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Estimation of indices which represent the drought tolerance capacity of genotypes.
The function can handle both replicated and non-replicated data refer the examples.
library(gpbStat)
data(datdti)
result1 = dti(datdti, environment = ENV, genotype = GEN, datdti[,3:8],
ns = 'NS-DWR', st = 'ST-DWR')
result1
#> $CG
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.26832895 3.511257 3.481769 3.540994 2.028369 22.903388 0.9032399
#> 2 G10 0.17435462 3.621299 3.609578 3.633058 2.089234 14.882149 0.9972142
#> 3 G11 0.06873675 3.570433 3.568802 3.572065 2.062354 5.867069 1.1028321
#> 4 G12 0.10120552 3.107821 3.104653 3.110992 1.794028 8.638462 1.0703633
#> 5 G13 0.15057221 3.528227 3.519898 3.536577 2.035646 12.852187 1.0209966
#> 6 G14 0.19300806 3.673872 3.659040 3.688764 2.119687 16.474326 0.9785608
#> 7 G15 0.23987081 4.063687 4.037173 4.090375 2.345926 20.474326 0.9316980
#> 8 G2 -0.06609917 3.543384 3.542050 3.544718 2.055910 -5.641937 1.2376680
#> 9 G3 0.05475201 3.405339 3.404364 3.406314 1.967637 4.673393 1.1168168
#> 10 G4 -0.08623688 3.059359 3.057431 3.061288 1.776653 -7.360804 1.2578057
#> 11 G5 0.27380761 3.534325 3.503249 3.565676 2.042020 23.371023 0.8977612
#> 12 G6 0.14500581 3.139784 3.132944 3.146638 1.811588 12.377063 1.0265630
#> 13 G7 0.30115591 3.666392 3.626299 3.706928 2.120343 25.705354 0.8704129
#> 14 G8 0.34070889 3.317909 3.269529 3.367005 1.922419 29.081424 0.8308599
#> 15 G9 0.26547374 3.164977 3.139034 3.191134 1.828187 22.659680 0.9060951
#> SSI SSPI STI TOL YI YSI
#> 1 1.5639728 12.204587 0.8756731 0.9158928 0.9626235 0.7709661
#> 2 1.0162372 7.783917 0.9314202 0.5841437 1.0431601 0.8511785
#> 3 0.4006366 2.877066 0.9054379 0.2159093 1.0816031 0.9413293
#> 4 0.5898830 3.742735 0.6860074 0.2808734 0.9275000 0.9136154
#> 5 0.8776199 6.472675 0.8841582 0.4857416 1.0283976 0.8714781
#> 6 1.1249600 8.824703 0.9586605 0.6622495 1.0483595 0.8352567
#> 7 1.3981026 12.432390 1.1728903 0.9329883 1.1314886 0.7952567
#> 8 -0.3852633 -2.591831 0.8917710 -0.1945039 1.1371366 1.0564194
#> 9 0.3191257 2.172021 0.8236402 0.1629992 1.0381107 0.9532661
#> 10 -0.5026373 -2.896084 0.6647797 -0.2173366 0.9897592 1.0736080
#> 11 1.5959055 12.573788 0.8872170 0.9435995 0.9660047 0.7662898
#> 12 0.8451758 5.532060 0.7001907 0.4151532 0.9176665 0.8762294
#> 13 1.7553068 14.570088 0.9547610 1.0934117 0.9867199 0.7429465
#> 14 1.9858439 15.267873 0.7818901 1.1457770 0.8724101 0.7091858
#> 15 1.5473310 10.866754 0.7114724 0.8154951 0.8690601 0.7734032
#>
#> $CL
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.1659561 14.40619 14.36902 14.44345 2.196723 13.39592 1.0728999
#> 2 G10 0.1728140 11.70291 11.66997 11.73595 1.784323 13.94948 1.0660420
#> 3 G11 0.1374056 11.58853 11.56854 11.60855 1.768042 11.09133 1.1014505
#> 4 G12 0.2223264 12.01302 11.95451 12.07182 1.830731 17.94611 1.0165296
#> 5 G13 0.2310490 14.40249 14.32613 14.47926 2.194818 18.65019 1.0078071
#> 6 G14 0.2076263 14.93384 14.87125 14.99670 2.276043 16.75952 1.0312297
#> 7 G15 0.2430882 12.77482 12.69901 12.85108 1.946764 19.62199 0.9957679
#> 8 G2 0.3992410 13.84239 13.58462 14.10505 2.117510 32.22659 0.8396150
#> 9 G3 0.2035744 13.10059 13.04800 13.15340 1.996705 16.43245 1.0352817
#> 10 G4 0.2109426 11.84072 11.78934 11.89233 1.804583 17.02720 1.0279135
