #> 250 549 6.500802 9.6064 #> 251 550 6.146866 9.9329 #> 252 551 6.357066 9.7998 #> 253 552 6.270483 9.9119 #> 254 553 5.970298 9.8932 #> 255 554 6.027759 10.0706 #> 256 555 6.033157 10.2548 #> 257 556 6.327554 10.3564 #> 258 557 6.321679 10.4235 #> 259 558 6.668947 10.4461 #> 260 559 6.333391 10.6375 #> 261 560 6.617495 10.6926 #> 262 561 6.532407 10.8376 #> 263 562 6.489779 11.0381 #> 264 563 6.497647 11.0502 #> 265 564 6.442026 11.1467 #> 266 565 6.414534 11.2624 #> 267 566 6.404945 11.5495 #> 268 567 6.441373 11.5593 #> 269 568 6.443652 11.7231 #> 270 569 6.328114 11.7203 #> 271 570 6.278824 11.7975 #> 272 571 6.297617 11.8193 #> 273 572 6.390485 12.0314 #> 274 573 6.287605 12.1193 #> 275 574 6.205779 12.2115 #> 276 575 6.307461 12.2054 #> 277 576 6.305672 12.4790 #> 278 577 6.470824 12.5620 #> 279 578 6.539548 12.9507 #> 280 579 6.546455 12.7451 #> 281 580 6.481678 13.0597 #> 282 581 6.461022 13.0981 #> 283 582 6.601142 13.3829 #> 284 583 6.746986 13.5131 #> 285 584 6.800803 13.7167 #> 286 585 6.762490 13.6584 #> 287 586 6.805100 13.7166 #> 288 587 6.916595 13.6748 #> 289 588 6.887326 14.0659 #> 290 589 6.732036 14.3829 #> 291 590 6.811734 14.0865 #> 292 591 7.003436 14.4324 #> 293 592 6.978753 14.5572 #> 294 593 7.154686 14.5314 #> 295 594 7.123072 14.8969 #> 296 595 7.179503 14.7403 #> 297 596 7.316141 15.0934 #> 298 597 7.417503 15.1461 #> 299 598 7.401693 15.5567 #> 300 599 7.136207 15.6261 #> 301 600 7.343524 15.4423 #> 302 601 7.343493 16.0581 #> 303 602 7.251252 15.8785 #> 304 603 7.284148 16.0683 #> 305 604 7.480528 16.1915 #> 306 605 7.345131 16.1177 #> 307 606 7.423879 16.5828 #> 308 607 7.539031 16.4860 #> 309 608 7.581459 16.7972 #> 310 609 7.638531 16.8548 #> 311 610 7.588700 16.8859 #> 312 611 7.405976 16.9373 #> 313 612 7.378745 17.0873 #> 314 613 7.705817 16.9286 #> 315 614 7.885734 17.4187 #> 316 615 7.828431 17.3956 #> 317 616 7.852348 17.4448 #> 318 617 7.592586 17.8061 #> 319 618 7.748890 18.3132 #> 320 619 7.934916 18.1761 #> 321 620 7.915855 18.7688 #> 322 621 7.818072 18.4469 #> 323 622 8.104250 18.6282 #> 324 623 8.393653 18.6229 #> 325 624 8.217905 18.8278 #> 326 625 8.170200 19.2806 #> 327 626 8.427666 18.9704 #> 328 627 8.504376 19.7112 #> 329 628 8.316751 19.5547 #> 330 629 8.486852 19.6146 #> 331 630 8.355669 19.8695 #> 332 631 8.419453 19.9912 #> 333 632 8.862783 20.2501 #> 334 633 8.356841 20.5410 #> 335 634 8.619097 20.5744 #> 336 635 9.404854 20.7168 #> 337 636 8.901421 20.3630 #> 338 637 8.963674 21.2734 #> 339 638 8.817700 21.2380 #> 340 639 9.450852 20.9466 #> 341 640 9.289438 21.4761 #> 342 641 9.612581 21.4783 #> 343 642 9.880403 21.5209 #> 344 643 9.168682 22.0235 #> 345 644 9.469700 22.1964 #> 346 645 9.489038 23.1054 #> 347 646 9.644055 22.3284 #> 348 647 10.028072 23.0962 #> 349 648 9.656000 22.9967 #> 350 649 9.300962 23.5176 #> 351 650 9.571791 23.3030 #> 352 651 9.857688 23.2945 #> 353 652 9.648630 23.2722 #> 354 653 9.565310 23.6809 #> 355 654 9.218283 24.0806 #> 356 655 9.425198 24.1483 #> 357 656 9.491252 25.4356 #> 358 657 9.629784 24.4718 #> 359 658 9.836183 24.7032 #> 360 659 9.876944 24.4642 #> 361 660 10.255621 24.5189 #> 362 661 9.972626 24.9648 #> 363 662 10.129074 24.8506 #> 364 663 10.196828 25.2286 #> 365 664 10.259052 25.3255 #> 366 665 10.262158 25.0471 #> 367 666 10.283897 25.2522 #> 368 667 10.432690 25.7434 #> 369 668 10.332158 25.7718 #> 370 669 10.663842 25.9194 #> 371 670 10.796862 26.5442 #> 372 671 10.802632 27.0133 #> 373 672 10.693947 26.1726 #> 374 673 10.984053 26.5203 #> 375 674 11.174310 26.9380 #> 376 675 11.368397 27.1329 #> 377 676 10.995842 27.3850 #> 378 677 11.231000 27.2834 #> 379 678 11.364379 28.1359 #> 380 679 10.949448 27.7702 #> 381 680 10.774707 28.1869 #> 382 681 10.924158 27.7695 #> 383 682 11.423158 27.8909 #> 384 683 11.373982 28.3245 #> 385 684 11.475561 28.8958 #> 386 685 11.678086 28.9253 #> 387 686 11.400207 28.8044 #> 388 687 11.298684 29.1316 #> 389 688 11.363158 29.2402 #> 390 689 11.730586 29.2427 #> 391 690 11.847241 29.8739 #> 392 691 11.832810 29.4639 #> 393 692 11.578474 30.0884 #> 394 693 11.790259 30.4943 #> 395 694 11.940276 29.8330 #> 396 695 11.883207 30.1405 #> 397 696 11.932702 30.8067 #> 398 697 12.541672 30.8716 #> 399 698 12.686379 31.1003 #> 400 699 12.109579 30.8467 #> 401 700 12.489719 31.4912