/* This example comes from the paper Slaets, J. et al. (2014): A turbidity-based method to continuouslsy monitor sediment, carbon and nitrogen flows in mountainous watersheds. Journal of Hydrology, 513 (45-57). Example: performing five-fold cross validation to assess model performance. Model uses turbidity to predict suspended sediment concentration (SSC) in river and channel water samples of four different locations in the same watershed. The response variable is a transformation of suspended sediment concentration (yS=SSC**0.3). The quantitative predictor variable is turbidity (NTU). Serial correlation is accounted for by fitting a repeated effect with a spatial power structure for time. The corresponding code with proc mixed would be; proc mixed data=cv_example; class location ID; model yS= location NTU*location /ddfm=KR; repeated ID / subject=location type=sp(pow)(time); run; */ data cv_example; input ID time location NTU SSC yS; datalines; 21 623580 2 57.4 232.5 5.127750518 22 631260 2 61.95 165 4.6264213477 23 631740 2 58 160 4.583909078 24 632580 2 46.7 109.5 4.0909506049 25 633180 2 59.65 109.5 4.0909506049 26 633360 2 114.55 556 6.6607393258 27 633660 2 647.5 592 6.7872916623 29 634500 2 1842.2 750 7.2864900974 30 635220 2 1119.75 972 7.8758943092 31 635820 2 576.8 450 6.2512051854 34 637980 2 91.1 219.5 5.0399979219 35 638580 2 87.45 172.5 4.6885303303 82 2672580 2 976.65 1140.5 8.2628256096 83 2673540 6 454.4 229.5 5.1078108577 84 2674380 2 1604.45 1050.5 8.0615549205 85 2674620 6 450.95 187.5 4.8072906627 86 2676180 2 1959.85 1045.5 8.0500246671 87 2676420 6 471.3 256 5.2780316431 88 2676780 2 2289.25 2265.5 10.151944152 89 2677680 2 2014.05 1354 8.6993258664 90 2678880 2 1488.45 1135.5 8.2519415204 91 2679480 2 1219.4 864 7.6024596314 92 2680020 6 462.3 281.5 5.4305462873 93 2680080 2 1095.8 912.5 7.7280489086 94 2680680 2 959.8 760.5 7.3169445784 96 2682300 6 806.25 338.5 5.7394146496 101 2686980 6 534.8 437 6.1964711368 105 2690580 6 490.65 287.5 5.4650149547 107 2694660 6 479.5 265.5 5.3360434544 108 2695680 2 705 521.5 6.5339573276 109 2698140 6 487.25 192 4.8416163017 110 2699280 2 703.75 450 6.2512051854 111 2702880 2 853.55 640 6.9479069289 112 2704680 2 542.15 525 6.5470821609 113 2704980 6 540.5 181 4.7566760209 114 2708280 2 510.6 589 6.7769547904 115 2787540 6 491.4 157 4.5579535578 120 2868300 2 3574.7 9143.5 15.428856535 121 2868660 2 3570.75 9149.5 15.43189318 122 2869260 2 3567.95 5134.5 12.976257273 123 2869860 2 3310.45 2651.5 10.64259387 124 2869860 6 847.1 250 5.2406119473 125 2870460 2 2859.3 3404.5 11.471388853 128 2871900 6 967.25 310.5 5.5926608204 130 2872560 6 1522 479 6.3694312458 131 2873520 6 1847.8 587.5 6.7717725292 133 2873820 6 1784.55 507 6.4789165744 134 2875500 2 965.95 1568 9.0908358829 135 2875620 6 1203.7 310 5.5899575278 136 2877420 6 1161.95 278 5.4102014789 138 2881260 2 341.65 1345.5 8.6829062239 148 3045780 2 3563.15 17307 18.683857147 150 3046080 2 3563.25 18722.5 19.129743717 151 3046380 2 3557.95 9862 15.782997926 154 3046980 2 3548.55 12485.5 16.940326704 155 3047280 2 3549.55 6798 14.116087707 156 3048180 2 3549.2 8606 15.150968753 158 3048480 2 3547.2 12011.5 16.744769502 160 3049680 2 3556.9 6163.5 13.707183289 163 3051480 2 3505.95 5580.5 13.30460342 165 3053280 2 3326.8 10430 16.050379022 186 5084940 1 70.3 469 6.3292442075 187 5085720 1 130.9 943 7.8046513649 188 5087340 1 132.55 902 7.7012631127 189 5089680 1 98.05 955 7.8343146738 190 5091480 1 178.9 920 7.7470498084 191 5094240 1 209.55 2558 10.528588743 192 5097180 1 196.95 2021 9.8100200285 193 5099580 1 143.6 1519 9.0046602671 194 5102280 1 115.3 261 5.3087485112 195 5105280 1 124.95 130 4.3070806668 196 5210220 2 754.95 876 7.6339837622 197 5210880 2 138.25 737 7.2483681999 198 5211120 2 1198.35 10070 15.882133461 199 5211300 1 55.5 427 6.153587247 200 5211300 2 3542.05 17326 18.690008247 201 5211480 2 3547.05 18254 18.984860655 202 5211660 2 3552.4 12647 17.00576822 203 5211960 2 3544.55 