#> 11 G5 0.1430107 14.58470 14.55732 14.61214 2.224897 11.54377 1.0958454
#> 12 G6 0.3433952 13.10674 12.93598 13.27975 2.000386 27.71873 0.8954609
#> 13 G7 0.2455084 13.51489 13.43290 13.59738 2.059551 19.81735 0.9933477
#> 14 G8 0.3834391 13.53398 13.30521 13.76669 2.068740 30.95106 0.8554170
#> 15 G9 0.2062359 11.35217 11.30528 11.39925 1.730185 16.64728 1.0326202
#> SSI SSPI STI TOL YI YSI
#> 1 0.6947956 7.098057 0.9725958 2.073730 1.1369889 0.8660408
#> 2 0.7235069 6.023689 0.6418334 1.759849 0.9206801 0.8605052
#> 3 0.5752653 4.665809 0.6293481 1.363138 0.9266983 0.8890867
#> 4 0.9307967 8.146296 0.6762995 2.379978 0.9228688 0.8205389
#> 5 0.9673147 10.193650 0.9720969 2.978122 1.1016761 0.8134981
#> 6 0.8692530 9.389728 1.0451470 2.743253 1.1555183 0.8324048
#> 7 1.0177183 9.570097 0.7647931 2.795948 0.9713180 0.8037801
#> 8 1.6714712 18.547393 0.8979589 5.418707 0.9664486 0.6777341
#> 9 0.8522890 8.060493 0.8042967 2.354910 1.0156588 0.8356755
#> 10 0.8831367 7.576015 0.6570383 2.213368 0.9147113 0.8297280
#> 11 0.5987317 6.127287 0.9968495 1.790115 1.1633218 0.8845623
#> 12 1.4376657 14.626563 0.8050516 4.273219 0.9450300 0.7228127
#> 13 1.0278508 10.237759 0.8559713 2.991009 1.0263386 0.8018265
#> 14 1.6053144 17.254796 0.8583919 5.041069 0.9537667 0.6904894
#> 15 0.8634316 7.085160 0.6039379 2.069962 0.8789757 0.8335272
#>
#> $GY
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.1831164 3425.006 3416.929 3433.102 2.243284 12.84563 1.2423982
#> 2 G10 0.1694505 3606.590 3599.382 3613.812 2.363649 11.88697 1.2560641
#> 3 G11 0.6750749 2676.208 2544.156 2815.113 1.760555 47.35658 0.7504397
#> 4 G12 0.1999827 3466.528 3456.651 3476.434 2.268856 14.02881 1.2255319
#> 5 G13 0.5596854 3141.234 3046.084 3239.355 2.050674 39.26199 0.8658292
#> 6 G14 0.2703107 3693.884 3673.565 3714.315 2.411476 18.96232 1.1552039
#> 7 G15 0.7636677 2225.056 2070.799 2390.805 1.479769 53.57137 0.6618469
#> 8 G2 0.5641560 3474.646 3367.257 3585.459 2.268763 39.57560 0.8613586
#> 9 G3 0.4657024 3272.921 3209.938 3337.141 2.131560 32.66908 0.9598121
#> 10 G4 0.1567321 2231.332 2227.554 2235.117 1.463201 10.99477 1.2687825
#> 11 G5 0.3458099 2615.508 2590.470 2640.787 1.704299 24.25860 1.0797047
#> 12 G6 0.4226441 3174.191 3125.746 3223.386 2.066827 29.64853 1.0028705
#> 13 G7 0.4414439 3208.708 3154.401 3263.950 2.089367 30.96734 0.9840707
#> 14 G8 0.7224063 3021.439 2842.118 3212.074 1.997954 50.67688 0.7031083
#> 15 G9 0.2717454 2603.808 2589.316 2618.381 1.699766 19.06297 1.1537692
#> SSI SSPI STI TOL YI YSI
#> 1 0.4303410 6.425353 0.8722323 471.2726 1.2428890 0.8715437
#> 2 0.3982248 6.226911 0.9671706 456.7177 1.3159618 0.8811303
#> 3 1.5864907 23.815123 0.5325362 1746.7391 0.7547764 0.5264342
#> 4 0.4699784 7.150950 0.8935092 524.4921 1.2493889 0.8597119
#> 5 1.3153143 21.575809 0.7336857 1582.4949 0.9516055 0.6073801
#> 6 0.6352560 10.608551 1.0145559 778.0926 1.2925672 0.8103768
#> 7 1.7946922 23.850947 0.3681218 1749.3667 0.5893325 0.4642863
#> 8 1.3258206 24.118855 0.8976988 1769.0166 1.0498884 0.6042440
#> 9 1.0944453 17.766010 0.7964907 1303.0622 1.0439250 0.6733092
#> 10 0.3683354 3.545419 0.3702013 260.0416 0.8182733 0.8900523
#> 11 0.8126863 9.939851 0.5086530 729.0463 0.8848082 0.7574140
#> 12 0.9932540 15.297636 0.7491618 1122.0173 1.0348945 0.7035147