10391 16.032350669 204 5212260 2 3553.85 8708 15.204618444 205 5212560 2 3553.5 12734 17.040779372 206 5213160 2 3478.9 4686.5 12.625674434 207 5213580 1 66.55 229 5.1044698705 208 5213760 2 3320.05 3536 11.602556098 209 5214060 1 101.1 470 6.3332897469 210 5214360 1 196.55 485 6.3932622814 211 5214660 1 277.15 1005 7.9551764785 212 5214660 2 2777.15 2087 9.9050514266 213 5215440 2 1177.35 1378 8.7453010693 214 5215560 1 323.65 886 7.660023757 215 5215860 1 493.85 1484 8.9419074446 217 5216460 1 699.9 1565 9.0856144306 218 5216580 2 470.5 1131 8.242117119 220 5217060 1 1060.4 2228 10.101236886 222 5218260 1 1895.75 2048 9.8491553068 223 5219220 1 1942.6 715 7.1827675598 224 8398380 2 50.1 16430 18.394638997 225 8398500 1 29.1 149.5 4.4915098641 226 8398620 2 403.5 3310.5 11.375436689 227 8398800 2 1853.9 9415.625 15.565201456 228 8398980 2 3038.6 1402 8.7907191268 229 8399160 1 94.25 935 7.7847287247 230 8399220 2 2441.1 10989.697 16.304058148 231 8399460 1 106.25 958 7.8416896944 232 8399460 2 2371.25 10432.059 16.051329515 233 8399760 2 2220.7 196.5 4.8753833117 234 8400180 2 1373 5533.03 13.270549537 235 8400780 2 318.1 952 7.826923418 236 8400960 1 64.8 62 3.4491930858 237 8401200 2 151.9 705 7.1524813671 238 8401740 2 98.8 396 6.0160100872 239 8402460 1 45.25 135.5 4.3609568404 240 8403360 1 33.45 105 4.0397713953 241 8410080 1 42.75 217.5 5.0261769989 242 8410680 1 55.25 396 6.0160100872 243 8411580 1 64.2 427 6.153587247 244 8412180 1 66.25 396.5 6.0182878726 245 8917380 2 42.2 84.5 3.7849226862 246 8917680 1 108.85 580.5 6.7474654153 247 8918520 1 80.1 10 1.995262315 248 8919360 2 43.65 407.5 6.0678981696 249 8919540 2 1167.6 3146.5 11.203360757 250 8919780 2 2279.1 5044.348 12.907481523 251 8920020 1 62.7 376.5 5.925561285 252 8920080 2 2572.65 15602.424 18.111633557 253 8920380 2 2239.15 18329.714 19.00845008 254 8920740 1 54.25 369 5.8898998446 255 8920980 2 2401.45 8719.5 15.21063954 256 8921280 2 2308.05 15534.203 18.087839382 257 8921880 1 38.6 379 5.9373378619 258 8921880 2 2061.1 14022.857 17.540862798 259 8922180 2 1963.85 9877 15.790195829 260 8922720 1 34.15 32.5 2.8416135061 261 8922780 2 1886.9 4212 12.227748814 262 8923380 2 1305.8 9268.732 15.491950387 263 8923800 1 32.25 30.5 2.787981912 264 8923980 2 807.1 6325 13.813958881 265 8924580 2 520.15 4776.364 12.697821711 266 8925060 1 53.3 98 3.9570161493 267 8925720 1 51.75 557 6.6643309899 268 8925780 2 235.3 3963.824 12.006994422 269 8926500 1 278.35 1251.5 8.4962886035 270 8926980 1 423.25 3428.5 11.495589476 271 8927280 2 163.05 697 7.1280351629 272 8927520 1 455.6 1425.5 8.8346666329 273 8928180 1 396.65 918.5 7.7432583262 274 8928780 1 317.55 1953 9.7098086854 275 8929320 1 225.55 1178.5 8.3444722755 276 8929680 1 175.3 415 6.1011883036 277 8930280 1 137.1 1006.5 7.9587366387 278 8930880 1 105.15 657 7.0027659417 279 9527640 2 25.35 1526.5 9.0179753237 280 9528120 2 52.15 1637.647 9.2101369544 281 9528240 2 534.65 5439.394 13.202772969 282 9528480 2 3261.75 10861 16.246542243 283 9528720 2 3315.55 30954.333 22.24418176 284 9528900 2 3313 20652.113 19.701048847 285 9529200 2 3207.35 14393.243 17.67858892 286 9529500 2 2706.5 13768.136 17.444661398 287 9529800 2 2477.15 9926.364 15.813829754 288 9530280 2 965.5 3941.667 11.986819879 289 9530880 2 861.65 4188.485 12.207228932 290 9531180 2 552.35 3624.857 11.689266592 291 9531780 2 363.15 1400 8.7869551703 292 9532380 2 175 822 7.4896503824 293 9532980 2 120.1 211.5 4.9841730378 294 10722000 2 242.4 100.5 3.9870328923 295 10722720 2 251.55 187.5 4.8072906627 296 10723080 2 789.55 1172 8.3306383929 297 10723320 2 671.85 1093 8.1580440987 298 10723560 2 827.65 1168.5 8.3231671228 299 10723920 2 503.6 659.5 7.0107493432 300 10724640 2 279.65 169.5 4.6639180496 301 10725660 2 186.2 38.5 2.9897730227 302 10727880 2 177.5 22.5 2.5448064417 303 10817280 1 35.6 50 3.2336350329 304 10817580 1 35.7 57.5 3.3720992873 305 10817880 1 37.5 24 2.594557934 306 10818180 1 41.75 183.5 4.7762914603 307 