#> 13 1.0374354 16.305400 0.7655435 1195.9326 1.0362962 0.6903266
#> 14 1.6977238 29.725087 0.6787927 2180.2102 0.8248321 0.4932312
#> 15 0.6386277 7.522299 0.5041125 551.7290 0.9105610 0.8093703
#>
#> $HSW
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.05988953 22.32269 22.31619 22.32919 1.979374 4.711464 1.2112552
#> 2 G10 0.20695327 23.44196 23.34973 23.53455 2.070114 16.280858 1.0641915
#> 3 G11 0.44025200 20.85271 20.39023 21.32569 1.848474 34.634293 0.8308928
#> 4 G12 0.19545370 23.32262 23.24159 23.40393 2.059950 15.376195 1.0756911
#> 5 G13 0.23405352 23.14458 23.02529 23.26449 2.043204 18.412814 1.0370912
#> 6 G14 0.17820603 24.50746 24.43773 24.57738 2.165296 14.019334 1.0929387
#> 7 G15 0.42880321 18.29183 17.91139 18.68034 1.620479 33.733626 0.8423415
#> 8 G2 0.42891492 24.85788 24.34055 25.38620 2.202180 33.742413 0.8422298
#> 9 G3 0.31951500 25.35489 25.09156 25.62097 2.238646 25.136004 0.9516298
#> 10 G4 0.14212612 19.93310 19.89812 19.96814 1.762642 11.180955 1.1290186
#> 11 G5 0.23918871 22.75554 22.63249 22.87927 2.008775 18.816796 1.0319560
#> 12 G6 0.25802349 22.51773 22.37361 22.66277 1.987577 20.298513 1.0131213
#> 13 G7 0.19613119 24.08848 24.00417 24.17310 2.127569 15.429493 1.0750136
#> 14 G8 0.49534367 23.43006 22.73368 24.14777 2.084745 38.968313 0.7758011
#> 15 G9 0.12010067 20.35374 20.32871 20.37881 1.800976 9.448229 1.1510441
#> SSI SSPI STI TOL YI YSI
#> 1 0.2208766 2.108701 0.7635171 1.077413 1.0842383 0.9528854
#> 2 0.7632575 8.163785 0.8420024 4.171178 1.0672448 0.8371914
#> 3 1.6236788 17.483432 0.6662707 8.932929 0.8388713 0.6536571
#> 4 0.7208463 7.629793 0.8334514 3.898342 1.0675333 0.8462380
#> 5 0.8632050 9.234033 0.8207756 4.718007 1.0402032 0.8158719
#> 6 0.6572358 7.252005 0.9202846 3.705316 1.1307237 0.8598067
#> 7 1.5814549 14.835640 0.5126722 7.580074 0.7409032 0.6626637
#> 8 1.5818669 20.167645 0.9467901 10.304392 1.0067918 0.6625759
#> 9 1.1783927 14.416313 0.9850288 7.365825 1.0915810 0.7486400
#> 10 0.5241706 4.628427 0.6088007 2.364834 0.9347288 0.8881905
#> 11 0.8821440 9.301064 0.7934145 4.752256 1.0201832 0.8118320
#> 12 0.9516079 10.020476 0.7769171 5.119830 1.0002661 0.7970149
#> 13 0.7233449 7.910145 0.8890876 4.041584 1.1022415 0.8457051
#> 14 1.8268606 22.873896 0.8411480 11.687115 0.9107704 0.6103169
#> 15 0.4429393 3.955297 0.6347668 2.020907 0.9637193 0.9055177
#>
#> $NKPR
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.2644000 24.52026 24.39527 24.64590 2.126839 18.320749 1.1787722
#> 2 G10 0.4382519 25.31549 24.90654 25.73116 2.188418 30.367261 1.0049203
#> 3 G11 0.6736635 21.08990 20.08869 22.14101 1.838794 46.679361 0.7695086
#> 4 G12 0.2045683 24.65097 24.57915 24.72301 2.143175 14.174907 1.2386038
#> 5 G13 0.3506708 26.91397 26.65536 27.17510 2.328869 24.298610 1.0925014
#> 6 G14 0.2707345 26.85264 26.70840 26.99765 2.328638 18.759684 1.1724376
#> 7 G15 0.4715530 17.98109 17.63492 18.33406 1.554546 32.674759 0.9716191
#> 8 G2 0.5959297 22.46359 21.68992 23.26485 1.948551 41.293041 0.8472425
#> 9 G3 0.5710145 24.17978 23.43290 24.95046 2.095124 39.566622 0.8721577
#> 10 G4 0.6220742 18.06039 17.36543 18.78317 1.568829 43.104644 0.8210979
#> 11 G5 0.1169127 23.15516 23.13452 23.17582 2.021642 8.101094 1.3262594
#> 12 G6 0.6035587 23.28704 22.45835 24.14630 2.020755 41.821672 0.8396134