10818480 1 43.25 147.5 4.4733986886 308 10818780 1 51.05 205.5 4.9413264642 309 10819080 1 55.45 568.5 6.7053143192 310 10819380 1 42.45 113.5 4.1352213219 311 10819980 1 41.6 41.5 3.0578376877 312 10820280 1 45.4 160 4.583909078 313 10820580 1 65.1 688 7.1002972643 314 10820880 1 65.05 236.5 5.154058499 315 10821180 1 65.8 108 4.0740572415 316 10821480 1 65.05 265 5.3330267513 317 10822080 1 81.35 395.5 6.0137302877 318 10822680 1 78.45 396.5 6.0182878726 319 10823280 1 70.95 663 7.0218905932 320 10824480 1 142.05 765 7.3299064276 321 10825080 1 168.45 1043.5 8.0454017573 322 10826280 1 196 1230 8.4522344174 323 10827480 1 128.8 1126.5 8.2322653169 324 12432240 2 1109.85 738 7.2513172889 325 12432540 2 1391.7 1919 9.658784854 326 12432780 2 1453.8 751.5 7.2908589346 327 12433080 2 1405.1 121 4.2153691331 328 12433380 2 1176.9 298.5 5.5269215558 329 12433680 2 1261.2 278.5 5.4131188166 330 12433980 2 1147.1 202 4.9159268383 331 12434460 2 1103.9 79 3.7092672699 332 12434760 2 1086.95 59 3.3982521747 333 12435000 2 1023.5 277 5.4043557665 334 12435180 1 35.8 436.5 6.1943433493 335 12435960 1 31.15 847.5 7.5586095535 336 12436740 1 35.3 414.5 6.0989821242 337 12437280 1 39.4 636 6.9348510048 338 12438060 1 43.75 859 7.5892340952 339 12439080 1 52.45 905 7.7089383717 340 12440040 1 41.8 418 6.1143864555 341 12440880 1 55.65 249.5 5.2374653766 342 12441780 1 53.05 506 6.4750802465 343 12442380 1 59.7 266 5.3390561832 344 12442980 1 39.55 183.5 4.7762914603 345 12453480 5 11.4 204.5 4.934100529 346 12453780 5 15.45 1841 9.5392918617 347 12454080 5 15.4 2258 10.141849961 348 12454380 5 15.4 1310 8.6135343245 349 12454680 5 15.4 241.5 5.1865090558 350 12454980 5 15.4 338.5 5.7394146496 351 12455280 5 15.4 977.5 7.8892374897 352 12459180 5 15.4 514.5 6.5075215314 353 12459480 5 15.4 578.5 6.7404828646 354 12459780 5 15.4 356.5 5.8293195131 355 12460080 5 15.4 346 5.7772721939 356 12460380 5 15.4 606 6.835051438 357 13222080 2 388.8 502.5 6.4616111581 358 13222320 2 387.85 1080.5 8.1299417018 359 13222560 2 386.15 2600 10.580154372 360 13222800 2 368.4 1535.5 9.0338930808 361 13223040 2 351.7 1234.5 8.4614994057 362 13223400 2 331.55 192 4.8416163017 363 13223700 2 326.05 105 4.0397713953 364 13224060 2 332.4 115.5 4.1569480325 365 13224540 2 353.35 134.5 4.3512765408 366 13225320 2 356.85 53.5 3.2999406919 367 13225980 2 357.85 121 4.2153691331 369 13478100 1 38.35 131 4.3169934398 370 13479000 1 41.05 55.5 3.3364751527 371 13479960 1 35.55 67 3.5303880208 372 13480260 1 40.3 95.5 3.9264584987 373 13480920 1 41.7 23.5 2.5782222895 374 13481820 1 42.95 33 2.8546586347 375 13482660 1 44.8 491 6.4168878291 376 13483320 1 39.85 1439.5 8.8606075368 377 13484220 1 51.7 2003 9.7837260745 378 13485120 1 61.35 37.5 2.9662611268 379 13486020 1 64.25 339 5.741956651 380 13486920 1 43.2 1241.5 8.4758647333 382 13488720 1 43.8 414 6.0967740812 383 13489620 1 47.95 22 2.5277074255 384 13490520 1 35.6 13 2.1586538444 385 13491420 1 36.15 69 3.5616786028 386 13492320 1 39.5 26.5 2.6728449244 387 13578240 2 961.8 5912.286 13.537130959 388 13578480 2 816.45 5017.778 12.887047608 389 13578660 2 743.95 3916.875 11.964151771 390 13578840 2 653.75 2924.242 10.959834425 391 13579020 2 625.6 2708.286 10.710465766 392 13579260 2 569 3148 11.20496275 393 13579440 2 539.15 1483 8.9400993548 394 13579680 2 453.85 995 7.9313465133 395 13579920 2 425.55 554 6.6535424097 396 13580160 2 407.65 583 6.7561699626 397 13580460 2 411.7 633 6.9250212914 398 13581120 2 409.85 661 7.0155292203 399 13582080 2 412.1 423 6.1362367907 400 14794260 2 86.55 387 5.9746612874 401 14795280 2 81.7 411 6.0834864709 402 14795460 2 205.8 833 7.5195785511 403 14795640 2 432.8 4315 12.316696502 404 14795820 2 339.15 1379 8.7472044976 405 14796000 2 262.1 1892 9.6178132398 406 14796240 2 286.5 1825 9.5143442398 407 14796480 2 238.2 745 7.2718829846 408 14796720 2 198.4 664 7.0250662434 409 14797080 2 130.55 319 5.6381575175 410 14797380 2 132.45 98 3.9570161493 411 14797740 2 97.55 143 4.4320108125 414 28158840 2 12.75 161.538 4.5970836933 415 28170720 2 13.25 175 4.708812684 416 28172340 2 19.7 166.111 4.6357447785 417 28176240 2 14.35 158.261 4.5689054596 418 28183080 2 37.45 167.5 4.647339965 419 28185840 2 26.7 140.87 4.4121021054 420 28188540 2 67.15 189.412 4.8219449391 421 28189020 2 64.8 217.313 5.0248802016 422 28189980 2 167.7 331.884 5.7055287055 423 28190940 2 179.6 450 6.2512051854 424 28191840 2 188.35 432.424 6.1769336582 425 28192860 2 1033.75 1684.074 9.2877036864 426 28193580 2 627.35 1081.818 8.1329155172 441 28335480 1 10.7 98.667 3.9650765574 442 28336680 1 10.8 103.5 4.0223708152 443 28337760 1 9.5 128.605 4.2931627857 444 28338840 1 10.25 127.143 4.2784625646 445 28339800 1 10.75 121.928 4.2250420439 446 28340880 1 11 130.123 4.3083028105 447 28342080 1 11 125.116 4.2578842931 448 30140400 1 114.55 177.561 4.7293806993 449 30140880 1 125.75 131.084 4.3178236981 450 30141480 1 103.9 126.512 4.2720813736 451 30142080 1 89.6 25.195 2.6326571745 452 30142620 1 72.52 95.952 3.9320244478 453 30143280 1 64.73 81.975 3.7506317663 454 30144300 1 746.13 169 4.65978642 455 30145380 1 67.78 63.5 3.474018426 456 30615780 5 53.95 3.965 1.5117255648 457 30618060 5 49.1 3.486 1.4544480537 458 30617100 5 48.85 15.952 2.2953268782 459 30626520 5 48.5 13.107 2.163968775 460 30615540 6 133.4 5.581 1.674995354 461 30618360 6 143.7 20.047 2.4581864312 462 30619260 6 126.25 29.024 2.7468008911 463 30626520 6 141.35 3.467 1.4520653177 464 31091820 2 23.3 413 6.0923523889 465 31098900 2 17.28 443 6.2218726528 466 31099200 2 57.33 607 6.8384331744 467 31099380 2 957.28 3230 11.291737063 468 31099560 2 1177.43 2233 10.108032204 469 31099800 2 1329.33 1854 9.559450285 470 31100040 2 1117.6 3289 11.353222835 471 31100280 2 973.15 2838 10.861847908 472 31100640 2 626.75 1441 8.8633764289 473 31101180 2 504.55 1312 8.6174773484 474 31101900 2 281.3 864 7.6024596314 475 31102620 2 253.9 982 7.9001156018 476 31103220 2 217.33 632 6.9217374745 477 31103820 2 132.73 508 6.4827476093 478 32049180 2 21.1 609 6.8451849652 479 32049960 2 21.05 544 6.6172824131 480 32050560 2 17.3 496 6.4364218865 481 32051160 2 15.13 452 6.2595271928 482 32051940 2 14.5 499 6.4480762385 483 32052900 2 14.98 410 6.0790421832 484 32054040 2 17.05 292 5.4905374158 485 32054940 2 15 370 5.8946838461 486 32056020 2 15.93 505 6.4712386077 487 32057880 2 22.15 410 6.0790421832 492 32396520 2 96.95 16938 18.56344769 494 32397360 2 44.5 3746 11.805117984 497 32399580 2 39.48 3628 11.692306289 498 32397480 5 15.45 268.8 5.3558546121 499 32398380 5 18.75 331 5.700965307 500 32399280 5 15.4 401 6.0386980145 501 32397780 6 76.15 459 6.2884528019 502 32398680 6 92.3 110 4.0965457137 503 32399580 6 80.15 229 5.1044698705 504 32495520 2 61.48 18.81 2.4116631012 505 32502420 2 66.18 51.86 3.2692622049 506 32502660 2 114.1 533.165 6.5774641494 507 32502900 2 1389.35 10977.349 16.298560224 508 32503080 2 1405.75 10053.286 15.874220601 509 32503260 2 1314.6 12284.348 16.857983844 510 32503500 2 1243.63 6274.762 13.780950645 511 32503800 2 1000.58 3246.585 11.309099714 512 32504280 2 448.48 2225 10.09715457 513 32504760 2 366.5 2134.422 9.9720417154 514 32505120 2 667.9 3893.08 11.942300596 515 32505600 2 731.17 2584.396 10.56106506 516 32506080 2 371.25 1052.895 8.0670643077 517 32506680 2 181.95 619.518 6.8804394737 518 32507880 2 156.68 512.683 6.5006184344 519 32503080 5 11.45 362 5.8561551093 520 32504100 5 15 89 3.8442976133 521 32504940 5 15.4 118 4.18373918 522 32503380 6 75.8 250 5.2406119473 523 32504100 6 76.55 300 5.5352389856 524 32504940 6 79.05 295 5.5073998041 525 33099480 1 33.1 181 4.7566760209 526 33100680 1 31.5 208.542 4.9631575347 527 33103080 1 27.55 188.163 4.812383938 528 33104580 1 33.45 174.526 4.7049828045 529 33106080 1 31 192.553 4.8457955504 530 33107880 1 29.55 188.817 4.8173957808 531 33109380 1 28.3 194.227 4.8583956655 532 33111480 1 31.05 192.917 4.8485418651 533 33112080 1 31.35 192.903 4.8484363047 