#> 13 G7 0.4663948 22.39006 21.97030 22.81785 1.935655 32.317334 0.9767774
#> 14 G8 0.6607352 21.85363 20.86837 22.88541 1.903381 45.783532 0.7824370
#> 15 G9 0.2548682 23.01306 22.90487 23.12177 1.996783 17.660276 1.1883039
#> SSI SSPI STI TOL YI YSI
#> 1 0.5966078 8.942028 0.7783185 4.970642 1.1506750 0.8167925
#> 2 0.9888976 16.573293 0.8296212 9.212665 1.0968943 0.6963274
#> 3 1.5200945 24.253549 0.5757794 13.481921 0.7996388 0.5332064
#> 4 0.4616001 6.785325 0.7866384 3.771787 1.1858038 0.8582509
#> 5 0.7912744 13.521686 0.9376973 7.516356 1.2159099 0.7570139
#> 6 0.6109015 10.054261 0.9334281 5.588904 1.2567369 0.8124032
#> 7 1.0640403 12.881400 0.4185422 7.160437 0.7660846 0.6732524
#> 8 1.3446912 21.778836 0.6532286 12.106292 0.8937077 0.5870696
#> 9 1.2884710 22.139427 0.7568532 12.306735 0.9760283 0.6043338
#> 10 1.4036853 18.566772 0.4222421 10.320788 0.7073548 0.5689536
#> 11 0.2638088 3.520139 0.6940689 1.956754 1.1525894 0.9189891
#> 12 1.3619059 22.969873 0.7019976 12.768358 0.9222880 0.5817833
#> 13 1.0524009 15.822521 0.6489597 8.795330 0.9564576 0.6768267
#> 14 1.4909222 24.445043 0.6182359 13.588367 0.8355277 0.5421647
#> 15 0.5750998 8.057322 0.6855763 4.478857 1.0843032 0.8233972
#>
#> $NKR
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.1952362 11.74275 11.706050 11.77956 1.933306 14.64277 1.1380915
#> 2 G10 0.6060902 10.14878 9.699826 10.61851 1.688577 45.45696 0.7272374
#> 3 G11 0.2674493 11.22788 11.157899 11.29830 1.845618 20.05878 1.0658783
#> 4 G12 0.4605835 11.34766 11.097583 11.60336 1.868677 34.54391 0.8727441
#> 5 G13 0.3242357 13.29650 13.168503 13.42574 2.184564 24.31778 1.0090919
#> 6 G14 0.2902539 13.53690 13.435547 13.63902 2.224533 21.76913 1.0430737
#> 7 G15 0.4454621 10.42750 10.215649 10.64375 1.716212 33.40980 0.8878655
#> 8 G2 0.4881598 12.19409 11.884001 12.51227 2.010513 36.61214 0.8451679
#> 9 G3 0.4055144 13.05532 12.843657 13.27048 2.146423 30.41371 0.9278132
#> 10 G4 0.2760055 10.59941 10.528531 10.67076 1.742101 20.70050 1.0573221
#> 11 G5 0.1855813 13.23691 13.199832 13.27410 2.179917 13.91865 1.1477464
#> 12 G6 0.1374980 14.11757 14.096692 14.13848 2.328719 10.31240 1.1958296
#> 13 G7 0.3517719 11.96656 11.827584 12.10716 1.966125 26.38301 0.9815557
#> 14 G8 0.2599358 13.90653 13.825185 13.98836 2.286200 19.49527 1.0733918
#> 15 G9 0.2949739 11.43180 11.343034 11.52125 1.878514 22.12313 1.0383538
#> SSI SSPI STI TOL YI YSI
#> 1 0.5857185 6.620147 0.6978931 1.861114 1.0290855 0.8535723
#> 2 1.8183017 22.219749 0.5212870 6.246611 0.7109597 0.5454304
#> 3 0.8023616 8.960074 0.6380355 2.518935 0.9522362 0.7994122
#> 4 1.3817742 17.234445 0.6517209 4.845099 0.8708488 0.6545609
#> 5 0.9727238 13.220839 0.8947959 3.716758 1.0972252 0.7568222
#> 6 0.8707765 11.851300 0.9274442 3.331741 1.1357163 0.7823087
#> 7 1.3364093 15.186012 0.5503132 4.269225 0.8071365 0.6659020
#> 8 1.4645044 19.946476 0.7525723 5.607528 0.9209033 0.6338786
#> 9 1.2165640 16.931281 0.8626301 4.759870 1.0330254 0.6958629
#> 10 0.8280308 8.764397 0.5686076 2.463924 0.8953203 0.7929950
#> 11 0.5567533 7.063568 0.8867942 1.985772 1.1649380 0.8608135
#> 12 0.4125012 5.468246 1.0087169 1.537281 1.2681999 0.8968760
#> 13 1.0553339 13.088781 0.7247494 3.679633 0.9739123 0.7361699
#> 14 0.7798209 10.748110 0.9787844 3.021603 1.1835622 0.8050473