534 33100500 2 886.63 411.667 6.0864466044 535 33100680 2 841.58 850 7.5652916939 536 33100860 2 928.6 1467.619 8.9121809905 537 33100980 2 995.83 4072.791 12.105079257 538 33101160 2 1153.38 3321 11.386248626 539 33101340 2 1246.68 6340 13.823778848 540 33101460 2 1298.8 5564 13.292789773 541 33101760 2 1031.73 3104 11.157747106 542 33102000 2 947.73 1215.909 8.4230682933 543 33102240 2 1079.5 1156.19 8.296764493 544 33102480 2 913.98 720 7.1977995669 545 33102900 2 900.73 2571 10.54461246 546 33103620 2 1677.83 567.711 6.7025211451 547 33106260 2 1548.95 244.578 5.2062523741 548 33360480 1 32.95 168 4.6514974212 549 33361380 1 30.4 185.895 4.7949083738 550 33362280 1 31.15 166.596 4.6398011789 551 33364080 1 29.6 195.435 4.867441078 552 33364680 1 30.65 334.681 5.7199116062 553 33365880 1 29.8 461.277 6.2977952956 554 33367080 1 31.1 1147 8.2769251037 555 33367680 1 31.25 1463 8.9037569805 556 33368880 1 35.3 1378 8.7453010693 557 33370380 1 35.3 5662 13.362599729 559 33371280 1 42.9 1571 9.0960503468 575 33368700 5 98.6 155.435 4.5442754198 576 33369360 5 126.25 167.209 4.6449163249 577 33369960 5 149.4 225.679 5.082148426 578 33372960 5 426.55 3041 11.089320259 579 33373680 5 444.05 2549 10.517461978 580 33376680 5 320.45 1603 9.1512423478 581 33377580 5 208.8 1577 9.1064584001 582 33378180 5 190.45 969 7.868593923 583 33369000 6 1611 1421.667 8.8275333053 584 33369660 6 1630.9 1455.802 8.8905922682 585 33370320 6 1253.7 1244.091 8.481167579 586 33373320 6 361.75 383.855 5.9600535333 587 33373920 6 255.45 271.19 5.3700966402 588 33376980 6 144.6 200.93 4.9081003684 589 33377880 6 365.3 208.182 4.9605856538 590 33378780 6 1066.1 814.524 7.4691497302 591 33456780 1 39.55 150 4.4960111305 592 33457680 1 99.95 307.983 5.5790213516 593 33458580 1 43.45 267.255 5.3466007099 594 33459480 1 48.9 353.801 5.8160444473 595 33460380 1 45.3 188.4 4.8142015629 596 33461280 1 58.9 201 4.9086132712 597 33462180 1 54.15 175.876 4.7158716214 598 33463080 1 62.7 190.204 4.8279847961 599 33463980 1 83.95 180.808 4.7551617319 600 33465180 1 77.45 179.565 4.7453309551 601 33464880 1 82.05 185.778 4.7940028176 613 35010180 1 27.6 303.908 5.5567727951 614 35011080 1 27.65 509.67 6.4891336852 615 35011980 1 29.4 466.435 6.318839719 616 35012880 1 30.55 285.714 5.4548078448 617 35014680 1 35.6 177.053 4.7253174167 618 35015880 1 31.3 68.588 3.5552851738 619 35017080 1 30 225.098 5.0782197582 620 35018280 1 31.4 435.714 6.1909950157 621 35019480 1 31.45 122.222 4.2280957694 622 35020680 1 32 482.653 6.3839650831 623 35021880 1 35 718.6 7.1935979899 624 35023680 1 34.55 209.901 4.9728384675 637 35010120 5 52.15 244.773 5.2074972972 638 35010960 5 48.35 229.263 5.1062278656 639 35011860 5 53.45 200.839 4.9074334079 640 35013780 5 49.7 210.68 4.9783679597 641 35010480 6 42.4 146.17 4.46125938 642 35011200 6 33.5 202.087 4.9165619192 643 35012160 6 34.15 219.574 5.0405076018 644 35014140 6 36.55 208.277 4.9612646468 645 35274480 1 27.4 100.381 3.9856160156 646 35275380 1 103.95 89.375 3.8491498291 647 35276280 1 111.15 107.292 4.0660264765 648 35277480 1 106.85 155.116 4.5414755363 649 35278680 1 27.7 203.958 4.9301737315 650 35279580 1 28.1 166.667 4.6403943086 651 35280480 1 27.65 233.065 5.1314856384 652 35281080 1 27.65 174.2 4.7023445244 653 35281980 1 29.25 256.531 5.2813135992 654 35282880 1 29.9 139.785 4.4018797182 655 35284080 1 28.55 176.327 4.7194962524 656 36300780 1 41.25 173.125 4.6936201096 657 36301680 1 42 181.8 4.762973483 658 36302580 1 44.1 212.727 4.9928300638 659 36303180 1 44.35 249.011 5.2343837581 660 36304380 1 35.75 233.626 5.1351880495 661 36305280 1 36.75 268.571 5.3544853525 662 36306180 1 39.95 263.043 5.3211809142 663 36306780 1 39.5 425.417 6.1467344638 664 36307380 1 46.2 498.843 6.4474675454 665 36308280 1 53.05 236.161 5.1518410321 666 36309180 1 54.45 285.902 5.4558843771 667 36310380 1 54.05 205.495 4.9412903958 668 36298080 2 10.38 149.412 4.490716551 669 36298980 2 47.28 351.111 5.8027429248 