#> 15 0.8849367 10.194164 0.6614216 2.865873 0.9569303 0.7787687
data(datrdti)
result2 = dti(datrdti, environment = ENV, genotype = GEN, datrdti[,4:9],
ns = 'NS-DWR', st = 'ST-DWR')
result2
#> $CG
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.26832895 3.511257 3.481769 3.540994 2.028369 22.903388 0.9032399
#> 2 G10 0.17435462 3.621299 3.609578 3.633058 2.089234 14.882149 0.9972142
#> 3 G11 0.06873675 3.570433 3.568802 3.572065 2.062354 5.867069 1.1028321
#> 4 G12 0.10120552 3.107821 3.104653 3.110992 1.794028 8.638462 1.0703633
#> 5 G13 0.15057221 3.528227 3.519898 3.536577 2.035646 12.852187 1.0209966
#> 6 G14 0.19300806 3.673872 3.659040 3.688764 2.119687 16.474326 0.9785608
#> 7 G15 0.23987081 4.063687 4.037173 4.090375 2.345926 20.474326 0.9316980
#> 8 G2 -0.06609917 3.543384 3.542050 3.544718 2.055910 -5.641937 1.2376680
#> 9 G3 0.05475201 3.405339 3.404364 3.406314 1.967637 4.673393 1.1168168
#> 10 G4 -0.08623688 3.059359 3.057431 3.061288 1.776653 -7.360804 1.2578057
#> 11 G5 0.27380761 3.534325 3.503249 3.565676 2.042020 23.371023 0.8977612
#> 12 G6 0.14500581 3.139784 3.132944 3.146638 1.811588 12.377063 1.0265630
#> 13 G7 0.30115591 3.666392 3.626299 3.706928 2.120343 25.705354 0.8704129
#> 14 G8 0.34070889 3.317909 3.269529 3.367005 1.922419 29.081424 0.8308599
#> 15 G9 0.26547374 3.164977 3.139034 3.191134 1.828187 22.659680 0.9060951
#> SSI SSPI STI TOL YI YSI
#> 1 1.5639728 12.204587 0.8756731 0.9158928 0.9626235 0.7709661
#> 2 1.0162372 7.783917 0.9314202 0.5841437 1.0431601 0.8511785
#> 3 0.4006366 2.877066 0.9054379 0.2159093 1.0816031 0.9413293
#> 4 0.5898830 3.742735 0.6860074 0.2808734 0.9275000 0.9136154
#> 5 0.8776199 6.472675 0.8841582 0.4857416 1.0283976 0.8714781
#> 6 1.1249600 8.824703 0.9586605 0.6622495 1.0483595 0.8352567
#> 7 1.3981026 12.432390 1.1728903 0.9329883 1.1314886 0.7952567
#> 8 -0.3852633 -2.591831 0.8917710 -0.1945039 1.1371366 1.0564194
#> 9 0.3191257 2.172021 0.8236402 0.1629992 1.0381107 0.9532661
#> 10 -0.5026373 -2.896084 0.6647797 -0.2173366 0.9897592 1.0736080
#> 11 1.5959055 12.573788 0.8872170 0.9435995 0.9660047 0.7662898
#> 12 0.8451758 5.532060 0.7001907 0.4151532 0.9176665 0.8762294
#> 13 1.7553068 14.570088 0.9547610 1.0934117 0.9867199 0.7429465
#> 14 1.9858439 15.267873 0.7818901 1.1457770 0.8724101 0.7091858
#> 15 1.5473310 10.866754 0.7114724 0.8154951 0.8690601 0.7734032
#>
#> $CL
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.1659561 14.40619 14.36902 14.44345 2.196723 13.39592 1.0728999
#> 2 G10 0.1728140 11.70291 11.66997 11.73595 1.784323 13.94948 1.0660420
#> 3 G11 0.1374056 11.58853 11.56854 11.60855 1.768042 11.09133 1.1014505
#> 4 G12 0.2223264 12.01302 11.95451 12.07182 1.830731 17.94611 1.0165296
#> 5 G13 0.2310490 14.40249 14.32613 14.47926 2.194818 18.65019 1.0078071
#> 6 G14 0.2076263 14.93384 14.87125 14.99670 2.276043 16.75952 1.0312297
#> 7 G15 0.2430882 12.77482 12.69901 12.85108 1.946764 19.62199 0.9957679
#> 8 G2 0.3992410 13.84239 13.58462 14.10505 2.117510 32.22659 0.8396150
#> 9 G3 0.2035744 13.10059 13.04800 13.15340 1.996705 16.43245 1.0352817
#> 10 G4 0.2109426 11.84072 11.78934 11.89233 1.804583 17.02720 1.0279135
#> 11 G5 0.1430107 14.58470 14.55732 14.61214 2.224897 11.54377 1.0958454
#> 12 G6 0.3433952 13.10674 12.93598 13.27975 2.000386 27.71873 0.8954609