670 36299100 2 89.9 6018.286 13.609489871 671 36299520 2 3370.7 15373.235 18.031405486 672 36299700 2 3351.43 10063.889 15.879241415 673 36299940 2 3119.58 12927.222 17.117942456 674 36300180 2 3294.4 8398.31 15.040337106 675 36300480 2 3123.08 7795.677 14.708085675 676 36300720 2 2819.5 5399.375 13.173556772 677 36301020 2 2039.68 6853.651 14.150656724 678 36301320 2 1577.5 2226.861 10.09968742 679 36301680 2 1078.48 2323.6 10.229358761 680 36301980 2 706.35 2072.093 9.8837732423 681 36302640 2 390.9 539.929 6.6023872939 682 36580680 1 912 1052.45 8.0660413069 683 36581580 1 788.2 6665 14.032661402 684 36582780 1 611.75 10101.5 15.897021458 685 36583980 1 478.3 8057.5 14.854570328 686 36585180 1 453.45 8550.5 15.121589818 687 36586080 1 455.9 4446.5 12.428121461 688 36586980 1 481.45 4569.5 12.530275058 689 36587880 1 505.65 5683 13.37744878 690 36590580 1 495.9 4263.5 12.272410687 691 36593280 1 498.55 3061 11.1111497 692 36575580 2 2927 34467.5 22.973276268 693 36575820 2 2951.23 25383.5 20.958753572 694 36576120 2 2971.35 20503 19.658266734 695 36576540 2 3120.25 26489 21.22851764 696 36577020 2 2974.15 21999.5 20.078156874 697 36577140 2 2918.5 14361.5 17.66688332 698 36578100 2 2873.3 15759.5 18.166143076 699 36578580 2 2832.18 14898.5 17.862521461 700 36579120 2 2628.03 10897.5 16.262902687 701 36666960 2 1151.93 9897.5 15.800020598 702 36585600 2 985.18 3971 12.013511436 703 36587520 2 853.03 2917 10.95168462 704 36589080 2 500.08 3108.5 11.162597403 714 36575280 5 53.1 22075 20.098803936 715 36575760 5 1023.8 6538.5 13.952223944 716 36576180 5 829.15 4150 12.173471099 717 36576540 5 1265.7 2822 10.843440552 718 36577020 5 908.1 2605.5 10.586863735 720 36578520 5 1590.45 2928.5 10.964619585 721 36579240 5 1698.3 2488.5 10.441942407 722 36575580 6 1253.35 435.28 6.189144378 723 36576000 6 987.25 311.679 5.5990231421 724 36576360 6 506.25 292.22 5.4917781006 725 36576660 6 403 406.829 6.0648989733 726 36578460 6 1015.3 1714.737 9.3381158103 727 36578340 6 797.1 1785.909 9.452741852 728 36579480 6 436.25 1705 9.3221763643 729 36579780 6 998.35 3865.275 11.916648225 730 36914280 5 38.4 594.5 6.7958777481 731 36915180 5 40.1 307.5 5.5763950887 732 36916080 5 39.05 1295.5 8.5848206239 733 36913680 6 87.2 357.5 5.8342201629 734 36914580 6 105.8 337.5 5.7343227509 735 36915480 6 106.95 496.5 6.4383676986 736 36974880 1 66.35 57.429 3.3708496042 737 36976680 1 58.3 51.944 3.2708499169 738 36978480 1 72.1 43.611 3.1036934061 739 36980280 1 75.6 154.062 4.5321957525 740 36982080 1 76 197.613 4.8836513707 741 36985080 1 69 188.859 4.8177172268 742 36986880 1 82.2 203.409 4.9261887651 743 36988080 1 92.6 216.279 5.0176955387 744 36989280 1 85.15 160.497 4.5881760724 745 36991080 1 85.25 122.632 4.2323457927 746 36992880 1 76 145.946 4.4592072655 747 36994680 1 77.65 3154.755 11.212170445 748 36996480 1 73.55 145.143 4.4518326328 749 36998280 1 101.7 128.358 4.2906874741 750 37000080 1 73.4 141.127 4.4145153665 769 36973380 6 49 225 5.077556392 770 36974280 6 50.75 338.5 5.7394146496 771 36976080 6 54.7 313 5.6061317673 777 37492380 1 38.1 412.5 6.0901387318 778 37493580 1 54.35 293.5 5.4989836914 779 37494780 1 42.75 427.5 6.1557480434 780 37495980 1 35.3 555.5 6.6589417979 781 37497180 1 38.55 372 5.9042247636 782 37498380 1 35.25 435.5 6.1900826506 783 37499580 1 42.75 337.5 5.7343227509 784 37500780 1 46.55 499 6.4480762385 785 37501980 1 54.25 482.5 6.3833579046 786 37504080 1 113.05 812.5 7.4635768832 787 37505580 1 306.65 815 7.4704589323 788 37507680 1 251.75 750 7.2864900974 789 37508880 1 176.95 1795 9.4671516922 790 37511280 1 111.2 1796.5 9.469524379 818 37493280 5 578.6 1788.828 9.4573742465 819 37493880 5 317.45 1779.888 9.4431698783 820 37494480 5 323.8 1385.758 8.7600426039 821 37495080 5 280.15 868.649 7.6147087546 822 37496880 5 193.75 533.149 6.5774049329 823 37497720 5 107.1 544.722 6.619915939 824 37498380 5 98.35 539.142 6.5994987298 825 37492680 6 236.5 38.333 2.9858765138 826 37493280 6 400.25 