#> 13 G7 0.2455084 13.51489 13.43290 13.59738 2.059551 19.81735 0.9933477
#> 14 G8 0.3834391 13.53398 13.30521 13.76669 2.068740 30.95106 0.8554170
#> 15 G9 0.2062359 11.35217 11.30528 11.39925 1.730185 16.64728 1.0326202
#> SSI SSPI STI TOL YI YSI
#> 1 0.6947956 7.098057 0.9725958 2.073730 1.1369889 0.8660408
#> 2 0.7235069 6.023689 0.6418334 1.759849 0.9206801 0.8605052
#> 3 0.5752653 4.665809 0.6293481 1.363138 0.9266983 0.8890867
#> 4 0.9307967 8.146296 0.6762995 2.379978 0.9228688 0.8205389
#> 5 0.9673147 10.193650 0.9720969 2.978122 1.1016761 0.8134981
#> 6 0.8692530 9.389728 1.0451470 2.743253 1.1555183 0.8324048
#> 7 1.0177183 9.570097 0.7647931 2.795948 0.9713180 0.8037801
#> 8 1.6714712 18.547393 0.8979589 5.418707 0.9664486 0.6777341
#> 9 0.8522890 8.060493 0.8042967 2.354910 1.0156588 0.8356755
#> 10 0.8831367 7.576015 0.6570383 2.213368 0.9147113 0.8297280
#> 11 0.5987317 6.127287 0.9968495 1.790115 1.1633218 0.8845623
#> 12 1.4376657 14.626563 0.8050516 4.273219 0.9450300 0.7228127
#> 13 1.0278508 10.237759 0.8559713 2.991009 1.0263386 0.8018265
#> 14 1.6053144 17.254796 0.8583919 5.041069 0.9537667 0.6904894
#> 15 0.8634316 7.085160 0.6039379 2.069962 0.8789757 0.8335272
#>
#> $GY
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.1831164 3425.006 3416.929 3433.102 2.243284 12.84563 1.2423982
#> 2 G10 0.1694505 3606.590 3599.382 3613.812 2.363649 11.88697 1.2560641
#> 3 G11 0.6750749 2676.208 2544.156 2815.113 1.760555 47.35658 0.7504397
#> 4 G12 0.1999827 3466.528 3456.651 3476.434 2.268856 14.02881 1.2255319
#> 5 G13 0.5596854 3141.234 3046.084 3239.355 2.050674 39.26199 0.8658292
#> 6 G14 0.2703107 3693.884 3673.565 3714.315 2.411476 18.96232 1.1552039
#> 7 G15 0.7636677 2225.056 2070.799 2390.805 1.479769 53.57137 0.6618469
#> 8 G2 0.5641560 3474.646 3367.257 3585.459 2.268763 39.57560 0.8613586
#> 9 G3 0.4657024 3272.921 3209.938 3337.141 2.131560 32.66908 0.9598121
#> 10 G4 0.1567321 2231.332 2227.554 2235.117 1.463201 10.99477 1.2687825
#> 11 G5 0.3458099 2615.508 2590.470 2640.787 1.704299 24.25860 1.0797047
#> 12 G6 0.4226441 3174.191 3125.746 3223.386 2.066827 29.64853 1.0028705
#> 13 G7 0.4414439 3208.708 3154.401 3263.950 2.089367 30.96734 0.9840707
#> 14 G8 0.7224063 3021.439 2842.118 3212.074 1.997954 50.67688 0.7031083
#> 15 G9 0.2717454 2603.808 2589.316 2618.381 1.699766 19.06297 1.1537692
#> SSI SSPI STI TOL YI YSI
#> 1 0.4303410 6.425353 0.8722323 471.2726 1.2428890 0.8715437
#> 2 0.3982248 6.226911 0.9671706 456.7177 1.3159618 0.8811303
#> 3 1.5864907 23.815123 0.5325362 1746.7391 0.7547764 0.5264342
#> 4 0.4699784 7.150950 0.8935092 524.4921 1.2493889 0.8597119
#> 5 1.3153143 21.575809 0.7336857 1582.4949 0.9516055 0.6073801
#> 6 0.6352560 10.608551 1.0145559 778.0926 1.2925672 0.8103768
#> 7 1.7946922 23.850947 0.3681218 1749.3667 0.5893325 0.4642863
#> 8 1.3258206 24.118855 0.8976988 1769.0166 1.0498884 0.6042440
#> 9 1.0944453 17.766010 0.7964907 1303.0622 1.0439250 0.6733092
#> 10 0.3683354 3.545419 0.3702013 260.0416 0.8182733 0.8900523
#> 11 0.8126863 9.939851 0.5086530 729.0463 0.8848082 0.7574140
#> 12 0.9932540 15.297636 0.7491618 1122.0173 1.0348945 0.7035147
#> 13 1.0374354 16.305400 0.7655435 1195.9326 1.0362962 0.6903266
#> 14 1.6977238 29.725087 0.6787927 2180.2102 0.8248321 0.4932312