99.688 3.9773413461 827 37493880 6 87.1 42.566 3.0811926429 828 37494480 6 52.4 56.875 3.3610612193 829 37496280 6 32.45 91.29 3.8737087279 830 37496880 6 30.6 48.485 3.2039241056 831 37497780 6 29.8 63 3.4657893659 832 38560980 1 161.65 829.5 7.5100861185 833 38562480 1 178.5 1029.5 8.0128664656 834 38563980 1 349.9 1767 9.4226045483 835 38565180 1 735.75 3533 11.599602082 836 38566380 1 719.8 6267.5 13.776163954 837 38567580 1 538.4 7913 14.77414475 838 38568780 1 515.8 4129 12.154958065 839 38569980 1 440.55 2873.5 10.902431343 840 38571180 1 426.7 3116 11.170670321 841 38573580 1 321 2123 9.9560025289 842 38563380 2 2302.88 15267.5 17.994110313 843 38563800 2 2182.55 13905.5 17.496693449 844 38564160 2 1939.88 8790 15.247430502 845 38564400 2 1757.23 7287.5 14.413636666 846 38564700 2 1506.9 4995.5 12.86985604 847 38564940 2 1060.2 3150.5 11.207631552 848 38565180 2 693.78 4030 12.066783307 849 38565480 2 723.08 5222 13.042206141 850 38565900 2 653.48 3481 11.548117843 851 38566380 2 547.43 4094 12.123955998 852 38566860 2 585.45 3730.5 11.790442735 853 38567280 2 549.38 2460 10.405921183 854 38568360 2 318.28 1472 8.9201538106 855 38570760 2 242.63 1637.5 9.2098889279 893 38980020 2 286.8 168.5 4.655646225 894 38980140 2 230 4062.5 12.095895111 895 38980260 2 272.7 12408.5 16.908916734 896 38980500 2 1233.5 9005.5 15.358625442 897 38980740 2 1439.13 13757 17.4404273 898 38980980 2 1287.28 8185 14.924699826 899 38981280 2 1046.15 5596 13.315678836 900 38981580 2 693.03 2635 10.622682127 901 38981880 2 482.98 2646.5 10.63656919 902 38982180 2 490.35 1648.5 9.228405842 903 38982480 2 357.38 1080 8.1288128829 904 38982780 2 323.55 1038.5 8.0338172853 905 38983080 2 274.85 607.5 6.8401225803 921 38981280 5 42.4 57.692 3.3754733108 922 38982660 5 27.35 70.27 3.5812198749 923 38983800 5 28.95 25.479 2.6415249291 924 38980980 6 28.5 56.061 3.3465571973 925 38982300 6 26.6 20.385 2.4705475368 926 38983620 6 28.3 67.027 3.5308147687 927 39040380 1 75.65 833.333 7.5204802327 928 39041580 1 156.05 1241.667 8.4762067557 929 39043380 1 91.55 1275 8.5438389903 930 39045180 1 123.7 1025 8.0023429494 931 39046080 1 130.2 2875 10.90413839 932 39048180 1 316.7 5616.667 13.33041294 933 39050580 1 199.8 4120.833 12.147740457 934 39053280 1 184.25 2333.333 10.242194456 935 39055980 1 151.2 1954.167 9.7115489277 936 39058080 1 125.65 2037.5 9.8339791966 937 39060180 1 141.05 1650 9.2309241682 938 39061980 1 115.7 1900 9.6299954136 939 39067980 1 117.1 2737.5 10.74499551 940 39070080 1 107.05 2550 10.518699641 941 39072780 1 150.7 2241.667 10.11978602 942 39041460 2 1021.35 2333.333 10.242194456 943 39041640 2 980.53 3287.5 11.351669243 944 39041880 2 846.9 3708.333 11.769380882 945 39042180 2 875.75 2233.333 10.108484394 946 39042480 2 800.08 2445.833 10.387906695 947 39042780 2 585.25 2595.833 10.575064496 948 39043080 2 501.73 2345.833 10.258624357 949 39043380 2 391.48 2958.333 10.998010182 950 39043680 2 304.98 2716.667 10.720398324 951 39043980 2 310.45 3091.667 11.144428779 952 39044520 2 378.5 1791.667 9.4618746095 953 39045180 2 356.28 2716.667 10.720398324 954 39045780 2 293.18 2541.667 10.508375787 955 39050640 2 196.3 2416.667 10.350588512 1005 39397680 1 78 966.5 7.8624981725 1009 39402780 1 288.5 2770 10.783107398 1011 39405780 1 179.6 1333.5 8.6596014804 1018 39393240 2 367.98 11725.5 16.624148562 1019 39393480 2 908.55 8747.5 15.225276392 1020 39393780 2 678.95 4924.5 12.814705872 1021 39394080 2 521.73 2758 10.76907195 1022 39394380 2 451.75 3710 11.770967833 1023 39394680 2 543.18 1437 8.8559882252 1024 39394980 2 419.93 1888 9.6117086276 1025 39395280 2 291.73 1088.5 8.1479532782 1026 39395580 2 249.15 698 7.1311016444 1027 39395880 2 257.93 410.5 6.0812652744 1070 39396060 6 29.45 12.754 2.1463172884 1071 39396780 6 47.9 140.845 4.411867188 1072 39397980 6 82.65 56.216 3.3493303293 1073 39399000 6 32.5 143.579 4.4373866992 1074 39400800 6 32.25 38.824 2.9972991014 1075 39991680 5 68.55 301.5 5.5435273551 1076 39992340 5 68.45 317 5.627529479 1077 39992940 5 67 465.5 6.3150370894 1078 39993840 5 77.4 10469 16.068360249 1079 39994680 5 76.5 447 6.2386734921 1101 40088880 5 72.35 245.965 5.2150922352 1102 40089480 5 73.7 343.2 5.7632065371 1103 40090380 5 73 219.104 5.0372683993 1104 40091280 5 83.9 275.172 5.3936315069 1109 40598880 5 29.75 279 5.4160324903 1110 40599480 5 29.2 260.909 5.3081931605 1111 40600080 5 28.6 184.118 4.781111529 1112 40600980 5 29.15 256.949 5.2838937918 1113 40602000 5 20.75 245.507 5.2121771003 1121 40954080 5 38.9 273.226 5.382160037 1122 40954980 5 41.8 263.939 5.326612085 1123 40956180 5 43.35 237 5.1573250419 1124 40957080 5 43.25 336.154 5.7274523539 1127 41049180 5 72.8 254.828 5.2707709508 1128 41049780 5 116.05 445 6.2302862866 1129 41050380 5 175.4 295.593 5.5107187122 1130 41051040 5 82.75 533.704 6.5794582785 1131 42149100 5 47 270.303 5.3648212922 1132 42149880 5 43.15 434.348 6.1851658282 1133 42151080 5 40.5 336.333 5.7283671337 1134 42152160 5 41 334.231 5.7176032835 1135 42154380 5 40 309.841 5.5890972411 1136 42156780 5 39.55 280 5.4218488903 1137 42159000 5 41.85 305.152 5.5635867764 1145 42955920 2 16.6 785.152 7.3873065694 1146 42956160 2 22.5 945.517 7.81089505 1147 42956340 2 162.55 597.188 6.805081357 1148 42956700 2 451.58 781.967 7.3783037059 1149 42956940 2 212.48 266.984 5.3449736758 1150 42957240 2 408.15 287.5 5.4650149547 1151 42957540 2 394.3 8307.586 14.99140903 1152 42957780 2 203.13 10684.333 16.166805915 1153 42958260 2 57.08 11735 16.628188082 1154 42961380 2 2453.7 8844.615 15.275790019 1155 42961620 2 3140.15 6056.071 13.635067349 1156 42961980 2 3321.68 5209.63 13.032930038 1157 42962280 2 3336.2 1749.231 9.394077735 1158 42962580 2 3048.2 436.923 6.1961435686 1159 42962880 2 2682.55 3886.538 11.936276636 1160 42963180 2 2183.73 2189.655 10.048765417 1161 42963480 2 2006.85 3482.414 11.549524914 1162 42963780 2 1544.88 1174.828 8.3366637792 1163 42964080 2 1068.23 897.419 7.6895084414 1164 42964380 2 731.8 1840 9.5377370916 1165 42964680 2 532.3 838.305 7.5339132808 1166 42964980 2 375.1 586.071 6.7668269399 1167 42965280 2 265.08 472.381 6.3428979823 1168 42965700 2 187.55 364.068 5.8661714566 1169 43652880 1 8.25 1000 7.9432823472 1201 43655160 5 28.9 247.297 5.2235487759 1202 43655760 5 45.25 643.143 6.9581256044 1203 43656300 5 43.3 956.812 7.8387711223 1204 43657500 5 36.6 359.394 5.8434757584 1205 43658580 5 33.5 271.25 5.3704530481 1206 43659540 5 28.7 225.357 5.0799719678 1207 43655460 6 63 639.75 6.9470926097 1208 43655940 6 88.6 1102.778 8.1798704978 1209 43656480 6 56.5 199.452 4.8972414723 1210 43657800 6 37.35 231.111 5.118540984 1211 43658880 6 25.2 147.059 4.4693820715 1212 43659780 6 25.3 190.526 4.830435361 1237 43796040 5 27.8 495.346 6.4338746905 1238 43797900 5 28.7 241.976 5.1895737479 1239 43799100 5 29.3 192.867 4.8481648391 1240 43800480 5 29.35 180.115 4.7496867131 1241 43801800 5 29.25 443.871 6.2255400518 1242 43803360 5 29.2 86.455 3.8109832024 1243 43804680 5 28.8 483.913 6.3889602601 1244 43796400 6 22.1 25.352 2.6375680165 1245 43798140 6 22.35 450.876 6.2548534047 1246 43799400 6 21.2 410.307 6.0804073859 1247 43800780 6 22.55 71.443 3.5990502049 1248 43802040 6 24.7 84.875 3.7899539771 1249 43803660 6 24.1 61.746 3.4449478237 1250 43804980 6 23.9 76.734 3.6770230416 1254 45363600 6 18.8 264.4 5.3294014438 1255 45364380 6 18.9 472.635 6.3439209656 1256 45365400 6 20.45 365.137 5.8713335445 1257 45366780 6 20 185.717 4.7935305317 1258 45368580 6 21 255.067 5.2722534813 1259 45370200 6 20.7 28.518 2.7323461618 ; %cv(mydata=cv_example, model=location ntu*location, class=location ID, stmts=repeated ID / subject=location type=sp(pow)(time), y=yS, k=5); /* The output produces the Pearson's correlation coefficient between observed response variable and predicted response variable resulting from the validation only. The predicted values from the validation can be found in the produced file 'Final' in the column 'Predicted'. */