#> 15 0.6386277 7.522299 0.5041125 551.7290 0.9105610 0.8093703
#>
#> $HSW
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.05988953 22.32269 22.31619 22.32919 1.979374 4.711464 1.2112552
#> 2 G10 0.20695327 23.44196 23.34973 23.53455 2.070114 16.280858 1.0641915
#> 3 G11 0.44025200 20.85271 20.39023 21.32569 1.848474 34.634293 0.8308928
#> 4 G12 0.19545370 23.32262 23.24159 23.40393 2.059950 15.376195 1.0756911
#> 5 G13 0.23405352 23.14458 23.02529 23.26449 2.043204 18.412814 1.0370912
#> 6 G14 0.17820603 24.50746 24.43773 24.57738 2.165296 14.019334 1.0929387
#> 7 G15 0.42880321 18.29183 17.91139 18.68034 1.620479 33.733626 0.8423415
#> 8 G2 0.42891492 24.85788 24.34055 25.38620 2.202180 33.742413 0.8422298
#> 9 G3 0.31951500 25.35489 25.09156 25.62097 2.238646 25.136004 0.9516298
#> 10 G4 0.14212612 19.93310 19.89812 19.96814 1.762642 11.180955 1.1290186
#> 11 G5 0.23918871 22.75554 22.63249 22.87927 2.008775 18.816796 1.0319560
#> 12 G6 0.25802349 22.51773 22.37361 22.66277 1.987577 20.298513 1.0131213
#> 13 G7 0.19613119 24.08848 24.00417 24.17310 2.127569 15.429493 1.0750136
#> 14 G8 0.49534367 23.43006 22.73368 24.14777 2.084745 38.968313 0.7758011
#> 15 G9 0.12010067 20.35374 20.32871 20.37881 1.800976 9.448229 1.1510441
#> SSI SSPI STI TOL YI YSI
#> 1 0.2208766 2.108701 0.7635171 1.077413 1.0842383 0.9528854
#> 2 0.7632575 8.163785 0.8420024 4.171178 1.0672448 0.8371914
#> 3 1.6236788 17.483432 0.6662707 8.932929 0.8388713 0.6536571
#> 4 0.7208463 7.629793 0.8334514 3.898342 1.0675333 0.8462380
#> 5 0.8632050 9.234033 0.8207756 4.718007 1.0402032 0.8158719
#> 6 0.6572358 7.252005 0.9202846 3.705316 1.1307237 0.8598067
#> 7 1.5814549 14.835640 0.5126722 7.580074 0.7409032 0.6626637
#> 8 1.5818669 20.167645 0.9467901 10.304392 1.0067918 0.6625759
#> 9 1.1783927 14.416313 0.9850288 7.365825 1.0915810 0.7486400
#> 10 0.5241706 4.628427 0.6088007 2.364834 0.9347288 0.8881905
#> 11 0.8821440 9.301064 0.7934145 4.752256 1.0201832 0.8118320
#> 12 0.9516079 10.020476 0.7769171 5.119830 1.0002661 0.7970149
#> 13 0.7233449 7.910145 0.8890876 4.041584 1.1022415 0.8457051
#> 14 1.8268606 22.873896 0.8411480 11.687115 0.9107704 0.6103169
#> 15 0.4429393 3.955297 0.6347668 2.020907 0.9637193 0.9055177
#>
#> $NKPR
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.2644000 24.52026 24.39527 24.64590 2.126839 18.320749 1.1787722
#> 2 G10 0.4382519 25.31549 24.90654 25.73116 2.188418 30.367261 1.0049203
#> 3 G11 0.6736635 21.08990 20.08869 22.14101 1.838794 46.679361 0.7695086
#> 4 G12 0.2045683 24.65097 24.57915 24.72301 2.143175 14.174907 1.2386038
#> 5 G13 0.3506708 26.91397 26.65536 27.17510 2.328869 24.298610 1.0925014
#> 6 G14 0.2707345 26.85264 26.70840 26.99765 2.328638 18.759684 1.1724376
#> 7 G15 0.4715530 17.98109 17.63492 18.33406 1.554546 32.674759 0.9716191
#> 8 G2 0.5959297 22.46359 21.68992 23.26485 1.948551 41.293041 0.8472425
#> 9 G3 0.5710145 24.17978 23.43290 24.95046 2.095124 39.566622 0.8721577
#> 10 G4 0.6220742 18.06039 17.36543 18.78317 1.568829 43.104644 0.8210979
#> 11 G5 0.1169127 23.15516 23.13452 23.17582 2.021642 8.101094 1.3262594
#> 12 G6 0.6035587 23.28704 22.45835 24.14630 2.020755 41.821672 0.8396134
#> 13 G7 0.4663948 22.39006 21.97030 22.81785 1.935655 32.317334 0.9767774
#> 14 G8 0.6607352 21.85363 20.86837 22.88541 1.903381 45.783532 0.7824370
#> 15 G9 0.2548682 23.01306 22.90487 23.12177 1.996783 17.660276 1.1883039
#> SSI SSPI STI TOL YI YSI
#> 1 0.5966078 8.942028 0.7783185 4.970642 1.1506750 0.8167925
#> 2 0.9888976 16.573293 0.8296212 9.212665 1.0968943 0.6963274
#> 3 1.5200945 24.253549 0.5757794 13.481921 0.7996388 0.5332064
#> 4 0.4616001 6.785325 0.7866384 3.771787 1.1858038 0.8582509
#> 5 0.7912744 13.521686 0.9376973 7.516356 1.2159099 0.7570139
#> 6 0.6109015 10.054261 0.9334281 5.588904 1.2567369 0.8124032
#> 7 1.0640403 12.881400 0.4185422 7.160437 0.7660846 0.6732524
#> 8 1.3446912 21.778836 0.6532286 12.106292 0.8937077 0.5870696
#> 9 1.2884710 22.139427 0.7568532 12.306735 0.9760283 0.6043338
#> 10 1.4036853 18.566772 0.4222421 10.320788 0.7073548 0.5689536
#> 11 0.2638088 3.520139 0.6940689 1.956754 1.1525894 0.9189891
#> 12 1.3619059 22.969873 0.7019976 12.768358 0.9222880 0.5817833
#> 13 1.0524009 15.822521 0.6489597 8.795330 0.9564576 0.6768267
#> 14 1.4909222 24.445043 0.6182359 13.588367 0.8355277 0.5421647
#> 15 0.5750998 8.057322 0.6855763 4.478857 1.0843032 0.8233972
#>
#> $NKR
#> GEN DSI GMP HM MP MRP PYR RSI
#> 1 G1 0.1952362 11.74275 11.706050 11.77956 1.933306 14.64277 1.1380915
#> 2 G10 0.6060902 10.14878 9.699826 10.61851 1.688577 45.45696 0.7272374
#> 3 G11 0.2674493 11.22788 11.157899 11.29830 1.845618 20.05878 1.0658783
#> 4 G12 0.4605835 11.34766 11.097583 11.60336 1.868677 34.54391 0.8727441
#> 5 G13 0.3242357 13.29650 13.168503 13.42574 2.184564 24.31778 1.0090919
#> 6 G14 0.2902539 13.53690 13.435547 13.63902 2.224533 21.76913 1.0430737
#> 7 G15 0.4454621 10.42750 10.215649 10.64375 1.716212 33.40980 0.8878655
#> 8 G2 0.4881598 12.19409 11.884001 12.51227 2.010513 36.61214 0.8451679
#> 9 G3 0.4055144 13.05532 12.843657 13.27048 2.146423 30.41371 0.9278132
#> 10 G4 0.2760055 10.59941 10.528531 10.67076 1.742101 20.70050 1.0573221
#> 11 G5 0.1855813 13.23691 13.199832 13.27410 2.179917 13.91865 1.1477464
#> 12 G6 0.1374980 14.11757 14.096692 14.13848 2.328719 10.31240 1.1958296
#> 13 G7 0.3517719 11.96656 11.827584 12.10716 1.966125 26.38301 0.9815557
#> 14 G8 0.2599358 13.90653 13.825185 13.98836 2.286200 19.49527 1.0733918
#> 15 G9 0.2949739 11.43180 11.343034 11.52125 1.878514 22.12313 1.0383538
#> SSI SSPI STI TOL YI YSI
#> 1 0.5857185 6.620147 0.6978931 1.861114 1.0290855 0.8535723
#> 2 1.8183017 22.219749 0.5212870 6.246611 0.7109597 0.5454304
#> 3 0.8023616 8.960074 0.6380355 2.518935 0.9522362 0.7994122
#> 4 1.3817742 17.234445 0.6517209 4.845099 0.8708488 0.6545609
#> 5 0.9727238 13.220839 0.8947959 3.716758 1.0972252 0.7568222
#> 6 0.8707765 11.851300 0.9274442 3.331741 1.1357163 0.7823087
#> 7 1.3364093 15.186012 0.5503132 4.269225 0.8071365 0.6659020
#> 8 1.4645044 19.946476 0.7525723 5.607528 0.9209033 0.6338786
#> 9 1.2165640 16.931281 0.8626301 4.759870 1.0330254 0.6958629
#> 10 0.8280308 8.764397 0.5686076 2.463924 0.8953203 0.7929950
#> 11 0.5567533 7.063568 0.8867942 1.985772 1.1649380 0.8608135
#> 12 0.4125012 5.468246 1.0087169 1.537281 1.2681999 0.8968760
#> 13 1.0553339 13.088781 0.7247494 3.679633 0.9739123 0.7361699
#> 14 0.7798209 10.748110 0.9787844 3.021603 1.1835622 0.8050473
#> 15 0.8849367 10.194164 0.6614216 2.865873 0.9569303 0.7787687These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.